PetersMacBookPro-2:PeterP-2014-03-27 peterpetersen$ klusta PeterP-2014-03-27_dataset1.prm Calculating the threshold 2015-02-05 23:08:05 Starting process on Calculating the threshold for channels: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191] recording: 0 recording: 1 recording: 2 recording: 3 recording: 4 recording: 5 recording: 6 recording: 7 recording: 8 recording: 9 recording: 10 recording: 11 recording: 12 recording: 13 recording: 14 recording: 15 recording: 16 recording: 17 recording: 18 recording: 19 recording: 20 recording: 21 recording: 22 done Complete. Thresholds: [[ 110.68594751 95.41268297 89.59508133 100.33895543 86.16003427 101.80418744 83.97710329 113.38839301 81.67896021 105.17712176 82.899238 98.46884509 77.67096415 111.74685186 87.68155755 95.12540296 74.19513417 95.58479756 89.60469901 100.35626921 86.09149763 101.77734799 83.95086897 113.29794365 81.61530633 105.19304421 82.86948847 98.47200408 77.68680025 111.68677224 87.63881195 95.07140877 113.55456605 95.48996977 84.28023554 105.69999266 82.27661696 92.70990901 84.8818524 98.18736196 78.2628027 100.77011926 82.11312714 96.37392212 96.81921383 94.21994246 86.76351826 97.48979399 71.74230251 95.46362717 84.34422742 105.66203581 82.29980865 92.73115619 84.87952423 98.15204688 78.22314845 100.79502306 82.06307048 96.40172951 96.70289928 94.31161338 86.72490015 97.24791331 129.35639782 105.9770945 97.81001588 100.89963813 94.09756499 116.37049051 96.42511283 117.592944 89.92142273 106.66348962 100.0402856 111.83334472 85.93722457 106.34709477 94.14200463 103.62827227 81.97679906 106.04496616 97.90047682 100.98909882 94.12969503 116.47261832 96.48672235 117.65839637 89.88411868 106.67760919 100.07517356 111.82199683 85.95773345 106.40894818 94.151403 103.26680048 136.40424103 118.57933593 118.36898329 121.65374639 112.34928666 112.79788606 117.76865537 117.53812491 114.17756214 108.61283702 114.20873682 120.31049384 118.2285982 110.62975582 118.34129332 123.36096643 115.53832992 119.89857131 114.00103871 125.64097833 135.11530964 126.74868737 126.69912892 119.66903117 115.70570158 109.82812021 125.90214172 113.27237139 123.3681013 115.73589604 122.73273845 118.15406601 112.5417082 108.48623137 119.03485708 109.45755599 114.08721895 123.12367908 121.58336736 112.09111115 111.35629166 134.07436615 120.6331476 117.28502613 126.4634262 114.45695977 113.00982821 123.2894073 107.5440857 129.13090953 122.97336996 117.61636988 124.72194672 121.64298375 122.31453063 119.49378303 120.67618691 112.55550205 119.91334013 128.35727099 121.67718189 120.21012676 117.43302054 116.5035957 126.43272955 117.40402614 122.65395082 125.72831897 122.43850591 120.99079376 122.07499593 127.76420866 120.57111611 110.79746157 123.01728763 110.10850025 129.16067619 125.3650242 122.32523773 126.59391755 116.16920626 105.76249957 118.07705147 112.39313624 115.55795869 113.85221102 122.55419865 106.11032094 124.1710167 55.97136677 117.71860606 122.44347037 109.8216809 121.01982698 113.13446286 106.51315193 15.57465417] [ 49.19375445 42.40563687 39.82003615 44.5950913 38.29334857 45.24630553 37.32315702 50.39484134 36.30176009 46.74538745 36.84410578 43.76393115 34.52042851 49.66526749 38.96958113 42.27795687 32.97561519 42.48213225 39.82431067 44.60278632 38.26288784 45.23437688 37.31149732 50.35464162 36.27346948 46.75246409 36.83088377 43.76533515 34.52746678 49.63856544 38.95058309 42.25395945 50.46869602 42.43998656 37.45788246 46.97777452 36.56738532 41.20440401 37.72526774 43.63882754 34.78346787 44.78671967 36.49472317 42.83285428 43.0307617 41.87552998 38.56156367 43.32879733 31.88546778 42.42827874 37.4863233 46.96090481 36.57769273 41.21384719 37.72423299 43.62313195 34.76584376 44.79778803 36.47247577 42.84521312 42.97906635 41.91627261 38.54440007 43.2212948 57.49173237 47.10093089 43.47111817 44.84428361 41.82113999 51.720218 42.8556057 52.26353067 39.96507677 47.40599538 44.46234916 49.70370876 38.19432203 47.26537545 41.84089095 46.0570099 36.43413292 47.13109607 43.51132303 44.88404392 41.83542001 51.76560814 42.88298771 52.29262061 39.94849719 47.41227075 44.47785492 49.69866526 38.20343709 47.29286586 41.845068 45.89635577 60.62410712 52.70192708 52.60843702 54.06833173 49.93301629 50.13239381 52.34162461 52.23916663 50.74558317 48.27237201 50.75943859 53.4713306 52.54604365 49.16878037 52.59613036 54.82709619 51.35036885 53.28825391 50.66712832 55.84043481 60.05124873 56.33274994 56.31072397 53.18623608 51.42475626 48.81249787 55.95650743 50.34327617 54.83026724 51.43817602 54.54788375 52.51291823 50.01853698 48.21610283 52.90438093 48.64780266 50.70543064 54.72163515 54.03705216 49.81827162 49.49168518 59.58860718 53.61473227 52.12667828 56.2059672 50.8697599 50.22659031 54.79529213 47.79737142 57.39151535 54.65483109 52.27394217 55.43197632 54.06354833 54.36201361 53.10834801 53.63386085 50.02466758 53.29481784 57.047676 54.07874751 53.426723 52.19245357 51.77937587 56.19232424 52.17956717 54.51286703 55.87925288 54.41711374 53.77368611 54.25555375 56.78409274 53.58716271 49.24331625 54.67435006 48.93711122 57.40474497 55.71778853 54.36677232 56.26396336 51.63075834 47.00555536 52.47868954 49.952505 51.35909275 50.60098268 54.46853273 47.16014264 55.18711853 24.87616301 52.31938047 54.41932017 48.80963595 53.78658977 50.28198349 47.33917863 6.92206852]] 2015-02-05 23:16:10 0% complete, 7s elapsed, 1h 48m 45s remaining. 87 spikes found. 2015-02-05 23:16:46 0% complete, 43s elapsed, 1h 52m 22s remaining. 553 spikes found. 2015-02-05 23:18:03 1% complete, 2m 0s elapsed, 2h 47m 40s remaining. 2094 spikes found. 2015-02-05 23:19:49 1% complete, 3m 46s elapsed, 4h 49m 20s remaining. 4809 spikes found. 2015-02-05 23:21:49 1% complete, 5m 46s elapsed, 6h 48m 30s remaining. 7818 spikes found. 2015-02-05 23:23:44 1% complete, 7m 41s elapsed, 8h 24m 48s remaining. 10685 spikes found. 2015-02-05 23:26:10 1% complete, 10m 7s elapsed, 10h 19m 29s remaining. 14312 spikes found. 2015-02-05 23:27:35 1% complete, 11m 31s elapsed, 11h 1m 1s remaining. 16355 spikes found. 2015-02-05 23:30:18 1% complete, 14m 15s elapsed, 12h 48m 0s remaining. 20558 spikes found. 2015-02-05 23:32:04 1% complete, 16m 0s elapsed, 13h 34m 14s remaining. 23112 spikes found. 2015-02-05 23:33:40 2% complete, 17m 37s elapsed, 14h 7m 42s remaining. 25521 spikes found. 2015-02-05 23:35:36 2% complete, 19m 32s elapsed, 14h 52m 37s remaining. 28491 spikes found. 2015-02-05 23:36:29 2% complete, 20m 26s elapsed, 14h 47m 54s remaining. 29762 spikes found. 2015-02-05 23:37:07 2% complete, 21m 4s elapsed, 14h 32m 49s remaining. 30683 spikes found. 2015-02-05 23:38:48 2% complete, 22m 45s elapsed, 15h 0m 57s remaining. 33270 spikes found. 2015-02-05 23:40:28 2% complete, 24m 25s elapsed, 15h 25m 38s remaining. 35768 spikes found. 2015-02-05 23:42:00 2% complete, 25m 57s elapsed, 15h 43m 13s remaining. 38126 spikes found. 2015-02-05 23:42:41 2% complete, 26m 38s elapsed, 14h 54m 28s remaining. 39038 spikes found. 2015-02-05 23:43:20 3% complete, 27m 17s elapsed, 13h 14m 29s remaining. 39692 spikes found. 2015-02-05 23:43:55 3% complete, 27m 52s elapsed, 11h 55m 36s remaining. 40234 spikes found. 2015-02-05 23:44:31 4% complete, 28m 28s elapsed, 10h 53m 3s remaining. 40819 spikes found. 2015-02-05 23:45:07 4% complete, 29m 3s elapsed, 9h 53m 14s remaining. 41337 spikes found. 2015-02-05 23:45:43 5% complete, 29m 40s elapsed, 9h 0m 25s remaining. 41787 spikes found. 2015-02-05 23:47:05 5% complete, 31m 2s elapsed, 8h 50m 32s remaining. 43770 spikes found. 2015-02-05 23:49:09 5% complete, 33m 6s elapsed, 9h 14m 26s remaining. 47014 spikes found. 2015-02-05 23:51:20 5% complete, 35m 16s elapsed, 9h 39m 14s remaining. 50418 spikes found. 2015-02-05 23:52:56 5% complete, 36m 53s elapsed, 9h 53m 55s remaining. 52949 spikes found. 2015-02-05 23:55:04 5% complete, 39m 1s elapsed, 10h 16m 17s remaining. 56386 spikes found. 2015-02-05 23:56:10 6% complete, 40m 7s elapsed, 10h 21m 42s remaining. 58127 spikes found. 2015-02-05 23:58:02 6% complete, 41m 59s elapsed, 10h 38m 41s remaining. 61181 spikes found. 2015-02-05 23:59:04 6% complete, 43m 1s elapsed, 10h 42m 26s remaining. 62823 spikes found. 2015-02-06 00:00:16 6% complete, 44m 13s elapsed, 10h 48m 26s remaining. 64798 spikes found. 2015-02-06 00:00:57 6% complete, 44m 54s elapsed, 10h 46m 52s remaining. 65867 spikes found. 2015-02-06 00:01:38 6% complete, 45m 35s elapsed, 10h 34m 22s remaining. 66852 spikes found. 2015-02-06 00:02:21 6% complete, 46m 17s elapsed, 10h 22m 50s remaining. 67908 spikes found. 2015-02-06 00:03:27 7% complete, 47m 24s elapsed, 10h 27m 19s remaining. 69769 spikes found. 2015-02-06 00:04:26 7% complete, 48m 23s elapsed, 10h 30m 4s remaining. 71395 spikes found. 2015-02-06 00:05:02 7% complete, 48m 58s elapsed, 10h 27m 33s remaining. 72304 spikes found. 2015-02-06 00:05:42 7% complete, 49m 39s elapsed, 10h 7m 6s remaining. 73164 spikes found. 2015-02-06 00:06:15 7% complete, 50m 12s elapsed, 9h 46m 47s remaining. 73800 spikes found. 2015-02-06 00:06:47 8% complete, 50m 44s elapsed, 9h 27m 41s remaining. 74370 spikes found. 2015-02-06 00:07:27 8% complete, 51m 24s elapsed, 9h 4m 5s remaining. 75089 spikes found. 2015-02-06 00:08:02 9% complete, 51m 59s elapsed, 8h 37m 42s remaining. 75576 spikes found. 2015-02-06 00:08:39 9% complete, 52m 36s elapsed, 8h 11m 56s remaining. 76029 spikes found. 2015-02-06 00:10:54 9% complete, 54m 51s elapsed, 8h 20m 36s remaining. 79379 spikes found. 2015-02-06 00:13:13 9% complete, 57m 10s elapsed, 8h 35m 36s remaining. 82884 spikes found. 2015-02-06 00:16:29 10% complete, 1h 0m 25s elapsed, 8h 58m 33s remaining. 87774 spikes found. 2015-02-06 00:19:43 10% complete, 1h 3m 40s elapsed, 9h 20m 48s remaining. 92598 spikes found. 2015-02-06 00:22:51 10% complete, 1h 6m 48s elapsed, 9h 41m 32s remaining. 97343 spikes found. 2015-02-06 00:26:11 10% complete, 1h 10m 8s elapsed, 10h 3m 38s remaining. 102297 spikes found. 2015-02-06 00:28:51 10% complete, 1h 12m 48s elapsed, 10h 19m 28s remaining. 106359 spikes found. 2015-02-06 00:31:52 10% complete, 1h 15m 49s elapsed, 10h 37m 51s remaining. 110813 spikes found. 2015-02-06 00:33:45 10% complete, 1h 17m 42s elapsed, 10h 46m 24s remaining. 113595 spikes found. 2015-02-06 00:36:52 10% complete, 1h 20m 49s elapsed, 11h 4m 51s remaining. 118270 spikes found. 2015-02-06 00:38:56 10% complete, 1h 22m 53s elapsed, 11h 14m 23s remaining. 121269 spikes found. 2015-02-06 00:39:53 11% complete, 1h 23m 50s elapsed, 11h 14m 44s remaining. 122578 spikes found. 2015-02-06 00:40:33 11% complete, 1h 24m 30s elapsed, 11h 12m 41s remaining. 123478 spikes found. 2015-02-06 00:41:08 11% complete, 1h 25m 5s elapsed, 11h 2m 59s remaining. 124230 spikes found. 2015-02-06 00:41:52 11% complete, 1h 25m 49s elapsed, 10h 48m 1s remaining. 125202 spikes found. 2015-02-06 00:42:28 12% complete, 1h 26m 25s elapsed, 10h 32m 50s remaining. 125934 spikes found. 2015-02-06 00:43:03 12% complete, 1h 27m 0s elapsed, 10h 18m 10s remaining. 126599 spikes found. 2015-02-06 00:43:34 12% complete, 1h 27m 31s elapsed, 10h 3m 55s remaining. 127157 spikes found. 2015-02-06 00:44:05 12% complete, 1h 28m 2s elapsed, 9h 50m 13s remaining. 127692 spikes found. 2015-02-06 00:44:44 13% complete, 1h 28m 41s elapsed, 9h 29m 32s remaining. 128219 spikes found. 2015-02-06 00:45:18 13% complete, 1h 29m 15s elapsed, 9h 12m 49s remaining. 128666 spikes found. 2015-02-06 00:46:28 14% complete, 1h 30m 25s elapsed, 9h 5m 17s remaining. 130266 spikes found. 2015-02-06 00:47:56 14% complete, 1h 31m 53s elapsed, 9h 9m 20s remaining. 132666 spikes found. 2015-02-06 00:49:37 14% complete, 1h 33m 33s elapsed, 9h 14m 31s remaining. 135375 spikes found. 2015-02-06 00:51:30 14% complete, 1h 35m 27s elapsed, 9h 20m 51s remaining. 138441 spikes found. 2015-02-06 00:53:59 14% complete, 1h 37m 56s elapsed, 9h 30m 30s remaining. 142328 spikes found. 2015-02-06 00:55:55 14% complete, 1h 39m 52s elapsed, 9h 36m 50s remaining. 145431 spikes found. 2015-02-06 00:58:12 14% complete, 1h 42m 9s elapsed, 9h 45m 2s remaining. 149001 spikes found. 2015-02-06 00:59:44 14% complete, 1h 43m 41s elapsed, 9h 48m 51s remaining. 151485 spikes found. 2015-02-06 01:01:39 15% complete, 1h 45m 36s elapsed, 9h 54m 42s remaining. 154500 spikes found. 2015-02-06 01:02:54 15% complete, 1h 46m 51s elapsed, 9h 56m 46s remaining. 156500 spikes found. 2015-02-06 01:04:22 15% complete, 1h 48m 18s elapsed, 9h 59m 55s remaining. 158830 spikes found. 2015-02-06 01:05:12 15% complete, 1h 49m 8s elapsed, 9h 59m 35s remaining. 160097 spikes found. 2015-02-06 01:06:05 15% complete, 1h 50m 2s elapsed, 9h 59m 32s remaining. 161463 spikes found. 2015-02-06 01:06:52 15% complete, 1h 50m 49s elapsed, 9h 54m 6s remaining. 162621 spikes found. 2015-02-06 01:07:25 15% complete, 1h 51m 22s elapsed, 9h 47m 28s remaining. 163296 spikes found. 2015-02-06 01:08:03 16% complete, 1h 52m 0s elapsed, 9h 36m 56s remaining. 163983 spikes found. 2015-02-06 01:08:35 16% complete, 1h 52m 32s elapsed, 9h 26m 17s remaining. 164477 spikes found. 2015-02-06 01:09:13 17% complete, 1h 53m 10s elapsed, 9h 12m 18s remaining. 165029 spikes found. 2015-02-06 01:09:46 17% complete, 1h 53m 43s elapsed, 9h 0m 10s remaining. 165491 spikes found. 2015-02-06 01:10:21 17% complete, 1h 54m 17s elapsed, 8h 47m 4s remaining. 165904 spikes found. 2015-02-06 01:10:56 18% complete, 1h 54m 52s elapsed, 8h 34m 37s remaining. 166324 spikes found. 2015-02-06 01:11:48 18% complete, 1h 55m 45s elapsed, 8h 27m 35s remaining. 167336 spikes found. 2015-02-06 01:13:08 18% complete, 1h 57m 5s elapsed, 8h 29m 49s remaining. 169342 spikes found. 2015-02-06 01:15:14 18% complete, 1h 59m 11s elapsed, 8h 35m 18s remaining. 172500 spikes found. 2015-02-06 01:17:00 18% complete, 2h 0m 57s elapsed, 8h 39m 19s remaining. 175188 spikes found. 2015-02-06 01:18:53 18% complete, 2h 2m 49s elapsed, 8h 43m 41s remaining. 178010 spikes found. 2015-02-06 01:20:21 19% complete, 2h 4m 18s elapsed, 8h 46m 19s remaining. 180140 spikes found. 2015-02-06 01:22:27 19% complete, 2h 6m 23s elapsed, 8h 51m 28s remaining. 183360 spikes found. 2015-02-06 01:24:28 19% complete, 2h 8m 24s elapsed, 8h 56m 15s remaining. 186363 spikes found. 2015-02-06 01:26:07 19% complete, 2h 10m 4s elapsed, 8h 59m 27s remaining. 188799 spikes found. 2015-02-06 01:28:02 19% complete, 2h 11m 59s elapsed, 9h 3m 41s remaining. 191647 spikes found. 2015-02-06 01:29:19 19% complete, 2h 13m 16s elapsed, 9h 5m 17s remaining. 193520 spikes found. 2015-02-06 01:30:34 19% complete, 2h 14m 31s elapsed, 9h 6m 38s remaining. 195338 spikes found. 2015-02-06 01:31:38 19% complete, 2h 15m 35s elapsed, 9h 7m 18s remaining. 196913 spikes found. 2015-02-06 01:32:21 20% complete, 2h 16m 18s elapsed, 9h 2m 50s remaining. 197833 spikes found. 2015-02-06 01:32:51 20% complete, 2h 16m 48s elapsed, 9h 1m 13s remaining. 198505 spikes found. 2015-02-06 01:34:04 20% complete, 2h 18m 0s elapsed, 9h 2m 24s remaining. 200285 spikes found. 2015-02-06 01:35:36 20% complete, 2h 19m 33s elapsed, 9h 4m 51s remaining. 202616 spikes found. 2015-02-06 01:36:32 20% complete, 2h 20m 29s elapsed, 9h 4m 54s remaining. 203932 spikes found. 2015-02-06 01:37:12 20% complete, 2h 21m 8s elapsed, 9h 0m 19s remaining. 204703 spikes found. 2015-02-06 01:37:42 21% complete, 2h 21m 38s elapsed, 8h 51m 48s remaining. 205139 spikes found. 2015-02-06 01:38:19 21% complete, 2h 22m 15s elapsed, 8h 40m 37s remaining. 205597 spikes found. 2015-02-06 01:38:51 21% complete, 2h 22m 47s elapsed, 8h 30m 48s remaining. 205999 spikes found. 2015-02-06 01:39:28 22% complete, 2h 23m 25s elapsed, 8h 20m 24s remaining. 206452 spikes found. 2015-02-06 01:40:05 22% complete, 2h 24m 2s elapsed, 8h 10m 21s remaining. 206917 spikes found. 2015-02-06 01:41:01 22% complete, 2h 24m 58s elapsed, 8h 7m 35s remaining. 208221 spikes found. 2015-02-06 01:42:51 23% complete, 2h 26m 47s elapsed, 8h 10m 44s remaining. 211019 spikes found. 2015-02-06 01:44:07 23% complete, 2h 28m 4s elapsed, 8h 12m 2s remaining. 212967 spikes found. 2015-02-06 01:45:47 23% complete, 2h 29m 44s elapsed, 8h 14m 34s remaining. 215509 spikes found. 2015-02-06 01:46:52 23% complete, 2h 30m 49s elapsed, 8h 15m 10s remaining. 217162 spikes found. 2015-02-06 01:48:22 23% complete, 2h 32m 19s elapsed, 8h 17m 8s remaining. 219472 spikes found. 2015-02-06 01:49:14 23% complete, 2h 33m 11s elapsed, 8h 16m 59s remaining. 220784 spikes found. 2015-02-06 01:50:37 23% complete, 2h 34m 34s elapsed, 8h 18m 31s remaining. 222976 spikes found. 2015-02-06 01:51:26 23% complete, 2h 35m 23s elapsed, 8h 18m 11s remaining. 224203 spikes found. 2015-02-06 01:52:34 23% complete, 2h 36m 30s elapsed, 8h 18m 50s remaining. 226033 spikes found. 2015-02-06 01:53:05 23% complete, 2h 37m 2s elapsed, 8h 17m 35s remaining. 226819 spikes found. 2015-02-06 01:53:46 24% complete, 2h 37m 43s elapsed, 8h 11m 5s remaining. 227579 spikes found. 2015-02-06 01:54:21 24% complete, 2h 38m 18s elapsed, 8h 4m 23s remaining. 228143 spikes found. 2015-02-06 01:55:10 24% complete, 2h 39m 7s elapsed, 7h 58m 35s remaining. 229180 spikes found. 2015-02-06 01:55:42 25% complete, 2h 39m 39s elapsed, 7h 57m 26s remaining. 229998 spikes found. 2015-02-06 01:56:21 25% complete, 2h 40m 17s elapsed, 7h 53m 56s remaining. 230889 spikes found. 2015-02-06 01:56:54 25% complete, 2h 40m 50s elapsed, 7h 47m 34s remaining. 231397 spikes found. 2015-02-06 01:57:34 26% complete, 2h 41m 31s elapsed, 7h 39m 8s remaining. 231969 spikes found. 2015-02-06 01:58:09 26% complete, 2h 42m 5s elapsed, 7h 29m 12s remaining. 232315 spikes found. 2015-02-06 01:58:40 26% complete, 2h 42m 36s elapsed, 7h 20m 53s remaining. 232608 spikes found. 2015-02-06 02:00:28 27% complete, 2h 44m 25s elapsed, 7h 18m 35s remaining. 235047 spikes found. 2015-02-06 02:01:53 27% complete, 2h 45m 50s elapsed, 7h 20m 0s remaining. 237094 spikes found. 2015-02-06 02:04:32 27% complete, 2h 48m 29s elapsed, 7h 24m 37s remaining. 241095 spikes found. 2015-02-06 02:07:23 27% complete, 2h 51m 20s elapsed, 7h 29m 44s remaining. 245296 spikes found. 2015-02-06 02:09:23 27% complete, 2h 53m 20s elapsed, 7h 32m 33s remaining. 248253 spikes found. 2015-02-06 02:13:02 27% complete, 2h 56m 58s elapsed, 7h 39m 36s remaining. 253654 spikes found. 2015-02-06 02:14:53 27% complete, 2h 58m 49s elapsed, 7h 41m 56s remaining. 256344 spikes found. 2015-02-06 02:17:56 28% complete, 3h 1m 53s elapsed, 7h 47m 22s remaining. 260995 spikes found. 2015-02-06 02:20:09 28% complete, 3h 4m 6s elapsed, 7h 50m 33s remaining. 264189 spikes found. 2015-02-06 02:22:05 28% complete, 3h 6m 2s elapsed, 7h 52m 57s remaining. 267030 spikes found. 2015-02-06 02:24:31 28% complete, 3h 8m 28s elapsed, 7h 56m 37s remaining. 270620 spikes found. 2015-02-06 02:25:43 28% complete, 3h 9m 40s elapsed, 7h 57m 8s remaining. 272322 spikes found. 2015-02-06 02:26:20 28% complete, 3h 10m 17s elapsed, 7h 56m 12s remaining. 273191 spikes found. 2015-02-06 02:26:54 28% complete, 3h 10m 51s elapsed, 7h 52m 39s remaining. 273881 spikes found. 2015-02-06 02:27:30 29% complete, 3h 11m 26s elapsed, 7h 46m 45s remaining. 274472 spikes found. 2015-02-06 02:28:01 29% complete, 3h 11m 58s elapsed, 7h 40m 49s remaining. 274982 spikes found. 2015-02-06 02:28:40 29% complete, 3h 12m 37s elapsed, 7h 32m 58s remaining. 275570 spikes found. 2015-02-06 02:29:17 30% complete, 3h 13m 14s elapsed, 7h 25m 16s remaining. 276083 spikes found. 2015-02-06 02:29:49 30% complete, 3h 13m 46s elapsed, 7h 18m 25s remaining. 276458 spikes found. 2015-02-06 02:30:30 31% complete, 3h 14m 27s elapsed, 7h 11m 13s remaining. 276863 spikes found. 2015-02-06 02:31:05 31% complete, 3h 15m 2s elapsed, 7h 3m 58s remaining. 277284 spikes found. 2015-02-06 02:32:15 31% complete, 3h 16m 12s elapsed, 7h 4m 25s remaining. 279160 spikes found. 2015-02-06 02:33:59 31% complete, 3h 17m 55s elapsed, 7h 6m 2s remaining. 281959 spikes found. 2015-02-06 02:35:37 31% complete, 3h 19m 34s elapsed, 7h 7m 27s remaining. 284655 spikes found. 2015-02-06 02:37:08 31% complete, 3h 21m 5s elapsed, 7h 8m 34s remaining. 287143 spikes found. 2015-02-06 02:38:44 32% complete, 3h 22m 41s elapsed, 7h 9m 53s remaining. 289794 spikes found. 2015-02-06 02:40:18 32% complete, 3h 24m 15s elapsed, 7h 11m 4s remaining. 292338 spikes found. 2015-02-06 02:41:52 32% complete, 3h 25m 49s elapsed, 7h 12m 15s remaining. 294901 spikes found. 2015-02-06 02:43:12 32% complete, 3h 27m 9s elapsed, 7h 12m 56s remaining. 297120 spikes found. 2015-02-06 02:44:26 32% complete, 3h 28m 23s elapsed, 7h 13m 23s remaining. 299153 spikes found. 2015-02-06 02:45:35 32% complete, 3h 29m 32s elapsed, 7h 13m 40s remaining. 301070 spikes found. 2015-02-06 02:46:40 32% complete, 3h 30m 37s elapsed, 7h 13m 47s remaining. 302824 spikes found. 2015-02-06 02:47:43 32% complete, 3h 31m 40s elapsed, 7h 13m 49s remaining. 304520 spikes found. 2015-02-06 02:48:44 32% complete, 3h 32m 41s elapsed, 7h 13m 48s remaining. 306136 spikes found. 2015-02-06 02:49:27 33% complete, 3h 33m 23s elapsed, 7h 13m 8s remaining. 307231 spikes found. 2015-02-06 02:50:12 33% complete, 3h 34m 8s elapsed, 7h 10m 29s remaining. 308303 spikes found. 2015-02-06 02:50:49 33% complete, 3h 34m 46s elapsed, 7h 5m 33s remaining. 309009 spikes found. 2015-02-06 02:51:20 33% complete, 3h 35m 17s elapsed, 7h 0m 29s remaining. 309487 spikes found. 2015-02-06 02:51:59 34% complete, 3h 35m 56s elapsed, 6h 53m 47s remaining. 310078 spikes found. 2015-02-06 02:52:37 34% complete, 3h 36m 34s elapsed, 6h 47m 12s remaining. 310587 spikes found. 2015-02-06 02:53:13 35% complete, 3h 37m 10s elapsed, 6h 39m 34s remaining. 310993 spikes found. 2015-02-06 02:53:46 35% complete, 3h 37m 42s elapsed, 6h 33m 8s remaining. 311365 spikes found. 2015-02-06 02:54:48 35% complete, 3h 38m 45s elapsed, 6h 29m 32s remaining. 312638 spikes found. 2015-02-06 02:56:13 36% complete, 3h 40m 10s elapsed, 6h 30m 15s remaining. 314706 spikes found. 2015-02-06 02:58:40 36% complete, 3h 42m 37s elapsed, 6h 32m 45s remaining. 318434 spikes found. 2015-02-06 03:00:32 36% complete, 3h 44m 29s elapsed, 6h 34m 13s remaining. 321166 spikes found. 2015-02-06 03:02:27 36% complete, 3h 46m 24s elapsed, 6h 35m 45s remaining. 324009 spikes found. 2015-02-06 03:04:42 36% complete, 3h 48m 39s elapsed, 6h 37m 50s remaining. 327390 spikes found. 2015-02-06 03:06:27 36% complete, 3h 50m 24s elapsed, 6h 39m 2s remaining. 330037 spikes found. 2015-02-06 03:07:58 36% complete, 3h 51m 54s elapsed, 6h 39m 48s remaining. 332267 spikes found. 2015-02-06 03:09:23 36% complete, 3h 53m 20s elapsed, 6h 40m 25s remaining. 334294 spikes found. 2015-02-06 03:11:04 36% complete, 3h 55m 1s elapsed, 6h 41m 27s remaining. 336802 spikes found. 2015-02-06 03:12:45 37% complete, 3h 56m 42s elapsed, 6h 42m 29s remaining. 339291 spikes found. 2015-02-06 03:14:14 37% complete, 3h 58m 11s elapsed, 6h 43m 9s remaining. 341535 spikes found. 2015-02-06 03:15:06 37% complete, 3h 59m 3s elapsed, 6h 42m 45s remaining. 342761 spikes found. 2015-02-06 03:15:38 37% complete, 3h 59m 35s elapsed, 6h 41m 49s remaining. 343442 spikes found. 2015-02-06 03:16:13 37% complete, 4h 0m 9s elapsed, 6h 39m 7s remaining. 344097 spikes found. 2015-02-06 03:16:46 37% complete, 4h 0m 43s elapsed, 6h 34m 36s remaining. 344631 spikes found. 2015-02-06 03:17:20 38% complete, 4h 1m 17s elapsed, 6h 28m 25s remaining. 345067 spikes found. 2015-02-06 03:17:56 38% complete, 4h 1m 53s elapsed, 6h 22m 24s remaining. 345499 spikes found. 2015-02-06 03:18:26 39% complete, 4h 2m 23s elapsed, 6h 17m 3s remaining. 345870 spikes found. 2015-02-06 03:18:56 39% complete, 4h 2m 53s elapsed, 6h 11m 5s remaining. 346141 spikes found. 2015-02-06 03:19:30 39% complete, 4h 3m 27s elapsed, 6h 5m 21s remaining. 346518 spikes found. 2015-02-06 03:20:43 40% complete, 4h 4m 39s elapsed, 6h 2m 17s remaining. 348087 spikes found. 2015-02-06 03:22:37 40% complete, 4h 6m 34s elapsed, 6h 3m 30s remaining. 350977 spikes found. 2015-02-06 03:23:55 40% complete, 4h 7m 51s elapsed, 6h 3m 47s remaining. 352943 spikes found. 2015-02-06 03:25:47 40% complete, 4h 9m 44s elapsed, 6h 4m 54s remaining. 355813 spikes found. 2015-02-06 03:27:17 40% complete, 4h 11m 14s elapsed, 6h 5m 29s remaining. 358130 spikes found. 2015-02-06 03:28:55 40% complete, 4h 12m 51s elapsed, 6h 6m 13s remaining. 360633 spikes found. 2015-02-06 03:29:59 40% complete, 4h 13m 56s elapsed, 6h 6m 9s remaining. 362264 spikes found. 2015-02-06 03:31:05 41% complete, 4h 15m 2s elapsed, 6h 6m 6s remaining. 363948 spikes found. 2015-02-06 03:31:50 41% complete, 4h 15m 47s elapsed, 6h 5m 33s remaining. 365081 spikes found. 2015-02-06 03:33:06 41% complete, 4h 17m 3s elapsed, 6h 5m 45s remaining. 367145 spikes found. 2015-02-06 03:33:49 41% complete, 4h 17m 46s elapsed, 6h 5m 9s remaining. 368205 spikes found. 2015-02-06 03:34:26 41% complete, 4h 18m 23s elapsed, 6h 2m 49s remaining. 369016 spikes found. 2015-02-06 03:34:57 41% complete, 4h 18m 53s elapsed, 6h 0m 20s remaining. 369639 spikes found. 2015-02-06 03:35:38 42% complete, 4h 19m 35s elapsed, 5h 56m 34s remaining. 370469 spikes found. 2015-02-06 03:36:20 42% complete, 4h 20m 17s elapsed, 5h 51m 19s remaining. 371131 spikes found. 2015-02-06 03:37:00 42% complete, 4h 20m 57s elapsed, 5h 46m 6s remaining. 371731 spikes found. 2015-02-06 03:37:34 43% complete, 4h 21m 30s elapsed, 5h 42m 20s remaining. 372337 spikes found. 2015-02-06 03:38:09 43% complete, 4h 22m 6s elapsed, 5h 36m 17s remaining. 372719 spikes found. 2015-02-06 03:38:46 44% complete, 4h 22m 43s elapsed, 5h 29m 50s remaining. 373016 spikes found. 2015-02-06 03:40:20 44% complete, 4h 24m 17s elapsed, 5h 27m 31s remaining. 375038 spikes found. 2015-02-06 03:41:36 44% complete, 4h 25m 33s elapsed, 5h 27m 40s remaining. 376848 spikes found. 2015-02-06 03:44:09 44% complete, 4h 28m 6s elapsed, 5h 29m 22s remaining. 380722 spikes found. 2015-02-06 03:46:19 44% complete, 4h 30m 16s elapsed, 5h 30m 37s remaining. 383849 spikes found. 2015-02-06 03:48:05 45% complete, 4h 32m 2s elapsed, 5h 31m 20s remaining. 386430 spikes found. 2015-02-06 03:51:18 45% complete, 4h 35m 15s elapsed, 5h 33m 48s remaining. 391219 spikes found. 2015-02-06 03:53:41 45% complete, 4h 37m 38s elapsed, 5h 35m 15s remaining. 394657 spikes found. 2015-02-06 03:55:49 45% complete, 4h 39m 46s elapsed, 5h 36m 21s remaining. 397809 spikes found. 2015-02-06 03:58:31 45% complete, 4h 42m 28s elapsed, 5h 38m 9s remaining. 401840 spikes found. 2015-02-06 04:00:14 45% complete, 4h 44m 11s elapsed, 5h 38m 44s remaining. 404284 spikes found. 2015-02-06 04:02:46 45% complete, 4h 46m 43s elapsed, 5h 40m 17s remaining. 408081 spikes found. 2015-02-06 04:04:06 45% complete, 4h 48m 3s elapsed, 5h 40m 24s remaining. 409978 spikes found. 2015-02-06 04:04:59 45% complete, 4h 48m 56s elapsed, 5h 39m 58s remaining. 411172 spikes found. 2015-02-06 04:05:36 46% complete, 4h 49m 33s elapsed, 5h 37m 46s remaining. 411905 spikes found. 2015-02-06 04:06:13 46% complete, 4h 50m 9s elapsed, 5h 34m 8s remaining. 412486 spikes found. 2015-02-06 04:06:44 46% complete, 4h 50m 41s elapsed, 5h 30m 27s remaining. 412983 spikes found. 2015-02-06 04:07:21 47% complete, 4h 51m 18s elapsed, 5h 25m 30s remaining. 413521 spikes found. 2015-02-06 04:07:57 47% complete, 4h 51m 54s elapsed, 5h 20m 37s remaining. 413965 spikes found. 2015-02-06 04:08:37 48% complete, 4h 52m 33s elapsed, 5h 16m 24s remaining. 414605 spikes found. 2015-02-06 04:09:16 48% complete, 4h 53m 13s elapsed, 5h 13m 4s remaining. 415267 spikes found. 2015-02-06 04:09:55 48% complete, 4h 53m 52s elapsed, 5h 9m 45s remaining. 415917 spikes found. 2015-02-06 04:10:28 48% complete, 4h 54m 25s elapsed, 5h 7m 41s remaining. 416580 spikes found. 2015-02-06 04:11:58 49% complete, 4h 55m 54s elapsed, 5h 7m 55s remaining. 419001 spikes found. 2015-02-06 04:14:13 49% complete, 4h 58m 10s elapsed, 5h 8m 56s remaining. 422601 spikes found. 2015-02-06 04:16:15 49% complete, 5h 0m 12s elapsed, 5h 9m 43s remaining. 425960 spikes found. 2015-02-06 04:18:37 49% complete, 5h 2m 34s elapsed, 5h 10m 50s remaining. 429791 spikes found. 2015-02-06 04:20:50 49% complete, 5h 4m 47s elapsed, 5h 11m 46s remaining. 433400 spikes found. 2015-02-06 04:22:57 49% complete, 5h 6m 54s elapsed, 5h 12m 35s remaining. 436821 spikes found. 2015-02-06 04:24:44 49% complete, 5h 8m 41s elapsed, 5h 13m 4s remaining. 439663 spikes found. 2015-02-06 04:26:21 49% complete, 5h 10m 18s elapsed, 5h 13m 21s remaining. 442237 spikes found. 2015-02-06 04:28:13 49% complete, 5h 12m 10s elapsed, 5h 13m 54s remaining. 445232 spikes found. 2015-02-06 04:29:32 49% complete, 5h 13m 29s elapsed, 5h 13m 52s remaining. 447355 spikes found. 2015-02-06 04:31:00 50% complete, 5h 14m 57s elapsed, 5h 13m 59s remaining. 449751 spikes found. 2015-02-06 04:32:01 50% complete, 5h 15m 58s elapsed, 5h 13m 39s remaining. 451405 spikes found. 2015-02-06 04:32:54 50% complete, 5h 16m 51s elapsed, 5h 13m 12s remaining. 452765 spikes found. 2015-02-06 04:33:48 50% complete, 5h 17m 45s elapsed, 5h 11m 24s remaining. 454056 spikes found. 2015-02-06 04:34:29 50% complete, 5h 18m 26s elapsed, 5h 9m 25s remaining. 454919 spikes found. 2015-02-06 04:35:02 50% complete, 5h 18m 59s elapsed, 5h 7m 18s remaining. 455477 spikes found. 2015-02-06 04:35:43 51% complete, 5h 19m 39s elapsed, 5h 4m 1s remaining. 456150 spikes found. 2015-02-06 04:36:21 51% complete, 5h 20m 18s elapsed, 5h 0m 44s remaining. 456748 spikes found. 2015-02-06 04:36:55 51% complete, 5h 20m 52s elapsed, 4h 57m 25s remaining. 457242 spikes found. 2015-02-06 04:37:31 52% complete, 5h 21m 28s elapsed, 4h 53m 24s remaining. 457772 spikes found. 2015-02-06 04:38:03 52% complete, 5h 22m 0s elapsed, 4h 48m 53s remaining. 458094 spikes found. 2015-02-06 04:38:36 53% complete, 5h 22m 33s elapsed, 4h 44m 26s remaining. 458420 spikes found. 2015-02-06 04:39:29 53% complete, 5h 23m 26s elapsed, 4h 42m 47s remaining. 459604 spikes found. 2015-02-06 04:41:11 53% complete, 5h 25m 8s elapsed, 4h 43m 2s remaining. 462232 spikes found. 2015-02-06 04:43:43 53% complete, 5h 27m 40s elapsed, 4h 44m 1s remaining. 466177 spikes found. 2015-02-06 04:46:05 53% complete, 5h 30m 2s elapsed, 4h 44m 50s remaining. 469850 spikes found. 2015-02-06 04:47:59 53% complete, 5h 31m 56s elapsed, 4h 45m 15s remaining. 472764 spikes found. 2015-02-06 04:49:50 53% complete, 5h 33m 47s elapsed, 4h 45m 36s remaining. 475625 spikes found. 2015-02-06 04:51:38 53% complete, 5h 35m 34s elapsed, 4h 45m 54s remaining. 478300 spikes found. 2015-02-06 04:53:21 54% complete, 5h 37m 18s elapsed, 4h 46m 9s remaining. 480908 spikes found. 2015-02-06 04:55:27 54% complete, 5h 39m 23s elapsed, 4h 46m 41s remaining. 484141 spikes found. 2015-02-06 04:57:16 54% complete, 5h 41m 12s elapsed, 4h 46m 58s remaining. 486895 spikes found. 2015-02-06 04:58:18 54% complete, 5h 42m 14s elapsed, 4h 46m 36s remaining. 488402 spikes found. 2015-02-06 04:59:01 54% complete, 5h 42m 57s elapsed, 4h 44m 44s remaining. 489290 spikes found. 2015-02-06 04:59:31 54% complete, 5h 43m 28s elapsed, 4h 41m 29s remaining. 489761 spikes found. 2015-02-06 05:00:08 55% complete, 5h 44m 4s elapsed, 4h 37m 8s remaining. 490202 spikes found. 2015-02-06 05:00:42 55% complete, 5h 44m 39s elapsed, 4h 32m 50s remaining. 490594 spikes found. 2015-02-06 05:01:15 56% complete, 5h 45m 12s elapsed, 4h 28m 33s remaining. 490923 spikes found. 2015-02-06 05:01:55 56% complete, 5h 45m 52s elapsed, 4h 23m 44s remaining. 491387 spikes found. 2015-02-06 05:02:34 57% complete, 5h 46m 31s elapsed, 4h 19m 38s remaining. 491864 spikes found. 2015-02-06 05:03:12 57% complete, 5h 47m 9s elapsed, 4h 15m 36s remaining. 492384 spikes found. 2015-02-06 05:04:31 57% complete, 5h 48m 27s elapsed, 4h 15m 26s remaining. 494348 spikes found. 2015-02-06 05:06:38 57% complete, 5h 50m 35s elapsed, 4h 15m 53s remaining. 497585 spikes found. 2015-02-06 05:08:35 57% complete, 5h 52m 32s elapsed, 4h 16m 10s remaining. 500615 spikes found. 2015-02-06 05:10:46 58% complete, 5h 54m 43s elapsed, 4h 16m 38s remaining. 503978 spikes found. 2015-02-06 05:12:56 58% complete, 5h 56m 53s elapsed, 4h 17m 3s remaining. 507340 spikes found. 2015-02-06 05:14:32 58% complete, 5h 58m 28s elapsed, 4h 17m 4s remaining. 509774 spikes found. 2015-02-06 05:16:16 58% complete, 6h 0m 13s elapsed, 4h 17m 11s remaining. 512524 spikes found. 2015-02-06 05:17:51 58% complete, 6h 1m 47s elapsed, 4h 17m 11s remaining. 514936 spikes found. 2015-02-06 05:18:54 58% complete, 6h 2m 51s elapsed, 4h 16m 48s remaining. 516560 spikes found. 2015-02-06 05:19:56 58% complete, 6h 3m 53s elapsed, 4h 16m 23s remaining. 518145 spikes found. 2015-02-06 05:20:36 58% complete, 6h 4m 33s elapsed, 4h 15m 44s remaining. 519129 spikes found. 2015-02-06 05:21:11 58% complete, 6h 5m 7s elapsed, 4h 15m 0s remaining. 519962 spikes found. 2015-02-06 05:21:47 59% complete, 6h 5m 44s elapsed, 4h 13m 10s remaining. 520738 spikes found. 2015-02-06 05:22:26 59% complete, 6h 6m 23s elapsed, 4h 10m 17s remaining. 521390 spikes found. 2015-02-06 05:23:00 59% complete, 6h 6m 57s elapsed, 4h 7m 20s remaining. 521876 spikes found. 2015-02-06 05:23:39 60% complete, 6h 7m 36s elapsed, 4h 3m 24s remaining. 522388 spikes found. 2015-02-06 05:24:17 60% complete, 6h 8m 14s elapsed, 3h 59m 30s remaining. 522837 spikes found. 2015-02-06 05:24:49 60% complete, 6h 8m 46s elapsed, 3h 55m 59s remaining. 523249 spikes found. 2015-02-06 05:25:20 61% complete, 6h 9m 17s elapsed, 3h 53m 8s remaining. 523588 spikes found. 2015-02-06 05:25:51 61% complete, 6h 9m 48s elapsed, 3h 50m 19s remaining. 523920 spikes found. 2015-02-06 05:27:34 62% complete, 6h 11m 30s elapsed, 3h 47m 13s remaining. 526115 spikes found. 2015-02-06 05:29:15 62% complete, 6h 13m 12s elapsed, 3h 47m 13s remaining. 528645 spikes found. 2015-02-06 05:31:19 62% complete, 6h 15m 15s elapsed, 3h 47m 26s remaining. 531797 spikes found. 2015-02-06 05:33:16 62% complete, 6h 17m 12s elapsed, 3h 47m 35s remaining. 534746 spikes found. 2015-02-06 05:37:06 62% complete, 6h 21m 3s elapsed, 3h 48m 51s remaining. 540744 spikes found. 2015-02-06 05:39:12 62% complete, 6h 23m 8s elapsed, 3h 49m 3s remaining. 543870 spikes found. 2015-02-06 05:42:30 62% complete, 6h 26m 27s elapsed, 3h 49m 59s remaining. 549059 spikes found. 2015-02-06 05:45:35 62% complete, 6h 29m 32s elapsed, 3h 50m 45s remaining. 553809 spikes found. 2015-02-06 05:47:50 62% complete, 6h 31m 46s elapsed, 3h 51m 1s remaining. 557200 spikes found. 2015-02-06 05:51:28 63% complete, 6h 35m 25s elapsed, 3h 52m 6s remaining. 562901 spikes found. 2015-02-06 05:53:24 63% complete, 6h 37m 21s elapsed, 3h 52m 10s remaining. 565751 spikes found. 2015-02-06 05:54:21 63% complete, 6h 38m 18s elapsed, 3h 51m 39s remaining. 567093 spikes found. 2015-02-06 05:55:02 63% complete, 6h 38m 58s elapsed, 3h 49m 55s remaining. 567953 spikes found. 2015-02-06 05:55:34 63% complete, 6h 39m 30s elapsed, 3h 48m 6s remaining. 568590 spikes found. 2015-02-06 05:56:05 63% complete, 6h 40m 2s elapsed, 3h 46m 18s remaining. 569246 spikes found. 2015-02-06 05:56:46 64% complete, 6h 40m 43s elapsed, 3h 43m 33s remaining. 570079 spikes found. 2015-02-06 05:57:21 64% complete, 6h 41m 18s elapsed, 3h 40m 45s remaining. 570653 spikes found. 2015-02-06 05:57:53 64% complete, 6h 41m 50s elapsed, 3h 37m 58s remaining. 571130 spikes found. 2015-02-06 05:58:24 65% complete, 6h 42m 21s elapsed, 3h 35m 11s remaining. 571563 spikes found. 2015-02-06 05:58:58 65% complete, 6h 42m 55s elapsed, 3h 31m 51s remaining. 572026 spikes found. 2015-02-06 05:59:38 65% complete, 6h 43m 35s elapsed, 3h 28m 12s remaining. 572528 spikes found. 2015-02-06 06:01:06 66% complete, 6h 45m 3s elapsed, 3h 25m 0s remaining. 574400 spikes found. 2015-02-06 06:02:35 66% complete, 6h 46m 32s elapsed, 3h 24m 45s remaining. 576848 spikes found. 2015-02-06 06:04:08 66% complete, 6h 48m 5s elapsed, 3h 24m 33s remaining. 579459 spikes found. 2015-02-06 06:05:49 66% complete, 6h 49m 46s elapsed, 3h 24m 24s remaining. 582274 spikes found. 2015-02-06 06:07:23 66% complete, 6h 51m 20s elapsed, 3h 24m 12s remaining. 584903 spikes found. 2015-02-06 06:09:45 66% complete, 6h 53m 42s elapsed, 3h 24m 23s remaining. 588873 spikes found. 2015-02-06 06:12:20 67% complete, 6h 56m 17s elapsed, 3h 24m 40s remaining. 593018 spikes found. 2015-02-06 06:14:28 67% complete, 6h 58m 25s elapsed, 3h 24m 43s remaining. 596531 spikes found. 2015-02-06 06:16:10 67% complete, 7h 0m 6s elapsed, 3h 24m 33s remaining. 599287 spikes found. 2015-02-06 06:17:57 67% complete, 7h 1m 53s elapsed, 3h 24m 25s remaining. 602167 spikes found. 2015-02-06 06:19:23 67% complete, 7h 3m 20s elapsed, 3h 24m 7s remaining. 604472 spikes found. 2015-02-06 06:20:12 67% complete, 7h 4m 8s elapsed, 3h 23m 31s remaining. 605679 spikes found. 2015-02-06 06:20:58 67% complete, 7h 4m 55s elapsed, 3h 21m 54s remaining. 606712 spikes found. 2015-02-06 06:21:40 68% complete, 7h 5m 37s elapsed, 3h 19m 17s remaining. 607410 spikes found. 2015-02-06 06:22:15 68% complete, 7h 6m 12s elapsed, 3h 16m 37s remaining. 607914 spikes found. 2015-02-06 06:22:47 68% complete, 7h 6m 44s elapsed, 3h 13m 57s remaining. 608330 spikes found. 2015-02-06 06:23:18 69% complete, 7h 7m 15s elapsed, 3h 11m 17s remaining. 608709 spikes found. 2015-02-06 06:23:48 69% complete, 7h 7m 45s elapsed, 3h 8m 39s remaining. 609102 spikes found. 2015-02-06 06:24:26 69% complete, 7h 8m 23s elapsed, 3h 5m 31s remaining. 609684 spikes found. 2015-02-06 06:25:01 70% complete, 7h 8m 58s elapsed, 3h 2m 57s remaining. 610236 spikes found. 2015-02-06 06:25:36 70% complete, 7h 9m 32s elapsed, 3h 0m 24s remaining. 610798 spikes found. 2015-02-06 06:27:02 70% complete, 7h 10m 59s elapsed, 2h 58m 13s remaining. 612763 spikes found. 2015-02-06 06:29:05 70% complete, 7h 13m 2s elapsed, 2h 58m 9s remaining. 615934 spikes found. 2015-02-06 06:31:23 70% complete, 7h 15m 20s elapsed, 2h 58m 10s remaining. 619468 spikes found. 2015-02-06 06:33:18 71% complete, 7h 17m 15s elapsed, 2h 58m 1s remaining. 622389 spikes found. 2015-02-06 06:36:27 71% complete, 7h 20m 23s elapsed, 2h 58m 22s remaining. 627325 spikes found. 2015-02-06 06:38:29 71% complete, 7h 22m 26s elapsed, 2h 58m 15s remaining. 630440 spikes found. 2015-02-06 06:40:05 71% complete, 7h 24m 1s elapsed, 2h 57m 58s remaining. 632859 spikes found. 2015-02-06 06:41:57 71% complete, 7h 25m 54s elapsed, 2h 57m 47s remaining. 635781 spikes found. 2015-02-06 06:43:12 71% complete, 7h 27m 9s elapsed, 2h 57m 21s remaining. 637702 spikes found. 2015-02-06 06:43:44 71% complete, 7h 27m 41s elapsed, 2h 56m 37s remaining. 638436 spikes found. 2015-02-06 06:44:31 71% complete, 7h 28m 28s elapsed, 2h 55m 4s remaining. 639489 spikes found. 2015-02-06 06:45:14 72% complete, 7h 29m 11s elapsed, 2h 52m 34s remaining. 640285 spikes found. 2015-02-06 06:45:46 72% complete, 7h 29m 43s elapsed, 2h 50m 2s remaining. 640774 spikes found. 2015-02-06 06:46:18 72% complete, 7h 30m 15s elapsed, 2h 47m 30s remaining. 641256 spikes found. 2015-02-06 06:46:51 73% complete, 7h 30m 48s elapsed, 2h 44m 59s remaining. 641773 spikes found. 2015-02-06 06:47:23 73% complete, 7h 31m 20s elapsed, 2h 42m 29s remaining. 642254 spikes found. 2015-02-06 06:47:54 73% complete, 7h 31m 51s elapsed, 2h 40m 0s remaining. 642716 spikes found. 2015-02-06 06:48:29 74% complete, 7h 32m 26s elapsed, 2h 37m 1s remaining. 643226 spikes found. 2015-02-06 06:49:06 74% complete, 7h 33m 3s elapsed, 2h 33m 44s remaining. 643691 spikes found. 2015-02-06 06:51:06 75% complete, 7h 35m 2s elapsed, 2h 30m 56s remaining. 646434 spikes found. 2015-02-06 06:53:30 75% complete, 7h 37m 27s elapsed, 2h 30m 52s remaining. 650167 spikes found. 2015-02-06 06:55:54 75% complete, 7h 39m 51s elapsed, 2h 30m 47s remaining. 653926 spikes found. 2015-02-06 06:58:14 75% complete, 7h 42m 10s elapsed, 2h 30m 40s remaining. 657531 spikes found. 2015-02-06 07:00:39 75% complete, 7h 44m 35s elapsed, 2h 30m 35s remaining. 661396 spikes found. 2015-02-06 07:02:23 75% complete, 7h 46m 20s elapsed, 2h 30m 17s remaining. 664046 spikes found. 2015-02-06 07:04:45 75% complete, 7h 48m 41s elapsed, 2h 30m 10s remaining. 667871 spikes found. 2015-02-06 07:06:26 75% complete, 7h 50m 23s elapsed, 2h 29m 50s remaining. 670430 spikes found. 2015-02-06 07:08:13 75% complete, 7h 52m 10s elapsed, 2h 29m 31s remaining. 673328 spikes found. 2015-02-06 07:09:36 76% complete, 7h 53m 33s elapsed, 2h 29m 5s remaining. 675404 spikes found. 2015-02-06 07:10:22 76% complete, 7h 54m 19s elapsed, 2h 28m 27s remaining. 676545 spikes found. 2015-02-06 07:10:57 76% complete, 7h 54m 54s elapsed, 2h 27m 45s remaining. 677393 spikes found. 2015-02-06 07:11:45 76% complete, 7h 55m 42s elapsed, 2h 26m 15s remaining. 678492 spikes found. 2015-02-06 07:12:28 76% complete, 7h 56m 25s elapsed, 2h 24m 44s remaining. 679525 spikes found. 2015-02-06 07:13:04 76% complete, 7h 57m 0s elapsed, 2h 23m 11s remaining. 680275 spikes found. 2015-02-06 07:13:40 77% complete, 7h 57m 37s elapsed, 2h 20m 47s remaining. 680836 spikes found. 2015-02-06 07:14:12 77% complete, 7h 58m 8s elapsed, 2h 18m 22s remaining. 681252 spikes found. 2015-02-06 07:14:43 77% complete, 7h 58m 40s elapsed, 2h 15m 59s remaining. 681663 spikes found. 2015-02-06 07:15:13 78% complete, 7h 59m 10s elapsed, 2h 13m 36s remaining. 682049 spikes found. 2015-02-06 07:15:45 78% complete, 7h 59m 42s elapsed, 2h 10m 44s remaining. 682412 spikes found. 2015-02-06 07:16:23 79% complete, 8h 0m 19s elapsed, 2h 7m 35s remaining. 682834 spikes found. 2015-02-06 07:18:12 79% complete, 8h 2m 9s elapsed, 2h 4m 47s remaining. 685164 spikes found. 2015-02-06 07:19:57 79% complete, 8h 3m 54s elapsed, 2h 4m 25s remaining. 687807 spikes found. 2015-02-06 07:21:51 79% complete, 8h 5m 47s elapsed, 2h 4m 5s remaining. 690702 spikes found. 2015-02-06 07:23:45 79% complete, 8h 7m 42s elapsed, 2h 3m 44s remaining. 693613 spikes found. 2015-02-06 07:26:05 79% complete, 8h 10m 2s elapsed, 2h 3m 31s remaining. 697250 spikes found. 2015-02-06 07:30:42 79% complete, 8h 14m 39s elapsed, 2h 3m 51s remaining. 704435 spikes found. 2015-02-06 07:33:00 80% complete, 8h 16m 57s elapsed, 2h 3m 35s remaining. 707901 spikes found. 2015-02-06 07:37:07 80% complete, 8h 21m 3s elapsed, 2h 3m 47s remaining. 714344 spikes found. 2015-02-06 07:40:14 80% complete, 8h 24m 11s elapsed, 2h 3m 43s remaining. 719140 spikes found. 2015-02-06 07:42:42 80% complete, 8h 26m 38s elapsed, 2h 3m 28s remaining. 722914 spikes found. 2015-02-06 07:45:47 80% complete, 8h 29m 43s elapsed, 2h 3m 23s remaining. 727718 spikes found. 2015-02-06 07:46:58 80% complete, 8h 30m 54s elapsed, 2h 2m 49s remaining. 729446 spikes found. 2015-02-06 07:47:28 80% complete, 8h 31m 25s elapsed, 2h 2m 6s remaining. 730127 spikes found. 2015-02-06 07:48:01 80% complete, 8h 31m 58s elapsed, 2h 0m 33s remaining. 730778 spikes found. 2015-02-06 07:48:38 81% complete, 8h 32m 35s elapsed, 1h 58m 12s remaining. 731390 spikes found. 2015-02-06 07:49:17 81% complete, 8h 33m 14s elapsed, 1h 57m 31s remaining. 732647 spikes found. 2015-02-06 07:49:58 81% complete, 8h 33m 55s elapsed, 1h 56m 51s remaining. 733988 spikes found. 2015-02-06 07:50:38 81% complete, 8h 34m 35s elapsed, 1h 53m 42s remaining. 734528 spikes found. 2015-02-06 07:51:08 82% complete, 8h 35m 5s elapsed, 1h 51m 21s remaining. 734904 spikes found. 2015-02-06 07:51:41 82% complete, 8h 35m 38s elapsed, 1h 48m 33s remaining. 735296 spikes found. 2015-02-06 07:52:14 83% complete, 8h 36m 11s elapsed, 1h 45m 26s remaining. 735566 spikes found. 2015-02-06 07:52:47 83% complete, 8h 36m 43s elapsed, 1h 42m 21s remaining. 735841 spikes found. 2015-02-06 07:54:12 83% complete, 8h 38m 9s elapsed, 1h 40m 15s remaining. 737816 spikes found. 2015-02-06 07:55:55 83% complete, 8h 39m 52s elapsed, 1h 39m 47s remaining. 740624 spikes found. 2015-02-06 07:58:02 84% complete, 8h 41m 59s elapsed, 1h 39m 24s remaining. 744127 spikes found. 2015-02-06 07:59:37 84% complete, 8h 43m 34s elapsed, 1h 38m 55s remaining. 746645 spikes found. 2015-02-06 08:02:13 84% complete, 8h 46m 10s elapsed, 1h 38m 36s remaining. 750959 spikes found. 2015-02-06 08:04:10 84% complete, 8h 48m 7s elapsed, 1h 38m 11s remaining. 754063 spikes found. 2015-02-06 08:06:15 84% complete, 8h 50m 12s elapsed, 1h 37m 46s remaining. 757453 spikes found. 2015-02-06 08:08:11 84% complete, 8h 52m 8s elapsed, 1h 37m 19s remaining. 760608 spikes found. 2015-02-06 08:09:44 84% complete, 8h 53m 41s elapsed, 1h 36m 49s remaining. 763056 spikes found. 2015-02-06 08:11:56 84% complete, 8h 55m 53s elapsed, 1h 36m 25s remaining. 766716 spikes found. 2015-02-06 08:13:18 84% complete, 8h 57m 14s elapsed, 1h 35m 51s remaining. 768752 spikes found. 2015-02-06 08:14:17 84% complete, 8h 58m 14s elapsed, 1h 35m 14s remaining. 770234 spikes found. 2015-02-06 08:14:49 85% complete, 8h 58m 46s elapsed, 1h 34m 32s remaining. 770987 spikes found. 2015-02-06 08:15:22 85% complete, 8h 59m 19s elapsed, 1h 33m 2s remaining. 771627 spikes found. 2015-02-06 08:15:55 85% complete, 8h 59m 52s elapsed, 1h 30m 45s remaining. 772127 spikes found. 2015-02-06 08:16:32 86% complete, 9h 0m 29s elapsed, 1h 27m 43s remaining. 772606 spikes found. 2015-02-06 08:17:06 86% complete, 9h 1m 3s elapsed, 1h 24m 41s remaining. 772962 spikes found. 2015-02-06 08:17:39 86% complete, 9h 1m 36s elapsed, 1h 21m 41s remaining. 773314 spikes found. 2015-02-06 08:18:14 87% complete, 9h 2m 11s elapsed, 1h 18m 15s remaining. 773674 spikes found. 2015-02-06 08:18:45 87% complete, 9h 2m 42s elapsed, 1h 15m 18s remaining. 774027 spikes found. 2015-02-06 08:19:16 88% complete, 9h 3m 13s elapsed, 1h 13m 7s remaining. 774471 spikes found. 2015-02-06 08:19:59 88% complete, 9h 3m 56s elapsed, 1h 12m 28s remaining. 775484 spikes found. 2015-02-06 08:20:41 88% complete, 9h 4m 38s elapsed, 1h 11m 49s remaining. 776461 spikes found. 2015-02-06 08:21:41 88% complete, 9h 5m 38s elapsed, 1h 11m 12s remaining. 777917 spikes found. 2015-02-06 08:23:44 88% complete, 9h 7m 41s elapsed, 1h 10m 43s remaining. 781080 spikes found. 2015-02-06 08:26:02 88% complete, 9h 9m 59s elapsed, 1h 10m 16s remaining. 784657 spikes found. 2015-02-06 08:26:49 88% complete, 9h 10m 46s elapsed, 1h 9m 37s remaining. 785776 spikes found. 2015-02-06 08:27:31 88% complete, 9h 11m 28s elapsed, 1h 8m 12s remaining. 786614 spikes found. 2015-02-06 08:28:08 89% complete, 9h 12m 5s elapsed, 1h 6m 3s remaining. 787243 spikes found. 2015-02-06 08:28:45 89% complete, 9h 12m 42s elapsed, 1h 3m 10s remaining. 787731 spikes found. 2015-02-06 08:29:19 90% complete, 9h 13m 16s elapsed, 1h 0m 18s remaining. 788137 spikes found. 2015-02-06 08:29:52 90% complete, 9h 13m 49s elapsed, 57m 28s remaining. 788519 spikes found. 2015-02-06 08:30:27 91% complete, 9h 14m 24s elapsed, 54m 39s remaining. 788962 spikes found. 2015-02-06 08:30:58 91% complete, 9h 14m 55s elapsed, 52m 7s remaining. 789293 spikes found. 2015-02-06 08:31:36 91% complete, 9h 15m 33s elapsed, 49m 21s remaining. 789789 spikes found. 2015-02-06 08:32:13 92% complete, 9h 16m 10s elapsed, 46m 35s remaining. 790302 spikes found. 2015-02-06 08:33:50 92% complete, 9h 17m 47s elapsed, 45m 19s remaining. 792746 spikes found. 2015-02-06 08:35:50 92% complete, 9h 19m 47s elapsed, 44m 47s remaining. 795905 spikes found. 2015-02-06 08:38:12 92% complete, 9h 22m 9s elapsed, 44m 17s remaining. 799700 spikes found. 2015-02-06 08:40:00 92% complete, 9h 23m 57s elapsed, 43m 43s remaining. 802537 spikes found. 2015-02-06 08:41:58 92% complete, 9h 25m 55s elapsed, 43m 10s remaining. 805745 spikes found. 2015-02-06 08:43:50 93% complete, 9h 27m 46s elapsed, 42m 36s remaining. 808712 spikes found. 2015-02-06 08:45:39 93% complete, 9h 29m 36s elapsed, 42m 2s remaining. 811626 spikes found. 2015-02-06 08:47:27 93% complete, 9h 31m 24s elapsed, 41m 28s remaining. 814518 spikes found. 2015-02-06 08:49:04 93% complete, 9h 33m 1s elapsed, 40m 53s remaining. 817092 spikes found. 2015-02-06 08:50:14 93% complete, 9h 34m 11s elapsed, 40m 15s remaining. 818938 spikes found. 2015-02-06 08:51:03 93% complete, 9h 35m 0s elapsed, 39m 36s remaining. 820207 spikes found. 2015-02-06 08:51:52 93% complete, 9h 35m 48s elapsed, 38m 15s remaining. 821295 spikes found. 2015-02-06 08:52:23 93% complete, 9h 36m 19s elapsed, 36m 54s remaining. 821922 spikes found. 2015-02-06 08:53:02 94% complete, 9h 36m 59s elapsed, 34m 51s remaining. 822641 spikes found. 2015-02-06 08:53:38 94% complete, 9h 37m 35s elapsed, 32m 48s remaining. 823215 spikes found. 2015-02-06 08:54:11 94% complete, 9h 38m 8s elapsed, 30m 46s remaining. 823747 spikes found. 2015-02-06 08:54:42 95% complete, 9h 38m 39s elapsed, 28m 44s remaining. 824190 spikes found. 2015-02-06 08:55:13 95% complete, 9h 39m 10s elapsed, 26m 43s remaining. 824613 spikes found. 2015-02-06 08:55:45 95% complete, 9h 39m 42s elapsed, 24m 18s remaining. 825021 spikes found. 2015-02-06 08:56:21 96% complete, 9h 40m 18s elapsed, 21m 39s remaining. 825442 spikes found. 2015-02-06 08:58:01 96% complete, 9h 41m 58s elapsed, 19m 2s remaining. 827590 spikes found. 2015-02-06 08:59:25 96% complete, 9h 43m 22s elapsed, 18m 25s remaining. 829678 spikes found. 2015-02-06 09:00:54 97% complete, 9h 44m 51s elapsed, 17m 48s remaining. 831927 spikes found. 2015-02-06 09:03:03 97% complete, 9h 47m 0s elapsed, 17m 12s remaining. 835304 spikes found. 2015-02-06 09:05:18 97% complete, 9h 49m 15s elapsed, 16m 36s remaining. 838810 spikes found. 2015-02-06 09:07:05 97% complete, 9h 51m 2s elapsed, 15m 59s remaining. 841525 spikes found. 2015-02-06 09:11:15 97% complete, 9h 55m 12s elapsed, 15m 25s remaining. 848178 spikes found. 2015-02-06 09:13:35 97% complete, 9h 57m 32s elapsed, 14m 48s remaining. 851730 spikes found. 2015-02-06 09:16:02 97% complete, 9h 59m 58s elapsed, 14m 11s remaining. 855513 spikes found. 2015-02-06 09:18:15 97% complete, 10h 2m 12s elapsed, 13m 34s remaining. 858931 spikes found. 2015-02-06 09:20:00 97% complete, 10h 3m 57s elapsed, 12m 56s remaining. 861561 spikes found. 2015-02-06 09:21:03 98% complete, 10h 5m 0s elapsed, 12m 17s remaining. 863209 spikes found. 2015-02-06 09:21:50 98% complete, 10h 5m 47s elapsed, 10m 57s remaining. 864257 spikes found. 2015-02-06 09:22:27 98% complete, 10h 6m 24s elapsed, 9m 37s remaining. 865107 spikes found. 2015-02-06 09:23:19 98% complete, 10h 7m 16s elapsed, 7m 37s remaining. 866283 spikes found. 2015-02-06 09:23:59 99% complete, 10h 7m 56s elapsed, 5m 38s remaining. 867032 spikes found. 2015-02-06 09:24:41 99% complete, 10h 8m 38s elapsed, 3m 40s remaining. 867889 spikes found. 2015-02-06 09:25:15 99% complete, 10h 9m 12s elapsed, 1m 41s remaining. 868393 spikes found. 2015-02-06 09:25:49 99% complete, 10h 9m 46s elapsed, 23s remaining. 869252 spikes found. 2015-02-06 09:25:54 100% complete, 10h 9m 51s elapsed, 0s remaining. 869338 spikes found. 2015-02-06 09:29:07 100% complete, 10h 13m 4s elapsed, 0s remaining. FileBase PeterP-2014-03-27_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 0.20 and 0.31 GB of RAM. Memory request: 0.10 GB would take us to total of 0.10 GB. ---------------------------------------------------------- Loaded 22161 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 22161 points ------ Starting initial clusters from distinct float masks Not enough masks (152) to generate starting clusters (300), so starting with (153) clusters instead. Assigned 153 initial classes from 152 unique masks. Deleting Class 108 (1 points): Lose 4.582798 but Gain 1601.009498 Iteration 0F (2.166135 sec): 152 clusters Score: Raw -859367.956422 + Penalty 139597.121059 = -719770.835363 nChanged 2535 Deleting Class 130 (1 points): Lose 3.859967 but Gain 1607.306015 Iteration 1F (3.507860 sec): 131 clusters Score: Raw -862650.817897 + Penalty 128163.195069 = -734487.622828 nChanged 787 Deleting Class 53 (2 points): Lose 15.160291 but Gain 1599.351398 Iteration 2Q (3.649402 sec): 123 clusters Score: Raw -863664.446634 + Penalty 122010.793163 = -741653.653472 nChanged 469 Deleting Class 58 (3 points): Lose 17.484087 but Gain 1596.663500 Iteration 3Q (3.768414 sec): 119 clusters Score: Raw -864115.772568 + Penalty 120496.378321 = -743619.394246 nChanged 226 Deleting Class 67 (7 points): Lose 37.146686 but Gain 1602.666604 Iteration 4Q (3.871626 sec): 118 clusters Score: Raw -864241.689511 + Penalty 116184.643582 = -748057.045929 nChanged 110 Deleting Class 48 (7 points): Lose 42.785213 but Gain 1606.520308 Iteration 5Q (3.966350 sec): 115 clusters Score: Raw -864312.583985 + Penalty 114487.754695 = -749824.829290 nChanged 70 Deleting Class 129 (2 points): Lose 2.210597 but Gain 1583.410668 Iteration 6Q (4.057506 sec): 114 clusters Score: Raw -864391.886241 + Penalty 112800.011717 = -751591.874524 nChanged 46 Deleting Class 99 (2 points): Lose 3.572092 but Gain 1535.944235 Iteration 7Q (4.147319 sec): 113 clusters Score: Raw -864420.969625 + Penalty 111176.447975 = -753244.521651 nChanged 28 Deleting Class 152 (1 points): Lose 3.499003 but Gain 1527.963393 Iteration 8Q (4.235702 sec): 112 clusters Score: Raw -864449.187596 + Penalty 109630.917510 = -754818.270086 nChanged 36 Deleting Class 75 (5 points): Lose 43.439177 but Gain 1566.828269 Iteration 9Q (4.323488 sec): 111 clusters Score: Raw -864444.046610 + Penalty 108081.326853 = -756362.719757 nChanged 35 Deleting Class 141 (1 points): Lose 7.705065 but Gain 1519.494719 Iteration 10F (5.438191 sec): 110 clusters Score: Raw -864500.338072 + Penalty 106520.663521 = -757979.674551 nChanged 40 Deleting Class 20 (3 points): Lose 21.506350 but Gain 1524.797269 Iteration 11Q (5.527507 sec): 109 clusters Score: Raw -864616.428313 + Penalty 104788.234385 = -759828.193928 nChanged 59 Deleting Class 23 (7 points): Lose 37.219404 but Gain 1528.632581 Iteration 12Q (5.617228 sec): 108 clusters Score: Raw -864753.651045 + Penalty 102736.942778 = -762016.708266 nChanged 59 Deleting Class 68 (2 points): Lose 8.190192 but Gain 1493.024321 Iteration 13Q (5.707190 sec): 107 clusters Score: Raw -864857.262696 + Penalty 101212.802936 = -763644.459759 nChanged 51 Deleting Class 78 (11 points): Lose 46.091437 but Gain 1504.039461 Iteration 14Q (5.795439 sec): 106 clusters Score: Raw -864884.215326 + Penalty 99761.078762 = -765123.136564 nChanged 50 Deleting Class 134 (1 points): Lose 6.647563 but Gain 1416.383615 Iteration 15Q (5.883509 sec): 105 clusters Score: Raw -864950.269096 + Penalty 98412.872258 = -766537.396838 nChanged 33 Deleting Class 137 (1 points): Lose 0.878379 but Gain 1404.598034 Iteration 16Q (5.970234 sec): 104 clusters Score: Raw -864997.721393 + Penalty 97011.128960 = -767986.592433 nChanged 44 Deleting Class 71 (4 points): Lose 5.225406 but Gain 1386.282299 Iteration 17Q (6.057338 sec): 103 clusters Score: Raw -865062.061700 + Penalty 95638.957934 = -769423.103766 nChanged 67 Deleting Class 85 (2 points): Lose 11.123005 but Gain 1386.368401 Iteration 18Q (6.144989 sec): 102 clusters Score: Raw -865155.083092 + Penalty 94220.827804 = -770934.255288 nChanged 80 Deleting Class 60 (1 points): Lose 5.585944 but Gain 1379.810124 Iteration 19Q (6.233786 sec): 101 clusters Score: Raw -865259.315023 + Penalty 92812.553336 = -772446.761686 nChanged 78 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.20 GB. Compute initial score before splitting: Score: Raw -865259.315023 + Penalty 92812.553336 = -772446.761686Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 1 (4038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.328996 sec): 2 clusters Score: Raw -175874.956369 + Penalty 299.992278 = -175574.964091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.336552 sec): 3 clusters Score: Raw -173155.433351 + Penalty 599.805756 = -172555.627595 nChanged 1818 SP:Iteration 1F (6.343952 sec): 3 clusters Score: Raw -174292.261957 + Penalty 600.658292 = -173691.603665 nChanged 588 SP:Iteration 2F (6.351331 sec): 3 clusters Score: Raw -174719.994562 + Penalty 607.463167 = -174112.531395 nChanged 450 SP:Iteration 3F (6.358721 sec): 3 clusters Score: Raw -175054.751654 + Penalty 619.349831 = -174435.401822 nChanged 321 SP:Iteration 4F (6.366134 sec): 3 clusters Score: Raw -175239.459760 + Penalty 629.043605 = -174610.416155 nChanged 200 SP:Iteration 5Q (6.373478 sec): 3 clusters Score: Raw -175325.490844 + Penalty 639.926918 = -174685.563926 nChanged 162 SP:Iteration 6Q (6.380780 sec): 3 clusters Score: Raw -175381.668072 + Penalty 647.530057 = -174734.138015 nChanged 107 SP:Iteration 7Q (6.388093 sec): 3 clusters Score: Raw -175406.500183 + Penalty 658.066347 = -174748.433836 nChanged 86 SP:Iteration 8Q (6.395374 sec): 3 clusters Score: Raw -175434.681130 + Penalty 672.860043 = -174761.821087 nChanged 96 SP:Iteration 9Q (6.402676 sec): 3 clusters Score: Raw -175468.605112 + Penalty 692.817404 = -174775.787708 nChanged 110 SP:Iteration 10F (6.410018 sec): 3 clusters Score: Raw -175509.398622 + Penalty 715.850282 = -174793.548340 nChanged 108 SP:Iteration 11Q (6.417489 sec): 3 clusters Score: Raw -175556.957870 + Penalty 743.936454 = -174813.021416 nChanged 112 SP:Iteration 12Q (6.424973 sec): 3 clusters Score: Raw -175621.731741 + Penalty 785.999210 = -174835.732530 nChanged 125 SP:Iteration 13Q (6.432317 sec): 3 clusters Score: Raw -175733.605405 + Penalty 848.869758 = -174884.735647 nChanged 139 SP:Iteration 14Q (6.439655 sec): 3 clusters Score: Raw -175900.205161 + Penalty 906.142463 = -174994.062698 nChanged 102 SP:Iteration 15Q (6.446991 sec): 3 clusters Score: Raw -176000.255175 + Penalty 945.889585 = -175054.365590 nChanged 72 SP:Iteration 16Q (6.454134 sec): 3 clusters Score: Raw -176044.028791 + Penalty 979.030829 = -175064.997962 nChanged 59 SP:Iteration 17Q (6.461055 sec): 3 clusters Score: Raw -176074.756349 + Penalty 1011.143083 = -175063.613266 nChanged 44 SP:Iteration 18F (6.468415 sec): 3 clusters Score: Raw -176095.996958 + Penalty 1026.513613 = -175069.483345 nChanged 30 SP:Iteration 19Q (6.474887 sec): 3 clusters Score: Raw -176096.895228 + Penalty 1034.613130 = -175062.282098 nChanged 21 SP:Iteration 20F (6.482232 sec): 3 clusters Score: Raw -176099.971400 + Penalty 1040.186636 = -175059.784764 nChanged 20 SP:Iteration 21F (6.489561 sec): 3 clusters Score: Raw -176102.907228 + Penalty 1043.368013 = -175059.539215 nChanged 20 SP:Iteration 22F (6.496897 sec): 3 clusters Score: Raw -176106.931310 + Penalty 1048.158605 = -175058.772705 nChanged 19 SP:Iteration 23F (6.504252 sec): 3 clusters Score: Raw -176111.092233 + Penalty 1046.756835 = -175064.335398 nChanged 15 SP:Iteration 24Q (6.510243 sec): 3 clusters Score: Raw -176112.179569 + Penalty 1047.415685 = -175064.763884 nChanged 11 SP:Iteration 25Q (6.516227 sec): 3 clusters Score: Raw -176111.176185 + Penalty 1052.781348 = -175058.394837 nChanged 11 SP:Iteration 26F (6.523594 sec): 3 clusters Score: Raw -176108.008921 + Penalty 1052.363004 = -175055.645917 nChanged 5 SP:Iteration 27F (6.531091 sec): 3 clusters Score: Raw -176107.169739 + Penalty 1049.694847 = -175057.474892 nChanged 5 SP:Iteration 28Q (6.537008 sec): 3 clusters Score: Raw -176105.790970 + Penalty 1051.231123 = -175054.559847 nChanged 5 SP:Iteration 29F (6.544368 sec): 3 clusters Score: Raw -176103.756077 + Penalty 1051.290736 = -175052.465342 nChanged 3 SP:Iteration 30F (6.551709 sec): 3 clusters Score: Raw -176102.543283 + Penalty 1051.314365 = -175051.228918 nChanged 1 SP:Iteration 31F (6.559082 sec): 3 clusters Score: Raw -176102.214597 + Penalty 1050.375507 = -175051.839090 nChanged 2 SP:Iteration 32Q (6.564986 sec): 3 clusters Score: Raw -176101.186029 + Penalty 1049.891565 = -175051.294465 nChanged 2 SP:Iteration 33F (6.572328 sec): 3 clusters Score: Raw -176100.325441 + Penalty 1049.227735 = -175051.097706 nChanged 1 SP:Iteration 34F (6.579708 sec): 3 clusters Score: Raw -176099.892142 + Penalty 1048.427476 = -175051.464666 nChanged 1 SP:Iteration 35Q (6.585586 sec): 3 clusters Score: Raw -176099.229288 + Penalty 1048.954964 = -175050.274324 nChanged 3 SP:Iteration 36F (6.592929 sec): 3 clusters Score: Raw -176098.103381 + Penalty 1049.077116 = -175049.026265 nChanged 1 SP:Iteration 37F (6.600258 sec): 3 clusters Score: Raw -176097.632270 + Penalty 1049.077116 = -175048.555155 nChanged 0 Memory request: 0.02 GB would take us to total of 0.22 GB. Trying to split cluster 2 (3406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.612410 sec): 2 clusters Score: Raw -143656.926710 + Penalty 300.515110 = -143356.411600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.618788 sec): 3 clusters Score: Raw -141426.318229 + Penalty 597.399570 = -140828.918659 nChanged 1558 SP:Iteration 1F (6.625058 sec): 3 clusters Score: Raw -142973.350799 + Penalty 620.490307 = -142352.860492 nChanged 632 SP:Iteration 2F (6.631629 sec): 3 clusters Score: Raw -143560.685430 + Penalty 647.666763 = -142913.018667 nChanged 333 SP:Iteration 3F (6.637856 sec): 3 clusters Score: Raw -143830.863797 + Penalty 667.310027 = -143163.553770 nChanged 177 SP:Iteration 4F (6.644068 sec): 3 clusters Score: Raw -143951.369057 + Penalty 679.890579 = -143271.478478 nChanged 117 SP:Iteration 5Q (6.650155 sec): 3 clusters Score: Raw -144022.591575 + Penalty 691.512520 = -143331.079055 nChanged 102 SP:Iteration 6Q (6.656166 sec): 3 clusters Score: Raw -144075.425616 + Penalty 703.428326 = -143371.997290 nChanged 82 SP:Iteration 7Q (6.662112 sec): 3 clusters Score: Raw -144113.349364 + Penalty 712.218858 = -143401.130506 nChanged 63 SP:Iteration 8Q (6.668135 sec): 3 clusters Score: Raw -144135.675619 + Penalty 719.118918 = -143416.556701 nChanged 55 SP:Iteration 9Q (6.674084 sec): 3 clusters Score: Raw -144147.148999 + Penalty 724.365178 = -143422.783822 nChanged 30 SP:Iteration 10F (6.680506 sec): 3 clusters Score: Raw -144151.294947 + Penalty 728.400034 = -143422.894913 nChanged 21 SP:Iteration 11Q (6.686160 sec): 3 clusters Score: Raw -144154.237429 + Penalty 731.276760 = -143422.960669 nChanged 16 SP:Iteration 12Q (6.691819 sec): 3 clusters Score: Raw -144153.945212 + Penalty 733.730425 = -143420.214787 nChanged 13 SP:Iteration 13F (6.698011 sec): 3 clusters Score: Raw -144152.583348 + Penalty 733.834636 = -143418.748713 nChanged 6 SP:Iteration 14F (6.704203 sec): 3 clusters Score: Raw -144151.996739 + Penalty 733.578912 = -143418.417826 nChanged 6 SP:Iteration 15F (6.710380 sec): 3 clusters Score: Raw -144151.694488 + Penalty 733.778876 = -143417.915612 nChanged 5 SP:Iteration 16F (6.716583 sec): 3 clusters Score: Raw -144151.164259 + Penalty 732.768046 = -143418.396212 nChanged 4 SP:Iteration 17Q (6.722165 sec): 3 clusters Score: Raw -144150.529462 + Penalty 732.973276 = -143417.556186 nChanged 2 SP:Iteration 18F (6.728375 sec): 3 clusters Score: Raw -144150.431467 + Penalty 732.973276 = -143417.458191 nChanged 0 Score: Raw -884537.113331 + Penalty 93344.590551 = -791192.522780 Splitting cluster 2 changes total score from -772446.761686 to -791192.522780 So it's getting split into cluster 20. Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 3 (1954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.759621 sec): 2 clusters Score: Raw -81375.278120 + Penalty 268.821546 = -81106.456573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.763214 sec): 3 clusters Score: Raw -80118.439684 + Penalty 545.742796 = -79572.696888 nChanged 900 SP:Iteration 1F (7.766748 sec): 3 clusters Score: Raw -80596.478334 + Penalty 556.182207 = -80040.296127 nChanged 187 SP:Iteration 2F (7.770342 sec): 3 clusters Score: Raw -80680.683177 + Penalty 570.443939 = -80110.239238 nChanged 146 SP:Iteration 3F (7.773933 sec): 3 clusters Score: Raw -80767.467258 + Penalty 599.796575 = -80167.670683 nChanged 168 SP:Iteration 4F (7.777452 sec): 3 clusters Score: Raw -80911.385823 + Penalty 650.301906 = -80261.083917 nChanged 177 SP:Iteration 5F (7.781073 sec): 3 clusters Score: Raw -81090.607731 + Penalty 725.500852 = -80365.106879 nChanged 137 SP:Iteration 6F (7.784622 sec): 3 clusters Score: Raw -81276.087498 + Penalty 775.641970 = -80500.445528 nChanged 66 SP:Iteration 7Q (7.788075 sec): 3 clusters Score: Raw -81370.030843 + Penalty 783.635456 = -80586.395387 nChanged 26 SP:Iteration 8Q (7.791172 sec): 3 clusters Score: Raw -81386.738676 + Penalty 783.767994 = -80602.970682 nChanged 20 SP:Iteration 9Q (7.794230 sec): 3 clusters Score: Raw -81391.708229 + Penalty 789.033452 = -80602.674778 nChanged 9 SP:Iteration 10F (7.797741 sec): 3 clusters Score: Raw -81392.008033 + Penalty 792.129131 = -80599.878902 nChanged 6 SP:Iteration 11F (7.801250 sec): 3 clusters Score: Raw -81393.144698 + Penalty 795.144104 = -80598.000594 nChanged 4 SP:Iteration 12F (7.804763 sec): 3 clusters Score: Raw -81393.411457 + Penalty 797.846150 = -80595.565307 nChanged 4 SP:Iteration 13F (7.808270 sec): 3 clusters Score: Raw -81392.692104 + Penalty 799.977246 = -80592.714858 nChanged 3 SP:Iteration 14F (7.811776 sec): 3 clusters Score: Raw -81391.868257 + Penalty 803.564918 = -80588.303339 nChanged 4 SP:Iteration 15F (7.815282 sec): 3 clusters Score: Raw -81390.905568 + Penalty 803.954382 = -80586.951186 nChanged 2 SP:Iteration 16F (7.818790 sec): 3 clusters Score: Raw -81390.102952 + Penalty 806.786865 = -80583.316088 nChanged 2 SP:Iteration 17F (7.822302 sec): 3 clusters Score: Raw -81389.882404 + Penalty 810.500929 = -80579.381475 nChanged 4 SP:Iteration 18F (7.825832 sec): 3 clusters Score: Raw -81389.137900 + Penalty 810.140218 = -80578.997682 nChanged 2 SP:Iteration 19F (7.829358 sec): 3 clusters Score: Raw -81389.144913 + Penalty 809.070394 = -80580.074519 nChanged 1 SP:Iteration 20F (7.832873 sec): 3 clusters Score: Raw -81391.150525 + Penalty 809.867033 = -80581.283491 nChanged 2 SP:Iteration 21Q (7.835871 sec): 3 clusters Score: Raw -81390.797760 + Penalty 810.675751 = -80580.122009 nChanged 2 SP:Iteration 22F (7.839420 sec): 3 clusters Score: Raw -81390.531980 + Penalty 811.423567 = -80579.108414 nChanged 1 SP:Iteration 23F (7.842937 sec): 3 clusters Score: Raw -81390.626479 + Penalty 811.663919 = -80578.962560 nChanged 1 SP:Iteration 24F (7.846483 sec): 3 clusters Score: Raw -81390.127120 + Penalty 811.663919 = -80578.463201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 4 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.847646 sec): 2 clusters Score: Raw -9510.670468 + Penalty 458.428959 = -9052.241509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.848229 sec): 3 clusters Score: Raw -9405.001077 + Penalty 938.798816 = -8466.202261 nChanged 57 SP:Iteration 1F (7.848810 sec): 3 clusters Score: Raw -9491.656715 + Penalty 955.435709 = -8536.221006 nChanged 22 SP:Iteration 2F (7.849378 sec): 3 clusters Score: Raw -9523.738753 + Penalty 980.710721 = -8543.028032 nChanged 12 SP:Iteration 3F (7.849944 sec): 3 clusters Score: Raw -9535.541889 + Penalty 986.219959 = -8549.321929 nChanged 5 SP:Iteration 4Q (7.850475 sec): 3 clusters Score: Raw -9539.372994 + Penalty 992.336653 = -8547.036342 nChanged 6 SP:Iteration 5F (7.851042 sec): 3 clusters Score: Raw -9549.651332 + Penalty 980.683945 = -8568.967387 nChanged 3 SP:Iteration 6Q (7.851541 sec): 3 clusters Score: Raw -9551.708530 + Penalty 980.683945 = -8571.024585 nChanged 0 SP:Iteration 7F (7.852121 sec): 3 clusters Score: Raw -9551.708530 + Penalty 980.683945 = -8571.024585 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 5 (1676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.857619 sec): 2 clusters Score: Raw -60263.242246 + Penalty 193.166825 = -60070.075421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.860946 sec): 3 clusters Score: Raw -59242.380510 + Penalty 380.944689 = -58861.435821 nChanged 765 SP:Iteration 1F (7.864102 sec): 3 clusters Score: Raw -59749.544494 + Penalty 376.557767 = -59372.986727 nChanged 195 SP:Iteration 2F (7.867238 sec): 3 clusters Score: Raw -59859.809542 + Penalty 370.049453 = -59489.760089 nChanged 126 SP:Iteration 3F (7.870375 sec): 3 clusters Score: Raw -59931.009623 + Penalty 362.690887 = -59568.318737 nChanged 87 SP:Iteration 4F (7.873534 sec): 3 clusters Score: Raw -59998.470271 + Penalty 352.584953 = -59645.885319 nChanged 74 SP:Iteration 5Q (7.876657 sec): 3 clusters Score: Raw -60069.103956 + Penalty 345.989385 = -59723.114571 nChanged 57 SP:Iteration 6Q (7.879704 sec): 3 clusters Score: Raw -60117.365240 + Penalty 341.695154 = -59775.670087 nChanged 43 SP:Iteration 7Q (7.882697 sec): 3 clusters Score: Raw -60135.641292 + Penalty 340.276768 = -59795.364524 nChanged 25 SP:Iteration 8Q (7.885609 sec): 3 clusters Score: Raw -60140.730730 + Penalty 338.461614 = -59802.269117 nChanged 21 SP:Iteration 9Q (7.888526 sec): 3 clusters Score: Raw -60145.162146 + Penalty 336.684123 = -59808.478023 nChanged 25 SP:Iteration 10F (7.891667 sec): 3 clusters Score: Raw -60152.239726 + Penalty 334.582926 = -59817.656799 nChanged 21 SP:Iteration 11Q (7.894541 sec): 3 clusters Score: Raw -60157.280391 + Penalty 333.476088 = -59823.804302 nChanged 16 SP:Iteration 12Q (7.897402 sec): 3 clusters Score: Raw -60159.522880 + Penalty 332.195853 = -59827.327027 nChanged 8 SP:Iteration 13Q (7.900251 sec): 3 clusters Score: Raw -60161.091854 + Penalty 330.694485 = -59830.397369 nChanged 15 SP:Iteration 14Q (7.903091 sec): 3 clusters Score: Raw -60164.788460 + Penalty 328.547633 = -59836.240827 nChanged 19 SP:Iteration 15Q (7.905916 sec): 3 clusters Score: Raw -60169.855049 + Penalty 327.052557 = -59842.802492 nChanged 17 SP:Iteration 16Q (7.908717 sec): 3 clusters Score: Raw -60174.513364 + Penalty 325.571081 = -59848.942283 nChanged 22 SP:Iteration 17Q (7.911535 sec): 3 clusters Score: Raw -60181.503325 + Penalty 322.480652 = -59859.022673 nChanged 24 SP:Iteration 18Q (7.914306 sec): 3 clusters Score: Raw -60190.132673 + Penalty 320.412353 = -59869.720319 nChanged 22 SP:Iteration 19Q (7.917088 sec): 3 clusters Score: Raw -60195.884697 + Penalty 319.968637 = -59875.916061 nChanged 17 SP:Iteration 20F (7.920239 sec): 3 clusters Score: Raw -60200.394571 + Penalty 319.689550 = -59880.705021 nChanged 24 SP:Iteration 21Q (7.923007 sec): 3 clusters Score: Raw -60209.015458 + Penalty 318.190691 = -59890.824767 nChanged 25 SP:Iteration 22Q (7.925767 sec): 3 clusters Score: Raw -60220.584569 + Penalty 314.472432 = -59906.112136 nChanged 31 SP:Iteration 23Q (7.928535 sec): 3 clusters Score: Raw -60237.294062 + Penalty 312.857401 = -59924.436661 nChanged 31 SP:Iteration 24Q (7.931284 sec): 3 clusters Score: Raw -60255.729612 + Penalty 311.850210 = -59943.879402 nChanged 28 SP:Iteration 25Q (7.934024 sec): 3 clusters Score: Raw -60275.227319 + Penalty 317.604580 = -59957.622739 nChanged 27 SP:Iteration 26Q (7.936741 sec): 3 clusters Score: Raw -60295.378947 + Penalty 318.124024 = -59977.254923 nChanged 21 SP:Iteration 27Q (7.939439 sec): 3 clusters Score: Raw -60311.036999 + Penalty 324.056778 = -59986.980221 nChanged 15 SP:Iteration 28Q (7.942156 sec): 3 clusters Score: Raw -60317.943771 + Penalty 325.393394 = -59992.550377 nChanged 4 SP:Iteration 29Q (7.944854 sec): 3 clusters Score: Raw -60318.855456 + Penalty 323.874461 = -59994.980995 nChanged 3 SP:Iteration 30F (7.947969 sec): 3 clusters Score: Raw -60320.036459 + Penalty 324.162709 = -59995.873750 nChanged 5 SP:Iteration 31Q (7.950691 sec): 3 clusters Score: Raw -60321.691285 + Penalty 324.716982 = -59996.974303 nChanged 1 SP:Iteration 32Q (7.953438 sec): 3 clusters Score: Raw -60321.767418 + Penalty 325.368363 = -59996.399055 nChanged 1 SP:Iteration 33F (7.956583 sec): 3 clusters Score: Raw -60322.063149 + Penalty 326.059074 = -59996.004075 nChanged 1 SP:Iteration 34F (7.959725 sec): 3 clusters Score: Raw -60322.298293 + Penalty 326.792479 = -59995.505814 nChanged 1 SP:Iteration 35F (7.962855 sec): 3 clusters Score: Raw -60322.588596 + Penalty 327.572340 = -59995.016256 nChanged 1 SP:Iteration 36F (7.965972 sec): 3 clusters Score: Raw -60322.766125 + Penalty 327.572340 = -59995.193785 nChanged 0 Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 6 (4349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.985715 sec): 2 clusters Score: Raw -170652.420423 + Penalty 186.971665 = -170465.448758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.993570 sec): 3 clusters Score: Raw -167900.743485 + Penalty 384.088553 = -167516.654932 nChanged 2056 SP:Iteration 1F (8.001244 sec): 3 clusters Score: Raw -169307.695229 + Penalty 392.428250 = -168915.266979 nChanged 476 SP:Iteration 2F (8.008927 sec): 3 clusters Score: Raw -169627.936740 + Penalty 398.941595 = -169228.995144 nChanged 347 SP:Iteration 3F (8.016576 sec): 3 clusters Score: Raw -169893.311266 + Penalty 404.850488 = -169488.460779 nChanged 314 SP:Iteration 4F (8.024270 sec): 3 clusters Score: Raw -170178.208069 + Penalty 410.381302 = -169767.826767 nChanged 275 SP:Iteration 5F (8.031921 sec): 3 clusters Score: Raw -170430.493635 + Penalty 405.126873 = -170025.366761 nChanged 178 SP:Iteration 6Q (8.039662 sec): 3 clusters Score: Raw -170585.143806 + Penalty 392.515965 = -170192.627841 nChanged 102 SP:Iteration 7Q (8.047442 sec): 3 clusters Score: Raw -170662.223799 + Penalty 386.544094 = -170275.679705 nChanged 66 SP:Iteration 8Q (8.055140 sec): 3 clusters Score: Raw -170708.002240 + Penalty 381.138122 = -170326.864117 nChanged 42 SP:Iteration 9Q (8.062649 sec): 3 clusters Score: Raw -170729.754607 + Penalty 376.012230 = -170353.742377 nChanged 21 SP:Iteration 10F (8.070360 sec): 3 clusters Score: Raw -170739.002201 + Penalty 370.178743 = -170368.823458 nChanged 16 SP:Iteration 11Q (8.077377 sec): 3 clusters Score: Raw -170749.344147 + Penalty 360.033706 = -170389.310441 nChanged 9 SP:Iteration 12Q (8.084154 sec): 3 clusters Score: Raw -170754.563909 + Penalty 355.516078 = -170399.047831 nChanged 4 SP:Iteration 13Q (8.090889 sec): 3 clusters Score: Raw -170756.980120 + Penalty 355.942444 = -170401.037676 nChanged 5 SP:Iteration 14Q (8.097556 sec): 3 clusters Score: Raw -170759.986291 + Penalty 358.148214 = -170401.838078 nChanged 2 SP:Iteration 15Q (8.104026 sec): 3 clusters Score: Raw -170760.725018 + Penalty 355.344201 = -170405.380817 nChanged 1 SP:Iteration 16Q (8.110406 sec): 3 clusters Score: Raw -170760.914420 + Penalty 355.344201 = -170405.570219 nChanged 0 SP:Iteration 17F (8.118070 sec): 3 clusters Score: Raw -170760.914420 + Penalty 355.344201 = -170405.570219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 7 (330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.124236 sec): 2 clusters Score: Raw -18711.980067 + Penalty 940.999656 = -17770.980412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.125050 sec): 3 clusters Score: Raw -18364.244715 + Penalty 1882.019748 = -16482.224966 nChanged 73 SP:Iteration 1F (8.125834 sec): 3 clusters Score: Raw -18492.589510 + Penalty 1882.092098 = -16610.497413 nChanged 24 SP:Iteration 2F (8.126617 sec): 3 clusters Score: Raw -18549.226994 + Penalty 1882.145700 = -16667.081293 nChanged 14 SP:Iteration 3Q (8.127370 sec): 3 clusters Score: Raw -18567.520314 + Penalty 1882.178582 = -16685.341732 nChanged 10 SP:Iteration 4Q (8.128120 sec): 3 clusters Score: Raw -18579.384804 + Penalty 1882.219658 = -16697.165146 nChanged 10 SP:Iteration 5Q (8.128867 sec): 3 clusters Score: Raw -18588.791658 + Penalty 1882.254904 = -16706.536754 nChanged 11 SP:Iteration 6Q (8.129614 sec): 3 clusters Score: Raw -18597.670985 + Penalty 1882.350833 = -16715.320153 nChanged 10 SP:Iteration 7Q (8.130358 sec): 3 clusters Score: Raw -18606.392630 + Penalty 1882.357824 = -16724.034805 nChanged 9 SP:Iteration 8Q (8.131097 sec): 3 clusters Score: Raw -18617.391137 + Penalty 1882.400007 = -16734.991129 nChanged 14 SP:Iteration 9Q (8.131827 sec): 3 clusters Score: Raw -18637.696738 + Penalty 1882.519860 = -16755.176879 nChanged 23 SP:Iteration 10F (8.132612 sec): 3 clusters Score: Raw -18680.207471 + Penalty 1882.294433 = -16797.913038 nChanged 21 SP:Iteration 11F (8.133393 sec): 3 clusters Score: Raw -18717.710281 + Penalty 1882.613379 = -16835.096901 nChanged 17 SP:Iteration 12F (8.134173 sec): 3 clusters Score: Raw -18764.713880 + Penalty 1882.327475 = -16882.386405 nChanged 8 SP:Iteration 13Q (8.134822 sec): 3 clusters Score: Raw -18795.242445 + Penalty 1882.957482 = -16912.284962 nChanged 1 SP:Iteration 14Q (8.135464 sec): 3 clusters Score: Raw -18797.869649 + Penalty 1882.957482 = -16914.912167 nChanged 0 SP:Iteration 15F (8.136244 sec): 3 clusters Score: Raw -18797.869649 + Penalty 1882.957482 = -16914.912167 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 8 (883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.141347 sec): 2 clusters Score: Raw -34453.488542 + Penalty 225.966873 = -34227.521669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.143084 sec): 3 clusters Score: Raw -33913.316880 + Penalty 442.785582 = -33470.531298 nChanged 376 SP:Iteration 1F (8.144805 sec): 3 clusters Score: Raw -34334.459832 + Penalty 390.533138 = -33943.926694 nChanged 77 SP:Iteration 2F (8.146507 sec): 3 clusters Score: Raw -34413.298637 + Penalty 359.122129 = -34054.176508 nChanged 20 SP:Iteration 3Q (8.148260 sec): 3 clusters Score: Raw -34430.541763 + Penalty 345.955721 = -34084.586043 nChanged 12 SP:Iteration 4Q (8.149950 sec): 3 clusters Score: Raw -34444.890439 + Penalty 337.716125 = -34107.174314 nChanged 9 SP:Iteration 5Q (8.151464 sec): 3 clusters Score: Raw -34455.524533 + Penalty 330.269009 = -34125.255524 nChanged 7 SP:Iteration 6Q (8.152896 sec): 3 clusters Score: Raw -34464.349552 + Penalty 329.558811 = -34134.790741 nChanged 3 SP:Iteration 7Q (8.154281 sec): 3 clusters Score: Raw -34467.069384 + Penalty 329.506853 = -34137.562531 nChanged 1 SP:Iteration 8Q (8.155697 sec): 3 clusters Score: Raw -34467.374427 + Penalty 329.506853 = -34137.867574 nChanged 0 SP:Iteration 9F (8.157328 sec): 3 clusters Score: Raw -34467.374427 + Penalty 329.506853 = -34137.867574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 9 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.160517 sec): 2 clusters Score: Raw -15430.268656 + Penalty 608.812612 = -14821.456045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.161328 sec): 3 clusters Score: Raw -15160.362209 + Penalty 1227.131407 = -13933.230802 nChanged 92 SP:Iteration 1F (8.162102 sec): 3 clusters Score: Raw -15332.430630 + Penalty 1240.218688 = -14092.211943 nChanged 45 SP:Iteration 2F (8.162878 sec): 3 clusters Score: Raw -15404.530892 + Penalty 1244.420452 = -14160.110441 nChanged 17 SP:Iteration 3F (8.163657 sec): 3 clusters Score: Raw -15431.393231 + Penalty 1246.688696 = -14184.704536 nChanged 8 SP:Iteration 4Q (8.164388 sec): 3 clusters Score: Raw -15467.097945 + Penalty 1241.460125 = -14225.637820 nChanged 12 SP:Iteration 5Q (8.165112 sec): 3 clusters Score: Raw -15487.926876 + Penalty 1238.801124 = -14249.125751 nChanged 3 SP:Iteration 6Q (8.165826 sec): 3 clusters Score: Raw -15489.353856 + Penalty 1236.558368 = -14252.795488 nChanged 1 SP:Iteration 7Q (8.166537 sec): 3 clusters Score: Raw -15492.179402 + Penalty 1236.373303 = -14255.806099 nChanged 1 SP:Iteration 8Q (8.167245 sec): 3 clusters Score: Raw -15494.298217 + Penalty 1234.029077 = -14260.269139 nChanged 1 SP:Iteration 9Q (8.167947 sec): 3 clusters Score: Raw -15495.477903 + Penalty 1230.478702 = -14264.999201 nChanged 2 SP:Iteration 10F (8.168718 sec): 3 clusters Score: Raw -15495.587675 + Penalty 1230.478702 = -14265.108973 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 10 (694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.171414 sec): 2 clusters Score: Raw -39210.903790 + Penalty 854.696863 = -38356.206927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.172850 sec): 3 clusters Score: Raw -38549.756225 + Penalty 1711.611005 = -36838.145221 nChanged 225 SP:Iteration 1F (8.174265 sec): 3 clusters Score: Raw -38920.137233 + Penalty 1727.309059 = -37192.828174 nChanged 104 SP:Iteration 2F (8.175684 sec): 3 clusters Score: Raw -39156.329387 + Penalty 1757.628355 = -37398.701033 nChanged 63 SP:Iteration 3F (8.177091 sec): 3 clusters Score: Raw -39268.220669 + Penalty 1781.334439 = -37486.886230 nChanged 24 SP:Iteration 4Q (8.178243 sec): 3 clusters Score: Raw -39290.100494 + Penalty 1787.098378 = -37503.002116 nChanged 4 SP:Iteration 5Q (8.179395 sec): 3 clusters Score: Raw -39294.616820 + Penalty 1782.512573 = -37512.104247 nChanged 1 SP:Iteration 6Q (8.180538 sec): 3 clusters Score: Raw -39302.097338 + Penalty 1782.512573 = -37519.584765 nChanged 0 SP:Iteration 7F (8.181942 sec): 3 clusters Score: Raw -39302.097338 + Penalty 1782.512573 = -37519.584765 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 11 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.183198 sec): 2 clusters Score: Raw -10701.606216 + Penalty 147.619404 = -10553.986812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.183905 sec): 3 clusters Score: Raw -10544.866103 + Penalty 293.905763 = -10250.960340 nChanged 116 SP:Iteration 1F (8.184601 sec): 3 clusters Score: Raw -10634.177802 + Penalty 283.962997 = -10350.214805 nChanged 34 SP:Iteration 2F (8.185295 sec): 3 clusters Score: Raw -10670.014082 + Penalty 268.537032 = -10401.477050 nChanged 20 SP:Iteration 3F (8.186014 sec): 3 clusters Score: Raw -10690.126030 + Penalty 262.596094 = -10427.529936 nChanged 13 SP:Iteration 4Q (8.186720 sec): 3 clusters Score: Raw -10700.514021 + Penalty 262.389016 = -10438.125005 nChanged 6 SP:Iteration 5Q (8.187415 sec): 3 clusters Score: Raw -10706.226358 + Penalty 252.781941 = -10453.444417 nChanged 6 SP:Iteration 6Q (8.188106 sec): 3 clusters Score: Raw -10709.097746 + Penalty 252.781941 = -10456.315805 nChanged 0 SP:Iteration 7F (8.188835 sec): 3 clusters Score: Raw -10709.097746 + Penalty 252.781941 = -10456.315805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 12 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.189332 sec): 2 clusters Score: Raw -310.960004 + Penalty 223.600872 = -87.359132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.189561 sec): 3 clusters Score: Raw -309.589204 + Penalty 451.787575 = 142.198371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 13 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.190086 sec): 2 clusters Score: Raw -801.505539 + Penalty 163.219456 = -638.286083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.190342 sec): 3 clusters Score: Raw -806.850854 + Penalty 339.525921 = -467.324933 nChanged 2 SP:Iteration 1F (8.190594 sec): 3 clusters Score: Raw -812.585410 + Penalty 342.034114 = -470.551295 nChanged 1 SP:Iteration 2Q (8.190840 sec): 3 clusters Score: Raw -815.288773 + Penalty 332.024590 = -483.264183 nChanged 2 SP:Iteration 3F (8.191090 sec): 3 clusters Score: Raw -818.649106 + Penalty 332.024590 = -486.624516 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 14 (630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.193455 sec): 2 clusters Score: Raw -24000.715174 + Penalty 201.482061 = -23799.233113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.194803 sec): 3 clusters Score: Raw -23615.221497 + Penalty 417.398795 = -23197.822702 nChanged 276 SP:Iteration 1F (8.196096 sec): 3 clusters Score: Raw -23849.204844 + Penalty 436.702799 = -23412.502045 nChanged 74 SP:Iteration 2F (8.197392 sec): 3 clusters Score: Raw -23929.467946 + Penalty 504.999343 = -23424.468603 nChanged 49 SP:Iteration 3F (8.198683 sec): 3 clusters Score: Raw -23987.260495 + Penalty 631.046106 = -23356.214389 nChanged 12 SP:Iteration 4F (8.199972 sec): 3 clusters Score: Raw -24002.233691 + Penalty 631.046106 = -23371.187585 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 15 (1343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.206855 sec): 2 clusters Score: Raw -67529.395824 + Penalty 708.710420 = -66820.685403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.209382 sec): 3 clusters Score: Raw -66525.957603 + Penalty 1423.078326 = -65102.879278 nChanged 521 SP:Iteration 1F (8.211853 sec): 3 clusters Score: Raw -66943.775341 + Penalty 1447.761304 = -65496.014037 nChanged 223 SP:Iteration 2F (8.214333 sec): 3 clusters Score: Raw -67252.368749 + Penalty 1510.094964 = -65742.273785 nChanged 171 SP:Iteration 3F (8.216799 sec): 3 clusters Score: Raw -67456.042980 + Penalty 1563.712168 = -65892.330813 nChanged 78 SP:Iteration 4F (8.219274 sec): 3 clusters Score: Raw -67541.401061 + Penalty 1590.220558 = -65951.180503 nChanged 53 SP:Iteration 5Q (8.221486 sec): 3 clusters Score: Raw -67583.347139 + Penalty 1625.617698 = -65957.729441 nChanged 26 SP:Iteration 6Q (8.223665 sec): 3 clusters Score: Raw -67589.040505 + Penalty 1637.856196 = -65951.184309 nChanged 11 SP:Iteration 7F (8.226143 sec): 3 clusters Score: Raw -67584.871399 + Penalty 1647.950907 = -65936.920492 nChanged 10 SP:Iteration 8F (8.228629 sec): 3 clusters Score: Raw -67579.186947 + Penalty 1658.888125 = -65920.298822 nChanged 8 SP:Iteration 9F (8.231102 sec): 3 clusters Score: Raw -67573.417091 + Penalty 1670.565715 = -65902.851376 nChanged 8 SP:Iteration 10F (8.233643 sec): 3 clusters Score: Raw -67570.751771 + Penalty 1679.374077 = -65891.377694 nChanged 8 SP:Iteration 11F (8.236187 sec): 3 clusters Score: Raw -67571.323490 + Penalty 1682.664980 = -65888.658510 nChanged 6 SP:Iteration 12F (8.238655 sec): 3 clusters Score: Raw -67567.032535 + Penalty 1682.465448 = -65884.567087 nChanged 7 SP:Iteration 13F (8.241186 sec): 3 clusters Score: Raw -67563.787778 + Penalty 1679.438679 = -65884.349098 nChanged 10 SP:Iteration 14F (8.243760 sec): 3 clusters Score: Raw -67555.041048 + Penalty 1687.038232 = -65868.002817 nChanged 9 SP:Iteration 15F (8.246238 sec): 3 clusters Score: Raw -67550.623412 + Penalty 1685.541240 = -65865.082171 nChanged 5 SP:Iteration 16F (8.248734 sec): 3 clusters Score: Raw -67547.935081 + Penalty 1676.854047 = -65871.081034 nChanged 6 SP:Iteration 17Q (8.250775 sec): 3 clusters Score: Raw -67544.947909 + Penalty 1665.412809 = -65879.535099 nChanged 11 SP:Iteration 18Q (8.252806 sec): 3 clusters Score: Raw -67540.048316 + Penalty 1668.745214 = -65871.303102 nChanged 12 SP:Iteration 19F (8.255283 sec): 3 clusters Score: Raw -67537.408614 + Penalty 1694.689490 = -65842.719124 nChanged 8 SP:Iteration 20F (8.257755 sec): 3 clusters Score: Raw -67537.393041 + Penalty 1682.949880 = -65854.443161 nChanged 8 SP:Iteration 21Q (8.259714 sec): 3 clusters Score: Raw -67544.345617 + Penalty 1659.725553 = -65884.620063 nChanged 7 SP:Iteration 22Q (8.261687 sec): 3 clusters Score: Raw -67555.011171 + Penalty 1626.543173 = -65928.467998 nChanged 2 SP:Iteration 23Q (8.263626 sec): 3 clusters Score: Raw -67563.688082 + Penalty 1626.543173 = -65937.144910 nChanged 0 SP:Iteration 24F (8.266200 sec): 3 clusters Score: Raw -67563.688082 + Penalty 1626.543173 = -65937.144910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 16 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.269045 sec): 2 clusters Score: Raw -287.505493 + Penalty 190.505015 = -97.000478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.269296 sec): 3 clusters Score: Raw -276.681183 + Penalty 370.321020 = 93.639837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 17 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.269952 sec): 2 clusters Score: Raw -2426.719717 + Penalty 583.840817 = -1842.878900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.270287 sec): 3 clusters Score: Raw -2394.611099 + Penalty 1170.748315 = -1223.862783 nChanged 6 SP:Iteration 1F (8.270600 sec): 3 clusters Score: Raw -2412.517919 + Penalty 1170.821528 = -1241.696391 nChanged 1 SP:Iteration 2Q (8.270895 sec): 3 clusters Score: Raw -2414.074287 + Penalty 1170.821528 = -1243.252760 nChanged 0 SP:Iteration 3F (8.271206 sec): 3 clusters Score: Raw -2414.074287 + Penalty 1170.821528 = -1243.252760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 18 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.272277 sec): 2 clusters Score: Raw -9161.658674 + Penalty 344.768379 = -8816.890295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.272891 sec): 3 clusters Score: Raw -8964.990405 + Penalty 697.370460 = -8267.619945 nChanged 82 SP:Iteration 1F (8.273491 sec): 3 clusters Score: Raw -9144.141847 + Penalty 724.928320 = -8419.213527 nChanged 23 SP:Iteration 2F (8.274090 sec): 3 clusters Score: Raw -9209.602102 + Penalty 745.889318 = -8463.712784 nChanged 9 SP:Iteration 3Q (8.274632 sec): 3 clusters Score: Raw -9284.608822 + Penalty 762.285758 = -8522.323064 nChanged 4 SP:Iteration 4Q (8.275145 sec): 3 clusters Score: Raw -9291.714211 + Penalty 762.285758 = -8529.428453 nChanged 0 SP:Iteration 5F (8.275742 sec): 3 clusters Score: Raw -9291.714211 + Penalty 762.285758 = -8529.428453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 19 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.276482 sec): 2 clusters Score: Raw -3682.933146 + Penalty 239.171917 = -3443.761229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.276869 sec): 3 clusters Score: Raw -3645.156269 + Penalty 537.472498 = -3107.683771 nChanged 25 SP:Iteration 1F (8.277251 sec): 3 clusters Score: Raw -3677.333599 + Penalty 557.820945 = -3119.512654 nChanged 5 SP:Iteration 2F (8.277660 sec): 3 clusters Score: Raw -3686.978685 + Penalty 566.438773 = -3120.539912 nChanged 3 SP:Iteration 3Q (8.278031 sec): 3 clusters Score: Raw -3692.320414 + Penalty 576.946700 = -3115.373714 nChanged 2 SP:Iteration 4F (8.278411 sec): 3 clusters Score: Raw -3693.976052 + Penalty 584.268256 = -3109.707797 nChanged 1 SP:Iteration 5F (8.278789 sec): 3 clusters Score: Raw -3695.985120 + Penalty 592.246736 = -3103.738384 nChanged 1 SP:Iteration 6F (8.279167 sec): 3 clusters Score: Raw -3697.242318 + Penalty 592.246736 = -3104.995581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 21 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.279659 sec): 2 clusters Score: Raw -294.457845 + Penalty 236.500386 = -57.957460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.279889 sec): 3 clusters Score: Raw -280.938143 + Penalty 473.000772 = 192.062628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 22 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.280354 sec): 2 clusters Score: Raw -134.553279 + Penalty 88.410705 = -46.142575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.280552 sec): 2 clusters Score: Raw -134.553279 + Penalty 88.410705 = -46.142575 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 24 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.281064 sec): 2 clusters Score: Raw -796.032795 + Penalty 279.688607 = -516.344188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.281310 sec): 3 clusters Score: Raw -800.689153 + Penalty 559.377214 = -241.311939 nChanged 1 SP:Iteration 1F (8.281552 sec): 3 clusters Score: Raw -802.905886 + Penalty 559.377214 = -243.528673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 25 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.282511 sec): 2 clusters Score: Raw -10241.863084 + Penalty 720.957404 = -9520.905679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.283079 sec): 3 clusters Score: Raw -10049.931481 + Penalty 1443.284178 = -8606.647303 nChanged 46 SP:Iteration 1F (8.283643 sec): 3 clusters Score: Raw -10119.667112 + Penalty 1442.684014 = -8676.983098 nChanged 12 SP:Iteration 2F (8.284203 sec): 3 clusters Score: Raw -10131.585228 + Penalty 1444.376850 = -8687.208378 nChanged 10 SP:Iteration 3F (8.284765 sec): 3 clusters Score: Raw -10145.951740 + Penalty 1448.098318 = -8697.853423 nChanged 14 SP:Iteration 4F (8.285310 sec): 3 clusters Score: Raw -10174.335829 + Penalty 1459.096758 = -8715.239071 nChanged 17 SP:Iteration 5F (8.285856 sec): 3 clusters Score: Raw -10214.328290 + Penalty 1457.775327 = -8756.552963 nChanged 15 SP:Iteration 6F (8.286402 sec): 3 clusters Score: Raw -10251.714022 + Penalty 1464.132959 = -8787.581063 nChanged 4 SP:Iteration 7Q (8.286875 sec): 3 clusters Score: Raw -10262.658054 + Penalty 1464.132959 = -8798.525095 nChanged 0 SP:Iteration 8F (8.287421 sec): 3 clusters Score: Raw -10262.658054 + Penalty 1464.132959 = -8798.525095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 26 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.287942 sec): 2 clusters Score: Raw -659.466121 + Penalty 269.247140 = -390.218982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.288188 sec): 3 clusters Score: Raw -658.706184 + Penalty 539.410334 = -119.295849 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 27 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.288885 sec): 2 clusters Score: Raw -4411.014636 + Penalty 492.966353 = -3918.048282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.289277 sec): 3 clusters Score: Raw -4289.454904 + Penalty 975.643371 = -3313.811534 nChanged 17 SP:Iteration 1F (8.289686 sec): 3 clusters Score: Raw -4315.330851 + Penalty 954.573127 = -3360.757724 nChanged 7 SP:Iteration 2F (8.290070 sec): 3 clusters Score: Raw -4335.983787 + Penalty 938.039020 = -3397.944767 nChanged 4 SP:Iteration 3Q (8.290443 sec): 3 clusters Score: Raw -4343.612300 + Penalty 929.036570 = -3414.575731 nChanged 5 SP:Iteration 4F (8.290828 sec): 3 clusters Score: Raw -4345.944968 + Penalty 926.421969 = -3419.522999 nChanged 4 SP:Iteration 5Q (8.291194 sec): 3 clusters Score: Raw -4358.364571 + Penalty 982.582595 = -3375.781976 nChanged 8 SP:Iteration 6F (8.291577 sec): 3 clusters Score: Raw -4388.618289 + Penalty 1000.133707 = -3388.484582 nChanged 2 SP:Iteration 7Q (8.291919 sec): 3 clusters Score: Raw -4396.434090 + Penalty 1008.637764 = -3387.796325 nChanged 2 SP:Iteration 8F (8.292304 sec): 3 clusters Score: Raw -4404.103829 + Penalty 968.266438 = -3435.837391 nChanged 1 SP:Iteration 9Q (8.292647 sec): 3 clusters Score: Raw -4405.193723 + Penalty 968.266438 = -3436.927285 nChanged 0 SP:Iteration 10F (8.293030 sec): 3 clusters Score: Raw -4405.193723 + Penalty 968.266438 = -3436.927285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 28 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.293520 sec): 2 clusters Score: Raw -431.469883 + Penalty 211.256943 = -220.212941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.293753 sec): 3 clusters Score: Raw -435.758416 + Penalty 384.924295 = -50.834121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 29 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.294216 sec): 2 clusters Score: Raw -119.519346 + Penalty 87.172109 = -32.347236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.294417 sec): 2 clusters Score: Raw -119.519346 + Penalty 87.172109 = -32.347236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 30 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.294883 sec): 2 clusters Score: Raw -173.086532 + Penalty 138.507623 = -34.578909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.295101 sec): 3 clusters Score: Raw -167.730682 + Penalty 277.015247 = 109.284565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 31 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.295563 sec): 2 clusters Score: Raw -130.991695 + Penalty 138.872612 = 7.880917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.295775 sec): 3 clusters Score: Raw -124.327830 + Penalty 283.614589 = 159.286759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 32 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.296331 sec): 2 clusters Score: Raw -1377.522948 + Penalty 119.641233 = -1257.881715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.296618 sec): 3 clusters Score: Raw -1375.210245 + Penalty 282.024849 = -1093.185396 nChanged 10 SP:Iteration 1F (8.296899 sec): 3 clusters Score: Raw -1393.472281 + Penalty 282.024849 = -1111.447432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 33 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.297957 sec): 2 clusters Score: Raw -9221.929563 + Penalty 297.268334 = -8924.661228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.298609 sec): 3 clusters Score: Raw -9091.448635 + Penalty 603.266606 = -8488.182029 nChanged 89 SP:Iteration 1F (8.299224 sec): 3 clusters Score: Raw -9156.128528 + Penalty 616.574187 = -8539.554341 nChanged 28 SP:Iteration 2F (8.299840 sec): 3 clusters Score: Raw -9172.482879 + Penalty 627.243754 = -8545.239124 nChanged 13 SP:Iteration 3F (8.300454 sec): 3 clusters Score: Raw -9183.716267 + Penalty 638.448497 = -8545.267770 nChanged 15 SP:Iteration 4F (8.301108 sec): 3 clusters Score: Raw -9196.122737 + Penalty 643.085198 = -8553.037539 nChanged 2 SP:Iteration 5Q (8.301719 sec): 3 clusters Score: Raw -9197.008152 + Penalty 648.287862 = -8548.720290 nChanged 2 SP:Iteration 6F (8.302330 sec): 3 clusters Score: Raw -9198.937723 + Penalty 651.452133 = -8547.485590 nChanged 3 SP:Iteration 7F (8.302943 sec): 3 clusters Score: Raw -9201.611597 + Penalty 654.200048 = -8547.411549 nChanged 3 SP:Iteration 8F (8.303554 sec): 3 clusters Score: Raw -9203.933236 + Penalty 669.972237 = -8533.960999 nChanged 5 SP:Iteration 9F (8.304165 sec): 3 clusters Score: Raw -9207.955205 + Penalty 700.920451 = -8507.034753 nChanged 9 SP:Iteration 10F (8.304775 sec): 3 clusters Score: Raw -9216.946361 + Penalty 709.331255 = -8507.615106 nChanged 5 SP:Iteration 11Q (8.305375 sec): 3 clusters Score: Raw -9220.452739 + Penalty 711.142848 = -8509.309891 nChanged 1 SP:Iteration 12Q (8.305966 sec): 3 clusters Score: Raw -9221.150999 + Penalty 711.142848 = -8510.008152 nChanged 0 SP:Iteration 13F (8.306576 sec): 3 clusters Score: Raw -9221.150999 + Penalty 711.142848 = -8510.008152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 34 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.307761 sec): 2 clusters Score: Raw -13669.190556 + Penalty 617.609257 = -13051.581300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.308474 sec): 3 clusters Score: Raw -13391.184178 + Penalty 1235.541784 = -12155.642394 nChanged 70 SP:Iteration 1F (8.309175 sec): 3 clusters Score: Raw -13482.245510 + Penalty 1240.385919 = -12241.859591 nChanged 28 SP:Iteration 2F (8.309875 sec): 3 clusters Score: Raw -13519.100455 + Penalty 1250.952724 = -12268.147732 nChanged 27 SP:Iteration 3F (8.310575 sec): 3 clusters Score: Raw -13559.691843 + Penalty 1259.777523 = -12299.914319 nChanged 19 SP:Iteration 4F (8.311272 sec): 3 clusters Score: Raw -13583.392542 + Penalty 1275.573398 = -12307.819144 nChanged 16 SP:Iteration 5F (8.311971 sec): 3 clusters Score: Raw -13599.403682 + Penalty 1287.566635 = -12311.837048 nChanged 14 SP:Iteration 6F (8.312673 sec): 3 clusters Score: Raw -13616.525529 + Penalty 1303.160012 = -12313.365517 nChanged 10 SP:Iteration 7Q (8.313319 sec): 3 clusters Score: Raw -13633.502501 + Penalty 1312.133920 = -12321.368581 nChanged 8 SP:Iteration 8Q (8.313951 sec): 3 clusters Score: Raw -13650.616153 + Penalty 1316.137940 = -12334.478213 nChanged 2 SP:Iteration 9Q (8.314566 sec): 3 clusters Score: Raw -13651.092998 + Penalty 1314.423253 = -12336.669745 nChanged 4 SP:Iteration 10F (8.315263 sec): 3 clusters Score: Raw -13654.615197 + Penalty 1311.577496 = -12343.037701 nChanged 3 SP:Iteration 11Q (8.315871 sec): 3 clusters Score: Raw -13656.045922 + Penalty 1322.228948 = -12333.816975 nChanged 5 SP:Iteration 12F (8.316567 sec): 3 clusters Score: Raw -13657.717575 + Penalty 1322.228948 = -12335.488628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 35 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.317098 sec): 2 clusters Score: Raw -1060.355192 + Penalty 308.759970 = -751.595221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.317359 sec): 3 clusters Score: Raw -1053.316995 + Penalty 623.485963 = -429.831031 nChanged 2 SP:Iteration 1F (8.317619 sec): 3 clusters Score: Raw -1058.731962 + Penalty 626.762507 = -431.969455 nChanged 2 SP:Iteration 2F (8.317870 sec): 3 clusters Score: Raw -1062.608229 + Penalty 626.762507 = -435.845722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 36 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.318335 sec): 2 clusters Score: Raw -187.325566 + Penalty 175.021657 = -12.303909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.318552 sec): 3 clusters Score: Raw -179.681238 + Penalty 357.632797 = 177.951559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 37 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.319030 sec): 2 clusters Score: Raw -39.822412 + Penalty 0.000000 = -39.822412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.319223 sec): 2 clusters Score: Raw -39.822412 + Penalty 0.000000 = -39.822412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 38 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.319727 sec): 2 clusters Score: Raw -822.460793 + Penalty 247.659421 = -574.801372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.319972 sec): 3 clusters Score: Raw -816.430999 + Penalty 493.420553 = -323.010446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 39 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.320499 sec): 2 clusters Score: Raw -1305.437655 + Penalty 371.588566 = -933.849089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.320765 sec): 3 clusters Score: Raw -1298.653917 + Penalty 742.489514 = -556.164403 nChanged 1 SP:Iteration 1Q (8.321023 sec): 3 clusters Score: Raw -1301.340537 + Penalty 742.489514 = -558.851023 nChanged 0 SP:Iteration 2F (8.321285 sec): 3 clusters Score: Raw -1301.340537 + Penalty 742.489514 = -558.851023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 40 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.321772 sec): 2 clusters Score: Raw -573.348986 + Penalty 326.740317 = -246.608668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.322008 sec): 3 clusters Score: Raw -588.217261 + Penalty 649.381196 = 61.163935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 41 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.322474 sec): 2 clusters Score: Raw -180.981508 + Penalty 166.559750 = -14.421758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.322691 sec): 3 clusters Score: Raw -171.955684 + Penalty 166.559750 = -5.395934 nChanged 1 SP:Iteration 1F (8.322887 sec): 2 clusters Score: Raw -180.981508 + Penalty 166.559750 = -14.421758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 42 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.323364 sec): 2 clusters Score: Raw -392.507901 + Penalty 298.441840 = -94.066061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.323592 sec): 3 clusters Score: Raw -406.371089 + Penalty 594.903419 = 188.532330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 43 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.324054 sec): 2 clusters Score: Raw -148.737602 + Penalty 148.007199 = -0.730403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.324268 sec): 3 clusters Score: Raw -137.043625 + Penalty 299.198038 = 162.154413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 44 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.324733 sec): 2 clusters Score: Raw -203.968504 + Penalty 84.390368 = -119.578136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.324942 sec): 3 clusters Score: Raw -200.318609 + Penalty 152.624533 = -47.694075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 45 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.325405 sec): 2 clusters Score: Raw -151.820344 + Penalty 58.871996 = -92.948348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.325620 sec): 3 clusters Score: Raw -147.920200 + Penalty 118.987922 = -28.932278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 46 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.326232 sec): 2 clusters Score: Raw -1929.226779 + Penalty 133.980196 = -1795.246583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.326546 sec): 3 clusters Score: Raw -1919.136141 + Penalty 288.088209 = -1631.047932 nChanged 13 SP:Iteration 1F (8.326852 sec): 3 clusters Score: Raw -1949.651500 + Penalty 293.120222 = -1656.531278 nChanged 1 SP:Iteration 2Q (8.327145 sec): 3 clusters Score: Raw -1950.642874 + Penalty 316.889009 = -1633.753865 nChanged 3 SP:Iteration 3F (8.327450 sec): 3 clusters Score: Raw -1956.283620 + Penalty 340.112200 = -1616.171420 nChanged 2 SP:Iteration 4F (8.327755 sec): 3 clusters Score: Raw -1959.928594 + Penalty 340.112200 = -1619.816394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 47 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.328250 sec): 2 clusters Score: Raw -601.573896 + Penalty 261.621586 = -339.952310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.328489 sec): 3 clusters Score: Raw -602.717864 + Penalty 521.862210 = -80.855654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 49 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.328961 sec): 2 clusters Score: Raw -255.335180 + Penalty 140.874719 = -114.460462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.329184 sec): 3 clusters Score: Raw -257.295665 + Penalty 289.922072 = 32.626407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 50 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.329651 sec): 2 clusters Score: Raw -247.403179 + Penalty 195.329633 = -52.073545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.329869 sec): 3 clusters Score: Raw -237.791700 + Penalty 387.145640 = 149.353940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 51 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.330337 sec): 2 clusters Score: Raw -223.584338 + Penalty 152.778860 = -70.805478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.330556 sec): 3 clusters Score: Raw -216.650452 + Penalty 305.764286 = 89.113834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 52 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.331776 sec): 2 clusters Score: Raw -12987.988351 + Penalty 370.069879 = -12617.918472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.332569 sec): 3 clusters Score: Raw -12817.999093 + Penalty 741.493792 = -12076.505301 nChanged 93 SP:Iteration 1F (8.333332 sec): 3 clusters Score: Raw -12891.698902 + Penalty 753.724854 = -12137.974049 nChanged 47 SP:Iteration 2F (8.334075 sec): 3 clusters Score: Raw -12935.780747 + Penalty 777.766834 = -12158.013913 nChanged 26 SP:Iteration 3F (8.334816 sec): 3 clusters Score: Raw -12957.282419 + Penalty 801.812190 = -12155.470230 nChanged 15 SP:Iteration 4F (8.335557 sec): 3 clusters Score: Raw -12969.999397 + Penalty 819.793039 = -12150.206358 nChanged 11 SP:Iteration 5F (8.336299 sec): 3 clusters Score: Raw -12983.300226 + Penalty 835.099855 = -12148.200371 nChanged 7 SP:Iteration 6F (8.337042 sec): 3 clusters Score: Raw -12993.236418 + Penalty 841.480142 = -12151.756276 nChanged 5 SP:Iteration 7Q (8.337774 sec): 3 clusters Score: Raw -13000.063632 + Penalty 849.199395 = -12150.864237 nChanged 4 SP:Iteration 8F (8.338516 sec): 3 clusters Score: Raw -13004.206725 + Penalty 854.540450 = -12149.666274 nChanged 3 SP:Iteration 9F (8.339260 sec): 3 clusters Score: Raw -13009.752670 + Penalty 863.545154 = -12146.207516 nChanged 5 SP:Iteration 10F (8.340001 sec): 3 clusters Score: Raw -13025.647886 + Penalty 866.293375 = -12159.354511 nChanged 2 SP:Iteration 11Q (8.340714 sec): 3 clusters Score: Raw -13027.223959 + Penalty 869.305528 = -12157.918431 nChanged 2 SP:Iteration 12F (8.341454 sec): 3 clusters Score: Raw -13028.956380 + Penalty 869.305528 = -12159.650852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 54 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.341956 sec): 2 clusters Score: Raw -112.830776 + Penalty 102.487985 = -10.342791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.342176 sec): 3 clusters Score: Raw -110.823820 + Penalty 226.846137 = 116.022317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 55 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.342642 sec): 2 clusters Score: Raw -134.767602 + Penalty 136.150535 = 1.382933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.342855 sec): 3 clusters Score: Raw -127.123344 + Penalty 267.712499 = 140.589156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 56 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.343322 sec): 2 clusters Score: Raw -224.552579 + Penalty 184.730315 = -39.822264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.343541 sec): 3 clusters Score: Raw -218.493736 + Penalty 369.821210 = 151.327474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 57 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.343996 sec): 2 clusters Score: Raw -40.117673 + Penalty 0.000000 = -40.117673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.344189 sec): 2 clusters Score: Raw -40.117673 + Penalty 0.000000 = -40.117673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 61 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.344641 sec): 2 clusters Score: Raw -37.106640 + Penalty 0.000000 = -37.106640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.344830 sec): 2 clusters Score: Raw -37.106640 + Penalty 0.000000 = -37.106640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 62 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.345322 sec): 2 clusters Score: Raw -622.941920 + Penalty 244.782331 = -378.159588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.345558 sec): 3 clusters Score: Raw -617.383117 + Penalty 493.180530 = -124.202587 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 63 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.346025 sec): 2 clusters Score: Raw -214.509720 + Penalty 156.201511 = -58.308209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.346245 sec): 3 clusters Score: Raw -209.479670 + Penalty 322.972851 = 113.493181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 64 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.346697 sec): 2 clusters Score: Raw -39.203670 + Penalty 0.000000 = -39.203670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.346891 sec): 2 clusters Score: Raw -39.203670 + Penalty 0.000000 = -39.203670 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 65 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.347369 sec): 2 clusters Score: Raw -378.406284 + Penalty 251.020377 = -127.385907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.347598 sec): 3 clusters Score: Raw -385.014542 + Penalty 502.040754 = 117.026212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 66 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.348063 sec): 2 clusters Score: Raw -175.243069 + Penalty 158.178594 = -17.064475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.348295 sec): 3 clusters Score: Raw -166.602396 + Penalty 327.434113 = 160.831717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 69 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.348786 sec): 2 clusters Score: Raw -532.418216 + Penalty 274.796314 = -257.621902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.349019 sec): 3 clusters Score: Raw -535.130720 + Penalty 547.048858 = 11.918138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 72 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.349493 sec): 2 clusters Score: Raw -315.148546 + Penalty 186.038833 = -129.109713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.349718 sec): 3 clusters Score: Raw -316.722449 + Penalty 372.077666 = 55.355216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 73 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.350176 sec): 2 clusters Score: Raw -94.745563 + Penalty 92.362100 = -2.383463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.350388 sec): 3 clusters Score: Raw -84.680032 + Penalty 184.724200 = 100.044167 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 (8.350855 sec): 2 clusters Score: Raw -206.392632 + Penalty 134.779232 = -71.613401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.351071 sec): 3 clusters Score: Raw -207.574636 + Penalty 252.147472 = 44.572836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 77 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.351548 sec): 2 clusters Score: Raw -377.320705 + Penalty 233.930740 = -143.389964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.351775 sec): 3 clusters Score: Raw -389.960268 + Penalty 472.004779 = 82.044511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 79 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.352245 sec): 2 clusters Score: Raw -289.005258 + Penalty 233.392308 = -55.612949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.352467 sec): 3 clusters Score: Raw -283.360665 + Penalty 481.107405 = 197.746740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 80 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.352921 sec): 2 clusters Score: Raw -38.165854 + Penalty 0.000000 = -38.165854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.353114 sec): 2 clusters Score: Raw -38.165854 + Penalty 0.000000 = -38.165854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 81 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.353580 sec): 2 clusters Score: Raw -234.990324 + Penalty 212.095278 = -22.895046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.353799 sec): 3 clusters Score: Raw -228.056057 + Penalty 411.829759 = 183.773703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 82 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.354305 sec): 2 clusters Score: Raw -856.798480 + Penalty 317.394797 = -539.403683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.354554 sec): 3 clusters Score: Raw -862.920683 + Penalty 634.789594 = -228.131089 nChanged 1 SP:Iteration 1Q (8.354793 sec): 3 clusters Score: Raw -864.450778 + Penalty 634.789594 = -229.661183 nChanged 0 SP:Iteration 2F (8.355037 sec): 3 clusters Score: Raw -864.450778 + Penalty 634.789594 = -229.661183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 83 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.355507 sec): 2 clusters Score: Raw -39.780344 + Penalty 0.000000 = -39.780344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.355701 sec): 2 clusters Score: Raw -39.780344 + Penalty 0.000000 = -39.780344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 84 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.356172 sec): 2 clusters Score: Raw -350.462568 + Penalty 253.779531 = -96.683037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.356397 sec): 3 clusters Score: Raw -338.960679 + Penalty 499.524221 = 160.563542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 86 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.356861 sec): 2 clusters Score: Raw -178.115419 + Penalty 149.689326 = -28.426093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.357078 sec): 3 clusters Score: Raw -171.147609 + Penalty 301.456451 = 130.308842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 90 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.357547 sec): 2 clusters Score: Raw -246.136462 + Penalty 185.059739 = -61.076723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.357770 sec): 3 clusters Score: Raw -251.278790 + Penalty 370.119478 = 118.840688 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 (8.358228 sec): 2 clusters Score: Raw -75.165473 + Penalty 60.048649 = -15.116824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.358424 sec): 2 clusters Score: Raw -75.165473 + Penalty 60.048649 = -15.116824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 93 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.358891 sec): 2 clusters Score: Raw -246.972966 + Penalty 106.151591 = -140.821375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.359112 sec): 3 clusters Score: Raw -241.998635 + Penalty 212.303182 = -29.695453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 94 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.359585 sec): 2 clusters Score: Raw -361.068140 + Penalty 207.298267 = -153.769873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.359809 sec): 3 clusters Score: Raw -356.800663 + Penalty 207.298267 = -149.502396 nChanged 1 SP:Iteration 1F (8.360010 sec): 2 clusters Score: Raw -361.068140 + Penalty 207.298267 = -153.769873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 96 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.360471 sec): 2 clusters Score: Raw -117.615873 + Penalty 108.015671 = -9.600202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.360670 sec): 2 clusters Score: Raw -117.615873 + Penalty 108.015671 = -9.600202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 100 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.361132 sec): 2 clusters Score: Raw -149.828488 + Penalty 146.969512 = -2.858976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.361345 sec): 3 clusters Score: Raw -136.575361 + Penalty 303.510721 = 166.935360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 103 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.361805 sec): 2 clusters Score: Raw -121.236094 + Penalty 72.657353 = -48.578741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.362017 sec): 2 clusters Score: Raw -121.236094 + Penalty 72.657353 = -48.578741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 104 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.362481 sec): 2 clusters Score: Raw -74.497842 + Penalty 37.509708 = -36.988134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.362687 sec): 3 clusters Score: Raw -70.376468 + Penalty 75.019416 = 4.642948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 105 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.363143 sec): 2 clusters Score: Raw -75.988058 + Penalty 66.814673 = -9.173384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.363339 sec): 2 clusters Score: Raw -75.988058 + Penalty 66.814673 = -9.173384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 107 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.363802 sec): 2 clusters Score: Raw -86.117073 + Penalty 93.639509 = 7.522436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.363999 sec): 2 clusters Score: Raw -86.117073 + Penalty 93.639509 = 7.522436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 113 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.364461 sec): 2 clusters Score: Raw -166.037466 + Penalty 137.484056 = -28.553410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.364679 sec): 3 clusters Score: Raw -162.176723 + Penalty 274.968111 = 112.791388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 114 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.365157 sec): 2 clusters Score: Raw -438.071785 + Penalty 217.812132 = -220.259653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.365386 sec): 3 clusters Score: Raw -434.328170 + Penalty 427.471137 = -6.857033 nChanged 1 SP:Iteration 1F (8.365610 sec): 3 clusters Score: Raw -436.223990 + Penalty 427.471137 = -8.752853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 117 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.366070 sec): 2 clusters Score: Raw -88.357777 + Penalty 88.905514 = 0.547737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.366266 sec): 2 clusters Score: Raw -88.357777 + Penalty 88.905514 = 0.547737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 118 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.366737 sec): 2 clusters Score: Raw -334.151211 + Penalty 179.200000 = -154.951211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.366962 sec): 3 clusters Score: Raw -331.214620 + Penalty 344.197296 = 12.982676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 120 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.367419 sec): 2 clusters Score: Raw -70.726623 + Penalty 38.396566 = -32.330057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.367614 sec): 2 clusters Score: Raw -70.726623 + Penalty 38.396566 = -32.330057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 121 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.368073 sec): 2 clusters Score: Raw -94.435292 + Penalty 87.309972 = -7.125320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.368269 sec): 2 clusters Score: Raw -94.435292 + Penalty 87.309972 = -7.125320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 122 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.368732 sec): 2 clusters Score: Raw -199.287080 + Penalty 164.376446 = -34.910634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.368964 sec): 3 clusters Score: Raw -187.512977 + Penalty 323.078915 = 135.565938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 127 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.369426 sec): 2 clusters Score: Raw -176.786537 + Penalty 145.954228 = -30.832308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.369643 sec): 3 clusters Score: Raw -173.102417 + Penalty 291.908457 = 118.806040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 133 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.370108 sec): 2 clusters Score: Raw -201.451464 + Penalty 190.702160 = -10.749303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.370326 sec): 3 clusters Score: Raw -189.463880 + Penalty 381.404320 = 191.940440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 135 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.370780 sec): 2 clusters Score: Raw -39.585897 + Penalty 0.000000 = -39.585897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.370973 sec): 2 clusters Score: Raw -39.585897 + Penalty 0.000000 = -39.585897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 138 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.371424 sec): 2 clusters Score: Raw -36.898418 + Penalty 0.000000 = -36.898418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.371617 sec): 2 clusters Score: Raw -36.898418 + Penalty 0.000000 = -36.898418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 140 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.372079 sec): 2 clusters Score: Raw -173.631892 + Penalty 160.510681 = -13.121211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.372296 sec): 3 clusters Score: Raw -169.185690 + Penalty 317.202315 = 148.016626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 142 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.372746 sec): 2 clusters Score: Raw -37.198117 + Penalty 0.000000 = -37.198117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.372933 sec): 2 clusters Score: Raw -37.198117 + Penalty 0.000000 = -37.198117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 143 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.373390 sec): 2 clusters Score: Raw -78.866075 + Penalty 34.803575 = -44.062500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.373594 sec): 3 clusters Score: Raw -73.996527 + Penalty 69.607150 = -4.389377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 144 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.374060 sec): 2 clusters Score: Raw -185.652536 + Penalty 93.239146 = -92.413390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.374261 sec): 2 clusters Score: Raw -185.652536 + Penalty 93.239146 = -92.413390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 145 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.374724 sec): 2 clusters Score: Raw -171.727472 + Penalty 162.991892 = -8.735580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.374941 sec): 3 clusters Score: Raw -164.326048 + Penalty 325.983784 = 161.657736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 146 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.375399 sec): 2 clusters Score: Raw -110.105174 + Penalty 22.231046 = -87.874128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.375614 sec): 3 clusters Score: Raw -105.829246 + Penalty 60.368372 = -45.460874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 148 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.376073 sec): 2 clusters Score: Raw -74.792175 + Penalty 48.209572 = -26.582604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.376282 sec): 3 clusters Score: Raw -71.632239 + Penalty 96.419144 = 24.786905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 150 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.376736 sec): 2 clusters Score: Raw -39.790486 + Penalty 0.000000 = -39.790486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.376929 sec): 2 clusters Score: Raw -39.790486 + Penalty 0.000000 = -39.790486 nChanged 0 Deleting Class 133 (4 points): Lose 13.418287 but Gain 1376.462959 Iteration 20F (9.416673 sec): 101 clusters Score: Raw -865918.855307 + Penalty 91068.171981 = -774850.683326 nChanged 143 Deleting Class 43 (3 points): Lose 6.182290 but Gain 1348.039938 Iteration 21Q (9.509896 sec): 100 clusters Score: Raw -866082.656192 + Penalty 89745.648067 = -776337.008124 nChanged 85 Deleting Class 107 (2 points): Lose 12.806686 but Gain 1351.755171 Iteration 22Q (9.599876 sec): 99 clusters Score: Raw -866137.576888 + Penalty 88465.926734 = -777671.650154 nChanged 65 Deleting Class 100 (3 points): Lose 9.438153 but Gain 1338.588757 Iteration 23Q (9.687671 sec): 98 clusters Score: Raw -866185.710647 + Penalty 87145.803657 = -779039.906990 nChanged 45 Deleting Class 73 (2 points): Lose 11.366557 but Gain 1333.314831 Iteration 24Q (9.774300 sec): 97 clusters Score: Raw -866190.857219 + Penalty 85756.738061 = -780434.119158 nChanged 45 Deleting Class 42 (9 points): Lose 37.912382 but Gain 1359.094434 Iteration 25Q (9.859010 sec): 96 clusters Score: Raw -866181.155219 + Penalty 83665.335997 = -782515.819222 nChanged 48 Deleting Class 21 (6 points): Lose 18.319527 but Gain 1320.737528 Iteration 26Q (9.942470 sec): 94 clusters Score: Raw -866214.421514 + Penalty 82348.864827 = -783865.556688 nChanged 53 Deleting Class 81 (5 points): Lose 25.692857 but Gain 1318.624514 Iteration 27Q (10.026726 sec): 93 clusters Score: Raw -866245.413513 + Penalty 80939.020085 = -785306.393428 nChanged 45 Deleting Class 57 (1 points): Lose 4.292331 but Gain 1287.455892 Iteration 28Q (10.110506 sec): 92 clusters Score: Raw -866285.096793 + Penalty 79682.468726 = -786602.628067 nChanged 36 Deleting Class 84 (7 points): Lose 24.799920 but Gain 1304.962947 Iteration 29Q (10.193498 sec): 91 clusters Score: Raw -866290.692204 + Penalty 78388.540773 = -787902.151431 nChanged 43 Deleting Class 117 (2 points): Lose 6.366833 but Gain 1283.416474 Iteration 30F (11.117667 sec): 90 clusters Score: Raw -866309.201848 + Penalty 77121.914163 = -789187.287685 nChanged 14 Deleting Class 121 (2 points): Lose 3.085199 but Gain 1260.383649 Iteration 31Q (11.199392 sec): 89 clusters Score: Raw -866317.202974 + Penalty 75828.118908 = -790489.084066 nChanged 17 Deleting Class 79 (5 points): Lose 41.714208 but Gain 1287.974353 Iteration 32Q (11.280364 sec): 88 clusters Score: Raw -866291.804254 + Penalty 74505.312675 = -791786.491579 nChanged 20 Deleting Class 31 (3 points): Lose 23.008693 but Gain 1264.842721 Iteration 33Q (11.361453 sec): 87 clusters Score: Raw -866297.418639 + Penalty 73310.955511 = -792986.463128 nChanged 19 Deleting Class 135 (2 points): Lose 16.766092 but Gain 1328.972065 Iteration 34Q (11.442190 sec): 86 clusters Score: Raw -866301.494226 + Penalty 71984.952808 = -794316.541418 nChanged 12 Deleting Class 40 (11 points): Lose 76.406065 but Gain 1314.461399 Iteration 35Q (11.522721 sec): 85 clusters Score: Raw -866230.757741 + Penalty 70828.009110 = -795402.748631 nChanged 21 Deleting Class 36 (4 points): Lose 29.361257 but Gain 1263.283162 Iteration 36Q (11.603236 sec): 84 clusters Score: Raw -866243.121736 + Penalty 69629.499687 = -796613.622048 nChanged 13 Deleting Class 55 (3 points): Lose 15.040225 but Gain 1240.050213 Iteration 37Q (11.683869 sec): 83 clusters Score: Raw -866249.970758 + Penalty 68533.914180 = -797716.056578 nChanged 12 Deleting Class 17 (52 points): Lose 298.461128 but Gain 1485.736618 Iteration 38Q (11.764157 sec): 82 clusters Score: Raw -865976.713846 + Penalty 68683.714498 = -797292.999348 nChanged 64 Deleting Class 50 (5 points): Lose 29.864538 but Gain 1214.390272 Iteration 39F (12.594458 sec): 81 clusters Score: Raw -866098.382339 + Penalty 67310.842183 = -798787.540156 nChanged 18 Deleting Class 41 (4 points): Lose 22.644684 but Gain 1202.206234 Iteration 40F (13.415138 sec): 80 clusters Score: Raw -866098.705467 + Penalty 66101.638870 = -799997.066597 nChanged 16 Deleting Class 122 (4 points): Lose 7.705827 but Gain 1186.447438 Iteration 41Q (13.494185 sec): 79 clusters Score: Raw -866122.486801 + Penalty 64920.153036 = -801202.333765 nChanged 8 Deleting Class 140 (6 points): Lose 37.351065 but Gain 1193.055509 Iteration 42Q (13.571997 sec): 78 clusters Score: Raw -866093.043749 + Penalty 63757.531411 = -802335.512337 nChanged 9 Deleting Class 94 (5 points): Lose 34.086849 but Gain 1185.716379 Iteration 43Q (13.650151 sec): 77 clusters Score: Raw -866074.681941 + Penalty 62608.997095 = -803465.684846 nChanged 12 Deleting Class 145 (5 points): Lose 31.671161 but Gain 1164.602486 Iteration 44Q (13.729161 sec): 76 clusters Score: Raw -866055.526848 + Penalty 61483.938064 = -804571.588784 nChanged 7 Deleting Class 64 (1 points): Lose 1.825708 but Gain 1132.491762 Iteration 45Q (13.808212 sec): 75 clusters Score: Raw -866064.396177 + Penalty 60370.565054 = -805693.831123 nChanged 4 Deleting Class 56 (5 points): Lose 18.968877 but Gain 1148.492905 Iteration 46Q (13.884765 sec): 74 clusters Score: Raw -866051.696708 + Penalty 59222.796841 = -806828.899866 nChanged 5 Deleting Class 16 (6 points): Lose 15.077018 but Gain 1133.840814 Iteration 47Q (13.963945 sec): 73 clusters Score: Raw -866045.928510 + Penalty 58092.797321 = -807953.131189 nChanged 6 Deleting Class 12 (7 points): Lose 33.350980 but Gain 1149.780883 Iteration 48Q (14.041880 sec): 72 clusters Score: Raw -866020.745939 + Penalty 57025.764032 = -808994.981907 nChanged 8 Deleting Class 69 (7 points): Lose 19.562383 but Gain 1127.164553 Iteration 49Q (14.118519 sec): 71 clusters Score: Raw -866021.613967 + Penalty 55920.743634 = -810100.870333 nChanged 9 Deleting Class 66 (4 points): Lose 41.326504 but Gain 1141.712163 Iteration 50F (14.835409 sec): 70 clusters Score: Raw -865995.573973 + Penalty 54800.860790 = -811194.713183 nChanged 6 Deleting Class 86 (4 points): Lose 12.587148 but Gain 1080.437751 Iteration 51Q (14.910568 sec): 69 clusters Score: Raw -866001.495393 + Penalty 53717.991328 = -812283.504065 nChanged 5 Deleting Class 77 (9 points): Lose 44.278734 but Gain 1095.780095 Iteration 52Q (14.986152 sec): 68 clusters Score: Raw -865958.088948 + Penalty 52713.626617 = -813244.462331 nChanged 10 Deleting Class 127 (4 points): Lose 6.861035 but Gain 1053.478308 Iteration 53Q (15.061093 sec): 67 clusters Score: Raw -865983.899628 + Penalty 51668.678389 = -814315.221239 nChanged 10 Deleting Class 105 (4 points): Lose 37.758479 but Gain 1054.071130 Iteration 54Q (15.135433 sec): 66 clusters Score: Raw -865955.832158 + Penalty 50642.929241 = -815312.902917 nChanged 4 Deleting Class 28 (5 points): Lose 29.929544 but Gain 1054.727641 Iteration 55Q (15.209324 sec): 65 clusters Score: Raw -865945.179540 + Penalty 49646.757333 = -816298.422207 nChanged 8 Deleting Class 113 (5 points): Lose 27.341327 but Gain 1016.951885 Iteration 56Q (15.282714 sec): 64 clusters Score: Raw -865941.252854 + Penalty 48667.341256 = -817273.911598 nChanged 7 Deleting Class 26 (12 points): Lose 52.145223 but Gain 1040.339186 Iteration 57Q (15.356042 sec): 63 clusters Score: Raw -865903.530823 + Penalty 47657.883941 = -818245.646881 nChanged 14 Deleting Class 82 (37 points): Lose 167.286436 but Gain 1152.345731 Iteration 58Q (15.429416 sec): 62 clusters Score: Raw -865758.038009 + Penalty 46705.243104 = -819052.794906 nChanged 38 Deleting Class 51 (6 points): Lose 23.427814 but Gain 1007.743052 Iteration 59Q (15.503913 sec): 61 clusters Score: Raw -865807.032396 + Penalty 45665.975219 = -820141.057178 nChanged 8 Deleting Class 30 (5 points): Lose 27.746801 but Gain 1008.535618 Iteration 60F (16.122955 sec): 60 clusters Score: Raw -865792.799343 + Penalty 44677.603451 = -821115.195892 nChanged 7 Deleting Class 63 (5 points): Lose 23.526765 but Gain 997.461633 Iteration 61Q (16.195173 sec): 59 clusters Score: Raw -865778.076171 + Penalty 43700.546568 = -822077.529603 nChanged 6 Deleting Class 39 (42 points): Lose 206.809768 but Gain 1174.838490 Iteration 62Q (16.267769 sec): 58 clusters Score: Raw -865578.579614 + Penalty 42605.962523 = -822972.617091 nChanged 43 Deleting Class 96 (4 points): Lose 44.151715 but Gain 1017.791512 Iteration 63Q (16.340031 sec): 57 clusters Score: Raw -865611.269041 + Penalty 41713.072769 = -823898.196272 nChanged 9 Deleting Class 138 (1 points): Lose 8.396767 but Gain 960.776525 Iteration 64Q (16.411551 sec): 56 clusters Score: Raw -865635.022485 + Penalty 40802.290857 = -824832.731628 nChanged 4 Deleting Class 47 (9 points): Lose 89.192309 but Gain 1036.270281 Iteration 65Q (16.483406 sec): 55 clusters Score: Raw -865551.644014 + Penalty 39818.770703 = -825732.873311 nChanged 10 Deleting Class 83 (1 points): Lose 2.027631 but Gain 936.587030 Iteration 66Q (16.554166 sec): 54 clusters Score: Raw -865574.466672 + Penalty 38907.455715 = -826667.010958 nChanged 4 Deleting Class 35 (6 points): Lose 19.866830 but Gain 922.929151 Iteration 67Q (16.624103 sec): 53 clusters Score: Raw -865561.335886 + Penalty 38047.725986 = -827513.609900 nChanged 8 Deleting Class 65 (17 points): Lose 148.030721 but Gain 1048.339858 Iteration 68Q (16.694796 sec): 52 clusters Score: Raw -865423.498354 + Penalty 37199.644118 = -828223.854236 nChanged 18 Deleting Class 92 (8 points): Lose 62.799767 but Gain 977.756508 Iteration 69Q (16.766176 sec): 51 clusters Score: Raw -865479.520041 + Penalty 36060.294516 = -829419.225526 nChanged 9 Deleting Class 37 (1 points): Lose 2.391868 but Gain 896.701482 Iteration 70F (17.287888 sec): 50 clusters Score: Raw -865542.909275 + Penalty 35139.863670 = -830403.045605 nChanged 4 Deleting Class 150 (1 points): Lose 5.506178 but Gain 888.076830 Iteration 71Q (17.357812 sec): 49 clusters Score: Raw -865550.412165 + Penalty 34257.704491 = -831292.707674 nChanged 2 Deleting Class 62 (14 points): Lose 64.375795 but Gain 928.101800 Iteration 72Q (17.428306 sec): 48 clusters Score: Raw -865489.141745 + Penalty 33340.777335 = -832148.364410 nChanged 15 Deleting Class 80 (1 points): Lose 3.660478 but Gain 867.211065 Iteration 73Q (17.498873 sec): 47 clusters Score: Raw -865502.938711 + Penalty 32487.265607 = -833015.673104 nChanged 4 Deleting Class 24 (14 points): Lose 52.391837 but Gain 895.330485 Iteration 74Q (17.567735 sec): 46 clusters Score: Raw -865460.475360 + Penalty 31640.883053 = -833819.592307 nChanged 21 Deleting Class 90 (4 points): Lose 30.235670 but Gain 859.446871 Iteration 75Q (17.636605 sec): 45 clusters Score: Raw -865461.917600 + Penalty 30682.390532 = -834779.527068 nChanged 10 Deleting Class 118 (8 points): Lose 40.421998 but Gain 862.294593 Iteration 76Q (17.705165 sec): 44 clusters Score: Raw -865453.045166 + Penalty 29821.888482 = -835631.156684 nChanged 14 Deleting Class 54 (3 points): Lose 56.986000 but Gain 873.475108 Iteration 77Q (17.772610 sec): 43 clusters Score: Raw -865410.541309 + Penalty 28952.930157 = -836457.611151 nChanged 6 Deleting Class 72 (7 points): Lose 19.486055 but Gain 827.353794 Iteration 78Q (17.840596 sec): 42 clusters Score: Raw -865409.550035 + Penalty 28121.604050 = -837287.945985 nChanged 9 Deleting Class 114 (47 points): Lose 171.245618 but Gain 976.639542 Iteration 79Q (17.908602 sec): 41 clusters Score: Raw -865246.132430 + Penalty 27202.623570 = -838043.508860 nChanged 49 Deleting Class 74 (5 points): Lose 35.030706 but Gain 837.940384 Iteration 80F (18.334426 sec): 40 clusters Score: Raw -865274.363678 + Penalty 26400.279098 = -838874.084581 nChanged 16 Deleting Class 29 (4 points): Lose 27.873841 but Gain 826.559885 Iteration 81Q (18.400868 sec): 39 clusters Score: Raw -865280.399363 + Penalty 25643.740562 = -839636.658800 nChanged 8 Deleting Class 49 (25 points): Lose 255.645516 but Gain 1017.622457 Iteration 82Q (18.467771 sec): 38 clusters Score: Raw -865042.673413 + Penalty 24266.723488 = -840775.949925 nChanged 30 Deleting Class 148 (13 points): Lose 111.030059 but Gain 895.425321 Iteration 83Q (18.533274 sec): 37 clusters Score: Raw -865123.815283 + Penalty 24157.660011 = -840966.155272 nChanged 30 Deleting Class 38 (66 points): Lose 289.666329 but Gain 1033.018290 Iteration 84Q (18.598805 sec): 36 clusters Score: Raw -864929.220540 + Penalty 23425.362047 = -841503.858493 nChanged 73 Deleting Class 93 (13 points): Lose 42.038703 but Gain 703.232933 Iteration 85Q (18.663984 sec): 35 clusters Score: Raw -865043.312593 + Penalty 22774.763587 = -842268.549006 nChanged 27 Deleting Class 45 (11 points): Lose 62.955259 but Gain 673.271733 Iteration 86Q (18.728751 sec): 34 clusters Score: Raw -865019.004697 + Penalty 22187.118761 = -842831.885936 nChanged 19 Deleting Class 27 (100 points): Lose 549.122566 but Gain 1085.183939 Iteration 87Q (18.792030 sec): 33 clusters Score: Raw -864504.141663 + Penalty 21174.276646 = -843329.865017 nChanged 106 Deleting Class 104 (2 points): Lose 21.682307 but Gain 541.480215 Iteration 88Q (18.856907 sec): 32 clusters Score: Raw -864643.930835 + Penalty 20650.185583 = -843993.745252 nChanged 22 Deleting Class 144 (44 points): Lose 391.171322 but Gain 893.604017 Iteration 89Q (18.919803 sec): 31 clusters Score: Raw -864271.788083 + Penalty 19161.970530 = -845109.817554 nChanged 60 Deleting Class 44 (5 points): Lose 45.978716 but Gain 524.666128 Iteration 90F (19.241489 sec): 30 clusters Score: Raw -864417.871287 + Penalty 19341.482543 = -845076.388744 nChanged 46 Deleting Class 25 (196 points): Lose 911.642552 but Gain 1378.007463 Iteration 91F (19.554718 sec): 29 clusters Score: Raw -863573.315217 + Penalty 18128.353668 = -845444.961550 nChanged 217 Deleting Class 61 (2 points): Lose 33.692146 but Gain 461.975418 Iteration 92Q (19.619308 sec): 28 clusters Score: Raw -864189.891377 + Penalty 17654.209642 = -846535.681734 nChanged 47 Deleting Class 143 (3 points): Lose 22.603044 but Gain 446.076700 Iteration 93Q (19.681431 sec): 27 clusters Score: Raw -864242.551456 + Penalty 17256.572907 = -846985.978549 nChanged 25 Deleting Class 120 (3 points): Lose 37.368867 but Gain 416.216861 Iteration 94Q (19.743191 sec): 26 clusters Score: Raw -864237.385996 + Penalty 16848.024977 = -847389.361018 nChanged 9 Deleting Class 103 (4 points): Lose 86.729402 but Gain 445.814814 Iteration 95Q (19.804453 sec): 25 clusters Score: Raw -864163.409643 + Penalty 16558.319540 = -847605.090104 nChanged 11 Deleting Class 142 (1 points): Lose 9.129085 but Gain 331.255655 Iteration 96Q (19.864965 sec): 24 clusters Score: Raw -864227.358118 + Penalty 16202.641115 = -848024.717003 nChanged 6 Deleting Class 19 (125 points): Lose 368.205402 but Gain 650.916035 Iteration 97Q (19.926094 sec): 23 clusters Score: Raw -863875.553050 + Penalty 15599.524712 = -848276.028339 nChanged 127 Deleting Class 146 (7 points): Lose 86.167434 but Gain 341.528003 Iteration 98Q (19.986069 sec): 22 clusters Score: Raw -864039.600976 + Penalty 15250.244170 = -848789.356806 nChanged 29 Deleting Class 32 (58 points): Lose 274.626257 but Gain 433.234041 Iteration 99Q (20.045844 sec): 21 clusters Score: Raw -863804.542289 + Penalty 14790.598072 = -849013.944216 nChanged 64 Deleting Class 33 (261 points): Lose 580.622558 but Gain 584.557007 Iteration 100F (20.270008 sec): 20 clusters Score: Raw -863391.643930 + Penalty 14276.590125 = -849115.053805 nChanged 292 Iteration 101Q (20.328966 sec): 20 clusters Score: Raw -863930.539092 + Penalty 14293.790688 = -849636.748405 nChanged 84 Iteration 102Q (20.386193 sec): 20 clusters Score: Raw -863989.610757 + Penalty 14300.876236 = -849688.734521 nChanged 37 Iteration 103Q (20.442827 sec): 20 clusters Score: Raw -864011.625321 + Penalty 14308.234188 = -849703.391133 nChanged 25 Iteration 104Q (20.499519 sec): 20 clusters Score: Raw -864025.167544 + Penalty 14312.362995 = -849712.804550 nChanged 18 Iteration 105Q (20.556327 sec): 20 clusters Score: Raw -864029.692380 + Penalty 14314.164472 = -849715.527908 nChanged 7 Iteration 106Q (20.612871 sec): 20 clusters Score: Raw -864030.765344 + Penalty 14314.966579 = -849715.798765 nChanged 2 Iteration 107Q (20.669644 sec): 20 clusters Score: Raw -864031.210576 + Penalty 14315.940936 = -849715.269640 nChanged 2 Iteration 108F (20.884659 sec): 20 clusters Score: Raw -864032.000551 + Penalty 14315.951880 = -849716.048671 nChanged 1 Iteration 109Q (20.942241 sec): 20 clusters Score: Raw -864032.522461 + Penalty 14315.951880 = -849716.570581 nChanged 0 Iteration 110F (21.157036 sec): 20 clusters Score: Raw -864032.522461 + Penalty 14315.951880 = -849716.570581 nChanged 0 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.20 GB. Compute initial score before splitting: Score: Raw -864032.522461 + Penalty 14315.951880 = -849716.570581Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 1 (4026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.216118 sec): 2 clusters Score: Raw -175256.544548 + Penalty 299.828252 = -174956.716296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.223591 sec): 3 clusters Score: Raw -172584.496582 + Penalty 628.402988 = -171956.093594 nChanged 1849 SP:Iteration 1F (21.230822 sec): 3 clusters Score: Raw -174196.105320 + Penalty 679.616741 = -173516.488579 nChanged 636 SP:Iteration 2F (21.237984 sec): 3 clusters Score: Raw -174813.692837 + Penalty 728.407344 = -174085.285493 nChanged 361 SP:Iteration 3F (21.245122 sec): 3 clusters Score: Raw -175085.405809 + Penalty 780.924251 = -174304.481557 nChanged 225 SP:Iteration 4F (21.252241 sec): 3 clusters Score: Raw -175273.137422 + Penalty 840.604402 = -174432.533019 nChanged 165 SP:Iteration 5Q (21.259333 sec): 3 clusters Score: Raw -175427.113155 + Penalty 897.849569 = -174529.263586 nChanged 123 SP:Iteration 6Q (21.266474 sec): 3 clusters Score: Raw -175564.402896 + Penalty 943.724164 = -174620.678732 nChanged 92 SP:Iteration 7Q (21.273297 sec): 3 clusters Score: Raw -175643.376338 + Penalty 972.033014 = -174671.343324 nChanged 58 SP:Iteration 8Q (21.279807 sec): 3 clusters Score: Raw -175667.895764 + Penalty 991.564487 = -174676.331277 nChanged 43 SP:Iteration 9Q (21.285999 sec): 3 clusters Score: Raw -175674.617500 + Penalty 1001.618317 = -174672.999182 nChanged 26 SP:Iteration 10F (21.293148 sec): 3 clusters Score: Raw -175679.454819 + Penalty 1009.185332 = -174670.269486 nChanged 20 SP:Iteration 11F (21.300243 sec): 3 clusters Score: Raw -175678.450476 + Penalty 1013.483499 = -174664.966977 nChanged 17 SP:Iteration 12F (21.307359 sec): 3 clusters Score: Raw -175676.962227 + Penalty 1017.746381 = -174659.215846 nChanged 17 SP:Iteration 13F (21.314481 sec): 3 clusters Score: Raw -175673.543115 + Penalty 1021.030103 = -174652.513012 nChanged 19 SP:Iteration 14F (21.321607 sec): 3 clusters Score: Raw -175670.065148 + Penalty 1026.831496 = -174643.233653 nChanged 17 SP:Iteration 15F (21.328686 sec): 3 clusters Score: Raw -175666.059824 + Penalty 1026.874526 = -174639.185298 nChanged 16 SP:Iteration 16F (21.335829 sec): 3 clusters Score: Raw -175662.801879 + Penalty 1028.347977 = -174634.453902 nChanged 16 SP:Iteration 17F (21.342926 sec): 3 clusters Score: Raw -175659.688168 + Penalty 1027.758054 = -174631.930114 nChanged 13 SP:Iteration 18F (21.350020 sec): 3 clusters Score: Raw -175655.781085 + Penalty 1031.747030 = -174624.034056 nChanged 9 SP:Iteration 19F (21.357099 sec): 3 clusters Score: Raw -175653.724168 + Penalty 1033.515248 = -174620.208920 nChanged 5 SP:Iteration 20F (21.364222 sec): 3 clusters Score: Raw -175651.850358 + Penalty 1032.448229 = -174619.402129 nChanged 2 SP:Iteration 21F (21.371395 sec): 3 clusters Score: Raw -175651.128822 + Penalty 1033.220625 = -174617.908198 nChanged 4 SP:Iteration 22F (21.378523 sec): 3 clusters Score: Raw -175650.119349 + Penalty 1035.828357 = -174614.290993 nChanged 6 SP:Iteration 23F (21.385643 sec): 3 clusters Score: Raw -175647.978172 + Penalty 1038.702120 = -174609.276052 nChanged 5 SP:Iteration 24F (21.392848 sec): 3 clusters Score: Raw -175646.701874 + Penalty 1041.152813 = -174605.549061 nChanged 5 SP:Iteration 25F (21.399970 sec): 3 clusters Score: Raw -175644.014761 + Penalty 1040.508503 = -174603.506259 nChanged 1 SP:Iteration 26F (21.407049 sec): 3 clusters Score: Raw -175643.725189 + Penalty 1041.544897 = -174602.180292 nChanged 1 SP:Iteration 27F (21.414192 sec): 3 clusters Score: Raw -175643.456004 + Penalty 1041.544897 = -174601.911108 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 2 (745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.420013 sec): 2 clusters Score: Raw -30848.050715 + Penalty 457.386485 = -30390.664230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.421556 sec): 3 clusters Score: Raw -30318.265105 + Penalty 897.359942 = -29420.905163 nChanged 276 SP:Iteration 1F (21.423058 sec): 3 clusters Score: Raw -30539.883715 + Penalty 872.564680 = -29667.319034 nChanged 91 SP:Iteration 2F (21.424553 sec): 3 clusters Score: Raw -30619.899211 + Penalty 882.000200 = -29737.899011 nChanged 82 SP:Iteration 3F (21.426031 sec): 3 clusters Score: Raw -30751.056444 + Penalty 1032.426266 = -29718.630178 nChanged 79 SP:Iteration 4F (21.427545 sec): 3 clusters Score: Raw -30880.088949 + Penalty 1131.212916 = -29748.876033 nChanged 28 SP:Iteration 5Q (21.428905 sec): 3 clusters Score: Raw -30922.365087 + Penalty 1166.398132 = -29755.966954 nChanged 12 SP:Iteration 6Q (21.430210 sec): 3 clusters Score: Raw -30929.449985 + Penalty 1197.735503 = -29731.714481 nChanged 3 SP:Iteration 7F (21.431738 sec): 3 clusters Score: Raw -30933.690678 + Penalty 1202.360197 = -29731.330481 nChanged 2 SP:Iteration 8F (21.433243 sec): 3 clusters Score: Raw -30937.238240 + Penalty 1216.489425 = -29720.748816 nChanged 1 SP:Iteration 9F (21.434734 sec): 3 clusters Score: Raw -30938.724076 + Penalty 1216.489425 = -29722.234651 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 3 (2006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.444017 sec): 2 clusters Score: Raw -83290.349933 + Penalty 283.716151 = -83006.633783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.447713 sec): 3 clusters Score: Raw -82010.353218 + Penalty 568.688878 = -81441.664340 nChanged 888 SP:Iteration 1F (21.451349 sec): 3 clusters Score: Raw -82599.863293 + Penalty 572.364968 = -82027.498324 nChanged 232 SP:Iteration 2F (21.454980 sec): 3 clusters Score: Raw -82767.181425 + Penalty 570.770021 = -82196.411404 nChanged 176 SP:Iteration 3F (21.458601 sec): 3 clusters Score: Raw -82939.797727 + Penalty 565.701721 = -82374.096007 nChanged 131 SP:Iteration 4F (21.462227 sec): 3 clusters Score: Raw -83042.175667 + Penalty 566.478689 = -82475.696978 nChanged 97 SP:Iteration 5Q (21.465689 sec): 3 clusters Score: Raw -83108.774321 + Penalty 573.836777 = -82534.937544 nChanged 76 SP:Iteration 6Q (21.469032 sec): 3 clusters Score: Raw -83156.377847 + Penalty 600.867583 = -82555.510264 nChanged 66 SP:Iteration 7Q (21.472316 sec): 3 clusters Score: Raw -83205.836003 + Penalty 617.598575 = -82588.237427 nChanged 61 SP:Iteration 8Q (21.475542 sec): 3 clusters Score: Raw -83254.144919 + Penalty 643.423544 = -82610.721374 nChanged 37 SP:Iteration 9Q (21.478574 sec): 3 clusters Score: Raw -83278.405432 + Penalty 643.570133 = -82634.835300 nChanged 22 SP:Iteration 10F (21.482297 sec): 3 clusters Score: Raw -83292.388225 + Penalty 699.921392 = -82592.466834 nChanged 15 SP:Iteration 11F (21.485983 sec): 3 clusters Score: Raw -83306.372257 + Penalty 794.117025 = -82512.255232 nChanged 8 SP:Iteration 12F (21.489774 sec): 3 clusters Score: Raw -83313.632793 + Penalty 819.565969 = -82494.066824 nChanged 2 SP:Iteration 13F (21.493433 sec): 3 clusters Score: Raw -83314.928029 + Penalty 819.565969 = -82495.362059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 4 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.496942 sec): 2 clusters Score: Raw -10380.241820 + Penalty 491.050399 = -9889.191421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.497553 sec): 3 clusters Score: Raw -10271.406129 + Penalty 978.105997 = -9293.300132 nChanged 61 SP:Iteration 1F (21.498153 sec): 3 clusters Score: Raw -10334.374054 + Penalty 976.631393 = -9357.742661 nChanged 20 SP:Iteration 2F (21.498767 sec): 3 clusters Score: Raw -10372.408623 + Penalty 977.481783 = -9394.926840 nChanged 11 SP:Iteration 3Q (21.499348 sec): 3 clusters Score: Raw -10387.096699 + Penalty 990.961798 = -9396.134900 nChanged 7 SP:Iteration 4Q (21.499930 sec): 3 clusters Score: Raw -10395.799352 + Penalty 1001.036863 = -9394.762488 nChanged 5 SP:Iteration 5F (21.500525 sec): 3 clusters Score: Raw -10399.729070 + Penalty 1006.727835 = -9393.001235 nChanged 3 SP:Iteration 6F (21.501122 sec): 3 clusters Score: Raw -10400.861097 + Penalty 1008.859390 = -9392.001707 nChanged 1 SP:Iteration 7F (21.501718 sec): 3 clusters Score: Raw -10401.156099 + Penalty 1015.620389 = -9385.535710 nChanged 3 SP:Iteration 8F (21.502313 sec): 3 clusters Score: Raw -10402.758928 + Penalty 1021.638348 = -9381.120580 nChanged 3 SP:Iteration 9F (21.502908 sec): 3 clusters Score: Raw -10406.326916 + Penalty 1025.712518 = -9380.614398 nChanged 2 SP:Iteration 10F (21.503504 sec): 3 clusters Score: Raw -10407.061453 + Penalty 1025.712518 = -9381.348935 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 5 (1700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.509407 sec): 2 clusters Score: Raw -60931.452195 + Penalty 192.324840 = -60739.127355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.512646 sec): 3 clusters Score: Raw -59847.189288 + Penalty 380.146459 = -59467.042829 nChanged 761 SP:Iteration 1F (21.515776 sec): 3 clusters Score: Raw -60344.417541 + Penalty 384.562995 = -59959.854546 nChanged 231 SP:Iteration 2F (21.518883 sec): 3 clusters Score: Raw -60580.434356 + Penalty 390.100617 = -60190.333739 nChanged 144 SP:Iteration 3F (21.522020 sec): 3 clusters Score: Raw -60692.133902 + Penalty 393.850575 = -60298.283327 nChanged 77 SP:Iteration 4Q (21.525091 sec): 3 clusters Score: Raw -60731.614716 + Penalty 397.695165 = -60333.919551 nChanged 49 SP:Iteration 5Q (21.528074 sec): 3 clusters Score: Raw -60747.501753 + Penalty 400.087713 = -60347.414039 nChanged 31 SP:Iteration 6Q (21.531021 sec): 3 clusters Score: Raw -60759.878028 + Penalty 403.460467 = -60356.417561 nChanged 33 SP:Iteration 7Q (21.533968 sec): 3 clusters Score: Raw -60772.462281 + Penalty 407.632447 = -60364.829833 nChanged 35 SP:Iteration 8Q (21.536881 sec): 3 clusters Score: Raw -60786.821344 + Penalty 411.986049 = -60374.835296 nChanged 32 SP:Iteration 9Q (21.539780 sec): 3 clusters Score: Raw -60802.076720 + Penalty 416.630275 = -60385.446445 nChanged 37 SP:Iteration 10F (21.542878 sec): 3 clusters Score: Raw -60819.949319 + Penalty 421.234146 = -60398.715173 nChanged 32 SP:Iteration 11Q (21.545740 sec): 3 clusters Score: Raw -60832.251975 + Penalty 427.440441 = -60404.811534 nChanged 27 SP:Iteration 12Q (21.548592 sec): 3 clusters Score: Raw -60845.452335 + Penalty 435.280035 = -60410.172300 nChanged 35 SP:Iteration 13Q (21.551431 sec): 3 clusters Score: Raw -60861.808892 + Penalty 443.580555 = -60418.228336 nChanged 34 SP:Iteration 14Q (21.554256 sec): 3 clusters Score: Raw -60877.694500 + Penalty 444.316737 = -60433.377763 nChanged 35 SP:Iteration 15Q (21.557062 sec): 3 clusters Score: Raw -60893.381161 + Penalty 449.019415 = -60444.361746 nChanged 29 SP:Iteration 16Q (21.559892 sec): 3 clusters Score: Raw -60905.335644 + Penalty 448.278475 = -60457.057169 nChanged 30 SP:Iteration 17Q (21.562667 sec): 3 clusters Score: Raw -60919.772662 + Penalty 447.621897 = -60472.150765 nChanged 21 SP:Iteration 18Q (21.565571 sec): 3 clusters Score: Raw -60927.836494 + Penalty 449.683439 = -60478.153055 nChanged 17 SP:Iteration 19Q (21.568483 sec): 3 clusters Score: Raw -60932.947582 + Penalty 447.428594 = -60485.518987 nChanged 6 SP:Iteration 20F (21.571587 sec): 3 clusters Score: Raw -60934.281549 + Penalty 447.774600 = -60486.506949 nChanged 2 SP:Iteration 21Q (21.574335 sec): 3 clusters Score: Raw -60934.343578 + Penalty 448.435762 = -60485.907816 nChanged 1 SP:Iteration 22F (21.577520 sec): 3 clusters Score: Raw -60934.362586 + Penalty 447.948201 = -60486.414385 nChanged 2 SP:Iteration 23Q (21.580288 sec): 3 clusters Score: Raw -60934.552031 + Penalty 448.837177 = -60485.714854 nChanged 2 SP:Iteration 24F (21.583429 sec): 3 clusters Score: Raw -60934.774501 + Penalty 449.334350 = -60485.440151 nChanged 2 SP:Iteration 25F (21.586530 sec): 3 clusters Score: Raw -60934.866996 + Penalty 450.102165 = -60484.764831 nChanged 3 SP:Iteration 26F (21.589633 sec): 3 clusters Score: Raw -60935.073330 + Penalty 450.228499 = -60484.844831 nChanged 4 SP:Iteration 27Q (21.592319 sec): 3 clusters Score: Raw -60935.730223 + Penalty 450.143668 = -60485.586555 nChanged 4 SP:Iteration 28Q (21.595000 sec): 3 clusters Score: Raw -60936.196941 + Penalty 451.201473 = -60484.995467 nChanged 5 SP:Iteration 29F (21.598099 sec): 3 clusters Score: Raw -60936.898764 + Penalty 450.353169 = -60486.545595 nChanged 6 SP:Iteration 30F (21.601203 sec): 3 clusters Score: Raw -60937.513355 + Penalty 448.375965 = -60489.137390 nChanged 6 SP:Iteration 31Q (21.603863 sec): 3 clusters Score: Raw -60938.640069 + Penalty 448.810640 = -60489.829429 nChanged 3 SP:Iteration 32Q (21.606528 sec): 3 clusters Score: Raw -60939.117038 + Penalty 451.056412 = -60488.060626 nChanged 3 SP:Iteration 33F (21.609634 sec): 3 clusters Score: Raw -60939.450460 + Penalty 452.090269 = -60487.360191 nChanged 1 SP:Iteration 34F (21.612762 sec): 3 clusters Score: Raw -60939.756732 + Penalty 453.037099 = -60486.719633 nChanged 3 SP:Iteration 35F (21.615862 sec): 3 clusters Score: Raw -60940.107514 + Penalty 454.775190 = -60485.332324 nChanged 2 SP:Iteration 36F (21.619048 sec): 3 clusters Score: Raw -60940.232907 + Penalty 454.775190 = -60485.457717 nChanged 0 Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 6 (3945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.637433 sec): 2 clusters Score: Raw -155619.579437 + Penalty 168.238590 = -155451.340848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.644733 sec): 3 clusters Score: Raw -153125.791096 + Penalty 338.272172 = -152787.518924 nChanged 1846 SP:Iteration 1F (21.651733 sec): 3 clusters Score: Raw -154360.308429 + Penalty 339.969354 = -154020.339075 nChanged 430 SP:Iteration 2F (21.658701 sec): 3 clusters Score: Raw -154731.980657 + Penalty 345.853037 = -154386.127620 nChanged 364 SP:Iteration 3F (21.665649 sec): 3 clusters Score: Raw -155034.434051 + Penalty 352.586295 = -154681.847755 nChanged 280 SP:Iteration 4F (21.672596 sec): 3 clusters Score: Raw -155256.193547 + Penalty 363.212235 = -154892.981313 nChanged 172 SP:Iteration 5Q (21.679756 sec): 3 clusters Score: Raw -155383.900357 + Penalty 379.007514 = -155004.892842 nChanged 133 SP:Iteration 6Q (21.686839 sec): 3 clusters Score: Raw -155494.216175 + Penalty 396.519756 = -155097.696419 nChanged 84 SP:Iteration 7Q (21.693736 sec): 3 clusters Score: Raw -155555.502894 + Penalty 388.351627 = -155167.151266 nChanged 40 SP:Iteration 8Q (21.700449 sec): 3 clusters Score: Raw -155586.036027 + Penalty 378.692646 = -155207.343382 nChanged 25 SP:Iteration 9Q (21.706898 sec): 3 clusters Score: Raw -155610.209082 + Penalty 356.411803 = -155253.797279 nChanged 18 SP:Iteration 10F (21.713839 sec): 3 clusters Score: Raw -155625.264938 + Penalty 359.309737 = -155265.955201 nChanged 7 SP:Iteration 11Q (21.719571 sec): 3 clusters Score: Raw -155632.240468 + Penalty 318.543941 = -155313.696527 nChanged 2 SP:Iteration 12Q (21.725003 sec): 3 clusters Score: Raw -155634.494631 + Penalty 318.543941 = -155315.950690 nChanged 0 SP:Iteration 13F (21.731437 sec): 3 clusters Score: Raw -155634.494631 + Penalty 318.543941 = -155315.950690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 7 (329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.735637 sec): 2 clusters Score: Raw -18689.201280 + Penalty 940.503082 = -17748.698198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.736420 sec): 3 clusters Score: Raw -18352.366676 + Penalty 1880.840920 = -16471.525756 nChanged 76 SP:Iteration 1F (21.737212 sec): 3 clusters Score: Raw -18536.375894 + Penalty 1880.371595 = -16656.004298 nChanged 42 SP:Iteration 2F (21.737981 sec): 3 clusters Score: Raw -18656.454786 + Penalty 1879.377819 = -16777.076967 nChanged 37 SP:Iteration 3F (21.738747 sec): 3 clusters Score: Raw -18739.696611 + Penalty 1878.606649 = -16861.089962 nChanged 23 SP:Iteration 4F (21.739517 sec): 3 clusters Score: Raw -18791.049722 + Penalty 1878.055622 = -16912.994100 nChanged 16 SP:Iteration 5Q (21.740168 sec): 3 clusters Score: Raw -18839.154234 + Penalty 1877.677052 = -16961.477183 nChanged 3 SP:Iteration 6Q (21.740806 sec): 3 clusters Score: Raw -18842.949822 + Penalty 1877.536464 = -16965.413358 nChanged 1 SP:Iteration 7Q (21.741441 sec): 3 clusters Score: Raw -18845.704385 + Penalty 1877.536464 = -16968.167921 nChanged 0 SP:Iteration 8F (21.742205 sec): 3 clusters Score: Raw -18845.704385 + Penalty 1877.536464 = -16968.167921 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 8 (905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.746784 sec): 2 clusters Score: Raw -35273.881217 + Penalty 242.088273 = -35031.792944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.748550 sec): 3 clusters Score: Raw -34738.547161 + Penalty 529.393433 = -34209.153729 nChanged 391 SP:Iteration 1F (21.750294 sec): 3 clusters Score: Raw -35038.517710 + Penalty 583.034469 = -34455.483241 nChanged 101 SP:Iteration 2F (21.752085 sec): 3 clusters Score: Raw -35144.588540 + Penalty 657.222481 = -34487.366059 nChanged 71 SP:Iteration 3F (21.753869 sec): 3 clusters Score: Raw -35240.776492 + Penalty 692.040587 = -34548.735904 nChanged 28 SP:Iteration 4Q (21.755582 sec): 3 clusters Score: Raw -35275.120315 + Penalty 702.518772 = -34572.601543 nChanged 12 SP:Iteration 5Q (21.757225 sec): 3 clusters Score: Raw -35279.167024 + Penalty 710.105730 = -34569.061294 nChanged 11 SP:Iteration 6F (21.758968 sec): 3 clusters Score: Raw -35283.558433 + Penalty 714.626157 = -34568.932276 nChanged 10 SP:Iteration 7F (21.760715 sec): 3 clusters Score: Raw -35287.053746 + Penalty 718.999047 = -34568.054699 nChanged 6 SP:Iteration 8F (21.762458 sec): 3 clusters Score: Raw -35288.356023 + Penalty 722.832407 = -34565.523616 nChanged 3 SP:Iteration 9F (21.764202 sec): 3 clusters Score: Raw -35288.978565 + Penalty 726.337488 = -34562.641076 nChanged 2 SP:Iteration 10F (21.765997 sec): 3 clusters Score: Raw -35289.263128 + Penalty 728.556637 = -34560.706492 nChanged 2 SP:Iteration 11F (21.767773 sec): 3 clusters Score: Raw -35289.473728 + Penalty 728.556637 = -34560.917092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 9 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.770863 sec): 2 clusters Score: Raw -16792.326154 + Penalty 633.246052 = -16159.080101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.771705 sec): 3 clusters Score: Raw -16527.226264 + Penalty 1283.302710 = -15243.923554 nChanged 106 SP:Iteration 1F (21.772533 sec): 3 clusters Score: Raw -16683.950989 + Penalty 1323.110477 = -15360.840512 nChanged 46 SP:Iteration 2F (21.773390 sec): 3 clusters Score: Raw -16778.393363 + Penalty 1349.333520 = -15429.059843 nChanged 24 SP:Iteration 3F (21.774214 sec): 3 clusters Score: Raw -16820.739991 + Penalty 1357.364413 = -15463.375578 nChanged 11 SP:Iteration 4Q (21.774992 sec): 3 clusters Score: Raw -16846.079436 + Penalty 1365.976667 = -15480.102768 nChanged 9 SP:Iteration 5Q (21.775754 sec): 3 clusters Score: Raw -16860.392341 + Penalty 1367.798894 = -15492.593447 nChanged 4 SP:Iteration 6Q (21.776488 sec): 3 clusters Score: Raw -16860.457571 + Penalty 1368.727649 = -15491.729922 nChanged 2 SP:Iteration 7F (21.777310 sec): 3 clusters Score: Raw -16860.753285 + Penalty 1370.235252 = -15490.518032 nChanged 1 SP:Iteration 8F (21.778188 sec): 3 clusters Score: Raw -16861.351622 + Penalty 1371.731041 = -15489.620581 nChanged 1 SP:Iteration 9F (21.779048 sec): 3 clusters Score: Raw -16862.249472 + Penalty 1370.543537 = -15491.705935 nChanged 2 SP:Iteration 10F (21.779907 sec): 3 clusters Score: Raw -16863.235840 + Penalty 1367.529988 = -15495.705852 nChanged 2 SP:Iteration 11Q (21.780652 sec): 3 clusters Score: Raw -16863.890938 + Penalty 1365.614704 = -15498.276235 nChanged 2 SP:Iteration 12Q (21.781395 sec): 3 clusters Score: Raw -16867.770743 + Penalty 1365.614704 = -15502.156039 nChanged 0 SP:Iteration 13F (21.782242 sec): 3 clusters Score: Raw -16867.770743 + Penalty 1365.614704 = -15502.156039 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 10 (697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.784667 sec): 2 clusters Score: Raw -39353.167218 + Penalty 855.679960 = -38497.487258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.786101 sec): 3 clusters Score: Raw -38647.292201 + Penalty 1715.944733 = -36931.347468 nChanged 229 SP:Iteration 1F (21.787528 sec): 3 clusters Score: Raw -38899.914521 + Penalty 1726.964387 = -37172.950134 nChanged 119 SP:Iteration 2F (21.788939 sec): 3 clusters Score: Raw -39102.516715 + Penalty 1740.750129 = -37361.766587 nChanged 70 SP:Iteration 3F (21.790355 sec): 3 clusters Score: Raw -39221.265578 + Penalty 1758.309108 = -37462.956471 nChanged 40 SP:Iteration 4F (21.791778 sec): 3 clusters Score: Raw -39269.271555 + Penalty 1779.539091 = -37489.732464 nChanged 35 SP:Iteration 5F (21.793195 sec): 3 clusters Score: Raw -39325.558177 + Penalty 1800.776989 = -37524.781188 nChanged 33 SP:Iteration 6Q (21.794392 sec): 3 clusters Score: Raw -39367.341762 + Penalty 1806.532086 = -37560.809676 nChanged 23 SP:Iteration 7Q (21.795541 sec): 3 clusters Score: Raw -39398.713985 + Penalty 1806.376780 = -37592.337205 nChanged 18 SP:Iteration 8Q (21.796672 sec): 3 clusters Score: Raw -39412.130949 + Penalty 1807.938054 = -37604.192896 nChanged 4 SP:Iteration 9Q (21.797793 sec): 3 clusters Score: Raw -39413.747813 + Penalty 1798.797682 = -37614.950130 nChanged 3 SP:Iteration 10F (21.799220 sec): 3 clusters Score: Raw -39420.472382 + Penalty 1794.546453 = -37625.925930 nChanged 2 SP:Iteration 11Q (21.800332 sec): 3 clusters Score: Raw -39423.494155 + Penalty 1786.655649 = -37636.838506 nChanged 1 SP:Iteration 12Q (21.801441 sec): 3 clusters Score: Raw -39431.589122 + Penalty 1786.655649 = -37644.933473 nChanged 0 SP:Iteration 13F (21.802835 sec): 3 clusters Score: Raw -39431.589122 + Penalty 1786.655649 = -37644.933473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 11 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.804743 sec): 2 clusters Score: Raw -19860.211910 + Penalty 242.189146 = -19618.022764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.805859 sec): 3 clusters Score: Raw -19550.726845 + Penalty 484.523484 = -19066.203360 nChanged 199 SP:Iteration 1F (21.806952 sec): 3 clusters Score: Raw -19718.658113 + Penalty 469.444020 = -19249.214093 nChanged 68 SP:Iteration 2F (21.808048 sec): 3 clusters Score: Raw -19778.536095 + Penalty 442.215413 = -19336.320682 nChanged 30 SP:Iteration 3F (21.809168 sec): 3 clusters Score: Raw -19807.398110 + Penalty 420.448856 = -19386.949254 nChanged 19 SP:Iteration 4Q (21.810263 sec): 3 clusters Score: Raw -19823.564534 + Penalty 389.003649 = -19434.560885 nChanged 18 SP:Iteration 5Q (21.811352 sec): 3 clusters Score: Raw -19842.697815 + Penalty 396.590091 = -19446.107724 nChanged 10 SP:Iteration 6Q (21.812400 sec): 3 clusters Score: Raw -19853.534464 + Penalty 410.620238 = -19442.914226 nChanged 5 SP:Iteration 7F (21.813496 sec): 3 clusters Score: Raw -19858.447999 + Penalty 423.842512 = -19434.605487 nChanged 2 SP:Iteration 8F (21.814594 sec): 3 clusters Score: Raw -19859.389990 + Penalty 423.842512 = -19435.547478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 13 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.815532 sec): 2 clusters Score: Raw -5517.118902 + Penalty 414.732898 = -5102.386004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.816070 sec): 3 clusters Score: Raw -5495.979579 + Penalty 831.201235 = -4664.778344 nChanged 45 SP:Iteration 1F (21.816620 sec): 3 clusters Score: Raw -5551.156277 + Penalty 835.055298 = -4716.100979 nChanged 11 SP:Iteration 2F (21.817160 sec): 3 clusters Score: Raw -5571.548983 + Penalty 835.802362 = -4735.746620 nChanged 5 SP:Iteration 3Q (21.817682 sec): 3 clusters Score: Raw -5578.673913 + Penalty 832.150146 = -4746.523767 nChanged 5 SP:Iteration 4Q (21.818203 sec): 3 clusters Score: Raw -5590.242870 + Penalty 829.794914 = -4760.447956 nChanged 3 SP:Iteration 5Q (21.818723 sec): 3 clusters Score: Raw -5591.381912 + Penalty 829.390637 = -4761.991276 nChanged 1 SP:Iteration 6Q (21.819241 sec): 3 clusters Score: Raw -5592.076479 + Penalty 828.486863 = -4763.589616 nChanged 1 SP:Iteration 7Q (21.819762 sec): 3 clusters Score: Raw -5592.500188 + Penalty 826.805189 = -4765.694999 nChanged 1 SP:Iteration 8Q (21.820281 sec): 3 clusters Score: Raw -5593.827949 + Penalty 826.664842 = -4767.163107 nChanged 1 SP:Iteration 9Q (21.820798 sec): 3 clusters Score: Raw -5594.490783 + Penalty 826.664842 = -4767.825941 nChanged 0 SP:Iteration 10F (21.821338 sec): 3 clusters Score: Raw -5594.490783 + Penalty 826.664842 = -4767.825941 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 14 (718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.823709 sec): 2 clusters Score: Raw -27056.373177 + Penalty 225.707844 = -26830.665333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.825174 sec): 3 clusters Score: Raw -26616.605219 + Penalty 447.736256 = -26168.868964 nChanged 303 SP:Iteration 1F (21.826607 sec): 3 clusters Score: Raw -26863.914053 + Penalty 445.204265 = -26418.709788 nChanged 118 SP:Iteration 2F (21.828026 sec): 3 clusters Score: Raw -27007.809814 + Penalty 437.532905 = -26570.276909 nChanged 70 SP:Iteration 3F (21.829484 sec): 3 clusters Score: Raw -27076.776830 + Penalty 434.167607 = -26642.609223 nChanged 20 SP:Iteration 4Q (21.830875 sec): 3 clusters Score: Raw -27084.982998 + Penalty 431.934230 = -26653.048767 nChanged 8 SP:Iteration 5Q (21.832256 sec): 3 clusters Score: Raw -27087.620716 + Penalty 430.173320 = -26657.447395 nChanged 5 SP:Iteration 6Q (21.833646 sec): 3 clusters Score: Raw -27088.780573 + Penalty 428.286335 = -26660.494238 nChanged 5 SP:Iteration 7Q (21.835025 sec): 3 clusters Score: Raw -27089.507934 + Penalty 426.611011 = -26662.896924 nChanged 5 SP:Iteration 8Q (21.836392 sec): 3 clusters Score: Raw -27090.153898 + Penalty 424.905577 = -26665.248321 nChanged 5 SP:Iteration 9Q (21.837739 sec): 3 clusters Score: Raw -27091.022797 + Penalty 421.465716 = -26669.557081 nChanged 10 SP:Iteration 10F (21.839157 sec): 3 clusters Score: Raw -27092.961531 + Penalty 418.814974 = -26674.146556 nChanged 8 SP:Iteration 11Q (21.840510 sec): 3 clusters Score: Raw -27094.929149 + Penalty 416.660827 = -26678.268322 nChanged 7 SP:Iteration 12Q (21.841888 sec): 3 clusters Score: Raw -27095.993289 + Penalty 415.782654 = -26680.210635 nChanged 3 SP:Iteration 13Q (21.843261 sec): 3 clusters Score: Raw -27096.173648 + Penalty 414.901708 = -26681.271940 nChanged 2 SP:Iteration 14Q (21.844623 sec): 3 clusters Score: Raw -27096.260229 + Penalty 414.901708 = -26681.358521 nChanged 0 SP:Iteration 15F (21.846067 sec): 3 clusters Score: Raw -27096.260229 + Penalty 414.901708 = -26681.358521 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 15 (1388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.853201 sec): 2 clusters Score: Raw -69196.069283 + Penalty 722.862171 = -68473.207111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.855808 sec): 3 clusters Score: Raw -68238.272476 + Penalty 1460.544169 = -66777.728307 nChanged 568 SP:Iteration 1F (21.858372 sec): 3 clusters Score: Raw -69242.293436 + Penalty 1494.498589 = -67747.794848 nChanged 235 SP:Iteration 2F (21.860943 sec): 3 clusters Score: Raw -69559.536693 + Penalty 1507.530637 = -68052.006056 nChanged 95 SP:Iteration 3F (21.863501 sec): 3 clusters Score: Raw -69647.758433 + Penalty 1515.118642 = -68132.639790 nChanged 37 SP:Iteration 4Q (21.865845 sec): 3 clusters Score: Raw -69701.469635 + Penalty 1518.412490 = -68183.057145 nChanged 28 SP:Iteration 5Q (21.868172 sec): 3 clusters Score: Raw -69721.754981 + Penalty 1515.675579 = -68206.079402 nChanged 13 SP:Iteration 6Q (21.870458 sec): 3 clusters Score: Raw -69727.198446 + Penalty 1515.135615 = -68212.062830 nChanged 2 SP:Iteration 7Q (21.872739 sec): 3 clusters Score: Raw -69728.270084 + Penalty 1514.629410 = -68213.640674 nChanged 3 SP:Iteration 8Q (21.875019 sec): 3 clusters Score: Raw -69730.341293 + Penalty 1514.471080 = -68215.870213 nChanged 1 SP:Iteration 9Q (21.877296 sec): 3 clusters Score: Raw -69730.938201 + Penalty 1514.225532 = -68216.712669 nChanged 2 SP:Iteration 10F (21.879898 sec): 3 clusters Score: Raw -69732.112046 + Penalty 1513.733825 = -68218.378222 nChanged 1 SP:Iteration 11Q (21.882284 sec): 3 clusters Score: Raw -69732.527930 + Penalty 1513.281500 = -68219.246430 nChanged 1 SP:Iteration 12Q (21.884608 sec): 3 clusters Score: Raw -69733.107376 + Penalty 1512.962048 = -68220.145329 nChanged 1 SP:Iteration 13Q (21.886919 sec): 3 clusters Score: Raw -69733.580254 + Penalty 1511.714001 = -68221.866254 nChanged 4 SP:Iteration 14Q (21.889363 sec): 3 clusters Score: Raw -69736.309323 + Penalty 1510.376343 = -68225.932980 nChanged 5 SP:Iteration 15Q (21.891840 sec): 3 clusters Score: Raw -69739.609679 + Penalty 1508.911524 = -68230.698155 nChanged 5 SP:Iteration 16Q (21.894178 sec): 3 clusters Score: Raw -69742.184516 + Penalty 1507.632974 = -68234.551542 nChanged 5 SP:Iteration 17Q (21.896642 sec): 3 clusters Score: Raw -69744.885289 + Penalty 1505.893971 = -68238.991318 nChanged 7 SP:Iteration 18Q (21.899099 sec): 3 clusters Score: Raw -69748.868149 + Penalty 1503.231866 = -68245.636284 nChanged 6 SP:Iteration 19Q (21.901560 sec): 3 clusters Score: Raw -69753.544251 + Penalty 1499.131661 = -68254.412590 nChanged 11 SP:Iteration 20F (21.904324 sec): 3 clusters Score: Raw -69760.754318 + Penalty 1496.886222 = -68263.868096 nChanged 8 SP:Iteration 21Q (21.906655 sec): 3 clusters Score: Raw -69765.446380 + Penalty 1494.688531 = -68270.757848 nChanged 7 SP:Iteration 22Q (21.908953 sec): 3 clusters Score: Raw -69769.232111 + Penalty 1492.598051 = -68276.634060 nChanged 5 SP:Iteration 23Q (21.911287 sec): 3 clusters Score: Raw -69771.438517 + Penalty 1490.911860 = -68280.526657 nChanged 5 SP:Iteration 24Q (21.913617 sec): 3 clusters Score: Raw -69774.629443 + Penalty 1489.027108 = -68285.602335 nChanged 6 SP:Iteration 25Q (21.915945 sec): 3 clusters Score: Raw -69778.446767 + Penalty 1487.408545 = -68291.038223 nChanged 5 SP:Iteration 26Q (21.918271 sec): 3 clusters Score: Raw -69782.588692 + Penalty 1484.606743 = -68297.981948 nChanged 8 SP:Iteration 27Q (21.920614 sec): 3 clusters Score: Raw -69787.137069 + Penalty 1483.152685 = -68303.984384 nChanged 6 SP:Iteration 28Q (21.922963 sec): 3 clusters Score: Raw -69792.431537 + Penalty 1480.664338 = -68311.767199 nChanged 8 SP:Iteration 29Q (21.925257 sec): 3 clusters Score: Raw -69796.942445 + Penalty 1478.404263 = -68318.538182 nChanged 9 SP:Iteration 30F (21.927825 sec): 3 clusters Score: Raw -69802.319200 + Penalty 1477.077562 = -68325.241638 nChanged 6 SP:Iteration 31Q (21.930083 sec): 3 clusters Score: Raw -69804.405569 + Penalty 1476.273673 = -68328.131895 nChanged 3 SP:Iteration 32Q (21.932339 sec): 3 clusters Score: Raw -69805.420244 + Penalty 1474.831600 = -68330.588643 nChanged 4 SP:Iteration 33Q (21.934594 sec): 3 clusters Score: Raw -69808.138169 + Penalty 1472.356010 = -68335.782159 nChanged 7 SP:Iteration 34Q (21.936844 sec): 3 clusters Score: Raw -69811.053246 + Penalty 1470.836541 = -68340.216705 nChanged 5 SP:Iteration 35Q (21.939091 sec): 3 clusters Score: Raw -69812.942426 + Penalty 1469.847548 = -68343.094878 nChanged 3 SP:Iteration 36Q (21.941339 sec): 3 clusters Score: Raw -69814.073932 + Penalty 1468.709398 = -68345.364534 nChanged 4 SP:Iteration 37Q (21.943582 sec): 3 clusters Score: Raw -69816.406599 + Penalty 1467.508432 = -68348.898166 nChanged 5 SP:Iteration 38Q (21.945823 sec): 3 clusters Score: Raw -69818.691403 + Penalty 1467.020920 = -68351.670483 nChanged 2 SP:Iteration 39Q (21.948060 sec): 3 clusters Score: Raw -69819.753104 + Penalty 1465.987737 = -68353.765366 nChanged 3 SP:Iteration 40F (21.950618 sec): 3 clusters Score: Raw -69821.407133 + Penalty 1465.636526 = -68355.770607 nChanged 1 SP:Iteration 41Q (21.952865 sec): 3 clusters Score: Raw -69822.125218 + Penalty 1465.334125 = -68356.791093 nChanged 1 SP:Iteration 42Q (21.955112 sec): 3 clusters Score: Raw -69822.600246 + Penalty 1465.149591 = -68357.450655 nChanged 1 SP:Iteration 43Q (21.957360 sec): 3 clusters Score: Raw -69823.229307 + Penalty 1464.944919 = -68358.284388 nChanged 1 SP:Iteration 44Q (21.959611 sec): 3 clusters Score: Raw -69823.710337 + Penalty 1464.515294 = -68359.195043 nChanged 2 SP:Iteration 45Q (21.961859 sec): 3 clusters Score: Raw -69824.607961 + Penalty 1463.971123 = -68360.636837 nChanged 2 SP:Iteration 46Q (21.964104 sec): 3 clusters Score: Raw -69825.368575 + Penalty 1463.453899 = -68361.914676 nChanged 2 SP:Iteration 47Q (21.966351 sec): 3 clusters Score: Raw -69825.962328 + Penalty 1463.166164 = -68362.796164 nChanged 1 SP:Iteration 48Q (21.968595 sec): 3 clusters Score: Raw -69826.271831 + Penalty 1462.453653 = -68363.818178 nChanged 2 SP:Iteration 49Q (21.970851 sec): 3 clusters Score: Raw -69826.782434 + Penalty 1461.961453 = -68364.820981 nChanged 2 SP:Iteration 50F (21.973419 sec): 3 clusters Score: Raw -69827.626156 + Penalty 1461.961453 = -68365.664703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 18 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.976998 sec): 2 clusters Score: Raw -11558.635587 + Penalty 375.170113 = -11183.465474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.977688 sec): 3 clusters Score: Raw -11315.357203 + Penalty 814.858198 = -10500.499005 nChanged 103 SP:Iteration 1F (21.978367 sec): 3 clusters Score: Raw -11603.793760 + Penalty 827.608305 = -10776.185456 nChanged 31 SP:Iteration 2F (21.979049 sec): 3 clusters Score: Raw -11671.390075 + Penalty 830.757880 = -10840.632195 nChanged 5 SP:Iteration 3Q (21.979645 sec): 3 clusters Score: Raw -11682.719176 + Penalty 831.681853 = -10851.037323 nChanged 3 SP:Iteration 4Q (21.980226 sec): 3 clusters Score: Raw -11694.052022 + Penalty 829.320574 = -10864.731448 nChanged 2 SP:Iteration 5Q (21.980814 sec): 3 clusters Score: Raw -11695.983913 + Penalty 829.320574 = -10866.663339 nChanged 0 SP:Iteration 6F (21.981490 sec): 3 clusters Score: Raw -11695.983913 + Penalty 829.320574 = -10866.663339 nChanged 0 Memory request: 0.02 GB would take us to total of 0.22 GB. Trying to split cluster 20 (2838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.994381 sec): 2 clusters Score: Raw -121623.048558 + Penalty 260.680589 = -121362.367970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.999756 sec): 3 clusters Score: Raw -119739.295324 + Penalty 544.139067 = -119195.156257 nChanged 1272 SP:Iteration 1F (22.005055 sec): 3 clusters Score: Raw -120809.396346 + Penalty 560.811759 = -120248.584587 nChanged 344 SP:Iteration 2F (22.010236 sec): 3 clusters Score: Raw -121026.359968 + Penalty 571.743028 = -120454.616940 nChanged 217 SP:Iteration 3F (22.015318 sec): 3 clusters Score: Raw -121160.939793 + Penalty 578.563889 = -120582.375904 nChanged 150 SP:Iteration 4F (22.020433 sec): 3 clusters Score: Raw -121251.561967 + Penalty 585.324347 = -120666.237621 nChanged 131 SP:Iteration 5Q (22.025496 sec): 3 clusters Score: Raw -121362.064125 + Penalty 587.713125 = -120774.351000 nChanged 96 SP:Iteration 6Q (22.030482 sec): 3 clusters Score: Raw -121461.407865 + Penalty 588.586190 = -120872.821675 nChanged 66 SP:Iteration 7Q (22.035423 sec): 3 clusters Score: Raw -121553.486557 + Penalty 589.989693 = -120963.496864 nChanged 38 SP:Iteration 8Q (22.039882 sec): 3 clusters Score: Raw -121576.743761 + Penalty 594.487727 = -120982.256035 nChanged 25 SP:Iteration 9Q (22.044189 sec): 3 clusters Score: Raw -121580.325667 + Penalty 593.851355 = -120986.474311 nChanged 21 SP:Iteration 10F (22.049279 sec): 3 clusters Score: Raw -121580.535093 + Penalty 593.849186 = -120986.685907 nChanged 25 SP:Iteration 11Q (22.053503 sec): 3 clusters Score: Raw -121581.627184 + Penalty 593.717098 = -120987.910086 nChanged 18 SP:Iteration 12Q (22.057688 sec): 3 clusters Score: Raw -121584.514083 + Penalty 589.674212 = -120994.839871 nChanged 24 SP:Iteration 13Q (22.061848 sec): 3 clusters Score: Raw -121589.849401 + Penalty 582.334976 = -121007.514425 nChanged 22 SP:Iteration 14Q (22.065974 sec): 3 clusters Score: Raw -121590.210185 + Penalty 578.583124 = -121011.627061 nChanged 21 SP:Iteration 15Q (22.070100 sec): 3 clusters Score: Raw -121591.648900 + Penalty 567.803879 = -121023.845021 nChanged 20 SP:Iteration 16Q (22.074321 sec): 3 clusters Score: Raw -121593.307453 + Penalty 560.248483 = -121033.058970 nChanged 23 SP:Iteration 17Q (22.078381 sec): 3 clusters Score: Raw -121598.517860 + Penalty 573.888474 = -121024.629385 nChanged 24 SP:Iteration 18F (22.083526 sec): 3 clusters Score: Raw -121614.104953 + Penalty 552.232468 = -121061.872485 nChanged 23 SP:Iteration 19Q (22.087600 sec): 3 clusters Score: Raw -121638.087888 + Penalty 479.605098 = -121158.482791 nChanged 14 SP:Iteration 20F (22.092739 sec): 3 clusters Score: Raw -121650.629682 + Penalty 508.188050 = -121142.441631 nChanged 2 SP:Iteration 21F (22.097699 sec): 3 clusters Score: Raw -121651.480448 + Penalty 508.188050 = -121143.292398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 34 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.102050 sec): 2 clusters Score: Raw -22999.216041 + Penalty 747.669414 = -22251.546628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.103086 sec): 3 clusters Score: Raw -22623.130431 + Penalty 1502.410335 = -21120.720096 nChanged 141 SP:Iteration 1F (22.104084 sec): 3 clusters Score: Raw -22769.377907 + Penalty 1517.673411 = -21251.704496 nChanged 46 SP:Iteration 2F (22.105077 sec): 3 clusters Score: Raw -22836.736083 + Penalty 1558.119140 = -21278.616943 nChanged 46 SP:Iteration 3F (22.106069 sec): 3 clusters Score: Raw -22920.408203 + Penalty 1602.882106 = -21317.526097 nChanged 35 SP:Iteration 4F (22.107059 sec): 3 clusters Score: Raw -22999.035662 + Penalty 1614.345319 = -21384.690343 nChanged 13 SP:Iteration 5Q (22.107934 sec): 3 clusters Score: Raw -23017.272990 + Penalty 1616.573697 = -21400.699294 nChanged 8 SP:Iteration 6Q (22.108799 sec): 3 clusters Score: Raw -23027.002284 + Penalty 1622.911942 = -21404.090342 nChanged 5 SP:Iteration 7Q (22.109663 sec): 3 clusters Score: Raw -23031.737839 + Penalty 1631.354498 = -21400.383341 nChanged 3 SP:Iteration 8F (22.110686 sec): 3 clusters Score: Raw -23033.232835 + Penalty 1638.265634 = -21394.967201 nChanged 6 SP:Iteration 9F (22.111676 sec): 3 clusters Score: Raw -23034.901765 + Penalty 1638.705921 = -21396.195844 nChanged 5 SP:Iteration 10F (22.112665 sec): 3 clusters Score: Raw -23031.026548 + Penalty 1644.221658 = -21386.804890 nChanged 5 SP:Iteration 11F (22.113654 sec): 3 clusters Score: Raw -23025.877027 + Penalty 1642.654817 = -21383.222210 nChanged 5 SP:Iteration 12F (22.114641 sec): 3 clusters Score: Raw -23024.473880 + Penalty 1646.286471 = -21378.187409 nChanged 2 SP:Iteration 13F (22.115630 sec): 3 clusters Score: Raw -23023.870375 + Penalty 1651.884858 = -21371.985517 nChanged 3 SP:Iteration 14F (22.116622 sec): 3 clusters Score: Raw -23027.177910 + Penalty 1663.532920 = -21363.644990 nChanged 3 SP:Iteration 15F (22.117610 sec): 3 clusters Score: Raw -23029.053392 + Penalty 1659.413537 = -21369.639854 nChanged 3 SP:Iteration 16Q (22.118426 sec): 3 clusters Score: Raw -23038.620995 + Penalty 1659.413537 = -21379.207458 nChanged 0 SP:Iteration 17F (22.119418 sec): 3 clusters Score: Raw -23038.620995 + Penalty 1659.413537 = -21379.207458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 46 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.120217 sec): 2 clusters Score: Raw -4112.318412 + Penalty 165.075506 = -3947.242906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.120627 sec): 3 clusters Score: Raw -4075.667722 + Penalty 329.785305 = -3745.882417 nChanged 23 SP:Iteration 1F (22.121032 sec): 3 clusters Score: Raw -4107.212637 + Penalty 342.863175 = -3764.349462 nChanged 13 SP:Iteration 2F (22.121436 sec): 3 clusters Score: Raw -4130.111842 + Penalty 363.583517 = -3766.528325 nChanged 8 SP:Iteration 3F (22.121839 sec): 3 clusters Score: Raw -4137.906477 + Penalty 384.777323 = -3753.129153 nChanged 5 SP:Iteration 4F (22.122241 sec): 3 clusters Score: Raw -4144.133136 + Penalty 403.908925 = -3740.224211 nChanged 3 SP:Iteration 5F (22.122645 sec): 3 clusters Score: Raw -4147.223000 + Penalty 418.827848 = -3728.395152 nChanged 2 SP:Iteration 6F (22.123047 sec): 3 clusters Score: Raw -4147.748058 + Penalty 418.827848 = -3728.920210 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 52 (719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.125818 sec): 2 clusters Score: Raw -29570.757173 + Penalty 376.614570 = -29194.142604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.127288 sec): 3 clusters Score: Raw -29212.139688 + Penalty 760.279605 = -28451.860083 nChanged 282 SP:Iteration 1F (22.128741 sec): 3 clusters Score: Raw -29491.084322 + Penalty 780.004929 = -28711.079393 nChanged 76 SP:Iteration 2F (22.130201 sec): 3 clusters Score: Raw -29554.120565 + Penalty 808.574872 = -28745.545693 nChanged 41 SP:Iteration 3F (22.131675 sec): 3 clusters Score: Raw -29587.105612 + Penalty 829.126469 = -28757.979144 nChanged 24 SP:Iteration 4Q (22.133109 sec): 3 clusters Score: Raw -29606.591623 + Penalty 841.840969 = -28764.750654 nChanged 17 SP:Iteration 5Q (22.134483 sec): 3 clusters Score: Raw -29617.494029 + Penalty 852.579326 = -28764.914703 nChanged 9 SP:Iteration 6Q (22.135815 sec): 3 clusters Score: Raw -29622.757627 + Penalty 871.540802 = -28751.216824 nChanged 5 SP:Iteration 7F (22.137280 sec): 3 clusters Score: Raw -29625.177555 + Penalty 874.045778 = -28751.131777 nChanged 3 SP:Iteration 8F (22.138735 sec): 3 clusters Score: Raw -29626.340165 + Penalty 875.373684 = -28750.966481 nChanged 3 SP:Iteration 9F (22.140197 sec): 3 clusters Score: Raw -29627.425540 + Penalty 885.565561 = -28741.859979 nChanged 3 SP:Iteration 10F (22.141670 sec): 3 clusters Score: Raw -29628.339335 + Penalty 891.895111 = -28736.444224 nChanged 1 SP:Iteration 11F (22.143136 sec): 3 clusters Score: Raw -29628.767975 + Penalty 891.895111 = -28736.872863 nChanged 0 Time taken for this iteration:21.550799 seconds. 300->20 Clusters: Score -849716.570581, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 111 (time per iteration =199.725333 ms) Total iterations: 948 (time per iteration =23.385561 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 2163079375.000000 (time per metric unit =10.249052ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 54076984375.000000 (time per metric unit=409.962062ps) That took 22.169512 seconds. FileBase PeterP-2014-03-27_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 0.24 and 0.36 GB of RAM. Memory request: 0.12 GB would take us to total of 0.12 GB. ---------------------------------------------------------- Loaded 26161 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 26161 points ------ Starting initial clusters from distinct float masks Not enough masks (119) to generate starting clusters (300), so starting with (120) clusters instead. Assigned 120 initial classes from 119 unique masks. Deleting Class 112 (1 points): Lose 1.377224 but Gain 1598.859937 Iteration 0F (2.129856 sec): 119 clusters Score: Raw -1033073.260030 + Penalty 99079.951762 = -933993.308268 nChanged 2113 Deleting Class 46 (1 points): Lose 0.972682 but Gain 1503.203137 Iteration 1F (3.479061 sec): 110 clusters Score: Raw -1041961.593150 + Penalty 87603.657251 = -954357.935899 nChanged 653 Deleting Class 111 (1 points): Lose 14.001136 but Gain 1510.213265 Iteration 2Q (3.636454 sec): 100 clusters Score: Raw -1043043.439720 + Penalty 84547.674116 = -958495.765604 nChanged 442 Deleting Class 33 (12 points): Lose 94.270771 but Gain 1588.017289 Iteration 3Q (3.772402 sec): 98 clusters Score: Raw -1043508.186780 + Penalty 82872.409390 = -960635.777390 nChanged 341 Deleting Class 117 (1 points): Lose 2.320322 but Gain 1456.491696 Iteration 4Q (3.895447 sec): 97 clusters Score: Raw -1043900.338505 + Penalty 81446.030827 = -962454.307678 nChanged 263 Deleting Class 110 (1 points): Lose 8.071701 but Gain 1438.167343 Iteration 5Q (4.009140 sec): 96 clusters Score: Raw -1044194.169230 + Penalty 80173.257638 = -964020.911592 nChanged 166 Deleting Class 104 (1 points): Lose 16.326502 but Gain 1427.953385 Iteration 6Q (4.114123 sec): 95 clusters Score: Raw -1044362.940804 + Penalty 78864.702829 = -965498.237975 nChanged 68 Deleting Class 47 (14 points): Lose 244.045193 but Gain 1652.954068 Iteration 7Q (4.212976 sec): 94 clusters Score: Raw -1044220.997302 + Penalty 78975.527836 = -965245.469466 nChanged 55 Deleting Class 70 (1 points): Lose 1.564282 but Gain 1359.269401 Iteration 8F (5.328791 sec): 93 clusters Score: Raw -1044457.919335 + Penalty 77540.170347 = -966917.748988 nChanged 56 Deleting Class 25 (9 points): Lose 105.464337 but Gain 1457.975574 Iteration 9Q (5.426661 sec): 92 clusters Score: Raw -1044479.740531 + Penalty 76052.753767 = -968426.986765 nChanged 67 Deleting Class 95 (3 points): Lose 25.600282 but Gain 1372.827323 Iteration 10F (6.516897 sec): 91 clusters Score: Raw -1044588.121218 + Penalty 74814.240705 = -969773.880512 nChanged 50 Deleting Class 87 (1 points): Lose 1.241501 but Gain 1302.464882 Iteration 11Q (6.636734 sec): 90 clusters Score: Raw -1044657.123093 + Penalty 73496.456706 = -971160.666387 nChanged 49 Deleting Class 85 (3 points): Lose 25.557404 but Gain 1311.814419 Iteration 12Q (6.733521 sec): 89 clusters Score: Raw -1044708.601582 + Penalty 72166.596284 = -972542.005298 nChanged 60 Deleting Class 45 (3 points): Lose 17.750026 but Gain 1297.832514 Iteration 13Q (6.831350 sec): 88 clusters Score: Raw -1044774.167506 + Penalty 70835.102378 = -973939.065128 nChanged 61 Deleting Class 44 (3 points): Lose 7.740554 but Gain 1283.235697 Iteration 14Q (6.929054 sec): 87 clusters Score: Raw -1044838.153388 + Penalty 69549.945889 = -975288.207499 nChanged 58 Deleting Class 69 (1 points): Lose 36.727519 but Gain 1296.531927 Iteration 15Q (7.025365 sec): 86 clusters Score: Raw -1044858.718432 + Penalty 68231.327050 = -976627.391383 nChanged 46 Deleting Class 34 (10 points): Lose 93.034502 but Gain 1336.527089 Iteration 16Q (7.121735 sec): 85 clusters Score: Raw -1044817.378386 + Penalty 66905.224294 = -977912.154092 nChanged 49 Deleting Class 77 (6 points): Lose 65.678308 but Gain 1302.852816 Iteration 17Q (7.217740 sec): 84 clusters Score: Raw -1044828.640442 + Penalty 64877.237121 = -979951.403321 nChanged 44 Deleting Class 51 (2 points): Lose 4.994281 but Gain 1240.373036 Iteration 18Q (7.311376 sec): 83 clusters Score: Raw -1044875.600578 + Penalty 63640.552788 = -981235.047790 nChanged 45 Deleting Class 92 (3 points): Lose 42.796087 but Gain 1278.125927 Iteration 19Q (7.405393 sec): 82 clusters Score: Raw -1044877.008499 + Penalty 62385.226928 = -982491.781571 nChanged 46 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.24 GB. Compute initial score before splitting: Score: Raw -1044877.008499 + Penalty 62385.226928 = -982491.781571Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 1 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.497043 sec): 2 clusters Score: Raw -7360.814110 + Penalty 338.738888 = -7022.075222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.497580 sec): 3 clusters Score: Raw -7253.206792 + Penalty 677.039766 = -6576.167026 nChanged 46 SP:Iteration 1F (7.498122 sec): 3 clusters Score: Raw -7288.029390 + Penalty 676.554104 = -6611.475285 nChanged 9 SP:Iteration 2F (7.498639 sec): 3 clusters Score: Raw -7300.819492 + Penalty 676.789879 = -6624.029613 nChanged 6 SP:Iteration 3Q (7.499150 sec): 3 clusters Score: Raw -7304.525677 + Penalty 678.140030 = -6626.385647 nChanged 3 SP:Iteration 4Q (7.499662 sec): 3 clusters Score: Raw -7305.248342 + Penalty 680.090830 = -6625.157512 nChanged 3 SP:Iteration 5F (7.500175 sec): 3 clusters Score: Raw -7307.025213 + Penalty 679.730148 = -6627.295065 nChanged 2 SP:Iteration 6Q (7.500683 sec): 3 clusters Score: Raw -7307.769453 + Penalty 680.845398 = -6626.924054 nChanged 1 SP:Iteration 7F (7.501197 sec): 3 clusters Score: Raw -7307.997687 + Penalty 682.023461 = -6625.974226 nChanged 1 SP:Iteration 8F (7.501710 sec): 3 clusters Score: Raw -7310.295562 + Penalty 679.835593 = -6630.459969 nChanged 3 SP:Iteration 9Q (7.502219 sec): 3 clusters Score: Raw -7313.376400 + Penalty 679.771066 = -6633.605334 nChanged 3 SP:Iteration 10F (7.502731 sec): 3 clusters Score: Raw -7315.921137 + Penalty 679.842384 = -6636.078753 nChanged 5 SP:Iteration 11Q (7.503231 sec): 3 clusters Score: Raw -7327.421575 + Penalty 677.085797 = -6650.335778 nChanged 5 SP:Iteration 12Q (7.503730 sec): 3 clusters Score: Raw -7335.077396 + Penalty 677.054283 = -6658.023113 nChanged 3 SP:Iteration 13Q (7.504229 sec): 3 clusters Score: Raw -7338.605626 + Penalty 677.019239 = -6661.586387 nChanged 3 SP:Iteration 14Q (7.504725 sec): 3 clusters Score: Raw -7340.753487 + Penalty 676.624808 = -6664.128679 nChanged 2 SP:Iteration 15Q (7.505222 sec): 3 clusters Score: Raw -7341.404733 + Penalty 674.556696 = -6666.848037 nChanged 1 SP:Iteration 16Q (7.505719 sec): 3 clusters Score: Raw -7342.466830 + Penalty 674.556696 = -6667.910134 nChanged 0 SP:Iteration 17F (7.506225 sec): 3 clusters Score: Raw -7342.466830 + Penalty 674.556696 = -6667.910134 nChanged 0 Memory request: 0.02 GB would take us to total of 0.26 GB. Trying to split cluster 2 (3288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.521053 sec): 2 clusters Score: Raw -153921.696137 + Penalty 216.350823 = -153705.345314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.527355 sec): 3 clusters Score: Raw -151809.766336 + Penalty 431.600481 = -151378.165855 nChanged 1517 SP:Iteration 1F (7.533472 sec): 3 clusters Score: Raw -152788.479587 + Penalty 433.235209 = -152355.244379 nChanged 371 SP:Iteration 2F (7.539586 sec): 3 clusters Score: Raw -153087.644887 + Penalty 437.266563 = -152650.378324 nChanged 275 SP:Iteration 3F (7.545701 sec): 3 clusters Score: Raw -153277.938687 + Penalty 441.794222 = -152836.144465 nChanged 209 SP:Iteration 4F (7.551835 sec): 3 clusters Score: Raw -153392.592927 + Penalty 446.999449 = -152945.593478 nChanged 164 SP:Iteration 5Q (7.557930 sec): 3 clusters Score: Raw -153499.863118 + Penalty 454.524692 = -153045.338426 nChanged 156 SP:Iteration 6Q (7.564013 sec): 3 clusters Score: Raw -153597.226782 + Penalty 465.136739 = -153132.090044 nChanged 158 SP:Iteration 7Q (7.570080 sec): 3 clusters Score: Raw -153688.415965 + Penalty 479.112379 = -153209.303586 nChanged 135 SP:Iteration 8Q (7.576290 sec): 3 clusters Score: Raw -153764.829510 + Penalty 490.222618 = -153274.606893 nChanged 96 SP:Iteration 9Q (7.582369 sec): 3 clusters Score: Raw -153828.559448 + Penalty 499.719491 = -153328.839957 nChanged 77 SP:Iteration 10F (7.588549 sec): 3 clusters Score: Raw -153874.910644 + Penalty 507.828494 = -153367.082150 nChanged 53 SP:Iteration 11Q (7.594523 sec): 3 clusters Score: Raw -153901.922072 + Penalty 515.471508 = -153386.450564 nChanged 43 SP:Iteration 12Q (7.600534 sec): 3 clusters Score: Raw -153921.729946 + Penalty 518.976296 = -153402.753650 nChanged 30 SP:Iteration 13Q (7.606331 sec): 3 clusters Score: Raw -153941.822838 + Penalty 524.656991 = -153417.165847 nChanged 26 SP:Iteration 14Q (7.612040 sec): 3 clusters Score: Raw -153976.214926 + Penalty 528.333484 = -153447.881441 nChanged 23 SP:Iteration 15Q (7.617598 sec): 3 clusters Score: Raw -153986.513891 + Penalty 531.924433 = -153454.589457 nChanged 22 SP:Iteration 16Q (7.623153 sec): 3 clusters Score: Raw -153993.227060 + Penalty 534.821775 = -153458.405285 nChanged 17 SP:Iteration 17Q (7.628669 sec): 3 clusters Score: Raw -153999.951549 + Penalty 537.336427 = -153462.615122 nChanged 19 SP:Iteration 18Q (7.634107 sec): 3 clusters Score: Raw -154004.034837 + Penalty 539.932635 = -153464.102201 nChanged 19 SP:Iteration 19Q (7.639517 sec): 3 clusters Score: Raw -154007.955181 + Penalty 542.205244 = -153465.749937 nChanged 21 SP:Iteration 20F (7.645717 sec): 3 clusters Score: Raw -154011.742743 + Penalty 544.381035 = -153467.361708 nChanged 12 SP:Iteration 21Q (7.651083 sec): 3 clusters Score: Raw -154012.166752 + Penalty 545.304320 = -153466.862432 nChanged 9 SP:Iteration 22F (7.657281 sec): 3 clusters Score: Raw -154011.699860 + Penalty 547.741350 = -153463.958510 nChanged 10 SP:Iteration 23F (7.663484 sec): 3 clusters Score: Raw -154012.262759 + Penalty 550.999247 = -153461.263512 nChanged 16 SP:Iteration 24F (7.669696 sec): 3 clusters Score: Raw -154012.979049 + Penalty 554.847114 = -153458.131935 nChanged 11 SP:Iteration 25F (7.675953 sec): 3 clusters Score: Raw -154012.038525 + Penalty 555.976003 = -153456.062523 nChanged 8 SP:Iteration 26F (7.682212 sec): 3 clusters Score: Raw -154010.869167 + Penalty 556.727456 = -153454.141710 nChanged 7 SP:Iteration 27F (7.688455 sec): 3 clusters Score: Raw -154010.133963 + Penalty 556.524825 = -153453.609139 nChanged 4 SP:Iteration 28F (7.694667 sec): 3 clusters Score: Raw -154009.949586 + Penalty 557.223746 = -153452.725840 nChanged 7 SP:Iteration 29F (7.700895 sec): 3 clusters Score: Raw -154009.434646 + Penalty 558.387420 = -153451.047227 nChanged 6 SP:Iteration 30F (7.707117 sec): 3 clusters Score: Raw -154008.532649 + Penalty 557.929477 = -153450.603172 nChanged 1 SP:Iteration 31F (7.713344 sec): 3 clusters Score: Raw -154008.222990 + Penalty 557.929477 = -153450.293512 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 3 (498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.716885 sec): 2 clusters Score: Raw -25012.036653 + Penalty 464.920308 = -24547.116345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.717995 sec): 3 clusters Score: Raw -24647.934594 + Penalty 948.298089 = -23699.636505 nChanged 167 SP:Iteration 1F (7.719099 sec): 3 clusters Score: Raw -24883.896078 + Penalty 991.162326 = -23892.733752 nChanged 86 SP:Iteration 2F (7.720223 sec): 3 clusters Score: Raw -25023.355914 + Penalty 1017.318399 = -24006.037514 nChanged 44 SP:Iteration 3F (7.721288 sec): 3 clusters Score: Raw -25082.475248 + Penalty 1035.145138 = -24047.330110 nChanged 18 SP:Iteration 4Q (7.722236 sec): 3 clusters Score: Raw -25092.699156 + Penalty 1043.641138 = -24049.058018 nChanged 4 SP:Iteration 5Q (7.723138 sec): 3 clusters Score: Raw -25090.438586 + Penalty 1035.734740 = -24054.703846 nChanged 2 SP:Iteration 6Q (7.724057 sec): 3 clusters Score: Raw -25093.524643 + Penalty 1031.827117 = -24061.697526 nChanged 1 SP:Iteration 7Q (7.724947 sec): 3 clusters Score: Raw -25093.323270 + Penalty 1031.827117 = -24061.496153 nChanged 0 SP:Iteration 8F (7.726013 sec): 3 clusters Score: Raw -25093.323270 + Penalty 1031.827117 = -24061.496153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 4 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.729446 sec): 2 clusters Score: Raw -18314.150147 + Penalty 183.199020 = -18130.951127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.730609 sec): 3 clusters Score: Raw -18068.419360 + Penalty 357.688947 = -17710.730413 nChanged 211 SP:Iteration 1F (7.731754 sec): 3 clusters Score: Raw -18357.777964 + Penalty 363.260297 = -17994.517667 nChanged 70 SP:Iteration 2F (7.732889 sec): 3 clusters Score: Raw -18436.494641 + Penalty 365.849483 = -18070.645158 nChanged 31 SP:Iteration 3F (7.734010 sec): 3 clusters Score: Raw -18463.348262 + Penalty 366.221477 = -18097.126785 nChanged 28 SP:Iteration 4F (7.735212 sec): 3 clusters Score: Raw -18503.699463 + Penalty 365.830324 = -18137.869139 nChanged 22 SP:Iteration 5Q (7.736303 sec): 3 clusters Score: Raw -18544.093700 + Penalty 366.019076 = -18178.074624 nChanged 13 SP:Iteration 6Q (7.737398 sec): 3 clusters Score: Raw -18566.812224 + Penalty 366.591067 = -18200.221158 nChanged 9 SP:Iteration 7Q (7.738461 sec): 3 clusters Score: Raw -18570.274769 + Penalty 367.167478 = -18203.107290 nChanged 3 SP:Iteration 8Q (7.739491 sec): 3 clusters Score: Raw -18571.678467 + Penalty 367.780602 = -18203.897866 nChanged 3 SP:Iteration 9Q (7.740534 sec): 3 clusters Score: Raw -18572.992964 + Penalty 368.464430 = -18204.528533 nChanged 3 SP:Iteration 10F (7.741663 sec): 3 clusters Score: Raw -18573.752462 + Penalty 368.872514 = -18204.879948 nChanged 2 SP:Iteration 11Q (7.742686 sec): 3 clusters Score: Raw -18574.093975 + Penalty 369.521862 = -18204.572113 nChanged 3 SP:Iteration 12F (7.743815 sec): 3 clusters Score: Raw -18574.775971 + Penalty 369.780388 = -18204.995583 nChanged 1 SP:Iteration 13Q (7.744836 sec): 3 clusters Score: Raw -18574.852820 + Penalty 369.836627 = -18205.016194 nChanged 1 SP:Iteration 14Q (7.745850 sec): 3 clusters Score: Raw -18575.052335 + Penalty 370.022954 = -18205.029381 nChanged 1 SP:Iteration 15Q (7.746877 sec): 3 clusters Score: Raw -18575.364481 + Penalty 370.022954 = -18205.341527 nChanged 0 SP:Iteration 16F (7.748004 sec): 3 clusters Score: Raw -18575.364481 + Penalty 370.022954 = -18205.341527 nChanged 0 Score: Raw -1064211.022214 + Penalty 62689.288570 = -1001521.733644 Splitting cluster 4 changes total score from -982491.781571 to -1001521.733644 So it's getting split into cluster 14. Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 5 (697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.727917 sec): 2 clusters Score: Raw -22349.512579 + Penalty 39.538773 = -22309.973805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.729380 sec): 3 clusters Score: Raw -21925.478397 + Penalty 80.658250 = -21844.820147 nChanged 329 SP:Iteration 1F (8.730851 sec): 3 clusters Score: Raw -22210.231861 + Penalty 81.604876 = -22128.626985 nChanged 61 SP:Iteration 2F (8.732293 sec): 3 clusters Score: Raw -22274.748129 + Penalty 82.855072 = -22191.893057 nChanged 37 SP:Iteration 3F (8.733740 sec): 3 clusters Score: Raw -22306.129711 + Penalty 83.227572 = -22222.902139 nChanged 19 SP:Iteration 4Q (8.735131 sec): 3 clusters Score: Raw -22315.576658 + Penalty 83.665404 = -22231.911254 nChanged 14 SP:Iteration 5Q (8.736565 sec): 3 clusters Score: Raw -22322.783047 + Penalty 84.550108 = -22238.232939 nChanged 9 SP:Iteration 6Q (8.737975 sec): 3 clusters Score: Raw -22327.795199 + Penalty 84.812304 = -22242.982894 nChanged 10 SP:Iteration 7Q (8.739381 sec): 3 clusters Score: Raw -22336.083502 + Penalty 85.104387 = -22250.979115 nChanged 5 SP:Iteration 8Q (8.740797 sec): 3 clusters Score: Raw -22338.622801 + Penalty 85.789486 = -22252.833315 nChanged 7 SP:Iteration 9Q (8.742166 sec): 3 clusters Score: Raw -22341.872680 + Penalty 86.838035 = -22255.034644 nChanged 7 SP:Iteration 10F (8.743689 sec): 3 clusters Score: Raw -22344.767838 + Penalty 86.116394 = -22258.651444 nChanged 5 SP:Iteration 11Q (8.745006 sec): 3 clusters Score: Raw -22346.747114 + Penalty 85.869419 = -22260.877695 nChanged 4 SP:Iteration 12Q (8.746235 sec): 3 clusters Score: Raw -22347.673431 + Penalty 85.752085 = -22261.921346 nChanged 1 SP:Iteration 13Q (8.747464 sec): 3 clusters Score: Raw -22347.856046 + Penalty 85.835133 = -22262.020913 nChanged 1 SP:Iteration 14Q (8.748677 sec): 3 clusters Score: Raw -22347.983264 + Penalty 85.835133 = -22262.148130 nChanged 0 SP:Iteration 15F (8.750041 sec): 3 clusters Score: Raw -22347.983264 + Penalty 85.835133 = -22262.148130 nChanged 0 Memory request: 0.03 GB would take us to total of 0.27 GB. Trying to split cluster 6 (5246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.773550 sec): 2 clusters Score: Raw -238691.408206 + Penalty 212.364124 = -238479.044082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.783273 sec): 3 clusters Score: Raw -235344.769265 + Penalty 439.876880 = -234904.892385 nChanged 2399 SP:Iteration 1F (8.792751 sec): 3 clusters Score: Raw -237134.204317 + Penalty 454.591461 = -236679.612855 nChanged 564 SP:Iteration 2F (8.802180 sec): 3 clusters Score: Raw -237622.256210 + Penalty 474.566583 = -237147.689627 nChanged 495 SP:Iteration 3F (8.811560 sec): 3 clusters Score: Raw -238088.395589 + Penalty 494.511265 = -237593.884324 nChanged 296 SP:Iteration 4F (8.820933 sec): 3 clusters Score: Raw -238339.874781 + Penalty 502.591985 = -237837.282796 nChanged 156 SP:Iteration 5Q (8.830326 sec): 3 clusters Score: Raw -238462.057037 + Penalty 511.867941 = -237950.189095 nChanged 107 SP:Iteration 6Q (8.839395 sec): 3 clusters Score: Raw -238523.603338 + Penalty 528.814177 = -237994.789162 nChanged 112 SP:Iteration 7Q (8.848188 sec): 3 clusters Score: Raw -238595.553739 + Penalty 550.212864 = -238045.340875 nChanged 95 SP:Iteration 8Q (8.857129 sec): 3 clusters Score: Raw -238651.223023 + Penalty 571.809775 = -238079.413248 nChanged 79 SP:Iteration 9Q (8.865358 sec): 3 clusters Score: Raw -238698.587308 + Penalty 582.034338 = -238116.552970 nChanged 51 SP:Iteration 10F (8.874665 sec): 3 clusters Score: Raw -238733.927264 + Penalty 594.474428 = -238139.452836 nChanged 28 SP:Iteration 11Q (8.882376 sec): 3 clusters Score: Raw -238761.931530 + Penalty 604.058848 = -238157.872683 nChanged 21 SP:Iteration 12Q (8.889941 sec): 3 clusters Score: Raw -238792.285685 + Penalty 603.611164 = -238188.674521 nChanged 14 SP:Iteration 13Q (8.897426 sec): 3 clusters Score: Raw -238800.091630 + Penalty 605.263224 = -238194.828406 nChanged 8 SP:Iteration 14Q (8.904829 sec): 3 clusters Score: Raw -238800.217852 + Penalty 607.173107 = -238193.044745 nChanged 7 SP:Iteration 15F (8.914471 sec): 3 clusters Score: Raw -238800.131178 + Penalty 604.401361 = -238195.729817 nChanged 5 SP:Iteration 16Q (8.922253 sec): 3 clusters Score: Raw -238799.074762 + Penalty 599.893084 = -238199.181679 nChanged 4 SP:Iteration 17Q (8.929679 sec): 3 clusters Score: Raw -238800.499355 + Penalty 599.424306 = -238201.075049 nChanged 4 SP:Iteration 18Q (8.937026 sec): 3 clusters Score: Raw -238799.512116 + Penalty 600.718454 = -238198.793662 nChanged 5 SP:Iteration 19F (8.946284 sec): 3 clusters Score: Raw -238798.762375 + Penalty 599.290584 = -238199.471790 nChanged 5 SP:Iteration 20F (8.955586 sec): 3 clusters Score: Raw -238799.382505 + Penalty 601.256669 = -238198.125836 nChanged 3 SP:Iteration 21F (8.964889 sec): 3 clusters Score: Raw -238799.327701 + Penalty 601.493026 = -238197.834675 nChanged 2 SP:Iteration 22F (8.974139 sec): 3 clusters Score: Raw -238798.786889 + Penalty 601.493026 = -238197.293863 nChanged 0 Memory request: 0.02 GB would take us to total of 0.26 GB. Trying to split cluster 7 (3015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.988234 sec): 2 clusters Score: Raw -140712.697951 + Penalty 196.273335 = -140516.424616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.993836 sec): 3 clusters Score: Raw -138798.842442 + Penalty 419.612881 = -138379.229561 nChanged 1388 SP:Iteration 1F (8.999390 sec): 3 clusters Score: Raw -140076.314063 + Penalty 447.096007 = -139629.218056 nChanged 381 SP:Iteration 2F (9.004916 sec): 3 clusters Score: Raw -140426.660247 + Penalty 465.920525 = -139960.739722 nChanged 194 SP:Iteration 3F (9.010441 sec): 3 clusters Score: Raw -140590.625042 + Penalty 475.249924 = -140115.375118 nChanged 96 SP:Iteration 4Q (9.015681 sec): 3 clusters Score: Raw -140634.878779 + Penalty 485.490730 = -140149.388049 nChanged 50 SP:Iteration 5Q (9.020809 sec): 3 clusters Score: Raw -140658.343870 + Penalty 491.930492 = -140166.413378 nChanged 40 SP:Iteration 6Q (9.025839 sec): 3 clusters Score: Raw -140668.176400 + Penalty 498.008622 = -140170.167778 nChanged 29 SP:Iteration 7Q (9.030863 sec): 3 clusters Score: Raw -140674.767290 + Penalty 502.419584 = -140172.347706 nChanged 23 SP:Iteration 8Q (9.035908 sec): 3 clusters Score: Raw -140679.955211 + Penalty 506.743088 = -140173.212124 nChanged 23 SP:Iteration 9Q (9.040800 sec): 3 clusters Score: Raw -140682.123795 + Penalty 512.075830 = -140170.047965 nChanged 19 SP:Iteration 10F (9.046335 sec): 3 clusters Score: Raw -140683.689543 + Penalty 519.085011 = -140164.604532 nChanged 22 SP:Iteration 11F (9.051876 sec): 3 clusters Score: Raw -140688.788631 + Penalty 522.865137 = -140165.923494 nChanged 23 SP:Iteration 12Q (9.056783 sec): 3 clusters Score: Raw -140693.605870 + Penalty 526.855402 = -140166.750468 nChanged 24 SP:Iteration 13Q (9.061629 sec): 3 clusters Score: Raw -140696.514709 + Penalty 532.374981 = -140164.139727 nChanged 21 SP:Iteration 14F (9.067178 sec): 3 clusters Score: Raw -140698.285573 + Penalty 537.876681 = -140160.408893 nChanged 15 SP:Iteration 15F (9.072740 sec): 3 clusters Score: Raw -140698.271520 + Penalty 542.736867 = -140155.534653 nChanged 15 SP:Iteration 16F (9.078286 sec): 3 clusters Score: Raw -140698.154862 + Penalty 546.967469 = -140151.187393 nChanged 16 SP:Iteration 17F (9.083875 sec): 3 clusters Score: Raw -140700.283952 + Penalty 552.074436 = -140148.209516 nChanged 21 SP:Iteration 18F (9.089428 sec): 3 clusters Score: Raw -140704.001104 + Penalty 558.347588 = -140145.653516 nChanged 14 SP:Iteration 19F (9.094980 sec): 3 clusters Score: Raw -140705.577600 + Penalty 561.362292 = -140144.215308 nChanged 15 SP:Iteration 20F (9.100570 sec): 3 clusters Score: Raw -140706.976603 + Penalty 568.668893 = -140138.307710 nChanged 16 SP:Iteration 21F (9.106126 sec): 3 clusters Score: Raw -140710.513989 + Penalty 575.618603 = -140134.895385 nChanged 14 SP:Iteration 22F (9.111684 sec): 3 clusters Score: Raw -140714.546461 + Penalty 579.614783 = -140134.931678 nChanged 10 SP:Iteration 23Q (9.116294 sec): 3 clusters Score: Raw -140715.306727 + Penalty 584.968579 = -140130.338148 nChanged 9 SP:Iteration 24F (9.121865 sec): 3 clusters Score: Raw -140714.237666 + Penalty 591.686123 = -140122.551542 nChanged 7 SP:Iteration 25F (9.127456 sec): 3 clusters Score: Raw -140712.823978 + Penalty 593.774958 = -140119.049020 nChanged 8 SP:Iteration 26F (9.133052 sec): 3 clusters Score: Raw -140711.362804 + Penalty 600.069909 = -140111.292895 nChanged 10 SP:Iteration 27F (9.138738 sec): 3 clusters Score: Raw -140709.621506 + Penalty 609.806681 = -140099.814825 nChanged 7 SP:Iteration 28F (9.144316 sec): 3 clusters Score: Raw -140708.270803 + Penalty 614.752833 = -140093.517970 nChanged 4 SP:Iteration 29F (9.149880 sec): 3 clusters Score: Raw -140707.820775 + Penalty 615.074210 = -140092.746565 nChanged 4 SP:Iteration 30F (9.155436 sec): 3 clusters Score: Raw -140707.033069 + Penalty 615.506137 = -140091.526932 nChanged 3 SP:Iteration 31F (9.161033 sec): 3 clusters Score: Raw -140707.948403 + Penalty 622.307478 = -140085.640925 nChanged 5 SP:Iteration 32F (9.166620 sec): 3 clusters Score: Raw -140707.790637 + Penalty 624.864106 = -140082.926531 nChanged 5 SP:Iteration 33F (9.172190 sec): 3 clusters Score: Raw -140709.227159 + Penalty 628.733052 = -140080.494107 nChanged 4 SP:Iteration 34F (9.177749 sec): 3 clusters Score: Raw -140710.887693 + Penalty 635.700037 = -140075.187656 nChanged 7 SP:Iteration 35F (9.183312 sec): 3 clusters Score: Raw -140709.843193 + Penalty 638.766953 = -140071.076240 nChanged 6 SP:Iteration 36F (9.188878 sec): 3 clusters Score: Raw -140707.505283 + Penalty 647.949832 = -140059.555451 nChanged 7 SP:Iteration 37F (9.194437 sec): 3 clusters Score: Raw -140707.468739 + Penalty 646.720506 = -140060.748233 nChanged 9 SP:Iteration 38Q (9.198962 sec): 3 clusters Score: Raw -140705.278533 + Penalty 647.882563 = -140057.395970 nChanged 7 SP:Iteration 39F (9.204532 sec): 3 clusters Score: Raw -140704.860903 + Penalty 661.743226 = -140043.117678 nChanged 11 SP:Iteration 40F (9.210155 sec): 3 clusters Score: Raw -140704.404698 + Penalty 671.764159 = -140032.640539 nChanged 13 SP:Iteration 41F (9.215735 sec): 3 clusters Score: Raw -140705.311146 + Penalty 696.807367 = -140008.503779 nChanged 14 SP:Iteration 42F (9.221340 sec): 3 clusters Score: Raw -140714.819962 + Penalty 716.713843 = -139998.106119 nChanged 9 SP:Iteration 43F (9.226908 sec): 3 clusters Score: Raw -140715.763152 + Penalty 727.466029 = -139988.297123 nChanged 8 SP:Iteration 44F (9.232517 sec): 3 clusters Score: Raw -140716.136165 + Penalty 729.578357 = -139986.557809 nChanged 7 SP:Iteration 45F (9.238123 sec): 3 clusters Score: Raw -140719.390877 + Penalty 726.975709 = -139992.415168 nChanged 9 SP:Iteration 46Q (9.242304 sec): 3 clusters Score: Raw -140721.183851 + Penalty 741.192325 = -139979.991526 nChanged 4 SP:Iteration 47F (9.247625 sec): 3 clusters Score: Raw -140722.810746 + Penalty 750.015584 = -139972.795162 nChanged 3 SP:Iteration 48F (9.252948 sec): 3 clusters Score: Raw -140727.781231 + Penalty 745.397259 = -139982.383972 nChanged 2 SP:Iteration 49Q (9.257338 sec): 3 clusters Score: Raw -140728.707446 + Penalty 723.433859 = -140005.273587 nChanged 1 SP:Iteration 50F (9.262958 sec): 3 clusters Score: Raw -140729.661349 + Penalty 723.433859 = -140006.227490 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 8 (1092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.271147 sec): 2 clusters Score: Raw -45426.197126 + Penalty 169.094631 = -45257.102495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.273283 sec): 3 clusters Score: Raw -44738.482486 + Penalty 346.006825 = -44392.475661 nChanged 465 SP:Iteration 1F (9.275365 sec): 3 clusters Score: Raw -45004.457257 + Penalty 351.616932 = -44652.840325 nChanged 142 SP:Iteration 2F (9.277439 sec): 3 clusters Score: Raw -45131.839306 + Penalty 347.887746 = -44783.951560 nChanged 117 SP:Iteration 3F (9.279504 sec): 3 clusters Score: Raw -45271.156094 + Penalty 345.405785 = -44925.750309 nChanged 91 SP:Iteration 4F (9.281559 sec): 3 clusters Score: Raw -45366.159526 + Penalty 335.748428 = -45030.411098 nChanged 54 SP:Iteration 5Q (9.283647 sec): 3 clusters Score: Raw -45422.686456 + Penalty 331.878727 = -45090.807728 nChanged 29 SP:Iteration 6Q (9.285656 sec): 3 clusters Score: Raw -45444.937690 + Penalty 324.851475 = -45120.086214 nChanged 16 SP:Iteration 7Q (9.287607 sec): 3 clusters Score: Raw -45455.177237 + Penalty 329.759672 = -45125.417565 nChanged 8 SP:Iteration 8Q (9.289497 sec): 3 clusters Score: Raw -45459.649701 + Penalty 330.922769 = -45128.726931 nChanged 9 SP:Iteration 9Q (9.291360 sec): 3 clusters Score: Raw -45465.922127 + Penalty 338.614427 = -45127.307700 nChanged 4 SP:Iteration 10F (9.293402 sec): 3 clusters Score: Raw -45470.529408 + Penalty 343.145458 = -45127.383950 nChanged 2 SP:Iteration 11Q (9.295151 sec): 3 clusters Score: Raw -45471.649044 + Penalty 345.688204 = -45125.960841 nChanged 1 SP:Iteration 12F (9.297288 sec): 3 clusters Score: Raw -45472.054667 + Penalty 345.688204 = -45126.366463 nChanged 0 Memory request: 0.03 GB would take us to total of 0.27 GB. Trying to split cluster 9 (6017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.322807 sec): 2 clusters Score: Raw -234268.433004 + Penalty 102.883417 = -234165.549588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.333892 sec): 3 clusters Score: Raw -230258.875338 + Penalty 200.802779 = -230058.072559 nChanged 2892 SP:Iteration 1F (9.344805 sec): 3 clusters Score: Raw -232550.581480 + Penalty 199.718803 = -232350.862677 nChanged 525 SP:Iteration 2F (9.355631 sec): 3 clusters Score: Raw -232929.848879 + Penalty 198.930519 = -232730.918360 nChanged 311 SP:Iteration 3F (9.366576 sec): 3 clusters Score: Raw -233200.868364 + Penalty 197.550844 = -233003.317520 nChanged 253 SP:Iteration 4Q (9.377626 sec): 3 clusters Score: Raw -233399.693372 + Penalty 197.131486 = -233202.561886 nChanged 221 SP:Iteration 5Q (9.388260 sec): 3 clusters Score: Raw -233540.717843 + Penalty 194.962232 = -233345.755611 nChanged 230 SP:Iteration 6Q (9.398660 sec): 3 clusters Score: Raw -233702.259654 + Penalty 190.421554 = -233511.838099 nChanged 236 SP:Iteration 7Q (9.408917 sec): 3 clusters Score: Raw -233910.274556 + Penalty 186.358352 = -233723.916204 nChanged 184 SP:Iteration 8Q (9.419044 sec): 3 clusters Score: Raw -234117.384044 + Penalty 182.491318 = -233934.892726 nChanged 121 SP:Iteration 9Q (9.428727 sec): 3 clusters Score: Raw -234231.412051 + Penalty 181.469534 = -234049.942517 nChanged 84 SP:Iteration 10F (9.439394 sec): 3 clusters Score: Raw -234279.671034 + Penalty 179.091663 = -234100.579371 nChanged 73 SP:Iteration 11Q (9.448811 sec): 3 clusters Score: Raw -234313.007701 + Penalty 179.476104 = -234133.531597 nChanged 58 SP:Iteration 12Q (9.458067 sec): 3 clusters Score: Raw -234337.653290 + Penalty 179.544575 = -234158.108714 nChanged 45 SP:Iteration 13Q (9.467235 sec): 3 clusters Score: Raw -234357.724230 + Penalty 181.770239 = -234175.953991 nChanged 42 SP:Iteration 14Q (9.476349 sec): 3 clusters Score: Raw -234374.292962 + Penalty 182.280087 = -234192.012875 nChanged 27 SP:Iteration 15Q (9.485347 sec): 3 clusters Score: Raw -234382.774646 + Penalty 182.301942 = -234200.472705 nChanged 18 SP:Iteration 16Q (9.494378 sec): 3 clusters Score: Raw -234388.988728 + Penalty 182.310157 = -234206.678571 nChanged 15 SP:Iteration 17Q (9.503316 sec): 3 clusters Score: Raw -234393.578346 + Penalty 183.613450 = -234209.964896 nChanged 11 SP:Iteration 18Q (9.512372 sec): 3 clusters Score: Raw -234395.206789 + Penalty 182.346342 = -234212.860447 nChanged 5 SP:Iteration 19Q (9.521263 sec): 3 clusters Score: Raw -234395.595965 + Penalty 182.725286 = -234212.870678 nChanged 4 SP:Iteration 20F (9.532213 sec): 3 clusters Score: Raw -234395.899876 + Penalty 183.103797 = -234212.796079 nChanged 4 SP:Iteration 21F (9.542831 sec): 3 clusters Score: Raw -234396.236208 + Penalty 183.639429 = -234212.596779 nChanged 4 SP:Iteration 22F (9.553588 sec): 3 clusters Score: Raw -234396.630177 + Penalty 183.777596 = -234212.852581 nChanged 1 SP:Iteration 23Q (9.562517 sec): 3 clusters Score: Raw -234396.666962 + Penalty 183.777596 = -234212.889366 nChanged 0 SP:Iteration 24F (9.573197 sec): 3 clusters Score: Raw -234396.666962 + Penalty 183.777596 = -234212.889366 nChanged 0 Score: Raw -1064339.258938 + Penalty 62783.844429 = -1001555.414509 Splitting cluster 9 changes total score from -982491.781571 to -1001555.414509 So it's getting split into cluster 23. Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 10 (2662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.599955 sec): 2 clusters Score: Raw -104381.978122 + Penalty 66.321211 = -104315.656911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.605142 sec): 3 clusters Score: Raw -102648.027612 + Penalty 148.400910 = -102499.626702 nChanged 1262 SP:Iteration 1F (10.610348 sec): 3 clusters Score: Raw -104020.190007 + Penalty 151.456190 = -103868.733817 nChanged 201 SP:Iteration 2F (10.615549 sec): 3 clusters Score: Raw -104222.119951 + Penalty 152.748239 = -104069.371711 nChanged 145 SP:Iteration 3F (10.620749 sec): 3 clusters Score: Raw -104397.966271 + Penalty 153.671678 = -104244.294593 nChanged 98 SP:Iteration 4Q (10.625785 sec): 3 clusters Score: Raw -104472.324883 + Penalty 153.148167 = -104319.176716 nChanged 56 SP:Iteration 5Q (10.630756 sec): 3 clusters Score: Raw -104505.305964 + Penalty 152.424278 = -104352.881685 nChanged 40 SP:Iteration 6Q (10.635555 sec): 3 clusters Score: Raw -104521.122664 + Penalty 152.079756 = -104369.042908 nChanged 29 SP:Iteration 7Q (10.640332 sec): 3 clusters Score: Raw -104531.585275 + Penalty 151.465754 = -104380.119521 nChanged 29 SP:Iteration 8Q (10.645116 sec): 3 clusters Score: Raw -104541.461159 + Penalty 150.915166 = -104390.545993 nChanged 18 SP:Iteration 9Q (10.649863 sec): 3 clusters Score: Raw -104545.034711 + Penalty 150.594893 = -104394.439818 nChanged 15 SP:Iteration 10F (10.655032 sec): 3 clusters Score: Raw -104548.577778 + Penalty 150.319573 = -104398.258205 nChanged 11 SP:Iteration 11Q (10.659863 sec): 3 clusters Score: Raw -104550.739005 + Penalty 149.859687 = -104400.879319 nChanged 8 SP:Iteration 12Q (10.664658 sec): 3 clusters Score: Raw -104551.658727 + Penalty 149.670739 = -104401.987988 nChanged 5 SP:Iteration 13Q (10.669447 sec): 3 clusters Score: Raw -104551.974931 + Penalty 149.607976 = -104402.366955 nChanged 1 SP:Iteration 14Q (10.674236 sec): 3 clusters Score: Raw -104551.982454 + Penalty 149.607976 = -104402.374479 nChanged 0 SP:Iteration 15F (10.679439 sec): 3 clusters Score: Raw -104551.982454 + Penalty 149.607976 = -104402.374479 nChanged 0 Score: Raw -1064509.265552 + Penalty 62891.263346 = -1001618.002207 Splitting cluster 10 changes total score from -982491.781571 to -1001618.002207 So it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 11 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.684207 sec): 2 clusters Score: Raw -421.475763 + Penalty 154.073663 = -267.402100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.684441 sec): 3 clusters Score: Raw -420.220002 + Penalty 304.809038 = -115.410964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 12 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.685603 sec): 2 clusters Score: Raw -13174.974553 + Penalty 648.170710 = -12526.803842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.686269 sec): 3 clusters Score: Raw -13028.188355 + Penalty 1299.381151 = -11728.807203 nChanged 70 SP:Iteration 1F (11.686911 sec): 3 clusters Score: Raw -13205.130701 + Penalty 1291.136922 = -11913.993778 nChanged 22 SP:Iteration 2F (11.687543 sec): 3 clusters Score: Raw -13243.846773 + Penalty 1290.835307 = -11953.011466 nChanged 15 SP:Iteration 3F (11.688180 sec): 3 clusters Score: Raw -13274.146054 + Penalty 1295.704590 = -11978.441464 nChanged 6 SP:Iteration 4Q (11.688777 sec): 3 clusters Score: Raw -13295.396326 + Penalty 1301.320219 = -11994.076107 nChanged 5 SP:Iteration 5Q (11.689333 sec): 3 clusters Score: Raw -13301.781599 + Penalty 1307.418192 = -11994.363407 nChanged 2 SP:Iteration 6Q (11.689883 sec): 3 clusters Score: Raw -13305.821468 + Penalty 1305.805226 = -12000.016241 nChanged 3 SP:Iteration 7Q (11.690425 sec): 3 clusters Score: Raw -13313.078560 + Penalty 1309.647398 = -12003.431162 nChanged 2 SP:Iteration 8Q (11.690963 sec): 3 clusters Score: Raw -13312.807528 + Penalty 1313.759803 = -11999.047725 nChanged 1 SP:Iteration 9F (11.691597 sec): 3 clusters Score: Raw -13312.596559 + Penalty 1325.248786 = -11987.347773 nChanged 3 SP:Iteration 10F (11.692229 sec): 3 clusters Score: Raw -13308.511307 + Penalty 1329.263842 = -11979.247466 nChanged 1 SP:Iteration 11F (11.692863 sec): 3 clusters Score: Raw -13309.470777 + Penalty 1335.917516 = -11973.553261 nChanged 2 SP:Iteration 12F (11.693495 sec): 3 clusters Score: Raw -13309.244498 + Penalty 1335.917516 = -11973.326982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 13 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.694029 sec): 2 clusters Score: Raw -983.477716 + Penalty 269.837907 = -713.639809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.694289 sec): 3 clusters Score: Raw -992.647112 + Penalty 582.738352 = -409.908761 nChanged 2 SP:Iteration 1F (11.694549 sec): 3 clusters Score: Raw -1003.233008 + Penalty 604.043468 = -399.189540 nChanged 1 SP:Iteration 2F (11.694802 sec): 3 clusters Score: Raw -1011.139222 + Penalty 604.043468 = -407.095754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 15 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.695499 sec): 2 clusters Score: Raw -3567.013490 + Penalty 161.772823 = -3405.240667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.695873 sec): 3 clusters Score: Raw -3529.814244 + Penalty 353.496958 = -3176.317287 nChanged 28 SP:Iteration 1F (11.696243 sec): 3 clusters Score: Raw -3575.083387 + Penalty 357.051894 = -3218.031493 nChanged 7 SP:Iteration 2F (11.696610 sec): 3 clusters Score: Raw -3589.909442 + Penalty 349.219495 = -3240.689947 nChanged 6 SP:Iteration 3F (11.696978 sec): 3 clusters Score: Raw -3609.996928 + Penalty 340.316664 = -3269.680265 nChanged 4 SP:Iteration 4Q (11.697330 sec): 3 clusters Score: Raw -3618.001011 + Penalty 335.643738 = -3282.357273 nChanged 1 SP:Iteration 5Q (11.697671 sec): 3 clusters Score: Raw -3619.438665 + Penalty 335.643738 = -3283.794926 nChanged 0 SP:Iteration 6F (11.698038 sec): 3 clusters Score: Raw -3619.438665 + Penalty 335.643738 = -3283.794926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 16 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.698521 sec): 2 clusters Score: Raw -352.735895 + Penalty 85.254976 = -267.480920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.698741 sec): 3 clusters Score: Raw -353.862205 + Penalty 171.583191 = -182.279015 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 17 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.699705 sec): 2 clusters Score: Raw -9406.381008 + Penalty 451.951710 = -8954.429298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.700271 sec): 3 clusters Score: Raw -9261.383022 + Penalty 903.002136 = -8358.380886 nChanged 40 SP:Iteration 1F (11.700794 sec): 3 clusters Score: Raw -9309.267078 + Penalty 902.413582 = -8406.853496 nChanged 11 SP:Iteration 2F (11.701342 sec): 3 clusters Score: Raw -9336.329270 + Penalty 902.183982 = -8434.145287 nChanged 7 SP:Iteration 3Q (11.701869 sec): 3 clusters Score: Raw -9342.778328 + Penalty 902.200613 = -8440.577715 nChanged 3 SP:Iteration 4Q (11.702402 sec): 3 clusters Score: Raw -9344.139554 + Penalty 902.364867 = -8441.774688 nChanged 3 SP:Iteration 5Q (11.702944 sec): 3 clusters Score: Raw -9348.141805 + Penalty 902.657483 = -8445.484322 nChanged 4 SP:Iteration 6Q (11.703471 sec): 3 clusters Score: Raw -9352.790153 + Penalty 902.000873 = -8450.789279 nChanged 4 SP:Iteration 7Q (11.703988 sec): 3 clusters Score: Raw -9358.197130 + Penalty 901.022659 = -8457.174471 nChanged 6 SP:Iteration 8Q (11.704513 sec): 3 clusters Score: Raw -9364.203730 + Penalty 899.723813 = -8464.479917 nChanged 9 SP:Iteration 9Q (11.705028 sec): 3 clusters Score: Raw -9377.739190 + Penalty 899.930079 = -8477.809111 nChanged 5 SP:Iteration 10F (11.705569 sec): 3 clusters Score: Raw -9386.445844 + Penalty 900.706610 = -8485.739235 nChanged 5 SP:Iteration 11Q (11.706079 sec): 3 clusters Score: Raw -9393.341129 + Penalty 902.379080 = -8490.962049 nChanged 4 SP:Iteration 12Q (11.706595 sec): 3 clusters Score: Raw -9396.258023 + Penalty 904.361339 = -8491.896684 nChanged 1 SP:Iteration 13Q (11.707100 sec): 3 clusters Score: Raw -9398.775214 + Penalty 904.422207 = -8494.353007 nChanged 1 SP:Iteration 14Q (11.707612 sec): 3 clusters Score: Raw -9402.189376 + Penalty 903.874548 = -8498.314828 nChanged 2 SP:Iteration 15Q (11.708112 sec): 3 clusters Score: Raw -9405.904260 + Penalty 903.269824 = -8502.634436 nChanged 2 SP:Iteration 16Q (11.708616 sec): 3 clusters Score: Raw -9408.840501 + Penalty 903.571529 = -8505.268972 nChanged 3 SP:Iteration 17Q (11.709108 sec): 3 clusters Score: Raw -9411.065360 + Penalty 903.659856 = -8507.405504 nChanged 1 SP:Iteration 18Q (11.709606 sec): 3 clusters Score: Raw -9410.993615 + Penalty 903.659856 = -8507.333759 nChanged 0 SP:Iteration 19F (11.710140 sec): 3 clusters Score: Raw -9410.993615 + Penalty 903.659856 = -8507.333759 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 18 (660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.713760 sec): 2 clusters Score: Raw -28350.991539 + Penalty 171.400914 = -28179.590625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.715135 sec): 3 clusters Score: Raw -27949.413956 + Penalty 308.537187 = -27640.876769 nChanged 277 SP:Iteration 1F (11.716502 sec): 3 clusters Score: Raw -28192.374555 + Penalty 301.304100 = -27891.070455 nChanged 98 SP:Iteration 2F (11.717924 sec): 3 clusters Score: Raw -28299.641145 + Penalty 315.944745 = -27983.696401 nChanged 39 SP:Iteration 3F (11.719332 sec): 3 clusters Score: Raw -28349.975078 + Penalty 354.255467 = -27995.719610 nChanged 18 SP:Iteration 4Q (11.720738 sec): 3 clusters Score: Raw -28366.087648 + Penalty 371.802286 = -27994.285362 nChanged 5 SP:Iteration 5F (11.722156 sec): 3 clusters Score: Raw -28372.375615 + Penalty 377.339975 = -27995.035640 nChanged 2 SP:Iteration 6Q (11.723504 sec): 3 clusters Score: Raw -28376.467312 + Penalty 384.819488 = -27991.647824 nChanged 1 SP:Iteration 7F (11.724909 sec): 3 clusters Score: Raw -28379.095453 + Penalty 384.819488 = -27994.275966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 19 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.727657 sec): 2 clusters Score: Raw -230.187562 + Penalty 99.545213 = -130.642349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.727896 sec): 3 clusters Score: Raw -224.044808 + Penalty 206.978513 = -17.066295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 20 (459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.729863 sec): 2 clusters Score: Raw -19505.302102 + Penalty 174.548546 = -19330.753556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.730877 sec): 3 clusters Score: Raw -19246.872301 + Penalty 348.035054 = -18898.837247 nChanged 192 SP:Iteration 1F (11.731875 sec): 3 clusters Score: Raw -19434.330750 + Penalty 347.558330 = -19086.772420 nChanged 51 SP:Iteration 2F (11.732873 sec): 3 clusters Score: Raw -19481.073937 + Penalty 348.639592 = -19132.434346 nChanged 18 SP:Iteration 3Q (11.733878 sec): 3 clusters Score: Raw -19487.181448 + Penalty 347.961245 = -19139.220203 nChanged 6 SP:Iteration 4Q (11.734843 sec): 3 clusters Score: Raw -19489.660812 + Penalty 347.582151 = -19142.078661 nChanged 3 SP:Iteration 5Q (11.735797 sec): 3 clusters Score: Raw -19491.399323 + Penalty 346.241664 = -19145.157659 nChanged 4 SP:Iteration 6Q (11.736777 sec): 3 clusters Score: Raw -19495.738126 + Penalty 344.593319 = -19151.144806 nChanged 6 SP:Iteration 7Q (11.737734 sec): 3 clusters Score: Raw -19500.852191 + Penalty 343.102976 = -19157.749215 nChanged 4 SP:Iteration 8Q (11.738687 sec): 3 clusters Score: Raw -19502.045695 + Penalty 342.067858 = -19159.977836 nChanged 3 SP:Iteration 9Q (11.739638 sec): 3 clusters Score: Raw -19502.624063 + Penalty 341.773718 = -19160.850345 nChanged 1 SP:Iteration 10F (11.740646 sec): 3 clusters Score: Raw -19502.700889 + Penalty 341.424613 = -19161.276276 nChanged 1 SP:Iteration 11Q (11.741601 sec): 3 clusters Score: Raw -19502.770485 + Penalty 340.862295 = -19161.908189 nChanged 2 SP:Iteration 12Q (11.742553 sec): 3 clusters Score: Raw -19502.888516 + Penalty 340.862295 = -19162.026221 nChanged 0 SP:Iteration 13F (11.743547 sec): 3 clusters Score: Raw -19502.888516 + Penalty 340.862295 = -19162.026221 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 21 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.744554 sec): 2 clusters Score: Raw -10194.271216 + Penalty 457.328755 = -9736.942461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.745124 sec): 3 clusters Score: Raw -9997.482025 + Penalty 916.933612 = -9080.548413 nChanged 47 SP:Iteration 1F (11.745677 sec): 3 clusters Score: Raw -10091.051867 + Penalty 919.987858 = -9171.064009 nChanged 34 SP:Iteration 2F (11.746228 sec): 3 clusters Score: Raw -10155.248116 + Penalty 908.709379 = -9246.538737 nChanged 15 SP:Iteration 3F (11.746781 sec): 3 clusters Score: Raw -10183.032349 + Penalty 903.681757 = -9279.350591 nChanged 6 SP:Iteration 4Q (11.747263 sec): 3 clusters Score: Raw -10195.401221 + Penalty 903.681757 = -9291.719464 nChanged 0 SP:Iteration 5F (11.747813 sec): 3 clusters Score: Raw -10195.401221 + Penalty 903.681757 = -9291.719464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 22 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.748296 sec): 2 clusters Score: Raw -182.535494 + Penalty 62.623359 = -119.912135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.748508 sec): 3 clusters Score: Raw -179.752104 + Penalty 124.540165 = -55.211939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 24 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.748984 sec): 2 clusters Score: Raw -215.308585 + Penalty 138.168763 = -77.139821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.749202 sec): 3 clusters Score: Raw -226.035595 + Penalty 276.546376 = 50.510781 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 26 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.749688 sec): 2 clusters Score: Raw -467.404975 + Penalty 157.824637 = -309.580338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.749916 sec): 3 clusters Score: Raw -465.810361 + Penalty 338.457899 = -127.352462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 27 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.750399 sec): 2 clusters Score: Raw -473.091966 + Penalty 193.434144 = -279.657822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.750626 sec): 3 clusters Score: Raw -473.227730 + Penalty 388.064736 = -85.162994 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 28 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.751168 sec): 2 clusters Score: Raw -1057.871815 + Penalty 221.303297 = -836.568518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.751424 sec): 3 clusters Score: Raw -1082.607941 + Penalty 442.343632 = -640.264309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 29 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.751923 sec): 2 clusters Score: Raw -623.661794 + Penalty 215.738095 = -407.923700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.752159 sec): 3 clusters Score: Raw -630.082020 + Penalty 431.272514 = -198.809507 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 31 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.752637 sec): 2 clusters Score: Raw -390.009519 + Penalty 116.860524 = -273.148996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.752862 sec): 3 clusters Score: Raw -391.331205 + Penalty 248.077492 = -143.253713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 32 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.753331 sec): 2 clusters Score: Raw -336.545499 + Penalty 133.161488 = -203.384011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.753545 sec): 3 clusters Score: Raw -328.732125 + Penalty 264.794886 = -63.937239 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 35 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.754045 sec): 2 clusters Score: Raw -820.756501 + Penalty 215.433360 = -605.323141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.754291 sec): 3 clusters Score: Raw -813.572673 + Penalty 429.231286 = -384.341387 nChanged 1 SP:Iteration 1F (11.754530 sec): 3 clusters Score: Raw -815.658827 + Penalty 429.231286 = -386.427540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 36 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.754995 sec): 2 clusters Score: Raw -144.689631 + Penalty 114.621833 = -30.067797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.755191 sec): 2 clusters Score: Raw -144.689631 + Penalty 114.621833 = -30.067797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 37 (439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.756821 sec): 2 clusters Score: Raw -20368.683313 + Penalty 321.114267 = -20047.569046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.757816 sec): 3 clusters Score: Raw -20068.057692 + Penalty 699.222924 = -19368.834767 nChanged 160 SP:Iteration 1F (11.758818 sec): 3 clusters Score: Raw -20322.567180 + Penalty 724.721879 = -19597.845300 nChanged 56 SP:Iteration 2F (11.759822 sec): 3 clusters Score: Raw -20389.203668 + Penalty 753.788188 = -19635.415480 nChanged 24 SP:Iteration 3F (11.760824 sec): 3 clusters Score: Raw -20409.429659 + Penalty 768.444383 = -19640.985276 nChanged 6 SP:Iteration 4Q (11.761767 sec): 3 clusters Score: Raw -20412.765697 + Penalty 785.944902 = -19626.820795 nChanged 6 SP:Iteration 5F (11.762764 sec): 3 clusters Score: Raw -20417.191646 + Penalty 787.087472 = -19630.104174 nChanged 2 SP:Iteration 6Q (11.763665 sec): 3 clusters Score: Raw -20416.366413 + Penalty 791.802469 = -19624.563944 nChanged 2 SP:Iteration 7F (11.764663 sec): 3 clusters Score: Raw -20416.334184 + Penalty 792.898543 = -19623.435641 nChanged 1 SP:Iteration 8F (11.765663 sec): 3 clusters Score: Raw -20417.008902 + Penalty 806.823820 = -19610.185082 nChanged 3 SP:Iteration 9F (11.766660 sec): 3 clusters Score: Raw -20416.838680 + Penalty 809.834806 = -19607.003874 nChanged 1 SP:Iteration 10F (11.767659 sec): 3 clusters Score: Raw -20416.709975 + Penalty 809.513401 = -19607.196573 nChanged 1 SP:Iteration 11Q (11.768565 sec): 3 clusters Score: Raw -20416.530185 + Penalty 812.257209 = -19604.272976 nChanged 1 SP:Iteration 12F (11.769564 sec): 3 clusters Score: Raw -20415.859861 + Penalty 809.592399 = -19606.267463 nChanged 1 SP:Iteration 13Q (11.770437 sec): 3 clusters Score: Raw -20416.118031 + Penalty 810.598972 = -19605.519060 nChanged 1 SP:Iteration 14F (11.771437 sec): 3 clusters Score: Raw -20415.802624 + Penalty 813.248877 = -19602.553747 nChanged 1 SP:Iteration 15F (11.772437 sec): 3 clusters Score: Raw -20415.721914 + Penalty 823.461109 = -19592.260805 nChanged 1 SP:Iteration 16F (11.773440 sec): 3 clusters Score: Raw -20416.981678 + Penalty 834.412378 = -19582.569300 nChanged 2 SP:Iteration 17F (11.774440 sec): 3 clusters Score: Raw -20418.388346 + Penalty 844.399225 = -19573.989122 nChanged 1 SP:Iteration 18F (11.775439 sec): 3 clusters Score: Raw -20418.203892 + Penalty 844.399225 = -19573.804667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 38 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.775948 sec): 2 clusters Score: Raw -476.078522 + Penalty 179.171346 = -296.907176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.776184 sec): 3 clusters Score: Raw -488.887514 + Penalty 357.427714 = -131.459800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 39 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.776657 sec): 2 clusters Score: Raw -152.777564 + Penalty 118.194469 = -34.583095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.776853 sec): 2 clusters Score: Raw -152.777564 + Penalty 118.194469 = -34.583095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 40 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.777635 sec): 2 clusters Score: Raw -5400.990644 + Penalty 336.846153 = -5064.144491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.778060 sec): 3 clusters Score: Raw -5317.169322 + Penalty 678.027241 = -4639.142081 nChanged 29 SP:Iteration 1F (11.778472 sec): 3 clusters Score: Raw -5352.245619 + Penalty 681.061354 = -4671.184264 nChanged 10 SP:Iteration 2F (11.778884 sec): 3 clusters Score: Raw -5363.048637 + Penalty 682.933386 = -4680.115251 nChanged 5 SP:Iteration 3Q (11.779292 sec): 3 clusters Score: Raw -5368.835785 + Penalty 691.540214 = -4677.295571 nChanged 8 SP:Iteration 4F (11.779705 sec): 3 clusters Score: Raw -5379.146350 + Penalty 699.916829 = -4679.229521 nChanged 7 SP:Iteration 5F (11.780117 sec): 3 clusters Score: Raw -5394.116157 + Penalty 702.895212 = -4691.220945 nChanged 6 SP:Iteration 6F (11.780528 sec): 3 clusters Score: Raw -5404.180375 + Penalty 698.051882 = -4706.128493 nChanged 2 SP:Iteration 7Q (11.780912 sec): 3 clusters Score: Raw -5408.315406 + Penalty 698.051882 = -4710.263525 nChanged 0 SP:Iteration 8F (11.781323 sec): 3 clusters Score: Raw -5408.315406 + Penalty 698.051882 = -4710.263525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 41 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.781900 sec): 2 clusters Score: Raw -1630.345621 + Penalty 310.368445 = -1319.977176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.782181 sec): 3 clusters Score: Raw -1650.533818 + Penalty 620.449863 = -1030.083956 nChanged 1 SP:Iteration 1Q (11.782454 sec): 3 clusters Score: Raw -1652.233881 + Penalty 620.449863 = -1031.784018 nChanged 0 SP:Iteration 2F (11.782732 sec): 3 clusters Score: Raw -1652.233881 + Penalty 620.449863 = -1031.784018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 42 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.783205 sec): 2 clusters Score: Raw -204.912669 + Penalty 75.828387 = -129.084282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.783441 sec): 3 clusters Score: Raw -208.977042 + Penalty 155.674024 = -53.303018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 43 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.783928 sec): 2 clusters Score: Raw -506.279399 + Penalty 242.204651 = -264.074748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.784159 sec): 3 clusters Score: Raw -511.435163 + Penalty 482.643331 = -28.791832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 48 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.784628 sec): 2 clusters Score: Raw -267.410190 + Penalty 193.632572 = -73.777619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.784843 sec): 3 clusters Score: Raw -262.530732 + Penalty 370.907234 = 108.376501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 49 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.785315 sec): 2 clusters Score: Raw -330.747154 + Penalty 182.945381 = -147.801773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.785535 sec): 3 clusters Score: Raw -334.311362 + Penalty 359.393957 = 25.082595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 50 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.786015 sec): 2 clusters Score: Raw -431.890345 + Penalty 202.038765 = -229.851580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.786236 sec): 3 clusters Score: Raw -426.774839 + Penalty 385.981846 = -40.792992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 54 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.786726 sec): 2 clusters Score: Raw -671.365203 + Penalty 213.871614 = -457.493590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.786960 sec): 3 clusters Score: Raw -670.714064 + Penalty 427.743227 = -242.970836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 55 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.787433 sec): 2 clusters Score: Raw -319.200145 + Penalty 206.460679 = -112.739466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.787633 sec): 2 clusters Score: Raw -319.200145 + Penalty 206.460679 = -112.739466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 56 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.788111 sec): 2 clusters Score: Raw -412.030998 + Penalty 201.031242 = -210.999756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.788334 sec): 3 clusters Score: Raw -420.348529 + Penalty 407.251944 = -13.096586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 57 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.788796 sec): 2 clusters Score: Raw -183.381751 + Penalty 119.456246 = -63.925506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.789011 sec): 3 clusters Score: Raw -182.884467 + Penalty 238.912491 = 56.028024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 58 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.789882 sec): 2 clusters Score: Raw -7528.624153 + Penalty 213.495953 = -7315.128200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.790391 sec): 3 clusters Score: Raw -7405.002967 + Penalty 424.161854 = -6980.841113 nChanged 59 SP:Iteration 1F (11.790892 sec): 3 clusters Score: Raw -7458.588089 + Penalty 415.873193 = -7042.714896 nChanged 24 SP:Iteration 2F (11.791391 sec): 3 clusters Score: Raw -7488.037660 + Penalty 421.597164 = -7066.440496 nChanged 12 SP:Iteration 3F (11.791909 sec): 3 clusters Score: Raw -7503.538641 + Penalty 427.576528 = -7075.962112 nChanged 6 SP:Iteration 4Q (11.792395 sec): 3 clusters Score: Raw -7509.901246 + Penalty 446.346237 = -7063.555009 nChanged 10 SP:Iteration 5F (11.792896 sec): 3 clusters Score: Raw -7522.033169 + Penalty 478.625917 = -7043.407252 nChanged 10 SP:Iteration 6F (11.793394 sec): 3 clusters Score: Raw -7534.087133 + Penalty 500.046626 = -7034.040507 nChanged 4 SP:Iteration 7F (11.793894 sec): 3 clusters Score: Raw -7540.564380 + Penalty 500.046626 = -7040.517754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 59 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.794370 sec): 2 clusters Score: Raw -290.324536 + Penalty 204.952843 = -85.371693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.794589 sec): 3 clusters Score: Raw -291.199001 + Penalty 416.884374 = 125.685373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 60 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.795049 sec): 2 clusters Score: Raw -119.742798 + Penalty 32.708156 = -87.034643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.795251 sec): 3 clusters Score: Raw -123.853610 + Penalty 61.133208 = -62.720403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 61 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.795712 sec): 2 clusters Score: Raw -126.911763 + Penalty 81.899768 = -45.011995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.795916 sec): 3 clusters Score: Raw -127.914139 + Penalty 137.077235 = 9.163096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 62 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.796367 sec): 2 clusters Score: Raw -39.925770 + Penalty 0.000000 = -39.925770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.796554 sec): 2 clusters Score: Raw -39.925770 + Penalty 0.000000 = -39.925770 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 63 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.797024 sec): 2 clusters Score: Raw -303.667742 + Penalty 212.267187 = -91.400554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.797241 sec): 3 clusters Score: Raw -301.745879 + Penalty 437.772545 = 136.026665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 65 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.797703 sec): 2 clusters Score: Raw -163.977869 + Penalty 90.754689 = -73.223180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.797900 sec): 2 clusters Score: Raw -163.977869 + Penalty 90.754689 = -73.223180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 66 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.798378 sec): 2 clusters Score: Raw -399.046916 + Penalty 103.464284 = -295.582632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.798601 sec): 3 clusters Score: Raw -399.344835 + Penalty 213.477595 = -185.867241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 67 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.799069 sec): 2 clusters Score: Raw -254.196146 + Penalty 193.724897 = -60.471249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.799288 sec): 3 clusters Score: Raw -253.630449 + Penalty 376.812179 = 123.181730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 68 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.799756 sec): 2 clusters Score: Raw -251.321120 + Penalty 189.227289 = -62.093831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.799987 sec): 3 clusters Score: Raw -248.766573 + Penalty 376.034859 = 127.268286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 72 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.800445 sec): 2 clusters Score: Raw -88.519020 + Penalty 51.604548 = -36.914472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.800649 sec): 3 clusters Score: Raw -85.674422 + Penalty 103.209096 = 17.534674 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 73 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.801125 sec): 2 clusters Score: Raw -327.328135 + Penalty 172.569431 = -154.758705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.801347 sec): 3 clusters Score: Raw -354.494706 + Penalty 321.477018 = -33.017688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.801821 sec): 2 clusters Score: Raw -345.203039 + Penalty 221.810307 = -123.392732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.802042 sec): 3 clusters Score: Raw -351.594256 + Penalty 449.944716 = 98.350460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 75 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.802498 sec): 2 clusters Score: Raw -96.470722 + Penalty 65.881219 = -30.589503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.802703 sec): 3 clusters Score: Raw -90.494731 + Penalty 131.762438 = 41.267707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 76 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.803156 sec): 2 clusters Score: Raw -46.390426 + Penalty 0.000000 = -46.390426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.803347 sec): 2 clusters Score: Raw -46.390426 + Penalty 0.000000 = -46.390426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 78 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.803814 sec): 2 clusters Score: Raw -245.112242 + Penalty 109.149789 = -135.962453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.804029 sec): 3 clusters Score: Raw -235.710580 + Penalty 223.621534 = -12.089046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 79 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.804490 sec): 2 clusters Score: Raw -138.081716 + Penalty 106.392769 = -31.688947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.804698 sec): 3 clusters Score: Raw -132.279189 + Penalty 220.079180 = 87.799992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 80 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.805152 sec): 2 clusters Score: Raw -46.845922 + Penalty 0.000000 = -46.845922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.805342 sec): 2 clusters Score: Raw -46.845922 + Penalty 0.000000 = -46.845922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 81 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.805814 sec): 2 clusters Score: Raw -309.857761 + Penalty 206.867079 = -102.990681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.806033 sec): 3 clusters Score: Raw -329.111830 + Penalty 416.013492 = 86.901662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 83 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.806484 sec): 2 clusters Score: Raw -117.558711 + Penalty 19.273158 = -98.285553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.806691 sec): 3 clusters Score: Raw -118.594116 + Penalty 36.600024 = -81.994093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 86 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.807151 sec): 2 clusters Score: Raw -101.263242 + Penalty 74.873128 = -26.390114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.807345 sec): 2 clusters Score: Raw -101.263242 + Penalty 74.873128 = -26.390114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 88 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.807812 sec): 2 clusters Score: Raw -223.873964 + Penalty 117.411361 = -106.462602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.808030 sec): 3 clusters Score: Raw -224.412483 + Penalty 220.040936 = -4.371547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 90 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.808488 sec): 2 clusters Score: Raw -101.190176 + Penalty 74.336260 = -26.853916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.808696 sec): 3 clusters Score: Raw -92.387653 + Penalty 148.672519 = 56.284866 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 91 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.809157 sec): 2 clusters Score: Raw -154.230896 + Penalty 133.445059 = -20.785836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.809367 sec): 3 clusters Score: Raw -145.774879 + Penalty 263.027104 = 117.252225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 93 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.809830 sec): 2 clusters Score: Raw -123.858162 + Penalty 47.994791 = -75.863371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.810027 sec): 2 clusters Score: Raw -123.858162 + Penalty 47.994791 = -75.863371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 96 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.810479 sec): 2 clusters Score: Raw -90.936013 + Penalty 44.559470 = -46.376543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.810678 sec): 3 clusters Score: Raw -85.166116 + Penalty 89.118940 = 3.952824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 97 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.811139 sec): 2 clusters Score: Raw -141.730459 + Penalty 93.195189 = -48.535271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.811351 sec): 3 clusters Score: Raw -138.656468 + Penalty 207.801419 = 69.144951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 102 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.811809 sec): 2 clusters Score: Raw -82.874627 + Penalty 56.735044 = -26.139583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.812013 sec): 3 clusters Score: Raw -81.997014 + Penalty 113.470088 = 31.473074 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 105 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.812470 sec): 2 clusters Score: Raw -96.087307 + Penalty 67.423173 = -28.664134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.812674 sec): 3 clusters Score: Raw -89.369275 + Penalty 134.846346 = 45.477071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 106 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.813135 sec): 2 clusters Score: Raw -141.149124 + Penalty 106.826390 = -34.322734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.813347 sec): 2 clusters Score: Raw -141.149124 + Penalty 106.826390 = -34.322734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 107 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.813805 sec): 2 clusters Score: Raw -99.031114 + Penalty 82.750389 = -16.280726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.813999 sec): 2 clusters Score: Raw -99.031114 + Penalty 82.750389 = -16.280726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 108 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.814456 sec): 2 clusters Score: Raw -98.894922 + Penalty 64.663989 = -34.230934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.814662 sec): 3 clusters Score: Raw -90.818657 + Penalty 129.327978 = 38.509321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 109 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.815110 sec): 2 clusters Score: Raw -46.837300 + Penalty 0.000000 = -46.837300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.815296 sec): 2 clusters Score: Raw -46.837300 + Penalty 0.000000 = -46.837300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 113 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.815757 sec): 2 clusters Score: Raw -130.870079 + Penalty 58.907017 = -71.963062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.815961 sec): 3 clusters Score: Raw -127.519715 + Penalty 127.629427 = 0.109712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 114 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.816414 sec): 2 clusters Score: Raw -41.568592 + Penalty 0.000000 = -41.568592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.816605 sec): 2 clusters Score: Raw -41.568592 + Penalty 0.000000 = -41.568592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 118 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.817053 sec): 2 clusters Score: Raw -40.427989 + Penalty 0.000000 = -40.427989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.817240 sec): 2 clusters Score: Raw -40.427989 + Penalty 0.000000 = -40.427989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 119 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.817693 sec): 2 clusters Score: Raw -45.457314 + Penalty 0.000000 = -45.457314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.817884 sec): 2 clusters Score: Raw -45.457314 + Penalty 0.000000 = -45.457314 nChanged 0 Deleting Class 80 (1 points): Lose 4.616683 but Gain 1232.907377 Iteration 20F (12.829139 sec): 84 clusters Score: Raw -1045555.645390 + Penalty 61721.322352 = -983834.323038 nChanged 164 Deleting Class 91 (3 points): Lose 28.227610 but Gain 1235.564628 Iteration 21Q (12.932941 sec): 83 clusters Score: Raw -1045596.271332 + Penalty 60554.744908 = -985041.526424 nChanged 66 Deleting Class 107 (2 points): Lose 19.738322 but Gain 1214.372716 Iteration 22Q (13.032897 sec): 82 clusters Score: Raw -1045614.216997 + Penalty 59322.560803 = -986291.656194 nChanged 33 Deleting Class 67 (5 points): Lose 33.124473 but Gain 1224.386776 Iteration 23Q (13.130583 sec): 81 clusters Score: Raw -1045595.973099 + Penalty 58101.018616 = -987494.954484 nChanged 30 Deleting Class 76 (1 points): Lose 10.178840 but Gain 1192.372050 Iteration 24Q (13.226258 sec): 80 clusters Score: Raw -1045609.474740 + Penalty 56902.120923 = -988707.353817 nChanged 17 Deleting Class 68 (5 points): Lose 31.659844 but Gain 1195.960840 Iteration 25Q (13.321072 sec): 79 clusters Score: Raw -1045587.034419 + Penalty 55719.354320 = -989867.680100 nChanged 18 Deleting Class 55 (6 points): Lose 15.288882 but Gain 1172.101070 Iteration 26Q (13.416763 sec): 78 clusters Score: Raw -1045585.498513 + Penalty 54563.279438 = -991022.219076 nChanged 25 Deleting Class 63 (6 points): Lose 69.623598 but Gain 1205.065289 Iteration 27Q (13.511429 sec): 77 clusters Score: Raw -1045537.397112 + Penalty 53466.789100 = -992070.608012 nChanged 28 Deleting Class 48 (4 points): Lose 85.103489 but Gain 1219.149912 Iteration 28Q (13.605334 sec): 76 clusters Score: Raw -1045517.803126 + Penalty 52273.293654 = -993244.509472 nChanged 30 Deleting Class 74 (7 points): Lose 62.058490 but Gain 1159.488272 Iteration 29Q (13.698808 sec): 75 clusters Score: Raw -1045507.248265 + Penalty 51135.970782 = -994371.277483 nChanged 32 Deleting Class 86 (2 points): Lose 8.904769 but Gain 1098.772899 Iteration 30F (14.592805 sec): 74 clusters Score: Raw -1045537.248570 + Penalty 50178.217351 = -995359.031219 nChanged 25 Deleting Class 39 (3 points): Lose 11.700672 but Gain 1094.359772 Iteration 31Q (14.685336 sec): 73 clusters Score: Raw -1045534.039426 + Penalty 49137.083860 = -996396.955566 nChanged 19 Deleting Class 59 (6 points): Lose 81.343011 but Gain 1163.540913 Iteration 32Q (14.777724 sec): 72 clusters Score: Raw -1045466.624495 + Penalty 48083.827085 = -997382.797410 nChanged 21 Deleting Class 90 (2 points): Lose 12.141251 but Gain 1090.894278 Iteration 33Q (14.870726 sec): 71 clusters Score: Raw -1045499.419939 + Penalty 47060.887683 = -998438.532256 nChanged 18 Deleting Class 106 (4 points): Lose 46.978697 but Gain 1095.255644 Iteration 34Q (14.962838 sec): 70 clusters Score: Raw -1045464.323543 + Penalty 46010.817535 = -999453.506008 nChanged 11 Deleting Class 75 (1 points): Lose 44.391731 but Gain 1090.602158 Iteration 35Q (15.054229 sec): 69 clusters Score: Raw -1045442.992989 + Penalty 44905.148620 = -1000537.844369 nChanged 10 Deleting Class 36 (3 points): Lose 45.687725 but Gain 1061.280825 Iteration 36Q (15.145230 sec): 68 clusters Score: Raw -1045407.126636 + Penalty 43860.626893 = -1001546.499743 nChanged 10 Deleting Class 81 (8 points): Lose 95.423534 but Gain 1096.282348 Iteration 37Q (15.234847 sec): 67 clusters Score: Raw -1045330.422363 + Penalty 42811.266513 = -1002519.155849 nChanged 11 Deleting Class 105 (3 points): Lose 29.092038 but Gain 1026.803678 Iteration 38Q (15.323955 sec): 66 clusters Score: Raw -1045342.715675 + Penalty 41787.310634 = -1003555.405042 nChanged 12 Deleting Class 119 (1 points): Lose 5.825750 but Gain 998.413699 Iteration 39Q (15.413323 sec): 65 clusters Score: Raw -1045378.126213 + Penalty 40783.992861 = -1004594.133352 nChanged 7 Deleting Class 43 (11 points): Lose 38.468353 but Gain 1027.447611 Iteration 40F (16.181709 sec): 64 clusters Score: Raw -1045358.967506 + Penalty 40537.169627 = -1004821.797879 nChanged 14 Deleting Class 79 (3 points): Lose 20.686684 but Gain 985.088113 Iteration 41Q (16.274167 sec): 63 clusters Score: Raw -1045410.719566 + Penalty 39623.634205 = -1005787.085361 nChanged 11 Deleting Class 109 (1 points): Lose 8.582050 but Gain 956.250981 Iteration 42Q (16.365339 sec): 62 clusters Score: Raw -1045414.584052 + Penalty 38664.892933 = -1006749.691118 nChanged 4 Deleting Class 108 (2 points): Lose 8.537896 but Gain 948.952446 Iteration 43Q (16.457580 sec): 61 clusters Score: Raw -1045418.421476 + Penalty 37720.295212 = -1007698.126264 nChanged 3 Deleting Class 50 (9 points): Lose 15.625255 but Gain 935.336059 Iteration 44Q (16.548297 sec): 60 clusters Score: Raw -1045407.013304 + Penalty 36801.196896 = -1008605.816407 nChanged 9 Deleting Class 57 (5 points): Lose 40.538306 but Gain 952.042061 Iteration 45Q (16.636513 sec): 59 clusters Score: Raw -1045380.836933 + Penalty 35871.531454 = -1009509.305479 nChanged 6 Deleting Class 56 (9 points): Lose 57.728476 but Gain 930.671744 Iteration 46Q (16.722918 sec): 58 clusters Score: Raw -1045337.517591 + Penalty 35038.355475 = -1010299.162116 nChanged 11 Deleting Class 49 (9 points): Lose 111.019492 but Gain 966.114282 Iteration 47Q (16.809164 sec): 57 clusters Score: Raw -1045259.555708 + Penalty 34127.776058 = -1011131.779650 nChanged 18 Deleting Class 24 (5 points): Lose 23.685024 but Gain 873.258985 Iteration 48Q (16.896183 sec): 56 clusters Score: Raw -1045263.529468 + Penalty 33383.252333 = -1011880.277135 nChanged 12 Deleting Class 54 (17 points): Lose 58.896925 but Gain 898.185303 Iteration 49Q (16.981479 sec): 55 clusters Score: Raw -1045221.845672 + Penalty 32527.589327 = -1012694.256345 nChanged 18 Deleting Class 97 (3 points): Lose 39.714208 but Gain 862.892032 Iteration 50F (17.638110 sec): 54 clusters Score: Raw -1045205.836676 + Penalty 31575.216605 = -1013630.620072 nChanged 8 Deleting Class 102 (2 points): Lose 28.476837 but Gain 832.594149 Iteration 51Q (17.722169 sec): 53 clusters Score: Raw -1045199.132005 + Penalty 30800.967754 = -1014398.164251 nChanged 5 Deleting Class 88 (6 points): Lose 30.711044 but Gain 811.678232 Iteration 52Q (17.806358 sec): 52 clusters Score: Raw -1045203.448722 + Penalty 30093.106354 = -1015110.342368 nChanged 6 Deleting Class 61 (4 points): Lose 33.005703 but Gain 841.446102 Iteration 53Q (17.890422 sec): 51 clusters Score: Raw -1045185.327602 + Penalty 29265.465186 = -1015919.862416 nChanged 5 Deleting Class 114 (2 points): Lose 35.066068 but Gain 801.394507 Iteration 54Q (17.973775 sec): 50 clusters Score: Raw -1045157.296180 + Penalty 28514.396287 = -1016642.899893 nChanged 4 Deleting Class 27 (11 points): Lose 51.905703 but Gain 806.783895 Iteration 55Q (18.056957 sec): 49 clusters Score: Raw -1045127.022262 + Penalty 27754.827892 = -1017372.194370 nChanged 15 Deleting Class 13 (26 points): Lose 175.896918 but Gain 930.226115 Iteration 56Q (18.139734 sec): 48 clusters Score: Raw -1044974.646464 + Penalty 26961.495286 = -1018013.151178 nChanged 31 Deleting Class 72 (2 points): Lose 10.021240 but Gain 757.303455 Iteration 57Q (18.223052 sec): 47 clusters Score: Raw -1045062.747935 + Penalty 26242.610027 = -1018820.137908 nChanged 11 Deleting Class 73 (7 points): Lose 113.105196 but Gain 850.161631 Iteration 58Q (18.305086 sec): 46 clusters Score: Raw -1044969.858442 + Penalty 24674.746325 = -1020295.112118 nChanged 14 Deleting Class 38 (10 points): Lose 58.160130 but Gain 791.588871 Iteration 59Q (18.386980 sec): 45 clusters Score: Raw -1044940.390326 + Penalty 24171.237390 = -1020769.152936 nChanged 13 Deleting Class 62 (2 points): Lose 20.349475 but Gain 756.012272 Iteration 60F (18.934080 sec): 44 clusters Score: Raw -1044969.259607 + Penalty 23462.314896 = -1021506.944710 nChanged 9 Deleting Class 118 (1 points): Lose 9.815457 but Gain 725.004481 Iteration 61Q (19.014444 sec): 43 clusters Score: Raw -1044985.209992 + Penalty 22760.230279 = -1022224.979713 nChanged 6 Deleting Class 96 (3 points): Lose 19.053409 but Gain 723.540855 Iteration 62Q (19.095226 sec): 42 clusters Score: Raw -1044981.139596 + Penalty 22039.927327 = -1022941.212270 nChanged 4 Deleting Class 11 (9 points): Lose 13.897088 but Gain 713.282189 Iteration 63Q (19.174413 sec): 41 clusters Score: Raw -1044969.969487 + Penalty 21324.768855 = -1023645.200632 nChanged 10 Deleting Class 26 (16 points): Lose 67.169405 but Gain 755.797790 Iteration 64Q (19.253348 sec): 40 clusters Score: Raw -1044908.740503 + Penalty 20621.457548 = -1024287.282955 nChanged 16 Deleting Class 41 (51 points): Lose 249.124758 but Gain 926.597298 Iteration 65Q (19.332492 sec): 39 clusters Score: Raw -1044690.089137 + Penalty 19893.817161 = -1024796.271976 nChanged 57 Deleting Class 31 (17 points): Lose 153.477965 but Gain 830.403827 Iteration 66Q (19.412741 sec): 38 clusters Score: Raw -1044671.302644 + Penalty 19113.181864 = -1025558.120780 nChanged 30 Deleting Class 65 (5 points): Lose 57.618758 but Gain 728.504694 Iteration 67Q (19.490411 sec): 37 clusters Score: Raw -1044673.266354 + Penalty 18401.788826 = -1026271.477528 nChanged 16 Deleting Class 32 (7 points): Lose 25.500222 but Gain 696.086605 Iteration 68Q (19.567762 sec): 36 clusters Score: Raw -1044673.177383 + Penalty 17710.963475 = -1026962.213908 nChanged 21 Deleting Class 28 (22 points): Lose 110.503967 but Gain 768.365630 Iteration 69Q (19.645139 sec): 35 clusters Score: Raw -1044580.667277 + Penalty 17003.357518 = -1027577.309759 nChanged 37 Deleting Class 78 (5 points): Lose 33.146314 but Gain 689.852264 Iteration 70F (20.072564 sec): 34 clusters Score: Raw -1044615.541139 + Penalty 16314.190871 = -1028301.350268 nChanged 22 Deleting Class 35 (21 points): Lose 144.435870 but Gain 791.997857 Iteration 71Q (20.149929 sec): 33 clusters Score: Raw -1044487.573801 + Penalty 15747.276552 = -1028740.297249 nChanged 32 Deleting Class 19 (6 points): Lose 46.676726 but Gain 708.619576 Iteration 72Q (20.227077 sec): 32 clusters Score: Raw -1044531.575417 + Penalty 15126.160818 = -1029405.414599 nChanged 27 Deleting Class 29 (30 points): Lose 264.011172 but Gain 886.849342 Iteration 73Q (20.302505 sec): 31 clusters Score: Raw -1044315.285823 + Penalty 14225.153532 = -1030090.132291 nChanged 48 Deleting Class 93 (6 points): Lose 53.143280 but Gain 749.559502 Iteration 74Q (20.379009 sec): 30 clusters Score: Raw -1044385.702594 + Penalty 13551.361283 = -1030834.341311 nChanged 38 Deleting Class 66 (8 points): Lose 71.997152 but Gain 567.998327 Iteration 75Q (20.454022 sec): 29 clusters Score: Raw -1044357.782676 + Penalty 13006.459856 = -1031351.322820 nChanged 34 Deleting Class 113 (3 points): Lose 61.893163 but Gain 545.418672 Iteration 76Q (20.528739 sec): 28 clusters Score: Raw -1044320.495528 + Penalty 12469.295547 = -1031851.199981 nChanged 20 Deleting Class 16 (27 points): Lose 188.036868 but Gain 664.619370 Iteration 77Q (20.603343 sec): 27 clusters Score: Raw -1044150.630421 + Penalty 11849.202960 = -1032301.427461 nChanged 39 Deleting Class 22 (5 points): Lose 32.600470 but Gain 504.715761 Iteration 78Q (20.676407 sec): 26 clusters Score: Raw -1044178.470698 + Penalty 11361.346644 = -1032817.124054 nChanged 28 Deleting Class 42 (5 points): Lose 30.084826 but Gain 479.253191 Iteration 79Q (20.749179 sec): 25 clusters Score: Raw -1044179.012402 + Penalty 10908.140446 = -1033270.871957 nChanged 25 Deleting Class 40 (159 points): Lose 420.598315 but Gain 780.836217 Iteration 80F (21.060806 sec): 24 clusters Score: Raw -1043798.171138 + Penalty 10267.639254 = -1033530.531884 nChanged 175 Deleting Class 60 (3 points): Lose 34.148572 but Gain 302.844035 Iteration 81Q (21.134299 sec): 23 clusters Score: Raw -1044117.486331 + Penalty 9992.111009 = -1034125.375322 nChanged 48 Deleting Class 15 (92 points): Lose 398.847206 but Gain 631.305237 Iteration 82Q (21.205932 sec): 22 clusters Score: Raw -1043761.767398 + Penalty 9450.100661 = -1034311.666737 nChanged 127 Deleting Class 83 (3 points): Lose 12.690962 but Gain 178.449715 Iteration 83Q (21.278267 sec): 21 clusters Score: Raw -1044002.454070 + Penalty 9278.896314 = -1034723.557756 nChanged 53 Iteration 84Q (21.348747 sec): 21 clusters Score: Raw -1044036.392952 + Penalty 9278.791910 = -1034757.601041 nChanged 27 Iteration 85Q (21.418484 sec): 21 clusters Score: Raw -1044052.293172 + Penalty 9277.095580 = -1034775.197592 nChanged 14 Iteration 86Q (21.488509 sec): 21 clusters Score: Raw -1044056.779691 + Penalty 9273.837127 = -1034782.942563 nChanged 5 Iteration 87Q (21.558657 sec): 21 clusters Score: Raw -1044058.640776 + Penalty 9273.522388 = -1034785.118389 nChanged 1 Iteration 88Q (21.628353 sec): 21 clusters Score: Raw -1044058.940782 + Penalty 9273.522388 = -1034785.418395 nChanged 0 Iteration 89F (21.897582 sec): 21 clusters Score: Raw -1044065.915703 + Penalty 9273.079323 = -1034792.836380 nChanged 6 Iteration 90F (22.169235 sec): 21 clusters Score: Raw -1044071.697317 + Penalty 9271.536597 = -1034800.160720 nChanged 11 Iteration 91Q (22.239718 sec): 21 clusters Score: Raw -1044077.044831 + Penalty 9270.308754 = -1034806.736077 nChanged 4 Iteration 92Q (22.310469 sec): 21 clusters Score: Raw -1044077.991921 + Penalty 9271.121801 = -1034806.870120 nChanged 3 Iteration 93Q (22.381289 sec): 21 clusters Score: Raw -1044078.786779 + Penalty 9271.630764 = -1034807.156015 nChanged 2 Iteration 94Q (22.451650 sec): 21 clusters Score: Raw -1044079.608328 + Penalty 9271.366769 = -1034808.241559 nChanged 5 Iteration 95Q (22.522054 sec): 21 clusters Score: Raw -1044082.514369 + Penalty 9268.659019 = -1034813.855350 nChanged 8 Iteration 96Q (22.592756 sec): 21 clusters Score: Raw -1044086.109278 + Penalty 9265.913829 = -1034820.195449 nChanged 10 Iteration 97Q (22.663138 sec): 21 clusters Score: Raw -1044090.399795 + Penalty 9264.978392 = -1034825.421403 nChanged 5 Iteration 98Q (22.733806 sec): 21 clusters Score: Raw -1044093.775098 + Penalty 9265.342517 = -1034828.432580 nChanged 5 Iteration 99Q (22.804287 sec): 21 clusters Score: Raw -1044095.189058 + Penalty 9265.299797 = -1034829.889261 nChanged 3 Iteration 100F (23.071673 sec): 21 clusters Score: Raw -1044096.027872 + Penalty 9265.299797 = -1034830.728075 nChanged 0 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.24 GB. Compute initial score before splitting: Score: Raw -1044096.027872 + Penalty 9265.299797 = -1034830.728075Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 1 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.121045 sec): 2 clusters Score: Raw -9320.137307 + Penalty 403.296812 = -8916.840494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.121672 sec): 3 clusters Score: Raw -9196.558906 + Penalty 802.464976 = -8394.093930 nChanged 70 SP:Iteration 1F (23.122265 sec): 3 clusters Score: Raw -9302.690098 + Penalty 821.880921 = -8480.809177 nChanged 27 SP:Iteration 2F (23.122857 sec): 3 clusters Score: Raw -9356.953388 + Penalty 833.457420 = -8523.495969 nChanged 13 SP:Iteration 3F (23.123448 sec): 3 clusters Score: Raw -9375.392709 + Penalty 854.819935 = -8520.572774 nChanged 8 SP:Iteration 4F (23.124043 sec): 3 clusters Score: Raw -9385.023382 + Penalty 869.252243 = -8515.771139 nChanged 4 SP:Iteration 5F (23.124632 sec): 3 clusters Score: Raw -9389.961449 + Penalty 876.734829 = -8513.226619 nChanged 1 SP:Iteration 6F (23.125221 sec): 3 clusters Score: Raw -9392.157473 + Penalty 876.734829 = -8515.422644 nChanged 0 Memory request: 0.02 GB would take us to total of 0.26 GB. Trying to split cluster 2 (3209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.139063 sec): 2 clusters Score: Raw -150417.045959 + Penalty 210.705237 = -150206.340722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.145115 sec): 3 clusters Score: Raw -148343.383592 + Penalty 420.078838 = -147923.304754 nChanged 1515 SP:Iteration 1F (23.150982 sec): 3 clusters Score: Raw -149515.570442 + Penalty 421.927200 = -149093.643242 nChanged 452 SP:Iteration 2F (23.156766 sec): 3 clusters Score: Raw -149962.883518 + Penalty 424.796736 = -149538.086782 nChanged 295 SP:Iteration 3F (23.162463 sec): 3 clusters Score: Raw -150273.811222 + Penalty 412.019303 = -149861.791920 nChanged 134 SP:Iteration 4Q (23.168098 sec): 3 clusters Score: Raw -150386.632676 + Penalty 405.699635 = -149980.933041 nChanged 59 SP:Iteration 5Q (23.173253 sec): 3 clusters Score: Raw -150420.277739 + Penalty 372.290505 = -150047.987235 nChanged 19 SP:Iteration 6Q (23.177952 sec): 3 clusters Score: Raw -150420.809683 + Penalty 359.494870 = -150061.314812 nChanged 7 SP:Iteration 7Q (23.182426 sec): 3 clusters Score: Raw -150422.168950 + Penalty 332.457644 = -150089.711307 nChanged 10 SP:Iteration 8Q (23.186892 sec): 3 clusters Score: Raw -150431.938003 + Penalty 323.950768 = -150107.987235 nChanged 1 SP:Iteration 9Q (23.191898 sec): 3 clusters Score: Raw -150435.382325 + Penalty 323.950768 = -150111.431556 nChanged 0 SP:Iteration 10F (23.197317 sec): 3 clusters Score: Raw -150435.382325 + Penalty 323.950768 = -150111.431556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 3 (511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.200658 sec): 2 clusters Score: Raw -25511.880961 + Penalty 474.386183 = -25037.494778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.201790 sec): 3 clusters Score: Raw -25167.458387 + Penalty 948.176114 = -24219.282273 nChanged 171 SP:Iteration 1F (23.202869 sec): 3 clusters Score: Raw -25437.236027 + Penalty 946.411558 = -24490.824469 nChanged 83 SP:Iteration 2F (23.203947 sec): 3 clusters Score: Raw -25555.737292 + Penalty 949.449019 = -24606.288273 nChanged 43 SP:Iteration 3F (23.205022 sec): 3 clusters Score: Raw -25598.572413 + Penalty 958.908929 = -24639.663483 nChanged 21 SP:Iteration 4Q (23.206036 sec): 3 clusters Score: Raw -25614.423985 + Penalty 971.326101 = -24643.097883 nChanged 17 SP:Iteration 5Q (23.207015 sec): 3 clusters Score: Raw -25630.672205 + Penalty 995.439511 = -24635.232693 nChanged 13 SP:Iteration 6F (23.208090 sec): 3 clusters Score: Raw -25646.155032 + Penalty 1001.485368 = -24644.669664 nChanged 10 SP:Iteration 7Q (23.208995 sec): 3 clusters Score: Raw -25647.027691 + Penalty 998.199862 = -24648.827829 nChanged 2 SP:Iteration 8Q (23.209885 sec): 3 clusters Score: Raw -25648.809854 + Penalty 995.115924 = -24653.693930 nChanged 2 SP:Iteration 9Q (23.210769 sec): 3 clusters Score: Raw -25646.814831 + Penalty 998.948225 = -24647.866606 nChanged 1 SP:Iteration 10F (23.211864 sec): 3 clusters Score: Raw -25644.808729 + Penalty 998.948225 = -24645.860504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 4 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.213532 sec): 2 clusters Score: Raw -6632.508634 + Penalty 244.403578 = -6388.105056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.214076 sec): 3 clusters Score: Raw -6602.611384 + Penalty 490.006908 = -6112.604476 nChanged 54 SP:Iteration 1F (23.214613 sec): 3 clusters Score: Raw -6675.846171 + Penalty 504.766876 = -6171.079295 nChanged 18 SP:Iteration 2F (23.215148 sec): 3 clusters Score: Raw -6709.876247 + Penalty 516.788399 = -6193.087848 nChanged 10 SP:Iteration 3F (23.215682 sec): 3 clusters Score: Raw -6734.179310 + Penalty 528.962870 = -6205.216440 nChanged 8 SP:Iteration 4Q (23.216184 sec): 3 clusters Score: Raw -6753.232260 + Penalty 530.939283 = -6222.292977 nChanged 1 SP:Iteration 5Q (23.216673 sec): 3 clusters Score: Raw -6753.814054 + Penalty 533.622925 = -6220.191129 nChanged 1 SP:Iteration 6F (23.217206 sec): 3 clusters Score: Raw -6754.201470 + Penalty 533.622925 = -6220.578546 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 5 (685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.220314 sec): 2 clusters Score: Raw -21892.387711 + Penalty 42.292573 = -21850.095138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.221706 sec): 3 clusters Score: Raw -21454.126591 + Penalty 82.336932 = -21371.789659 nChanged 313 SP:Iteration 1F (23.223071 sec): 3 clusters Score: Raw -21726.867499 + Penalty 80.022389 = -21646.845110 nChanged 102 SP:Iteration 2F (23.224448 sec): 3 clusters Score: Raw -21850.748835 + Penalty 81.681466 = -21769.067370 nChanged 41 SP:Iteration 3F (23.225815 sec): 3 clusters Score: Raw -21886.088885 + Penalty 82.471153 = -21803.617732 nChanged 15 SP:Iteration 4Q (23.227042 sec): 3 clusters Score: Raw -21900.722486 + Penalty 83.220305 = -21817.502181 nChanged 5 SP:Iteration 5Q (23.228266 sec): 3 clusters Score: Raw -21905.491796 + Penalty 85.204105 = -21820.287691 nChanged 5 SP:Iteration 6Q (23.229464 sec): 3 clusters Score: Raw -21909.819580 + Penalty 86.099342 = -21823.720238 nChanged 5 SP:Iteration 7Q (23.230657 sec): 3 clusters Score: Raw -21917.782667 + Penalty 88.855088 = -21828.927579 nChanged 3 SP:Iteration 8Q (23.231813 sec): 3 clusters Score: Raw -21927.117586 + Penalty 88.855088 = -21838.262498 nChanged 0 SP:Iteration 9F (23.233068 sec): 3 clusters Score: Raw -21927.117586 + Penalty 88.855088 = -21838.262498 nChanged 0 Memory request: 0.03 GB would take us to total of 0.27 GB. Trying to split cluster 6 (5260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.256761 sec): 2 clusters Score: Raw -239233.795263 + Penalty 212.484424 = -239021.310838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.266612 sec): 3 clusters Score: Raw -235873.621485 + Penalty 442.973326 = -235430.648159 nChanged 2391 SP:Iteration 1F (23.275871 sec): 3 clusters Score: Raw -237938.595573 + Penalty 455.131006 = -237483.464567 nChanged 592 SP:Iteration 2F (23.285141 sec): 3 clusters Score: Raw -238398.749479 + Penalty 474.843571 = -237923.905908 nChanged 416 SP:Iteration 3F (23.294483 sec): 3 clusters Score: Raw -238699.334574 + Penalty 494.142749 = -238205.191824 nChanged 269 SP:Iteration 4F (23.303721 sec): 3 clusters Score: Raw -238874.044423 + Penalty 510.744826 = -238363.299598 nChanged 189 SP:Iteration 5Q (23.312934 sec): 3 clusters Score: Raw -238997.598483 + Penalty 523.211959 = -238474.386524 nChanged 147 SP:Iteration 6Q (23.321934 sec): 3 clusters Score: Raw -239079.220734 + Penalty 539.446156 = -238539.774578 nChanged 119 SP:Iteration 7Q (23.330705 sec): 3 clusters Score: Raw -239137.181435 + Penalty 556.128689 = -238581.052746 nChanged 96 SP:Iteration 8Q (23.339282 sec): 3 clusters Score: Raw -239184.773188 + Penalty 569.154436 = -238615.618753 nChanged 72 SP:Iteration 9Q (23.347691 sec): 3 clusters Score: Raw -239216.946593 + Penalty 581.870761 = -238635.075832 nChanged 64 SP:Iteration 10F (23.356957 sec): 3 clusters Score: Raw -239247.452363 + Penalty 592.675957 = -238654.776406 nChanged 34 SP:Iteration 11Q (23.364916 sec): 3 clusters Score: Raw -239266.477549 + Penalty 606.460550 = -238660.016999 nChanged 26 SP:Iteration 12Q (23.372684 sec): 3 clusters Score: Raw -239310.892153 + Penalty 608.879894 = -238702.012259 nChanged 8 SP:Iteration 13Q (23.380185 sec): 3 clusters Score: Raw -239325.654253 + Penalty 609.678724 = -238715.975529 nChanged 9 SP:Iteration 14Q (23.387585 sec): 3 clusters Score: Raw -239331.122206 + Penalty 607.833188 = -238723.289019 nChanged 7 SP:Iteration 15Q (23.395056 sec): 3 clusters Score: Raw -239334.869037 + Penalty 605.301386 = -238729.567651 nChanged 7 SP:Iteration 16Q (23.402411 sec): 3 clusters Score: Raw -239339.157516 + Penalty 599.852187 = -238739.305329 nChanged 6 SP:Iteration 17Q (23.409885 sec): 3 clusters Score: Raw -239341.022574 + Penalty 591.859424 = -238749.163150 nChanged 6 SP:Iteration 18Q (23.417270 sec): 3 clusters Score: Raw -239343.736221 + Penalty 591.010283 = -238752.725939 nChanged 5 SP:Iteration 19Q (23.424664 sec): 3 clusters Score: Raw -239343.501702 + Penalty 593.000444 = -238750.501258 nChanged 1 SP:Iteration 20F (23.433936 sec): 3 clusters Score: Raw -239343.158909 + Penalty 593.000444 = -238750.158466 nChanged 0 Memory request: 0.02 GB would take us to total of 0.26 GB. Trying to split cluster 7 (2894 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.447433 sec): 2 clusters Score: Raw -135432.975268 + Penalty 185.163522 = -135247.811746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.452691 sec): 3 clusters Score: Raw -133605.743411 + Penalty 370.843346 = -133234.900065 nChanged 1295 SP:Iteration 1F (23.457825 sec): 3 clusters Score: Raw -134578.172414 + Penalty 379.849228 = -134198.323186 nChanged 402 SP:Iteration 2F (23.462945 sec): 3 clusters Score: Raw -134963.943301 + Penalty 386.076103 = -134577.867197 nChanged 266 SP:Iteration 3F (23.468049 sec): 3 clusters Score: Raw -135220.066335 + Penalty 392.072026 = -134827.994309 nChanged 145 SP:Iteration 4F (23.473147 sec): 3 clusters Score: Raw -135358.888452 + Penalty 436.839583 = -134922.048869 nChanged 63 SP:Iteration 5Q (23.478239 sec): 3 clusters Score: Raw -135421.866266 + Penalty 562.178283 = -134859.687983 nChanged 25 SP:Iteration 6F (23.484066 sec): 3 clusters Score: Raw -135450.467215 + Penalty 647.402223 = -134803.064992 nChanged 7 SP:Iteration 7F (23.489868 sec): 3 clusters Score: Raw -135458.909102 + Penalty 643.035117 = -134815.873985 nChanged 1 SP:Iteration 8Q (23.494559 sec): 3 clusters Score: Raw -135458.606129 + Penalty 643.035117 = -134815.571012 nChanged 0 SP:Iteration 9F (23.500521 sec): 3 clusters Score: Raw -135458.606129 + Penalty 643.035117 = -134815.571012 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 8 (1122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.507226 sec): 2 clusters Score: Raw -46517.828142 + Penalty 175.879995 = -46341.948147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.509426 sec): 3 clusters Score: Raw -45842.564494 + Penalty 357.194626 = -45485.369868 nChanged 504 SP:Iteration 1F (23.511556 sec): 3 clusters Score: Raw -46136.589328 + Penalty 358.292342 = -45778.296986 nChanged 165 SP:Iteration 2F (23.513659 sec): 3 clusters Score: Raw -46276.327312 + Penalty 355.521937 = -45920.805375 nChanged 124 SP:Iteration 3F (23.515757 sec): 3 clusters Score: Raw -46381.933573 + Penalty 353.116428 = -46028.817145 nChanged 74 SP:Iteration 4F (23.517856 sec): 3 clusters Score: Raw -46439.543564 + Penalty 348.506561 = -46091.037004 nChanged 52 SP:Iteration 5Q (23.519962 sec): 3 clusters Score: Raw -46487.233274 + Penalty 344.251651 = -46142.981623 nChanged 39 SP:Iteration 6Q (23.522067 sec): 3 clusters Score: Raw -46516.309821 + Penalty 354.401101 = -46161.908720 nChanged 20 SP:Iteration 7Q (23.524170 sec): 3 clusters Score: Raw -46530.647113 + Penalty 357.392637 = -46173.254476 nChanged 13 SP:Iteration 8Q (23.526273 sec): 3 clusters Score: Raw -46537.774494 + Penalty 361.973162 = -46175.801332 nChanged 9 SP:Iteration 9Q (23.528363 sec): 3 clusters Score: Raw -46541.281734 + Penalty 368.038590 = -46173.243144 nChanged 5 SP:Iteration 10F (23.530463 sec): 3 clusters Score: Raw -46543.455742 + Penalty 364.997613 = -46178.458130 nChanged 4 SP:Iteration 11Q (23.532541 sec): 3 clusters Score: Raw -46546.122894 + Penalty 365.484953 = -46180.637941 nChanged 4 SP:Iteration 12Q (23.534599 sec): 3 clusters Score: Raw -46546.972788 + Penalty 367.109259 = -46179.863529 nChanged 1 SP:Iteration 13F (23.536697 sec): 3 clusters Score: Raw -46547.612436 + Penalty 367.109259 = -46180.503177 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 9 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.538291 sec): 2 clusters Score: Raw -11723.216269 + Penalty 54.840043 = -11668.376226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.539033 sec): 3 clusters Score: Raw -11545.188067 + Penalty 111.632269 = -11433.555799 nChanged 126 SP:Iteration 1F (23.539764 sec): 3 clusters Score: Raw -11645.287457 + Penalty 113.427654 = -11531.859803 nChanged 31 SP:Iteration 2F (23.540491 sec): 3 clusters Score: Raw -11691.766420 + Penalty 112.338354 = -11579.428067 nChanged 20 SP:Iteration 3F (23.541217 sec): 3 clusters Score: Raw -11732.197658 + Penalty 114.563893 = -11617.633765 nChanged 13 SP:Iteration 4Q (23.541923 sec): 3 clusters Score: Raw -11756.037856 + Penalty 112.206520 = -11643.831336 nChanged 10 SP:Iteration 5Q (23.542571 sec): 3 clusters Score: Raw -11771.470851 + Penalty 109.345558 = -11662.125292 nChanged 13 SP:Iteration 6Q (23.543218 sec): 3 clusters Score: Raw -11786.046239 + Penalty 108.836985 = -11677.209254 nChanged 5 SP:Iteration 7Q (23.543857 sec): 3 clusters Score: Raw -11789.789730 + Penalty 106.752816 = -11683.036914 nChanged 3 SP:Iteration 8Q (23.544492 sec): 3 clusters Score: Raw -11804.697977 + Penalty 105.868970 = -11698.829008 nChanged 3 SP:Iteration 9Q (23.545122 sec): 3 clusters Score: Raw -11823.712528 + Penalty 105.997468 = -11717.715060 nChanged 1 SP:Iteration 10F (23.545846 sec): 3 clusters Score: Raw -11823.951158 + Penalty 105.997468 = -11717.953690 nChanged 0 Score: Raw -1062989.373572 + Penalty 9356.165598 = -1053633.207973 Splitting cluster 9 changes total score from -1034830.728075 to -1053633.207973 So it's getting split into cluster 11. Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 10 (1803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.828280 sec): 2 clusters Score: Raw -72064.434342 + Penalty 48.730704 = -72015.703637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.831832 sec): 3 clusters Score: Raw -70916.529070 + Penalty 101.435888 = -70815.093182 nChanged 846 SP:Iteration 1F (23.835159 sec): 3 clusters Score: Raw -71827.280112 + Penalty 100.517537 = -71726.762575 nChanged 166 SP:Iteration 2F (23.838451 sec): 3 clusters Score: Raw -71983.499296 + Penalty 99.994010 = -71883.505286 nChanged 68 SP:Iteration 3Q (23.841745 sec): 3 clusters Score: Raw -72031.207889 + Penalty 102.572120 = -71928.635769 nChanged 35 SP:Iteration 4Q (23.845030 sec): 3 clusters Score: Raw -72055.049953 + Penalty 104.406855 = -71950.643098 nChanged 24 SP:Iteration 5Q (23.848302 sec): 3 clusters Score: Raw -72067.266842 + Penalty 108.345654 = -71958.921187 nChanged 12 SP:Iteration 6Q (23.851742 sec): 3 clusters Score: Raw -72072.867719 + Penalty 111.332421 = -71961.535298 nChanged 7 SP:Iteration 7Q (23.855159 sec): 3 clusters Score: Raw -72074.868939 + Penalty 104.739196 = -71970.129743 nChanged 4 SP:Iteration 8Q (23.858557 sec): 3 clusters Score: Raw -72076.333146 + Penalty 103.076359 = -71973.256787 nChanged 7 SP:Iteration 9Q (23.861991 sec): 3 clusters Score: Raw -72079.234068 + Penalty 101.627060 = -71977.607008 nChanged 4 SP:Iteration 10F (23.865427 sec): 3 clusters Score: Raw -72081.597483 + Penalty 102.500124 = -71979.097358 nChanged 4 SP:Iteration 11Q (23.868786 sec): 3 clusters Score: Raw -72082.721893 + Penalty 101.968379 = -71980.753514 nChanged 2 SP:Iteration 12Q (23.872106 sec): 3 clusters Score: Raw -72083.336532 + Penalty 102.456993 = -71980.879539 nChanged 1 SP:Iteration 13Q (23.875119 sec): 3 clusters Score: Raw -72083.409631 + Penalty 102.456993 = -71980.952638 nChanged 0 SP:Iteration 14F (23.878319 sec): 3 clusters Score: Raw -72083.409631 + Penalty 102.456993 = -71980.952638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 12 (250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.880203 sec): 2 clusters Score: Raw -13279.214946 + Penalty 651.813438 = -12627.401508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.880887 sec): 3 clusters Score: Raw -13091.911679 + Penalty 1303.914403 = -11787.997277 nChanged 64 SP:Iteration 1F (23.881560 sec): 3 clusters Score: Raw -13233.814433 + Penalty 1305.179985 = -11928.634449 nChanged 30 SP:Iteration 2F (23.882235 sec): 3 clusters Score: Raw -13285.937728 + Penalty 1306.566206 = -11979.371522 nChanged 10 SP:Iteration 3Q (23.882880 sec): 3 clusters Score: Raw -13315.570055 + Penalty 1307.292436 = -12008.277619 nChanged 8 SP:Iteration 4Q (23.883515 sec): 3 clusters Score: Raw -13328.076061 + Penalty 1307.519320 = -12020.556741 nChanged 4 SP:Iteration 5Q (23.884146 sec): 3 clusters Score: Raw -13332.449562 + Penalty 1307.585929 = -12024.863633 nChanged 2 SP:Iteration 6Q (23.884773 sec): 3 clusters Score: Raw -13332.994010 + Penalty 1308.403447 = -12024.590563 nChanged 2 SP:Iteration 7F (23.885447 sec): 3 clusters Score: Raw -13333.762547 + Penalty 1309.913824 = -12023.848723 nChanged 3 SP:Iteration 8F (23.886122 sec): 3 clusters Score: Raw -13337.546125 + Penalty 1309.408849 = -12028.137276 nChanged 4 SP:Iteration 9Q (23.886751 sec): 3 clusters Score: Raw -13340.687442 + Penalty 1309.210603 = -12031.476839 nChanged 1 SP:Iteration 10F (23.887427 sec): 3 clusters Score: Raw -13341.098141 + Penalty 1309.931638 = -12031.166504 nChanged 1 SP:Iteration 11F (23.888102 sec): 3 clusters Score: Raw -13341.673645 + Penalty 1309.931638 = -12031.742008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 14 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.890180 sec): 2 clusters Score: Raw -16630.753432 + Penalty 206.381652 = -16424.371780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.891253 sec): 3 clusters Score: Raw -16406.114171 + Penalty 413.935274 = -15992.178897 nChanged 171 SP:Iteration 1F (23.892354 sec): 3 clusters Score: Raw -16528.525266 + Penalty 417.281777 = -16111.243489 nChanged 54 SP:Iteration 2F (23.893428 sec): 3 clusters Score: Raw -16582.156458 + Penalty 419.079292 = -16163.077166 nChanged 33 SP:Iteration 3F (23.894508 sec): 3 clusters Score: Raw -16612.072679 + Penalty 425.945888 = -16186.126791 nChanged 18 SP:Iteration 4Q (23.895581 sec): 3 clusters Score: Raw -16630.259695 + Penalty 443.623445 = -16186.636250 nChanged 19 SP:Iteration 5Q (23.896657 sec): 3 clusters Score: Raw -16656.413724 + Penalty 450.858910 = -16205.554815 nChanged 11 SP:Iteration 6Q (23.897731 sec): 3 clusters Score: Raw -16669.068343 + Penalty 458.667811 = -16210.400532 nChanged 8 SP:Iteration 7Q (23.898789 sec): 3 clusters Score: Raw -16677.280210 + Penalty 466.710802 = -16210.569408 nChanged 8 SP:Iteration 8Q (23.899731 sec): 3 clusters Score: Raw -16686.053108 + Penalty 464.687365 = -16221.365743 nChanged 2 SP:Iteration 9Q (23.900648 sec): 3 clusters Score: Raw -16688.338588 + Penalty 465.407749 = -16222.930839 nChanged 1 SP:Iteration 10F (23.901641 sec): 3 clusters Score: Raw -16689.379325 + Penalty 465.407749 = -16223.971576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 17 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.903061 sec): 2 clusters Score: Raw -9548.423412 + Penalty 452.921648 = -9095.501764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.903654 sec): 3 clusters Score: Raw -9417.637231 + Penalty 914.421659 = -8503.215572 nChanged 47 SP:Iteration 1F (23.904221 sec): 3 clusters Score: Raw -9483.078669 + Penalty 936.904676 = -8546.173993 nChanged 24 SP:Iteration 2F (23.904775 sec): 3 clusters Score: Raw -9531.686396 + Penalty 962.327255 = -8569.359141 nChanged 16 SP:Iteration 3F (23.905332 sec): 3 clusters Score: Raw -9559.102093 + Penalty 983.140910 = -8575.961183 nChanged 7 SP:Iteration 4Q (23.905830 sec): 3 clusters Score: Raw -9575.337972 + Penalty 996.879982 = -8578.457990 nChanged 4 SP:Iteration 5Q (23.906307 sec): 3 clusters Score: Raw -9584.400844 + Penalty 995.039019 = -8589.361825 nChanged 1 SP:Iteration 6Q (23.906800 sec): 3 clusters Score: Raw -9584.710861 + Penalty 1005.246651 = -8579.464210 nChanged 1 SP:Iteration 7F (23.907334 sec): 3 clusters Score: Raw -9584.554543 + Penalty 1005.246651 = -8579.307892 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 18 (677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.911045 sec): 2 clusters Score: Raw -28995.239718 + Penalty 181.230803 = -28814.008915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.912546 sec): 3 clusters Score: Raw -28596.661007 + Penalty 380.159278 = -28216.501729 nChanged 264 SP:Iteration 1F (23.914040 sec): 3 clusters Score: Raw -28781.928353 + Penalty 394.448960 = -28387.479393 nChanged 84 SP:Iteration 2F (23.915528 sec): 3 clusters Score: Raw -28843.114583 + Penalty 414.187422 = -28428.927161 nChanged 39 SP:Iteration 3F (23.917016 sec): 3 clusters Score: Raw -28875.949317 + Penalty 441.403167 = -28434.546150 nChanged 44 SP:Iteration 4F (23.918560 sec): 3 clusters Score: Raw -28919.422215 + Penalty 500.803350 = -28418.618865 nChanged 42 SP:Iteration 5F (23.919942 sec): 3 clusters Score: Raw -28970.519907 + Penalty 575.638590 = -28394.881317 nChanged 27 SP:Iteration 6F (23.921302 sec): 3 clusters Score: Raw -28995.756628 + Penalty 598.486519 = -28397.270109 nChanged 11 SP:Iteration 7Q (23.922490 sec): 3 clusters Score: Raw -29003.363503 + Penalty 612.523242 = -28390.840261 nChanged 4 SP:Iteration 8F (23.923869 sec): 3 clusters Score: Raw -29004.488577 + Penalty 599.885588 = -28404.602989 nChanged 2 SP:Iteration 9Q (23.925049 sec): 3 clusters Score: Raw -29005.668738 + Penalty 599.885588 = -28405.783149 nChanged 0 SP:Iteration 10F (23.926416 sec): 3 clusters Score: Raw -29005.668738 + Penalty 599.885588 = -28405.783149 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 20 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.929084 sec): 2 clusters Score: Raw -23482.434833 + Penalty 203.139787 = -23279.295046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.930368 sec): 3 clusters Score: Raw -23148.482600 + Penalty 414.340420 = -22734.142180 nChanged 216 SP:Iteration 1F (23.931660 sec): 3 clusters Score: Raw -23344.129055 + Penalty 427.033085 = -22917.095969 nChanged 87 SP:Iteration 2F (23.932969 sec): 3 clusters Score: Raw -23447.677917 + Penalty 474.333534 = -22973.344383 nChanged 41 SP:Iteration 3F (23.934156 sec): 3 clusters Score: Raw -23512.814368 + Penalty 497.261929 = -23015.552439 nChanged 17 SP:Iteration 4Q (23.935340 sec): 3 clusters Score: Raw -23532.831923 + Penalty 498.872533 = -23033.959389 nChanged 4 SP:Iteration 5Q (23.936469 sec): 3 clusters Score: Raw -23545.029730 + Penalty 494.202501 = -23050.827229 nChanged 4 SP:Iteration 6Q (23.937538 sec): 3 clusters Score: Raw -23559.405701 + Penalty 497.817420 = -23061.588281 nChanged 2 SP:Iteration 7Q (23.938550 sec): 3 clusters Score: Raw -23562.237206 + Penalty 495.534546 = -23066.702660 nChanged 1 SP:Iteration 8Q (23.939560 sec): 3 clusters Score: Raw -23562.658812 + Penalty 492.816004 = -23069.842807 nChanged 1 SP:Iteration 9Q (23.940566 sec): 3 clusters Score: Raw -23562.842054 + Penalty 492.816004 = -23070.026049 nChanged 0 SP:Iteration 10F (23.941749 sec): 3 clusters Score: Raw -23562.842054 + Penalty 492.816004 = -23070.026049 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 21 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.943202 sec): 2 clusters Score: Raw -10342.449868 + Penalty 460.916761 = -9881.533107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.943791 sec): 3 clusters Score: Raw -10136.473236 + Penalty 923.089978 = -9213.383258 nChanged 58 SP:Iteration 1F (23.944364 sec): 3 clusters Score: Raw -10265.488699 + Penalty 953.538439 = -9311.950259 nChanged 32 SP:Iteration 2F (23.944916 sec): 3 clusters Score: Raw -10335.852228 + Penalty 1045.286262 = -9290.565966 nChanged 10 SP:Iteration 3F (23.945478 sec): 3 clusters Score: Raw -10362.234295 + Penalty 1131.603462 = -9230.630832 nChanged 3 SP:Iteration 4F (23.946029 sec): 3 clusters Score: Raw -10372.208608 + Penalty 1131.603462 = -9240.605146 nChanged 0 Memory request: 0.03 GB would take us to total of 0.27 GB. Trying to split cluster 23 (5679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.970521 sec): 2 clusters Score: Raw -222636.721909 + Penalty 100.160418 = -222536.561492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.981545 sec): 3 clusters Score: Raw -218863.832163 + Penalty 204.961792 = -218658.870371 nChanged 2755 SP:Iteration 1F (23.992290 sec): 3 clusters Score: Raw -220990.639931 + Penalty 216.753594 = -220773.886337 nChanged 706 SP:Iteration 2F (24.002836 sec): 3 clusters Score: Raw -221651.745837 + Penalty 221.136696 = -221430.609141 nChanged 344 SP:Iteration 3F (24.013428 sec): 3 clusters Score: Raw -222116.411428 + Penalty 222.426060 = -221893.985368 nChanged 239 SP:Iteration 4Q (24.023825 sec): 3 clusters Score: Raw -222258.655776 + Penalty 222.704262 = -222035.951514 nChanged 159 SP:Iteration 5Q (24.033778 sec): 3 clusters Score: Raw -222342.566875 + Penalty 222.456059 = -222120.110816 nChanged 132 SP:Iteration 6Q (24.043672 sec): 3 clusters Score: Raw -222411.074941 + Penalty 223.260920 = -222187.814022 nChanged 111 SP:Iteration 7Q (24.053455 sec): 3 clusters Score: Raw -222464.224707 + Penalty 223.296056 = -222240.928651 nChanged 97 SP:Iteration 8Q (24.063179 sec): 3 clusters Score: Raw -222510.723344 + Penalty 223.361924 = -222287.361421 nChanged 91 SP:Iteration 9Q (24.072949 sec): 3 clusters Score: Raw -222540.482016 + Penalty 222.980706 = -222317.501310 nChanged 63 SP:Iteration 10F (24.083459 sec): 3 clusters Score: Raw -222558.212600 + Penalty 222.551285 = -222335.661314 nChanged 62 SP:Iteration 11Q (24.093322 sec): 3 clusters Score: Raw -222573.971539 + Penalty 222.384516 = -222351.587023 nChanged 48 SP:Iteration 12Q (24.103049 sec): 3 clusters Score: Raw -222586.379127 + Penalty 222.327528 = -222364.051600 nChanged 37 SP:Iteration 13Q (24.112990 sec): 3 clusters Score: Raw -222592.013449 + Penalty 222.111589 = -222369.901860 nChanged 21 SP:Iteration 14Q (24.122798 sec): 3 clusters Score: Raw -222594.991815 + Penalty 221.933370 = -222373.058445 nChanged 23 SP:Iteration 15Q (24.132504 sec): 3 clusters Score: Raw -222598.829117 + Penalty 221.632535 = -222377.196582 nChanged 21 SP:Iteration 16Q (24.142235 sec): 3 clusters Score: Raw -222601.682746 + Penalty 221.681939 = -222380.000807 nChanged 20 SP:Iteration 17Q (24.151913 sec): 3 clusters Score: Raw -222602.961807 + Penalty 221.866719 = -222381.095088 nChanged 9 SP:Iteration 18Q (24.162006 sec): 3 clusters Score: Raw -222603.416140 + Penalty 221.837896 = -222381.578245 nChanged 4 SP:Iteration 19Q (24.172032 sec): 3 clusters Score: Raw -222603.577441 + Penalty 221.899236 = -222381.678204 nChanged 3 SP:Iteration 20F (24.182690 sec): 3 clusters Score: Raw -222603.690749 + Penalty 221.937438 = -222381.753311 nChanged 1 SP:Iteration 21Q (24.192435 sec): 3 clusters Score: Raw -222603.795749 + Penalty 221.935172 = -222381.860577 nChanged 1 SP:Iteration 22Q (24.202576 sec): 3 clusters Score: Raw -222603.942776 + Penalty 221.958214 = -222381.984563 nChanged 1 SP:Iteration 23Q (24.212378 sec): 3 clusters Score: Raw -222603.950017 + Penalty 221.958214 = -222381.991803 nChanged 0 SP:Iteration 24F (24.222934 sec): 3 clusters Score: Raw -222603.950017 + Penalty 221.958214 = -222381.991803 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 25 (902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.232523 sec): 2 clusters Score: Raw -35834.511469 + Penalty 96.382538 = -35738.128930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.234415 sec): 3 clusters Score: Raw -35284.770306 + Penalty 199.931004 = -35084.839301 nChanged 392 SP:Iteration 1F (24.236257 sec): 3 clusters Score: Raw -35560.169061 + Penalty 208.599420 = -35351.569641 nChanged 81 SP:Iteration 2F (24.238080 sec): 3 clusters Score: Raw -35609.192073 + Penalty 217.075647 = -35392.116426 nChanged 60 SP:Iteration 3F (24.239897 sec): 3 clusters Score: Raw -35668.355406 + Penalty 222.563227 = -35445.792178 nChanged 63 SP:Iteration 4F (24.241703 sec): 3 clusters Score: Raw -35745.256428 + Penalty 223.507842 = -35521.748586 nChanged 53 SP:Iteration 5F (24.243507 sec): 3 clusters Score: Raw -35791.315816 + Penalty 222.778438 = -35568.537377 nChanged 30 SP:Iteration 6Q (24.245248 sec): 3 clusters Score: Raw -35803.510631 + Penalty 221.507448 = -35582.003183 nChanged 10 SP:Iteration 7Q (24.246944 sec): 3 clusters Score: Raw -35809.476326 + Penalty 220.611047 = -35588.865278 nChanged 7 SP:Iteration 8Q (24.248682 sec): 3 clusters Score: Raw -35812.518666 + Penalty 218.900979 = -35593.617687 nChanged 7 SP:Iteration 9Q (24.250389 sec): 3 clusters Score: Raw -35815.240354 + Penalty 218.739767 = -35596.500587 nChanged 1 SP:Iteration 10F (24.252185 sec): 3 clusters Score: Raw -35815.249941 + Penalty 218.739767 = -35596.510173 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 37 (554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.254688 sec): 2 clusters Score: Raw -25474.723849 + Penalty 348.878621 = -25125.845228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.255948 sec): 3 clusters Score: Raw -25129.356548 + Penalty 732.079300 = -24397.277248 nChanged 211 SP:Iteration 1F (24.257222 sec): 3 clusters Score: Raw -25388.897446 + Penalty 769.647190 = -24619.250257 nChanged 71 SP:Iteration 2F (24.258489 sec): 3 clusters Score: Raw -25464.562319 + Penalty 792.248535 = -24672.313784 nChanged 39 SP:Iteration 3F (24.259800 sec): 3 clusters Score: Raw -25510.469545 + Penalty 808.726452 = -24701.743093 nChanged 25 SP:Iteration 4Q (24.261047 sec): 3 clusters Score: Raw -25536.217101 + Penalty 821.954682 = -24714.262419 nChanged 22 SP:Iteration 5Q (24.262287 sec): 3 clusters Score: Raw -25555.304567 + Penalty 834.389996 = -24720.914571 nChanged 11 SP:Iteration 6Q (24.263523 sec): 3 clusters Score: Raw -25564.472789 + Penalty 842.139788 = -24722.333001 nChanged 8 SP:Iteration 7Q (24.264824 sec): 3 clusters Score: Raw -25571.668935 + Penalty 844.666904 = -24727.002031 nChanged 5 SP:Iteration 8Q (24.266053 sec): 3 clusters Score: Raw -25572.742265 + Penalty 843.842325 = -24728.899940 nChanged 1 SP:Iteration 9Q (24.267256 sec): 3 clusters Score: Raw -25573.116300 + Penalty 844.285552 = -24728.830747 nChanged 1 SP:Iteration 10F (24.268543 sec): 3 clusters Score: Raw -25572.859293 + Penalty 854.983182 = -24717.876111 nChanged 3 SP:Iteration 11F (24.269834 sec): 3 clusters Score: Raw -25573.387057 + Penalty 869.919281 = -24703.467777 nChanged 4 SP:Iteration 12F (24.271122 sec): 3 clusters Score: Raw -25574.765802 + Penalty 880.987661 = -24693.778141 nChanged 3 SP:Iteration 13F (24.272412 sec): 3 clusters Score: Raw -25574.420702 + Penalty 885.458671 = -24688.962030 nChanged 4 SP:Iteration 14F (24.273599 sec): 3 clusters Score: Raw -25576.696234 + Penalty 893.467598 = -24683.228636 nChanged 2 SP:Iteration 15F (24.274772 sec): 3 clusters Score: Raw -25576.882763 + Penalty 893.467598 = -24683.415165 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 58 (469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.276944 sec): 2 clusters Score: Raw -21036.469868 + Penalty 364.016258 = -20672.453609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.278042 sec): 3 clusters Score: Raw -20764.980380 + Penalty 715.192452 = -20049.787928 nChanged 180 SP:Iteration 1F (24.279136 sec): 3 clusters Score: Raw -20925.819985 + Penalty 705.187227 = -20220.632758 nChanged 56 SP:Iteration 2F (24.280242 sec): 3 clusters Score: Raw -20965.195160 + Penalty 705.761031 = -20259.434129 nChanged 18 SP:Iteration 3Q (24.281327 sec): 3 clusters Score: Raw -20978.245425 + Penalty 707.102704 = -20271.142721 nChanged 21 SP:Iteration 4Q (24.282422 sec): 3 clusters Score: Raw -20996.984789 + Penalty 720.736867 = -20276.247923 nChanged 26 SP:Iteration 5F (24.283551 sec): 3 clusters Score: Raw -21032.077424 + Penalty 751.713572 = -20280.363852 nChanged 21 SP:Iteration 6Q (24.284554 sec): 3 clusters Score: Raw -21054.186480 + Penalty 771.751398 = -20282.435082 nChanged 14 SP:Iteration 7Q (24.285524 sec): 3 clusters Score: Raw -21062.431112 + Penalty 792.471996 = -20269.959116 nChanged 10 SP:Iteration 8F (24.286534 sec): 3 clusters Score: Raw -21068.552581 + Penalty 809.450856 = -20259.101724 nChanged 3 SP:Iteration 9F (24.287543 sec): 3 clusters Score: Raw -21071.315907 + Penalty 814.495988 = -20256.819919 nChanged 2 SP:Iteration 10F (24.288550 sec): 3 clusters Score: Raw -21074.220378 + Penalty 815.305905 = -20258.914473 nChanged 2 SP:Iteration 11Q (24.289444 sec): 3 clusters Score: Raw -21076.123086 + Penalty 815.305905 = -20260.817181 nChanged 0 SP:Iteration 12F (24.290452 sec): 3 clusters Score: Raw -21076.123086 + Penalty 815.305905 = -20260.817181 nChanged 0 Iteration 101F (24.585449 sec): 22 clusters Score: Raw -1044207.674923 + Penalty 9355.980229 = -1034851.694694 nChanged 11 Iteration 102Q (24.656144 sec): 22 clusters Score: Raw -1044213.011683 + Penalty 9356.035038 = -1034856.976645 nChanged 2 Iteration 103Q (24.726806 sec): 22 clusters Score: Raw -1044213.794345 + Penalty 9356.035038 = -1034857.759307 nChanged 0 Iteration 104F (25.005220 sec): 22 clusters Score: Raw -1044213.794345 + Penalty 9356.035038 = -1034857.759307 nChanged 0 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.24 GB. Compute initial score before splitting: Score: Raw -1044213.794345 + Penalty 9356.035038 = -1034857.759307Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 1 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.054715 sec): 2 clusters Score: Raw -9320.137307 + Penalty 403.296812 = -8916.840494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.055348 sec): 3 clusters Score: Raw -9196.338229 + Penalty 802.930425 = -8393.407804 nChanged 61 SP:Iteration 1F (25.055951 sec): 3 clusters Score: Raw -9279.365512 + Penalty 797.150092 = -8482.215420 nChanged 15 SP:Iteration 2F (25.056550 sec): 3 clusters Score: Raw -9298.230612 + Penalty 796.590269 = -8501.640344 nChanged 11 SP:Iteration 3Q (25.057131 sec): 3 clusters Score: Raw -9308.167214 + Penalty 810.296910 = -8497.870304 nChanged 9 SP:Iteration 4F (25.057727 sec): 3 clusters Score: Raw -9319.666669 + Penalty 816.542481 = -8503.124189 nChanged 7 SP:Iteration 5Q (25.058303 sec): 3 clusters Score: Raw -9324.732513 + Penalty 823.453894 = -8501.278619 nChanged 3 SP:Iteration 6F (25.058896 sec): 3 clusters Score: Raw -9327.543674 + Penalty 841.512882 = -8486.030792 nChanged 3 SP:Iteration 7F (25.059488 sec): 3 clusters Score: Raw -9330.231057 + Penalty 849.613154 = -8480.617903 nChanged 4 SP:Iteration 8F (25.060085 sec): 3 clusters Score: Raw -9340.457120 + Penalty 872.069444 = -8468.387676 nChanged 4 SP:Iteration 9F (25.060677 sec): 3 clusters Score: Raw -9347.989349 + Penalty 875.086322 = -8472.903027 nChanged 1 SP:Iteration 10F (25.061273 sec): 3 clusters Score: Raw -9356.725307 + Penalty 875.086322 = -8481.638985 nChanged 0 Memory request: 0.02 GB would take us to total of 0.26 GB. Trying to split cluster 2 (3209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.075041 sec): 2 clusters Score: Raw -150417.045959 + Penalty 210.705237 = -150206.340722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.081109 sec): 3 clusters Score: Raw -148329.362981 + Penalty 421.792832 = -147907.570149 nChanged 1463 SP:Iteration 1F (25.087287 sec): 3 clusters Score: Raw -149436.966236 + Penalty 423.599646 = -149013.366589 nChanged 385 SP:Iteration 2F (25.093379 sec): 3 clusters Score: Raw -149696.142530 + Penalty 425.445483 = -149270.697048 nChanged 280 SP:Iteration 3F (25.099354 sec): 3 clusters Score: Raw -149895.830614 + Penalty 426.917637 = -149468.912977 nChanged 170 SP:Iteration 4F (25.105336 sec): 3 clusters Score: Raw -150043.869082 + Penalty 427.602327 = -149616.266755 nChanged 98 SP:Iteration 5Q (25.111318 sec): 3 clusters Score: Raw -150086.885744 + Penalty 426.527939 = -149660.357805 nChanged 76 SP:Iteration 6Q (25.117300 sec): 3 clusters Score: Raw -150115.092762 + Penalty 427.045741 = -149688.047021 nChanged 81 SP:Iteration 7Q (25.123067 sec): 3 clusters Score: Raw -150144.195525 + Penalty 428.228015 = -149715.967510 nChanged 79 SP:Iteration 8Q (25.128770 sec): 3 clusters Score: Raw -150173.503305 + Penalty 429.703467 = -149743.799839 nChanged 72 SP:Iteration 9Q (25.134430 sec): 3 clusters Score: Raw -150204.204888 + Penalty 433.519522 = -149770.685366 nChanged 71 SP:Iteration 10F (25.140643 sec): 3 clusters Score: Raw -150234.844845 + Penalty 435.686986 = -149799.157858 nChanged 69 SP:Iteration 11Q (25.146178 sec): 3 clusters Score: Raw -150262.143116 + Penalty 439.704045 = -149822.439071 nChanged 59 SP:Iteration 12Q (25.151575 sec): 3 clusters Score: Raw -150286.136887 + Penalty 443.062236 = -149843.074651 nChanged 57 SP:Iteration 13Q (25.157058 sec): 3 clusters Score: Raw -150309.312325 + Penalty 445.342282 = -149863.970043 nChanged 53 SP:Iteration 14Q (25.162304 sec): 3 clusters Score: Raw -150323.481342 + Penalty 449.466993 = -149874.014349 nChanged 37 SP:Iteration 15Q (25.167615 sec): 3 clusters Score: Raw -150329.560858 + Penalty 456.332073 = -149873.228785 nChanged 35 SP:Iteration 16F (25.173965 sec): 3 clusters Score: Raw -150336.024503 + Penalty 463.197864 = -149872.826639 nChanged 35 SP:Iteration 17F (25.180300 sec): 3 clusters Score: Raw -150348.338323 + Penalty 470.077374 = -149878.260949 nChanged 40 SP:Iteration 18Q (25.185572 sec): 3 clusters Score: Raw -150361.865255 + Penalty 486.171891 = -149875.693364 nChanged 32 SP:Iteration 19F (25.191697 sec): 3 clusters Score: Raw -150369.573428 + Penalty 500.454737 = -149869.118691 nChanged 33 SP:Iteration 20F (25.197975 sec): 3 clusters Score: Raw -150380.506414 + Penalty 527.798609 = -149852.707805 nChanged 35 SP:Iteration 21F (25.204073 sec): 3 clusters Score: Raw -150402.542608 + Penalty 570.913150 = -149831.629458 nChanged 29 SP:Iteration 22F (25.210181 sec): 3 clusters Score: Raw -150418.353764 + Penalty 683.873166 = -149734.480598 nChanged 14 SP:Iteration 23F (25.215876 sec): 3 clusters Score: Raw -150431.142590 + Penalty 873.354055 = -149557.788535 nChanged 5 SP:Iteration 24F (25.221592 sec): 3 clusters Score: Raw -150441.248005 + Penalty 969.842001 = -149471.406004 nChanged 1 SP:Iteration 25F (25.227548 sec): 3 clusters Score: Raw -150445.576394 + Penalty 969.842001 = -149475.734393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 3 (511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.230881 sec): 2 clusters Score: Raw -25511.880961 + Penalty 474.386183 = -25037.494778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.232012 sec): 3 clusters Score: Raw -25205.397067 + Penalty 996.639159 = -24208.757908 nChanged 195 SP:Iteration 1F (25.233138 sec): 3 clusters Score: Raw -25544.042241 + Penalty 1030.101009 = -24513.941232 nChanged 55 SP:Iteration 2F (25.234292 sec): 3 clusters Score: Raw -25620.947177 + Penalty 1040.914747 = -24580.032430 nChanged 27 SP:Iteration 3F (25.235427 sec): 3 clusters Score: Raw -25645.310046 + Penalty 1049.237602 = -24596.072444 nChanged 9 SP:Iteration 4Q (25.236435 sec): 3 clusters Score: Raw -25650.790478 + Penalty 1052.745937 = -24598.044541 nChanged 7 SP:Iteration 5Q (25.237421 sec): 3 clusters Score: Raw -25656.731537 + Penalty 1056.923007 = -24599.808530 nChanged 5 SP:Iteration 6Q (25.238419 sec): 3 clusters Score: Raw -25661.256191 + Penalty 1075.316047 = -24585.940144 nChanged 6 SP:Iteration 7F (25.239562 sec): 3 clusters Score: Raw -25661.032443 + Penalty 1077.558326 = -24583.474118 nChanged 4 SP:Iteration 8F (25.240702 sec): 3 clusters Score: Raw -25661.921752 + Penalty 1067.194115 = -24594.727637 nChanged 6 SP:Iteration 9Q (25.241662 sec): 3 clusters Score: Raw -25662.972786 + Penalty 1070.145296 = -24592.827490 nChanged 2 SP:Iteration 10F (25.242801 sec): 3 clusters Score: Raw -25666.253638 + Penalty 1061.961527 = -24604.292110 nChanged 3 SP:Iteration 11Q (25.243754 sec): 3 clusters Score: Raw -25670.750926 + Penalty 1076.541316 = -24594.209610 nChanged 4 SP:Iteration 12F (25.244894 sec): 3 clusters Score: Raw -25668.885905 + Penalty 1076.541316 = -24592.344590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 4 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.246570 sec): 2 clusters Score: Raw -6632.508634 + Penalty 244.403578 = -6388.105056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.247128 sec): 3 clusters Score: Raw -6570.843829 + Penalty 487.715233 = -6083.128596 nChanged 60 SP:Iteration 1F (25.247675 sec): 3 clusters Score: Raw -6638.952798 + Penalty 492.636999 = -6146.315799 nChanged 21 SP:Iteration 2F (25.248224 sec): 3 clusters Score: Raw -6674.001617 + Penalty 498.817521 = -6175.184096 nChanged 9 SP:Iteration 3Q (25.248820 sec): 3 clusters Score: Raw -6688.148833 + Penalty 503.698377 = -6184.450456 nChanged 6 SP:Iteration 4Q (25.249372 sec): 3 clusters Score: Raw -6693.055355 + Penalty 503.698377 = -6189.356978 nChanged 0 SP:Iteration 5F (25.249933 sec): 3 clusters Score: Raw -6693.055355 + Penalty 503.698377 = -6189.356978 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 5 (682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.253105 sec): 2 clusters Score: Raw -21791.644126 + Penalty 42.249495 = -21749.394631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.254555 sec): 3 clusters Score: Raw -21353.461999 + Penalty 84.513194 = -21268.948804 nChanged 321 SP:Iteration 1F (25.255985 sec): 3 clusters Score: Raw -21690.939431 + Penalty 84.395892 = -21606.543539 nChanged 58 SP:Iteration 2F (25.257403 sec): 3 clusters Score: Raw -21739.378420 + Penalty 84.442862 = -21654.935557 nChanged 20 SP:Iteration 3Q (25.258784 sec): 3 clusters Score: Raw -21758.218553 + Penalty 84.537320 = -21673.681233 nChanged 20 SP:Iteration 4Q (25.260163 sec): 3 clusters Score: Raw -21768.735428 + Penalty 84.558018 = -21684.177410 nChanged 15 SP:Iteration 5Q (25.261515 sec): 3 clusters Score: Raw -21776.293306 + Penalty 84.707554 = -21691.585752 nChanged 19 SP:Iteration 6Q (25.262874 sec): 3 clusters Score: Raw -21789.214422 + Penalty 84.834277 = -21704.380145 nChanged 15 SP:Iteration 7Q (25.264235 sec): 3 clusters Score: Raw -21797.531531 + Penalty 84.852913 = -21712.678618 nChanged 17 SP:Iteration 8Q (25.265572 sec): 3 clusters Score: Raw -21808.573409 + Penalty 85.037377 = -21723.536032 nChanged 17 SP:Iteration 9Q (25.266905 sec): 3 clusters Score: Raw -21819.684163 + Penalty 85.387622 = -21734.296542 nChanged 15 SP:Iteration 10F (25.268354 sec): 3 clusters Score: Raw -21829.035673 + Penalty 85.640679 = -21743.394995 nChanged 12 SP:Iteration 11Q (25.269663 sec): 3 clusters Score: Raw -21834.679544 + Penalty 85.927195 = -21748.752349 nChanged 8 SP:Iteration 12Q (25.270967 sec): 3 clusters Score: Raw -21840.283009 + Penalty 86.200057 = -21754.082952 nChanged 9 SP:Iteration 13Q (25.272284 sec): 3 clusters Score: Raw -21845.142156 + Penalty 86.299336 = -21758.842820 nChanged 6 SP:Iteration 14Q (25.273573 sec): 3 clusters Score: Raw -21848.033039 + Penalty 86.408441 = -21761.624598 nChanged 7 SP:Iteration 15Q (25.274861 sec): 3 clusters Score: Raw -21850.594205 + Penalty 86.756135 = -21763.838070 nChanged 8 SP:Iteration 16Q (25.276165 sec): 3 clusters Score: Raw -21854.232781 + Penalty 87.178921 = -21767.053861 nChanged 10 SP:Iteration 17Q (25.277497 sec): 3 clusters Score: Raw -21859.604046 + Penalty 87.007382 = -21772.596663 nChanged 6 SP:Iteration 18Q (25.278776 sec): 3 clusters Score: Raw -21862.524694 + Penalty 87.260316 = -21775.264378 nChanged 8 SP:Iteration 19Q (25.280046 sec): 3 clusters Score: Raw -21867.407305 + Penalty 87.450300 = -21779.957005 nChanged 5 SP:Iteration 20F (25.281483 sec): 3 clusters Score: Raw -21870.163892 + Penalty 87.450111 = -21782.713780 nChanged 7 SP:Iteration 21Q (25.282753 sec): 3 clusters Score: Raw -21874.605104 + Penalty 87.676375 = -21786.928729 nChanged 5 SP:Iteration 22Q (25.284026 sec): 3 clusters Score: Raw -21877.455685 + Penalty 88.155078 = -21789.300607 nChanged 6 SP:Iteration 23Q (25.285281 sec): 3 clusters Score: Raw -21881.301970 + Penalty 88.678516 = -21792.623454 nChanged 6 SP:Iteration 24Q (25.286555 sec): 3 clusters Score: Raw -21884.056762 + Penalty 89.073098 = -21794.983664 nChanged 4 SP:Iteration 25Q (25.287808 sec): 3 clusters Score: Raw -21885.195030 + Penalty 88.786519 = -21796.408512 nChanged 2 SP:Iteration 26Q (25.289057 sec): 3 clusters Score: Raw -21885.696840 + Penalty 88.869723 = -21796.827117 nChanged 2 SP:Iteration 27Q (25.290306 sec): 3 clusters Score: Raw -21885.989894 + Penalty 88.869723 = -21797.120171 nChanged 0 SP:Iteration 28F (25.291758 sec): 3 clusters Score: Raw -21885.989894 + Penalty 88.869723 = -21797.120171 nChanged 0 Score: Raw -1063099.051323 + Penalty 9428.712428 = -1053670.338895 Splitting cluster 5 changes total score from -1034857.759307 to -1053670.338895 So it's getting split into cluster 13. Memory request: 0.03 GB would take us to total of 0.27 GB. Trying to split cluster 6 (5260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.609519 sec): 2 clusters Score: Raw -239233.795263 + Penalty 212.484424 = -239021.310838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.619449 sec): 3 clusters Score: Raw -235787.636831 + Penalty 422.995287 = -235364.641544 nChanged 2477 SP:Iteration 1F (25.629199 sec): 3 clusters Score: Raw -237345.938505 + Penalty 419.433776 = -236926.504729 nChanged 476 SP:Iteration 2F (25.639103 sec): 3 clusters Score: Raw -237760.071372 + Penalty 415.311604 = -237344.759768 nChanged 435 SP:Iteration 3F (25.648861 sec): 3 clusters Score: Raw -238139.984572 + Penalty 411.682906 = -237728.301666 nChanged 343 SP:Iteration 4F (25.658609 sec): 3 clusters Score: Raw -238431.152898 + Penalty 407.965474 = -238023.187424 nChanged 228 SP:Iteration 5Q (25.668356 sec): 3 clusters Score: Raw -238603.126847 + Penalty 405.009432 = -238198.117415 nChanged 123 SP:Iteration 6Q (25.677686 sec): 3 clusters Score: Raw -238684.142645 + Penalty 401.508383 = -238282.634261 nChanged 94 SP:Iteration 7Q (25.686861 sec): 3 clusters Score: Raw -238729.707180 + Penalty 398.632184 = -238331.074995 nChanged 106 SP:Iteration 8Q (25.696235 sec): 3 clusters Score: Raw -238767.425520 + Penalty 396.697445 = -238370.728076 nChanged 108 SP:Iteration 9Q (25.705260 sec): 3 clusters Score: Raw -238800.531652 + Penalty 394.560354 = -238405.971299 nChanged 99 SP:Iteration 10F (25.714774 sec): 3 clusters Score: Raw -238832.465170 + Penalty 392.472348 = -238439.992822 nChanged 107 SP:Iteration 11Q (25.723940 sec): 3 clusters Score: Raw -238870.076611 + Penalty 390.882745 = -238479.193865 nChanged 91 SP:Iteration 12Q (25.732794 sec): 3 clusters Score: Raw -238900.026732 + Penalty 389.864170 = -238510.162562 nChanged 85 SP:Iteration 13Q (25.741556 sec): 3 clusters Score: Raw -238928.136324 + Penalty 389.190159 = -238538.946165 nChanged 100 SP:Iteration 14Q (25.750578 sec): 3 clusters Score: Raw -238967.494382 + Penalty 388.284740 = -238579.209642 nChanged 97 SP:Iteration 15Q (25.759364 sec): 3 clusters Score: Raw -239003.121597 + Penalty 388.301987 = -238614.819610 nChanged 94 SP:Iteration 16Q (25.768009 sec): 3 clusters Score: Raw -239040.081280 + Penalty 387.804689 = -238652.276592 nChanged 77 SP:Iteration 17Q (25.776730 sec): 3 clusters Score: Raw -239068.872291 + Penalty 386.731750 = -238682.140540 nChanged 63 SP:Iteration 18Q (25.785044 sec): 3 clusters Score: Raw -239088.772390 + Penalty 386.976938 = -238701.795453 nChanged 49 SP:Iteration 19Q (25.793297 sec): 3 clusters Score: Raw -239102.540124 + Penalty 387.500055 = -238715.040069 nChanged 45 SP:Iteration 20F (25.802894 sec): 3 clusters Score: Raw -239113.994320 + Penalty 388.014621 = -238725.979699 nChanged 36 SP:Iteration 21Q (25.811013 sec): 3 clusters Score: Raw -239123.815372 + Penalty 388.357628 = -238735.457745 nChanged 36 SP:Iteration 22Q (25.819077 sec): 3 clusters Score: Raw -239129.579421 + Penalty 387.195134 = -238742.384287 nChanged 31 SP:Iteration 23Q (25.827239 sec): 3 clusters Score: Raw -239138.610216 + Penalty 386.588180 = -238752.022036 nChanged 32 SP:Iteration 24Q (25.835220 sec): 3 clusters Score: Raw -239148.485318 + Penalty 386.074032 = -238762.411286 nChanged 41 SP:Iteration 25Q (25.843162 sec): 3 clusters Score: Raw -239155.897537 + Penalty 387.773388 = -238768.124150 nChanged 40 SP:Iteration 26Q (25.851132 sec): 3 clusters Score: Raw -239162.435292 + Penalty 389.013220 = -238773.422072 nChanged 37 SP:Iteration 27Q (25.859115 sec): 3 clusters Score: Raw -239166.829231 + Penalty 388.049000 = -238778.780231 nChanged 34 SP:Iteration 28Q (25.866911 sec): 3 clusters Score: Raw -239172.671469 + Penalty 385.775255 = -238786.896214 nChanged 26 SP:Iteration 29Q (25.874916 sec): 3 clusters Score: Raw -239173.892943 + Penalty 385.649926 = -238788.243016 nChanged 19 SP:Iteration 30F (25.884621 sec): 3 clusters Score: Raw -239174.900655 + Penalty 384.394759 = -238790.505895 nChanged 20 SP:Iteration 31Q (25.892396 sec): 3 clusters Score: Raw -239179.833751 + Penalty 385.985112 = -238793.848639 nChanged 24 SP:Iteration 32Q (25.900133 sec): 3 clusters Score: Raw -239183.210991 + Penalty 388.907781 = -238794.303210 nChanged 28 SP:Iteration 33Q (25.907921 sec): 3 clusters Score: Raw -239187.244198 + Penalty 389.077687 = -238798.166511 nChanged 32 SP:Iteration 34Q (25.915583 sec): 3 clusters Score: Raw -239192.693061 + Penalty 392.226818 = -238800.466243 nChanged 24 SP:Iteration 35Q (25.923188 sec): 3 clusters Score: Raw -239197.139297 + Penalty 393.438095 = -238803.701202 nChanged 18 SP:Iteration 36Q (25.930729 sec): 3 clusters Score: Raw -239196.538054 + Penalty 397.347729 = -238799.190325 nChanged 19 SP:Iteration 37F (25.940041 sec): 3 clusters Score: Raw -239196.804872 + Penalty 402.187299 = -238794.617573 nChanged 22 SP:Iteration 38F (25.949397 sec): 3 clusters Score: Raw -239200.291742 + Penalty 409.014086 = -238791.277657 nChanged 25 SP:Iteration 39F (25.958893 sec): 3 clusters Score: Raw -239203.264144 + Penalty 420.170335 = -238783.093809 nChanged 25 SP:Iteration 40F (25.968189 sec): 3 clusters Score: Raw -239210.662730 + Penalty 449.780315 = -238760.882415 nChanged 33 SP:Iteration 41F (25.978000 sec): 3 clusters Score: Raw -239228.456019 + Penalty 458.754692 = -238769.701327 nChanged 23 SP:Iteration 42Q (25.985355 sec): 3 clusters Score: Raw -239235.721970 + Penalty 485.867055 = -238749.854915 nChanged 9 SP:Iteration 43F (25.994615 sec): 3 clusters Score: Raw -239236.800905 + Penalty 504.583127 = -238732.217778 nChanged 3 SP:Iteration 44F (26.003881 sec): 3 clusters Score: Raw -239235.723330 + Penalty 559.002306 = -238676.721024 nChanged 5 SP:Iteration 45F (26.013524 sec): 3 clusters Score: Raw -239235.698054 + Penalty 588.740198 = -238646.957856 nChanged 4 SP:Iteration 46F (26.023169 sec): 3 clusters Score: Raw -239236.951352 + Penalty 558.325118 = -238678.626234 nChanged 3 SP:Iteration 47Q (26.030342 sec): 3 clusters Score: Raw -239236.359316 + Penalty 519.783564 = -238716.575752 nChanged 1 SP:Iteration 48Q (26.037494 sec): 3 clusters Score: Raw -239236.530854 + Penalty 519.783564 = -238716.747290 nChanged 0 SP:Iteration 49F (26.046726 sec): 3 clusters Score: Raw -239236.530854 + Penalty 519.783564 = -238716.747290 nChanged 0 Memory request: 0.02 GB would take us to total of 0.26 GB. Trying to split cluster 7 (2894 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.060243 sec): 2 clusters Score: Raw -135432.975268 + Penalty 185.163522 = -135247.811746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.065693 sec): 3 clusters Score: Raw -133567.107746 + Penalty 370.224105 = -133196.883641 nChanged 1311 SP:Iteration 1F (26.070972 sec): 3 clusters Score: Raw -134507.331909 + Penalty 371.205209 = -134136.126700 nChanged 353 SP:Iteration 2F (26.076191 sec): 3 clusters Score: Raw -134765.748695 + Penalty 375.096066 = -134390.652629 nChanged 299 SP:Iteration 3F (26.081368 sec): 3 clusters Score: Raw -135029.016074 + Penalty 380.110425 = -134648.905649 nChanged 248 SP:Iteration 4F (26.086550 sec): 3 clusters Score: Raw -135257.498367 + Penalty 397.248984 = -134860.249383 nChanged 154 SP:Iteration 5F (26.091808 sec): 3 clusters Score: Raw -135377.958597 + Penalty 411.754258 = -134966.204339 nChanged 74 SP:Iteration 6Q (26.097022 sec): 3 clusters Score: Raw -135430.312797 + Penalty 427.165878 = -135003.146919 nChanged 43 SP:Iteration 7Q (26.102131 sec): 3 clusters Score: Raw -135471.784314 + Penalty 430.015559 = -135041.768754 nChanged 23 SP:Iteration 8Q (26.106476 sec): 3 clusters Score: Raw -135479.681357 + Penalty 429.297998 = -135050.383359 nChanged 12 SP:Iteration 9Q (26.110645 sec): 3 clusters Score: Raw -135483.247258 + Penalty 431.043909 = -135052.203349 nChanged 6 SP:Iteration 10F (26.116059 sec): 3 clusters Score: Raw -135481.446038 + Penalty 439.748305 = -135041.697733 nChanged 6 SP:Iteration 11F (26.121470 sec): 3 clusters Score: Raw -135481.147418 + Penalty 447.995129 = -135033.152289 nChanged 4 SP:Iteration 12F (26.126898 sec): 3 clusters Score: Raw -135479.895516 + Penalty 444.369560 = -135035.525956 nChanged 2 SP:Iteration 13Q (26.131248 sec): 3 clusters Score: Raw -135480.086171 + Penalty 438.127832 = -135041.958338 nChanged 2 SP:Iteration 14Q (26.135593 sec): 3 clusters Score: Raw -135480.632405 + Penalty 440.485870 = -135040.146536 nChanged 1 SP:Iteration 15F (26.141036 sec): 3 clusters Score: Raw -135480.718161 + Penalty 443.680195 = -135037.037966 nChanged 1 SP:Iteration 16F (26.146431 sec): 3 clusters Score: Raw -135480.249700 + Penalty 443.680195 = -135036.569505 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 8 (1123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.153090 sec): 2 clusters Score: Raw -46557.192995 + Penalty 175.829064 = -46381.363931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.155343 sec): 3 clusters Score: Raw -45862.300387 + Penalty 365.322311 = -45496.978076 nChanged 476 SP:Iteration 1F (26.157504 sec): 3 clusters Score: Raw -46258.081249 + Penalty 371.377997 = -45886.703253 nChanged 145 SP:Iteration 2F (26.159701 sec): 3 clusters Score: Raw -46398.167349 + Penalty 369.968700 = -46028.198649 nChanged 72 SP:Iteration 3F (26.161889 sec): 3 clusters Score: Raw -46474.943843 + Penalty 367.379735 = -46107.564108 nChanged 44 SP:Iteration 4Q (26.164026 sec): 3 clusters Score: Raw -46520.824733 + Penalty 363.254338 = -46157.570395 nChanged 29 SP:Iteration 5Q (26.166126 sec): 3 clusters Score: Raw -46542.596052 + Penalty 359.339307 = -46183.256744 nChanged 22 SP:Iteration 6Q (26.168208 sec): 3 clusters Score: Raw -46553.464097 + Penalty 356.024507 = -46197.439590 nChanged 19 SP:Iteration 7Q (26.170288 sec): 3 clusters Score: Raw -46561.482613 + Penalty 352.424714 = -46209.057899 nChanged 21 SP:Iteration 8Q (26.172359 sec): 3 clusters Score: Raw -46567.724193 + Penalty 349.163691 = -46218.560502 nChanged 19 SP:Iteration 9Q (26.174430 sec): 3 clusters Score: Raw -46575.598157 + Penalty 345.981443 = -46229.616713 nChanged 18 SP:Iteration 10F (26.176602 sec): 3 clusters Score: Raw -46582.306479 + Penalty 343.468232 = -46238.838247 nChanged 15 SP:Iteration 11Q (26.178744 sec): 3 clusters Score: Raw -46586.029724 + Penalty 341.642761 = -46244.386963 nChanged 11 SP:Iteration 12Q (26.180877 sec): 3 clusters Score: Raw -46588.745223 + Penalty 339.218389 = -46249.526834 nChanged 14 SP:Iteration 13Q (26.182955 sec): 3 clusters Score: Raw -46592.065059 + Penalty 337.040526 = -46255.024533 nChanged 12 SP:Iteration 14Q (26.185105 sec): 3 clusters Score: Raw -46595.928612 + Penalty 334.047524 = -46261.881088 nChanged 19 SP:Iteration 15Q (26.187253 sec): 3 clusters Score: Raw -46601.121313 + Penalty 331.009232 = -46270.112082 nChanged 16 SP:Iteration 16Q (26.189392 sec): 3 clusters Score: Raw -46605.378115 + Penalty 328.573014 = -46276.805101 nChanged 14 SP:Iteration 17Q (26.191527 sec): 3 clusters Score: Raw -46609.523192 + Penalty 327.023691 = -46282.499501 nChanged 9 SP:Iteration 18Q (26.193640 sec): 3 clusters Score: Raw -46612.962225 + Penalty 325.624652 = -46287.337573 nChanged 8 SP:Iteration 19Q (26.195738 sec): 3 clusters Score: Raw -46615.272814 + Penalty 324.753476 = -46290.519339 nChanged 7 SP:Iteration 20F (26.198008 sec): 3 clusters Score: Raw -46616.636952 + Penalty 323.796811 = -46292.840140 nChanged 5 SP:Iteration 21Q (26.200109 sec): 3 clusters Score: Raw -46618.081631 + Penalty 322.597367 = -46295.484264 nChanged 9 SP:Iteration 22Q (26.202167 sec): 3 clusters Score: Raw -46620.373850 + Penalty 320.885944 = -46299.487906 nChanged 8 SP:Iteration 23Q (26.204257 sec): 3 clusters Score: Raw -46621.818941 + Penalty 320.022910 = -46301.796031 nChanged 6 SP:Iteration 24Q (26.206473 sec): 3 clusters Score: Raw -46622.788379 + Penalty 317.640617 = -46305.147762 nChanged 8 SP:Iteration 25Q (26.208676 sec): 3 clusters Score: Raw -46624.241406 + Penalty 317.157101 = -46307.084305 nChanged 4 SP:Iteration 26Q (26.210727 sec): 3 clusters Score: Raw -46624.656913 + Penalty 316.998882 = -46307.658031 nChanged 1 SP:Iteration 27Q (26.212762 sec): 3 clusters Score: Raw -46624.660617 + Penalty 316.998882 = -46307.661735 nChanged 0 SP:Iteration 28F (26.214954 sec): 3 clusters Score: Raw -46624.660617 + Penalty 316.998882 = -46307.661735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 9 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.216055 sec): 2 clusters Score: Raw -3244.785194 + Penalty 37.770989 = -3207.014205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.216412 sec): 3 clusters Score: Raw -3209.110307 + Penalty 89.072606 = -3120.037701 nChanged 33 SP:Iteration 1F (26.216754 sec): 3 clusters Score: Raw -3245.180095 + Penalty 115.733766 = -3129.446329 nChanged 10 SP:Iteration 2F (26.217096 sec): 3 clusters Score: Raw -3257.888396 + Penalty 144.823750 = -3113.064645 nChanged 4 SP:Iteration 3F (26.217461 sec): 3 clusters Score: Raw -3262.764657 + Penalty 156.701504 = -3106.063153 nChanged 1 SP:Iteration 4F (26.217803 sec): 3 clusters Score: Raw -3263.655885 + Penalty 192.421359 = -3071.234526 nChanged 2 SP:Iteration 5F (26.218146 sec): 3 clusters Score: Raw -3266.798333 + Penalty 221.046351 = -3045.751982 nChanged 1 SP:Iteration 6F (26.218487 sec): 3 clusters Score: Raw -3270.143246 + Penalty 221.046351 = -3049.096895 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 10 (1803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.226591 sec): 2 clusters Score: Raw -72064.434342 + Penalty 48.730704 = -72015.703637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.230092 sec): 3 clusters Score: Raw -70897.002429 + Penalty 97.304364 = -70799.698065 nChanged 848 SP:Iteration 1F (26.233411 sec): 3 clusters Score: Raw -71597.223973 + Penalty 96.413221 = -71500.810752 nChanged 115 SP:Iteration 2F (26.236709 sec): 3 clusters Score: Raw -71711.314158 + Penalty 95.967772 = -71615.346386 nChanged 88 SP:Iteration 3Q (26.239919 sec): 3 clusters Score: Raw -71788.089167 + Penalty 95.790046 = -71692.299121 nChanged 79 SP:Iteration 4Q (26.243085 sec): 3 clusters Score: Raw -71842.640031 + Penalty 95.810244 = -71746.829787 nChanged 44 SP:Iteration 5Q (26.246210 sec): 3 clusters Score: Raw -71859.667526 + Penalty 95.786988 = -71763.880538 nChanged 31 SP:Iteration 6Q (26.249326 sec): 3 clusters Score: Raw -71863.855896 + Penalty 96.251101 = -71767.604795 nChanged 17 SP:Iteration 7Q (26.252446 sec): 3 clusters Score: Raw -71866.754811 + Penalty 96.361980 = -71770.392830 nChanged 13 SP:Iteration 8Q (26.255565 sec): 3 clusters Score: Raw -71868.621723 + Penalty 96.367361 = -71772.254362 nChanged 6 SP:Iteration 9Q (26.258760 sec): 3 clusters Score: Raw -71868.922423 + Penalty 96.368448 = -71772.553975 nChanged 1 SP:Iteration 10F (26.262189 sec): 3 clusters Score: Raw -71868.931290 + Penalty 96.368448 = -71772.562843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 11 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.264596 sec): 2 clusters Score: Raw -8827.726885 + Penalty 53.498925 = -8774.227960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.265223 sec): 3 clusters Score: Raw -8706.763242 + Penalty 108.524886 = -8598.238356 nChanged 86 SP:Iteration 1F (26.265836 sec): 3 clusters Score: Raw -8741.614510 + Penalty 109.086094 = -8632.528416 nChanged 15 SP:Iteration 2F (26.266447 sec): 3 clusters Score: Raw -8749.657668 + Penalty 108.400945 = -8641.256723 nChanged 5 SP:Iteration 3Q (26.267057 sec): 3 clusters Score: Raw -8755.965630 + Penalty 108.553308 = -8647.412322 nChanged 1 SP:Iteration 4Q (26.267665 sec): 3 clusters Score: Raw -8759.187754 + Penalty 108.707458 = -8650.480296 nChanged 1 SP:Iteration 5Q (26.268273 sec): 3 clusters Score: Raw -8759.513252 + Penalty 108.889893 = -8650.623359 nChanged 1 SP:Iteration 6Q (26.268879 sec): 3 clusters Score: Raw -8759.644635 + Penalty 109.491040 = -8650.153595 nChanged 4 SP:Iteration 7F (26.269488 sec): 3 clusters Score: Raw -8760.658477 + Penalty 111.522645 = -8649.135832 nChanged 9 SP:Iteration 8F (26.270096 sec): 3 clusters Score: Raw -8765.246043 + Penalty 114.684847 = -8650.561195 nChanged 14 SP:Iteration 9F (26.270713 sec): 3 clusters Score: Raw -8776.815723 + Penalty 119.347772 = -8657.467951 nChanged 17 SP:Iteration 10F (26.271362 sec): 3 clusters Score: Raw -8792.575773 + Penalty 126.508937 = -8666.066837 nChanged 13 SP:Iteration 11F (26.271979 sec): 3 clusters Score: Raw -8804.263059 + Penalty 145.236694 = -8659.026365 nChanged 11 SP:Iteration 12F (26.272578 sec): 3 clusters Score: Raw -8816.118517 + Penalty 155.729377 = -8660.389141 nChanged 6 SP:Iteration 13Q (26.273170 sec): 3 clusters Score: Raw -8821.859712 + Penalty 162.350611 = -8659.509101 nChanged 2 SP:Iteration 14F (26.273774 sec): 3 clusters Score: Raw -8823.004041 + Penalty 166.662201 = -8656.341841 nChanged 1 SP:Iteration 15F (26.274378 sec): 3 clusters Score: Raw -8824.460426 + Penalty 166.400773 = -8658.059654 nChanged 1 SP:Iteration 16Q (26.274962 sec): 3 clusters Score: Raw -8826.964215 + Penalty 166.400773 = -8660.563442 nChanged 0 SP:Iteration 17F (26.275566 sec): 3 clusters Score: Raw -8826.964215 + Penalty 166.400773 = -8660.563442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 12 (250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.276646 sec): 2 clusters Score: Raw -13279.214946 + Penalty 651.813438 = -12627.401508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.277328 sec): 3 clusters Score: Raw -13101.242109 + Penalty 1346.250306 = -11754.991803 nChanged 77 SP:Iteration 1F (26.277964 sec): 3 clusters Score: Raw -13296.886322 + Penalty 1364.657561 = -11932.228761 nChanged 29 SP:Iteration 2F (26.278599 sec): 3 clusters Score: Raw -13365.503953 + Penalty 1372.083116 = -11993.420836 nChanged 13 SP:Iteration 3F (26.279236 sec): 3 clusters Score: Raw -13399.999337 + Penalty 1380.932273 = -12019.067064 nChanged 7 SP:Iteration 4Q (26.279769 sec): 3 clusters Score: Raw -13441.690333 + Penalty 1380.932273 = -12060.758060 nChanged 0 SP:Iteration 5F (26.280404 sec): 3 clusters Score: Raw -13441.690333 + Penalty 1380.932273 = -12060.758060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 14 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.282805 sec): 2 clusters Score: Raw -16630.753432 + Penalty 206.381652 = -16424.371780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.283840 sec): 3 clusters Score: Raw -16403.756033 + Penalty 421.431254 = -15982.324779 nChanged 165 SP:Iteration 1F (26.284855 sec): 3 clusters Score: Raw -16562.528956 + Penalty 433.559818 = -16128.969138 nChanged 51 SP:Iteration 2F (26.285863 sec): 3 clusters Score: Raw -16612.624776 + Penalty 443.355023 = -16169.269753 nChanged 28 SP:Iteration 3F (26.286869 sec): 3 clusters Score: Raw -16634.542388 + Penalty 448.655323 = -16185.887065 nChanged 13 SP:Iteration 4Q (26.287838 sec): 3 clusters Score: Raw -16639.246559 + Penalty 454.300243 = -16184.946316 nChanged 6 SP:Iteration 5F (26.288844 sec): 3 clusters Score: Raw -16642.179455 + Penalty 458.797104 = -16183.382352 nChanged 5 SP:Iteration 6F (26.289844 sec): 3 clusters Score: Raw -16644.156055 + Penalty 464.655699 = -16179.500357 nChanged 8 SP:Iteration 7F (26.290849 sec): 3 clusters Score: Raw -16646.958241 + Penalty 467.517432 = -16179.440809 nChanged 3 SP:Iteration 8F (26.291848 sec): 3 clusters Score: Raw -16647.943700 + Penalty 472.690331 = -16175.253369 nChanged 6 SP:Iteration 9F (26.292846 sec): 3 clusters Score: Raw -16652.769219 + Penalty 481.610072 = -16171.159147 nChanged 7 SP:Iteration 10F (26.293844 sec): 3 clusters Score: Raw -16657.792274 + Penalty 495.272826 = -16162.519449 nChanged 9 SP:Iteration 11F (26.294846 sec): 3 clusters Score: Raw -16663.958498 + Penalty 508.340561 = -16155.617937 nChanged 9 SP:Iteration 12F (26.295841 sec): 3 clusters Score: Raw -16669.306821 + Penalty 519.193796 = -16150.113024 nChanged 10 SP:Iteration 13F (26.296835 sec): 3 clusters Score: Raw -16675.678862 + Penalty 534.954420 = -16140.724442 nChanged 11 SP:Iteration 14F (26.297827 sec): 3 clusters Score: Raw -16685.496701 + Penalty 554.535272 = -16130.961429 nChanged 6 SP:Iteration 15F (26.298877 sec): 3 clusters Score: Raw -16691.113640 + Penalty 565.664185 = -16125.449454 nChanged 5 SP:Iteration 16F (26.299899 sec): 3 clusters Score: Raw -16694.263316 + Penalty 580.203178 = -16114.060138 nChanged 5 SP:Iteration 17F (26.300923 sec): 3 clusters Score: Raw -16700.202780 + Penalty 597.551459 = -16102.651321 nChanged 4 SP:Iteration 18F (26.301945 sec): 3 clusters Score: Raw -16704.340351 + Penalty 615.400090 = -16088.940260 nChanged 4 SP:Iteration 19F (26.302968 sec): 3 clusters Score: Raw -16707.490200 + Penalty 620.607207 = -16086.882993 nChanged 3 SP:Iteration 20F (26.303990 sec): 3 clusters Score: Raw -16710.442693 + Penalty 633.096528 = -16077.346165 nChanged 3 SP:Iteration 21F (26.305020 sec): 3 clusters Score: Raw -16712.751515 + Penalty 646.935155 = -16065.816360 nChanged 5 SP:Iteration 22F (26.306045 sec): 3 clusters Score: Raw -16717.081596 + Penalty 659.528482 = -16057.553114 nChanged 2 SP:Iteration 23F (26.307068 sec): 3 clusters Score: Raw -16719.391973 + Penalty 672.066797 = -16047.325175 nChanged 1 SP:Iteration 24F (26.308090 sec): 3 clusters Score: Raw -16722.561668 + Penalty 711.148867 = -16011.412801 nChanged 3 SP:Iteration 25F (26.309071 sec): 3 clusters Score: Raw -16728.868945 + Penalty 726.904955 = -16001.963989 nChanged 2 SP:Iteration 26F (26.310057 sec): 3 clusters Score: Raw -16730.175148 + Penalty 739.072441 = -15991.102707 nChanged 2 SP:Iteration 27F (26.311046 sec): 3 clusters Score: Raw -16733.307752 + Penalty 745.122574 = -15988.185178 nChanged 1 SP:Iteration 28F (26.312027 sec): 3 clusters Score: Raw -16733.901520 + Penalty 745.122574 = -15988.778946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 17 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.314784 sec): 2 clusters Score: Raw -9548.423412 + Penalty 452.921648 = -9095.501764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.315342 sec): 3 clusters Score: Raw -9429.077566 + Penalty 894.897945 = -8534.179622 nChanged 49 SP:Iteration 1F (26.315890 sec): 3 clusters Score: Raw -9493.499710 + Penalty 896.397252 = -8597.102458 nChanged 18 SP:Iteration 2F (26.316425 sec): 3 clusters Score: Raw -9528.349292 + Penalty 897.699166 = -8630.650126 nChanged 7 SP:Iteration 3Q (26.316950 sec): 3 clusters Score: Raw -9534.685217 + Penalty 903.290773 = -8631.394445 nChanged 5 SP:Iteration 4Q (26.317461 sec): 3 clusters Score: Raw -9547.743425 + Penalty 906.671019 = -8641.072406 nChanged 9 SP:Iteration 5Q (26.317958 sec): 3 clusters Score: Raw -9563.982702 + Penalty 919.620635 = -8644.362066 nChanged 8 SP:Iteration 6Q (26.318445 sec): 3 clusters Score: Raw -9577.454187 + Penalty 926.128688 = -8651.325499 nChanged 5 SP:Iteration 7Q (26.318925 sec): 3 clusters Score: Raw -9584.944352 + Penalty 932.802000 = -8652.142353 nChanged 4 SP:Iteration 8Q (26.319402 sec): 3 clusters Score: Raw -9592.079076 + Penalty 953.297293 = -8638.781783 nChanged 5 SP:Iteration 9F (26.319944 sec): 3 clusters Score: Raw -9599.136134 + Penalty 967.156589 = -8631.979545 nChanged 2 SP:Iteration 10F (26.320488 sec): 3 clusters Score: Raw -9596.920237 + Penalty 967.156589 = -8629.763648 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 18 (677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.322766 sec): 2 clusters Score: Raw -28995.239718 + Penalty 181.230803 = -28814.008915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.324206 sec): 3 clusters Score: Raw -28597.694274 + Penalty 371.692864 = -28226.001410 nChanged 286 SP:Iteration 1F (26.325634 sec): 3 clusters Score: Raw -28881.885910 + Penalty 382.030420 = -28499.855490 nChanged 77 SP:Iteration 2F (26.327081 sec): 3 clusters Score: Raw -28930.072013 + Penalty 386.829735 = -28543.242278 nChanged 23 SP:Iteration 3Q (26.328508 sec): 3 clusters Score: Raw -28940.861148 + Penalty 392.295714 = -28548.565434 nChanged 22 SP:Iteration 4Q (26.329961 sec): 3 clusters Score: Raw -28949.533851 + Penalty 399.434827 = -28550.099024 nChanged 16 SP:Iteration 5Q (26.331368 sec): 3 clusters Score: Raw -28956.977317 + Penalty 408.769584 = -28548.207733 nChanged 22 SP:Iteration 6F (26.332782 sec): 3 clusters Score: Raw -28967.052353 + Penalty 416.773341 = -28550.279012 nChanged 18 SP:Iteration 7Q (26.334224 sec): 3 clusters Score: Raw -28975.240079 + Penalty 423.933929 = -28551.306149 nChanged 19 SP:Iteration 8Q (26.335647 sec): 3 clusters Score: Raw -28985.649390 + Penalty 438.921737 = -28546.727652 nChanged 21 SP:Iteration 9F (26.337088 sec): 3 clusters Score: Raw -29000.127865 + Penalty 451.188303 = -28548.939562 nChanged 20 SP:Iteration 10F (26.338511 sec): 3 clusters Score: Raw -29017.815159 + Penalty 459.050874 = -28558.764285 nChanged 13 SP:Iteration 11Q (26.339854 sec): 3 clusters Score: Raw -29023.313057 + Penalty 458.819860 = -28564.493197 nChanged 10 SP:Iteration 12Q (26.341173 sec): 3 clusters Score: Raw -29027.219637 + Penalty 463.894336 = -28563.325301 nChanged 5 SP:Iteration 13F (26.342599 sec): 3 clusters Score: Raw -29028.825060 + Penalty 465.720421 = -28563.104638 nChanged 2 SP:Iteration 14F (26.344025 sec): 3 clusters Score: Raw -29029.188531 + Penalty 464.822446 = -28564.366086 nChanged 3 SP:Iteration 15Q (26.345332 sec): 3 clusters Score: Raw -29029.581187 + Penalty 467.828182 = -28561.753005 nChanged 3 SP:Iteration 16F (26.346757 sec): 3 clusters Score: Raw -29030.577796 + Penalty 471.759363 = -28558.818433 nChanged 3 SP:Iteration 17F (26.348223 sec): 3 clusters Score: Raw -29031.674104 + Penalty 473.262323 = -28558.411781 nChanged 1 SP:Iteration 18F (26.349670 sec): 3 clusters Score: Raw -29031.935128 + Penalty 473.670926 = -28558.264202 nChanged 1 SP:Iteration 19F (26.351117 sec): 3 clusters Score: Raw -29031.973308 + Penalty 473.670926 = -28558.302381 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 20 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.354071 sec): 2 clusters Score: Raw -23482.434833 + Penalty 203.139787 = -23279.295046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.355294 sec): 3 clusters Score: Raw -23169.024470 + Penalty 460.507237 = -22708.517233 nChanged 232 SP:Iteration 1F (26.356479 sec): 3 clusters Score: Raw -23447.371382 + Penalty 498.843260 = -22948.528123 nChanged 52 SP:Iteration 2F (26.357706 sec): 3 clusters Score: Raw -23528.613502 + Penalty 501.983986 = -23026.629515 nChanged 16 SP:Iteration 3Q (26.358906 sec): 3 clusters Score: Raw -23549.279817 + Penalty 496.561079 = -23052.718739 nChanged 4 SP:Iteration 4Q (26.360016 sec): 3 clusters Score: Raw -23559.338312 + Penalty 487.526717 = -23071.811595 nChanged 4 SP:Iteration 5Q (26.361083 sec): 3 clusters Score: Raw -23561.001069 + Penalty 485.240553 = -23075.760516 nChanged 1 SP:Iteration 6Q (26.362141 sec): 3 clusters Score: Raw -23561.224740 + Penalty 480.076442 = -23081.148298 nChanged 2 SP:Iteration 7Q (26.363204 sec): 3 clusters Score: Raw -23561.629563 + Penalty 480.076442 = -23081.553121 nChanged 0 SP:Iteration 8F (26.364448 sec): 3 clusters Score: Raw -23561.629563 + Penalty 480.076442 = -23081.553121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 21 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.365480 sec): 2 clusters Score: Raw -10342.449868 + Penalty 460.916761 = -9881.533107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.366068 sec): 3 clusters Score: Raw -10139.897127 + Penalty 923.698540 = -9216.198588 nChanged 59 SP:Iteration 1F (26.366638 sec): 3 clusters Score: Raw -10192.162195 + Penalty 922.490807 = -9269.671389 nChanged 18 SP:Iteration 2F (26.367205 sec): 3 clusters Score: Raw -10214.176687 + Penalty 919.657666 = -9294.519022 nChanged 17 SP:Iteration 3F (26.367806 sec): 3 clusters Score: Raw -10240.261250 + Penalty 915.560480 = -9324.700770 nChanged 15 SP:Iteration 4F (26.368426 sec): 3 clusters Score: Raw -10266.450620 + Penalty 915.569698 = -9350.880922 nChanged 11 SP:Iteration 5F (26.369015 sec): 3 clusters Score: Raw -10288.679857 + Penalty 916.053086 = -9372.626771 nChanged 5 SP:Iteration 6Q (26.369590 sec): 3 clusters Score: Raw -10293.046073 + Penalty 913.503898 = -9379.542175 nChanged 6 SP:Iteration 7Q (26.370150 sec): 3 clusters Score: Raw -10296.196561 + Penalty 915.281946 = -9380.914615 nChanged 2 SP:Iteration 8Q (26.370717 sec): 3 clusters Score: Raw -10298.542910 + Penalty 914.110354 = -9384.432556 nChanged 1 SP:Iteration 9Q (26.371255 sec): 3 clusters Score: Raw -10300.076492 + Penalty 913.935505 = -9386.140987 nChanged 2 SP:Iteration 10F (26.371812 sec): 3 clusters Score: Raw -10301.690945 + Penalty 911.811269 = -9389.879676 nChanged 1 SP:Iteration 11Q (26.372344 sec): 3 clusters Score: Raw -10302.948018 + Penalty 912.180490 = -9390.767528 nChanged 1 SP:Iteration 12Q (26.372870 sec): 3 clusters Score: Raw -10302.448970 + Penalty 907.638934 = -9394.810036 nChanged 2 SP:Iteration 13Q (26.373393 sec): 3 clusters Score: Raw -10304.943545 + Penalty 908.056502 = -9396.887043 nChanged 2 SP:Iteration 14Q (26.373916 sec): 3 clusters Score: Raw -10309.145332 + Penalty 905.073348 = -9404.071984 nChanged 3 SP:Iteration 15Q (26.374438 sec): 3 clusters Score: Raw -10310.858157 + Penalty 905.073348 = -9405.784809 nChanged 0 SP:Iteration 16F (26.374993 sec): 3 clusters Score: Raw -10310.858157 + Penalty 905.073348 = -9405.784809 nChanged 0 Memory request: 0.03 GB would take us to total of 0.27 GB. Trying to split cluster 23 (5680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.398505 sec): 2 clusters Score: Raw -222672.354250 + Penalty 100.153178 = -222572.201072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.409216 sec): 3 clusters Score: Raw -218924.827945 + Penalty 200.079118 = -218724.748827 nChanged 2644 SP:Iteration 1F (26.419507 sec): 3 clusters Score: Raw -220826.787647 + Penalty 193.270537 = -220633.517110 nChanged 704 SP:Iteration 2F (26.429710 sec): 3 clusters Score: Raw -221456.829654 + Penalty 182.255972 = -221274.573682 nChanged 476 SP:Iteration 3F (26.439822 sec): 3 clusters Score: Raw -222085.492889 + Penalty 173.788194 = -221911.704695 nChanged 255 SP:Iteration 4Q (26.449454 sec): 3 clusters Score: Raw -222399.588004 + Penalty 170.416763 = -222229.171241 nChanged 153 SP:Iteration 5Q (26.458430 sec): 3 clusters Score: Raw -222482.438526 + Penalty 168.275829 = -222314.162698 nChanged 96 SP:Iteration 6Q (26.467292 sec): 3 clusters Score: Raw -222523.130491 + Penalty 166.343757 = -222356.786734 nChanged 69 SP:Iteration 7Q (26.476010 sec): 3 clusters Score: Raw -222545.775010 + Penalty 165.491256 = -222380.283755 nChanged 60 SP:Iteration 8Q (26.484620 sec): 3 clusters Score: Raw -222564.621260 + Penalty 165.213476 = -222399.407784 nChanged 54 SP:Iteration 9Q (26.493100 sec): 3 clusters Score: Raw -222581.409725 + Penalty 163.956619 = -222417.453106 nChanged 49 SP:Iteration 10F (26.503149 sec): 3 clusters Score: Raw -222595.326325 + Penalty 163.300808 = -222432.025517 nChanged 39 SP:Iteration 11Q (26.511531 sec): 3 clusters Score: Raw -222607.190703 + Penalty 162.102897 = -222445.087806 nChanged 38 SP:Iteration 12Q (26.519875 sec): 3 clusters Score: Raw -222617.868821 + Penalty 161.579206 = -222456.289615 nChanged 28 SP:Iteration 13Q (26.528145 sec): 3 clusters Score: Raw -222623.379923 + Penalty 161.384047 = -222461.995876 nChanged 17 SP:Iteration 14Q (26.536417 sec): 3 clusters Score: Raw -222626.412790 + Penalty 161.463838 = -222464.948952 nChanged 14 SP:Iteration 15Q (26.544644 sec): 3 clusters Score: Raw -222629.223473 + Penalty 161.774539 = -222467.448933 nChanged 19 SP:Iteration 16Q (26.552849 sec): 3 clusters Score: Raw -222633.421283 + Penalty 162.261301 = -222471.159982 nChanged 16 SP:Iteration 17Q (26.561030 sec): 3 clusters Score: Raw -222635.799526 + Penalty 161.656912 = -222474.142614 nChanged 15 SP:Iteration 18Q (26.569273 sec): 3 clusters Score: Raw -222638.427315 + Penalty 161.486487 = -222476.940828 nChanged 16 SP:Iteration 19Q (26.577656 sec): 3 clusters Score: Raw -222641.999849 + Penalty 161.696506 = -222480.303343 nChanged 18 SP:Iteration 20F (26.587706 sec): 3 clusters Score: Raw -222646.170159 + Penalty 161.997023 = -222484.173136 nChanged 17 SP:Iteration 21Q (26.595810 sec): 3 clusters Score: Raw -222649.304654 + Penalty 159.619369 = -222489.685285 nChanged 14 SP:Iteration 22Q (26.603920 sec): 3 clusters Score: Raw -222652.696249 + Penalty 160.167980 = -222492.528269 nChanged 16 SP:Iteration 23Q (26.612058 sec): 3 clusters Score: Raw -222655.883003 + Penalty 160.369671 = -222495.513332 nChanged 13 SP:Iteration 24Q (26.620157 sec): 3 clusters Score: Raw -222658.114456 + Penalty 159.752153 = -222498.362303 nChanged 6 SP:Iteration 25Q (26.628186 sec): 3 clusters Score: Raw -222659.184296 + Penalty 159.505936 = -222499.678360 nChanged 8 SP:Iteration 26Q (26.636203 sec): 3 clusters Score: Raw -222660.569603 + Penalty 159.567193 = -222501.002410 nChanged 6 SP:Iteration 27Q (26.644246 sec): 3 clusters Score: Raw -222661.504901 + Penalty 159.956887 = -222501.548013 nChanged 5 SP:Iteration 28Q (26.652227 sec): 3 clusters Score: Raw -222662.176230 + Penalty 159.989674 = -222502.186556 nChanged 5 SP:Iteration 29Q (26.660194 sec): 3 clusters Score: Raw -222663.145852 + Penalty 159.632448 = -222503.513404 nChanged 4 SP:Iteration 30F (26.670212 sec): 3 clusters Score: Raw -222663.877203 + Penalty 159.259282 = -222504.617921 nChanged 2 SP:Iteration 31Q (26.678217 sec): 3 clusters Score: Raw -222664.041353 + Penalty 158.475786 = -222505.565567 nChanged 2 SP:Iteration 32Q (26.686213 sec): 3 clusters Score: Raw -222664.193985 + Penalty 158.573734 = -222505.620251 nChanged 3 SP:Iteration 33Q (26.694161 sec): 3 clusters Score: Raw -222664.455954 + Penalty 158.559801 = -222505.896153 nChanged 2 SP:Iteration 34Q (26.702140 sec): 3 clusters Score: Raw -222664.680346 + Penalty 158.208968 = -222506.471378 nChanged 3 SP:Iteration 35Q (26.710185 sec): 3 clusters Score: Raw -222664.984244 + Penalty 158.340788 = -222506.643456 nChanged 3 SP:Iteration 36Q (26.718123 sec): 3 clusters Score: Raw -222665.313806 + Penalty 158.412697 = -222506.901109 nChanged 3 SP:Iteration 37Q (26.726092 sec): 3 clusters Score: Raw -222665.642531 + Penalty 155.906766 = -222509.735764 nChanged 1 SP:Iteration 38Q (26.734038 sec): 3 clusters Score: Raw -222665.988199 + Penalty 155.906766 = -222510.081432 nChanged 0 SP:Iteration 39F (26.744029 sec): 3 clusters Score: Raw -222665.988199 + Penalty 155.906766 = -222510.081432 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 25 (901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.750575 sec): 2 clusters Score: Raw -35799.889269 + Penalty 96.436027 = -35703.453243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.752389 sec): 3 clusters Score: Raw -35246.336140 + Penalty 192.262665 = -35054.073476 nChanged 410 SP:Iteration 1F (26.754170 sec): 3 clusters Score: Raw -35496.870322 + Penalty 190.966762 = -35305.903560 nChanged 99 SP:Iteration 2F (26.755950 sec): 3 clusters Score: Raw -35546.461609 + Penalty 193.081254 = -35353.380354 nChanged 71 SP:Iteration 3F (26.757734 sec): 3 clusters Score: Raw -35592.305656 + Penalty 196.422490 = -35395.883167 nChanged 65 SP:Iteration 4F (26.759529 sec): 3 clusters Score: Raw -35650.395624 + Penalty 198.206777 = -35452.188846 nChanged 59 SP:Iteration 5F (26.761322 sec): 3 clusters Score: Raw -35723.090927 + Penalty 199.629168 = -35523.461759 nChanged 40 SP:Iteration 6Q (26.763090 sec): 3 clusters Score: Raw -35752.396718 + Penalty 200.127550 = -35552.269169 nChanged 19 SP:Iteration 7Q (26.764855 sec): 3 clusters Score: Raw -35758.473407 + Penalty 200.008942 = -35558.464465 nChanged 12 SP:Iteration 8Q (26.766658 sec): 3 clusters Score: Raw -35760.882134 + Penalty 199.589636 = -35561.292498 nChanged 6 SP:Iteration 9Q (26.768469 sec): 3 clusters Score: Raw -35761.456037 + Penalty 199.599146 = -35561.856891 nChanged 3 SP:Iteration 10F (26.770351 sec): 3 clusters Score: Raw -35761.924068 + Penalty 199.452424 = -35562.471644 nChanged 1 SP:Iteration 11Q (26.772140 sec): 3 clusters Score: Raw -35761.964766 + Penalty 199.324217 = -35562.640548 nChanged 1 SP:Iteration 12Q (26.773936 sec): 3 clusters Score: Raw -35761.994573 + Penalty 199.219339 = -35562.775234 nChanged 1 SP:Iteration 13Q (26.775698 sec): 3 clusters Score: Raw -35762.063027 + Penalty 199.108743 = -35562.954284 nChanged 1 SP:Iteration 14Q (26.777450 sec): 3 clusters Score: Raw -35762.162332 + Penalty 198.966588 = -35563.195745 nChanged 1 SP:Iteration 15Q (26.779200 sec): 3 clusters Score: Raw -35762.253053 + Penalty 198.825922 = -35563.427131 nChanged 1 SP:Iteration 16Q (26.780950 sec): 3 clusters Score: Raw -35762.289399 + Penalty 198.825922 = -35563.463478 nChanged 0 SP:Iteration 17F (26.782738 sec): 3 clusters Score: Raw -35762.289399 + Penalty 198.825922 = -35563.463478 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 37 (554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.784911 sec): 2 clusters Score: Raw -25474.723849 + Penalty 348.878621 = -25125.845228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.786139 sec): 3 clusters Score: Raw -25078.179458 + Penalty 711.934723 = -24366.244735 nChanged 208 SP:Iteration 1F (26.787320 sec): 3 clusters Score: Raw -25283.623725 + Penalty 758.022482 = -24525.601243 nChanged 94 SP:Iteration 2F (26.788489 sec): 3 clusters Score: Raw -25444.096573 + Penalty 834.523866 = -24609.572707 nChanged 63 SP:Iteration 3F (26.789652 sec): 3 clusters Score: Raw -25559.159388 + Penalty 882.613015 = -24676.546373 nChanged 23 SP:Iteration 4Q (26.790782 sec): 3 clusters Score: Raw -25579.731203 + Penalty 899.310902 = -24680.420302 nChanged 8 SP:Iteration 5Q (26.791863 sec): 3 clusters Score: Raw -25583.924672 + Penalty 906.146393 = -24677.778279 nChanged 3 SP:Iteration 6F (26.793061 sec): 3 clusters Score: Raw -25586.434721 + Penalty 912.873176 = -24673.561545 nChanged 2 SP:Iteration 7F (26.794264 sec): 3 clusters Score: Raw -25588.244358 + Penalty 917.515027 = -24670.729331 nChanged 2 SP:Iteration 8F (26.795463 sec): 3 clusters Score: Raw -25589.601852 + Penalty 917.515027 = -24672.086825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 58 (469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.797634 sec): 2 clusters Score: Raw -21036.469868 + Penalty 364.016258 = -20672.453609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.798685 sec): 3 clusters Score: Raw -20771.305709 + Penalty 745.471981 = -20025.833728 nChanged 175 SP:Iteration 1F (26.799710 sec): 3 clusters Score: Raw -20975.914595 + Penalty 824.326825 = -20151.587770 nChanged 85 SP:Iteration 2F (26.800727 sec): 3 clusters Score: Raw -21127.981141 + Penalty 878.542822 = -20249.438319 nChanged 30 SP:Iteration 3F (26.801772 sec): 3 clusters Score: Raw -21171.782079 + Penalty 903.971519 = -20267.810560 nChanged 11 SP:Iteration 4Q (26.802714 sec): 3 clusters Score: Raw -21176.816087 + Penalty 909.467586 = -20267.348501 nChanged 2 SP:Iteration 5F (26.803757 sec): 3 clusters Score: Raw -21179.758359 + Penalty 915.842034 = -20263.916325 nChanged 2 SP:Iteration 6F (26.804800 sec): 3 clusters Score: Raw -21183.340650 + Penalty 918.176577 = -20265.164073 nChanged 1 SP:Iteration 7Q (26.805724 sec): 3 clusters Score: Raw -21185.605936 + Penalty 920.022224 = -20265.583712 nChanged 1 SP:Iteration 8Q (26.806645 sec): 3 clusters Score: Raw -21186.115743 + Penalty 927.300230 = -20258.815513 nChanged 1 SP:Iteration 9F (26.807691 sec): 3 clusters Score: Raw -21188.118811 + Penalty 928.838782 = -20259.280029 nChanged 1 SP:Iteration 10F (26.808736 sec): 3 clusters Score: Raw -21191.347254 + Penalty 928.838782 = -20262.508472 nChanged 0 Iteration 105F (27.116065 sec): 23 clusters Score: Raw -1044312.858064 + Penalty 9428.430367 = -1034884.427697 nChanged 8 Iteration 106Q (27.187228 sec): 23 clusters Score: Raw -1044314.382220 + Penalty 9428.430367 = -1034885.951853 nChanged 0 Iteration 107F (27.479886 sec): 23 clusters Score: Raw -1044314.382220 + Penalty 9428.430367 = -1034885.951853 nChanged 0 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.24 GB. Compute initial score before splitting: Score: Raw -1044314.382220 + Penalty 9428.430367 = -1034885.951853Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 1 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.529363 sec): 2 clusters Score: Raw -9320.137307 + Penalty 403.296812 = -8916.840494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.529973 sec): 3 clusters Score: Raw -9202.614509 + Penalty 806.552934 = -8396.061575 nChanged 64 SP:Iteration 1F (27.530568 sec): 3 clusters Score: Raw -9286.027568 + Penalty 806.593624 = -8479.433944 nChanged 21 SP:Iteration 2F (27.531166 sec): 3 clusters Score: Raw -9306.621560 + Penalty 807.497024 = -8499.124535 nChanged 5 SP:Iteration 3Q (27.531750 sec): 3 clusters Score: Raw -9310.480796 + Penalty 809.622255 = -8500.858542 nChanged 5 SP:Iteration 4Q (27.532325 sec): 3 clusters Score: Raw -9320.336921 + Penalty 811.258854 = -8509.078067 nChanged 5 SP:Iteration 5Q (27.532900 sec): 3 clusters Score: Raw -9326.283139 + Penalty 812.638265 = -8513.644873 nChanged 2 SP:Iteration 6Q (27.533472 sec): 3 clusters Score: Raw -9327.338557 + Penalty 815.620105 = -8511.718451 nChanged 3 SP:Iteration 7F (27.534062 sec): 3 clusters Score: Raw -9328.815117 + Penalty 818.113359 = -8510.701758 nChanged 3 SP:Iteration 8F (27.534652 sec): 3 clusters Score: Raw -9331.316014 + Penalty 820.290429 = -8511.025585 nChanged 2 SP:Iteration 9Q (27.535224 sec): 3 clusters Score: Raw -9333.763828 + Penalty 822.225214 = -8511.538614 nChanged 2 SP:Iteration 10F (27.535814 sec): 3 clusters Score: Raw -9334.395051 + Penalty 822.225214 = -8512.169837 nChanged 0 Memory request: 0.02 GB would take us to total of 0.26 GB. Trying to split cluster 2 (3209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.549895 sec): 2 clusters Score: Raw -150417.045959 + Penalty 210.705237 = -150206.340722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.555808 sec): 3 clusters Score: Raw -148376.667596 + Penalty 425.126971 = -147951.540625 nChanged 1458 SP:Iteration 1F (27.561516 sec): 3 clusters Score: Raw -149516.668997 + Penalty 437.472628 = -149079.196369 nChanged 391 SP:Iteration 2F (27.567241 sec): 3 clusters Score: Raw -149828.958889 + Penalty 455.815707 = -149373.143181 nChanged 284 SP:Iteration 3F (27.572925 sec): 3 clusters Score: Raw -150055.950087 + Penalty 472.742618 = -149583.207469 nChanged 168 SP:Iteration 4F (27.578596 sec): 3 clusters Score: Raw -150175.108590 + Penalty 483.056208 = -149692.052382 nChanged 93 SP:Iteration 5Q (27.584264 sec): 3 clusters Score: Raw -150241.882538 + Penalty 489.933059 = -149751.949479 nChanged 55 SP:Iteration 6Q (27.589921 sec): 3 clusters Score: Raw -150285.123392 + Penalty 498.100625 = -149787.022767 nChanged 50 SP:Iteration 7Q (27.595482 sec): 3 clusters Score: Raw -150322.318533 + Penalty 504.230260 = -149818.088273 nChanged 39 SP:Iteration 8Q (27.600935 sec): 3 clusters Score: Raw -150346.492709 + Penalty 507.127451 = -149839.365258 nChanged 16 SP:Iteration 9Q (27.606185 sec): 3 clusters Score: Raw -150361.554776 + Penalty 511.693629 = -149849.861147 nChanged 17 SP:Iteration 10F (27.612033 sec): 3 clusters Score: Raw -150388.237461 + Penalty 513.308418 = -149874.929044 nChanged 18 SP:Iteration 11Q (27.617085 sec): 3 clusters Score: Raw -150407.584760 + Penalty 515.781338 = -149891.803423 nChanged 21 SP:Iteration 12Q (27.622109 sec): 3 clusters Score: Raw -150416.502496 + Penalty 518.207249 = -149898.295248 nChanged 22 SP:Iteration 13Q (27.627053 sec): 3 clusters Score: Raw -150424.536304 + Penalty 521.965953 = -149902.570351 nChanged 19 SP:Iteration 14Q (27.632051 sec): 3 clusters Score: Raw -150431.917609 + Penalty 523.460588 = -149908.457021 nChanged 23 SP:Iteration 15Q (27.636907 sec): 3 clusters Score: Raw -150435.376953 + Penalty 525.563279 = -149909.813674 nChanged 16 SP:Iteration 16Q (27.641727 sec): 3 clusters Score: Raw -150436.644873 + Penalty 526.740599 = -149909.904274 nChanged 17 SP:Iteration 17Q (27.646560 sec): 3 clusters Score: Raw -150439.209364 + Penalty 528.423416 = -149910.785947 nChanged 15 SP:Iteration 18Q (27.651347 sec): 3 clusters Score: Raw -150439.296912 + Penalty 531.619509 = -149907.677403 nChanged 16 SP:Iteration 19F (27.657008 sec): 3 clusters Score: Raw -150441.425656 + Penalty 534.441251 = -149906.984406 nChanged 13 SP:Iteration 20F (27.662669 sec): 3 clusters Score: Raw -150441.232927 + Penalty 538.808538 = -149902.424388 nChanged 13 SP:Iteration 21F (27.668325 sec): 3 clusters Score: Raw -150440.510528 + Penalty 541.254818 = -149899.255710 nChanged 12 SP:Iteration 22F (27.673987 sec): 3 clusters Score: Raw -150441.481783 + Penalty 541.568989 = -149899.912794 nChanged 6 SP:Iteration 23Q (27.678691 sec): 3 clusters Score: Raw -150440.227723 + Penalty 543.590827 = -149896.636896 nChanged 9 SP:Iteration 24F (27.684351 sec): 3 clusters Score: Raw -150439.388149 + Penalty 545.149902 = -149894.238246 nChanged 6 SP:Iteration 25F (27.690003 sec): 3 clusters Score: Raw -150437.493676 + Penalty 545.422967 = -149892.070709 nChanged 4 SP:Iteration 26F (27.695870 sec): 3 clusters Score: Raw -150436.379831 + Penalty 545.011029 = -149891.368802 nChanged 3 SP:Iteration 27F (27.701712 sec): 3 clusters Score: Raw -150436.573065 + Penalty 545.137712 = -149891.435352 nChanged 2 SP:Iteration 28Q (27.706403 sec): 3 clusters Score: Raw -150435.922601 + Penalty 546.071183 = -149889.851419 nChanged 2 SP:Iteration 29F (27.712062 sec): 3 clusters Score: Raw -150434.996671 + Penalty 546.155821 = -149888.840849 nChanged 1 SP:Iteration 30F (27.717741 sec): 3 clusters Score: Raw -150434.675831 + Penalty 546.155821 = -149888.520009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 3 (511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.721061 sec): 2 clusters Score: Raw -25511.880961 + Penalty 474.386183 = -25037.494778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.722166 sec): 3 clusters Score: Raw -25172.820653 + Penalty 959.437122 = -24213.383531 nChanged 192 SP:Iteration 1F (27.723243 sec): 3 clusters Score: Raw -25498.024390 + Penalty 980.834530 = -24517.189859 nChanged 64 SP:Iteration 2F (27.724320 sec): 3 clusters Score: Raw -25573.671120 + Penalty 1004.493487 = -24569.177632 nChanged 30 SP:Iteration 3F (27.725395 sec): 3 clusters Score: Raw -25612.566647 + Penalty 1015.691993 = -24596.874654 nChanged 12 SP:Iteration 4Q (27.726391 sec): 3 clusters Score: Raw -25635.334309 + Penalty 1025.793347 = -24609.540962 nChanged 11 SP:Iteration 5Q (27.727365 sec): 3 clusters Score: Raw -25643.413339 + Penalty 1031.538443 = -24611.874896 nChanged 9 SP:Iteration 6Q (27.728323 sec): 3 clusters Score: Raw -25646.498772 + Penalty 1037.314636 = -24609.184135 nChanged 4 SP:Iteration 7F (27.729399 sec): 3 clusters Score: Raw -25648.142395 + Penalty 1050.358021 = -24597.784373 nChanged 5 SP:Iteration 8F (27.730474 sec): 3 clusters Score: Raw -25652.328224 + Penalty 1051.282326 = -24601.045898 nChanged 4 SP:Iteration 9Q (27.731403 sec): 3 clusters Score: Raw -25658.188559 + Penalty 1056.802426 = -24601.386133 nChanged 2 SP:Iteration 10F (27.732481 sec): 3 clusters Score: Raw -25658.095609 + Penalty 1058.574806 = -24599.520803 nChanged 2 SP:Iteration 11F (27.733557 sec): 3 clusters Score: Raw -25656.961574 + Penalty 1062.971169 = -24593.990404 nChanged 2 SP:Iteration 12F (27.734634 sec): 3 clusters Score: Raw -25657.704422 + Penalty 1066.872211 = -24590.832211 nChanged 2 SP:Iteration 13F (27.735709 sec): 3 clusters Score: Raw -25656.155360 + Penalty 1070.585511 = -24585.569850 nChanged 1 SP:Iteration 14F (27.736784 sec): 3 clusters Score: Raw -25655.243081 + Penalty 1065.929876 = -24589.313205 nChanged 2 SP:Iteration 15Q (27.737735 sec): 3 clusters Score: Raw -25656.052686 + Penalty 1068.816391 = -24587.236294 nChanged 1 SP:Iteration 16F (27.738813 sec): 3 clusters Score: Raw -25655.503576 + Penalty 1068.816391 = -24586.687184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 4 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.740469 sec): 2 clusters Score: Raw -6632.508634 + Penalty 244.403578 = -6388.105056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.741018 sec): 3 clusters Score: Raw -6584.095487 + Penalty 495.660199 = -6088.435288 nChanged 56 SP:Iteration 1F (27.741554 sec): 3 clusters Score: Raw -6670.747279 + Penalty 545.260959 = -6125.486320 nChanged 37 SP:Iteration 2F (27.742091 sec): 3 clusters Score: Raw -6761.358577 + Penalty 556.329932 = -6205.028644 nChanged 11 SP:Iteration 3F (27.742626 sec): 3 clusters Score: Raw -6784.880067 + Penalty 562.284023 = -6222.596044 nChanged 4 SP:Iteration 4Q (27.743113 sec): 3 clusters Score: Raw -6793.164011 + Penalty 562.284023 = -6230.879989 nChanged 0 SP:Iteration 5F (27.743647 sec): 3 clusters Score: Raw -6793.164011 + Penalty 562.284023 = -6230.879989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 5 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.744873 sec): 2 clusters Score: Raw -4853.562013 + Penalty 35.687439 = -4817.874574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.745281 sec): 3 clusters Score: Raw -4786.323486 + Penalty 78.613544 = -4707.709942 nChanged 56 SP:Iteration 1F (27.745676 sec): 3 clusters Score: Raw -4840.497061 + Penalty 82.555851 = -4757.941211 nChanged 14 SP:Iteration 2F (27.746113 sec): 3 clusters Score: Raw -4863.462519 + Penalty 79.776341 = -4783.686178 nChanged 7 SP:Iteration 3F (27.746550 sec): 3 clusters Score: Raw -4881.681359 + Penalty 78.032456 = -4803.648903 nChanged 5 SP:Iteration 4Q (27.746958 sec): 3 clusters Score: Raw -4884.595327 + Penalty 76.661559 = -4807.933768 nChanged 3 SP:Iteration 5Q (27.747366 sec): 3 clusters Score: Raw -4886.862362 + Penalty 74.507925 = -4812.354437 nChanged 6 SP:Iteration 6Q (27.747774 sec): 3 clusters Score: Raw -4895.089640 + Penalty 73.256635 = -4821.833004 nChanged 5 SP:Iteration 7Q (27.748180 sec): 3 clusters Score: Raw -4900.540166 + Penalty 72.865802 = -4827.674363 nChanged 2 SP:Iteration 8Q (27.748587 sec): 3 clusters Score: Raw -4900.954410 + Penalty 72.865802 = -4828.088608 nChanged 0 SP:Iteration 9F (27.749021 sec): 3 clusters Score: Raw -4900.954410 + Penalty 72.865802 = -4828.088608 nChanged 0 Score: Raw -1063152.411240 + Penalty 9505.526811 = -1053646.884430 Splitting cluster 5 changes total score from -1034885.951853 to -1053646.884430 So it's getting split into cluster 15. Memory request: 0.03 GB would take us to total of 0.27 GB. Trying to split cluster 6 (5260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.073272 sec): 2 clusters Score: Raw -239233.795263 + Penalty 212.484424 = -239021.310838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.082846 sec): 3 clusters Score: Raw -235880.515935 + Penalty 449.573670 = -235430.942265 nChanged 2414 SP:Iteration 1F (28.092174 sec): 3 clusters Score: Raw -237998.846553 + Penalty 473.554672 = -237525.291881 nChanged 548 SP:Iteration 2F (28.101481 sec): 3 clusters Score: Raw -238483.677345 + Penalty 498.978247 = -237984.699097 nChanged 391 SP:Iteration 3F (28.110845 sec): 3 clusters Score: Raw -238865.975045 + Penalty 516.703790 = -238349.271255 nChanged 249 SP:Iteration 4Q (28.119994 sec): 3 clusters Score: Raw -239073.975374 + Penalty 543.489303 = -238530.486071 nChanged 149 SP:Iteration 5Q (28.128770 sec): 3 clusters Score: Raw -239168.900974 + Penalty 560.897947 = -238608.003027 nChanged 76 SP:Iteration 6Q (28.137291 sec): 3 clusters Score: Raw -239205.190390 + Penalty 582.169350 = -238623.021040 nChanged 52 SP:Iteration 7Q (28.145680 sec): 3 clusters Score: Raw -239223.919178 + Penalty 596.554137 = -238627.365041 nChanged 30 SP:Iteration 8Q (28.153888 sec): 3 clusters Score: Raw -239231.413324 + Penalty 625.105480 = -238606.307845 nChanged 28 SP:Iteration 9F (28.163172 sec): 3 clusters Score: Raw -239240.396211 + Penalty 642.472540 = -238597.923671 nChanged 22 SP:Iteration 10F (28.172419 sec): 3 clusters Score: Raw -239247.074423 + Penalty 659.383503 = -238587.690920 nChanged 23 SP:Iteration 11F (28.181630 sec): 3 clusters Score: Raw -239251.147271 + Penalty 670.503109 = -238580.644161 nChanged 18 SP:Iteration 12F (28.190839 sec): 3 clusters Score: Raw -239253.645308 + Penalty 653.997828 = -238599.647481 nChanged 8 SP:Iteration 13Q (28.198234 sec): 3 clusters Score: Raw -239255.335098 + Penalty 657.068405 = -238598.266693 nChanged 7 SP:Iteration 14F (28.207540 sec): 3 clusters Score: Raw -239253.989546 + Penalty 652.135426 = -238601.854120 nChanged 2 SP:Iteration 15Q (28.214980 sec): 3 clusters Score: Raw -239253.360820 + Penalty 652.135426 = -238601.225395 nChanged 0 SP:Iteration 16F (28.224543 sec): 3 clusters Score: Raw -239253.360820 + Penalty 652.135426 = -238601.225395 nChanged 0 Memory request: 0.02 GB would take us to total of 0.26 GB. Trying to split cluster 7 (2894 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.235891 sec): 2 clusters Score: Raw -135432.975268 + Penalty 185.163522 = -135247.811746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.241129 sec): 3 clusters Score: Raw -133601.300897 + Penalty 372.563680 = -133228.737217 nChanged 1340 SP:Iteration 1F (28.246271 sec): 3 clusters Score: Raw -134496.955987 + Penalty 370.753384 = -134126.202603 nChanged 251 SP:Iteration 2F (28.251410 sec): 3 clusters Score: Raw -134620.702947 + Penalty 369.318344 = -134251.384603 nChanged 177 SP:Iteration 3F (28.256594 sec): 3 clusters Score: Raw -134690.944208 + Penalty 369.127311 = -134321.816897 nChanged 142 SP:Iteration 4Q (28.261863 sec): 3 clusters Score: Raw -134727.819723 + Penalty 369.798668 = -134358.021056 nChanged 110 SP:Iteration 5Q (28.267066 sec): 3 clusters Score: Raw -134756.871059 + Penalty 370.907470 = -134385.963589 nChanged 94 SP:Iteration 6Q (28.272186 sec): 3 clusters Score: Raw -134787.177632 + Penalty 372.691365 = -134414.486267 nChanged 101 SP:Iteration 7Q (28.277403 sec): 3 clusters Score: Raw -134819.087935 + Penalty 374.717427 = -134444.370508 nChanged 79 SP:Iteration 8Q (28.282525 sec): 3 clusters Score: Raw -134852.096985 + Penalty 377.130217 = -134474.966768 nChanged 79 SP:Iteration 9Q (28.287604 sec): 3 clusters Score: Raw -134896.192403 + Penalty 380.550956 = -134515.641447 nChanged 80 SP:Iteration 10F (28.292726 sec): 3 clusters Score: Raw -134940.450550 + Penalty 384.559043 = -134555.891508 nChanged 84 SP:Iteration 11Q (28.297814 sec): 3 clusters Score: Raw -134978.335830 + Penalty 389.451825 = -134588.884006 nChanged 96 SP:Iteration 12Q (28.302895 sec): 3 clusters Score: Raw -135020.518774 + Penalty 396.120925 = -134624.397849 nChanged 93 SP:Iteration 13Q (28.307975 sec): 3 clusters Score: Raw -135057.821528 + Penalty 402.389594 = -134655.431934 nChanged 96 SP:Iteration 14Q (28.313065 sec): 3 clusters Score: Raw -135104.291935 + Penalty 408.977867 = -134695.314068 nChanged 117 SP:Iteration 15Q (28.318137 sec): 3 clusters Score: Raw -135171.585829 + Penalty 416.768568 = -134754.817261 nChanged 130 SP:Iteration 16Q (28.323051 sec): 3 clusters Score: Raw -135244.478323 + Penalty 424.904126 = -134819.574197 nChanged 94 SP:Iteration 17Q (28.327867 sec): 3 clusters Score: Raw -135294.541747 + Penalty 428.718499 = -134865.823248 nChanged 91 SP:Iteration 18Q (28.332591 sec): 3 clusters Score: Raw -135344.159100 + Penalty 428.772317 = -134915.386783 nChanged 81 SP:Iteration 19Q (28.337217 sec): 3 clusters Score: Raw -135396.456915 + Penalty 422.878793 = -134973.578123 nChanged 69 SP:Iteration 20F (28.342333 sec): 3 clusters Score: Raw -135441.561980 + Penalty 414.335756 = -135027.226224 nChanged 48 SP:Iteration 21Q (28.346794 sec): 3 clusters Score: Raw -135464.993798 + Penalty 411.271317 = -135053.722481 nChanged 26 SP:Iteration 22Q (28.351103 sec): 3 clusters Score: Raw -135472.875793 + Penalty 410.071233 = -135062.804560 nChanged 20 SP:Iteration 23Q (28.355310 sec): 3 clusters Score: Raw -135479.671654 + Penalty 414.176060 = -135065.495594 nChanged 16 SP:Iteration 24Q (28.359498 sec): 3 clusters Score: Raw -135482.948001 + Penalty 402.637726 = -135080.310275 nChanged 12 SP:Iteration 25Q (28.363652 sec): 3 clusters Score: Raw -135489.086174 + Penalty 393.133093 = -135095.953081 nChanged 8 SP:Iteration 26Q (28.367723 sec): 3 clusters Score: Raw -135488.501698 + Penalty 391.083169 = -135097.418529 nChanged 6 SP:Iteration 27Q (28.371788 sec): 3 clusters Score: Raw -135488.462669 + Penalty 388.692238 = -135099.770431 nChanged 8 SP:Iteration 28Q (28.375836 sec): 3 clusters Score: Raw -135487.461357 + Penalty 388.374095 = -135099.087262 nChanged 5 SP:Iteration 29F (28.380924 sec): 3 clusters Score: Raw -135486.409151 + Penalty 388.372661 = -135098.036490 nChanged 1 SP:Iteration 30F (28.386014 sec): 3 clusters Score: Raw -135485.674748 + Penalty 390.050215 = -135095.624534 nChanged 1 SP:Iteration 31F (28.391102 sec): 3 clusters Score: Raw -135484.984675 + Penalty 393.601914 = -135091.382761 nChanged 2 SP:Iteration 32F (28.396188 sec): 3 clusters Score: Raw -135484.518847 + Penalty 395.759509 = -135088.759338 nChanged 3 SP:Iteration 33F (28.401303 sec): 3 clusters Score: Raw -135484.546525 + Penalty 399.771788 = -135084.774737 nChanged 2 SP:Iteration 34F (28.406387 sec): 3 clusters Score: Raw -135483.395786 + Penalty 400.897929 = -135082.497856 nChanged 1 SP:Iteration 35F (28.411510 sec): 3 clusters Score: Raw -135482.603127 + Penalty 403.197852 = -135079.405275 nChanged 1 SP:Iteration 36F (28.417068 sec): 3 clusters Score: Raw -135482.015374 + Penalty 403.503667 = -135078.511707 nChanged 1 SP:Iteration 37F (28.422163 sec): 3 clusters Score: Raw -135481.578477 + Penalty 405.968953 = -135075.609524 nChanged 1 SP:Iteration 38F (28.427252 sec): 3 clusters Score: Raw -135480.968739 + Penalty 408.556814 = -135072.411924 nChanged 1 SP:Iteration 39F (28.432362 sec): 3 clusters Score: Raw -135480.135442 + Penalty 411.272180 = -135068.863261 nChanged 1 SP:Iteration 40F (28.437450 sec): 3 clusters Score: Raw -135479.314666 + Penalty 413.064509 = -135066.250157 nChanged 1 SP:Iteration 41F (28.442580 sec): 3 clusters Score: Raw -135478.613554 + Penalty 413.290854 = -135065.322701 nChanged 1 SP:Iteration 42F (28.447790 sec): 3 clusters Score: Raw -135477.869050 + Penalty 413.453247 = -135064.415803 nChanged 1 SP:Iteration 43F (28.452886 sec): 3 clusters Score: Raw -135477.621340 + Penalty 412.200601 = -135065.420739 nChanged 1 SP:Iteration 44Q (28.456880 sec): 3 clusters Score: Raw -135478.152452 + Penalty 404.965497 = -135073.186955 nChanged 1 SP:Iteration 45Q (28.460900 sec): 3 clusters Score: Raw -135478.845109 + Penalty 404.965497 = -135073.879611 nChanged 0 SP:Iteration 46F (28.466125 sec): 3 clusters Score: Raw -135478.845109 + Penalty 404.965497 = -135073.879611 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 8 (1123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.472469 sec): 2 clusters Score: Raw -46557.192995 + Penalty 175.829064 = -46381.363931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.474602 sec): 3 clusters Score: Raw -45844.778630 + Penalty 346.255992 = -45498.522638 nChanged 485 SP:Iteration 1F (28.476691 sec): 3 clusters Score: Raw -46198.214451 + Penalty 340.095892 = -45858.118560 nChanged 133 SP:Iteration 2F (28.478780 sec): 3 clusters Score: Raw -46301.092764 + Penalty 334.275631 = -45966.817133 nChanged 80 SP:Iteration 3F (28.480865 sec): 3 clusters Score: Raw -46357.359450 + Penalty 329.432181 = -46027.927269 nChanged 69 SP:Iteration 4F (28.482953 sec): 3 clusters Score: Raw -46411.251221 + Penalty 323.486868 = -46087.764353 nChanged 69 SP:Iteration 5F (28.485070 sec): 3 clusters Score: Raw -46465.362479 + Penalty 319.481134 = -46145.881345 nChanged 62 SP:Iteration 6F (28.487152 sec): 3 clusters Score: Raw -46504.415531 + Penalty 315.179733 = -46189.235798 nChanged 47 SP:Iteration 7Q (28.489138 sec): 3 clusters Score: Raw -46533.676155 + Penalty 314.143036 = -46219.533119 nChanged 44 SP:Iteration 8Q (28.491104 sec): 3 clusters Score: Raw -46563.876707 + Penalty 314.337582 = -46249.539125 nChanged 37 SP:Iteration 9Q (28.493059 sec): 3 clusters Score: Raw -46588.063518 + Penalty 314.438945 = -46273.624574 nChanged 26 SP:Iteration 10F (28.495140 sec): 3 clusters Score: Raw -46601.626024 + Penalty 314.815150 = -46286.810874 nChanged 19 SP:Iteration 11Q (28.497080 sec): 3 clusters Score: Raw -46610.117956 + Penalty 316.314460 = -46293.803496 nChanged 14 SP:Iteration 12Q (28.499015 sec): 3 clusters Score: Raw -46616.464295 + Penalty 317.450556 = -46299.013739 nChanged 14 SP:Iteration 13Q (28.500945 sec): 3 clusters Score: Raw -46622.146678 + Penalty 317.865827 = -46304.280851 nChanged 9 SP:Iteration 14Q (28.502875 sec): 3 clusters Score: Raw -46624.310856 + Penalty 317.031788 = -46307.279068 nChanged 4 SP:Iteration 15Q (28.504796 sec): 3 clusters Score: Raw -46624.657064 + Penalty 316.873743 = -46307.783321 nChanged 1 SP:Iteration 16Q (28.506718 sec): 3 clusters Score: Raw -46624.661564 + Penalty 316.873743 = -46307.787820 nChanged 0 SP:Iteration 17F (28.508800 sec): 3 clusters Score: Raw -46624.661564 + Penalty 316.873743 = -46307.787820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 9 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.512689 sec): 2 clusters Score: Raw -3244.785194 + Penalty 37.770989 = -3207.014205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.513055 sec): 3 clusters Score: Raw -3203.599312 + Penalty 90.962062 = -3112.637249 nChanged 30 SP:Iteration 1F (28.513400 sec): 3 clusters Score: Raw -3249.509627 + Penalty 122.002192 = -3127.507435 nChanged 11 SP:Iteration 2F (28.513743 sec): 3 clusters Score: Raw -3261.927672 + Penalty 142.107402 = -3119.820270 nChanged 3 SP:Iteration 3F (28.514087 sec): 3 clusters Score: Raw -3262.381814 + Penalty 151.573003 = -3110.808811 nChanged 1 SP:Iteration 4F (28.514431 sec): 3 clusters Score: Raw -3262.953056 + Penalty 163.212091 = -3099.740965 nChanged 1 SP:Iteration 5F (28.514789 sec): 3 clusters Score: Raw -3263.546960 + Penalty 196.505913 = -3067.041047 nChanged 2 SP:Iteration 6F (28.515137 sec): 3 clusters Score: Raw -3266.783036 + Penalty 221.497923 = -3045.285113 nChanged 1 SP:Iteration 7F (28.515481 sec): 3 clusters Score: Raw -3269.981947 + Penalty 221.497923 = -3048.484024 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 10 (1803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.521238 sec): 2 clusters Score: Raw -72064.434342 + Penalty 48.730704 = -72015.703637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.524524 sec): 3 clusters Score: Raw -70956.773212 + Penalty 100.919337 = -70855.853874 nChanged 853 SP:Iteration 1F (28.527736 sec): 3 clusters Score: Raw -71771.139419 + Penalty 102.912374 = -71668.227045 nChanged 138 SP:Iteration 2F (28.530943 sec): 3 clusters Score: Raw -71892.947781 + Penalty 104.449689 = -71788.498092 nChanged 89 SP:Iteration 3Q (28.534159 sec): 3 clusters Score: Raw -71967.919860 + Penalty 103.025735 = -71864.894125 nChanged 66 SP:Iteration 4Q (28.537378 sec): 3 clusters Score: Raw -72013.438432 + Penalty 102.195000 = -71911.243432 nChanged 42 SP:Iteration 5Q (28.540618 sec): 3 clusters Score: Raw -72040.674812 + Penalty 103.388185 = -71937.286627 nChanged 28 SP:Iteration 6Q (28.543925 sec): 3 clusters Score: Raw -72060.208650 + Penalty 107.467818 = -71952.740832 nChanged 21 SP:Iteration 7Q (28.547143 sec): 3 clusters Score: Raw -72071.668489 + Penalty 109.254806 = -71962.413682 nChanged 9 SP:Iteration 8Q (28.550382 sec): 3 clusters Score: Raw -72074.428973 + Penalty 111.248090 = -71963.180883 nChanged 5 SP:Iteration 9Q (28.553572 sec): 3 clusters Score: Raw -72075.781260 + Penalty 105.062875 = -71970.718385 nChanged 3 SP:Iteration 10F (28.556777 sec): 3 clusters Score: Raw -72076.714194 + Penalty 106.940814 = -71969.773380 nChanged 5 SP:Iteration 11F (28.559977 sec): 3 clusters Score: Raw -72078.493820 + Penalty 102.373498 = -71976.120323 nChanged 5 SP:Iteration 12Q (28.563176 sec): 3 clusters Score: Raw -72080.619187 + Penalty 102.985571 = -71977.633616 nChanged 4 SP:Iteration 13Q (28.566326 sec): 3 clusters Score: Raw -72082.272282 + Penalty 103.519399 = -71978.752883 nChanged 3 SP:Iteration 14Q (28.569494 sec): 3 clusters Score: Raw -72082.961661 + Penalty 104.576235 = -71978.385425 nChanged 3 SP:Iteration 15F (28.572720 sec): 3 clusters Score: Raw -72084.013739 + Penalty 103.647315 = -71980.366424 nChanged 1 SP:Iteration 16Q (28.575737 sec): 3 clusters Score: Raw -72084.290481 + Penalty 104.172904 = -71980.117577 nChanged 1 SP:Iteration 17F (28.578936 sec): 3 clusters Score: Raw -72084.368525 + Penalty 104.731741 = -71979.636784 nChanged 1 SP:Iteration 18F (28.582138 sec): 3 clusters Score: Raw -72084.459183 + Penalty 104.731741 = -71979.727442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 11 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.584142 sec): 2 clusters Score: Raw -8755.552984 + Penalty 53.659200 = -8701.893784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.584751 sec): 3 clusters Score: Raw -8643.581685 + Penalty 111.849184 = -8531.732500 nChanged 82 SP:Iteration 1F (28.585349 sec): 3 clusters Score: Raw -8749.613352 + Penalty 113.348256 = -8636.265096 nChanged 16 SP:Iteration 2F (28.585944 sec): 3 clusters Score: Raw -8761.395633 + Penalty 118.997382 = -8642.398251 nChanged 6 SP:Iteration 3Q (28.586536 sec): 3 clusters Score: Raw -8766.517122 + Penalty 123.266904 = -8643.250217 nChanged 4 SP:Iteration 4Q (28.587127 sec): 3 clusters Score: Raw -8771.433567 + Penalty 125.085697 = -8646.347870 nChanged 1 SP:Iteration 5Q (28.587717 sec): 3 clusters Score: Raw -8771.790016 + Penalty 126.549122 = -8645.240894 nChanged 1 SP:Iteration 6F (28.588310 sec): 3 clusters Score: Raw -8772.146213 + Penalty 128.561466 = -8643.584747 nChanged 1 SP:Iteration 7F (28.588904 sec): 3 clusters Score: Raw -8772.452329 + Penalty 130.952093 = -8641.500236 nChanged 1 SP:Iteration 8F (28.589497 sec): 3 clusters Score: Raw -8772.797645 + Penalty 130.952093 = -8641.845552 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 12 (250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.590965 sec): 2 clusters Score: Raw -13279.214946 + Penalty 651.813438 = -12627.401508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.591613 sec): 3 clusters Score: Raw -13086.838749 + Penalty 1305.967418 = -11780.871331 nChanged 59 SP:Iteration 1F (28.592249 sec): 3 clusters Score: Raw -13170.182153 + Penalty 1304.868802 = -11865.313351 nChanged 22 SP:Iteration 2F (28.592883 sec): 3 clusters Score: Raw -13218.864433 + Penalty 1305.703566 = -11913.160867 nChanged 12 SP:Iteration 3Q (28.593493 sec): 3 clusters Score: Raw -13240.181042 + Penalty 1308.027731 = -11932.153311 nChanged 15 SP:Iteration 4F (28.594127 sec): 3 clusters Score: Raw -13262.336487 + Penalty 1309.920711 = -11952.415776 nChanged 14 SP:Iteration 5F (28.594759 sec): 3 clusters Score: Raw -13288.926007 + Penalty 1311.973501 = -11976.952506 nChanged 14 SP:Iteration 6F (28.595392 sec): 3 clusters Score: Raw -13309.874866 + Penalty 1312.277547 = -11997.597320 nChanged 5 SP:Iteration 7Q (28.595963 sec): 3 clusters Score: Raw -13312.483898 + Penalty 1308.101111 = -12004.382788 nChanged 4 SP:Iteration 8Q (28.596528 sec): 3 clusters Score: Raw -13312.719161 + Penalty 1310.022189 = -12002.696972 nChanged 2 SP:Iteration 9F (28.597190 sec): 3 clusters Score: Raw -13313.197498 + Penalty 1310.936255 = -12002.261243 nChanged 2 SP:Iteration 10F (28.597824 sec): 3 clusters Score: Raw -13312.711225 + Penalty 1310.936255 = -12001.774970 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 13 (549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.600877 sec): 2 clusters Score: Raw -17447.186621 + Penalty 39.561512 = -17407.625109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.602033 sec): 3 clusters Score: Raw -17121.004013 + Penalty 79.291598 = -17041.712415 nChanged 250 SP:Iteration 1F (28.603169 sec): 3 clusters Score: Raw -17340.945727 + Penalty 79.369085 = -17261.576642 nChanged 31 SP:Iteration 2F (28.604302 sec): 3 clusters Score: Raw -17356.498609 + Penalty 79.753993 = -17276.744616 nChanged 21 SP:Iteration 3Q (28.605415 sec): 3 clusters Score: Raw -17363.278351 + Penalty 80.140810 = -17283.137541 nChanged 16 SP:Iteration 4Q (28.606526 sec): 3 clusters Score: Raw -17368.722413 + Penalty 80.477976 = -17288.244437 nChanged 11 SP:Iteration 5Q (28.607654 sec): 3 clusters Score: Raw -17373.573581 + Penalty 80.941649 = -17292.631932 nChanged 14 SP:Iteration 6Q (28.608774 sec): 3 clusters Score: Raw -17387.411987 + Penalty 82.037251 = -17305.374735 nChanged 18 SP:Iteration 7Q (28.609883 sec): 3 clusters Score: Raw -17414.690526 + Penalty 82.895183 = -17331.795343 nChanged 11 SP:Iteration 8Q (28.610973 sec): 3 clusters Score: Raw -17429.343861 + Penalty 83.258684 = -17346.085177 nChanged 6 SP:Iteration 9Q (28.612035 sec): 3 clusters Score: Raw -17431.654731 + Penalty 83.999011 = -17347.655720 nChanged 7 SP:Iteration 10F (28.613191 sec): 3 clusters Score: Raw -17434.316534 + Penalty 84.732136 = -17349.584398 nChanged 6 SP:Iteration 11Q (28.614244 sec): 3 clusters Score: Raw -17437.291133 + Penalty 85.564846 = -17351.726287 nChanged 6 SP:Iteration 12Q (28.615290 sec): 3 clusters Score: Raw -17440.229363 + Penalty 86.202965 = -17354.026397 nChanged 5 SP:Iteration 13Q (28.616330 sec): 3 clusters Score: Raw -17443.566444 + Penalty 86.133093 = -17357.433352 nChanged 8 SP:Iteration 14Q (28.617420 sec): 3 clusters Score: Raw -17446.724645 + Penalty 87.479765 = -17359.244880 nChanged 7 SP:Iteration 15Q (28.618504 sec): 3 clusters Score: Raw -17448.334108 + Penalty 88.137003 = -17360.197105 nChanged 3 SP:Iteration 16Q (28.619574 sec): 3 clusters Score: Raw -17449.543384 + Penalty 87.423463 = -17362.119921 nChanged 2 SP:Iteration 17Q (28.620639 sec): 3 clusters Score: Raw -17454.079924 + Penalty 87.599100 = -17366.480824 nChanged 2 SP:Iteration 18Q (28.621646 sec): 3 clusters Score: Raw -17454.713366 + Penalty 87.832950 = -17366.880416 nChanged 1 SP:Iteration 19Q (28.622649 sec): 3 clusters Score: Raw -17454.996790 + Penalty 88.073729 = -17366.923061 nChanged 1 SP:Iteration 20F (28.623779 sec): 3 clusters Score: Raw -17455.118318 + Penalty 88.230237 = -17366.888081 nChanged 1 SP:Iteration 21F (28.624910 sec): 3 clusters Score: Raw -17455.164877 + Penalty 88.230237 = -17366.934640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 14 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.627358 sec): 2 clusters Score: Raw -16630.753432 + Penalty 206.381652 = -16424.371780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.628365 sec): 3 clusters Score: Raw -16418.834483 + Penalty 444.052052 = -15974.782431 nChanged 184 SP:Iteration 1F (28.629353 sec): 3 clusters Score: Raw -16616.034993 + Penalty 467.404382 = -16148.630611 nChanged 44 SP:Iteration 2F (28.630340 sec): 3 clusters Score: Raw -16662.749935 + Penalty 487.119107 = -16175.630828 nChanged 25 SP:Iteration 3F (28.631333 sec): 3 clusters Score: Raw -16690.907904 + Penalty 504.198060 = -16186.709844 nChanged 12 SP:Iteration 4Q (28.632317 sec): 3 clusters Score: Raw -16705.863090 + Penalty 507.189267 = -16198.673823 nChanged 4 SP:Iteration 5Q (28.633297 sec): 3 clusters Score: Raw -16708.234755 + Penalty 515.028577 = -16193.206178 nChanged 4 SP:Iteration 6F (28.634316 sec): 3 clusters Score: Raw -16718.039002 + Penalty 524.914264 = -16193.124738 nChanged 5 SP:Iteration 7F (28.635301 sec): 3 clusters Score: Raw -16724.125833 + Penalty 532.008274 = -16192.117559 nChanged 3 SP:Iteration 8F (28.636287 sec): 3 clusters Score: Raw -16727.323393 + Penalty 554.997765 = -16172.325628 nChanged 6 SP:Iteration 9F (28.637272 sec): 3 clusters Score: Raw -16731.678994 + Penalty 569.090702 = -16162.588293 nChanged 3 SP:Iteration 10F (28.638257 sec): 3 clusters Score: Raw -16734.427778 + Penalty 577.460151 = -16156.967627 nChanged 2 SP:Iteration 11F (28.639243 sec): 3 clusters Score: Raw -16735.625591 + Penalty 576.493133 = -16159.132458 nChanged 1 SP:Iteration 12Q (28.640193 sec): 3 clusters Score: Raw -16735.878590 + Penalty 581.083169 = -16154.795421 nChanged 1 SP:Iteration 13F (28.641191 sec): 3 clusters Score: Raw -16736.574970 + Penalty 581.083169 = -16155.491801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 17 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.642809 sec): 2 clusters Score: Raw -9548.423412 + Penalty 452.921648 = -9095.501764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.643355 sec): 3 clusters Score: Raw -9407.507500 + Penalty 907.328768 = -8500.178732 nChanged 52 SP:Iteration 1F (28.643891 sec): 3 clusters Score: Raw -9457.645225 + Penalty 911.101596 = -8546.543629 nChanged 16 SP:Iteration 2F (28.644428 sec): 3 clusters Score: Raw -9483.597364 + Penalty 916.220962 = -8567.376402 nChanged 10 SP:Iteration 3F (28.644963 sec): 3 clusters Score: Raw -9497.548731 + Penalty 926.487687 = -8571.061044 nChanged 10 SP:Iteration 4F (28.645496 sec): 3 clusters Score: Raw -9513.957609 + Penalty 949.244261 = -8564.713349 nChanged 14 SP:Iteration 5F (28.646031 sec): 3 clusters Score: Raw -9540.019877 + Penalty 974.305766 = -8565.714112 nChanged 12 SP:Iteration 6F (28.646565 sec): 3 clusters Score: Raw -9559.850728 + Penalty 980.816247 = -8579.034482 nChanged 3 SP:Iteration 7Q (28.647052 sec): 3 clusters Score: Raw -9560.726467 + Penalty 992.451908 = -8568.274558 nChanged 5 SP:Iteration 8F (28.647586 sec): 3 clusters Score: Raw -9571.861051 + Penalty 1002.406991 = -8569.454060 nChanged 2 SP:Iteration 9Q (28.648061 sec): 3 clusters Score: Raw -9574.859549 + Penalty 1002.406991 = -8572.452558 nChanged 0 SP:Iteration 10F (28.648597 sec): 3 clusters Score: Raw -9574.859549 + Penalty 1002.406991 = -8572.452558 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 18 (677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.651541 sec): 2 clusters Score: Raw -28995.239718 + Penalty 181.230803 = -28814.008915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.652932 sec): 3 clusters Score: Raw -28599.153277 + Penalty 364.344031 = -28234.809246 nChanged 289 SP:Iteration 1F (28.654323 sec): 3 clusters Score: Raw -28757.645597 + Penalty 367.912964 = -28389.732633 nChanged 69 SP:Iteration 2F (28.655691 sec): 3 clusters Score: Raw -28786.901070 + Penalty 369.748535 = -28417.152535 nChanged 27 SP:Iteration 3Q (28.657050 sec): 3 clusters Score: Raw -28800.171847 + Penalty 370.308696 = -28429.863152 nChanged 20 SP:Iteration 4Q (28.658416 sec): 3 clusters Score: Raw -28806.415079 + Penalty 370.155536 = -28436.259543 nChanged 12 SP:Iteration 5Q (28.659770 sec): 3 clusters Score: Raw -28810.518297 + Penalty 370.174010 = -28440.344288 nChanged 10 SP:Iteration 6Q (28.661121 sec): 3 clusters Score: Raw -28814.608212 + Penalty 369.894897 = -28444.713315 nChanged 14 SP:Iteration 7Q (28.662454 sec): 3 clusters Score: Raw -28820.520222 + Penalty 369.259435 = -28451.260787 nChanged 11 SP:Iteration 8Q (28.663781 sec): 3 clusters Score: Raw -28828.633769 + Penalty 369.216294 = -28459.417476 nChanged 13 SP:Iteration 9Q (28.665105 sec): 3 clusters Score: Raw -28841.953913 + Penalty 368.973910 = -28472.980003 nChanged 16 SP:Iteration 10F (28.666511 sec): 3 clusters Score: Raw -28851.226177 + Penalty 369.657705 = -28481.568472 nChanged 12 SP:Iteration 11Q (28.667845 sec): 3 clusters Score: Raw -28857.015900 + Penalty 370.524548 = -28486.491352 nChanged 10 SP:Iteration 12Q (28.669167 sec): 3 clusters Score: Raw -28858.610404 + Penalty 370.704508 = -28487.905896 nChanged 10 SP:Iteration 13Q (28.670474 sec): 3 clusters Score: Raw -28861.294875 + Penalty 373.351135 = -28487.943740 nChanged 14 SP:Iteration 14Q (28.671781 sec): 3 clusters Score: Raw -28867.169023 + Penalty 378.398692 = -28488.770330 nChanged 18 SP:Iteration 15Q (28.673082 sec): 3 clusters Score: Raw -28875.402965 + Penalty 384.714124 = -28490.688841 nChanged 20 SP:Iteration 16Q (28.674376 sec): 3 clusters Score: Raw -28886.031971 + Penalty 397.567439 = -28488.464532 nChanged 29 SP:Iteration 17F (28.675721 sec): 3 clusters Score: Raw -28903.142779 + Penalty 422.950722 = -28480.192057 nChanged 33 SP:Iteration 18F (28.677062 sec): 3 clusters Score: Raw -28931.179315 + Penalty 507.609860 = -28423.569456 nChanged 46 SP:Iteration 19F (28.678432 sec): 3 clusters Score: Raw -28985.994428 + Penalty 615.984921 = -28370.009507 nChanged 23 SP:Iteration 20F (28.679796 sec): 3 clusters Score: Raw -29008.153832 + Penalty 638.583437 = -28369.570395 nChanged 7 SP:Iteration 21F (28.681159 sec): 3 clusters Score: Raw -29012.295928 + Penalty 643.305128 = -28368.990800 nChanged 2 SP:Iteration 22F (28.682503 sec): 3 clusters Score: Raw -29012.870988 + Penalty 646.691639 = -28366.179349 nChanged 1 SP:Iteration 23F (28.683848 sec): 3 clusters Score: Raw -29013.885980 + Penalty 642.773853 = -28371.112128 nChanged 1 SP:Iteration 24Q (28.684963 sec): 3 clusters Score: Raw -29014.437019 + Penalty 642.773853 = -28371.663166 nChanged 0 SP:Iteration 25F (28.686348 sec): 3 clusters Score: Raw -29014.437019 + Penalty 642.773853 = -28371.663166 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 20 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.689508 sec): 2 clusters Score: Raw -23482.434833 + Penalty 203.139787 = -23279.295046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.690702 sec): 3 clusters Score: Raw -23176.536884 + Penalty 439.208076 = -22737.328809 nChanged 231 SP:Iteration 1F (28.691884 sec): 3 clusters Score: Raw -23426.175261 + Penalty 444.534221 = -22981.641040 nChanged 44 SP:Iteration 2F (28.693060 sec): 3 clusters Score: Raw -23461.307694 + Penalty 457.201257 = -23004.106438 nChanged 29 SP:Iteration 3F (28.694234 sec): 3 clusters Score: Raw -23490.495031 + Penalty 465.202669 = -23025.292362 nChanged 18 SP:Iteration 4Q (28.695398 sec): 3 clusters Score: Raw -23508.905313 + Penalty 472.129970 = -23036.775343 nChanged 16 SP:Iteration 5Q (28.696557 sec): 3 clusters Score: Raw -23526.380352 + Penalty 467.760924 = -23058.619428 nChanged 9 SP:Iteration 6Q (28.697713 sec): 3 clusters Score: Raw -23546.704449 + Penalty 465.162131 = -23081.542318 nChanged 6 SP:Iteration 7Q (28.698827 sec): 3 clusters Score: Raw -23560.794416 + Penalty 463.323188 = -23097.471228 nChanged 3 SP:Iteration 8Q (28.699883 sec): 3 clusters Score: Raw -23562.630608 + Penalty 462.912195 = -23099.718413 nChanged 2 SP:Iteration 9Q (28.700933 sec): 3 clusters Score: Raw -23564.368623 + Penalty 461.012948 = -23103.355675 nChanged 2 SP:Iteration 10F (28.702108 sec): 3 clusters Score: Raw -23565.675730 + Penalty 461.247057 = -23104.428672 nChanged 1 SP:Iteration 11Q (28.703156 sec): 3 clusters Score: Raw -23566.070049 + Penalty 461.247057 = -23104.822991 nChanged 0 SP:Iteration 12F (28.704328 sec): 3 clusters Score: Raw -23566.070049 + Penalty 461.247057 = -23104.822991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 21 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.706258 sec): 2 clusters Score: Raw -10342.449868 + Penalty 460.916761 = -9881.533107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.706849 sec): 3 clusters Score: Raw -10170.131964 + Penalty 932.639180 = -9237.492784 nChanged 51 SP:Iteration 1F (28.707401 sec): 3 clusters Score: Raw -10256.686236 + Penalty 951.541566 = -9305.144670 nChanged 24 SP:Iteration 2F (28.707952 sec): 3 clusters Score: Raw -10291.628076 + Penalty 960.363673 = -9331.264403 nChanged 14 SP:Iteration 3F (28.708502 sec): 3 clusters Score: Raw -10308.520083 + Penalty 959.569894 = -9348.950189 nChanged 9 SP:Iteration 4Q (28.709005 sec): 3 clusters Score: Raw -10332.725363 + Penalty 1001.272798 = -9331.452565 nChanged 6 SP:Iteration 5F (28.709554 sec): 3 clusters Score: Raw -10346.351422 + Penalty 1012.284461 = -9334.066961 nChanged 1 SP:Iteration 6Q (28.710025 sec): 3 clusters Score: Raw -10346.192191 + Penalty 1030.921453 = -9315.270738 nChanged 1 SP:Iteration 7F (28.710575 sec): 3 clusters Score: Raw -10356.450441 + Penalty 1030.921453 = -9325.528988 nChanged 0 Memory request: 0.03 GB would take us to total of 0.27 GB. Trying to split cluster 23 (5680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.735284 sec): 2 clusters Score: Raw -222672.354250 + Penalty 100.153178 = -222572.201072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.745599 sec): 3 clusters Score: Raw -218907.231881 + Penalty 224.426558 = -218682.805323 nChanged 2730 SP:Iteration 1F (28.755574 sec): 3 clusters Score: Raw -221863.153498 + Penalty 247.999634 = -221615.153864 nChanged 441 SP:Iteration 2F (28.765598 sec): 3 clusters Score: Raw -222213.541467 + Penalty 262.174280 = -221951.367186 nChanged 209 SP:Iteration 3Q (28.776550 sec): 3 clusters Score: Raw -222414.024746 + Penalty 281.431495 = -222132.593251 nChanged 123 SP:Iteration 4Q (28.785928 sec): 3 clusters Score: Raw -222536.216734 + Penalty 309.482245 = -222226.734489 nChanged 64 SP:Iteration 5Q (28.794636 sec): 3 clusters Score: Raw -222624.311798 + Penalty 308.053053 = -222316.258745 nChanged 24 SP:Iteration 6Q (28.802696 sec): 3 clusters Score: Raw -222654.303293 + Penalty 305.500528 = -222348.802765 nChanged 18 SP:Iteration 7Q (28.810546 sec): 3 clusters Score: Raw -222662.319796 + Penalty 292.161322 = -222370.158474 nChanged 11 SP:Iteration 8Q (28.818563 sec): 3 clusters Score: Raw -222671.357098 + Penalty 291.438207 = -222379.918891 nChanged 10 SP:Iteration 9Q (28.826541 sec): 3 clusters Score: Raw -222676.847048 + Penalty 288.923548 = -222387.923499 nChanged 5 SP:Iteration 10F (28.836477 sec): 3 clusters Score: Raw -222679.691894 + Penalty 289.234414 = -222390.457480 nChanged 5 SP:Iteration 11Q (28.844276 sec): 3 clusters Score: Raw -222681.354205 + Penalty 289.234414 = -222392.119791 nChanged 0 SP:Iteration 12F (28.854334 sec): 3 clusters Score: Raw -222681.354205 + Penalty 289.234414 = -222392.119791 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 25 (901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.862035 sec): 2 clusters Score: Raw -35799.889269 + Penalty 96.436027 = -35703.453243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.863782 sec): 3 clusters Score: Raw -35234.896575 + Penalty 181.736469 = -35053.160106 nChanged 401 SP:Iteration 1F (28.865498 sec): 3 clusters Score: Raw -35597.014360 + Penalty 176.648130 = -35420.366230 nChanged 114 SP:Iteration 2F (28.867211 sec): 3 clusters Score: Raw -35714.060717 + Penalty 178.800075 = -35535.260642 nChanged 55 SP:Iteration 3F (28.868930 sec): 3 clusters Score: Raw -35775.076364 + Penalty 174.868950 = -35600.207415 nChanged 22 SP:Iteration 4Q (28.870698 sec): 3 clusters Score: Raw -35801.472425 + Penalty 176.773082 = -35624.699343 nChanged 10 SP:Iteration 5Q (28.872392 sec): 3 clusters Score: Raw -35825.824196 + Penalty 185.484977 = -35640.339219 nChanged 6 SP:Iteration 6Q (28.873859 sec): 3 clusters Score: Raw -35843.218493 + Penalty 186.625154 = -35656.593339 nChanged 1 SP:Iteration 7Q (28.875267 sec): 3 clusters Score: Raw -35843.616274 + Penalty 187.356946 = -35656.259328 nChanged 1 SP:Iteration 8F (28.877013 sec): 3 clusters Score: Raw -35843.860873 + Penalty 187.356946 = -35656.503927 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 37 (554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.879916 sec): 2 clusters Score: Raw -25474.723849 + Penalty 348.878621 = -25125.845228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.881091 sec): 3 clusters Score: Raw -25108.799492 + Penalty 715.115311 = -24393.684182 nChanged 185 SP:Iteration 1F (28.882234 sec): 3 clusters Score: Raw -25293.060722 + Penalty 758.324958 = -24534.735764 nChanged 77 SP:Iteration 2F (28.883375 sec): 3 clusters Score: Raw -25408.774003 + Penalty 799.406113 = -24609.367891 nChanged 61 SP:Iteration 3F (28.884513 sec): 3 clusters Score: Raw -25492.225800 + Penalty 830.504603 = -24661.721197 nChanged 40 SP:Iteration 4F (28.885670 sec): 3 clusters Score: Raw -25533.612344 + Penalty 861.194330 = -24672.418014 nChanged 27 SP:Iteration 5Q (28.886786 sec): 3 clusters Score: Raw -25558.192640 + Penalty 874.094366 = -24684.098274 nChanged 17 SP:Iteration 6Q (28.887874 sec): 3 clusters Score: Raw -25569.977973 + Penalty 891.949348 = -24678.028625 nChanged 12 SP:Iteration 7F (28.889026 sec): 3 clusters Score: Raw -25575.956805 + Penalty 899.351347 = -24676.605458 nChanged 5 SP:Iteration 8F (28.890178 sec): 3 clusters Score: Raw -25579.192666 + Penalty 914.590707 = -24664.601958 nChanged 4 SP:Iteration 9F (28.891334 sec): 3 clusters Score: Raw -25579.924450 + Penalty 913.543354 = -24666.381095 nChanged 1 SP:Iteration 10F (28.892488 sec): 3 clusters Score: Raw -25580.021295 + Penalty 913.543354 = -24666.477941 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 58 (469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.894318 sec): 2 clusters Score: Raw -21036.469868 + Penalty 364.016258 = -20672.453609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.895347 sec): 3 clusters Score: Raw -20800.539955 + Penalty 706.351934 = -20094.188021 nChanged 136 SP:Iteration 1F (28.896356 sec): 3 clusters Score: Raw -20932.127170 + Penalty 705.469049 = -20226.658121 nChanged 56 SP:Iteration 2F (28.897363 sec): 3 clusters Score: Raw -21002.731073 + Penalty 727.408926 = -20275.322147 nChanged 41 SP:Iteration 3F (28.898369 sec): 3 clusters Score: Raw -21042.943473 + Penalty 755.177178 = -20287.766295 nChanged 28 SP:Iteration 4F (28.899374 sec): 3 clusters Score: Raw -21087.398012 + Penalty 772.613299 = -20314.784713 nChanged 11 SP:Iteration 5Q (28.900343 sec): 3 clusters Score: Raw -21111.627272 + Penalty 791.244245 = -20320.383027 nChanged 11 SP:Iteration 6Q (28.901287 sec): 3 clusters Score: Raw -21140.305080 + Penalty 792.431542 = -20347.873538 nChanged 5 SP:Iteration 7Q (28.902175 sec): 3 clusters Score: Raw -21147.307790 + Penalty 795.908274 = -20351.399516 nChanged 3 SP:Iteration 8Q (28.903058 sec): 3 clusters Score: Raw -21150.205282 + Penalty 805.827166 = -20344.378116 nChanged 3 SP:Iteration 9F (28.904063 sec): 3 clusters Score: Raw -21152.872964 + Penalty 810.206360 = -20342.666604 nChanged 2 SP:Iteration 10F (28.905067 sec): 3 clusters Score: Raw -21157.636012 + Penalty 815.632199 = -20342.003813 nChanged 2 SP:Iteration 11F (28.906071 sec): 3 clusters Score: Raw -21157.807214 + Penalty 815.632199 = -20342.175015 nChanged 0 Iteration 108F (29.228776 sec): 24 clusters Score: Raw -1044377.942813 + Penalty 9506.066894 = -1034871.875919 nChanged 13 Iteration 109F (29.532937 sec): 24 clusters Score: Raw -1044394.491457 + Penalty 9505.620218 = -1034888.871238 nChanged 7 Iteration 110F (29.842043 sec): 24 clusters Score: Raw -1044402.467156 + Penalty 9506.422381 = -1034896.044775 nChanged 5 Iteration 111Q (29.914446 sec): 24 clusters Score: Raw -1044406.250342 + Penalty 9506.404290 = -1034899.846053 nChanged 2 Iteration 112Q (29.985258 sec): 24 clusters Score: Raw -1044407.071633 + Penalty 9506.404290 = -1034900.667343 nChanged 0 Iteration 113F (30.288956 sec): 24 clusters Score: Raw -1044407.071633 + Penalty 9506.404290 = -1034900.667343 nChanged 0 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.24 GB. Compute initial score before splitting: Score: Raw -1044407.071633 + Penalty 9506.404290 = -1034900.667343Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 1 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.338334 sec): 2 clusters Score: Raw -9320.137307 + Penalty 403.296812 = -8916.840494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.338954 sec): 3 clusters Score: Raw -9197.457950 + Penalty 800.895674 = -8396.562276 nChanged 58 SP:Iteration 1F (30.339559 sec): 3 clusters Score: Raw -9256.724715 + Penalty 796.111454 = -8460.613262 nChanged 20 SP:Iteration 2F (30.340154 sec): 3 clusters Score: Raw -9279.450614 + Penalty 795.068312 = -8484.382302 nChanged 18 SP:Iteration 3F (30.340749 sec): 3 clusters Score: Raw -9311.641046 + Penalty 794.233526 = -8517.407520 nChanged 11 SP:Iteration 4Q (30.341326 sec): 3 clusters Score: Raw -9326.712649 + Penalty 790.081018 = -8536.631631 nChanged 7 SP:Iteration 5Q (30.341899 sec): 3 clusters Score: Raw -9332.668522 + Penalty 792.600610 = -8540.067913 nChanged 2 SP:Iteration 6Q (30.342460 sec): 3 clusters Score: Raw -9332.688531 + Penalty 792.600610 = -8540.087921 nChanged 0 SP:Iteration 7F (30.343053 sec): 3 clusters Score: Raw -9332.688531 + Penalty 792.600610 = -8540.087921 nChanged 0 Memory request: 0.02 GB would take us to total of 0.26 GB. Trying to split cluster 2 (3209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.357267 sec): 2 clusters Score: Raw -150417.045959 + Penalty 210.705237 = -150206.340722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.363385 sec): 3 clusters Score: Raw -148330.035474 + Penalty 431.279940 = -147898.755535 nChanged 1469 SP:Iteration 1F (30.369282 sec): 3 clusters Score: Raw -149566.393828 + Penalty 439.545414 = -149126.848415 nChanged 406 SP:Iteration 2F (30.375097 sec): 3 clusters Score: Raw -149849.301752 + Penalty 444.696624 = -149404.605128 nChanged 237 SP:Iteration 3F (30.380765 sec): 3 clusters Score: Raw -150028.277928 + Penalty 450.766143 = -149577.511786 nChanged 163 SP:Iteration 4F (30.386429 sec): 3 clusters Score: Raw -150149.036486 + Penalty 454.817035 = -149694.219452 nChanged 121 SP:Iteration 5Q (30.392036 sec): 3 clusters Score: Raw -150234.466799 + Penalty 458.119097 = -149776.347702 nChanged 94 SP:Iteration 6Q (30.397420 sec): 3 clusters Score: Raw -150283.860053 + Penalty 463.158644 = -149820.701409 nChanged 73 SP:Iteration 7Q (30.402507 sec): 3 clusters Score: Raw -150304.220382 + Penalty 464.057913 = -149840.162469 nChanged 48 SP:Iteration 8Q (30.407512 sec): 3 clusters Score: Raw -150316.019409 + Penalty 466.607654 = -149849.411755 nChanged 44 SP:Iteration 9Q (30.412412 sec): 3 clusters Score: Raw -150326.340476 + Penalty 466.398012 = -149859.942464 nChanged 41 SP:Iteration 10F (30.418161 sec): 3 clusters Score: Raw -150332.051199 + Penalty 473.782422 = -149858.268776 nChanged 41 SP:Iteration 11F (30.423814 sec): 3 clusters Score: Raw -150344.217570 + Penalty 492.752051 = -149851.465520 nChanged 41 SP:Iteration 12F (30.429492 sec): 3 clusters Score: Raw -150361.019552 + Penalty 499.122264 = -149861.897288 nChanged 35 SP:Iteration 13Q (30.434122 sec): 3 clusters Score: Raw -150370.388000 + Penalty 528.634589 = -149841.753411 nChanged 39 SP:Iteration 14F (30.439778 sec): 3 clusters Score: Raw -150387.266984 + Penalty 571.449755 = -149815.817229 nChanged 40 SP:Iteration 15F (30.445549 sec): 3 clusters Score: Raw -150410.128233 + Penalty 615.840928 = -149794.287306 nChanged 23 SP:Iteration 16F (30.451319 sec): 3 clusters Score: Raw -150420.445021 + Penalty 723.013195 = -149697.431826 nChanged 15 SP:Iteration 17F (30.458223 sec): 3 clusters Score: Raw -150434.305523 + Penalty 911.056170 = -149523.249353 nChanged 5 SP:Iteration 18F (30.464065 sec): 3 clusters Score: Raw -150446.865304 + Penalty 911.056170 = -149535.809134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 3 (511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.467590 sec): 2 clusters Score: Raw -25511.880961 + Penalty 474.386183 = -25037.494778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.468772 sec): 3 clusters Score: Raw -25174.831182 + Penalty 965.726180 = -24209.105002 nChanged 169 SP:Iteration 1F (30.469875 sec): 3 clusters Score: Raw -25443.239689 + Penalty 986.285161 = -24456.954527 nChanged 76 SP:Iteration 2F (30.470957 sec): 3 clusters Score: Raw -25577.286605 + Penalty 1012.136681 = -24565.149924 nChanged 31 SP:Iteration 3F (30.472044 sec): 3 clusters Score: Raw -25615.914749 + Penalty 1027.246076 = -24588.668672 nChanged 15 SP:Iteration 4Q (30.472991 sec): 3 clusters Score: Raw -25620.348243 + Penalty 1027.370922 = -24592.977322 nChanged 7 SP:Iteration 5Q (30.473911 sec): 3 clusters Score: Raw -25618.930444 + Penalty 1024.923608 = -24594.006836 nChanged 1 SP:Iteration 6Q (30.474818 sec): 3 clusters Score: Raw -25619.404083 + Penalty 1024.923608 = -24594.480474 nChanged 0 SP:Iteration 7F (30.475906 sec): 3 clusters Score: Raw -25619.404083 + Penalty 1024.923608 = -24594.480474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 4 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.477578 sec): 2 clusters Score: Raw -6632.508634 + Penalty 244.403578 = -6388.105056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.478128 sec): 3 clusters Score: Raw -6584.607098 + Penalty 487.637332 = -6096.969766 nChanged 53 SP:Iteration 1F (30.478667 sec): 3 clusters Score: Raw -6670.786035 + Penalty 495.934476 = -6174.851559 nChanged 24 SP:Iteration 2F (30.479207 sec): 3 clusters Score: Raw -6723.039474 + Penalty 507.489791 = -6215.549683 nChanged 18 SP:Iteration 3F (30.479745 sec): 3 clusters Score: Raw -6756.290941 + Penalty 515.110993 = -6241.179948 nChanged 8 SP:Iteration 4Q (30.480243 sec): 3 clusters Score: Raw -6766.976196 + Penalty 519.695495 = -6247.280701 nChanged 4 SP:Iteration 5Q (30.480739 sec): 3 clusters Score: Raw -6769.800678 + Penalty 521.792671 = -6248.008007 nChanged 2 SP:Iteration 6Q (30.481232 sec): 3 clusters Score: Raw -6773.190488 + Penalty 520.437331 = -6252.753157 nChanged 1 SP:Iteration 7Q (30.481729 sec): 3 clusters Score: Raw -6774.194461 + Penalty 520.437331 = -6253.757130 nChanged 0 SP:Iteration 8F (30.482265 sec): 3 clusters Score: Raw -6774.194461 + Penalty 520.437331 = -6253.757130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 5 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.483351 sec): 2 clusters Score: Raw -2091.989680 + Penalty 32.141831 = -2059.847848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.483624 sec): 3 clusters Score: Raw -2116.373194 + Penalty 87.514023 = -2028.859170 nChanged 22 SP:Iteration 1F (30.483890 sec): 3 clusters Score: Raw -2152.254765 + Penalty 95.408059 = -2056.846707 nChanged 2 SP:Iteration 2Q (30.484152 sec): 3 clusters Score: Raw -2154.517035 + Penalty 106.346921 = -2048.170114 nChanged 2 SP:Iteration 3F (30.484409 sec): 3 clusters Score: Raw -2157.615965 + Penalty 113.699083 = -2043.916883 nChanged 1 SP:Iteration 4F (30.484668 sec): 3 clusters Score: Raw -2158.210791 + Penalty 113.699083 = -2044.511708 nChanged 0 Memory request: 0.03 GB would take us to total of 0.27 GB. Trying to split cluster 6 (5260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.508921 sec): 2 clusters Score: Raw -239233.795263 + Penalty 212.484424 = -239021.310838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.518458 sec): 3 clusters Score: Raw -235836.077149 + Penalty 436.588529 = -235399.488619 nChanged 2460 SP:Iteration 1F (30.527878 sec): 3 clusters Score: Raw -237513.200145 + Penalty 454.888146 = -237058.311999 nChanged 647 SP:Iteration 2F (30.537247 sec): 3 clusters Score: Raw -238268.681586 + Penalty 476.129130 = -237792.552456 nChanged 525 SP:Iteration 3F (30.546759 sec): 3 clusters Score: Raw -238991.994406 + Penalty 484.038800 = -238507.955606 nChanged 303 SP:Iteration 4F (30.556272 sec): 3 clusters Score: Raw -239235.817381 + Penalty 485.083361 = -238750.734020 nChanged 125 SP:Iteration 5Q (30.565300 sec): 3 clusters Score: Raw -239286.872945 + Penalty 484.626451 = -238802.246494 nChanged 88 SP:Iteration 6Q (30.574029 sec): 3 clusters Score: Raw -239312.240935 + Penalty 483.364897 = -238828.876038 nChanged 48 SP:Iteration 7Q (30.582812 sec): 3 clusters Score: Raw -239323.808252 + Penalty 481.093440 = -238842.714812 nChanged 44 SP:Iteration 8Q (30.591451 sec): 3 clusters Score: Raw -239331.861381 + Penalty 479.548642 = -238852.312740 nChanged 24 SP:Iteration 9Q (30.600107 sec): 3 clusters Score: Raw -239335.010010 + Penalty 478.253626 = -238856.756384 nChanged 18 SP:Iteration 10F (30.609466 sec): 3 clusters Score: Raw -239336.631001 + Penalty 477.750720 = -238858.880281 nChanged 8 SP:Iteration 11Q (30.618147 sec): 3 clusters Score: Raw -239337.041939 + Penalty 477.216726 = -238859.825213 nChanged 7 SP:Iteration 12Q (30.626812 sec): 3 clusters Score: Raw -239337.549630 + Penalty 476.512804 = -238861.036826 nChanged 10 SP:Iteration 13Q (30.635517 sec): 3 clusters Score: Raw -239338.365178 + Penalty 475.993053 = -238862.372125 nChanged 8 SP:Iteration 14Q (30.644216 sec): 3 clusters Score: Raw -239338.695807 + Penalty 475.605497 = -238863.090310 nChanged 6 SP:Iteration 15Q (30.652988 sec): 3 clusters Score: Raw -239339.126079 + Penalty 475.021899 = -238864.104181 nChanged 8 SP:Iteration 16Q (30.661706 sec): 3 clusters Score: Raw -239339.553982 + Penalty 474.548025 = -238865.005956 nChanged 7 SP:Iteration 17Q (30.670696 sec): 3 clusters Score: Raw -239339.926645 + Penalty 473.870485 = -238866.056160 nChanged 8 SP:Iteration 18Q (30.679381 sec): 3 clusters Score: Raw -239340.304016 + Penalty 473.731222 = -238866.572795 nChanged 3 SP:Iteration 19Q (30.688031 sec): 3 clusters Score: Raw -239340.523166 + Penalty 473.551068 = -238866.972098 nChanged 3 SP:Iteration 20F (30.697408 sec): 3 clusters Score: Raw -239340.578478 + Penalty 473.359339 = -238867.219138 nChanged 2 SP:Iteration 21Q (30.706104 sec): 3 clusters Score: Raw -239340.649935 + Penalty 473.359339 = -238867.290596 nChanged 0 SP:Iteration 22F (30.715582 sec): 3 clusters Score: Raw -239340.649935 + Penalty 473.359339 = -238867.290596 nChanged 0 Memory request: 0.02 GB would take us to total of 0.26 GB. Trying to split cluster 7 (2894 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.727189 sec): 2 clusters Score: Raw -135432.975268 + Penalty 185.163522 = -135247.811746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.732833 sec): 3 clusters Score: Raw -133570.046249 + Penalty 375.729088 = -133194.317161 nChanged 1344 SP:Iteration 1F (30.737981 sec): 3 clusters Score: Raw -134601.822840 + Penalty 381.404944 = -134220.417897 nChanged 354 SP:Iteration 2F (30.743115 sec): 3 clusters Score: Raw -134832.141121 + Penalty 388.518594 = -134443.622527 nChanged 229 SP:Iteration 3F (30.748278 sec): 3 clusters Score: Raw -134965.022543 + Penalty 396.294282 = -134568.728261 nChanged 166 SP:Iteration 4F (30.753392 sec): 3 clusters Score: Raw -135074.419987 + Penalty 405.335444 = -134669.084543 nChanged 151 SP:Iteration 5F (30.758491 sec): 3 clusters Score: Raw -135196.295841 + Penalty 415.443870 = -134780.851971 nChanged 148 SP:Iteration 6F (30.763638 sec): 3 clusters Score: Raw -135337.908373 + Penalty 418.072165 = -134919.836208 nChanged 109 SP:Iteration 7Q (30.768729 sec): 3 clusters Score: Raw -135414.043145 + Penalty 413.003344 = -135001.039801 nChanged 65 SP:Iteration 8Q (30.773825 sec): 3 clusters Score: Raw -135451.813174 + Penalty 400.938372 = -135050.874803 nChanged 36 SP:Iteration 9Q (30.778489 sec): 3 clusters Score: Raw -135476.300173 + Penalty 399.718254 = -135076.581918 nChanged 19 SP:Iteration 10F (30.783740 sec): 3 clusters Score: Raw -135485.440973 + Penalty 405.038139 = -135080.402834 nChanged 11 SP:Iteration 11Q (30.787901 sec): 3 clusters Score: Raw -135488.744980 + Penalty 401.575846 = -135087.169134 nChanged 7 SP:Iteration 12Q (30.792026 sec): 3 clusters Score: Raw -135490.290632 + Penalty 401.188949 = -135089.101683 nChanged 8 SP:Iteration 13Q (30.796122 sec): 3 clusters Score: Raw -135490.245558 + Penalty 392.725847 = -135097.519711 nChanged 7 SP:Iteration 14Q (30.800245 sec): 3 clusters Score: Raw -135488.552845 + Penalty 391.083169 = -135097.469676 nChanged 6 SP:Iteration 15F (30.805345 sec): 3 clusters Score: Raw -135488.462669 + Penalty 388.692238 = -135099.770431 nChanged 8 SP:Iteration 16Q (30.809398 sec): 3 clusters Score: Raw -135487.461357 + Penalty 388.374095 = -135099.087262 nChanged 5 SP:Iteration 17F (30.814556 sec): 3 clusters Score: Raw -135486.409151 + Penalty 388.372661 = -135098.036490 nChanged 1 SP:Iteration 18F (30.819770 sec): 3 clusters Score: Raw -135485.674748 + Penalty 390.050215 = -135095.624534 nChanged 1 SP:Iteration 19F (30.824871 sec): 3 clusters Score: Raw -135484.984675 + Penalty 393.601914 = -135091.382761 nChanged 2 SP:Iteration 20F (30.829963 sec): 3 clusters Score: Raw -135484.518847 + Penalty 395.759509 = -135088.759338 nChanged 3 SP:Iteration 21F (30.835059 sec): 3 clusters Score: Raw -135484.546525 + Penalty 399.771788 = -135084.774737 nChanged 2 SP:Iteration 22F (30.840155 sec): 3 clusters Score: Raw -135483.395786 + Penalty 400.897929 = -135082.497856 nChanged 1 SP:Iteration 23F (30.845257 sec): 3 clusters Score: Raw -135482.603127 + Penalty 403.197852 = -135079.405275 nChanged 1 SP:Iteration 24F (30.850482 sec): 3 clusters Score: Raw -135482.015374 + Penalty 403.503667 = -135078.511707 nChanged 1 SP:Iteration 25F (30.855576 sec): 3 clusters Score: Raw -135481.578477 + Penalty 405.968953 = -135075.609524 nChanged 1 SP:Iteration 26F (30.860670 sec): 3 clusters Score: Raw -135480.968739 + Penalty 408.556814 = -135072.411924 nChanged 1 SP:Iteration 27F (30.865890 sec): 3 clusters Score: Raw -135480.135442 + Penalty 411.272180 = -135068.863261 nChanged 1 SP:Iteration 28F (30.871147 sec): 3 clusters Score: Raw -135479.314666 + Penalty 413.064509 = -135066.250157 nChanged 1 SP:Iteration 29F (30.876250 sec): 3 clusters Score: Raw -135478.613554 + Penalty 413.290854 = -135065.322701 nChanged 1 SP:Iteration 30F (30.881368 sec): 3 clusters Score: Raw -135477.869050 + Penalty 413.453247 = -135064.415803 nChanged 1 SP:Iteration 31F (30.886463 sec): 3 clusters Score: Raw -135477.621340 + Penalty 412.200601 = -135065.420739 nChanged 1 SP:Iteration 32Q (30.890461 sec): 3 clusters Score: Raw -135478.152452 + Penalty 404.965497 = -135073.186955 nChanged 1 SP:Iteration 33Q (30.894463 sec): 3 clusters Score: Raw -135478.845109 + Penalty 404.965497 = -135073.879611 nChanged 0 SP:Iteration 34F (30.899557 sec): 3 clusters Score: Raw -135478.845109 + Penalty 404.965497 = -135073.879611 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 8 (1123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.906142 sec): 2 clusters Score: Raw -46557.192995 + Penalty 175.829064 = -46381.363931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.908298 sec): 3 clusters Score: Raw -45910.747045 + Penalty 391.640942 = -45519.106104 nChanged 475 SP:Iteration 1F (30.910406 sec): 3 clusters Score: Raw -46334.625630 + Penalty 404.304175 = -45930.321455 nChanged 77 SP:Iteration 2F (30.912517 sec): 3 clusters Score: Raw -46380.999867 + Penalty 418.517115 = -45962.482752 nChanged 53 SP:Iteration 3Q (30.914627 sec): 3 clusters Score: Raw -46423.538831 + Penalty 435.356332 = -45988.182498 nChanged 63 SP:Iteration 4F (30.916730 sec): 3 clusters Score: Raw -46478.911133 + Penalty 436.921019 = -46041.990114 nChanged 47 SP:Iteration 5Q (30.918885 sec): 3 clusters Score: Raw -46526.045121 + Penalty 419.789496 = -46106.255626 nChanged 39 SP:Iteration 6Q (30.921000 sec): 3 clusters Score: Raw -46561.008633 + Penalty 420.974722 = -46140.033910 nChanged 20 SP:Iteration 7Q (30.923118 sec): 3 clusters Score: Raw -46574.847802 + Penalty 421.495374 = -46153.352428 nChanged 7 SP:Iteration 8Q (30.925231 sec): 3 clusters Score: Raw -46577.906530 + Penalty 428.049914 = -46149.856617 nChanged 4 SP:Iteration 9F (30.927331 sec): 3 clusters Score: Raw -46580.026955 + Penalty 430.378548 = -46149.648407 nChanged 2 SP:Iteration 10F (30.929433 sec): 3 clusters Score: Raw -46580.664572 + Penalty 430.378548 = -46150.286024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 9 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.933220 sec): 2 clusters Score: Raw -3244.785194 + Penalty 37.770989 = -3207.014205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.933574 sec): 3 clusters Score: Raw -3210.578019 + Penalty 78.650815 = -3131.927203 nChanged 24 SP:Iteration 1F (30.933917 sec): 3 clusters Score: Raw -3253.002234 + Penalty 76.023565 = -3176.978669 nChanged 6 SP:Iteration 2F (30.934267 sec): 3 clusters Score: Raw -3264.781890 + Penalty 75.095992 = -3189.685898 nChanged 2 SP:Iteration 3Q (30.934599 sec): 3 clusters Score: Raw -3266.423715 + Penalty 74.678584 = -3191.745132 nChanged 1 SP:Iteration 4Q (30.934923 sec): 3 clusters Score: Raw -3266.800169 + Penalty 74.678584 = -3192.121586 nChanged 0 SP:Iteration 5F (30.935279 sec): 3 clusters Score: Raw -3266.800169 + Penalty 74.678584 = -3192.121586 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 10 (1803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.940942 sec): 2 clusters Score: Raw -72064.434342 + Penalty 48.730704 = -72015.703637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.944253 sec): 3 clusters Score: Raw -70992.181996 + Penalty 102.564406 = -70889.617590 nChanged 834 SP:Iteration 1F (30.947521 sec): 3 clusters Score: Raw -71832.862110 + Penalty 103.167417 = -71729.694692 nChanged 127 SP:Iteration 2F (30.950747 sec): 3 clusters Score: Raw -71945.868570 + Penalty 101.176539 = -71844.692031 nChanged 72 SP:Iteration 3Q (30.953980 sec): 3 clusters Score: Raw -72004.453599 + Penalty 101.881238 = -71902.572362 nChanged 51 SP:Iteration 4Q (30.957213 sec): 3 clusters Score: Raw -72037.532113 + Penalty 102.946079 = -71934.586033 nChanged 31 SP:Iteration 5Q (30.960440 sec): 3 clusters Score: Raw -72058.689493 + Penalty 106.963409 = -71951.726084 nChanged 22 SP:Iteration 6Q (30.963673 sec): 3 clusters Score: Raw -72070.185145 + Penalty 109.963179 = -71960.221966 nChanged 9 SP:Iteration 7Q (30.966891 sec): 3 clusters Score: Raw -72074.281771 + Penalty 112.213058 = -71962.068713 nChanged 5 SP:Iteration 8Q (30.970155 sec): 3 clusters Score: Raw -72075.744402 + Penalty 105.833927 = -71969.910476 nChanged 4 SP:Iteration 9Q (30.973381 sec): 3 clusters Score: Raw -72077.182320 + Penalty 101.906253 = -71975.276067 nChanged 8 SP:Iteration 10F (30.976603 sec): 3 clusters Score: Raw -72081.253153 + Penalty 103.588635 = -71977.664518 nChanged 4 SP:Iteration 11Q (30.979731 sec): 3 clusters Score: Raw -72083.010093 + Penalty 104.068540 = -71978.941552 nChanged 3 SP:Iteration 12Q (30.982808 sec): 3 clusters Score: Raw -72083.716364 + Penalty 103.647315 = -71980.069049 nChanged 2 SP:Iteration 13Q (30.985863 sec): 3 clusters Score: Raw -72084.290481 + Penalty 104.172904 = -71980.117577 nChanged 1 SP:Iteration 14Q (30.988893 sec): 3 clusters Score: Raw -72084.368525 + Penalty 104.731741 = -71979.636784 nChanged 1 SP:Iteration 15F (30.992129 sec): 3 clusters Score: Raw -72084.459183 + Penalty 104.731741 = -71979.727442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 11 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.994191 sec): 2 clusters Score: Raw -8715.988147 + Penalty 53.752784 = -8662.235363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.994800 sec): 3 clusters Score: Raw -8601.859342 + Penalty 133.416162 = -8468.443180 nChanged 81 SP:Iteration 1F (30.995399 sec): 3 clusters Score: Raw -8691.873944 + Penalty 130.755243 = -8561.118701 nChanged 18 SP:Iteration 2F (30.995996 sec): 3 clusters Score: Raw -8714.410377 + Penalty 141.709469 = -8572.700908 nChanged 8 SP:Iteration 3Q (30.996591 sec): 3 clusters Score: Raw -8726.695411 + Penalty 155.293672 = -8571.401739 nChanged 4 SP:Iteration 4F (30.997189 sec): 3 clusters Score: Raw -8731.775668 + Penalty 166.806732 = -8564.968936 nChanged 2 SP:Iteration 5F (30.997785 sec): 3 clusters Score: Raw -8735.950686 + Penalty 166.806732 = -8569.143954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 12 (250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.999265 sec): 2 clusters Score: Raw -13279.214946 + Penalty 651.813438 = -12627.401508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.999912 sec): 3 clusters Score: Raw -13121.535436 + Penalty 1316.480658 = -11805.054777 nChanged 72 SP:Iteration 1F (31.000551 sec): 3 clusters Score: Raw -13275.262937 + Penalty 1337.890766 = -11937.372171 nChanged 28 SP:Iteration 2F (31.001187 sec): 3 clusters Score: Raw -13328.181717 + Penalty 1343.315216 = -11984.866501 nChanged 17 SP:Iteration 3F (31.001827 sec): 3 clusters Score: Raw -13376.517807 + Penalty 1343.828843 = -12032.688964 nChanged 13 SP:Iteration 4F (31.002462 sec): 3 clusters Score: Raw -13398.035430 + Penalty 1351.438056 = -12046.597373 nChanged 6 SP:Iteration 5Q (31.003012 sec): 3 clusters Score: Raw -13404.416786 + Penalty 1366.399856 = -12038.016930 nChanged 4 SP:Iteration 6F (31.003647 sec): 3 clusters Score: Raw -13408.203896 + Penalty 1372.534235 = -12035.669661 nChanged 2 SP:Iteration 7F (31.004282 sec): 3 clusters Score: Raw -13411.650919 + Penalty 1404.325647 = -12007.325271 nChanged 4 SP:Iteration 8F (31.004920 sec): 3 clusters Score: Raw -13421.623500 + Penalty 1404.325647 = -12017.297853 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 13 (564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.007383 sec): 2 clusters Score: Raw -17940.966116 + Penalty 39.703149 = -17901.262967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.008579 sec): 3 clusters Score: Raw -17605.339388 + Penalty 78.929742 = -17526.409646 nChanged 257 SP:Iteration 1F (31.009696 sec): 3 clusters Score: Raw -17821.322729 + Penalty 81.999752 = -17739.322976 nChanged 39 SP:Iteration 2F (31.010869 sec): 3 clusters Score: Raw -17860.296634 + Penalty 84.481357 = -17775.815277 nChanged 31 SP:Iteration 3F (31.012052 sec): 3 clusters Score: Raw -17906.776564 + Penalty 85.602544 = -17821.174020 nChanged 16 SP:Iteration 4Q (31.013167 sec): 3 clusters Score: Raw -17924.756231 + Penalty 87.718366 = -17837.037865 nChanged 10 SP:Iteration 5Q (31.014220 sec): 3 clusters Score: Raw -17933.729193 + Penalty 91.058592 = -17842.670601 nChanged 10 SP:Iteration 6Q (31.015258 sec): 3 clusters Score: Raw -17943.280078 + Penalty 93.514190 = -17849.765887 nChanged 7 SP:Iteration 7Q (31.016256 sec): 3 clusters Score: Raw -17950.330580 + Penalty 92.885641 = -17857.444939 nChanged 5 SP:Iteration 8Q (31.017233 sec): 3 clusters Score: Raw -17954.228069 + Penalty 92.833332 = -17861.394737 nChanged 1 SP:Iteration 9Q (31.018198 sec): 3 clusters Score: Raw -17954.390590 + Penalty 92.833332 = -17861.557258 nChanged 0 SP:Iteration 10F (31.019373 sec): 3 clusters Score: Raw -17954.390590 + Penalty 92.833332 = -17861.557258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 14 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.022767 sec): 2 clusters Score: Raw -16630.753432 + Penalty 206.381652 = -16424.371780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.023810 sec): 3 clusters Score: Raw -16389.901570 + Penalty 443.392359 = -15946.509211 nChanged 173 SP:Iteration 1F (31.024803 sec): 3 clusters Score: Raw -16594.603901 + Penalty 523.986967 = -16070.616934 nChanged 59 SP:Iteration 2F (31.025795 sec): 3 clusters Score: Raw -16693.243078 + Penalty 602.508325 = -16090.734753 nChanged 27 SP:Iteration 3F (31.026785 sec): 3 clusters Score: Raw -16739.626464 + Penalty 647.882559 = -16091.743906 nChanged 12 SP:Iteration 4Q (31.027748 sec): 3 clusters Score: Raw -16752.565308 + Penalty 669.975200 = -16082.590109 nChanged 4 SP:Iteration 5F (31.028738 sec): 3 clusters Score: Raw -16757.577840 + Penalty 690.219921 = -16067.357919 nChanged 3 SP:Iteration 6F (31.029727 sec): 3 clusters Score: Raw -16769.427990 + Penalty 700.791592 = -16068.636398 nChanged 2 SP:Iteration 7Q (31.030609 sec): 3 clusters Score: Raw -16773.422408 + Penalty 709.094488 = -16064.327920 nChanged 2 SP:Iteration 8F (31.031599 sec): 3 clusters Score: Raw -16780.050261 + Penalty 729.499890 = -16050.550371 nChanged 2 SP:Iteration 9F (31.032592 sec): 3 clusters Score: Raw -16790.314318 + Penalty 729.499890 = -16060.814428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 15 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.033856 sec): 2 clusters Score: Raw -2419.635407 + Penalty 28.804867 = -2390.830539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.034166 sec): 3 clusters Score: Raw -2390.599741 + Penalty 57.367981 = -2333.231760 nChanged 26 SP:Iteration 1F (31.034464 sec): 3 clusters Score: Raw -2419.705507 + Penalty 56.436472 = -2363.269035 nChanged 4 SP:Iteration 2F (31.034769 sec): 3 clusters Score: Raw -2424.093098 + Penalty 56.436472 = -2367.656627 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 17 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.036073 sec): 2 clusters Score: Raw -9548.423412 + Penalty 452.921648 = -9095.501764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.036634 sec): 3 clusters Score: Raw -9413.933531 + Penalty 912.026188 = -8501.907343 nChanged 51 SP:Iteration 1F (31.037186 sec): 3 clusters Score: Raw -9486.926782 + Penalty 930.359309 = -8556.567474 nChanged 21 SP:Iteration 2F (31.037738 sec): 3 clusters Score: Raw -9526.052774 + Penalty 956.367109 = -8569.685666 nChanged 20 SP:Iteration 3F (31.038288 sec): 3 clusters Score: Raw -9571.864135 + Penalty 998.977048 = -8572.887087 nChanged 12 SP:Iteration 4F (31.038839 sec): 3 clusters Score: Raw -9594.194626 + Penalty 1050.705941 = -8543.488685 nChanged 5 SP:Iteration 5F (31.039379 sec): 3 clusters Score: Raw -9599.197469 + Penalty 1050.705941 = -8548.491528 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 18 (677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.042274 sec): 2 clusters Score: Raw -28995.239718 + Penalty 181.230803 = -28814.008915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.043674 sec): 3 clusters Score: Raw -28563.810379 + Penalty 367.015472 = -28196.794907 nChanged 286 SP:Iteration 1F (31.045047 sec): 3 clusters Score: Raw -28715.304288 + Penalty 376.690560 = -28338.613728 nChanged 92 SP:Iteration 2F (31.046426 sec): 3 clusters Score: Raw -28769.598662 + Penalty 391.130906 = -28378.467756 nChanged 65 SP:Iteration 3F (31.047798 sec): 3 clusters Score: Raw -28821.251542 + Penalty 423.374261 = -28397.877281 nChanged 68 SP:Iteration 4F (31.049163 sec): 3 clusters Score: Raw -28893.450074 + Penalty 497.980667 = -28395.469406 nChanged 69 SP:Iteration 5F (31.050513 sec): 3 clusters Score: Raw -28972.677062 + Penalty 563.186342 = -28409.490720 nChanged 23 SP:Iteration 6Q (31.051864 sec): 3 clusters Score: Raw -29000.221745 + Penalty 577.435319 = -28422.786426 nChanged 7 SP:Iteration 7Q (31.053152 sec): 3 clusters Score: Raw -29012.906009 + Penalty 583.748920 = -28429.157089 nChanged 3 SP:Iteration 8Q (31.054372 sec): 3 clusters Score: Raw -29014.586405 + Penalty 583.748920 = -28430.837485 nChanged 0 SP:Iteration 9F (31.055746 sec): 3 clusters Score: Raw -29014.586405 + Penalty 583.748920 = -28430.837485 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 20 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.058880 sec): 2 clusters Score: Raw -23482.434833 + Penalty 203.139787 = -23279.295046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.060092 sec): 3 clusters Score: Raw -23142.298968 + Penalty 408.878418 = -22733.420549 nChanged 233 SP:Iteration 1F (31.061282 sec): 3 clusters Score: Raw -23299.358356 + Penalty 419.875476 = -22879.482880 nChanged 65 SP:Iteration 2F (31.062475 sec): 3 clusters Score: Raw -23336.973450 + Penalty 447.140101 = -22889.833349 nChanged 48 SP:Iteration 3F (31.063663 sec): 3 clusters Score: Raw -23395.367079 + Penalty 486.013767 = -22909.353312 nChanged 45 SP:Iteration 4F (31.064852 sec): 3 clusters Score: Raw -23466.153222 + Penalty 524.484247 = -22941.668974 nChanged 33 SP:Iteration 5F (31.066039 sec): 3 clusters Score: Raw -23493.523658 + Penalty 555.815449 = -22937.708209 nChanged 21 SP:Iteration 6F (31.067231 sec): 3 clusters Score: Raw -23511.075877 + Penalty 595.879762 = -22915.196116 nChanged 15 SP:Iteration 7F (31.068419 sec): 3 clusters Score: Raw -23525.650822 + Penalty 613.394342 = -22912.256480 nChanged 8 SP:Iteration 8F (31.069606 sec): 3 clusters Score: Raw -23532.238269 + Penalty 617.023038 = -22915.215231 nChanged 5 SP:Iteration 9Q (31.070674 sec): 3 clusters Score: Raw -23536.186787 + Penalty 620.840839 = -22915.345949 nChanged 4 SP:Iteration 10F (31.071872 sec): 3 clusters Score: Raw -23537.912640 + Penalty 621.418653 = -22916.493987 nChanged 1 SP:Iteration 11Q (31.072910 sec): 3 clusters Score: Raw -23538.523630 + Penalty 621.418653 = -22917.104977 nChanged 0 SP:Iteration 12F (31.074105 sec): 3 clusters Score: Raw -23538.523630 + Penalty 621.418653 = -22917.104977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 21 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.076114 sec): 2 clusters Score: Raw -10342.449868 + Penalty 460.916761 = -9881.533107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.076699 sec): 3 clusters Score: Raw -10151.615250 + Penalty 928.727184 = -9222.888066 nChanged 48 SP:Iteration 1F (31.077270 sec): 3 clusters Score: Raw -10214.739022 + Penalty 940.098657 = -9274.640365 nChanged 26 SP:Iteration 2F (31.077841 sec): 3 clusters Score: Raw -10251.742160 + Penalty 957.539616 = -9294.202544 nChanged 18 SP:Iteration 3F (31.078412 sec): 3 clusters Score: Raw -10283.001600 + Penalty 984.463186 = -9298.538414 nChanged 15 SP:Iteration 4F (31.078979 sec): 3 clusters Score: Raw -10299.860710 + Penalty 998.149626 = -9301.711084 nChanged 11 SP:Iteration 5F (31.079547 sec): 3 clusters Score: Raw -10311.091476 + Penalty 1009.290631 = -9301.800845 nChanged 10 SP:Iteration 6Q (31.080058 sec): 3 clusters Score: Raw -10324.482645 + Penalty 1027.300408 = -9297.182237 nChanged 7 SP:Iteration 7F (31.080625 sec): 3 clusters Score: Raw -10339.465766 + Penalty 1033.468489 = -9305.997278 nChanged 1 SP:Iteration 8Q (31.081099 sec): 3 clusters Score: Raw -10340.299764 + Penalty 1029.924109 = -9310.375654 nChanged 1 SP:Iteration 9Q (31.081622 sec): 3 clusters Score: Raw -10340.444828 + Penalty 1033.116180 = -9307.328648 nChanged 2 SP:Iteration 10F (31.082227 sec): 3 clusters Score: Raw -10345.370720 + Penalty 1026.880363 = -9318.490358 nChanged 2 SP:Iteration 11Q (31.082751 sec): 3 clusters Score: Raw -10352.430776 + Penalty 1026.880363 = -9325.550414 nChanged 0 SP:Iteration 12F (31.083349 sec): 3 clusters Score: Raw -10352.430776 + Penalty 1026.880363 = -9325.550414 nChanged 0 Memory request: 0.03 GB would take us to total of 0.27 GB. Trying to split cluster 23 (5681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.107746 sec): 2 clusters Score: Raw -222708.823979 + Penalty 100.145197 = -222608.678782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.118050 sec): 3 clusters Score: Raw -218946.999793 + Penalty 203.290742 = -218743.709052 nChanged 2746 SP:Iteration 1F (31.128229 sec): 3 clusters Score: Raw -221059.445764 + Penalty 210.331564 = -220849.114200 nChanged 730 SP:Iteration 2F (31.138315 sec): 3 clusters Score: Raw -221551.394191 + Penalty 213.276112 = -221338.118079 nChanged 401 SP:Iteration 3F (31.148508 sec): 3 clusters Score: Raw -221857.302463 + Penalty 214.053344 = -221643.249119 nChanged 334 SP:Iteration 4F (31.158587 sec): 3 clusters Score: Raw -222131.582506 + Penalty 213.192482 = -221918.390024 nChanged 298 SP:Iteration 5F (31.168687 sec): 3 clusters Score: Raw -222357.222473 + Penalty 212.519994 = -222144.702479 nChanged 234 SP:Iteration 6Q (31.178872 sec): 3 clusters Score: Raw -222514.311269 + Penalty 211.753009 = -222302.558260 nChanged 175 SP:Iteration 7Q (31.188765 sec): 3 clusters Score: Raw -222594.216179 + Penalty 211.731305 = -222382.484874 nChanged 92 SP:Iteration 8Q (31.198494 sec): 3 clusters Score: Raw -222622.729012 + Penalty 212.078299 = -222410.650712 nChanged 54 SP:Iteration 9Q (31.208181 sec): 3 clusters Score: Raw -222634.744877 + Penalty 212.526890 = -222422.217987 nChanged 22 SP:Iteration 10F (31.218281 sec): 3 clusters Score: Raw -222639.080369 + Penalty 212.583235 = -222426.497134 nChanged 26 SP:Iteration 11Q (31.228037 sec): 3 clusters Score: Raw -222643.741152 + Penalty 213.082011 = -222430.659141 nChanged 24 SP:Iteration 12Q (31.237625 sec): 3 clusters Score: Raw -222646.690123 + Penalty 213.610917 = -222433.079206 nChanged 26 SP:Iteration 13Q (31.247195 sec): 3 clusters Score: Raw -222649.655301 + Penalty 213.892042 = -222435.763258 nChanged 18 SP:Iteration 14Q (31.256818 sec): 3 clusters Score: Raw -222651.000177 + Penalty 214.097668 = -222436.902509 nChanged 13 SP:Iteration 15Q (31.266402 sec): 3 clusters Score: Raw -222651.692735 + Penalty 214.241099 = -222437.451637 nChanged 15 SP:Iteration 16Q (31.276444 sec): 3 clusters Score: Raw -222652.840664 + Penalty 214.636490 = -222438.204175 nChanged 15 SP:Iteration 17Q (31.286506 sec): 3 clusters Score: Raw -222654.407983 + Penalty 214.983424 = -222439.424559 nChanged 14 SP:Iteration 18Q (31.296071 sec): 3 clusters Score: Raw -222655.923820 + Penalty 215.444880 = -222440.478940 nChanged 18 SP:Iteration 19Q (31.305572 sec): 3 clusters Score: Raw -222657.716119 + Penalty 215.807569 = -222441.908549 nChanged 16 SP:Iteration 20F (31.315661 sec): 3 clusters Score: Raw -222659.061219 + Penalty 216.193919 = -222442.867299 nChanged 19 SP:Iteration 21Q (31.325146 sec): 3 clusters Score: Raw -222660.476063 + Penalty 216.755221 = -222443.720842 nChanged 19 SP:Iteration 22Q (31.334617 sec): 3 clusters Score: Raw -222661.746858 + Penalty 217.202566 = -222444.544292 nChanged 17 SP:Iteration 23Q (31.344076 sec): 3 clusters Score: Raw -222662.753775 + Penalty 217.622280 = -222445.131494 nChanged 16 SP:Iteration 24Q (31.353547 sec): 3 clusters Score: Raw -222663.614631 + Penalty 217.930959 = -222445.683672 nChanged 13 SP:Iteration 25Q (31.362977 sec): 3 clusters Score: Raw -222664.272092 + Penalty 218.166778 = -222446.105314 nChanged 10 SP:Iteration 26Q (31.372401 sec): 3 clusters Score: Raw -222664.638578 + Penalty 218.281353 = -222446.357225 nChanged 6 SP:Iteration 27Q (31.382195 sec): 3 clusters Score: Raw -222664.882021 + Penalty 218.613437 = -222446.268584 nChanged 11 SP:Iteration 28F (31.392476 sec): 3 clusters Score: Raw -222665.569235 + Penalty 218.912107 = -222446.657128 nChanged 14 SP:Iteration 29Q (31.401948 sec): 3 clusters Score: Raw -222666.617621 + Penalty 219.384298 = -222447.233324 nChanged 16 SP:Iteration 30F (31.412162 sec): 3 clusters Score: Raw -222668.075437 + Penalty 219.723812 = -222448.351624 nChanged 18 SP:Iteration 31Q (31.421557 sec): 3 clusters Score: Raw -222670.039514 + Penalty 219.844642 = -222450.194872 nChanged 12 SP:Iteration 32Q (31.431100 sec): 3 clusters Score: Raw -222671.018576 + Penalty 219.995358 = -222451.023218 nChanged 8 SP:Iteration 33Q (31.440561 sec): 3 clusters Score: Raw -222672.361290 + Penalty 220.156234 = -222452.205056 nChanged 12 SP:Iteration 34Q (31.450053 sec): 3 clusters Score: Raw -222673.618939 + Penalty 220.544946 = -222453.073993 nChanged 14 SP:Iteration 35Q (31.459542 sec): 3 clusters Score: Raw -222674.321477 + Penalty 220.830567 = -222453.490909 nChanged 7 SP:Iteration 36Q (31.468972 sec): 3 clusters Score: Raw -222674.529061 + Penalty 220.956150 = -222453.572911 nChanged 7 SP:Iteration 37Q (31.478411 sec): 3 clusters Score: Raw -222674.727952 + Penalty 220.992040 = -222453.735912 nChanged 6 SP:Iteration 38Q (31.488215 sec): 3 clusters Score: Raw -222674.960255 + Penalty 221.142370 = -222453.817886 nChanged 9 SP:Iteration 39Q (31.497785 sec): 3 clusters Score: Raw -222675.371123 + Penalty 221.183374 = -222454.187749 nChanged 7 SP:Iteration 40F (31.507962 sec): 3 clusters Score: Raw -222675.581209 + Penalty 221.379233 = -222454.201976 nChanged 6 SP:Iteration 41Q (31.517384 sec): 3 clusters Score: Raw -222675.698143 + Penalty 221.313042 = -222454.385101 nChanged 3 SP:Iteration 42Q (31.526875 sec): 3 clusters Score: Raw -222675.802698 + Penalty 221.347449 = -222454.455248 nChanged 5 SP:Iteration 43Q (31.536318 sec): 3 clusters Score: Raw -222676.129356 + Penalty 221.441142 = -222454.688213 nChanged 5 SP:Iteration 44Q (31.545826 sec): 3 clusters Score: Raw -222676.320508 + Penalty 221.508644 = -222454.811863 nChanged 5 SP:Iteration 45Q (31.555257 sec): 3 clusters Score: Raw -222676.418682 + Penalty 221.618049 = -222454.800633 nChanged 3 SP:Iteration 46F (31.565579 sec): 3 clusters Score: Raw -222676.545025 + Penalty 221.686371 = -222454.858653 nChanged 2 SP:Iteration 47Q (31.574981 sec): 3 clusters Score: Raw -222676.733411 + Penalty 221.774622 = -222454.958789 nChanged 2 SP:Iteration 48Q (31.584505 sec): 3 clusters Score: Raw -222676.789358 + Penalty 221.853110 = -222454.936248 nChanged 4 SP:Iteration 49F (31.594725 sec): 3 clusters Score: Raw -222676.915518 + Penalty 221.918809 = -222454.996709 nChanged 2 SP:Iteration 50F (31.604854 sec): 3 clusters Score: Raw -222677.020717 + Penalty 221.971603 = -222455.049114 nChanged 6 SP:Iteration 51Q (31.614258 sec): 3 clusters Score: Raw -222677.332240 + Penalty 222.092090 = -222455.240150 nChanged 3 SP:Iteration 52Q (31.623742 sec): 3 clusters Score: Raw -222677.413565 + Penalty 222.092175 = -222455.321391 nChanged 4 SP:Iteration 53Q (31.633133 sec): 3 clusters Score: Raw -222677.515203 + Penalty 222.176062 = -222455.339141 nChanged 5 SP:Iteration 54Q (31.642505 sec): 3 clusters Score: Raw -222677.609499 + Penalty 222.258553 = -222455.350946 nChanged 2 SP:Iteration 55Q (31.651903 sec): 3 clusters Score: Raw -222677.636537 + Penalty 222.334592 = -222455.301945 nChanged 2 SP:Iteration 56F (31.662075 sec): 3 clusters Score: Raw -222677.687310 + Penalty 222.578760 = -222455.108550 nChanged 8 SP:Iteration 57F (31.672203 sec): 3 clusters Score: Raw -222677.948250 + Penalty 222.821952 = -222455.126298 nChanged 6 SP:Iteration 58Q (31.681926 sec): 3 clusters Score: Raw -222678.056924 + Penalty 222.905809 = -222455.151115 nChanged 2 SP:Iteration 59Q (31.691492 sec): 3 clusters Score: Raw -222678.101073 + Penalty 223.036116 = -222455.064956 nChanged 4 SP:Iteration 60F (31.701730 sec): 3 clusters Score: Raw -222678.173253 + Penalty 223.111083 = -222455.062170 nChanged 2 SP:Iteration 61F (31.711857 sec): 3 clusters Score: Raw -222678.208053 + Penalty 223.158418 = -222455.049635 nChanged 1 SP:Iteration 62F (31.721988 sec): 3 clusters Score: Raw -222678.217528 + Penalty 223.179506 = -222455.038023 nChanged 1 SP:Iteration 63F (31.732109 sec): 3 clusters Score: Raw -222678.227151 + Penalty 223.179506 = -222455.047645 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 25 (901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.739843 sec): 2 clusters Score: Raw -35799.889269 + Penalty 96.436027 = -35703.453243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.741650 sec): 3 clusters Score: Raw -35250.433797 + Penalty 194.975826 = -35055.457971 nChanged 394 SP:Iteration 1F (31.743418 sec): 3 clusters Score: Raw -35624.665491 + Penalty 198.447557 = -35426.217934 nChanged 90 SP:Iteration 2F (31.745175 sec): 3 clusters Score: Raw -35728.347271 + Penalty 199.216085 = -35529.131186 nChanged 39 SP:Iteration 3Q (31.746887 sec): 3 clusters Score: Raw -35745.654010 + Penalty 198.912385 = -35546.741625 nChanged 17 SP:Iteration 4Q (31.748647 sec): 3 clusters Score: Raw -35751.228086 + Penalty 199.581001 = -35551.647086 nChanged 12 SP:Iteration 5Q (31.750382 sec): 3 clusters Score: Raw -35754.488287 + Penalty 200.376408 = -35554.111878 nChanged 11 SP:Iteration 6Q (31.752087 sec): 3 clusters Score: Raw -35758.293887 + Penalty 200.794188 = -35557.499698 nChanged 10 SP:Iteration 7Q (31.753788 sec): 3 clusters Score: Raw -35761.060016 + Penalty 201.743839 = -35559.316177 nChanged 8 SP:Iteration 8Q (31.755489 sec): 3 clusters Score: Raw -35762.744697 + Penalty 202.669241 = -35560.075455 nChanged 9 SP:Iteration 9Q (31.757191 sec): 3 clusters Score: Raw -35765.596003 + Penalty 203.893392 = -35561.702611 nChanged 8 SP:Iteration 10F (31.758940 sec): 3 clusters Score: Raw -35767.146069 + Penalty 205.131375 = -35562.014694 nChanged 7 SP:Iteration 11Q (31.760696 sec): 3 clusters Score: Raw -35769.064728 + Penalty 206.049607 = -35563.015121 nChanged 7 SP:Iteration 12Q (31.762428 sec): 3 clusters Score: Raw -35769.958015 + Penalty 206.765604 = -35563.192410 nChanged 4 SP:Iteration 13Q (31.764116 sec): 3 clusters Score: Raw -35770.386833 + Penalty 207.189705 = -35563.197128 nChanged 2 SP:Iteration 14Q (31.765802 sec): 3 clusters Score: Raw -35770.513978 + Penalty 207.824296 = -35562.689681 nChanged 3 SP:Iteration 15F (31.767548 sec): 3 clusters Score: Raw -35770.769759 + Penalty 208.471787 = -35562.297973 nChanged 3 SP:Iteration 16F (31.769294 sec): 3 clusters Score: Raw -35770.908130 + Penalty 208.471787 = -35562.436344 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 37 (554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.772197 sec): 2 clusters Score: Raw -25474.723849 + Penalty 348.878621 = -25125.845228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.773396 sec): 3 clusters Score: Raw -25105.524180 + Penalty 767.338881 = -24338.185299 nChanged 194 SP:Iteration 1F (31.774562 sec): 3 clusters Score: Raw -25452.831277 + Penalty 833.329896 = -24619.501381 nChanged 89 SP:Iteration 2F (31.775728 sec): 3 clusters Score: Raw -25543.520361 + Penalty 852.309427 = -24691.210935 nChanged 29 SP:Iteration 3F (31.776888 sec): 3 clusters Score: Raw -25575.508449 + Penalty 860.863606 = -24714.644843 nChanged 8 SP:Iteration 4Q (31.777984 sec): 3 clusters Score: Raw -25579.487134 + Penalty 865.676073 = -24713.811061 nChanged 6 SP:Iteration 5F (31.779148 sec): 3 clusters Score: Raw -25582.470839 + Penalty 874.266424 = -24708.204414 nChanged 6 SP:Iteration 6F (31.780307 sec): 3 clusters Score: Raw -25585.711273 + Penalty 886.615121 = -24699.096152 nChanged 4 SP:Iteration 7F (31.781475 sec): 3 clusters Score: Raw -25586.849525 + Penalty 895.460549 = -24691.388976 nChanged 3 SP:Iteration 8F (31.782641 sec): 3 clusters Score: Raw -25588.374510 + Penalty 900.645197 = -24687.729313 nChanged 2 SP:Iteration 9F (31.783806 sec): 3 clusters Score: Raw -25588.394797 + Penalty 902.312435 = -24686.082363 nChanged 2 SP:Iteration 10F (31.784986 sec): 3 clusters Score: Raw -25588.101793 + Penalty 906.213393 = -24681.888400 nChanged 2 SP:Iteration 11F (31.786145 sec): 3 clusters Score: Raw -25587.744779 + Penalty 909.452634 = -24678.292146 nChanged 2 SP:Iteration 12F (31.787303 sec): 3 clusters Score: Raw -25588.293874 + Penalty 914.061551 = -24674.232323 nChanged 2 SP:Iteration 13F (31.788502 sec): 3 clusters Score: Raw -25589.006573 + Penalty 915.224040 = -24673.782533 nChanged 2 SP:Iteration 14F (31.789658 sec): 3 clusters Score: Raw -25589.765538 + Penalty 915.224040 = -24674.541498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 58 (469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.791453 sec): 2 clusters Score: Raw -21036.469868 + Penalty 364.016258 = -20672.453609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.792523 sec): 3 clusters Score: Raw -20768.439827 + Penalty 725.641514 = -20042.798313 nChanged 160 SP:Iteration 1F (31.793552 sec): 3 clusters Score: Raw -20882.058496 + Penalty 723.011924 = -20159.046572 nChanged 52 SP:Iteration 2F (31.794578 sec): 3 clusters Score: Raw -20929.706646 + Penalty 720.306671 = -20209.399975 nChanged 30 SP:Iteration 3F (31.795605 sec): 3 clusters Score: Raw -20959.704531 + Penalty 720.504296 = -20239.200236 nChanged 35 SP:Iteration 4F (31.796634 sec): 3 clusters Score: Raw -20989.572581 + Penalty 722.654663 = -20266.917918 nChanged 24 SP:Iteration 5F (31.797661 sec): 3 clusters Score: Raw -21005.928981 + Penalty 730.105973 = -20275.823008 nChanged 19 SP:Iteration 6Q (31.798673 sec): 3 clusters Score: Raw -21021.520358 + Penalty 746.600478 = -20274.919879 nChanged 23 SP:Iteration 7F (31.799704 sec): 3 clusters Score: Raw -21040.877016 + Penalty 765.153666 = -20275.723350 nChanged 23 SP:Iteration 8Q (31.800711 sec): 3 clusters Score: Raw -21066.805166 + Penalty 810.646821 = -20256.158345 nChanged 25 SP:Iteration 9F (31.801744 sec): 3 clusters Score: Raw -21097.306001 + Penalty 864.299257 = -20233.006744 nChanged 17 SP:Iteration 10F (31.802781 sec): 3 clusters Score: Raw -21119.202131 + Penalty 888.412306 = -20230.789826 nChanged 14 SP:Iteration 11F (31.803820 sec): 3 clusters Score: Raw -21133.642796 + Penalty 929.312013 = -20204.330783 nChanged 8 SP:Iteration 12F (31.804856 sec): 3 clusters Score: Raw -21143.771987 + Penalty 945.852836 = -20197.919151 nChanged 2 SP:Iteration 13F (31.805891 sec): 3 clusters Score: Raw -21151.322663 + Penalty 945.852836 = -20205.469827 nChanged 0 Time taken for this iteration:31.113049 seconds. 300->24 Clusters: Score -1034900.667343, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 114 (time per iteration =279.281675 ms) Total iterations: 1973 (time per iteration =16.136904 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 3912680000.000000 (time per metric unit =8.137162ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 97817000000.000000 (time per metric unit=325.486480ps) That took 31.838111 seconds. FileBase PeterP-2014-03-27_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 0.19 and 0.28 GB of RAM. Memory request: 0.09 GB would take us to total of 0.09 GB. ---------------------------------------------------------- Loaded 20032 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 20032 points ------ Starting initial clusters from distinct float masks Not enough masks (158) to generate starting clusters (300), so starting with (159) clusters instead. Assigned 159 initial classes from 158 unique masks. Deleting Class 22 (3 points): Lose 2.454670 but Gain 1597.048150 Iteration 0F (2.037804 sec): 158 clusters Score: Raw -976341.681590 + Penalty 114916.404693 = -861425.276897 nChanged 2739 Deleting Class 147 (1 points): Lose 2.875238 but Gain 1593.475602 Iteration 1F (3.103585 sec): 113 clusters Score: Raw -980079.686241 + Penalty 92735.457713 = -887344.228528 nChanged 761 Deleting Class 70 (2 points): Lose 1.634883 but Gain 1598.521164 Iteration 2Q (3.225558 sec): 96 clusters Score: Raw -981290.603215 + Penalty 83849.110935 = -897441.492279 nChanged 348 Deleting Class 23 (3 points): Lose 2.938597 but Gain 1567.891920 Iteration 3Q (3.321509 sec): 89 clusters Score: Raw -981644.546625 + Penalty 78497.442034 = -903147.104591 nChanged 164 Deleting Class 52 (8 points): Lose 50.222369 but Gain 1589.201800 Iteration 4Q (3.397044 sec): 85 clusters Score: Raw -981739.315379 + Penalty 74707.979680 = -907031.335699 nChanged 72 Deleting Class 43 (1 points): Lose 50.193448 but Gain 1576.479074 Iteration 5Q (3.467754 sec): 82 clusters Score: Raw -981753.710961 + Penalty 74658.541114 = -907095.169846 nChanged 51 Deleting Class 12 (2 points): Lose 9.527808 but Gain 1520.845428 Iteration 6Q (3.537175 sec): 81 clusters Score: Raw -981770.039198 + Penalty 73105.989751 = -908664.049447 nChanged 33 Deleting Class 87 (6 points): Lose 19.853458 but Gain 1444.876998 Iteration 7Q (3.604963 sec): 80 clusters Score: Raw -981766.781950 + Penalty 71657.555405 = -910109.226546 nChanged 22 Deleting Class 88 (3 points): Lose 6.864519 but Gain 1403.168177 Iteration 8Q (3.671494 sec): 79 clusters Score: Raw -981787.612531 + Penalty 70233.945568 = -911553.666962 nChanged 18 Deleting Class 144 (2 points): Lose 35.529598 but Gain 1376.515009 Iteration 9Q (3.738727 sec): 78 clusters Score: Raw -981761.364927 + Penalty 69283.491261 = -912477.873666 nChanged 16 Deleting Class 59 (4 points): Lose 46.485936 but Gain 1315.800585 Iteration 10F (4.458011 sec): 77 clusters Score: Raw -981779.442545 + Penalty 67839.491103 = -913939.951443 nChanged 18 Deleting Class 61 (2 points): Lose 21.528119 but Gain 1276.298375 Iteration 11Q (4.524486 sec): 76 clusters Score: Raw -981818.998304 + Penalty 66576.999018 = -915241.999286 nChanged 12 Deleting Class 79 (5 points): Lose 22.659528 but Gain 1271.049210 Iteration 12Q (4.590002 sec): 75 clusters Score: Raw -981803.344361 + Penalty 65341.672217 = -916461.672143 nChanged 15 Deleting Class 37 (3 points): Lose 31.233162 but Gain 1273.197295 Iteration 13Q (4.655910 sec): 74 clusters Score: Raw -981788.963897 + Penalty 64086.394516 = -917702.569381 nChanged 7 Deleting Class 51 (4 points): Lose 24.375304 but Gain 1253.924455 Iteration 14Q (4.721682 sec): 73 clusters Score: Raw -981773.149996 + Penalty 62851.451656 = -918921.698340 nChanged 6 Deleting Class 24 (4 points): Lose 17.397232 but Gain 1240.708114 Iteration 15Q (4.787385 sec): 72 clusters Score: Raw -981762.909224 + Penalty 61612.336927 = -920150.572297 nChanged 4 Deleting Class 83 (2 points): Lose 7.433784 but Gain 1217.756882 Iteration 16Q (4.851617 sec): 71 clusters Score: Raw -981758.666486 + Penalty 60395.711596 = -921362.954891 nChanged 3 Deleting Class 38 (2 points): Lose 14.531069 but Gain 1194.033729 Iteration 17Q (4.915715 sec): 70 clusters Score: Raw -981747.457787 + Penalty 59202.983840 = -922544.473947 nChanged 4 Deleting Class 60 (2 points): Lose 24.257273 but Gain 1169.083697 Iteration 18Q (4.979573 sec): 69 clusters Score: Raw -981726.801145 + Penalty 58250.107377 = -923476.693768 nChanged 3 Deleting Class 75 (1 points): Lose 2.031945 but Gain 1097.909553 Iteration 19Q (5.043480 sec): 68 clusters Score: Raw -981744.795710 + Penalty 57160.381974 = -924584.413736 nChanged 1 Writing temp clu file Memory request: 0.09 GB would take us to total of 0.19 GB. Compute initial score before splitting: Score: Raw -981744.795710 + Penalty 57160.381974 = -924584.413736Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 1 (1562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.118753 sec): 2 clusters Score: Raw -87993.413552 + Penalty 764.523857 = -87228.889695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.121767 sec): 3 clusters Score: Raw -86863.395219 + Penalty 1529.672706 = -85333.722513 nChanged 625 SP:Iteration 1F (5.124738 sec): 3 clusters Score: Raw -87741.569731 + Penalty 1537.319460 = -86204.250271 nChanged 343 SP:Iteration 2F (5.127667 sec): 3 clusters Score: Raw -88558.234761 + Penalty 1535.857301 = -87022.377460 nChanged 178 SP:Iteration 3F (5.130621 sec): 3 clusters Score: Raw -89207.072387 + Penalty 1537.469201 = -87669.603186 nChanged 107 SP:Iteration 4F (5.133613 sec): 3 clusters Score: Raw -89415.449081 + Penalty 1547.766980 = -87867.682101 nChanged 77 SP:Iteration 5Q (5.136325 sec): 3 clusters Score: Raw -89517.120281 + Penalty 1555.502119 = -87961.618163 nChanged 56 SP:Iteration 6Q (5.139006 sec): 3 clusters Score: Raw -89577.735481 + Penalty 1565.806966 = -88011.928515 nChanged 41 SP:Iteration 7Q (5.141811 sec): 3 clusters Score: Raw -89636.955612 + Penalty 1567.707737 = -88069.247875 nChanged 13 SP:Iteration 8Q (5.144281 sec): 3 clusters Score: Raw -89659.618353 + Penalty 1570.147532 = -88089.470821 nChanged 8 SP:Iteration 9Q (5.146596 sec): 3 clusters Score: Raw -89673.628151 + Penalty 1570.661280 = -88102.966870 nChanged 4 SP:Iteration 10F (5.149471 sec): 3 clusters Score: Raw -89680.521673 + Penalty 1570.039068 = -88110.482605 nChanged 2 SP:Iteration 11Q (5.151736 sec): 3 clusters Score: Raw -89680.853553 + Penalty 1570.039068 = -88110.814485 nChanged 0 SP:Iteration 12F (5.154611 sec): 3 clusters Score: Raw -89680.853553 + Penalty 1570.039068 = -88110.814485 nChanged 0 Score: Raw -1000170.974702 + Penalty 58245.369589 = -941925.605113 Splitting cluster 1 changes total score from -924584.413736 to -941925.605113 So it's getting split into cluster 12. Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 2 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.783422 sec): 2 clusters Score: Raw -7018.846894 + Penalty 75.812736 = -6943.034158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.783983 sec): 3 clusters Score: Raw -6911.888911 + Penalty 151.155366 = -6760.733544 nChanged 58 SP:Iteration 1F (5.784528 sec): 3 clusters Score: Raw -6949.118189 + Penalty 159.343611 = -6789.774578 nChanged 34 SP:Iteration 2F (5.785085 sec): 3 clusters Score: Raw -6989.133230 + Penalty 165.438135 = -6823.695095 nChanged 19 SP:Iteration 3F (5.785704 sec): 3 clusters Score: Raw -7012.118126 + Penalty 171.175714 = -6840.942412 nChanged 9 SP:Iteration 4Q (5.786266 sec): 3 clusters Score: Raw -7023.318197 + Penalty 186.082041 = -6837.236156 nChanged 3 SP:Iteration 5F (5.786827 sec): 3 clusters Score: Raw -7027.020414 + Penalty 199.039423 = -6827.980991 nChanged 3 SP:Iteration 6F (5.787388 sec): 3 clusters Score: Raw -7030.131132 + Penalty 220.560811 = -6809.570320 nChanged 2 SP:Iteration 7F (5.787950 sec): 3 clusters Score: Raw -7033.687016 + Penalty 239.034637 = -6794.652379 nChanged 1 SP:Iteration 8F (5.788514 sec): 3 clusters Score: Raw -7035.609612 + Penalty 239.034637 = -6796.574974 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 3 (1213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.792407 sec): 2 clusters Score: Raw -66070.372658 + Penalty 720.304307 = -65350.068351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.794787 sec): 3 clusters Score: Raw -65147.351161 + Penalty 1438.276130 = -63709.075031 nChanged 437 SP:Iteration 1F (5.797098 sec): 3 clusters Score: Raw -65606.650158 + Penalty 1437.716304 = -64168.933855 nChanged 191 SP:Iteration 2F (5.799391 sec): 3 clusters Score: Raw -65842.429985 + Penalty 1432.654948 = -64409.775037 nChanged 118 SP:Iteration 3F (5.801682 sec): 3 clusters Score: Raw -66077.721262 + Penalty 1425.161567 = -64652.559694 nChanged 95 SP:Iteration 4F (5.804022 sec): 3 clusters Score: Raw -66505.002165 + Penalty 1423.837953 = -65081.164212 nChanged 47 SP:Iteration 5Q (5.805980 sec): 3 clusters Score: Raw -66790.956273 + Penalty 1421.260278 = -65369.695996 nChanged 21 SP:Iteration 6Q (5.807882 sec): 3 clusters Score: Raw -66877.775206 + Penalty 1418.201829 = -65459.573378 nChanged 10 SP:Iteration 7Q (5.809738 sec): 3 clusters Score: Raw -66919.010144 + Penalty 1416.774509 = -65502.235635 nChanged 3 SP:Iteration 8Q (5.811585 sec): 3 clusters Score: Raw -66925.338776 + Penalty 1416.774509 = -65508.564267 nChanged 0 SP:Iteration 9F (5.813881 sec): 3 clusters Score: Raw -66925.338776 + Penalty 1416.774509 = -65508.564267 nChanged 0 Score: Raw -1001025.942221 + Penalty 59216.886460 = -941809.055760 Splitting cluster 3 changes total score from -924584.413736 to -941809.055760 So it's getting split into cluster 19. Memory request: 0.02 GB would take us to total of 0.20 GB. Trying to split cluster 4 (2767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.458996 sec): 2 clusters Score: Raw -129194.804382 + Penalty 317.141431 = -128877.662951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.464424 sec): 3 clusters Score: Raw -127384.696739 + Penalty 645.036478 = -126739.660261 nChanged 1289 SP:Iteration 1F (6.469707 sec): 3 clusters Score: Raw -128848.165500 + Penalty 609.893757 = -128238.271742 nChanged 469 SP:Iteration 2F (6.475035 sec): 3 clusters Score: Raw -129357.357450 + Penalty 598.870331 = -128758.487120 nChanged 366 SP:Iteration 3F (6.480416 sec): 3 clusters Score: Raw -129724.421349 + Penalty 609.477475 = -129114.943874 nChanged 252 SP:Iteration 4F (6.485974 sec): 3 clusters Score: Raw -129943.447795 + Penalty 613.106851 = -129330.340944 nChanged 144 SP:Iteration 5F (6.491569 sec): 3 clusters Score: Raw -130040.091130 + Penalty 609.241281 = -129430.849850 nChanged 85 SP:Iteration 6Q (6.497036 sec): 3 clusters Score: Raw -130089.722992 + Penalty 603.516278 = -129486.206714 nChanged 56 SP:Iteration 7Q (6.502490 sec): 3 clusters Score: Raw -130127.675750 + Penalty 603.724584 = -129523.951167 nChanged 44 SP:Iteration 8Q (6.507922 sec): 3 clusters Score: Raw -130145.896529 + Penalty 603.562209 = -129542.334319 nChanged 11 SP:Iteration 9Q (6.513302 sec): 3 clusters Score: Raw -130146.735934 + Penalty 605.187691 = -129541.548244 nChanged 7 SP:Iteration 10F (6.518810 sec): 3 clusters Score: Raw -130146.537512 + Penalty 603.976152 = -129542.561361 nChanged 4 SP:Iteration 11Q (6.524383 sec): 3 clusters Score: Raw -130147.541615 + Penalty 601.014186 = -129546.527430 nChanged 4 SP:Iteration 12Q (6.529970 sec): 3 clusters Score: Raw -130147.223462 + Penalty 600.191987 = -129547.031475 nChanged 1 SP:Iteration 13Q (6.535165 sec): 3 clusters Score: Raw -130146.694591 + Penalty 600.842747 = -129545.851844 nChanged 1 SP:Iteration 14F (6.540699 sec): 3 clusters Score: Raw -130146.137287 + Penalty 601.499977 = -129544.637310 nChanged 1 SP:Iteration 15F (6.546210 sec): 3 clusters Score: Raw -130145.581619 + Penalty 601.499977 = -129544.081642 nChanged 0 Score: Raw -1001976.722062 + Penalty 59572.269614 = -942404.452448 Splitting cluster 4 changes total score from -924584.413736 to -942404.452448 So it's getting split into cluster 22. Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 5 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.192629 sec): 2 clusters Score: Raw -11731.860927 + Penalty 204.759104 = -11527.101823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.193330 sec): 3 clusters Score: Raw -11587.302045 + Penalty 418.715686 = -11168.586359 nChanged 107 SP:Iteration 1F (7.193993 sec): 3 clusters Score: Raw -11654.005380 + Penalty 441.569203 = -11212.436177 nChanged 38 SP:Iteration 2F (7.194655 sec): 3 clusters Score: Raw -11682.447884 + Penalty 475.821203 = -11206.626681 nChanged 29 SP:Iteration 3F (7.195328 sec): 3 clusters Score: Raw -11714.453703 + Penalty 501.087895 = -11213.365809 nChanged 17 SP:Iteration 4F (7.195997 sec): 3 clusters Score: Raw -11727.084688 + Penalty 497.373623 = -11229.711064 nChanged 8 SP:Iteration 5Q (7.196661 sec): 3 clusters Score: Raw -11730.858864 + Penalty 501.532259 = -11229.326605 nChanged 3 SP:Iteration 6F (7.197326 sec): 3 clusters Score: Raw -11732.208443 + Penalty 501.532259 = -11230.676184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 6 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.198996 sec): 2 clusters Score: Raw -13077.169380 + Penalty 396.574094 = -12680.595285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.199708 sec): 3 clusters Score: Raw -12936.261769 + Penalty 800.323757 = -12135.938011 nChanged 105 SP:Iteration 1F (7.200406 sec): 3 clusters Score: Raw -13045.871674 + Penalty 816.041599 = -12229.830075 nChanged 31 SP:Iteration 2F (7.201130 sec): 3 clusters Score: Raw -13077.407640 + Penalty 861.186008 = -12216.221632 nChanged 20 SP:Iteration 3F (7.201860 sec): 3 clusters Score: Raw -13099.759359 + Penalty 885.697152 = -12214.062207 nChanged 6 SP:Iteration 4F (7.202587 sec): 3 clusters Score: Raw -13106.164026 + Penalty 903.331271 = -12202.832756 nChanged 4 SP:Iteration 5F (7.203278 sec): 3 clusters Score: Raw -13111.606799 + Penalty 906.459562 = -12205.147237 nChanged 4 SP:Iteration 6Q (7.203916 sec): 3 clusters Score: Raw -13115.891818 + Penalty 910.392386 = -12205.499432 nChanged 3 SP:Iteration 7Q (7.204539 sec): 3 clusters Score: Raw -13118.506293 + Penalty 910.392386 = -12208.113907 nChanged 0 SP:Iteration 8F (7.205232 sec): 3 clusters Score: Raw -13118.506293 + Penalty 910.392386 = -12208.113907 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 7 (2748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.213630 sec): 2 clusters Score: Raw -132356.923319 + Penalty 330.195819 = -132026.727500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.218636 sec): 3 clusters Score: Raw -130526.782189 + Penalty 705.778020 = -129821.004169 nChanged 1208 SP:Iteration 1F (7.223528 sec): 3 clusters Score: Raw -131715.296984 + Penalty 797.172947 = -130918.124037 nChanged 363 SP:Iteration 2F (7.228378 sec): 3 clusters Score: Raw -132101.536072 + Penalty 920.322633 = -131181.213438 nChanged 178 SP:Iteration 3F (7.233234 sec): 3 clusters Score: Raw -132287.140819 + Penalty 999.060238 = -131288.080581 nChanged 78 SP:Iteration 4Q (7.237925 sec): 3 clusters Score: Raw -132340.586899 + Penalty 1051.368725 = -131289.218174 nChanged 45 SP:Iteration 5Q (7.242428 sec): 3 clusters Score: Raw -132365.628605 + Penalty 1080.845616 = -131284.782989 nChanged 23 SP:Iteration 6F (7.247616 sec): 3 clusters Score: Raw -132372.973353 + Penalty 1120.014123 = -131252.959229 nChanged 14 SP:Iteration 7F (7.252499 sec): 3 clusters Score: Raw -132375.983153 + Penalty 1144.734679 = -131231.248474 nChanged 10 SP:Iteration 8F (7.257372 sec): 3 clusters Score: Raw -132377.741598 + Penalty 1142.820023 = -131234.921575 nChanged 5 SP:Iteration 9Q (7.261196 sec): 3 clusters Score: Raw -132377.260511 + Penalty 1148.937354 = -131228.323157 nChanged 5 SP:Iteration 10F (7.266069 sec): 3 clusters Score: Raw -132375.001297 + Penalty 1159.181072 = -131215.820225 nChanged 4 SP:Iteration 11F (7.271088 sec): 3 clusters Score: Raw -132371.363908 + Penalty 1166.166019 = -131205.197889 nChanged 2 SP:Iteration 12F (7.275966 sec): 3 clusters Score: Raw -132369.987797 + Penalty 1171.039087 = -131198.948709 nChanged 2 SP:Iteration 13F (7.280836 sec): 3 clusters Score: Raw -132368.464017 + Penalty 1179.058343 = -131189.405675 nChanged 1 SP:Iteration 14F (7.285706 sec): 3 clusters Score: Raw -132367.589171 + Penalty 1186.420439 = -131181.168732 nChanged 3 SP:Iteration 15F (7.290605 sec): 3 clusters Score: Raw -132365.908495 + Penalty 1191.833784 = -131174.074711 nChanged 1 SP:Iteration 16F (7.295500 sec): 3 clusters Score: Raw -132364.640691 + Penalty 1192.410943 = -131172.229748 nChanged 1 SP:Iteration 17F (7.300392 sec): 3 clusters Score: Raw -132364.413840 + Penalty 1187.588702 = -131176.825138 nChanged 2 SP:Iteration 18Q (7.304179 sec): 3 clusters Score: Raw -132363.273780 + Penalty 1192.527974 = -131170.745806 nChanged 2 SP:Iteration 19F (7.309043 sec): 3 clusters Score: Raw -132362.758217 + Penalty 1180.933020 = -131181.825196 nChanged 2 SP:Iteration 20F (7.314013 sec): 3 clusters Score: Raw -132361.503069 + Penalty 1190.668000 = -131170.835070 nChanged 1 SP:Iteration 21F (7.318857 sec): 3 clusters Score: Raw -132361.196601 + Penalty 1225.150628 = -131136.045973 nChanged 2 SP:Iteration 22F (7.323713 sec): 3 clusters Score: Raw -132364.653571 + Penalty 1238.795949 = -131125.857622 nChanged 2 SP:Iteration 23F (7.328565 sec): 3 clusters Score: Raw -132367.217643 + Penalty 1238.795949 = -131128.421694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 8 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.331058 sec): 2 clusters Score: Raw -13255.920115 + Penalty 785.100862 = -12470.819253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.331661 sec): 3 clusters Score: Raw -12893.702570 + Penalty 1574.270956 = -11319.431614 nChanged 54 SP:Iteration 1F (7.332258 sec): 3 clusters Score: Raw -12974.633512 + Penalty 1582.274530 = -11392.358982 nChanged 22 SP:Iteration 2F (7.332849 sec): 3 clusters Score: Raw -13024.880988 + Penalty 1601.179679 = -11423.701309 nChanged 32 SP:Iteration 3F (7.333461 sec): 3 clusters Score: Raw -13138.436077 + Penalty 1603.236585 = -11535.199492 nChanged 31 SP:Iteration 4F (7.334051 sec): 3 clusters Score: Raw -13240.721737 + Penalty 1609.617407 = -11631.104330 nChanged 7 SP:Iteration 5Q (7.334551 sec): 3 clusters Score: Raw -13266.944957 + Penalty 1599.446135 = -11667.498822 nChanged 1 SP:Iteration 6Q (7.335047 sec): 3 clusters Score: Raw -13272.119998 + Penalty 1599.446135 = -11672.673863 nChanged 0 SP:Iteration 7F (7.335637 sec): 3 clusters Score: Raw -13272.119998 + Penalty 1599.446135 = -11672.673863 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 9 (1471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.340091 sec): 2 clusters Score: Raw -71557.944655 + Penalty 440.303721 = -71117.640934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.343059 sec): 3 clusters Score: Raw -70539.479724 + Penalty 880.123169 = -69659.356556 nChanged 623 SP:Iteration 1F (7.346085 sec): 3 clusters Score: Raw -70926.829471 + Penalty 879.628088 = -70047.201383 nChanged 205 SP:Iteration 2F (7.349191 sec): 3 clusters Score: Raw -71079.035184 + Penalty 890.039772 = -70188.995412 nChanged 170 SP:Iteration 3F (7.352145 sec): 3 clusters Score: Raw -71182.626550 + Penalty 913.767993 = -70268.858557 nChanged 126 SP:Iteration 4F (7.355114 sec): 3 clusters Score: Raw -71269.246026 + Penalty 948.066880 = -70321.179147 nChanged 105 SP:Iteration 5F (7.358164 sec): 3 clusters Score: Raw -71357.040208 + Penalty 1016.466777 = -70340.573431 nChanged 94 SP:Iteration 6F (7.361118 sec): 3 clusters Score: Raw -71442.820949 + Penalty 1053.443600 = -70389.377349 nChanged 60 SP:Iteration 7Q (7.364212 sec): 3 clusters Score: Raw -71471.733869 + Penalty 1081.231772 = -70390.502097 nChanged 52 SP:Iteration 8Q (7.367184 sec): 3 clusters Score: Raw -71503.651067 + Penalty 1113.487860 = -70390.163207 nChanged 45 SP:Iteration 9F (7.370165 sec): 3 clusters Score: Raw -71523.778195 + Penalty 1150.028221 = -70373.749974 nChanged 30 SP:Iteration 10F (7.373303 sec): 3 clusters Score: Raw -71547.768352 + Penalty 1094.817690 = -70452.950662 nChanged 23 SP:Iteration 11Q (7.375951 sec): 3 clusters Score: Raw -71567.669523 + Penalty 1089.425007 = -70478.244517 nChanged 9 SP:Iteration 12Q (7.378391 sec): 3 clusters Score: Raw -71569.008634 + Penalty 1103.029403 = -70465.979232 nChanged 3 SP:Iteration 13F (7.381211 sec): 3 clusters Score: Raw -71569.906460 + Penalty 1103.029403 = -70466.877058 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 10 (1720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.387019 sec): 2 clusters Score: Raw -107188.141291 + Penalty 945.787098 = -106242.354194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.390190 sec): 3 clusters Score: Raw -105813.322087 + Penalty 1896.057557 = -103917.264530 nChanged 658 SP:Iteration 1F (7.393394 sec): 3 clusters Score: Raw -106386.597025 + Penalty 1911.071836 = -104475.525189 nChanged 296 SP:Iteration 2F (7.396546 sec): 3 clusters Score: Raw -106939.490543 + Penalty 1929.610844 = -105009.879699 nChanged 250 SP:Iteration 3F (7.399740 sec): 3 clusters Score: Raw -107262.099331 + Penalty 1939.100240 = -105322.999091 nChanged 138 SP:Iteration 4F (7.402841 sec): 3 clusters Score: Raw -107524.936389 + Penalty 1937.750817 = -105587.185573 nChanged 83 SP:Iteration 5Q (7.405665 sec): 3 clusters Score: Raw -107726.906314 + Penalty 1936.911484 = -105789.994830 nChanged 41 SP:Iteration 6Q (7.408328 sec): 3 clusters Score: Raw -107893.176548 + Penalty 1936.376420 = -105956.800128 nChanged 33 SP:Iteration 7Q (7.410912 sec): 3 clusters Score: Raw -108024.638614 + Penalty 1933.279951 = -106091.358664 nChanged 18 SP:Iteration 8Q (7.413448 sec): 3 clusters Score: Raw -108089.725339 + Penalty 1931.642453 = -106158.082886 nChanged 12 SP:Iteration 9Q (7.416022 sec): 3 clusters Score: Raw -108103.761828 + Penalty 1931.651687 = -106172.110141 nChanged 5 SP:Iteration 10F (7.419180 sec): 3 clusters Score: Raw -108106.239714 + Penalty 1931.333314 = -106174.906400 nChanged 1 SP:Iteration 11Q (7.421699 sec): 3 clusters Score: Raw -108107.178688 + Penalty 1931.333314 = -106175.845375 nChanged 0 SP:Iteration 12F (7.424795 sec): 3 clusters Score: Raw -108107.178688 + Penalty 1931.333314 = -106175.845375 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 11 (1555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.430780 sec): 2 clusters Score: Raw -101765.255302 + Penalty 1194.222649 = -100571.032652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.433656 sec): 3 clusters Score: Raw -100502.576081 + Penalty 2388.445235 = -98114.130846 nChanged 546 SP:Iteration 1F (7.436478 sec): 3 clusters Score: Raw -101521.738959 + Penalty 2388.445135 = -99133.293825 nChanged 251 SP:Iteration 2F (7.439296 sec): 3 clusters Score: Raw -102370.288308 + Penalty 2388.445661 = -99981.842647 nChanged 203 SP:Iteration 3F (7.442227 sec): 3 clusters Score: Raw -102994.286193 + Penalty 2388.446013 = -100605.840181 nChanged 92 SP:Iteration 4F (7.445261 sec): 3 clusters Score: Raw -103116.787461 + Penalty 2388.445384 = -100728.342076 nChanged 31 SP:Iteration 5Q (7.447919 sec): 3 clusters Score: Raw -103150.954666 + Penalty 2388.445284 = -100762.509382 nChanged 15 SP:Iteration 6Q (7.450351 sec): 3 clusters Score: Raw -103178.478992 + Penalty 2388.445384 = -100790.033607 nChanged 11 SP:Iteration 7Q (7.452681 sec): 3 clusters Score: Raw -103204.287263 + Penalty 2388.443511 = -100815.843752 nChanged 8 SP:Iteration 8Q (7.454999 sec): 3 clusters Score: Raw -103222.120307 + Penalty 2388.443511 = -100833.676797 nChanged 0 SP:Iteration 9F (7.457812 sec): 3 clusters Score: Raw -103222.120307 + Penalty 2388.443511 = -100833.676797 nChanged 0 Score: Raw -1003433.589019 + Penalty 61181.806850 = -942251.782170 Splitting cluster 11 changes total score from -924584.413736 to -942251.782170 So it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 13 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.113813 sec): 2 clusters Score: Raw -6948.354075 + Penalty 530.579988 = -6417.774086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.114255 sec): 3 clusters Score: Raw -6770.055601 + Penalty 1071.608700 = -5698.446901 nChanged 36 SP:Iteration 1F (8.114687 sec): 3 clusters Score: Raw -6860.690692 + Penalty 1095.350207 = -5765.340484 nChanged 14 SP:Iteration 2F (8.115155 sec): 3 clusters Score: Raw -6896.556985 + Penalty 1096.945122 = -5799.611863 nChanged 7 SP:Iteration 3F (8.115604 sec): 3 clusters Score: Raw -6910.256439 + Penalty 1101.967672 = -5808.288767 nChanged 5 SP:Iteration 4Q (8.115999 sec): 3 clusters Score: Raw -6932.409793 + Penalty 1115.039230 = -5817.370562 nChanged 3 SP:Iteration 5Q (8.116390 sec): 3 clusters Score: Raw -6942.064800 + Penalty 1125.648993 = -5816.415807 nChanged 2 SP:Iteration 6F (8.116830 sec): 3 clusters Score: Raw -6949.747595 + Penalty 1125.648993 = -5824.098603 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 14 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.119754 sec): 2 clusters Score: Raw -51365.248308 + Penalty 636.959981 = -50728.288327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.121617 sec): 3 clusters Score: Raw -50612.344007 + Penalty 1292.046380 = -49320.297627 nChanged 347 SP:Iteration 1F (8.123380 sec): 3 clusters Score: Raw -51053.556452 + Penalty 1350.960699 = -49702.595753 nChanged 145 SP:Iteration 2F (8.125114 sec): 3 clusters Score: Raw -51249.371953 + Penalty 1406.546488 = -49842.825465 nChanged 76 SP:Iteration 3F (8.126836 sec): 3 clusters Score: Raw -51335.455485 + Penalty 1418.024667 = -49917.430818 nChanged 37 SP:Iteration 4Q (8.128358 sec): 3 clusters Score: Raw -51354.712393 + Penalty 1424.843671 = -49929.868722 nChanged 27 SP:Iteration 5Q (8.129785 sec): 3 clusters Score: Raw -51378.915591 + Penalty 1428.020329 = -49950.895262 nChanged 11 SP:Iteration 6Q (8.131155 sec): 3 clusters Score: Raw -51391.354877 + Penalty 1473.822362 = -49917.532516 nChanged 4 SP:Iteration 7F (8.132862 sec): 3 clusters Score: Raw -51399.362640 + Penalty 1461.196015 = -49938.166625 nChanged 1 SP:Iteration 8Q (8.134208 sec): 3 clusters Score: Raw -51397.265845 + Penalty 1461.196015 = -49936.069830 nChanged 0 SP:Iteration 9F (8.135912 sec): 3 clusters Score: Raw -51397.265845 + Penalty 1461.196015 = -49936.069830 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 15 (605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.139253 sec): 2 clusters Score: Raw -25760.386923 + Penalty 217.607356 = -25542.779566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.140572 sec): 3 clusters Score: Raw -25387.440322 + Penalty 436.430060 = -24951.010262 nChanged 248 SP:Iteration 1F (8.141865 sec): 3 clusters Score: Raw -25561.696325 + Penalty 398.733258 = -25162.963067 nChanged 90 SP:Iteration 2F (8.143109 sec): 3 clusters Score: Raw -25655.174642 + Penalty 359.233090 = -25295.941552 nChanged 45 SP:Iteration 3F (8.144383 sec): 3 clusters Score: Raw -25705.197289 + Penalty 348.138797 = -25357.058492 nChanged 27 SP:Iteration 4Q (8.145734 sec): 3 clusters Score: Raw -25734.299528 + Penalty 352.510564 = -25381.788964 nChanged 18 SP:Iteration 5Q (8.146896 sec): 3 clusters Score: Raw -25747.927283 + Penalty 345.184185 = -25402.743098 nChanged 11 SP:Iteration 6Q (8.148079 sec): 3 clusters Score: Raw -25758.047796 + Penalty 350.469720 = -25407.578075 nChanged 9 SP:Iteration 7Q (8.149207 sec): 3 clusters Score: Raw -25767.760619 + Penalty 372.997163 = -25394.763456 nChanged 5 SP:Iteration 8F (8.150452 sec): 3 clusters Score: Raw -25773.393521 + Penalty 372.997163 = -25400.396358 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 16 (1486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.155481 sec): 2 clusters Score: Raw -89897.876083 + Penalty 944.932420 = -88952.943663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.158526 sec): 3 clusters Score: Raw -88747.060231 + Penalty 1891.837038 = -86855.223192 nChanged 591 SP:Iteration 1F (8.161425 sec): 3 clusters Score: Raw -89559.799109 + Penalty 1906.965805 = -87652.833303 nChanged 260 SP:Iteration 2F (8.164354 sec): 3 clusters Score: Raw -90131.853946 + Penalty 1915.306581 = -88216.547365 nChanged 173 SP:Iteration 3F (8.167243 sec): 3 clusters Score: Raw -90683.347519 + Penalty 1914.518391 = -88768.829127 nChanged 83 SP:Iteration 4F (8.170084 sec): 3 clusters Score: Raw -90898.727234 + Penalty 1918.576875 = -88980.150359 nChanged 34 SP:Iteration 5Q (8.172734 sec): 3 clusters Score: Raw -90921.136241 + Penalty 1918.604685 = -89002.531556 nChanged 16 SP:Iteration 6Q (8.175290 sec): 3 clusters Score: Raw -90923.706749 + Penalty 1918.158874 = -89005.547875 nChanged 11 SP:Iteration 7Q (8.177853 sec): 3 clusters Score: Raw -90926.688979 + Penalty 1917.918418 = -89008.770561 nChanged 6 SP:Iteration 8Q (8.180426 sec): 3 clusters Score: Raw -90924.600340 + Penalty 1917.893510 = -89006.706830 nChanged 4 SP:Iteration 9F (8.183278 sec): 3 clusters Score: Raw -90923.387365 + Penalty 1918.123355 = -89005.264009 nChanged 5 SP:Iteration 10F (8.186171 sec): 3 clusters Score: Raw -90921.572703 + Penalty 1918.028488 = -89003.544215 nChanged 4 SP:Iteration 11F (8.189070 sec): 3 clusters Score: Raw -90919.300781 + Penalty 1917.778453 = -89001.522328 nChanged 3 SP:Iteration 12F (8.191916 sec): 3 clusters Score: Raw -90920.078038 + Penalty 1917.444890 = -89002.633148 nChanged 3 SP:Iteration 13Q (8.194416 sec): 3 clusters Score: Raw -90920.841526 + Penalty 1917.031809 = -89003.809717 nChanged 2 SP:Iteration 14Q (8.196900 sec): 3 clusters Score: Raw -90920.241277 + Penalty 1917.031809 = -89003.209468 nChanged 0 SP:Iteration 15F (8.199748 sec): 3 clusters Score: Raw -90920.241277 + Penalty 1917.031809 = -89003.209468 nChanged 0 Score: Raw -1004455.956141 + Penalty 62500.116680 = -941955.839461 Splitting cluster 16 changes total score from -924584.413736 to -941955.839461 So it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 17 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.862471 sec): 2 clusters Score: Raw -588.954403 + Penalty 211.402441 = -377.551962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.862706 sec): 3 clusters Score: Raw -583.753997 + Penalty 414.748819 = -169.005178 nChanged 1 SP:Iteration 1F (8.862933 sec): 3 clusters Score: Raw -588.448542 + Penalty 414.748819 = -173.699723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 18 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.863396 sec): 2 clusters Score: Raw -133.951234 + Penalty 62.461266 = -71.489969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.863623 sec): 2 clusters Score: Raw -133.951234 + Penalty 62.461266 = -71.489969 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 20 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.864084 sec): 2 clusters Score: Raw -144.776107 + Penalty 108.146443 = -36.629664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.864295 sec): 3 clusters Score: Raw -137.938817 + Penalty 226.990022 = 89.051206 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 21 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.864829 sec): 2 clusters Score: Raw -1202.213815 + Penalty 234.517573 = -967.696242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.865095 sec): 3 clusters Score: Raw -1206.852643 + Penalty 465.188058 = -741.664585 nChanged 3 SP:Iteration 1F (8.865356 sec): 3 clusters Score: Raw -1214.668704 + Penalty 470.727823 = -743.940881 nChanged 2 SP:Iteration 2F (8.865615 sec): 3 clusters Score: Raw -1222.992789 + Penalty 470.727823 = -752.264966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 26 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.867066 sec): 2 clusters Score: Raw -16160.047206 + Penalty 288.862308 = -15871.184897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.867955 sec): 3 clusters Score: Raw -15953.916812 + Penalty 607.492839 = -15346.423973 nChanged 143 SP:Iteration 1F (8.868819 sec): 3 clusters Score: Raw -16068.415024 + Penalty 660.955415 = -15407.459609 nChanged 50 SP:Iteration 2F (8.869677 sec): 3 clusters Score: Raw -16122.722506 + Penalty 700.103788 = -15422.618717 nChanged 23 SP:Iteration 3F (8.870531 sec): 3 clusters Score: Raw -16148.605573 + Penalty 718.951336 = -15429.654237 nChanged 10 SP:Iteration 4Q (8.871330 sec): 3 clusters Score: Raw -16158.566637 + Penalty 739.902679 = -15418.663958 nChanged 8 SP:Iteration 5F (8.872181 sec): 3 clusters Score: Raw -16163.728322 + Penalty 753.474048 = -15410.254274 nChanged 5 SP:Iteration 6F (8.873037 sec): 3 clusters Score: Raw -16166.457201 + Penalty 761.982638 = -15404.474563 nChanged 3 SP:Iteration 7F (8.873887 sec): 3 clusters Score: Raw -16167.938006 + Penalty 762.535965 = -15405.402042 nChanged 3 SP:Iteration 8Q (8.874657 sec): 3 clusters Score: Raw -16169.572113 + Penalty 760.474674 = -15409.097439 nChanged 2 SP:Iteration 9Q (8.875422 sec): 3 clusters Score: Raw -16169.638391 + Penalty 752.150339 = -15417.488052 nChanged 1 SP:Iteration 10F (8.876285 sec): 3 clusters Score: Raw -16170.072836 + Penalty 754.163776 = -15415.909060 nChanged 1 SP:Iteration 11F (8.877138 sec): 3 clusters Score: Raw -16169.891447 + Penalty 756.452150 = -15413.439297 nChanged 1 SP:Iteration 12F (8.877991 sec): 3 clusters Score: Raw -16170.057797 + Penalty 756.452150 = -15413.605647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 27 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.878475 sec): 2 clusters Score: Raw -196.620812 + Penalty 154.678856 = -41.941955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.878696 sec): 3 clusters Score: Raw -192.567542 + Penalty 154.678856 = -37.888685 nChanged 1 SP:Iteration 1F (8.878897 sec): 2 clusters Score: Raw -196.620812 + Penalty 154.678856 = -41.941955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 28 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.879347 sec): 2 clusters Score: Raw -45.783794 + Penalty 0.000000 = -45.783794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.879537 sec): 2 clusters Score: Raw -45.783794 + Penalty 0.000000 = -45.783794 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 29 (1316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.883570 sec): 2 clusters Score: Raw -64963.392132 + Penalty 427.487902 = -64535.904230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.886037 sec): 3 clusters Score: Raw -63989.158887 + Penalty 842.929311 = -63146.229576 nChanged 540 SP:Iteration 1F (8.888456 sec): 3 clusters Score: Raw -64500.277295 + Penalty 840.266016 = -63660.011280 nChanged 240 SP:Iteration 2F (8.890885 sec): 3 clusters Score: Raw -64794.046031 + Penalty 905.819030 = -63888.227001 nChanged 127 SP:Iteration 3F (8.893301 sec): 3 clusters Score: Raw -64951.095672 + Penalty 949.143386 = -64001.952287 nChanged 44 SP:Iteration 4Q (8.895637 sec): 3 clusters Score: Raw -64995.281016 + Penalty 945.795700 = -64049.485317 nChanged 16 SP:Iteration 5Q (8.897668 sec): 3 clusters Score: Raw -64995.233668 + Penalty 953.610376 = -64041.623293 nChanged 1 SP:Iteration 6F (8.900096 sec): 3 clusters Score: Raw -64995.936900 + Penalty 955.858954 = -64040.077947 nChanged 1 SP:Iteration 7F (8.902516 sec): 3 clusters Score: Raw -64996.354339 + Penalty 955.858954 = -64040.495385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 31 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.903169 sec): 2 clusters Score: Raw -1869.946916 + Penalty 85.367161 = -1784.579755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.903465 sec): 3 clusters Score: Raw -1848.276884 + Penalty 164.535035 = -1683.741849 nChanged 18 SP:Iteration 1F (8.903746 sec): 3 clusters Score: Raw -1871.402524 + Penalty 162.508227 = -1708.894298 nChanged 3 SP:Iteration 2F (8.904026 sec): 3 clusters Score: Raw -1873.281486 + Penalty 160.270315 = -1713.011171 nChanged 2 SP:Iteration 3Q (8.904304 sec): 3 clusters Score: Raw -1874.123889 + Penalty 162.164525 = -1711.959364 nChanged 1 SP:Iteration 4F (8.904581 sec): 3 clusters Score: Raw -1876.323629 + Penalty 162.164525 = -1714.159104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 32 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.905043 sec): 2 clusters Score: Raw -135.835989 + Penalty 82.643929 = -53.192060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.905249 sec): 3 clusters Score: Raw -130.136903 + Penalty 82.643929 = -47.492974 nChanged 1 SP:Iteration 1F (8.905441 sec): 2 clusters Score: Raw -135.835989 + Penalty 82.643929 = -53.192060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 33 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.906347 sec): 2 clusters Score: Raw -9528.316919 + Penalty 547.862518 = -8980.454401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.906867 sec): 3 clusters Score: Raw -9302.845830 + Penalty 1091.129955 = -8211.715874 nChanged 43 SP:Iteration 1F (8.907378 sec): 3 clusters Score: Raw -9345.375896 + Penalty 1089.776285 = -8255.599611 nChanged 18 SP:Iteration 2F (8.907906 sec): 3 clusters Score: Raw -9387.122849 + Penalty 1124.729114 = -8262.393735 nChanged 32 SP:Iteration 3F (8.908398 sec): 3 clusters Score: Raw -9478.406152 + Penalty 1188.463289 = -8289.942863 nChanged 17 SP:Iteration 4F (8.908896 sec): 3 clusters Score: Raw -9528.513415 + Penalty 1246.316398 = -8282.197017 nChanged 5 SP:Iteration 5F (8.909393 sec): 3 clusters Score: Raw -9537.113503 + Penalty 1231.581750 = -8305.531754 nChanged 1 SP:Iteration 6Q (8.909820 sec): 3 clusters Score: Raw -9539.809328 + Penalty 1231.581750 = -8308.227579 nChanged 0 SP:Iteration 7F (8.910317 sec): 3 clusters Score: Raw -9539.809328 + Penalty 1231.581750 = -8308.227579 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 34 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.912415 sec): 2 clusters Score: Raw -25885.937601 + Penalty 235.672501 = -25650.265100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.913759 sec): 3 clusters Score: Raw -25555.247605 + Penalty 461.536614 = -25093.710991 nChanged 242 SP:Iteration 1F (8.915012 sec): 3 clusters Score: Raw -25719.693271 + Penalty 454.855963 = -25264.837307 nChanged 39 SP:Iteration 2F (8.916237 sec): 3 clusters Score: Raw -25733.472905 + Penalty 452.407423 = -25281.065482 nChanged 13 SP:Iteration 3Q (8.917459 sec): 3 clusters Score: Raw -25735.391772 + Penalty 449.549748 = -25285.842024 nChanged 6 SP:Iteration 4Q (8.918679 sec): 3 clusters Score: Raw -25737.618819 + Penalty 444.531845 = -25293.086974 nChanged 11 SP:Iteration 5Q (8.919898 sec): 3 clusters Score: Raw -25742.170455 + Penalty 440.701059 = -25301.469396 nChanged 13 SP:Iteration 6Q (8.921117 sec): 3 clusters Score: Raw -25747.478902 + Penalty 432.191798 = -25315.287105 nChanged 17 SP:Iteration 7Q (8.922353 sec): 3 clusters Score: Raw -25754.252385 + Penalty 423.109477 = -25331.142909 nChanged 18 SP:Iteration 8Q (8.923616 sec): 3 clusters Score: Raw -25762.904611 + Penalty 406.775881 = -25356.128730 nChanged 24 SP:Iteration 9Q (8.924838 sec): 3 clusters Score: Raw -25778.440037 + Penalty 391.454034 = -25386.986003 nChanged 22 SP:Iteration 10F (8.926062 sec): 3 clusters Score: Raw -25809.451556 + Penalty 364.373068 = -25445.078488 nChanged 17 SP:Iteration 11Q (8.927250 sec): 3 clusters Score: Raw -25858.326398 + Penalty 362.390393 = -25495.936005 nChanged 16 SP:Iteration 12Q (8.928343 sec): 3 clusters Score: Raw -25866.554509 + Penalty 362.311898 = -25504.242611 nChanged 6 SP:Iteration 13Q (8.929445 sec): 3 clusters Score: Raw -25870.269484 + Penalty 364.203301 = -25506.066183 nChanged 5 SP:Iteration 14Q (8.930527 sec): 3 clusters Score: Raw -25872.145703 + Penalty 366.616966 = -25505.528736 nChanged 1 SP:Iteration 15F (8.931752 sec): 3 clusters Score: Raw -25872.344305 + Penalty 366.616966 = -25505.727339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 35 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.932239 sec): 2 clusters Score: Raw -136.944977 + Penalty 98.533400 = -38.411577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.932445 sec): 2 clusters Score: Raw -136.944977 + Penalty 98.533400 = -38.411577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 36 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.932913 sec): 2 clusters Score: Raw -182.020952 + Penalty 143.086796 = -38.934156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.933122 sec): 3 clusters Score: Raw -183.093813 + Penalty 270.858454 = 87.764641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 39 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.933582 sec): 2 clusters Score: Raw -188.365374 + Penalty 103.838672 = -84.526702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.933789 sec): 3 clusters Score: Raw -182.341310 + Penalty 207.677343 = 25.336033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 40 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.934248 sec): 2 clusters Score: Raw -183.531942 + Penalty 141.812446 = -41.719496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.934461 sec): 3 clusters Score: Raw -180.246738 + Penalty 274.073652 = 93.826914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 42 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.934927 sec): 2 clusters Score: Raw -331.050997 + Penalty 221.462409 = -109.588588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.935146 sec): 3 clusters Score: Raw -328.453850 + Penalty 441.114666 = 112.660815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 44 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.935634 sec): 2 clusters Score: Raw -380.690637 + Penalty 219.341423 = -161.349214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.935857 sec): 3 clusters Score: Raw -376.916290 + Penalty 438.682845 = 61.766556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 45 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.936577 sec): 2 clusters Score: Raw -5422.866995 + Penalty 523.857634 = -4899.009361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.936985 sec): 3 clusters Score: Raw -5299.648288 + Penalty 1058.090318 = -4241.557970 nChanged 24 SP:Iteration 1F (8.937383 sec): 3 clusters Score: Raw -5363.336523 + Penalty 1058.368799 = -4304.967724 nChanged 12 SP:Iteration 2F (8.937778 sec): 3 clusters Score: Raw -5385.616286 + Penalty 1054.768780 = -4330.847507 nChanged 7 SP:Iteration 3F (8.938171 sec): 3 clusters Score: Raw -5401.439476 + Penalty 1063.621739 = -4337.817737 nChanged 4 SP:Iteration 4Q (8.938529 sec): 3 clusters Score: Raw -5408.516443 + Penalty 1065.330018 = -4343.186426 nChanged 1 SP:Iteration 5Q (8.938876 sec): 3 clusters Score: Raw -5410.963330 + Penalty 1071.335554 = -4339.627777 nChanged 1 SP:Iteration 6F (8.939263 sec): 3 clusters Score: Raw -5413.284844 + Penalty 1064.637981 = -4348.646863 nChanged 1 SP:Iteration 7Q (8.939608 sec): 3 clusters Score: Raw -5415.209488 + Penalty 1064.637981 = -4350.571507 nChanged 0 SP:Iteration 8F (8.939995 sec): 3 clusters Score: Raw -5415.209488 + Penalty 1064.637981 = -4350.571507 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 48 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.940521 sec): 2 clusters Score: Raw -1419.160098 + Penalty 299.067335 = -1120.092763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.940778 sec): 3 clusters Score: Raw -1400.745471 + Penalty 596.574731 = -804.170740 nChanged 3 SP:Iteration 1F (8.941031 sec): 3 clusters Score: Raw -1404.034681 + Penalty 603.767632 = -800.267049 nChanged 2 SP:Iteration 2F (8.941284 sec): 3 clusters Score: Raw -1408.785713 + Penalty 633.529514 = -775.256199 nChanged 4 SP:Iteration 3F (8.941536 sec): 3 clusters Score: Raw -1413.935518 + Penalty 652.488756 = -761.446762 nChanged 1 SP:Iteration 4F (8.941789 sec): 3 clusters Score: Raw -1415.297800 + Penalty 656.243491 = -759.054309 nChanged 1 SP:Iteration 5F (8.942042 sec): 3 clusters Score: Raw -1416.968530 + Penalty 664.788071 = -752.180459 nChanged 1 SP:Iteration 6F (8.942296 sec): 3 clusters Score: Raw -1420.699477 + Penalty 664.788071 = -755.911406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 49 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.942763 sec): 2 clusters Score: Raw -230.017554 + Penalty 175.637563 = -54.379991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.942980 sec): 3 clusters Score: Raw -231.634020 + Penalty 358.908302 = 127.274282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 50 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.943504 sec): 2 clusters Score: Raw -1365.950465 + Penalty 372.639594 = -993.310871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.943764 sec): 3 clusters Score: Raw -1357.804301 + Penalty 743.521751 = -614.282551 nChanged 2 SP:Iteration 1F (8.944018 sec): 3 clusters Score: Raw -1361.577348 + Penalty 743.521751 = -618.055597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 55 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.944615 sec): 2 clusters Score: Raw -2495.004991 + Penalty 58.354341 = -2436.650650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.944895 sec): 3 clusters Score: Raw -2466.558040 + Penalty 116.708681 = -2349.849358 nChanged 11 SP:Iteration 1F (8.945185 sec): 3 clusters Score: Raw -2474.696431 + Penalty 116.488392 = -2358.208038 nChanged 4 SP:Iteration 2F (8.945458 sec): 3 clusters Score: Raw -2477.750497 + Penalty 116.080755 = -2361.669742 nChanged 4 SP:Iteration 3F (8.945735 sec): 3 clusters Score: Raw -2481.524032 + Penalty 115.789729 = -2365.734303 nChanged 3 SP:Iteration 4Q (8.946013 sec): 3 clusters Score: Raw -2483.417785 + Penalty 115.586221 = -2367.831564 nChanged 2 SP:Iteration 5Q (8.946294 sec): 3 clusters Score: Raw -2485.038179 + Penalty 115.479735 = -2369.558444 nChanged 3 SP:Iteration 6Q (8.946573 sec): 3 clusters Score: Raw -2487.580862 + Penalty 115.368551 = -2372.212311 nChanged 1 SP:Iteration 7Q (8.946851 sec): 3 clusters Score: Raw -2487.899888 + Penalty 115.222226 = -2372.677663 nChanged 2 SP:Iteration 8Q (8.947132 sec): 3 clusters Score: Raw -2489.631409 + Penalty 115.427359 = -2374.204050 nChanged 4 SP:Iteration 9F (8.947414 sec): 3 clusters Score: Raw -2499.031065 + Penalty 115.114636 = -2383.916429 nChanged 3 SP:Iteration 10F (8.947699 sec): 3 clusters Score: Raw -2503.222404 + Penalty 115.307947 = -2387.914457 nChanged 1 SP:Iteration 11Q (8.947982 sec): 3 clusters Score: Raw -2503.288513 + Penalty 115.307947 = -2387.980565 nChanged 0 SP:Iteration 12F (8.948268 sec): 3 clusters Score: Raw -2503.288513 + Penalty 115.307947 = -2387.980565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 65 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.948720 sec): 2 clusters Score: Raw -43.040039 + Penalty 0.000000 = -43.040039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.948909 sec): 2 clusters Score: Raw -43.040039 + Penalty 0.000000 = -43.040039 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 69 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.949382 sec): 2 clusters Score: Raw -469.722250 + Penalty 233.542587 = -236.179664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.949603 sec): 3 clusters Score: Raw -468.435563 + Penalty 458.912249 = -9.523315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 72 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.950089 sec): 2 clusters Score: Raw -659.391234 + Penalty 262.625387 = -396.765847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.950322 sec): 3 clusters Score: Raw -656.905575 + Penalty 530.824867 = -126.080708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 73 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.950781 sec): 2 clusters Score: Raw -145.567908 + Penalty 113.752794 = -31.815114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.950978 sec): 2 clusters Score: Raw -145.567908 + Penalty 113.752794 = -31.815114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 74 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.951436 sec): 2 clusters Score: Raw -135.274794 + Penalty 92.159616 = -43.115178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.951647 sec): 3 clusters Score: Raw -131.190675 + Penalty 179.405727 = 48.215052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 82 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.952107 sec): 2 clusters Score: Raw -191.799850 + Penalty 118.291031 = -73.508819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.952320 sec): 3 clusters Score: Raw -187.424132 + Penalty 236.582063 = 49.157931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 90 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.952783 sec): 2 clusters Score: Raw -199.674890 + Penalty 148.236305 = -51.438585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.953011 sec): 3 clusters Score: Raw -193.172408 + Penalty 148.236305 = -44.936103 nChanged 1 SP:Iteration 1F (8.953205 sec): 2 clusters Score: Raw -199.674890 + Penalty 148.236305 = -51.438585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 92 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.953663 sec): 2 clusters Score: Raw -194.985719 + Penalty 137.093856 = -57.891863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.953876 sec): 3 clusters Score: Raw -189.560853 + Penalty 278.856569 = 89.295716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 93 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.954324 sec): 2 clusters Score: Raw -43.166334 + Penalty 0.000000 = -43.166334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.954511 sec): 2 clusters Score: Raw -43.166334 + Penalty 0.000000 = -43.166334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 101 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.954960 sec): 2 clusters Score: Raw -43.467679 + Penalty 0.000000 = -43.467679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.955150 sec): 2 clusters Score: Raw -43.467679 + Penalty 0.000000 = -43.467679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 102 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.955609 sec): 2 clusters Score: Raw -183.730456 + Penalty 101.200500 = -82.529956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.955820 sec): 3 clusters Score: Raw -179.383320 + Penalty 195.392260 = 16.008940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 103 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.956279 sec): 2 clusters Score: Raw -189.490866 + Penalty 142.283620 = -47.207246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.956493 sec): 3 clusters Score: Raw -181.620787 + Penalty 298.751608 = 117.130821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 105 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.956962 sec): 2 clusters Score: Raw -376.402766 + Penalty 218.464478 = -157.938288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.957184 sec): 3 clusters Score: Raw -377.536018 + Penalty 449.472340 = 71.936322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 111 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.957629 sec): 2 clusters Score: Raw -42.708464 + Penalty 0.000000 = -42.708464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.957814 sec): 2 clusters Score: Raw -42.708464 + Penalty 0.000000 = -42.708464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 112 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.958266 sec): 2 clusters Score: Raw -86.454314 + Penalty 61.222435 = -25.231879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.958458 sec): 2 clusters Score: Raw -86.454314 + Penalty 61.222435 = -25.231879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 113 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.958917 sec): 2 clusters Score: Raw -197.002858 + Penalty 110.882345 = -86.120513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.959130 sec): 3 clusters Score: Raw -187.708191 + Penalty 110.882345 = -76.825845 nChanged 1 SP:Iteration 1F (8.959323 sec): 2 clusters Score: Raw -197.002858 + Penalty 110.882345 = -86.120513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 118 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.959804 sec): 2 clusters Score: Raw -305.612500 + Penalty 166.319536 = -139.292964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.960022 sec): 3 clusters Score: Raw -301.452445 + Penalty 166.319536 = -135.132910 nChanged 1 SP:Iteration 1F (8.960220 sec): 2 clusters Score: Raw -305.612500 + Penalty 166.319536 = -139.292964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 120 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.960673 sec): 2 clusters Score: Raw -95.607528 + Penalty 49.427167 = -46.180361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.960873 sec): 3 clusters Score: Raw -86.347720 + Penalty 98.854334 = 12.506614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 126 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.961330 sec): 2 clusters Score: Raw -133.117200 + Penalty 106.592985 = -26.524215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.961526 sec): 2 clusters Score: Raw -133.117200 + Penalty 106.592985 = -26.524215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 130 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.961971 sec): 2 clusters Score: Raw -39.938799 + Penalty 0.000000 = -39.938799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.962156 sec): 2 clusters Score: Raw -39.938799 + Penalty 0.000000 = -39.938799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 133 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.962612 sec): 2 clusters Score: Raw -83.055709 + Penalty 62.593280 = -20.462429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.962819 sec): 3 clusters Score: Raw -79.992488 + Penalty 125.186559 = 45.194072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 135 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.963286 sec): 2 clusters Score: Raw -269.990782 + Penalty 82.928175 = -187.062607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.963499 sec): 3 clusters Score: Raw -274.405423 + Penalty 168.020820 = -106.384603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 136 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.963958 sec): 2 clusters Score: Raw -196.898268 + Penalty 105.193076 = -91.705193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.964170 sec): 3 clusters Score: Raw -188.005050 + Penalty 210.386151 = 22.381101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 138 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.964623 sec): 2 clusters Score: Raw -96.413712 + Penalty 69.768621 = -26.645090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.964830 sec): 3 clusters Score: Raw -89.293157 + Penalty 139.537242 = 50.244085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 140 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.965293 sec): 2 clusters Score: Raw -211.201632 + Penalty 130.598507 = -80.603125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.965511 sec): 3 clusters Score: Raw -211.752766 + Penalty 265.491687 = 53.738921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 142 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.965965 sec): 2 clusters Score: Raw -90.392920 + Penalty 71.387591 = -19.005330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.966172 sec): 2 clusters Score: Raw -90.392920 + Penalty 71.387591 = -19.005330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.966622 sec): 2 clusters Score: Raw -45.757558 + Penalty 0.000000 = -45.757558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.966811 sec): 2 clusters Score: Raw -45.757558 + Penalty 0.000000 = -45.757558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 150 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.967270 sec): 2 clusters Score: Raw -182.531807 + Penalty 131.289112 = -51.242696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.967482 sec): 3 clusters Score: Raw -181.724735 + Penalty 306.942446 = 125.217711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 156 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.967949 sec): 2 clusters Score: Raw -272.259625 + Penalty 38.714880 = -233.544744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.968155 sec): 3 clusters Score: Raw -273.679835 + Penalty 74.407585 = -199.272250 nChanged 0 Deleting Class 27 (4 points): Lose 10.219026 but Gain 1105.181887 Iteration 20F (9.647879 sec): 72 clusters Score: Raw -987796.230329 + Penalty 61434.623339 = -926361.606989 nChanged 75 Deleting Class 42 (7 points): Lose 50.401166 but Gain 1127.289598 Iteration 21Q (9.716166 sec): 71 clusters Score: Raw -987762.571258 + Penalty 60350.765188 = -927411.806070 nChanged 21 Deleting Class 146 (1 points): Lose 4.080486 but Gain 1077.645505 Iteration 22Q (9.782596 sec): 70 clusters Score: Raw -987793.928780 + Penalty 59319.982572 = -928473.946208 nChanged 10 Deleting Class 28 (1 points): Lose 5.803884 but Gain 1057.709829 Iteration 23Q (9.849119 sec): 69 clusters Score: Raw -987803.290676 + Penalty 58241.600286 = -929561.690391 nChanged 8 Deleting Class 90 (4 points): Lose 9.809748 but Gain 1059.149794 Iteration 24Q (9.915582 sec): 68 clusters Score: Raw -987795.271034 + Penalty 57186.241893 = -930609.029141 nChanged 10 Deleting Class 49 (5 points): Lose 51.263026 but Gain 1080.939625 Iteration 25Q (9.981805 sec): 67 clusters Score: Raw -987758.393409 + Penalty 56153.168713 = -931605.224696 nChanged 11 Deleting Class 50 (10 points): Lose 73.809937 but Gain 1167.017092 Iteration 26Q (10.047006 sec): 66 clusters Score: Raw -987722.942502 + Penalty 55137.281195 = -932585.661307 nChanged 14 Deleting Class 105 (9 points): Lose 40.951060 but Gain 1091.077172 Iteration 27Q (10.111753 sec): 65 clusters Score: Raw -987726.529974 + Penalty 54049.277064 = -933677.252910 nChanged 11 Deleting Class 73 (3 points): Lose 8.796025 but Gain 1025.594972 Iteration 28Q (10.176059 sec): 64 clusters Score: Raw -987737.852897 + Penalty 53023.048803 = -934714.804094 nChanged 4 Deleting Class 44 (8 points): Lose 32.444554 but Gain 1044.797688 Iteration 29Q (10.239593 sec): 63 clusters Score: Raw -987705.924792 + Penalty 52004.755944 = -935701.168849 nChanged 9 Deleting Class 142 (2 points): Lose 24.721172 but Gain 1020.130018 Iteration 30F (10.817402 sec): 62 clusters Score: Raw -987695.256078 + Penalty 50998.766503 = -936696.489575 nChanged 2 Deleting Class 103 (4 points): Lose 31.387755 but Gain 1016.617806 Iteration 31Q (10.881761 sec): 61 clusters Score: Raw -987671.555656 + Penalty 49983.209253 = -937688.346403 nChanged 4 Deleting Class 36 (4 points): Lose 47.949009 but Gain 1022.356505 Iteration 32Q (10.944884 sec): 60 clusters Score: Raw -987630.808636 + Penalty 48960.358206 = -938670.450430 nChanged 5 Deleting Class 92 (4 points): Lose 10.575523 but Gain 979.536891 Iteration 33Q (11.007966 sec): 59 clusters Score: Raw -987626.466116 + Penalty 47982.887885 = -939643.578231 nChanged 4 Deleting Class 20 (3 points): Lose 15.961479 but Gain 975.048123 Iteration 34Q (11.070769 sec): 58 clusters Score: Raw -987616.190543 + Penalty 47010.781992 = -940605.408551 nChanged 4 Deleting Class 138 (2 points): Lose 43.911983 but Gain 996.994911 Iteration 35Q (11.133084 sec): 57 clusters Score: Raw -987573.942676 + Penalty 46144.194637 = -941429.748038 nChanged 3 Deleting Class 35 (4 points): Lose 67.004057 but Gain 1016.640333 Iteration 36Q (11.194980 sec): 56 clusters Score: Raw -987542.297137 + Penalty 45131.950836 = -942410.346300 nChanged 4 Deleting Class 40 (4 points): Lose 64.030207 but Gain 1013.251262 Iteration 37Q (11.256933 sec): 55 clusters Score: Raw -987512.942345 + Penalty 44144.593998 = -943368.348347 nChanged 7 Deleting Class 101 (1 points): Lose 9.342699 but Gain 950.594262 Iteration 38Q (11.318448 sec): 54 clusters Score: Raw -987516.623413 + Penalty 43194.457140 = -944322.166273 nChanged 4 Deleting Class 72 (17 points): Lose 48.309868 but Gain 980.888466 Iteration 39Q (11.379660 sec): 53 clusters Score: Raw -987471.441860 + Penalty 42280.625841 = -945190.816019 nChanged 19 Deleting Class 126 (3 points): Lose 50.433853 but Gain 961.042146 Iteration 40F (11.871366 sec): 52 clusters Score: Raw -987453.567703 + Penalty 41320.344608 = -946133.223095 nChanged 4 Deleting Class 150 (4 points): Lose 37.469785 but Gain 938.061939 Iteration 41Q (11.932594 sec): 51 clusters Score: Raw -987426.348104 + Penalty 40501.035436 = -946925.312668 nChanged 8 Deleting Class 112 (2 points): Lose 24.909047 but Gain 874.869745 Iteration 42Q (11.993003 sec): 50 clusters Score: Raw -987418.084659 + Penalty 39634.098110 = -947783.986550 nChanged 3 Deleting Class 74 (4 points): Lose 29.270992 but Gain 867.924102 Iteration 43Q (12.053241 sec): 49 clusters Score: Raw -987393.553038 + Penalty 38757.220046 = -948636.332993 nChanged 6 Deleting Class 48 (27 points): Lose 61.594841 but Gain 898.796838 Iteration 44Q (12.113120 sec): 48 clusters Score: Raw -987340.991139 + Penalty 37874.015752 = -949466.975387 nChanged 27 Deleting Class 39 (5 points): Lose 18.217662 but Gain 823.851406 Iteration 45Q (12.172899 sec): 47 clusters Score: Raw -987349.055468 + Penalty 37096.791770 = -950252.263698 nChanged 5 Deleting Class 133 (7 points): Lose 54.387495 but Gain 916.239483 Iteration 46Q (12.232081 sec): 46 clusters Score: Raw -987303.204123 + Penalty 36200.329916 = -951102.874207 nChanged 6 Deleting Class 140 (6 points): Lose 95.006946 but Gain 852.882765 Iteration 47Q (12.290644 sec): 45 clusters Score: Raw -987226.430672 + Penalty 35305.509580 = -951920.921092 nChanged 8 Deleting Class 113 (4 points): Lose 38.501707 but Gain 792.255401 Iteration 48Q (12.348696 sec): 44 clusters Score: Raw -987230.044258 + Penalty 34632.291503 = -952597.752755 nChanged 11 Deleting Class 118 (8 points): Lose 83.048875 but Gain 821.507143 Iteration 49Q (12.407167 sec): 43 clusters Score: Raw -987193.714598 + Penalty 33926.048004 = -953267.666593 nChanged 10 Deleting Class 93 (1 points): Lose 3.087610 but Gain 729.081251 Iteration 50F (12.804372 sec): 42 clusters Score: Raw -987231.548152 + Penalty 33236.142778 = -953995.405374 nChanged 5 Deleting Class 17 (15 points): Lose 91.290461 but Gain 809.371466 Iteration 51Q (12.861654 sec): 41 clusters Score: Raw -987146.360483 + Penalty 32440.050495 = -954706.309988 nChanged 17 Deleting Class 32 (4 points): Lose 23.343261 but Gain 732.966431 Iteration 52Q (12.919722 sec): 40 clusters Score: Raw -987161.693571 + Penalty 31720.710446 = -955440.983125 nChanged 8 Deleting Class 102 (4 points): Lose 15.869636 but Gain 723.078525 Iteration 53Q (12.977353 sec): 39 clusters Score: Raw -987160.139382 + Penalty 31004.526398 = -956155.612984 nChanged 4 Deleting Class 120 (2 points): Lose 21.985024 but Gain 706.315149 Iteration 54Q (13.033624 sec): 38 clusters Score: Raw -987144.242483 + Penalty 30303.869451 = -956840.373032 nChanged 2 Deleting Class 82 (4 points): Lose 167.468711 but Gain 845.190534 Iteration 55Q (13.089417 sec): 37 clusters Score: Raw -986982.683234 + Penalty 28889.046837 = -958093.636397 nChanged 4 Deleting Class 111 (1 points): Lose 2.039931 but Gain 658.814976 Iteration 56Q (13.144987 sec): 36 clusters Score: Raw -986988.237994 + Penalty 28232.596905 = -958755.641089 nChanged 2 Deleting Class 45 (101 points): Lose 483.982993 but Gain 1128.584930 Iteration 57Q (13.200836 sec): 35 clusters Score: Raw -986507.638916 + Penalty 27184.369585 = -959323.269332 nChanged 104 Deleting Class 18 (6 points): Lose 46.344276 but Gain 680.336844 Iteration 58Q (13.257406 sec): 34 clusters Score: Raw -986627.896551 + Penalty 26526.912846 = -960100.983705 nChanged 13 Deleting Class 65 (1 points): Lose 9.447985 but Gain 626.761753 Iteration 59Q (13.312233 sec): 33 clusters Score: Raw -986637.222394 + Penalty 25905.446616 = -960731.775778 nChanged 3 Deleting Class 136 (6 points): Lose 182.808939 but Gain 810.086677 Iteration 60F (13.621974 sec): 32 clusters Score: Raw -986458.839812 + Penalty 25107.913946 = -961350.925866 nChanged 9 Deleting Class 69 (9 points): Lose 438.361238 but Gain 1052.809755 Iteration 61Q (13.676485 sec): 31 clusters Score: Raw -986090.887618 + Penalty 24071.074854 = -962019.812764 nChanged 16 Deleting Class 135 (19 points): Lose 119.632529 but Gain 598.234345 Iteration 62Q (13.730487 sec): 30 clusters Score: Raw -985994.955536 + Penalty 23429.729478 = -962565.226058 nChanged 24 Deleting Class 130 (1 points): Lose 20.042322 but Gain 354.085376 Iteration 63Q (13.784930 sec): 29 clusters Score: Raw -986036.793807 + Penalty 23079.407776 = -962957.386031 nChanged 4 Deleting Class 13 (135 points): Lose 786.757755 but Gain 1095.950588 Iteration 64Q (13.837829 sec): 28 clusters Score: Raw -985256.019287 + Penalty 22053.858310 = -963202.160977 nChanged 137 Deleting Class 156 (8 points): Lose 70.853809 but Gain 260.036504 Iteration 65Q (13.892215 sec): 27 clusters Score: Raw -985398.295655 + Penalty 21748.865258 = -963649.430397 nChanged 19 Deleting Class 31 (44 points): Lose 73.814859 but Gain 223.447866 Iteration 66Q (13.944702 sec): 26 clusters Score: Raw -985362.091197 + Penalty 21482.420782 = -963879.670416 nChanged 50 Deleting Class 8 (222 points): Lose 1290.888797 but Gain 1440.338819 Iteration 67Q (13.997442 sec): 25 clusters Score: Raw -984147.315046 + Penalty 20174.289713 = -963973.025334 nChanged 230 Deleting Class 33 (185 points): Lose 1068.982994 but Gain 1084.840425 Iteration 68Q (14.051524 sec): 24 clusters Score: Raw -983657.185307 + Penalty 19146.804857 = -964510.380449 nChanged 206 Deleting Class 55 (62 points): Lose 137.485539 but Gain 140.285221 Iteration 69Q (14.105593 sec): 23 clusters Score: Raw -983808.280474 + Penalty 18987.745366 = -964820.535108 nChanged 79 Iteration 70F (14.327958 sec): 23 clusters Score: Raw -983925.322598 + Penalty 18986.156001 = -964939.166597 nChanged 4 Iteration 71Q (14.378918 sec): 23 clusters Score: Raw -983931.793323 + Penalty 18986.066821 = -964945.726503 nChanged 3 Iteration 72Q (14.430109 sec): 23 clusters Score: Raw -983938.446055 + Penalty 18986.390856 = -964952.055199 nChanged 1 Iteration 73Q (14.481173 sec): 23 clusters Score: Raw -983938.998772 + Penalty 18986.579890 = -964952.418883 nChanged 2 Iteration 74Q (14.532040 sec): 23 clusters Score: Raw -983942.547454 + Penalty 18986.579890 = -964955.967564 nChanged 0 Iteration 75F (14.753849 sec): 23 clusters Score: Raw -983942.547454 + Penalty 18986.579890 = -964955.967564 nChanged 0 Writing temp clu file Memory request: 0.09 GB would take us to total of 0.19 GB. Compute initial score before splitting: Score: Raw -983942.547454 + Penalty 18986.579890 = -964955.967564Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 1 (1368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.797378 sec): 2 clusters Score: Raw -79637.435978 + Penalty 744.356508 = -78893.079470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.800004 sec): 3 clusters Score: Raw -78612.741666 + Penalty 1488.747887 = -77123.993779 nChanged 506 SP:Iteration 1F (14.802516 sec): 3 clusters Score: Raw -78990.798408 + Penalty 1488.508058 = -77502.290350 nChanged 168 SP:Iteration 2F (14.805033 sec): 3 clusters Score: Raw -79181.671660 + Penalty 1487.186124 = -77694.485537 nChanged 115 SP:Iteration 3F (14.807548 sec): 3 clusters Score: Raw -79304.023530 + Penalty 1482.568492 = -77821.455038 nChanged 100 SP:Iteration 4F (14.810091 sec): 3 clusters Score: Raw -79391.938585 + Penalty 1478.686996 = -77913.251589 nChanged 67 SP:Iteration 5Q (14.812528 sec): 3 clusters Score: Raw -79430.672559 + Penalty 1474.305884 = -77956.366675 nChanged 48 SP:Iteration 6Q (14.814988 sec): 3 clusters Score: Raw -79448.243321 + Penalty 1469.056360 = -77979.186960 nChanged 36 SP:Iteration 7Q (14.817392 sec): 3 clusters Score: Raw -79461.633952 + Penalty 1465.187441 = -77996.446511 nChanged 35 SP:Iteration 8Q (14.819900 sec): 3 clusters Score: Raw -79468.362773 + Penalty 1460.691558 = -78007.671215 nChanged 44 SP:Iteration 9Q (14.822454 sec): 3 clusters Score: Raw -79475.435227 + Penalty 1458.069856 = -78017.365370 nChanged 47 SP:Iteration 10F (14.825002 sec): 3 clusters Score: Raw -79488.172996 + Penalty 1451.411964 = -78036.761032 nChanged 62 SP:Iteration 11Q (14.827366 sec): 3 clusters Score: Raw -79524.272986 + Penalty 1447.010687 = -78077.262299 nChanged 70 SP:Iteration 12F (14.829864 sec): 3 clusters Score: Raw -79581.978600 + Penalty 1435.726096 = -78146.252504 nChanged 56 SP:Iteration 13Q (14.832165 sec): 3 clusters Score: Raw -79642.653795 + Penalty 1429.140024 = -78213.513772 nChanged 27 SP:Iteration 14Q (14.834388 sec): 3 clusters Score: Raw -79662.598961 + Penalty 1426.113631 = -78236.485330 nChanged 12 SP:Iteration 15Q (14.836499 sec): 3 clusters Score: Raw -79656.923125 + Penalty 1429.317378 = -78227.605746 nChanged 10 SP:Iteration 16F (14.839040 sec): 3 clusters Score: Raw -79649.697585 + Penalty 1432.919315 = -78216.778271 nChanged 8 SP:Iteration 17F (14.841542 sec): 3 clusters Score: Raw -79642.273050 + Penalty 1431.835109 = -78210.437941 nChanged 4 SP:Iteration 18F (14.844093 sec): 3 clusters Score: Raw -79637.738684 + Penalty 1431.302891 = -78206.435794 nChanged 3 SP:Iteration 19F (14.846649 sec): 3 clusters Score: Raw -79634.725044 + Penalty 1430.954810 = -78203.770234 nChanged 1 SP:Iteration 20F (14.849152 sec): 3 clusters Score: Raw -79633.656390 + Penalty 1430.601579 = -78203.054811 nChanged 3 SP:Iteration 21F (14.851652 sec): 3 clusters Score: Raw -79630.590725 + Penalty 1431.040460 = -78199.550265 nChanged 1 SP:Iteration 22F (14.854150 sec): 3 clusters Score: Raw -79629.199639 + Penalty 1431.390870 = -78197.808769 nChanged 1 SP:Iteration 23F (14.856652 sec): 3 clusters Score: Raw -79627.826004 + Penalty 1430.771673 = -78197.054332 nChanged 1 SP:Iteration 24F (14.859151 sec): 3 clusters Score: Raw -79626.578579 + Penalty 1432.450730 = -78194.127849 nChanged 2 SP:Iteration 25F (14.861650 sec): 3 clusters Score: Raw -79624.429502 + Penalty 1434.374583 = -78190.054919 nChanged 2 SP:Iteration 26F (14.864147 sec): 3 clusters Score: Raw -79622.724550 + Penalty 1436.087280 = -78186.637270 nChanged 4 SP:Iteration 27F (14.866660 sec): 3 clusters Score: Raw -79618.518818 + Penalty 1441.085763 = -78177.433055 nChanged 6 SP:Iteration 28F (14.869156 sec): 3 clusters Score: Raw -79612.781221 + Penalty 1443.746472 = -78169.034748 nChanged 8 SP:Iteration 29F (14.871651 sec): 3 clusters Score: Raw -79607.565331 + Penalty 1452.312821 = -78155.252510 nChanged 8 SP:Iteration 30F (14.874149 sec): 3 clusters Score: Raw -79605.172924 + Penalty 1460.307712 = -78144.865212 nChanged 12 SP:Iteration 31F (14.876649 sec): 3 clusters Score: Raw -79598.177640 + Penalty 1466.120572 = -78132.057068 nChanged 10 SP:Iteration 32F (14.879149 sec): 3 clusters Score: Raw -79591.509919 + Penalty 1472.128315 = -78119.381604 nChanged 20 SP:Iteration 33F (14.881648 sec): 3 clusters Score: Raw -79603.297133 + Penalty 1459.860397 = -78143.436736 nChanged 30 SP:Iteration 34Q (14.883646 sec): 3 clusters Score: Raw -79617.536240 + Penalty 1450.540685 = -78166.995555 nChanged 14 SP:Iteration 35Q (14.885624 sec): 3 clusters Score: Raw -79626.841311 + Penalty 1482.013395 = -78144.827917 nChanged 10 SP:Iteration 36F (14.888527 sec): 3 clusters Score: Raw -79634.628440 + Penalty 744.356508 = -78890.271932 nChanged 2 SP:Iteration 37Q (14.890522 sec): 2 clusters Score: Raw -79637.435978 + Penalty 744.356508 = -78893.079470 nChanged 0 SP:Iteration 38F (14.892519 sec): 2 clusters Score: Raw -79637.435978 + Penalty 744.356508 = -78893.079470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 2 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.893736 sec): 2 clusters Score: Raw -9726.220247 + Penalty 111.456966 = -9614.763281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.894415 sec): 3 clusters Score: Raw -9603.210756 + Penalty 243.581629 = -9359.629126 nChanged 87 SP:Iteration 1F (14.895063 sec): 3 clusters Score: Raw -9712.856870 + Penalty 275.643065 = -9437.213805 nChanged 28 SP:Iteration 2F (14.895732 sec): 3 clusters Score: Raw -9741.050299 + Penalty 330.498632 = -9410.551667 nChanged 13 SP:Iteration 3F (14.896378 sec): 3 clusters Score: Raw -9757.623590 + Penalty 388.149461 = -9369.474129 nChanged 6 SP:Iteration 4F (14.897022 sec): 3 clusters Score: Raw -9769.905665 + Penalty 461.504115 = -9308.401550 nChanged 4 SP:Iteration 5F (14.897747 sec): 3 clusters Score: Raw -9784.559900 + Penalty 520.762431 = -9263.797469 nChanged 2 SP:Iteration 6F (14.898452 sec): 3 clusters Score: Raw -9794.538463 + Penalty 520.762431 = -9273.776032 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 3 (1033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.901797 sec): 2 clusters Score: Raw -57273.838809 + Penalty 751.245104 = -56522.593706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.903869 sec): 3 clusters Score: Raw -56458.073210 + Penalty 1502.468453 = -54955.604757 nChanged 378 SP:Iteration 1F (14.905867 sec): 3 clusters Score: Raw -56779.246783 + Penalty 1502.666277 = -55276.580506 nChanged 121 SP:Iteration 2F (14.907857 sec): 3 clusters Score: Raw -56853.429077 + Penalty 1504.015935 = -55349.413143 nChanged 68 SP:Iteration 3F (14.909806 sec): 3 clusters Score: Raw -56895.017252 + Penalty 1505.900587 = -55389.116664 nChanged 54 SP:Iteration 4F (14.911756 sec): 3 clusters Score: Raw -56931.770657 + Penalty 1509.043209 = -55422.727447 nChanged 51 SP:Iteration 5Q (14.913686 sec): 3 clusters Score: Raw -56967.336117 + Penalty 1518.005083 = -55449.331034 nChanged 58 SP:Iteration 6F (14.915636 sec): 3 clusters Score: Raw -57021.969897 + Penalty 1534.233677 = -55487.736220 nChanged 62 SP:Iteration 7F (14.917636 sec): 3 clusters Score: Raw -57084.838873 + Penalty 1561.077980 = -55523.760893 nChanged 76 SP:Iteration 8F (14.919619 sec): 3 clusters Score: Raw -57176.319403 + Penalty 1600.080570 = -55576.238833 nChanged 78 SP:Iteration 9F (14.921631 sec): 3 clusters Score: Raw -57278.635683 + Penalty 1644.921386 = -55633.714298 nChanged 61 SP:Iteration 10F (14.923622 sec): 3 clusters Score: Raw -57334.423787 + Penalty 1669.960179 = -55664.463608 nChanged 31 SP:Iteration 11Q (14.925445 sec): 3 clusters Score: Raw -57356.612167 + Penalty 1686.028542 = -55670.583625 nChanged 24 SP:Iteration 12Q (14.927148 sec): 3 clusters Score: Raw -57370.747056 + Penalty 1704.823197 = -55665.923859 nChanged 17 SP:Iteration 13F (14.929119 sec): 3 clusters Score: Raw -57381.466415 + Penalty 1708.683683 = -55672.782732 nChanged 7 SP:Iteration 14Q (14.930720 sec): 3 clusters Score: Raw -57395.429323 + Penalty 1707.816868 = -55687.612455 nChanged 6 SP:Iteration 15Q (14.932310 sec): 3 clusters Score: Raw -57425.216771 + Penalty 1707.278123 = -55717.938649 nChanged 2 SP:Iteration 16Q (14.933952 sec): 3 clusters Score: Raw -57426.909619 + Penalty 1707.278123 = -55719.631497 nChanged 0 SP:Iteration 17F (14.935948 sec): 3 clusters Score: Raw -57426.909619 + Penalty 1707.278123 = -55719.631497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 4 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.936998 sec): 2 clusters Score: Raw -10302.236004 + Penalty 206.531393 = -10095.704611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.937632 sec): 3 clusters Score: Raw -10108.698877 + Penalty 525.732563 = -9582.966314 nChanged 85 SP:Iteration 1F (14.938226 sec): 3 clusters Score: Raw -10300.758390 + Penalty 654.900558 = -9645.857832 nChanged 12 SP:Iteration 2F (14.938816 sec): 3 clusters Score: Raw -10318.332939 + Penalty 653.618184 = -9664.714755 nChanged 1 SP:Iteration 3Q (14.939314 sec): 3 clusters Score: Raw -10319.438163 + Penalty 653.618184 = -9665.819979 nChanged 0 SP:Iteration 4F (14.939904 sec): 3 clusters Score: Raw -10319.438163 + Penalty 653.618184 = -9665.819979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 5 (273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.941513 sec): 2 clusters Score: Raw -11947.283222 + Penalty 203.634964 = -11743.648258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.942199 sec): 3 clusters Score: Raw -11800.413864 + Penalty 409.869921 = -11390.543943 nChanged 112 SP:Iteration 1F (14.942872 sec): 3 clusters Score: Raw -11934.817596 + Penalty 445.653998 = -11489.163599 nChanged 25 SP:Iteration 2F (14.943546 sec): 3 clusters Score: Raw -11953.434897 + Penalty 450.433202 = -11503.001695 nChanged 5 SP:Iteration 3Q (14.944218 sec): 3 clusters Score: Raw -11956.268052 + Penalty 436.194967 = -11520.073085 nChanged 3 SP:Iteration 4Q (14.944890 sec): 3 clusters Score: Raw -11958.061986 + Penalty 440.354280 = -11517.707706 nChanged 3 SP:Iteration 5F (14.945566 sec): 3 clusters Score: Raw -11960.080816 + Penalty 446.571157 = -11513.509659 nChanged 2 SP:Iteration 6F (14.946237 sec): 3 clusters Score: Raw -11961.115687 + Penalty 427.666314 = -11533.449373 nChanged 1 SP:Iteration 7Q (14.946910 sec): 3 clusters Score: Raw -11961.474693 + Penalty 434.870559 = -11526.604134 nChanged 2 SP:Iteration 8F (14.947582 sec): 3 clusters Score: Raw -11961.828539 + Penalty 434.870559 = -11526.957980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 6 (311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.949405 sec): 2 clusters Score: Raw -14084.772986 + Penalty 416.216748 = -13668.556239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.950155 sec): 3 clusters Score: Raw -13924.375191 + Penalty 831.211586 = -13093.163605 nChanged 116 SP:Iteration 1F (14.950893 sec): 3 clusters Score: Raw -14010.045096 + Penalty 827.666890 = -13182.378207 nChanged 29 SP:Iteration 2F (14.951634 sec): 3 clusters Score: Raw -14030.796940 + Penalty 827.509494 = -13203.287447 nChanged 15 SP:Iteration 3Q (14.952370 sec): 3 clusters Score: Raw -14040.106346 + Penalty 829.739615 = -13210.366731 nChanged 18 SP:Iteration 4F (14.953107 sec): 3 clusters Score: Raw -14057.270646 + Penalty 838.598218 = -13218.672429 nChanged 26 SP:Iteration 5F (14.953843 sec): 3 clusters Score: Raw -14081.456861 + Penalty 875.183394 = -13206.273467 nChanged 22 SP:Iteration 6F (14.954580 sec): 3 clusters Score: Raw -14112.741445 + Penalty 901.818756 = -13210.922689 nChanged 13 SP:Iteration 7Q (14.955295 sec): 3 clusters Score: Raw -14124.326068 + Penalty 924.645563 = -13199.680505 nChanged 8 SP:Iteration 8F (14.956033 sec): 3 clusters Score: Raw -14138.879531 + Penalty 953.668400 = -13185.211131 nChanged 11 SP:Iteration 9F (14.956769 sec): 3 clusters Score: Raw -14153.080257 + Penalty 960.306041 = -13192.774216 nChanged 2 SP:Iteration 10F (14.957505 sec): 3 clusters Score: Raw -14156.734203 + Penalty 957.962977 = -13198.771226 nChanged 1 SP:Iteration 11Q (14.958188 sec): 3 clusters Score: Raw -14157.687469 + Penalty 957.962977 = -13199.724491 nChanged 0 SP:Iteration 12F (14.958924 sec): 3 clusters Score: Raw -14157.687469 + Penalty 957.962977 = -13199.724491 nChanged 0 Memory request: 0.02 GB would take us to total of 0.20 GB. Trying to split cluster 7 (2882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.971495 sec): 2 clusters Score: Raw -138438.775928 + Penalty 355.493307 = -138083.282621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.976795 sec): 3 clusters Score: Raw -136547.696150 + Penalty 742.665879 = -135805.030270 nChanged 1303 SP:Iteration 1F (14.981909 sec): 3 clusters Score: Raw -137649.268254 + Penalty 817.920814 = -136831.347440 nChanged 482 SP:Iteration 2F (14.987006 sec): 3 clusters Score: Raw -138179.671047 + Penalty 887.076792 = -137292.594255 nChanged 257 SP:Iteration 3F (14.992097 sec): 3 clusters Score: Raw -138401.653165 + Penalty 943.611993 = -137458.041172 nChanged 142 SP:Iteration 4Q (14.997181 sec): 3 clusters Score: Raw -138507.978804 + Penalty 995.082766 = -137512.896039 nChanged 73 SP:Iteration 5Q (15.002055 sec): 3 clusters Score: Raw -138561.905556 + Penalty 1041.469085 = -137520.436471 nChanged 60 SP:Iteration 6Q (15.006714 sec): 3 clusters Score: Raw -138597.748812 + Penalty 1081.256088 = -137516.492724 nChanged 45 SP:Iteration 7F (15.011803 sec): 3 clusters Score: Raw -138612.202927 + Penalty 1115.162210 = -137497.040717 nChanged 36 SP:Iteration 8F (15.016888 sec): 3 clusters Score: Raw -138619.015821 + Penalty 1141.829501 = -137477.186320 nChanged 23 SP:Iteration 9F (15.022004 sec): 3 clusters Score: Raw -138622.610852 + Penalty 1162.956128 = -137459.654723 nChanged 18 SP:Iteration 10F (15.027183 sec): 3 clusters Score: Raw -138624.276532 + Penalty 1182.789333 = -137441.487200 nChanged 15 SP:Iteration 11F (15.032425 sec): 3 clusters Score: Raw -138630.632068 + Penalty 1198.878593 = -137431.753475 nChanged 16 SP:Iteration 12F (15.037540 sec): 3 clusters Score: Raw -138633.990035 + Penalty 1215.084093 = -137418.905942 nChanged 11 SP:Iteration 13F (15.042617 sec): 3 clusters Score: Raw -138634.793667 + Penalty 1219.018399 = -137415.775267 nChanged 5 SP:Iteration 14F (15.047694 sec): 3 clusters Score: Raw -138635.875416 + Penalty 1220.761907 = -137415.113509 nChanged 7 SP:Iteration 15F (15.052807 sec): 3 clusters Score: Raw -138640.928009 + Penalty 1224.315860 = -137416.612149 nChanged 7 SP:Iteration 16Q (15.056881 sec): 3 clusters Score: Raw -138642.227032 + Penalty 1227.442939 = -137414.784093 nChanged 5 SP:Iteration 17F (15.061962 sec): 3 clusters Score: Raw -138650.046475 + Penalty 1227.883762 = -137422.162713 nChanged 6 SP:Iteration 18Q (15.066001 sec): 3 clusters Score: Raw -138657.219878 + Penalty 1223.538664 = -137433.681214 nChanged 6 SP:Iteration 19Q (15.070030 sec): 3 clusters Score: Raw -138666.259536 + Penalty 1223.963764 = -137442.295772 nChanged 6 SP:Iteration 20F (15.075102 sec): 3 clusters Score: Raw -138683.282027 + Penalty 1215.149799 = -137468.132228 nChanged 7 SP:Iteration 21Q (15.079101 sec): 3 clusters Score: Raw -138695.432930 + Penalty 1209.554577 = -137485.878354 nChanged 3 SP:Iteration 22Q (15.083091 sec): 3 clusters Score: Raw -138700.601058 + Penalty 1210.498157 = -137490.102901 nChanged 3 SP:Iteration 23Q (15.087075 sec): 3 clusters Score: Raw -138706.656884 + Penalty 1203.544646 = -137503.112238 nChanged 5 SP:Iteration 24Q (15.091053 sec): 3 clusters Score: Raw -138724.713722 + Penalty 1196.175549 = -137528.538173 nChanged 3 SP:Iteration 25Q (15.095025 sec): 3 clusters Score: Raw -138730.996004 + Penalty 1195.669545 = -137535.326459 nChanged 2 SP:Iteration 26Q (15.099001 sec): 3 clusters Score: Raw -138734.890227 + Penalty 1196.397726 = -137538.492501 nChanged 2 SP:Iteration 27Q (15.102974 sec): 3 clusters Score: Raw -138737.865772 + Penalty 1194.345446 = -137543.520325 nChanged 1 SP:Iteration 28Q (15.106954 sec): 3 clusters Score: Raw -138739.652505 + Penalty 1194.345446 = -137545.307059 nChanged 0 SP:Iteration 29F (15.112032 sec): 3 clusters Score: Raw -138739.652505 + Penalty 1194.345446 = -137545.307059 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 9 (1478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.118519 sec): 2 clusters Score: Raw -71815.692372 + Penalty 442.600827 = -71373.091545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.121298 sec): 3 clusters Score: Raw -70847.097367 + Penalty 838.453017 = -70008.644350 nChanged 624 SP:Iteration 1F (15.124152 sec): 3 clusters Score: Raw -71386.786139 + Penalty 801.097004 = -70585.689134 nChanged 174 SP:Iteration 2F (15.126982 sec): 3 clusters Score: Raw -71521.712995 + Penalty 783.207142 = -70738.505853 nChanged 98 SP:Iteration 3F (15.129708 sec): 3 clusters Score: Raw -71639.921847 + Penalty 782.207641 = -70857.714206 nChanged 82 SP:Iteration 4F (15.132434 sec): 3 clusters Score: Raw -71804.701826 + Penalty 799.814671 = -71004.887155 nChanged 70 SP:Iteration 5Q (15.135179 sec): 3 clusters Score: Raw -71874.441624 + Penalty 816.614827 = -71057.826797 nChanged 45 SP:Iteration 6Q (15.137831 sec): 3 clusters Score: Raw -71896.044061 + Penalty 826.426241 = -71069.617820 nChanged 22 SP:Iteration 7Q (15.140460 sec): 3 clusters Score: Raw -71902.344635 + Penalty 830.810159 = -71071.534476 nChanged 9 SP:Iteration 8Q (15.143065 sec): 3 clusters Score: Raw -71904.868933 + Penalty 837.325227 = -71067.543706 nChanged 14 SP:Iteration 9F (15.145830 sec): 3 clusters Score: Raw -71909.126652 + Penalty 841.951265 = -71067.175387 nChanged 10 SP:Iteration 10F (15.148616 sec): 3 clusters Score: Raw -71911.533981 + Penalty 845.978078 = -71065.555903 nChanged 9 SP:Iteration 11F (15.151337 sec): 3 clusters Score: Raw -71913.624989 + Penalty 851.209306 = -71062.415684 nChanged 11 SP:Iteration 12F (15.154279 sec): 3 clusters Score: Raw -71915.815332 + Penalty 853.930614 = -71061.884719 nChanged 6 SP:Iteration 13F (15.157148 sec): 3 clusters Score: Raw -71917.221871 + Penalty 857.827041 = -71059.394830 nChanged 8 SP:Iteration 14F (15.159880 sec): 3 clusters Score: Raw -71919.708960 + Penalty 863.027433 = -71056.681526 nChanged 11 SP:Iteration 15F (15.162603 sec): 3 clusters Score: Raw -71921.665817 + Penalty 865.913035 = -71055.752781 nChanged 6 SP:Iteration 16F (15.165327 sec): 3 clusters Score: Raw -71923.190722 + Penalty 869.257181 = -71053.933541 nChanged 7 SP:Iteration 17F (15.168049 sec): 3 clusters Score: Raw -71924.084188 + Penalty 872.704131 = -71051.380057 nChanged 7 SP:Iteration 18F (15.170773 sec): 3 clusters Score: Raw -71925.089547 + Penalty 873.653919 = -71051.435629 nChanged 2 SP:Iteration 19Q (15.173341 sec): 3 clusters Score: Raw -71925.530679 + Penalty 875.097461 = -71050.433219 nChanged 3 SP:Iteration 20F (15.176075 sec): 3 clusters Score: Raw -71926.013614 + Penalty 876.078654 = -71049.934961 nChanged 2 SP:Iteration 21F (15.178798 sec): 3 clusters Score: Raw -71926.146263 + Penalty 877.523558 = -71048.622705 nChanged 3 SP:Iteration 22F (15.181539 sec): 3 clusters Score: Raw -71926.506689 + Penalty 878.501228 = -71048.005461 nChanged 2 SP:Iteration 23F (15.184565 sec): 3 clusters Score: Raw -71927.048975 + Penalty 880.437372 = -71046.611603 nChanged 4 SP:Iteration 24F (15.187521 sec): 3 clusters Score: Raw -71927.711519 + Penalty 882.341038 = -71045.370481 nChanged 4 SP:Iteration 25F (15.190330 sec): 3 clusters Score: Raw -71928.274497 + Penalty 884.725289 = -71043.549208 nChanged 5 SP:Iteration 26F (15.193055 sec): 3 clusters Score: Raw -71929.159567 + Penalty 887.562031 = -71041.597537 nChanged 6 SP:Iteration 27F (15.195846 sec): 3 clusters Score: Raw -71930.213403 + Penalty 889.917971 = -71040.295432 nChanged 5 SP:Iteration 28F (15.198826 sec): 3 clusters Score: Raw -71930.843071 + Penalty 891.816769 = -71039.026302 nChanged 4 SP:Iteration 29F (15.201707 sec): 3 clusters Score: Raw -71931.159843 + Penalty 894.219853 = -71036.939990 nChanged 5 SP:Iteration 30F (15.204501 sec): 3 clusters Score: Raw -71931.536687 + Penalty 895.708632 = -71035.828055 nChanged 3 SP:Iteration 31F (15.207274 sec): 3 clusters Score: Raw -71931.818200 + Penalty 897.181088 = -71034.637112 nChanged 3 SP:Iteration 32F (15.210000 sec): 3 clusters Score: Raw -71932.035702 + Penalty 898.641171 = -71033.394531 nChanged 3 SP:Iteration 33F (15.212734 sec): 3 clusters Score: Raw -71932.233031 + Penalty 900.621012 = -71031.612019 nChanged 4 SP:Iteration 34F (15.215458 sec): 3 clusters Score: Raw -71932.721818 + Penalty 902.074655 = -71030.647163 nChanged 3 SP:Iteration 35F (15.218208 sec): 3 clusters Score: Raw -71932.782254 + Penalty 902.549716 = -71030.232537 nChanged 1 SP:Iteration 36F (15.220927 sec): 3 clusters Score: Raw -71932.812033 + Penalty 902.549716 = -71030.262316 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 10 (1714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.228116 sec): 2 clusters Score: Raw -106825.123649 + Penalty 944.667363 = -105880.456287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.231405 sec): 3 clusters Score: Raw -105495.543258 + Penalty 1882.209423 = -103613.333835 nChanged 633 SP:Iteration 1F (15.234625 sec): 3 clusters Score: Raw -105994.281568 + Penalty 1866.968471 = -104127.313097 nChanged 209 SP:Iteration 2F (15.237766 sec): 3 clusters Score: Raw -106198.956303 + Penalty 1846.176939 = -104352.779364 nChanged 187 SP:Iteration 3F (15.240852 sec): 3 clusters Score: Raw -106402.954973 + Penalty 1820.713374 = -104582.241600 nChanged 185 SP:Iteration 4F (15.243930 sec): 3 clusters Score: Raw -106604.897844 + Penalty 1828.924295 = -104775.973549 nChanged 127 SP:Iteration 5F (15.247051 sec): 3 clusters Score: Raw -106764.806785 + Penalty 1844.076612 = -104920.730173 nChanged 61 SP:Iteration 6Q (15.249933 sec): 3 clusters Score: Raw -106824.074289 + Penalty 1829.031595 = -104995.042694 nChanged 9 SP:Iteration 7Q (15.252322 sec): 3 clusters Score: Raw -106832.716100 + Penalty 1829.031595 = -105003.684505 nChanged 0 SP:Iteration 8F (15.255427 sec): 3 clusters Score: Raw -106832.716100 + Penalty 1829.031595 = -105003.684505 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 11 (1083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.260398 sec): 2 clusters Score: Raw -73669.008557 + Penalty 1135.427366 = -72533.581191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.262538 sec): 3 clusters Score: Raw -72542.443543 + Penalty 2270.855662 = -70271.587881 nChanged 359 SP:Iteration 1F (15.264591 sec): 3 clusters Score: Raw -73043.094000 + Penalty 2270.862890 = -70772.231110 nChanged 191 SP:Iteration 2F (15.266645 sec): 3 clusters Score: Raw -73445.804139 + Penalty 2270.868079 = -71174.936061 nChanged 131 SP:Iteration 3F (15.268690 sec): 3 clusters Score: Raw -73610.588447 + Penalty 2270.872514 = -71339.715933 nChanged 68 SP:Iteration 4F (15.270733 sec): 3 clusters Score: Raw -73685.033868 + Penalty 2270.876099 = -71414.157769 nChanged 57 SP:Iteration 5F (15.272774 sec): 3 clusters Score: Raw -73705.957949 + Penalty 2270.875292 = -71435.082657 nChanged 36 SP:Iteration 6Q (15.274567 sec): 3 clusters Score: Raw -73716.716696 + Penalty 2270.873092 = -71445.843604 nChanged 34 SP:Iteration 7Q (15.276310 sec): 3 clusters Score: Raw -73710.204759 + Penalty 2270.869697 = -71439.335062 nChanged 26 SP:Iteration 8F (15.278346 sec): 3 clusters Score: Raw -73711.092762 + Penalty 2270.865180 = -71440.227582 nChanged 20 SP:Iteration 9Q (15.280001 sec): 3 clusters Score: Raw -73706.659441 + Penalty 2270.861853 = -71435.797588 nChanged 10 SP:Iteration 10F (15.282039 sec): 3 clusters Score: Raw -73700.067369 + Penalty 2270.892238 = -71429.175131 nChanged 17 SP:Iteration 11F (15.284076 sec): 3 clusters Score: Raw -73699.574949 + Penalty 2270.892926 = -71428.682023 nChanged 17 SP:Iteration 12F (15.286114 sec): 3 clusters Score: Raw -73707.343098 + Penalty 2270.893591 = -71436.449507 nChanged 17 SP:Iteration 13Q (15.287724 sec): 3 clusters Score: Raw -73727.852359 + Penalty 2270.893935 = -71456.958424 nChanged 9 SP:Iteration 14Q (15.289585 sec): 3 clusters Score: Raw -73737.095096 + Penalty 2270.894010 = -71466.201086 nChanged 2 SP:Iteration 15Q (15.291444 sec): 3 clusters Score: Raw -73746.449264 + Penalty 2270.894048 = -71475.555216 nChanged 1 SP:Iteration 16Q (15.293301 sec): 3 clusters Score: Raw -73749.867595 + Penalty 2270.894048 = -71478.973547 nChanged 0 SP:Iteration 17F (15.295640 sec): 3 clusters Score: Raw -73749.867595 + Penalty 2270.894048 = -71478.973547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 12 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.296880 sec): 2 clusters Score: Raw -11566.593941 + Penalty 592.887018 = -10973.706923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.297474 sec): 3 clusters Score: Raw -11281.093248 + Penalty 1181.555412 = -10099.537836 nChanged 53 SP:Iteration 1F (15.298050 sec): 3 clusters Score: Raw -11357.276034 + Penalty 1168.745265 = -10188.530769 nChanged 23 SP:Iteration 2F (15.298617 sec): 3 clusters Score: Raw -11402.496710 + Penalty 1140.523625 = -10261.973085 nChanged 19 SP:Iteration 3F (15.299193 sec): 3 clusters Score: Raw -11439.644848 + Penalty 1132.185909 = -10307.458939 nChanged 16 SP:Iteration 4F (15.299760 sec): 3 clusters Score: Raw -11476.221234 + Penalty 1135.218476 = -10341.002759 nChanged 15 SP:Iteration 5F (15.300326 sec): 3 clusters Score: Raw -11515.311765 + Penalty 1181.458326 = -10333.853439 nChanged 11 SP:Iteration 6F (15.300889 sec): 3 clusters Score: Raw -11553.542904 + Penalty 1221.558775 = -10331.984129 nChanged 2 SP:Iteration 7F (15.301457 sec): 3 clusters Score: Raw -11562.325533 + Penalty 1282.052887 = -10280.272646 nChanged 1 SP:Iteration 8F (15.302028 sec): 3 clusters Score: Raw -11571.571173 + Penalty 1282.052887 = -10289.518286 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 14 (934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.305004 sec): 2 clusters Score: Raw -53608.026911 + Penalty 656.465179 = -52951.561732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.306872 sec): 3 clusters Score: Raw -52828.531151 + Penalty 1320.059795 = -51508.471356 nChanged 362 SP:Iteration 1F (15.308714 sec): 3 clusters Score: Raw -53255.915948 + Penalty 1336.158928 = -51919.757020 nChanged 152 SP:Iteration 2F (15.310539 sec): 3 clusters Score: Raw -53459.770612 + Penalty 1369.455624 = -52090.314987 nChanged 85 SP:Iteration 3F (15.312318 sec): 3 clusters Score: Raw -53569.637144 + Penalty 1430.146820 = -52139.490324 nChanged 60 SP:Iteration 4F (15.314096 sec): 3 clusters Score: Raw -53615.629593 + Penalty 1460.005877 = -52155.623716 nChanged 31 SP:Iteration 5Q (15.315680 sec): 3 clusters Score: Raw -53628.869291 + Penalty 1453.643368 = -52175.225923 nChanged 29 SP:Iteration 6Q (15.317201 sec): 3 clusters Score: Raw -53642.714128 + Penalty 1455.098862 = -52187.615266 nChanged 21 SP:Iteration 7Q (15.318668 sec): 3 clusters Score: Raw -53655.440874 + Penalty 1459.417077 = -52196.023797 nChanged 9 SP:Iteration 8Q (15.320126 sec): 3 clusters Score: Raw -53654.805392 + Penalty 1481.568171 = -52173.237220 nChanged 2 SP:Iteration 9F (15.321935 sec): 3 clusters Score: Raw -53651.548966 + Penalty 1481.568171 = -52169.980794 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 15 (617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.325503 sec): 2 clusters Score: Raw -26171.497123 + Penalty 220.381695 = -25951.115428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.326845 sec): 3 clusters Score: Raw -25811.432224 + Penalty 446.922525 = -25364.509698 nChanged 251 SP:Iteration 1F (15.328138 sec): 3 clusters Score: Raw -25973.045144 + Penalty 460.007070 = -25513.038074 nChanged 75 SP:Iteration 2F (15.329463 sec): 3 clusters Score: Raw -26032.543901 + Penalty 453.047030 = -25579.496871 nChanged 63 SP:Iteration 3F (15.330784 sec): 3 clusters Score: Raw -26099.856796 + Penalty 417.829014 = -25682.027782 nChanged 39 SP:Iteration 4F (15.332118 sec): 3 clusters Score: Raw -26142.995193 + Penalty 420.444313 = -25722.550880 nChanged 25 SP:Iteration 5Q (15.333452 sec): 3 clusters Score: Raw -26170.643533 + Penalty 401.298395 = -25769.345138 nChanged 14 SP:Iteration 6Q (15.334784 sec): 3 clusters Score: Raw -26183.838248 + Penalty 400.551618 = -25783.286630 nChanged 6 SP:Iteration 7Q (15.336152 sec): 3 clusters Score: Raw -26186.365266 + Penalty 386.461864 = -25799.903402 nChanged 1 SP:Iteration 8Q (15.337442 sec): 3 clusters Score: Raw -26187.160750 + Penalty 386.461864 = -25800.698886 nChanged 0 SP:Iteration 9F (15.338770 sec): 3 clusters Score: Raw -26187.160750 + Penalty 386.461864 = -25800.698886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 16 (407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.341081 sec): 2 clusters Score: Raw -23765.688506 + Penalty 809.960141 = -22955.728365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.342012 sec): 3 clusters Score: Raw -23196.701837 + Penalty 1624.509628 = -21572.192209 nChanged 117 SP:Iteration 1F (15.342927 sec): 3 clusters Score: Raw -23459.217131 + Penalty 1655.419615 = -21803.797516 nChanged 84 SP:Iteration 2F (15.343827 sec): 3 clusters Score: Raw -23701.680923 + Penalty 1676.682614 = -22024.998309 nChanged 31 SP:Iteration 3F (15.344726 sec): 3 clusters Score: Raw -23781.673339 + Penalty 1684.152648 = -22097.520690 nChanged 13 SP:Iteration 4Q (15.345469 sec): 3 clusters Score: Raw -23812.037677 + Penalty 1718.428783 = -22093.608894 nChanged 4 SP:Iteration 5F (15.346365 sec): 3 clusters Score: Raw -23833.890454 + Penalty 1718.428783 = -22115.461671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 19 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.347709 sec): 2 clusters Score: Raw -18944.119259 + Penalty 585.335302 = -18358.783957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.348537 sec): 3 clusters Score: Raw -18547.716043 + Penalty 1170.446191 = -17377.269852 nChanged 108 SP:Iteration 1F (15.349343 sec): 3 clusters Score: Raw -18677.056786 + Penalty 1174.455370 = -17502.601416 nChanged 56 SP:Iteration 2F (15.350143 sec): 3 clusters Score: Raw -18803.373120 + Penalty 1230.733128 = -17572.639992 nChanged 46 SP:Iteration 3F (15.350937 sec): 3 clusters Score: Raw -18895.678788 + Penalty 1239.519136 = -17656.159653 nChanged 18 SP:Iteration 4F (15.351731 sec): 3 clusters Score: Raw -18931.188214 + Penalty 1256.376462 = -17674.811752 nChanged 9 SP:Iteration 5Q (15.352398 sec): 3 clusters Score: Raw -18959.948757 + Penalty 1369.051237 = -17590.897520 nChanged 9 SP:Iteration 6F (15.353189 sec): 3 clusters Score: Raw -18986.733648 + Penalty 1362.219468 = -17624.514180 nChanged 2 SP:Iteration 7Q (15.353837 sec): 3 clusters Score: Raw -18989.202733 + Penalty 1323.289455 = -17665.913278 nChanged 2 SP:Iteration 8Q (15.354484 sec): 3 clusters Score: Raw -18997.026972 + Penalty 1323.289455 = -17673.737517 nChanged 0 SP:Iteration 9F (15.355277 sec): 3 clusters Score: Raw -18997.026972 + Penalty 1323.289455 = -17673.737517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 21 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.356030 sec): 2 clusters Score: Raw -3156.317621 + Penalty 360.941277 = -2795.376344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.356409 sec): 3 clusters Score: Raw -3154.529996 + Penalty 718.217270 = -2436.312726 nChanged 15 SP:Iteration 1F (15.356783 sec): 3 clusters Score: Raw -3184.845701 + Penalty 720.940595 = -2463.905106 nChanged 7 SP:Iteration 2F (15.357157 sec): 3 clusters Score: Raw -3204.959191 + Penalty 724.736382 = -2480.222809 nChanged 7 SP:Iteration 3F (15.357529 sec): 3 clusters Score: Raw -3217.059354 + Penalty 727.125172 = -2489.934182 nChanged 3 SP:Iteration 4Q (15.357885 sec): 3 clusters Score: Raw -3223.759771 + Penalty 727.125172 = -2496.634598 nChanged 0 SP:Iteration 5F (15.358257 sec): 3 clusters Score: Raw -3223.759771 + Penalty 727.125172 = -2496.634598 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 22 (2721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.367787 sec): 2 clusters Score: Raw -128629.869088 + Penalty 353.759084 = -128276.110004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.372908 sec): 3 clusters Score: Raw -126834.270778 + Penalty 702.549645 = -126131.721133 nChanged 1224 SP:Iteration 1F (15.377990 sec): 3 clusters Score: Raw -127548.114967 + Penalty 678.977471 = -126869.137496 nChanged 322 SP:Iteration 2F (15.383032 sec): 3 clusters Score: Raw -127802.751782 + Penalty 641.475809 = -127161.275973 nChanged 247 SP:Iteration 3F (15.388308 sec): 3 clusters Score: Raw -128039.387671 + Penalty 607.317356 = -127432.070315 nChanged 183 SP:Iteration 4F (15.393519 sec): 3 clusters Score: Raw -128234.330889 + Penalty 585.728582 = -127648.602307 nChanged 136 SP:Iteration 5Q (15.398406 sec): 3 clusters Score: Raw -128374.304489 + Penalty 577.021714 = -127797.282776 nChanged 89 SP:Iteration 6Q (15.403085 sec): 3 clusters Score: Raw -128483.159469 + Penalty 568.786043 = -127914.373426 nChanged 74 SP:Iteration 7Q (15.407680 sec): 3 clusters Score: Raw -128581.382199 + Penalty 560.947581 = -128020.434618 nChanged 48 SP:Iteration 8Q (15.412172 sec): 3 clusters Score: Raw -128640.396291 + Penalty 553.048931 = -128087.347360 nChanged 37 SP:Iteration 9Q (15.416599 sec): 3 clusters Score: Raw -128675.728531 + Penalty 547.242307 = -128128.486224 nChanged 33 SP:Iteration 10F (15.421632 sec): 3 clusters Score: Raw -128689.490674 + Penalty 545.961993 = -128143.528680 nChanged 21 SP:Iteration 11Q (15.426006 sec): 3 clusters Score: Raw -128692.187027 + Penalty 541.819761 = -128150.367265 nChanged 13 SP:Iteration 12Q (15.430390 sec): 3 clusters Score: Raw -128690.802663 + Penalty 540.974299 = -128149.828365 nChanged 8 SP:Iteration 13F (15.435444 sec): 3 clusters Score: Raw -128690.135990 + Penalty 539.912839 = -128150.223151 nChanged 9 SP:Iteration 14Q (15.439791 sec): 3 clusters Score: Raw -128689.581560 + Penalty 538.149179 = -128151.432380 nChanged 9 SP:Iteration 15Q (15.444155 sec): 3 clusters Score: Raw -128689.836638 + Penalty 537.335524 = -128152.501114 nChanged 7 SP:Iteration 16Q (15.448515 sec): 3 clusters Score: Raw -128689.350161 + Penalty 536.379875 = -128152.970287 nChanged 10 SP:Iteration 17Q (15.452872 sec): 3 clusters Score: Raw -128687.754877 + Penalty 536.051857 = -128151.703021 nChanged 4 SP:Iteration 18F (15.457907 sec): 3 clusters Score: Raw -128686.664405 + Penalty 535.648975 = -128151.015430 nChanged 5 SP:Iteration 19F (15.462938 sec): 3 clusters Score: Raw -128685.464963 + Penalty 535.490072 = -128149.974890 nChanged 2 SP:Iteration 20F (15.467990 sec): 3 clusters Score: Raw -128685.049013 + Penalty 535.411108 = -128149.637905 nChanged 1 SP:Iteration 21F (15.473044 sec): 3 clusters Score: Raw -128684.986019 + Penalty 534.659143 = -128150.326876 nChanged 2 SP:Iteration 22Q (15.477370 sec): 3 clusters Score: Raw -128684.194269 + Penalty 534.659143 = -128149.535126 nChanged 0 SP:Iteration 23F (15.482403 sec): 3 clusters Score: Raw -128684.194269 + Penalty 534.659143 = -128149.535126 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 23 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.485835 sec): 2 clusters Score: Raw -32088.607008 + Penalty 1009.495487 = -31079.111521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.486942 sec): 3 clusters Score: Raw -31358.736955 + Penalty 2018.931811 = -29339.805144 nChanged 154 SP:Iteration 1F (15.488018 sec): 3 clusters Score: Raw -31800.405080 + Penalty 2018.975314 = -29781.429767 nChanged 75 SP:Iteration 2F (15.489087 sec): 3 clusters Score: Raw -31971.045002 + Penalty 2018.918101 = -29952.126900 nChanged 39 SP:Iteration 3F (15.490152 sec): 3 clusters Score: Raw -32084.222582 + Penalty 2018.967155 = -30065.255427 nChanged 14 SP:Iteration 4Q (15.491024 sec): 3 clusters Score: Raw -32115.769855 + Penalty 2019.009194 = -30096.760660 nChanged 5 SP:Iteration 5Q (15.491881 sec): 3 clusters Score: Raw -32166.080088 + Penalty 2019.009194 = -30147.070894 nChanged 0 SP:Iteration 6F (15.492986 sec): 3 clusters Score: Raw -32171.055484 + Penalty 2019.010160 = -30152.045324 nChanged 1 SP:Iteration 7Q (15.493842 sec): 3 clusters Score: Raw -32182.268014 + Penalty 2019.010160 = -30163.257854 nChanged 0 SP:Iteration 8F (15.494907 sec): 3 clusters Score: Raw -32182.268014 + Penalty 2019.010160 = -30163.257854 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 24 (1078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.498504 sec): 2 clusters Score: Raw -67904.681249 + Penalty 888.309515 = -67016.371734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.500659 sec): 3 clusters Score: Raw -66909.066265 + Penalty 1795.552497 = -65113.513767 nChanged 361 SP:Iteration 1F (15.502728 sec): 3 clusters Score: Raw -67447.119834 + Penalty 1825.801078 = -65621.318756 nChanged 162 SP:Iteration 2F (15.504781 sec): 3 clusters Score: Raw -67762.862680 + Penalty 1835.482632 = -65927.380049 nChanged 91 SP:Iteration 3F (15.506850 sec): 3 clusters Score: Raw -67945.075854 + Penalty 1835.126536 = -66109.949318 nChanged 51 SP:Iteration 4Q (15.508656 sec): 3 clusters Score: Raw -68030.420533 + Penalty 1829.225812 = -66201.194721 nChanged 30 SP:Iteration 5Q (15.510475 sec): 3 clusters Score: Raw -68070.180933 + Penalty 1824.980572 = -66245.200361 nChanged 12 SP:Iteration 6Q (15.512276 sec): 3 clusters Score: Raw -68087.052532 + Penalty 1821.945992 = -66265.106540 nChanged 11 SP:Iteration 7Q (15.514034 sec): 3 clusters Score: Raw -68102.902270 + Penalty 1819.786811 = -66283.115459 nChanged 9 SP:Iteration 8Q (15.515816 sec): 3 clusters Score: Raw -68110.675701 + Penalty 1818.435626 = -66292.240075 nChanged 6 SP:Iteration 9Q (15.517574 sec): 3 clusters Score: Raw -68116.172216 + Penalty 1817.262876 = -66298.909340 nChanged 3 SP:Iteration 10F (15.519625 sec): 3 clusters Score: Raw -68119.530309 + Penalty 1816.564229 = -66302.966081 nChanged 2 SP:Iteration 11Q (15.521382 sec): 3 clusters Score: Raw -68122.209339 + Penalty 1816.190090 = -66306.019249 nChanged 2 SP:Iteration 12Q (15.523138 sec): 3 clusters Score: Raw -68124.005184 + Penalty 1815.396163 = -66308.609021 nChanged 2 SP:Iteration 13Q (15.524892 sec): 3 clusters Score: Raw -68125.505975 + Penalty 1815.109909 = -66310.396066 nChanged 1 SP:Iteration 14Q (15.526648 sec): 3 clusters Score: Raw -68126.401331 + Penalty 1814.779384 = -66311.621947 nChanged 1 SP:Iteration 15Q (15.528440 sec): 3 clusters Score: Raw -68126.960285 + Penalty 1814.014184 = -66312.946101 nChanged 3 SP:Iteration 16Q (15.530229 sec): 3 clusters Score: Raw -68130.189966 + Penalty 1813.931323 = -66316.258643 nChanged 1 SP:Iteration 17Q (15.532002 sec): 3 clusters Score: Raw -68131.918204 + Penalty 1813.903612 = -66318.014592 nChanged 1 SP:Iteration 18Q (15.533755 sec): 3 clusters Score: Raw -68132.586771 + Penalty 1813.685561 = -66318.901210 nChanged 2 SP:Iteration 19Q (15.535509 sec): 3 clusters Score: Raw -68134.697932 + Penalty 1813.485983 = -66321.211949 nChanged 2 SP:Iteration 20F (15.537569 sec): 3 clusters Score: Raw -68136.950744 + Penalty 1813.131785 = -66323.818960 nChanged 2 SP:Iteration 21Q (15.539322 sec): 3 clusters Score: Raw -68138.035545 + Penalty 1813.131785 = -66324.903760 nChanged 0 SP:Iteration 22F (15.541376 sec): 3 clusters Score: Raw -68138.035545 + Penalty 1813.131785 = -66324.903760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.19 GB. Trying to split cluster 26 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.543194 sec): 2 clusters Score: Raw -18858.476238 + Penalty 292.727827 = -18565.748411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.544180 sec): 3 clusters Score: Raw -18607.004039 + Penalty 663.105073 = -17943.898966 nChanged 178 SP:Iteration 1F (15.545155 sec): 3 clusters Score: Raw -18789.937828 + Penalty 749.401052 = -18040.536775 nChanged 54 SP:Iteration 2F (15.546133 sec): 3 clusters Score: Raw -18851.196928 + Penalty 783.524456 = -18067.672472 nChanged 15 SP:Iteration 3Q (15.547130 sec): 3 clusters Score: Raw -18866.997089 + Penalty 780.467763 = -18086.529326 nChanged 6 SP:Iteration 4Q (15.548052 sec): 3 clusters Score: Raw -18871.579948 + Penalty 785.261407 = -18086.318541 nChanged 1 SP:Iteration 5F (15.549031 sec): 3 clusters Score: Raw -18871.976493 + Penalty 793.730267 = -18078.246225 nChanged 1 SP:Iteration 6F (15.550012 sec): 3 clusters Score: Raw -18872.861731 + Penalty 797.810259 = -18075.051472 nChanged 1 SP:Iteration 7F (15.550992 sec): 3 clusters Score: Raw -18875.957255 + Penalty 803.437025 = -18072.520230 nChanged 2 SP:Iteration 8F (15.551971 sec): 3 clusters Score: Raw -18877.308351 + Penalty 803.437025 = -18073.871326 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 29 (1438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.558907 sec): 2 clusters Score: Raw -70771.579227 + Penalty 464.895881 = -70306.683345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.561669 sec): 3 clusters Score: Raw -69759.389080 + Penalty 911.942597 = -68847.446483 nChanged 590 SP:Iteration 1F (15.564361 sec): 3 clusters Score: Raw -70288.360357 + Penalty 844.783187 = -69443.577170 nChanged 220 SP:Iteration 2F (15.567038 sec): 3 clusters Score: Raw -70484.889794 + Penalty 782.323743 = -69702.566051 nChanged 120 SP:Iteration 3F (15.569729 sec): 3 clusters Score: Raw -70563.115707 + Penalty 730.225626 = -69832.890081 nChanged 76 SP:Iteration 4F (15.572391 sec): 3 clusters Score: Raw -70618.411489 + Penalty 690.853440 = -69927.558049 nChanged 41 SP:Iteration 5Q (15.574851 sec): 3 clusters Score: Raw -70641.970612 + Penalty 669.759864 = -69972.210748 nChanged 25 SP:Iteration 6Q (15.577211 sec): 3 clusters Score: Raw -70669.146592 + Penalty 660.636894 = -70008.509699 nChanged 17 SP:Iteration 7Q (15.579484 sec): 3 clusters Score: Raw -70684.207634 + Penalty 649.441836 = -70034.765798 nChanged 22 SP:Iteration 8Q (15.581793 sec): 3 clusters Score: Raw -70686.609616 + Penalty 633.609659 = -70052.999957 nChanged 25 SP:Iteration 9Q (15.584039 sec): 3 clusters Score: Raw -70704.073471 + Penalty 609.168863 = -70094.904607 nChanged 29 SP:Iteration 10F (15.586804 sec): 3 clusters Score: Raw -70731.635949 + Penalty 636.646538 = -70094.989411 nChanged 32 SP:Iteration 11Q (15.589074 sec): 3 clusters Score: Raw -70768.961949 + Penalty 566.942681 = -70202.019268 nChanged 7 SP:Iteration 12Q (15.591203 sec): 3 clusters Score: Raw -70770.235162 + Penalty 566.942681 = -70203.292481 nChanged 0 SP:Iteration 13F (15.593667 sec): 3 clusters Score: Raw -70770.235162 + Penalty 566.942681 = -70203.292481 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 34 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.597742 sec): 2 clusters Score: Raw -26769.179973 + Penalty 248.669621 = -26520.510352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.599052 sec): 3 clusters Score: Raw -26376.552528 + Penalty 502.099201 = -25874.453327 nChanged 282 SP:Iteration 1F (15.600330 sec): 3 clusters Score: Raw -26605.201662 + Penalty 507.673902 = -26097.527760 nChanged 84 SP:Iteration 2F (15.601638 sec): 3 clusters Score: Raw -26669.925611 + Penalty 503.288121 = -26166.637490 nChanged 36 SP:Iteration 3F (15.602940 sec): 3 clusters Score: Raw -26697.039001 + Penalty 497.339243 = -26199.699759 nChanged 33 SP:Iteration 4F (15.604237 sec): 3 clusters Score: Raw -26718.100942 + Penalty 492.475830 = -26225.625112 nChanged 28 SP:Iteration 5Q (15.605519 sec): 3 clusters Score: Raw -26731.892861 + Penalty 484.682886 = -26247.209975 nChanged 23 SP:Iteration 6Q (15.606792 sec): 3 clusters Score: Raw -26742.205893 + Penalty 479.113670 = -26263.092223 nChanged 16 SP:Iteration 7Q (15.608065 sec): 3 clusters Score: Raw -26746.461585 + Penalty 476.472366 = -26269.989219 nChanged 6 SP:Iteration 8Q (15.609326 sec): 3 clusters Score: Raw -26747.251044 + Penalty 474.285088 = -26272.965957 nChanged 4 SP:Iteration 9Q (15.610615 sec): 3 clusters Score: Raw -26747.739007 + Penalty 471.009192 = -26276.729815 nChanged 6 SP:Iteration 10F (15.611916 sec): 3 clusters Score: Raw -26749.006543 + Penalty 467.547218 = -26281.459324 nChanged 6 SP:Iteration 11Q (15.613172 sec): 3 clusters Score: Raw -26750.166136 + Penalty 463.701917 = -26286.464219 nChanged 7 SP:Iteration 12Q (15.614431 sec): 3 clusters Score: Raw -26752.419549 + Penalty 459.950973 = -26292.468576 nChanged 7 SP:Iteration 13Q (15.615706 sec): 3 clusters Score: Raw -26753.878147 + Penalty 456.365824 = -26297.512324 nChanged 7 SP:Iteration 14Q (15.616957 sec): 3 clusters Score: Raw -26755.948761 + Penalty 452.307476 = -26303.641285 nChanged 7 SP:Iteration 15Q (15.618203 sec): 3 clusters Score: Raw -26757.835248 + Penalty 449.157570 = -26308.677678 nChanged 6 SP:Iteration 16Q (15.619445 sec): 3 clusters Score: Raw -26758.949359 + Penalty 446.350521 = -26312.598837 nChanged 5 SP:Iteration 17Q (15.620674 sec): 3 clusters Score: Raw -26759.678612 + Penalty 445.781063 = -26313.897549 nChanged 2 SP:Iteration 18Q (15.621921 sec): 3 clusters Score: Raw -26759.805200 + Penalty 445.781063 = -26314.024136 nChanged 0 SP:Iteration 19F (15.623225 sec): 3 clusters Score: Raw -26759.805200 + Penalty 445.781063 = -26314.024136 nChanged 0 Time taken for this iteration:15.076815 seconds. 300->23 Clusters: Score -964955.967564, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 76 (time per iteration =205.913776 ms) Total iterations: 807 (time per iteration =19.392128 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 1407251250.000000 (time per metric unit =11.120578ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 35181281250.000000 (time per metric unit=444.823112ps) That took 15.649447 seconds. FileBase PeterP-2014-03-27_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 0.21 and 0.31 GB of RAM. Memory request: 0.10 GB would take us to total of 0.10 GB. ---------------------------------------------------------- Loaded 22598 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 22598 points ------ Starting initial clusters from distinct float masks Not enough masks (163) to generate starting clusters (300), so starting with (164) clusters instead. Assigned 164 initial classes from 163 unique masks. Deleting Class 121 (3 points): Lose 3.683185 but Gain 1613.376279 Iteration 0F (2.352904 sec): 163 clusters Score: Raw -974011.740184 + Penalty 134895.133289 = -839116.606895 nChanged 2994 Deleting Class 56 (1 points): Lose 1.690475 but Gain 1611.951792 Iteration 1F (3.643540 sec): 123 clusters Score: Raw -979738.413414 + Penalty 108457.276119 = -871281.137294 nChanged 918 Deleting Class 20 (2 points): Lose 14.508527 but Gain 1605.364632 Iteration 2Q (3.784456 sec): 106 clusters Score: Raw -980846.676112 + Penalty 95816.031505 = -885030.644606 nChanged 446 Deleting Class 27 (1 points): Lose 4.210413 but Gain 1609.955151 Iteration 3Q (3.892472 sec): 96 clusters Score: Raw -981326.562503 + Penalty 91377.687451 = -889948.875053 nChanged 271 Deleting Class 118 (1 points): Lose 3.125219 but Gain 1591.450750 Iteration 4Q (3.989681 sec): 93 clusters Score: Raw -981584.058943 + Penalty 88944.194283 = -892639.864660 nChanged 173 Deleting Class 58 (1 points): Lose 14.696076 but Gain 1600.993132 Iteration 5Q (4.081376 sec): 92 clusters Score: Raw -981705.311256 + Penalty 87084.345369 = -894620.965888 nChanged 126 Deleting Class 68 (3 points): Lose 37.128969 but Gain 1621.044349 Iteration 6Q (4.169251 sec): 91 clusters Score: Raw -981765.438358 + Penalty 85185.166327 = -896580.272031 nChanged 145 Deleting Class 129 (2 points): Lose 10.819266 but Gain 1578.794604 Iteration 7Q (4.257884 sec): 90 clusters Score: Raw -981940.047783 + Penalty 83324.293131 = -898615.754652 nChanged 167 Deleting Class 42 (2 points): Lose 60.776985 but Gain 1585.383788 Iteration 8Q (4.345978 sec): 88 clusters Score: Raw -982228.947011 + Penalty 81862.279700 = -900366.667312 nChanged 98 Deleting Class 93 (2 points): Lose 10.160347 but Gain 1524.049047 Iteration 9Q (4.430142 sec): 87 clusters Score: Raw -982290.944322 + Penalty 80405.743478 = -901885.200844 nChanged 76 Deleting Class 17 (1 points): Lose 5.962741 but Gain 1503.858124 Iteration 10F (5.313349 sec): 86 clusters Score: Raw -982364.855873 + Penalty 78981.878703 = -903382.977170 nChanged 63 Deleting Class 16 (3 points): Lose 20.153669 but Gain 1457.598655 Iteration 11Q (5.398742 sec): 85 clusters Score: Raw -982409.064408 + Penalty 77434.319346 = -904974.745062 nChanged 31 Deleting Class 79 (2 points): Lose 14.032085 but Gain 1429.398771 Iteration 12Q (5.481105 sec): 84 clusters Score: Raw -982416.520425 + Penalty 76057.785883 = -906358.734542 nChanged 22 Deleting Class 110 (1 points): Lose 13.062623 but Gain 1422.531406 Iteration 13Q (5.564896 sec): 83 clusters Score: Raw -982425.650261 + Penalty 74748.256296 = -907677.393965 nChanged 19 Deleting Class 52 (4 points): Lose 11.410945 but Gain 1404.446812 Iteration 14Q (5.647269 sec): 82 clusters Score: Raw -982446.583154 + Penalty 73312.188502 = -909134.394652 nChanged 15 Deleting Class 72 (5 points): Lose 29.734771 but Gain 1418.858250 Iteration 15Q (5.728576 sec): 81 clusters Score: Raw -982439.206528 + Penalty 71929.874688 = -910509.331839 nChanged 12 Deleting Class 80 (5 points): Lose 12.167331 but Gain 1383.030362 Iteration 16Q (5.810393 sec): 80 clusters Score: Raw -982436.775059 + Penalty 70553.549739 = -911883.225320 nChanged 9 Deleting Class 67 (3 points): Lose 20.126514 but Gain 1358.354841 Iteration 17Q (5.890863 sec): 79 clusters Score: Raw -982427.899258 + Penalty 69196.734559 = -913231.164699 nChanged 4 Deleting Class 66 (5 points): Lose 14.931513 but Gain 1352.664550 Iteration 18Q (5.971794 sec): 78 clusters Score: Raw -982419.538662 + Penalty 67853.171104 = -914566.367558 nChanged 6 Deleting Class 69 (4 points): Lose 32.663435 but Gain 1322.775046 Iteration 19Q (6.051024 sec): 77 clusters Score: Raw -982397.627318 + Penalty 66570.889064 = -915826.738254 nChanged 7 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.21 GB. Compute initial score before splitting: Score: Raw -982397.627318 + Penalty 66570.889064 = -915826.738254Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 1 (1945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.141959 sec): 2 clusters Score: Raw -125703.160187 + Penalty 1230.574077 = -124472.586111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.145821 sec): 3 clusters Score: Raw -124122.799801 + Penalty 2461.140594 = -121661.659207 nChanged 707 SP:Iteration 1F (6.149637 sec): 3 clusters Score: Raw -124746.763914 + Penalty 2461.133662 = -122285.630252 nChanged 260 SP:Iteration 2F (6.153480 sec): 3 clusters Score: Raw -125045.791575 + Penalty 2461.116491 = -122584.675084 nChanged 216 SP:Iteration 3F (6.157373 sec): 3 clusters Score: Raw -125265.295631 + Penalty 2461.108359 = -122804.187272 nChanged 172 SP:Iteration 4F (6.161291 sec): 3 clusters Score: Raw -125380.941178 + Penalty 2461.115382 = -122919.825796 nChanged 122 SP:Iteration 5F (6.165250 sec): 3 clusters Score: Raw -125489.615511 + Penalty 2461.064318 = -123028.551192 nChanged 122 SP:Iteration 6F (6.169223 sec): 3 clusters Score: Raw -125703.198888 + Penalty 2461.003438 = -123242.195450 nChanged 60 SP:Iteration 7Q (6.172518 sec): 3 clusters Score: Raw -125742.002896 + Penalty 2460.996058 = -123281.006838 nChanged 24 SP:Iteration 8Q (6.175250 sec): 3 clusters Score: Raw -125759.485145 + Penalty 2461.066762 = -123298.418383 nChanged 2 SP:Iteration 9Q (6.178465 sec): 3 clusters Score: Raw -125758.559513 + Penalty 2461.066762 = -123297.492751 nChanged 0 SP:Iteration 10F (6.182465 sec): 3 clusters Score: Raw -125758.559513 + Penalty 2461.066762 = -123297.492751 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 2 (846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.187091 sec): 2 clusters Score: Raw -29167.380982 + Penalty 65.662715 = -29101.718267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.189011 sec): 3 clusters Score: Raw -28627.198082 + Penalty 126.229472 = -28500.968609 nChanged 369 SP:Iteration 1F (6.190855 sec): 3 clusters Score: Raw -28897.621861 + Penalty 109.807113 = -28787.814747 nChanged 102 SP:Iteration 2F (6.192670 sec): 3 clusters Score: Raw -29015.618396 + Penalty 107.014876 = -28908.603520 nChanged 61 SP:Iteration 3F (6.194449 sec): 3 clusters Score: Raw -29084.037222 + Penalty 109.824394 = -28974.212828 nChanged 51 SP:Iteration 4F (6.195988 sec): 3 clusters Score: Raw -29154.097208 + Penalty 126.574486 = -29027.522722 nChanged 20 SP:Iteration 5Q (6.197612 sec): 3 clusters Score: Raw -29176.813964 + Penalty 136.968286 = -29039.845677 nChanged 4 SP:Iteration 6Q (6.199227 sec): 3 clusters Score: Raw -29181.619271 + Penalty 141.293208 = -29040.326062 nChanged 2 SP:Iteration 7Q (6.200766 sec): 3 clusters Score: Raw -29185.261049 + Penalty 138.972300 = -29046.288749 nChanged 1 SP:Iteration 8Q (6.202264 sec): 3 clusters Score: Raw -29192.042934 + Penalty 138.972300 = -29053.070634 nChanged 0 SP:Iteration 9F (6.203970 sec): 3 clusters Score: Raw -29192.042934 + Penalty 138.972300 = -29053.070634 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 3 (2752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.217769 sec): 2 clusters Score: Raw -116148.622941 + Penalty 330.480436 = -115818.142505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.223223 sec): 3 clusters Score: Raw -114371.170720 + Penalty 661.433959 = -113709.736761 nChanged 1211 SP:Iteration 1F (6.228572 sec): 3 clusters Score: Raw -115002.811512 + Penalty 665.661248 = -114337.150264 nChanged 376 SP:Iteration 2F (6.233988 sec): 3 clusters Score: Raw -115276.023474 + Penalty 692.893222 = -114583.130251 nChanged 359 SP:Iteration 3F (6.239628 sec): 3 clusters Score: Raw -115626.252816 + Penalty 747.483393 = -114878.769422 nChanged 281 SP:Iteration 4F (6.245173 sec): 3 clusters Score: Raw -115879.042519 + Penalty 796.910716 = -115082.131803 nChanged 145 SP:Iteration 5F (6.250701 sec): 3 clusters Score: Raw -115983.768820 + Penalty 848.508190 = -115135.260630 nChanged 90 SP:Iteration 6Q (6.256420 sec): 3 clusters Score: Raw -116042.144687 + Penalty 890.093809 = -115152.050879 nChanged 65 SP:Iteration 7Q (6.261886 sec): 3 clusters Score: Raw -116082.376697 + Penalty 935.467142 = -115146.909555 nChanged 50 SP:Iteration 8F (6.267462 sec): 3 clusters Score: Raw -116115.777175 + Penalty 994.709611 = -115121.067564 nChanged 41 SP:Iteration 9F (6.273046 sec): 3 clusters Score: Raw -116141.166677 + Penalty 1028.452583 = -115112.714095 nChanged 22 SP:Iteration 10F (6.278625 sec): 3 clusters Score: Raw -116151.308112 + Penalty 1047.813984 = -115103.494128 nChanged 13 SP:Iteration 11F (6.284231 sec): 3 clusters Score: Raw -116157.503386 + Penalty 1073.059931 = -115084.443454 nChanged 13 SP:Iteration 12F (6.289895 sec): 3 clusters Score: Raw -116170.107517 + Penalty 1100.440579 = -115069.666938 nChanged 10 SP:Iteration 13F (6.295498 sec): 3 clusters Score: Raw -116178.568724 + Penalty 1110.494634 = -115068.074091 nChanged 10 SP:Iteration 14F (6.301097 sec): 3 clusters Score: Raw -116184.630125 + Penalty 1125.949791 = -115058.680334 nChanged 5 SP:Iteration 15F (6.306688 sec): 3 clusters Score: Raw -116186.731824 + Penalty 1141.139762 = -115045.592062 nChanged 5 SP:Iteration 16F (6.312290 sec): 3 clusters Score: Raw -116187.490199 + Penalty 1144.636449 = -115042.853750 nChanged 4 SP:Iteration 17F (6.317882 sec): 3 clusters Score: Raw -116188.021850 + Penalty 1156.533006 = -115031.488844 nChanged 5 SP:Iteration 18F (6.323481 sec): 3 clusters Score: Raw -116186.406846 + Penalty 1152.812660 = -115033.594187 nChanged 5 SP:Iteration 19Q (6.328069 sec): 3 clusters Score: Raw -116184.219474 + Penalty 1167.378254 = -115016.841220 nChanged 4 SP:Iteration 20F (6.333720 sec): 3 clusters Score: Raw -116183.248773 + Penalty 1189.987709 = -114993.261064 nChanged 3 SP:Iteration 21F (6.339369 sec): 3 clusters Score: Raw -116185.269721 + Penalty 1191.496569 = -114993.773152 nChanged 2 SP:Iteration 22Q (6.343967 sec): 3 clusters Score: Raw -116185.040862 + Penalty 1189.270168 = -114995.770694 nChanged 3 SP:Iteration 23Q (6.348535 sec): 3 clusters Score: Raw -116184.470691 + Penalty 1192.428600 = -114992.042091 nChanged 1 SP:Iteration 24F (6.354148 sec): 3 clusters Score: Raw -116184.199638 + Penalty 1192.428600 = -114991.771039 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 4 (1208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.363127 sec): 2 clusters Score: Raw -61245.652165 + Penalty 716.729129 = -60528.923036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.365626 sec): 3 clusters Score: Raw -60312.004423 + Penalty 1428.631663 = -58883.372759 nChanged 498 SP:Iteration 1F (6.367969 sec): 3 clusters Score: Raw -61003.420706 + Penalty 1433.353025 = -59570.067681 nChanged 192 SP:Iteration 2F (6.370267 sec): 3 clusters Score: Raw -61278.339328 + Penalty 1432.677824 = -59845.661503 nChanged 76 SP:Iteration 3F (6.372548 sec): 3 clusters Score: Raw -61363.249067 + Penalty 1449.271556 = -59913.977511 nChanged 34 SP:Iteration 4Q (6.374459 sec): 3 clusters Score: Raw -61401.623952 + Penalty 1441.221331 = -59960.402621 nChanged 16 SP:Iteration 5Q (6.376298 sec): 3 clusters Score: Raw -61405.682612 + Penalty 1453.700074 = -59951.982538 nChanged 9 SP:Iteration 6F (6.378562 sec): 3 clusters Score: Raw -61411.311646 + Penalty 1446.656345 = -59964.655301 nChanged 5 SP:Iteration 7Q (6.380340 sec): 3 clusters Score: Raw -61412.180804 + Penalty 1446.656345 = -59965.524460 nChanged 0 SP:Iteration 8F (6.382579 sec): 3 clusters Score: Raw -61412.180804 + Penalty 1446.656345 = -59965.524460 nChanged 0 Memory request: 0.03 GB would take us to total of 0.24 GB. Trying to split cluster 5 (5306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.409918 sec): 2 clusters Score: Raw -236565.255660 + Penalty 403.988896 = -236161.266765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.420371 sec): 3 clusters Score: Raw -232931.238084 + Penalty 809.778620 = -232121.459465 nChanged 2475 SP:Iteration 1F (6.430417 sec): 3 clusters Score: Raw -234846.913413 + Penalty 808.053240 = -234038.860173 nChanged 917 SP:Iteration 2F (6.440335 sec): 3 clusters Score: Raw -235605.952664 + Penalty 826.838526 = -234779.114138 nChanged 506 SP:Iteration 3F (6.450147 sec): 3 clusters Score: Raw -236003.220530 + Penalty 872.314606 = -235130.905924 nChanged 331 SP:Iteration 4F (6.459864 sec): 3 clusters Score: Raw -236334.650460 + Penalty 937.895319 = -235396.755141 nChanged 248 SP:Iteration 5Q (6.469273 sec): 3 clusters Score: Raw -236585.229606 + Penalty 994.935986 = -235590.293620 nChanged 138 SP:Iteration 6Q (6.478279 sec): 3 clusters Score: Raw -236737.639899 + Penalty 1034.740384 = -235702.899515 nChanged 81 SP:Iteration 7Q (6.486892 sec): 3 clusters Score: Raw -236824.828306 + Penalty 1057.297431 = -235767.530875 nChanged 56 SP:Iteration 8Q (6.495433 sec): 3 clusters Score: Raw -236851.923312 + Penalty 1069.093392 = -235782.829920 nChanged 29 SP:Iteration 9Q (6.503839 sec): 3 clusters Score: Raw -236855.612388 + Penalty 1078.502156 = -235777.110231 nChanged 21 SP:Iteration 10F (6.513737 sec): 3 clusters Score: Raw -236860.185245 + Penalty 1085.214266 = -235774.970979 nChanged 15 SP:Iteration 11F (6.523672 sec): 3 clusters Score: Raw -236857.148630 + Penalty 1087.140891 = -235770.007740 nChanged 10 SP:Iteration 12F (6.533226 sec): 3 clusters Score: Raw -236853.451063 + Penalty 1088.107893 = -235765.343169 nChanged 5 SP:Iteration 13F (6.542827 sec): 3 clusters Score: Raw -236851.729351 + Penalty 1089.283174 = -235762.446176 nChanged 4 SP:Iteration 14F (6.552401 sec): 3 clusters Score: Raw -236850.333181 + Penalty 1090.971532 = -235759.361648 nChanged 4 SP:Iteration 15F (6.561957 sec): 3 clusters Score: Raw -236848.431688 + Penalty 1092.043240 = -235756.388448 nChanged 2 SP:Iteration 16F (6.571509 sec): 3 clusters Score: Raw -236847.509526 + Penalty 1092.331688 = -235755.177838 nChanged 1 SP:Iteration 17F (6.581053 sec): 3 clusters Score: Raw -236847.010430 + Penalty 1092.853404 = -235754.157026 nChanged 1 SP:Iteration 18F (6.590597 sec): 3 clusters Score: Raw -236846.447643 + Penalty 1092.853404 = -235753.594239 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 6 (2421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.606762 sec): 2 clusters Score: Raw -106419.801466 + Penalty 401.482534 = -106018.318932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.611504 sec): 3 clusters Score: Raw -104808.108386 + Penalty 813.182599 = -103994.925787 nChanged 1089 SP:Iteration 1F (6.616131 sec): 3 clusters Score: Raw -105653.982944 + Penalty 842.160517 = -104811.822427 nChanged 369 SP:Iteration 2F (6.620648 sec): 3 clusters Score: Raw -105972.721145 + Penalty 872.659876 = -105100.061269 nChanged 211 SP:Iteration 3F (6.625118 sec): 3 clusters Score: Raw -106120.060003 + Penalty 894.274793 = -105225.785210 nChanged 135 SP:Iteration 4F (6.629551 sec): 3 clusters Score: Raw -106205.777065 + Penalty 915.097593 = -105290.679472 nChanged 106 SP:Iteration 5Q (6.633724 sec): 3 clusters Score: Raw -106269.372118 + Penalty 925.747838 = -105343.624280 nChanged 77 SP:Iteration 6Q (6.637770 sec): 3 clusters Score: Raw -106311.298604 + Penalty 939.431024 = -105371.867579 nChanged 75 SP:Iteration 7Q (6.641699 sec): 3 clusters Score: Raw -106349.246597 + Penalty 942.649946 = -105406.596651 nChanged 60 SP:Iteration 8Q (6.645517 sec): 3 clusters Score: Raw -106373.712946 + Penalty 940.796627 = -105432.916320 nChanged 49 SP:Iteration 9Q (6.649212 sec): 3 clusters Score: Raw -106401.133166 + Penalty 960.982122 = -105440.151044 nChanged 27 SP:Iteration 10F (6.653548 sec): 3 clusters Score: Raw -106414.039751 + Penalty 962.924397 = -105451.115354 nChanged 20 SP:Iteration 11Q (6.657005 sec): 3 clusters Score: Raw -106420.579253 + Penalty 945.846376 = -105474.732877 nChanged 4 SP:Iteration 12Q (6.660396 sec): 3 clusters Score: Raw -106419.373387 + Penalty 942.324055 = -105477.049332 nChanged 3 SP:Iteration 13Q (6.663771 sec): 3 clusters Score: Raw -106419.528537 + Penalty 917.153284 = -105502.375253 nChanged 2 SP:Iteration 14Q (6.667129 sec): 3 clusters Score: Raw -106421.220922 + Penalty 992.439148 = -105428.781774 nChanged 2 SP:Iteration 15F (6.671437 sec): 3 clusters Score: Raw -106422.141227 + Penalty 1029.115169 = -105393.026058 nChanged 1 SP:Iteration 16F (6.675741 sec): 3 clusters Score: Raw -106425.281170 + Penalty 1029.115169 = -105396.166001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 7 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.678112 sec): 2 clusters Score: Raw -509.260146 + Penalty 278.311963 = -230.948183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.678365 sec): 3 clusters Score: Raw -511.901217 + Penalty 549.576780 = 37.675562 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 9 (682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.682387 sec): 2 clusters Score: Raw -40911.866087 + Penalty 919.661754 = -39992.204334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.683910 sec): 3 clusters Score: Raw -39996.268831 + Penalty 1838.450665 = -38157.818166 nChanged 231 SP:Iteration 1F (6.685349 sec): 3 clusters Score: Raw -40202.854705 + Penalty 1838.271275 = -38364.583430 nChanged 95 SP:Iteration 2F (6.686806 sec): 3 clusters Score: Raw -40359.727734 + Penalty 1844.117580 = -38515.610154 nChanged 97 SP:Iteration 3F (6.688223 sec): 3 clusters Score: Raw -40555.335533 + Penalty 1841.681351 = -38713.654183 nChanged 88 SP:Iteration 4F (6.689618 sec): 3 clusters Score: Raw -40817.581522 + Penalty 1837.002490 = -38980.579032 nChanged 42 SP:Iteration 5F (6.691021 sec): 3 clusters Score: Raw -40913.357918 + Penalty 1860.773207 = -39052.584711 nChanged 5 SP:Iteration 6Q (6.692132 sec): 3 clusters Score: Raw -40917.585755 + Penalty 1807.987527 = -39109.598227 nChanged 1 SP:Iteration 7Q (6.693236 sec): 3 clusters Score: Raw -40916.931776 + Penalty 1807.987527 = -39108.944249 nChanged 0 SP:Iteration 8F (6.694619 sec): 3 clusters Score: Raw -40916.931776 + Penalty 1807.987527 = -39108.944249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 10 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.697262 sec): 2 clusters Score: Raw -37.682585 + Penalty 0.000000 = -37.682585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.697484 sec): 2 clusters Score: Raw -37.682585 + Penalty 0.000000 = -37.682585 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 11 (819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.702190 sec): 2 clusters Score: Raw -32626.522871 + Penalty 266.032556 = -32360.490315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.703920 sec): 3 clusters Score: Raw -32118.558334 + Penalty 548.669649 = -31569.888685 nChanged 344 SP:Iteration 1F (6.705595 sec): 3 clusters Score: Raw -32359.938801 + Penalty 535.225759 = -31824.713042 nChanged 105 SP:Iteration 2F (6.707302 sec): 3 clusters Score: Raw -32460.426060 + Penalty 513.430423 = -31946.995637 nChanged 64 SP:Iteration 3F (6.708976 sec): 3 clusters Score: Raw -32543.966555 + Penalty 517.069175 = -32026.897381 nChanged 27 SP:Iteration 4Q (6.710593 sec): 3 clusters Score: Raw -32563.413006 + Penalty 521.181687 = -32042.231319 nChanged 17 SP:Iteration 5Q (6.712146 sec): 3 clusters Score: Raw -32569.807195 + Penalty 523.263991 = -32046.543204 nChanged 13 SP:Iteration 6Q (6.713674 sec): 3 clusters Score: Raw -32575.998708 + Penalty 526.151841 = -32049.846867 nChanged 11 SP:Iteration 7Q (6.715217 sec): 3 clusters Score: Raw -32580.470279 + Penalty 531.464431 = -32049.005848 nChanged 10 SP:Iteration 8F (6.716869 sec): 3 clusters Score: Raw -32586.167690 + Penalty 541.313290 = -32044.854400 nChanged 10 SP:Iteration 9F (6.718519 sec): 3 clusters Score: Raw -32592.220829 + Penalty 550.348204 = -32041.872625 nChanged 8 SP:Iteration 10F (6.720148 sec): 3 clusters Score: Raw -32597.223800 + Penalty 555.672839 = -32041.550960 nChanged 7 SP:Iteration 11F (6.721769 sec): 3 clusters Score: Raw -32601.580881 + Penalty 575.920369 = -32025.660512 nChanged 11 SP:Iteration 12F (6.723385 sec): 3 clusters Score: Raw -32611.883764 + Penalty 602.659566 = -32009.224199 nChanged 14 SP:Iteration 13F (6.724996 sec): 3 clusters Score: Raw -32628.961375 + Penalty 623.696336 = -32005.265039 nChanged 9 SP:Iteration 14F (6.726610 sec): 3 clusters Score: Raw -32643.366403 + Penalty 631.124343 = -32012.242061 nChanged 11 SP:Iteration 15Q (6.727986 sec): 3 clusters Score: Raw -32654.138013 + Penalty 630.366810 = -32023.771202 nChanged 3 SP:Iteration 16Q (6.729342 sec): 3 clusters Score: Raw -32655.612439 + Penalty 630.366810 = -32025.245629 nChanged 0 SP:Iteration 17F (6.730990 sec): 3 clusters Score: Raw -32655.612439 + Penalty 630.366810 = -32025.245629 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 12 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.734424 sec): 2 clusters Score: Raw -22452.240293 + Penalty 295.085963 = -22157.154329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.735703 sec): 3 clusters Score: Raw -22105.606813 + Penalty 533.556619 = -21572.050194 nChanged 231 SP:Iteration 1F (6.736940 sec): 3 clusters Score: Raw -22259.616734 + Penalty 489.791806 = -21769.824928 nChanged 70 SP:Iteration 2F (6.738163 sec): 3 clusters Score: Raw -22327.134230 + Penalty 478.249722 = -21848.884508 nChanged 46 SP:Iteration 3F (6.739382 sec): 3 clusters Score: Raw -22382.414400 + Penalty 489.112258 = -21893.302142 nChanged 27 SP:Iteration 4Q (6.740540 sec): 3 clusters Score: Raw -22411.772048 + Penalty 500.998204 = -21910.773844 nChanged 12 SP:Iteration 5Q (6.741634 sec): 3 clusters Score: Raw -22418.083879 + Penalty 515.709295 = -21902.374585 nChanged 15 SP:Iteration 6F (6.742836 sec): 3 clusters Score: Raw -22426.348353 + Penalty 512.468804 = -21913.879549 nChanged 8 SP:Iteration 7Q (6.743912 sec): 3 clusters Score: Raw -22430.302892 + Penalty 515.538591 = -21914.764301 nChanged 4 SP:Iteration 8Q (6.744941 sec): 3 clusters Score: Raw -22431.520378 + Penalty 521.488610 = -21910.031768 nChanged 4 SP:Iteration 9F (6.746119 sec): 3 clusters Score: Raw -22432.783487 + Penalty 520.252331 = -21912.531156 nChanged 5 SP:Iteration 10F (6.747299 sec): 3 clusters Score: Raw -22434.664710 + Penalty 547.342540 = -21887.322170 nChanged 8 SP:Iteration 11F (6.748512 sec): 3 clusters Score: Raw -22440.274307 + Penalty 532.941050 = -21907.333257 nChanged 6 SP:Iteration 12Q (6.749524 sec): 3 clusters Score: Raw -22444.759634 + Penalty 605.599115 = -21839.160518 nChanged 6 SP:Iteration 13F (6.750711 sec): 3 clusters Score: Raw -22451.357760 + Penalty 616.108057 = -21835.249703 nChanged 2 SP:Iteration 14F (6.751901 sec): 3 clusters Score: Raw -22452.204658 + Penalty 616.108057 = -21836.096601 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 13 (1562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.760078 sec): 2 clusters Score: Raw -81107.582160 + Penalty 620.477751 = -80487.104409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.763189 sec): 3 clusters Score: Raw -79827.040037 + Penalty 1242.254848 = -78584.785189 nChanged 630 SP:Iteration 1F (6.766229 sec): 3 clusters Score: Raw -80249.833759 + Penalty 1244.320639 = -79005.513121 nChanged 200 SP:Iteration 2F (6.769247 sec): 3 clusters Score: Raw -80463.694645 + Penalty 1241.249838 = -79222.444807 nChanged 189 SP:Iteration 3F (6.772239 sec): 3 clusters Score: Raw -80766.116243 + Penalty 1226.024227 = -79540.092016 nChanged 188 SP:Iteration 4F (6.775182 sec): 3 clusters Score: Raw -80986.681329 + Penalty 1177.114511 = -79809.566818 nChanged 135 SP:Iteration 5F (6.778094 sec): 3 clusters Score: Raw -81116.641937 + Penalty 1118.613843 = -79998.028094 nChanged 70 SP:Iteration 6Q (6.780763 sec): 3 clusters Score: Raw -81200.260507 + Penalty 1080.669149 = -80119.591358 nChanged 26 SP:Iteration 7Q (6.783258 sec): 3 clusters Score: Raw -81242.350187 + Penalty 1070.255550 = -80172.094637 nChanged 10 SP:Iteration 8Q (6.785613 sec): 3 clusters Score: Raw -81243.517960 + Penalty 1061.380984 = -80182.136976 nChanged 6 SP:Iteration 9Q (6.787949 sec): 3 clusters Score: Raw -81243.037736 + Penalty 1056.383792 = -80186.653943 nChanged 3 SP:Iteration 10F (6.790833 sec): 3 clusters Score: Raw -81241.663297 + Penalty 1056.650716 = -80185.012581 nChanged 1 SP:Iteration 11F (6.793724 sec): 3 clusters Score: Raw -81240.789289 + Penalty 1056.650716 = -80184.138573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 14 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.795405 sec): 2 clusters Score: Raw -7065.407754 + Penalty 117.612830 = -6947.794924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.795982 sec): 3 clusters Score: Raw -6972.482162 + Penalty 233.830365 = -6738.651797 nChanged 73 SP:Iteration 1F (6.796546 sec): 3 clusters Score: Raw -7047.878398 + Penalty 229.143955 = -6818.734443 nChanged 18 SP:Iteration 2F (6.797073 sec): 3 clusters Score: Raw -7067.459503 + Penalty 231.619764 = -6835.839738 nChanged 5 SP:Iteration 3Q (6.797639 sec): 3 clusters Score: Raw -7071.765392 + Penalty 229.726613 = -6842.038780 nChanged 3 SP:Iteration 4Q (6.798172 sec): 3 clusters Score: Raw -7073.330419 + Penalty 231.864860 = -6841.465559 nChanged 1 SP:Iteration 5F (6.798715 sec): 3 clusters Score: Raw -7073.664481 + Penalty 231.864860 = -6841.799621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 15 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.800668 sec): 2 clusters Score: Raw -12816.082544 + Penalty 748.966524 = -12067.116020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.801312 sec): 3 clusters Score: Raw -12488.164211 + Penalty 1509.208350 = -10978.955861 nChanged 64 SP:Iteration 1F (6.801931 sec): 3 clusters Score: Raw -12661.736484 + Penalty 1520.972957 = -11140.763527 nChanged 25 SP:Iteration 2F (6.802604 sec): 3 clusters Score: Raw -12724.650117 + Penalty 1526.898737 = -11197.751379 nChanged 18 SP:Iteration 3F (6.803274 sec): 3 clusters Score: Raw -12798.040978 + Penalty 1517.649248 = -11280.391730 nChanged 7 SP:Iteration 4Q (6.803879 sec): 3 clusters Score: Raw -12833.082815 + Penalty 1544.102953 = -11288.979862 nChanged 1 SP:Iteration 5Q (6.804454 sec): 3 clusters Score: Raw -12835.457902 + Penalty 1592.991657 = -11242.466245 nChanged 2 SP:Iteration 6F (6.805123 sec): 3 clusters Score: Raw -12843.010544 + Penalty 1601.482051 = -11241.528493 nChanged 1 SP:Iteration 7F (6.805793 sec): 3 clusters Score: Raw -12849.192062 + Penalty 1601.482051 = -11247.710011 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 18 (1370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.810926 sec): 2 clusters Score: Raw -60923.804941 + Penalty 388.266158 = -60535.538783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.813693 sec): 3 clusters Score: Raw -59899.658289 + Penalty 776.985468 = -59122.672822 nChanged 563 SP:Iteration 1F (6.816414 sec): 3 clusters Score: Raw -60188.524316 + Penalty 782.090337 = -59406.433979 nChanged 171 SP:Iteration 2F (6.819156 sec): 3 clusters Score: Raw -60299.776879 + Penalty 785.757864 = -59514.019015 nChanged 130 SP:Iteration 3F (6.821906 sec): 3 clusters Score: Raw -60386.189883 + Penalty 783.851381 = -59602.338503 nChanged 112 SP:Iteration 4F (6.824669 sec): 3 clusters Score: Raw -60461.836211 + Penalty 777.520368 = -59684.315842 nChanged 99 SP:Iteration 5F (6.827449 sec): 3 clusters Score: Raw -60546.056195 + Penalty 773.125789 = -59772.930406 nChanged 79 SP:Iteration 6F (6.830248 sec): 3 clusters Score: Raw -60611.958586 + Penalty 767.829845 = -59844.128741 nChanged 64 SP:Iteration 7Q (6.833062 sec): 3 clusters Score: Raw -60657.892222 + Penalty 772.921632 = -59884.970591 nChanged 78 SP:Iteration 8F (6.835897 sec): 3 clusters Score: Raw -60731.402728 + Penalty 787.297007 = -59944.105721 nChanged 82 SP:Iteration 9F (6.838747 sec): 3 clusters Score: Raw -60817.213910 + Penalty 856.028750 = -59961.185160 nChanged 59 SP:Iteration 10F (6.841640 sec): 3 clusters Score: Raw -60885.093319 + Penalty 1022.583642 = -59862.509677 nChanged 31 SP:Iteration 11F (6.844516 sec): 3 clusters Score: Raw -60919.155427 + Penalty 1063.538890 = -59855.616537 nChanged 3 SP:Iteration 12F (6.847481 sec): 3 clusters Score: Raw -60921.578417 + Penalty 1085.717442 = -59835.860975 nChanged 3 SP:Iteration 13F (6.850404 sec): 3 clusters Score: Raw -60923.416021 + Penalty 1058.122418 = -59865.293603 nChanged 3 SP:Iteration 14Q (6.852737 sec): 3 clusters Score: Raw -60926.221793 + Penalty 1058.122418 = -59868.099374 nChanged 0 SP:Iteration 15F (6.855634 sec): 3 clusters Score: Raw -60926.221793 + Penalty 1058.122418 = -59868.099374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 19 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.856675 sec): 2 clusters Score: Raw -217.075162 + Penalty 199.951703 = -17.123459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.856910 sec): 3 clusters Score: Raw -209.907869 + Penalty 199.951703 = -9.956165 nChanged 1 SP:Iteration 1F (6.857117 sec): 2 clusters Score: Raw -217.075162 + Penalty 199.951703 = -17.123459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 21 (423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.859211 sec): 2 clusters Score: Raw -17087.394993 + Penalty 303.785133 = -16783.609860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.860233 sec): 3 clusters Score: Raw -16839.232879 + Penalty 600.224079 = -16239.008800 nChanged 159 SP:Iteration 1F (6.861220 sec): 3 clusters Score: Raw -16917.002354 + Penalty 593.844802 = -16323.157552 nChanged 46 SP:Iteration 2F (6.862198 sec): 3 clusters Score: Raw -16945.572202 + Penalty 586.518278 = -16359.053924 nChanged 32 SP:Iteration 3F (6.863166 sec): 3 clusters Score: Raw -16969.512066 + Penalty 578.645717 = -16390.866349 nChanged 17 SP:Iteration 4Q (6.864130 sec): 3 clusters Score: Raw -16983.656137 + Penalty 571.198617 = -16412.457520 nChanged 23 SP:Iteration 5F (6.865117 sec): 3 clusters Score: Raw -17014.120077 + Penalty 550.365136 = -16463.754941 nChanged 21 SP:Iteration 6Q (6.866060 sec): 3 clusters Score: Raw -17046.563232 + Penalty 541.836059 = -16504.727174 nChanged 10 SP:Iteration 7Q (6.866952 sec): 3 clusters Score: Raw -17056.925240 + Penalty 542.983662 = -16513.941577 nChanged 8 SP:Iteration 8Q (6.867823 sec): 3 clusters Score: Raw -17064.262075 + Penalty 540.920192 = -16523.341883 nChanged 9 SP:Iteration 9Q (6.868679 sec): 3 clusters Score: Raw -17070.718704 + Penalty 539.396030 = -16531.322674 nChanged 3 SP:Iteration 10F (6.869618 sec): 3 clusters Score: Raw -17071.303782 + Penalty 543.217461 = -16528.086321 nChanged 3 SP:Iteration 11F (6.870558 sec): 3 clusters Score: Raw -17072.623521 + Penalty 552.892693 = -16519.730828 nChanged 5 SP:Iteration 12F (6.871506 sec): 3 clusters Score: Raw -17074.878294 + Penalty 564.473343 = -16510.404951 nChanged 6 SP:Iteration 13F (6.872433 sec): 3 clusters Score: Raw -17077.752803 + Penalty 583.393347 = -16494.359456 nChanged 5 SP:Iteration 14F (6.873360 sec): 3 clusters Score: Raw -17080.025028 + Penalty 577.951942 = -16502.073087 nChanged 4 SP:Iteration 15Q (6.874180 sec): 3 clusters Score: Raw -17082.491830 + Penalty 581.039536 = -16501.452294 nChanged 3 SP:Iteration 16F (6.875112 sec): 3 clusters Score: Raw -17083.688298 + Penalty 595.365062 = -16488.323236 nChanged 2 SP:Iteration 17F (6.876044 sec): 3 clusters Score: Raw -17085.135506 + Penalty 600.366186 = -16484.769319 nChanged 3 SP:Iteration 18F (6.876975 sec): 3 clusters Score: Raw -17085.488234 + Penalty 608.198511 = -16477.289723 nChanged 1 SP:Iteration 19F (6.877907 sec): 3 clusters Score: Raw -17086.060635 + Penalty 618.974940 = -16467.085694 nChanged 1 SP:Iteration 20F (6.878838 sec): 3 clusters Score: Raw -17086.915281 + Penalty 624.544739 = -16462.370542 nChanged 1 SP:Iteration 21F (6.879768 sec): 3 clusters Score: Raw -17086.954537 + Penalty 635.867856 = -16451.086681 nChanged 1 SP:Iteration 22F (6.880700 sec): 3 clusters Score: Raw -17087.639687 + Penalty 650.218089 = -16437.421599 nChanged 1 SP:Iteration 23F (6.881631 sec): 3 clusters Score: Raw -17087.558720 + Penalty 618.852244 = -16468.706476 nChanged 1 SP:Iteration 24Q (6.882408 sec): 3 clusters Score: Raw -17087.262124 + Penalty 618.852244 = -16468.409880 nChanged 0 SP:Iteration 25F (6.883336 sec): 3 clusters Score: Raw -17087.262124 + Penalty 618.852244 = -16468.409880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 22 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.885369 sec): 2 clusters Score: Raw -20295.223565 + Penalty 694.566999 = -19600.656565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.886316 sec): 3 clusters Score: Raw -19851.823476 + Penalty 1388.035595 = -18463.787881 nChanged 126 SP:Iteration 1F (6.887242 sec): 3 clusters Score: Raw -19963.784752 + Penalty 1384.138367 = -18579.646385 nChanged 40 SP:Iteration 2F (6.888162 sec): 3 clusters Score: Raw -20032.169825 + Penalty 1371.448112 = -18660.721712 nChanged 31 SP:Iteration 3F (6.889074 sec): 3 clusters Score: Raw -20087.307629 + Penalty 1355.171764 = -18732.135866 nChanged 39 SP:Iteration 4F (6.889973 sec): 3 clusters Score: Raw -20163.750378 + Penalty 1363.685723 = -18800.064655 nChanged 48 SP:Iteration 5F (6.890846 sec): 3 clusters Score: Raw -20272.097888 + Penalty 1399.992452 = -18872.105436 nChanged 23 SP:Iteration 6F (6.891729 sec): 3 clusters Score: Raw -20305.471232 + Penalty 1286.550620 = -19018.920612 nChanged 6 SP:Iteration 7Q (6.892443 sec): 3 clusters Score: Raw -20296.329416 + Penalty 1286.550620 = -19009.778797 nChanged 0 SP:Iteration 8F (6.893319 sec): 3 clusters Score: Raw -20296.329416 + Penalty 1286.550620 = -19009.778797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 23 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.894643 sec): 2 clusters Score: Raw -8368.946667 + Penalty 542.374721 = -7826.571947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.895194 sec): 3 clusters Score: Raw -8190.627066 + Penalty 1084.914033 = -7105.713032 nChanged 38 SP:Iteration 1F (6.895714 sec): 3 clusters Score: Raw -8238.881576 + Penalty 1089.835151 = -7149.046425 nChanged 20 SP:Iteration 2F (6.896205 sec): 3 clusters Score: Raw -8298.852243 + Penalty 1134.075621 = -7164.776622 nChanged 29 SP:Iteration 3F (6.896701 sec): 3 clusters Score: Raw -8362.932547 + Penalty 1149.210461 = -7213.722087 nChanged 11 SP:Iteration 4F (6.897232 sec): 3 clusters Score: Raw -8376.727329 + Penalty 1189.348202 = -7187.379128 nChanged 5 SP:Iteration 5F (6.897765 sec): 3 clusters Score: Raw -8382.938220 + Penalty 1189.348202 = -7193.590018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 24 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.898574 sec): 2 clusters Score: Raw -40.750886 + Penalty 0.000000 = -40.750886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.898771 sec): 2 clusters Score: Raw -40.750886 + Penalty 0.000000 = -40.750886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 25 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.900627 sec): 2 clusters Score: Raw -12639.394367 + Penalty 676.022007 = -11963.372360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.901295 sec): 3 clusters Score: Raw -12315.050522 + Penalty 1342.924899 = -10972.125623 nChanged 63 SP:Iteration 1F (6.901944 sec): 3 clusters Score: Raw -12387.253553 + Penalty 1329.423647 = -11057.829906 nChanged 36 SP:Iteration 2F (6.902584 sec): 3 clusters Score: Raw -12484.386988 + Penalty 1327.301457 = -11157.085531 nChanged 37 SP:Iteration 3F (6.903205 sec): 3 clusters Score: Raw -12588.307591 + Penalty 1340.563212 = -11247.744380 nChanged 15 SP:Iteration 4F (6.903859 sec): 3 clusters Score: Raw -12614.664093 + Penalty 1354.973755 = -11259.690337 nChanged 3 SP:Iteration 5Q (6.904390 sec): 3 clusters Score: Raw -12628.187399 + Penalty 1354.973755 = -11273.213644 nChanged 0 SP:Iteration 6F (6.905015 sec): 3 clusters Score: Raw -12628.187399 + Penalty 1354.973755 = -11273.213644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 26 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.906322 sec): 2 clusters Score: Raw -1202.598286 + Penalty 225.147820 = -977.450466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.906597 sec): 3 clusters Score: Raw -1205.994346 + Penalty 475.179992 = -730.814354 nChanged 3 SP:Iteration 1F (6.906868 sec): 3 clusters Score: Raw -1209.598033 + Penalty 475.179992 = -734.418041 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 28 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.907464 sec): 2 clusters Score: Raw -1553.869989 + Penalty 267.453069 = -1286.416920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.907750 sec): 3 clusters Score: Raw -1555.033596 + Penalty 532.078147 = -1022.955449 nChanged 5 SP:Iteration 1F (6.908028 sec): 3 clusters Score: Raw -1562.023189 + Penalty 531.660131 = -1030.363058 nChanged 1 SP:Iteration 2Q (6.908304 sec): 3 clusters Score: Raw -1562.449387 + Penalty 535.008185 = -1027.441202 nChanged 1 SP:Iteration 3F (6.908582 sec): 3 clusters Score: Raw -1563.232264 + Penalty 535.008185 = -1028.224078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 29 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.909069 sec): 2 clusters Score: Raw -590.201510 + Penalty 206.627348 = -383.574161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.909303 sec): 3 clusters Score: Raw -592.220854 + Penalty 413.254696 = -178.966157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 30 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.910186 sec): 2 clusters Score: Raw -6972.692472 + Penalty 604.299921 = -6368.392551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.910671 sec): 3 clusters Score: Raw -6833.677926 + Penalty 1231.074999 = -5602.602926 nChanged 35 SP:Iteration 1F (6.911146 sec): 3 clusters Score: Raw -6900.656746 + Penalty 1244.630285 = -5656.026462 nChanged 17 SP:Iteration 2F (6.911607 sec): 3 clusters Score: Raw -6953.968730 + Penalty 1209.110474 = -5744.858256 nChanged 13 SP:Iteration 3F (6.912072 sec): 3 clusters Score: Raw -6989.597369 + Penalty 1221.775285 = -5767.822084 nChanged 8 SP:Iteration 4F (6.912534 sec): 3 clusters Score: Raw -6995.900697 + Penalty 1221.775285 = -5774.125412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 33 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.914501 sec): 2 clusters Score: Raw -12989.555801 + Penalty 291.275449 = -12698.280353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.915304 sec): 3 clusters Score: Raw -12812.345228 + Penalty 630.267439 = -12182.077790 nChanged 121 SP:Iteration 1F (6.916121 sec): 3 clusters Score: Raw -12932.562112 + Penalty 655.545650 = -12277.016463 nChanged 38 SP:Iteration 2F (6.916930 sec): 3 clusters Score: Raw -12965.995656 + Penalty 672.429704 = -12293.565952 nChanged 16 SP:Iteration 3F (6.917741 sec): 3 clusters Score: Raw -12975.824463 + Penalty 674.283994 = -12301.540469 nChanged 9 SP:Iteration 4Q (6.918527 sec): 3 clusters Score: Raw -12983.372738 + Penalty 681.269179 = -12302.103558 nChanged 7 SP:Iteration 5Q (6.919306 sec): 3 clusters Score: Raw -12987.884623 + Penalty 691.995099 = -12295.889525 nChanged 6 SP:Iteration 6F (6.920125 sec): 3 clusters Score: Raw -12990.048064 + Penalty 699.129076 = -12290.918989 nChanged 6 SP:Iteration 7F (6.920942 sec): 3 clusters Score: Raw -12992.244457 + Penalty 703.079488 = -12289.164969 nChanged 2 SP:Iteration 8F (6.921764 sec): 3 clusters Score: Raw -12992.820773 + Penalty 704.837144 = -12287.983629 nChanged 1 SP:Iteration 9F (6.922582 sec): 3 clusters Score: Raw -12992.832992 + Penalty 708.855787 = -12283.977205 nChanged 1 SP:Iteration 10F (6.923400 sec): 3 clusters Score: Raw -12993.511706 + Penalty 721.446790 = -12272.064915 nChanged 3 SP:Iteration 11F (6.924219 sec): 3 clusters Score: Raw -12995.053889 + Penalty 730.319628 = -12264.734261 nChanged 2 SP:Iteration 12F (6.925038 sec): 3 clusters Score: Raw -12995.499912 + Penalty 737.280071 = -12258.219841 nChanged 2 SP:Iteration 13F (6.925858 sec): 3 clusters Score: Raw -12996.419739 + Penalty 757.838144 = -12238.581595 nChanged 4 SP:Iteration 14F (6.926680 sec): 3 clusters Score: Raw -12998.565931 + Penalty 757.258388 = -12241.307543 nChanged 4 SP:Iteration 15Q (6.927432 sec): 3 clusters Score: Raw -13000.156006 + Penalty 759.340132 = -12240.815875 nChanged 1 SP:Iteration 16F (6.928183 sec): 3 clusters Score: Raw -13000.232630 + Penalty 759.340132 = -12240.892498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 34 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.929362 sec): 2 clusters Score: Raw -3983.628631 + Penalty 375.126985 = -3608.501646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.929732 sec): 3 clusters Score: Raw -3944.347960 + Penalty 759.077531 = -3185.270429 nChanged 17 SP:Iteration 1F (6.930098 sec): 3 clusters Score: Raw -3958.021589 + Penalty 768.533946 = -3189.487643 nChanged 7 SP:Iteration 2F (6.930461 sec): 3 clusters Score: Raw -3966.601446 + Penalty 794.719623 = -3171.881823 nChanged 8 SP:Iteration 3F (6.930825 sec): 3 clusters Score: Raw -3982.930390 + Penalty 832.951614 = -3149.978776 nChanged 5 SP:Iteration 4F (6.931187 sec): 3 clusters Score: Raw -3989.528878 + Penalty 846.178824 = -3143.350055 nChanged 2 SP:Iteration 5F (6.931553 sec): 3 clusters Score: Raw -3993.258656 + Penalty 870.328299 = -3122.930357 nChanged 2 SP:Iteration 6F (6.931945 sec): 3 clusters Score: Raw -3997.537500 + Penalty 870.328299 = -3127.209201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 35 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.932771 sec): 2 clusters Score: Raw -799.181070 + Penalty 359.455967 = -439.725102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.933019 sec): 3 clusters Score: Raw -805.570876 + Penalty 694.311148 = -111.259728 nChanged 1 SP:Iteration 1F (6.933256 sec): 3 clusters Score: Raw -805.927359 + Penalty 694.311148 = -111.616211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 36 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.934540 sec): 2 clusters Score: Raw -10733.344465 + Penalty 783.525012 = -9949.819453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.935103 sec): 3 clusters Score: Raw -10417.023452 + Penalty 1567.216312 = -8849.807141 nChanged 36 SP:Iteration 1F (6.935654 sec): 3 clusters Score: Raw -10494.673490 + Penalty 1562.651864 = -8932.021626 nChanged 35 SP:Iteration 2F (6.936194 sec): 3 clusters Score: Raw -10638.019175 + Penalty 1570.600616 = -9067.418559 nChanged 25 SP:Iteration 3F (6.936727 sec): 3 clusters Score: Raw -10725.332467 + Penalty 1549.200611 = -9176.131856 nChanged 6 SP:Iteration 4Q (6.937183 sec): 3 clusters Score: Raw -10752.738304 + Penalty 1550.672757 = -9202.065547 nChanged 1 SP:Iteration 5Q (6.937636 sec): 3 clusters Score: Raw -10752.272377 + Penalty 1557.219478 = -9195.052900 nChanged 1 SP:Iteration 6F (6.938166 sec): 3 clusters Score: Raw -10754.108455 + Penalty 1557.219478 = -9196.888977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 37 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.938993 sec): 2 clusters Score: Raw -136.679933 + Penalty 135.226293 = -1.453640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.939210 sec): 3 clusters Score: Raw -127.282289 + Penalty 273.991163 = 146.708874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 38 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.939966 sec): 2 clusters Score: Raw -267.771584 + Penalty 52.712285 = -215.059299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.940170 sec): 3 clusters Score: Raw -264.543284 + Penalty 52.712285 = -211.830998 nChanged 1 SP:Iteration 1F (6.940362 sec): 2 clusters Score: Raw -267.771584 + Penalty 52.712285 = -215.059299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 43 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.941124 sec): 2 clusters Score: Raw -522.695678 + Penalty 276.406027 = -246.289651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.941356 sec): 3 clusters Score: Raw -520.060489 + Penalty 548.088514 = 28.028025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 44 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.942098 sec): 2 clusters Score: Raw -156.322661 + Penalty 166.369729 = 10.047068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.942294 sec): 2 clusters Score: Raw -156.322661 + Penalty 166.369729 = 10.047068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 45 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.944175 sec): 2 clusters Score: Raw -21760.234430 + Penalty 881.991426 = -20878.243003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.945100 sec): 3 clusters Score: Raw -21261.475220 + Penalty 1760.973427 = -19500.501793 nChanged 105 SP:Iteration 1F (6.946016 sec): 3 clusters Score: Raw -21380.559666 + Penalty 1755.940399 = -19624.619266 nChanged 46 SP:Iteration 2F (6.946970 sec): 3 clusters Score: Raw -21485.020189 + Penalty 1748.835003 = -19736.185185 nChanged 53 SP:Iteration 3F (6.947930 sec): 3 clusters Score: Raw -21611.735750 + Penalty 1754.006062 = -19857.729688 nChanged 42 SP:Iteration 4F (6.948873 sec): 3 clusters Score: Raw -21713.906561 + Penalty 1763.999078 = -19949.907483 nChanged 24 SP:Iteration 5F (6.949727 sec): 3 clusters Score: Raw -21740.124181 + Penalty 1767.287875 = -19972.836306 nChanged 10 SP:Iteration 6Q (6.950528 sec): 3 clusters Score: Raw -21757.513060 + Penalty 1763.101439 = -19994.411621 nChanged 3 SP:Iteration 7Q (6.951330 sec): 3 clusters Score: Raw -21771.806003 + Penalty 1763.101439 = -20008.704564 nChanged 0 SP:Iteration 8F (6.952287 sec): 3 clusters Score: Raw -21771.806003 + Penalty 1763.101439 = -20008.704564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 46 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.953220 sec): 2 clusters Score: Raw -698.291052 + Penalty 254.006043 = -444.285009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.953464 sec): 3 clusters Score: Raw -692.860956 + Penalty 521.162374 = -171.698582 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 47 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.954233 sec): 2 clusters Score: Raw -236.986184 + Penalty 165.630397 = -71.355787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.954446 sec): 3 clusters Score: Raw -232.883986 + Penalty 165.630397 = -67.253589 nChanged 1 SP:Iteration 1F (6.954641 sec): 2 clusters Score: Raw -236.986184 + Penalty 165.630397 = -71.355787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 48 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.955385 sec): 2 clusters Score: Raw -121.756743 + Penalty 84.976746 = -36.779998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.955579 sec): 2 clusters Score: Raw -121.756743 + Penalty 84.976746 = -36.779998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 49 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.956332 sec): 2 clusters Score: Raw -357.008721 + Penalty 230.668696 = -126.340024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.956555 sec): 3 clusters Score: Raw -350.734291 + Penalty 459.050835 = 108.316543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 50 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.957304 sec): 2 clusters Score: Raw -172.919833 + Penalty 154.685691 = -18.234142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.957498 sec): 2 clusters Score: Raw -172.919833 + Penalty 154.685691 = -18.234142 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 51 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.958222 sec): 2 clusters Score: Raw -37.344473 + Penalty 0.000000 = -37.344473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.958404 sec): 2 clusters Score: Raw -37.344473 + Penalty 0.000000 = -37.344473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 53 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.959137 sec): 2 clusters Score: Raw -86.034739 + Penalty 88.833334 = 2.798595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.959342 sec): 3 clusters Score: Raw -79.953604 + Penalty 177.666668 = 97.713064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 54 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.960078 sec): 2 clusters Score: Raw -135.476720 + Penalty 142.943806 = 7.467086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.960305 sec): 3 clusters Score: Raw -126.985791 + Penalty 292.197286 = 165.211495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 60 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.961045 sec): 2 clusters Score: Raw -135.147922 + Penalty 103.200099 = -31.947823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.961259 sec): 3 clusters Score: Raw -126.942151 + Penalty 215.886792 = 88.944641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 63 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.962023 sec): 2 clusters Score: Raw -302.129006 + Penalty 130.142489 = -171.986517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.962245 sec): 3 clusters Score: Raw -310.396005 + Penalty 272.552505 = -37.843501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 64 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.962985 sec): 2 clusters Score: Raw -39.769928 + Penalty 0.000000 = -39.769928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.963174 sec): 2 clusters Score: Raw -39.769928 + Penalty 0.000000 = -39.769928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 65 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.963905 sec): 2 clusters Score: Raw -80.610534 + Penalty 35.783817 = -44.826717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.964094 sec): 2 clusters Score: Raw -80.610534 + Penalty 35.783817 = -44.826717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 71 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.964907 sec): 2 clusters Score: Raw -1498.380628 + Penalty 379.740868 = -1118.639760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.965181 sec): 3 clusters Score: Raw -1493.307190 + Penalty 759.659687 = -733.647504 nChanged 3 SP:Iteration 1F (6.965448 sec): 3 clusters Score: Raw -1499.235855 + Penalty 759.659687 = -739.576168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 74 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.966219 sec): 2 clusters Score: Raw -618.587826 + Penalty 328.579344 = -290.008482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.966450 sec): 3 clusters Score: Raw -612.489876 + Penalty 658.067130 = 45.577254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 75 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.967193 sec): 2 clusters Score: Raw -136.101797 + Penalty 121.984336 = -14.117461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.967402 sec): 3 clusters Score: Raw -127.666513 + Penalty 245.020129 = 117.353615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 77 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.968159 sec): 2 clusters Score: Raw -362.334617 + Penalty 129.807612 = -232.527005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.968385 sec): 3 clusters Score: Raw -365.470468 + Penalty 246.766649 = -118.703819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 86 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.969126 sec): 2 clusters Score: Raw -85.378354 + Penalty 68.559849 = -16.818506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.969318 sec): 2 clusters Score: Raw -85.378354 + Penalty 68.559849 = -16.818506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 87 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.970071 sec): 2 clusters Score: Raw -105.420784 + Penalty 53.005492 = -52.415292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.970281 sec): 3 clusters Score: Raw -108.339292 + Penalty 113.177357 = 4.838065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 89 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.971043 sec): 2 clusters Score: Raw -480.992037 + Penalty 245.235583 = -235.756455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.971277 sec): 3 clusters Score: Raw -487.374372 + Penalty 457.006055 = -30.368317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 90 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.972014 sec): 2 clusters Score: Raw -120.422432 + Penalty 42.009644 = -78.412788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.972220 sec): 3 clusters Score: Raw -114.853024 + Penalty 94.582518 = -20.270506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 95 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.972948 sec): 2 clusters Score: Raw -37.380977 + Penalty 0.000000 = -37.380977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.973137 sec): 2 clusters Score: Raw -37.380977 + Penalty 0.000000 = -37.380977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 97 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.973861 sec): 2 clusters Score: Raw -41.449436 + Penalty 0.000000 = -41.449436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.974048 sec): 2 clusters Score: Raw -41.449436 + Penalty 0.000000 = -41.449436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 98 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.974786 sec): 2 clusters Score: Raw -139.154844 + Penalty 143.570960 = 4.416116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.974995 sec): 3 clusters Score: Raw -131.916198 + Penalty 293.297306 = 161.381107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 99 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.975729 sec): 2 clusters Score: Raw -125.701173 + Penalty 92.346585 = -33.354588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.975925 sec): 2 clusters Score: Raw -125.701173 + Penalty 92.346585 = -33.354588 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 100 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.976660 sec): 2 clusters Score: Raw -155.392601 + Penalty 99.124677 = -56.267924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.976871 sec): 3 clusters Score: Raw -153.572168 + Penalty 198.249354 = 44.677185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 111 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.977607 sec): 2 clusters Score: Raw -152.955858 + Penalty 49.907877 = -103.047980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.977813 sec): 3 clusters Score: Raw -150.805303 + Penalty 99.815754 = -50.989548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 112 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.978544 sec): 2 clusters Score: Raw -37.865291 + Penalty 0.000000 = -37.865291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.978732 sec): 2 clusters Score: Raw -37.865291 + Penalty 0.000000 = -37.865291 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 (6.979485 sec): 2 clusters Score: Raw -187.020859 + Penalty 142.268754 = -44.752106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.979681 sec): 2 clusters Score: Raw -187.020859 + Penalty 142.268754 = -44.752106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 125 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.980415 sec): 2 clusters Score: Raw -39.022422 + Penalty 0.000000 = -39.022422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.980605 sec): 2 clusters Score: Raw -39.022422 + Penalty 0.000000 = -39.022422 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 128 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.981337 sec): 2 clusters Score: Raw -76.987874 + Penalty 43.223251 = -33.764623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.981529 sec): 2 clusters Score: Raw -76.987874 + Penalty 43.223251 = -33.764623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 130 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.982257 sec): 2 clusters Score: Raw -37.966057 + Penalty 0.000000 = -37.966057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.982446 sec): 2 clusters Score: Raw -37.966057 + Penalty 0.000000 = -37.966057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 134 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.983193 sec): 2 clusters Score: Raw -236.670916 + Penalty 116.473296 = -120.197620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.983413 sec): 3 clusters Score: Raw -242.860289 + Penalty 221.346148 = -21.514141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 135 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.984149 sec): 2 clusters Score: Raw -78.169240 + Penalty 69.679734 = -8.489506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.984341 sec): 2 clusters Score: Raw -78.169240 + Penalty 69.679734 = -8.489506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 136 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.985088 sec): 2 clusters Score: Raw -357.061691 + Penalty 30.773700 = -326.287991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.985299 sec): 3 clusters Score: Raw -352.312778 + Penalty 65.971220 = -286.341558 nChanged 2 SP:Iteration 1F (6.985505 sec): 3 clusters Score: Raw -353.506685 + Penalty 65.971220 = -287.535465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 138 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.986281 sec): 2 clusters Score: Raw -644.495070 + Penalty 194.830656 = -449.664414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.986523 sec): 3 clusters Score: Raw -642.341272 + Penalty 389.661313 = -252.679960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 139 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.987254 sec): 2 clusters Score: Raw -34.725146 + Penalty 0.000000 = -34.725146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.987436 sec): 2 clusters Score: Raw -34.725146 + Penalty 0.000000 = -34.725146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 140 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.988160 sec): 2 clusters Score: Raw -38.404232 + Penalty 0.000000 = -38.404232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.988346 sec): 2 clusters Score: Raw -38.404232 + Penalty 0.000000 = -38.404232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 141 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.989093 sec): 2 clusters Score: Raw -38.523740 + Penalty 0.000000 = -38.523740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.989282 sec): 2 clusters Score: Raw -38.523740 + Penalty 0.000000 = -38.523740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.990010 sec): 2 clusters Score: Raw -38.846960 + Penalty 0.000000 = -38.846960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.990194 sec): 2 clusters Score: Raw -38.846960 + Penalty 0.000000 = -38.846960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 147 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.990957 sec): 2 clusters Score: Raw -488.133100 + Penalty 167.176903 = -320.956197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.991191 sec): 3 clusters Score: Raw -500.394140 + Penalty 276.718996 = -223.675144 nChanged 2 SP:Iteration 1F (6.991422 sec): 3 clusters Score: Raw -507.999380 + Penalty 276.718996 = -231.280385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 149 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.992169 sec): 2 clusters Score: Raw -236.671525 + Penalty 185.144209 = -51.527316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.992385 sec): 3 clusters Score: Raw -226.536786 + Penalty 378.926526 = 152.389741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 160 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.993118 sec): 2 clusters Score: Raw -73.286504 + Penalty 51.366107 = -21.920397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.993310 sec): 2 clusters Score: Raw -73.286504 + Penalty 51.366107 = -21.920397 nChanged 0 Deleting Class 54 (3 points): Lose 20.645291 but Gain 1304.463662 Iteration 20F (7.792216 sec): 76 clusters Score: Raw -982394.536776 + Penalty 65350.843120 = -917043.693655 nChanged 6 Deleting Class 53 (2 points): Lose 2.978062 but Gain 1284.877126 Iteration 21Q (7.870434 sec): 75 clusters Score: Raw -982408.534244 + Penalty 64112.928793 = -918295.605451 nChanged 7 Deleting Class 98 (3 points): Lose 54.289524 but Gain 1310.186885 Iteration 22Q (7.947496 sec): 74 clusters Score: Raw -982371.738310 + Penalty 62966.729909 = -919405.008401 nChanged 5 Deleting Class 125 (1 points): Lose 18.984099 but Gain 1271.006458 Iteration 23Q (8.024142 sec): 73 clusters Score: Raw -982386.302497 + Penalty 61830.493031 = -920555.809466 nChanged 4 Deleting Class 74 (13 points): Lose 36.030518 but Gain 1284.317972 Iteration 24Q (8.100157 sec): 72 clusters Score: Raw -982377.921482 + Penalty 60585.286661 = -921792.634821 nChanged 15 Deleting Class 37 (3 points): Lose 24.114603 but Gain 1234.035874 Iteration 25Q (8.176131 sec): 71 clusters Score: Raw -982377.121825 + Penalty 59375.130506 = -923001.991319 nChanged 8 Deleting Class 19 (5 points): Lose 36.785324 but Gain 1245.552324 Iteration 26Q (8.252114 sec): 70 clusters Score: Raw -982343.261726 + Penalty 58286.690740 = -924056.570987 nChanged 13 Deleting Class 44 (4 points): Lose 33.793338 but Gain 1203.178181 Iteration 27Q (8.326592 sec): 69 clusters Score: Raw -982335.527581 + Penalty 57371.855917 = -924963.671664 nChanged 10 Deleting Class 35 (19 points): Lose 104.743891 but Gain 1251.517991 Iteration 28Q (8.402943 sec): 68 clusters Score: Raw -982254.708377 + Penalty 56191.156017 = -926063.552361 nChanged 25 Deleting Class 49 (11 points): Lose 47.012448 but Gain 1185.925447 Iteration 29Q (8.478856 sec): 67 clusters Score: Raw -982238.140939 + Penalty 55108.421109 = -927129.719830 nChanged 21 Deleting Class 149 (5 points): Lose 14.891744 but Gain 1153.312505 Iteration 30F (9.159847 sec): 66 clusters Score: Raw -982245.862890 + Penalty 54034.534325 = -928211.328565 nChanged 19 Deleting Class 95 (1 points): Lose 8.678975 but Gain 1142.159742 Iteration 31Q (9.233783 sec): 65 clusters Score: Raw -982262.346258 + Penalty 52995.852391 = -929266.493867 nChanged 11 Deleting Class 24 (2 points): Lose 34.952993 but Gain 1145.833897 Iteration 32Q (9.306837 sec): 64 clusters Score: Raw -982234.595558 + Penalty 51859.172063 = -930375.423496 nChanged 4 Deleting Class 75 (3 points): Lose 10.863338 but Gain 1113.193625 Iteration 33Q (9.379607 sec): 63 clusters Score: Raw -982226.707831 + Penalty 50781.116937 = -931445.590894 nChanged 5 Deleting Class 7 (19 points): Lose 108.375875 but Gain 1210.688796 Iteration 34Q (9.451976 sec): 62 clusters Score: Raw -982125.558000 + Penalty 49636.260479 = -932489.297521 nChanged 23 Deleting Class 50 (4 points): Lose 28.109710 but Gain 1118.679759 Iteration 35Q (9.525214 sec): 61 clusters Score: Raw -982135.126533 + Penalty 48623.667266 = -933511.459267 nChanged 15 Deleting Class 135 (3 points): Lose 30.110655 but Gain 1119.925935 Iteration 36Q (9.598805 sec): 60 clusters Score: Raw -982131.945432 + Penalty 47622.911353 = -934509.034079 nChanged 18 Deleting Class 34 (38 points): Lose 96.882492 but Gain 1182.265006 Iteration 37Q (9.671580 sec): 59 clusters Score: Raw -982069.931393 + Penalty 46560.773431 = -935509.157963 nChanged 51 Deleting Class 43 (16 points): Lose 67.121986 but Gain 1156.867174 Iteration 38Q (9.743437 sec): 58 clusters Score: Raw -982090.102610 + Penalty 45541.236988 = -936548.865622 nChanged 31 Deleting Class 141 (1 points): Lose 5.504211 but Gain 1075.863928 Iteration 39Q (9.814601 sec): 57 clusters Score: Raw -982135.225750 + Penalty 44464.648205 = -937670.577545 nChanged 10 Deleting Class 117 (5 points): Lose 12.193251 but Gain 1054.792256 Iteration 40F (10.395307 sec): 56 clusters Score: Raw -982136.866994 + Penalty 43430.547804 = -938706.319190 nChanged 12 Deleting Class 64 (1 points): Lose 7.106056 but Gain 1047.795429 Iteration 41Q (10.467596 sec): 55 clusters Score: Raw -982149.260191 + Penalty 42422.751305 = -939726.508886 nChanged 8 Deleting Class 71 (37 points): Lose 86.056821 but Gain 1117.436104 Iteration 42Q (10.539227 sec): 54 clusters Score: Raw -982085.475316 + Penalty 41354.735791 = -940730.739524 nChanged 43 Deleting Class 97 (1 points): Lose 33.682232 but Gain 1045.730487 Iteration 43Q (10.611489 sec): 53 clusters Score: Raw -982108.664854 + Penalty 40321.725338 = -941786.939516 nChanged 7 Deleting Class 47 (5 points): Lose 26.345157 but Gain 1031.755781 Iteration 44Q (10.682386 sec): 52 clusters Score: Raw -982110.290872 + Penalty 39276.777467 = -942833.513405 nChanged 7 Deleting Class 86 (2 points): Lose 16.231754 but Gain 991.643307 Iteration 45Q (10.753121 sec): 51 clusters Score: Raw -982113.060415 + Penalty 38276.149903 = -943836.910512 nChanged 5 Deleting Class 89 (10 points): Lose 47.530314 but Gain 1005.971599 Iteration 46Q (10.823408 sec): 50 clusters Score: Raw -982071.509469 + Penalty 37278.806475 = -944792.702995 nChanged 13 Deleting Class 60 (3 points): Lose 23.931937 but Gain 941.774134 Iteration 47Q (10.893505 sec): 49 clusters Score: Raw -982074.198219 + Penalty 36425.981213 = -945648.217006 nChanged 9 Deleting Class 46 (20 points): Lose 78.590005 but Gain 985.090922 Iteration 48Q (10.963686 sec): 48 clusters Score: Raw -982017.308302 + Penalty 35493.625498 = -946523.682804 nChanged 24 Deleting Class 130 (1 points): Lose 1.401874 but Gain 860.891993 Iteration 49Q (11.033746 sec): 47 clusters Score: Raw -982055.569436 + Penalty 34668.450982 = -947387.118454 nChanged 5 Deleting Class 99 (3 points): Lose 18.573330 but Gain 842.728118 Iteration 50F (11.515472 sec): 46 clusters Score: Raw -982077.205366 + Penalty 33822.186797 = -948255.018569 nChanged 14 Deleting Class 29 (15 points): Lose 67.336817 but Gain 864.500313 Iteration 51Q (11.584359 sec): 45 clusters Score: Raw -982086.111277 + Penalty 32950.440397 = -949135.670880 nChanged 30 Deleting Class 48 (3 points): Lose 12.029062 but Gain 775.473101 Iteration 52Q (11.654646 sec): 44 clusters Score: Raw -982151.804319 + Penalty 32191.046821 = -949960.757497 nChanged 15 Deleting Class 87 (5 points): Lose 29.809687 but Gain 777.865316 Iteration 53Q (11.722964 sec): 43 clusters Score: Raw -982147.037850 + Penalty 31443.768813 = -950703.269037 nChanged 14 Deleting Class 100 (7 points): Lose 49.697377 but Gain 784.731247 Iteration 54Q (11.792493 sec): 42 clusters Score: Raw -982143.189281 + Penalty 30649.352437 = -951493.836844 nChanged 15 Deleting Class 160 (2 points): Lose 38.674797 but Gain 742.954619 Iteration 55Q (11.861398 sec): 41 clusters Score: Raw -982136.387468 + Penalty 29868.188699 = -952268.198769 nChanged 8 Deleting Class 112 (1 points): Lose 2.043801 but Gain 661.563243 Iteration 56Q (11.928176 sec): 40 clusters Score: Raw -982158.008250 + Penalty 29295.667079 = -952862.341171 nChanged 4 Deleting Class 36 (187 points): Lose 885.195686 but Gain 1501.655195 Iteration 57Q (11.994904 sec): 39 clusters Score: Raw -981280.987162 + Penalty 27907.965948 = -953373.021213 nChanged 190 Deleting Class 146 (1 points): Lose 10.147592 but Gain 613.177181 Iteration 58Q (12.064518 sec): 38 clusters Score: Raw -981714.334676 + Penalty 27295.324747 = -954419.009929 nChanged 15 Deleting Class 77 (12 points): Lose 73.252734 but Gain 675.195673 Iteration 59Q (12.131166 sec): 37 clusters Score: Raw -981659.020095 + Penalty 26774.605690 = -954884.414405 nChanged 15 Deleting Class 134 (15 points): Lose 136.885783 but Gain 788.908049 Iteration 60F (12.513428 sec): 36 clusters Score: Raw -981568.729664 + Penalty 25998.433643 = -955570.296021 nChanged 16 Deleting Class 128 (2 points): Lose 24.618086 but Gain 625.177103 Iteration 61Q (12.579456 sec): 35 clusters Score: Raw -981594.129846 + Penalty 25384.217793 = -956209.912053 nChanged 7 Deleting Class 26 (45 points): Lose 213.680613 but Gain 764.869799 Iteration 62Q (12.644040 sec): 34 clusters Score: Raw -981390.077917 + Penalty 24568.384887 = -956821.693029 nChanged 47 Deleting Class 65 (2 points): Lose 12.479821 but Gain 517.573819 Iteration 63Q (12.708858 sec): 33 clusters Score: Raw -981511.354847 + Penalty 24083.979108 = -957427.375739 nChanged 16 Deleting Class 140 (2 points): Lose 16.350030 but Gain 527.973503 Iteration 64Q (12.772512 sec): 32 clusters Score: Raw -981526.854398 + Penalty 23577.970307 = -957948.884091 nChanged 10 Deleting Class 138 (40 points): Lose 299.640445 but Gain 795.866623 Iteration 65Q (12.835156 sec): 31 clusters Score: Raw -981238.343441 + Penalty 22844.117732 = -958394.225708 nChanged 46 Deleting Class 30 (143 points): Lose 730.663207 but Gain 1222.497541 Iteration 66Q (12.898906 sec): 30 clusters Score: Raw -980674.495952 + Penalty 21728.278202 = -958946.217751 nChanged 161 Deleting Class 63 (8 points): Lose 78.621085 but Gain 617.699291 Iteration 67Q (12.963574 sec): 29 clusters Score: Raw -980797.654956 + Penalty 21101.981124 = -959695.673832 nChanged 27 Deleting Class 23 (174 points): Lose 623.265651 but Gain 1079.972861 Iteration 68Q (13.026279 sec): 28 clusters Score: Raw -980224.690933 + Penalty 20063.599894 = -960161.091039 nChanged 186 Deleting Class 51 (3 points): Lose 55.351713 but Gain 498.922922 Iteration 69Q (13.089436 sec): 27 clusters Score: Raw -980383.320141 + Penalty 19578.193172 = -960805.126969 nChanged 23 Deleting Class 111 (6 points): Lose 74.335116 but Gain 473.044825 Iteration 70F (13.374929 sec): 26 clusters Score: Raw -980330.678471 + Penalty 19316.548770 = -961014.129701 nChanged 17 Deleting Class 90 (3 points): Lose 6.055759 but Gain 383.367815 Iteration 71Q (13.436065 sec): 25 clusters Score: Raw -980360.450519 + Penalty 18916.489392 = -961443.961127 nChanged 16 Deleting Class 10 (2 points): Lose 15.675618 but Gain 363.624230 Iteration 72Q (13.496631 sec): 24 clusters Score: Raw -980378.879595 + Penalty 18517.916013 = -961860.963582 nChanged 15 Deleting Class 28 (91 points): Lose 600.429405 but Gain 848.999215 Iteration 73Q (13.556156 sec): 23 clusters Score: Raw -979793.493086 + Penalty 17696.806957 = -962096.686129 nChanged 100 Deleting Class 38 (7 points): Lose 49.479474 but Gain 271.581484 Iteration 74Q (13.616864 sec): 22 clusters Score: Raw -979970.360053 + Penalty 17449.497291 = -962520.862762 nChanged 34 Deleting Class 139 (1 points): Lose 15.610618 but Gain 175.198632 Iteration 75Q (13.676253 sec): 21 clusters Score: Raw -980003.656030 + Penalty 17279.347339 = -962724.308690 nChanged 19 Deleting Class 136 (11 points): Lose 30.015267 but Gain 147.472897 Iteration 76Q (13.734702 sec): 20 clusters Score: Raw -979995.698104 + Penalty 17130.546980 = -962865.151124 nChanged 22 Deleting Class 15 (236 points): Lose 1334.216372 but Gain 1391.632506 Iteration 77Q (13.792296 sec): 19 clusters Score: Raw -978686.997690 + Penalty 15820.716144 = -962866.281546 nChanged 246 Iteration 78Q (13.850918 sec): 19 clusters Score: Raw -979192.832073 + Penalty 15838.306735 = -963354.525338 nChanged 12 Iteration 79Q (13.907338 sec): 19 clusters Score: Raw -979218.891208 + Penalty 15841.042827 = -963377.848381 nChanged 3 Iteration 80F (14.119998 sec): 19 clusters Score: Raw -979220.600873 + Penalty 15835.915432 = -963384.685440 nChanged 4 Iteration 81Q (14.178372 sec): 19 clusters Score: Raw -979222.800624 + Penalty 15835.915432 = -963386.885192 nChanged 0 Iteration 82F (14.388500 sec): 19 clusters Score: Raw -979222.800624 + Penalty 15835.915432 = -963386.885192 nChanged 0 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.21 GB. Compute initial score before splitting: Score: Raw -979222.800624 + Penalty 15835.915432 = -963386.885192Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 1 (1946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.438298 sec): 2 clusters Score: Raw -125755.648482 + Penalty 1230.654394 = -124524.994088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.441984 sec): 3 clusters Score: Raw -124128.627069 + Penalty 2461.305254 = -121667.321816 nChanged 701 SP:Iteration 1F (14.445549 sec): 3 clusters Score: Raw -125209.142656 + Penalty 2461.280223 = -122747.862433 nChanged 357 SP:Iteration 2F (14.449067 sec): 3 clusters Score: Raw -125837.809482 + Penalty 2461.302561 = -123376.506921 nChanged 168 SP:Iteration 3F (14.452570 sec): 3 clusters Score: Raw -125998.397113 + Penalty 2461.301648 = -123537.095465 nChanged 63 SP:Iteration 4Q (14.455563 sec): 3 clusters Score: Raw -125996.671287 + Penalty 2461.315491 = -123535.355795 nChanged 46 SP:Iteration 5F (14.459046 sec): 3 clusters Score: Raw -125971.143473 + Penalty 2461.306765 = -123509.836707 nChanged 27 SP:Iteration 6F (14.462530 sec): 3 clusters Score: Raw -125938.631295 + Penalty 2461.315290 = -123477.316004 nChanged 19 SP:Iteration 7F (14.466006 sec): 3 clusters Score: Raw -125914.062001 + Penalty 2461.309639 = -123452.752362 nChanged 12 SP:Iteration 8F (14.469480 sec): 3 clusters Score: Raw -125893.633118 + Penalty 2461.325027 = -123432.308091 nChanged 9 SP:Iteration 9F (14.472979 sec): 3 clusters Score: Raw -125882.712921 + Penalty 2461.320424 = -123421.392497 nChanged 10 SP:Iteration 10F (14.476541 sec): 3 clusters Score: Raw -125867.377526 + Penalty 2461.315317 = -123406.062209 nChanged 8 SP:Iteration 11F (14.480136 sec): 3 clusters Score: Raw -125851.636162 + Penalty 2461.307037 = -123390.329125 nChanged 9 SP:Iteration 12F (14.483884 sec): 3 clusters Score: Raw -125841.956445 + Penalty 2461.291861 = -123380.664584 nChanged 10 SP:Iteration 13F (14.487454 sec): 3 clusters Score: Raw -125843.687228 + Penalty 2461.273264 = -123382.413964 nChanged 7 SP:Iteration 14Q (14.490155 sec): 3 clusters Score: Raw -125841.539957 + Penalty 2461.265653 = -123380.274304 nChanged 2 SP:Iteration 15F (14.493628 sec): 3 clusters Score: Raw -125843.404742 + Penalty 2461.265653 = -123382.139088 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 2 (869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.498019 sec): 2 clusters Score: Raw -29754.710740 + Penalty 71.531047 = -29683.179693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.499761 sec): 3 clusters Score: Raw -29213.227365 + Penalty 196.867824 = -29016.359541 nChanged 381 SP:Iteration 1F (14.501467 sec): 3 clusters Score: Raw -29690.033504 + Penalty 229.476599 = -29460.556905 nChanged 81 SP:Iteration 2F (14.503175 sec): 3 clusters Score: Raw -29789.759345 + Penalty 265.834179 = -29523.925166 nChanged 8 SP:Iteration 3Q (14.504800 sec): 3 clusters Score: Raw -29803.529865 + Penalty 273.240094 = -29530.289771 nChanged 1 SP:Iteration 4Q (14.506143 sec): 3 clusters Score: Raw -29803.858549 + Penalty 273.240094 = -29530.618456 nChanged 0 SP:Iteration 5F (14.507798 sec): 3 clusters Score: Raw -29803.858549 + Penalty 273.240094 = -29530.618456 nChanged 0 Memory request: 0.02 GB would take us to total of 0.22 GB. Trying to split cluster 3 (2921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.521244 sec): 2 clusters Score: Raw -123240.584699 + Penalty 364.600378 = -122875.984321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.526755 sec): 3 clusters Score: Raw -121371.601379 + Penalty 732.153585 = -120639.447794 nChanged 1307 SP:Iteration 1F (14.532343 sec): 3 clusters Score: Raw -122315.632506 + Penalty 727.970098 = -121587.662408 nChanged 454 SP:Iteration 2F (14.537834 sec): 3 clusters Score: Raw -122767.957247 + Penalty 775.626152 = -121992.331095 nChanged 312 SP:Iteration 3F (14.543352 sec): 3 clusters Score: Raw -123151.172224 + Penalty 927.048166 = -122224.124059 nChanged 164 SP:Iteration 4F (14.548876 sec): 3 clusters Score: Raw -123321.499386 + Penalty 1062.485067 = -122259.014319 nChanged 49 SP:Iteration 5Q (14.554253 sec): 3 clusters Score: Raw -123361.367362 + Penalty 1175.564452 = -122185.802911 nChanged 25 SP:Iteration 6F (14.559817 sec): 3 clusters Score: Raw -123399.459036 + Penalty 1268.010021 = -122131.449015 nChanged 15 SP:Iteration 7F (14.565356 sec): 3 clusters Score: Raw -123432.797287 + Penalty 1293.688477 = -122139.108810 nChanged 12 SP:Iteration 8Q (14.569896 sec): 3 clusters Score: Raw -123450.405223 + Penalty 1314.658873 = -122135.746351 nChanged 12 SP:Iteration 9F (14.575461 sec): 3 clusters Score: Raw -123470.091256 + Penalty 1320.151199 = -122149.940056 nChanged 7 SP:Iteration 10F (14.581079 sec): 3 clusters Score: Raw -123478.973271 + Penalty 1325.648958 = -122153.324313 nChanged 3 SP:Iteration 11Q (14.585727 sec): 3 clusters Score: Raw -123482.602238 + Penalty 1328.502660 = -122154.099579 nChanged 4 SP:Iteration 12Q (14.590241 sec): 3 clusters Score: Raw -123488.083558 + Penalty 1330.987677 = -122157.095881 nChanged 7 SP:Iteration 13Q (14.594749 sec): 3 clusters Score: Raw -123498.875882 + Penalty 1331.424282 = -122167.451601 nChanged 5 SP:Iteration 14Q (14.599255 sec): 3 clusters Score: Raw -123504.483909 + Penalty 1329.366768 = -122175.117142 nChanged 2 SP:Iteration 15Q (14.603763 sec): 3 clusters Score: Raw -123506.132011 + Penalty 1329.718462 = -122176.413549 nChanged 2 SP:Iteration 16Q (14.608270 sec): 3 clusters Score: Raw -123507.779537 + Penalty 1330.228420 = -122177.551117 nChanged 1 SP:Iteration 17Q (14.612773 sec): 3 clusters Score: Raw -123508.589521 + Penalty 1329.325512 = -122179.264010 nChanged 2 SP:Iteration 18Q (14.617272 sec): 3 clusters Score: Raw -123511.043473 + Penalty 1327.929375 = -122183.114098 nChanged 2 SP:Iteration 19Q (14.621774 sec): 3 clusters Score: Raw -123512.782949 + Penalty 1328.178296 = -122184.604653 nChanged 1 SP:Iteration 20F (14.627293 sec): 3 clusters Score: Raw -123513.813781 + Penalty 1328.178296 = -122185.635485 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 4 (1305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.635994 sec): 2 clusters Score: Raw -66309.398902 + Penalty 751.828194 = -65557.570708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.638522 sec): 3 clusters Score: Raw -65287.694323 + Penalty 1542.972176 = -63744.722148 nChanged 536 SP:Iteration 1F (14.641106 sec): 3 clusters Score: Raw -65987.050902 + Penalty 1619.030290 = -64368.020612 nChanged 245 SP:Iteration 2F (14.643780 sec): 3 clusters Score: Raw -66336.365388 + Penalty 1646.087603 = -64690.277785 nChanged 94 SP:Iteration 3F (14.646412 sec): 3 clusters Score: Raw -66410.447045 + Penalty 1654.853634 = -64755.593411 nChanged 55 SP:Iteration 4Q (14.648918 sec): 3 clusters Score: Raw -66434.106865 + Penalty 1654.921216 = -64779.185649 nChanged 32 SP:Iteration 5Q (14.651345 sec): 3 clusters Score: Raw -66440.181233 + Penalty 1649.665247 = -64790.515986 nChanged 27 SP:Iteration 6Q (14.653720 sec): 3 clusters Score: Raw -66444.158520 + Penalty 1641.945805 = -64802.212715 nChanged 23 SP:Iteration 7Q (14.655988 sec): 3 clusters Score: Raw -66445.927134 + Penalty 1628.257004 = -64817.670130 nChanged 20 SP:Iteration 8Q (14.658180 sec): 3 clusters Score: Raw -66445.349939 + Penalty 1615.362463 = -64829.987476 nChanged 15 SP:Iteration 9Q (14.660323 sec): 3 clusters Score: Raw -66440.287388 + Penalty 1620.399796 = -64819.887592 nChanged 6 SP:Iteration 10F (14.662886 sec): 3 clusters Score: Raw -66436.436651 + Penalty 1620.315256 = -64816.121395 nChanged 3 SP:Iteration 11F (14.665444 sec): 3 clusters Score: Raw -66434.375028 + Penalty 1616.547775 = -64817.827253 nChanged 2 SP:Iteration 12Q (14.667530 sec): 3 clusters Score: Raw -66433.125177 + Penalty 1616.008375 = -64817.116802 nChanged 1 SP:Iteration 13F (14.670089 sec): 3 clusters Score: Raw -66433.164762 + Penalty 1614.871712 = -64818.293050 nChanged 2 SP:Iteration 14Q (14.672171 sec): 3 clusters Score: Raw -66430.442658 + Penalty 1609.153109 = -64821.289549 nChanged 1 SP:Iteration 15Q (14.674259 sec): 3 clusters Score: Raw -66429.168546 + Penalty 1609.153109 = -64820.015437 nChanged 0 SP:Iteration 16F (14.676819 sec): 3 clusters Score: Raw -66429.168546 + Penalty 1609.153109 = -64820.015437 nChanged 0 Memory request: 0.03 GB would take us to total of 0.24 GB. Trying to split cluster 5 (5330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.700375 sec): 2 clusters Score: Raw -237379.705562 + Penalty 406.728142 = -236972.977420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.710461 sec): 3 clusters Score: Raw -233813.856474 + Penalty 812.785719 = -233001.070754 nChanged 2443 SP:Iteration 1F (14.720043 sec): 3 clusters Score: Raw -236162.573222 + Penalty 826.631645 = -235335.941577 nChanged 817 SP:Iteration 2F (14.729509 sec): 3 clusters Score: Raw -236993.366441 + Penalty 877.550442 = -236115.815998 nChanged 426 SP:Iteration 3F (14.738979 sec): 3 clusters Score: Raw -237351.690658 + Penalty 967.626628 = -236384.064030 nChanged 147 SP:Iteration 4Q (14.748426 sec): 3 clusters Score: Raw -237433.316318 + Penalty 1045.763095 = -236387.553223 nChanged 61 SP:Iteration 5Q (14.756649 sec): 3 clusters Score: Raw -237464.697806 + Penalty 1134.505449 = -236330.192356 nChanged 35 SP:Iteration 6F (14.766168 sec): 3 clusters Score: Raw -237482.772085 + Penalty 1184.843314 = -236297.928771 nChanged 22 SP:Iteration 7F (14.775540 sec): 3 clusters Score: Raw -237488.311016 + Penalty 1209.266292 = -236279.044723 nChanged 9 SP:Iteration 8F (14.785095 sec): 3 clusters Score: Raw -237485.650664 + Penalty 1211.068593 = -236274.582071 nChanged 1 SP:Iteration 9F (14.794613 sec): 3 clusters Score: Raw -237484.709824 + Penalty 1206.636014 = -236278.073810 nChanged 1 SP:Iteration 10F (14.803990 sec): 3 clusters Score: Raw -237483.685596 + Penalty 1201.522659 = -236282.162938 nChanged 1 SP:Iteration 11Q (14.811340 sec): 3 clusters Score: Raw -237482.789471 + Penalty 1201.522659 = -236281.266812 nChanged 0 SP:Iteration 12F (14.820709 sec): 3 clusters Score: Raw -237482.789471 + Penalty 1201.522659 = -236281.266812 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 6 (2511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.835364 sec): 2 clusters Score: Raw -110126.880206 + Penalty 422.622385 = -109704.257821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.840106 sec): 3 clusters Score: Raw -108461.818572 + Penalty 836.084514 = -107625.734058 nChanged 1126 SP:Iteration 1F (14.844809 sec): 3 clusters Score: Raw -109465.647531 + Penalty 821.474422 = -108644.173108 nChanged 324 SP:Iteration 2F (14.849477 sec): 3 clusters Score: Raw -109854.568880 + Penalty 813.779323 = -109040.789557 nChanged 233 SP:Iteration 3F (14.854120 sec): 3 clusters Score: Raw -110182.549228 + Penalty 819.571839 = -109362.977389 nChanged 150 SP:Iteration 4F (14.858818 sec): 3 clusters Score: Raw -110343.565212 + Penalty 824.229488 = -109519.335723 nChanged 88 SP:Iteration 5Q (14.863625 sec): 3 clusters Score: Raw -110387.402980 + Penalty 826.620494 = -109560.782486 nChanged 40 SP:Iteration 6Q (14.867987 sec): 3 clusters Score: Raw -110400.597899 + Penalty 825.698765 = -109574.899135 nChanged 14 SP:Iteration 7Q (14.872308 sec): 3 clusters Score: Raw -110402.857160 + Penalty 823.883869 = -109578.973290 nChanged 8 SP:Iteration 8Q (14.876611 sec): 3 clusters Score: Raw -110404.876942 + Penalty 821.165701 = -109583.711241 nChanged 12 SP:Iteration 9Q (14.881009 sec): 3 clusters Score: Raw -110406.796349 + Penalty 819.599299 = -109587.197050 nChanged 7 SP:Iteration 10F (14.885657 sec): 3 clusters Score: Raw -110407.294252 + Penalty 818.724051 = -109588.570200 nChanged 4 SP:Iteration 11Q (14.890111 sec): 3 clusters Score: Raw -110407.271912 + Penalty 818.503983 = -109588.767929 nChanged 1 SP:Iteration 12Q (14.894550 sec): 3 clusters Score: Raw -110407.174930 + Penalty 818.503983 = -109588.670946 nChanged 0 SP:Iteration 13F (14.899190 sec): 3 clusters Score: Raw -110407.174930 + Penalty 818.503983 = -109588.670946 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 9 (680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.904453 sec): 2 clusters Score: Raw -40816.107455 + Penalty 918.981056 = -39897.126399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.905871 sec): 3 clusters Score: Raw -39928.940706 + Penalty 1833.791270 = -38095.149436 nChanged 217 SP:Iteration 1F (14.907270 sec): 3 clusters Score: Raw -40207.585891 + Penalty 1828.206862 = -38379.379029 nChanged 119 SP:Iteration 2F (14.908718 sec): 3 clusters Score: Raw -40449.140150 + Penalty 1829.641428 = -38619.498722 nChanged 74 SP:Iteration 3F (14.910164 sec): 3 clusters Score: Raw -40597.500318 + Penalty 1839.680220 = -38757.820098 nChanged 59 SP:Iteration 4F (14.911619 sec): 3 clusters Score: Raw -40750.192348 + Penalty 1838.507495 = -38911.684853 nChanged 33 SP:Iteration 5Q (14.912830 sec): 3 clusters Score: Raw -40806.186070 + Penalty 1901.651726 = -38904.534343 nChanged 9 SP:Iteration 6F (14.914288 sec): 3 clusters Score: Raw -40829.034661 + Penalty 1920.746071 = -38908.288590 nChanged 4 SP:Iteration 7Q (14.915469 sec): 3 clusters Score: Raw -40843.899350 + Penalty 1920.746071 = -38923.153278 nChanged 0 SP:Iteration 8F (14.916944 sec): 3 clusters Score: Raw -40843.899350 + Penalty 1920.746071 = -38923.153278 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 11 (872 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.923368 sec): 2 clusters Score: Raw -34624.351419 + Penalty 285.981055 = -34338.370363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.925178 sec): 3 clusters Score: Raw -34107.931691 + Penalty 596.788281 = -33511.143410 nChanged 354 SP:Iteration 1F (14.926934 sec): 3 clusters Score: Raw -34486.549602 + Penalty 616.069303 = -33870.480299 nChanged 90 SP:Iteration 2F (14.928646 sec): 3 clusters Score: Raw -34568.099609 + Penalty 624.538246 = -33943.561363 nChanged 61 SP:Iteration 3F (14.930358 sec): 3 clusters Score: Raw -34607.208061 + Penalty 628.965505 = -33978.242556 nChanged 37 SP:Iteration 4Q (14.931998 sec): 3 clusters Score: Raw -34630.107462 + Penalty 628.282690 = -34001.824772 nChanged 16 SP:Iteration 5Q (14.933627 sec): 3 clusters Score: Raw -34636.903194 + Penalty 626.202878 = -34010.700316 nChanged 5 SP:Iteration 6Q (14.935290 sec): 3 clusters Score: Raw -34637.545726 + Penalty 624.327970 = -34013.217756 nChanged 5 SP:Iteration 7Q (14.936981 sec): 3 clusters Score: Raw -34638.398846 + Penalty 623.772447 = -34014.626399 nChanged 3 SP:Iteration 8Q (14.938606 sec): 3 clusters Score: Raw -34638.793639 + Penalty 623.546922 = -34015.246717 nChanged 2 SP:Iteration 9Q (14.940236 sec): 3 clusters Score: Raw -34638.960005 + Penalty 622.854961 = -34016.105044 nChanged 1 SP:Iteration 10F (14.941948 sec): 3 clusters Score: Raw -34638.980640 + Penalty 622.854961 = -34016.125679 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 12 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.944293 sec): 2 clusters Score: Raw -22363.208462 + Penalty 329.145992 = -22034.062471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.945526 sec): 3 clusters Score: Raw -22022.775549 + Penalty 667.392000 = -21355.383549 nChanged 246 SP:Iteration 1F (14.946729 sec): 3 clusters Score: Raw -22246.372073 + Penalty 678.395461 = -21567.976612 nChanged 80 SP:Iteration 2F (14.947929 sec): 3 clusters Score: Raw -22303.992459 + Penalty 683.352023 = -21620.640436 nChanged 32 SP:Iteration 3F (14.949123 sec): 3 clusters Score: Raw -22333.951519 + Penalty 687.660983 = -21646.290536 nChanged 18 SP:Iteration 4Q (14.950294 sec): 3 clusters Score: Raw -22345.213822 + Penalty 690.525492 = -21654.688329 nChanged 13 SP:Iteration 5Q (14.951450 sec): 3 clusters Score: Raw -22351.355253 + Penalty 692.217773 = -21659.137480 nChanged 9 SP:Iteration 6Q (14.952591 sec): 3 clusters Score: Raw -22353.888447 + Penalty 692.605655 = -21661.282792 nChanged 6 SP:Iteration 7Q (14.953727 sec): 3 clusters Score: Raw -22355.071637 + Penalty 693.642786 = -21661.428852 nChanged 1 SP:Iteration 8Q (14.954864 sec): 3 clusters Score: Raw -22358.503854 + Penalty 694.515894 = -21663.987960 nChanged 3 SP:Iteration 9Q (14.955977 sec): 3 clusters Score: Raw -22359.347780 + Penalty 693.089263 = -21666.258516 nChanged 2 SP:Iteration 10F (14.957151 sec): 3 clusters Score: Raw -22359.699295 + Penalty 693.935291 = -21665.764004 nChanged 1 SP:Iteration 11F (14.958349 sec): 3 clusters Score: Raw -22359.757068 + Penalty 694.053168 = -21665.703899 nChanged 2 SP:Iteration 12F (14.959539 sec): 3 clusters Score: Raw -22359.972616 + Penalty 694.053168 = -21665.919448 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 13 (1778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.965691 sec): 2 clusters Score: Raw -91942.956444 + Penalty 680.581397 = -91262.375047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.969079 sec): 3 clusters Score: Raw -90615.687690 + Penalty 1374.297888 = -89241.389802 nChanged 721 SP:Iteration 1F (14.972603 sec): 3 clusters Score: Raw -91365.844224 + Penalty 1396.997650 = -89968.846574 nChanged 274 SP:Iteration 2F (14.976307 sec): 3 clusters Score: Raw -91737.018338 + Penalty 1415.075829 = -90321.942509 nChanged 174 SP:Iteration 3F (14.979850 sec): 3 clusters Score: Raw -91919.986491 + Penalty 1407.025168 = -90512.961323 nChanged 104 SP:Iteration 4F (14.983248 sec): 3 clusters Score: Raw -91983.415409 + Penalty 1385.934073 = -90597.481336 nChanged 47 SP:Iteration 5Q (14.986390 sec): 3 clusters Score: Raw -92000.372436 + Penalty 1365.984535 = -90634.387902 nChanged 32 SP:Iteration 6Q (14.989526 sec): 3 clusters Score: Raw -92006.935511 + Penalty 1333.631410 = -90673.304101 nChanged 27 SP:Iteration 7Q (14.992636 sec): 3 clusters Score: Raw -92016.605665 + Penalty 1295.945213 = -90720.660452 nChanged 27 SP:Iteration 8Q (14.995774 sec): 3 clusters Score: Raw -92035.627437 + Penalty 1263.406953 = -90772.220484 nChanged 18 SP:Iteration 9Q (14.998853 sec): 3 clusters Score: Raw -92041.762273 + Penalty 1245.697792 = -90796.064482 nChanged 9 SP:Iteration 10F (15.002345 sec): 3 clusters Score: Raw -92060.489380 + Penalty 1235.348432 = -90825.140947 nChanged 5 SP:Iteration 11Q (15.005256 sec): 3 clusters Score: Raw -92068.204738 + Penalty 1233.023522 = -90835.181216 nChanged 1 SP:Iteration 12Q (15.008174 sec): 3 clusters Score: Raw -92069.086394 + Penalty 1223.645493 = -90845.440902 nChanged 4 SP:Iteration 13Q (15.011092 sec): 3 clusters Score: Raw -92078.754269 + Penalty 1212.345652 = -90866.408617 nChanged 5 SP:Iteration 14Q (15.014031 sec): 3 clusters Score: Raw -92099.010068 + Penalty 1203.013762 = -90895.996306 nChanged 5 SP:Iteration 15Q (15.016893 sec): 3 clusters Score: Raw -92104.116895 + Penalty 1197.775728 = -90906.341168 nChanged 4 SP:Iteration 16Q (15.019709 sec): 3 clusters Score: Raw -92107.166538 + Penalty 1189.448774 = -90917.717764 nChanged 3 SP:Iteration 17Q (15.022523 sec): 3 clusters Score: Raw -92110.147585 + Penalty 1178.512529 = -90931.635055 nChanged 3 SP:Iteration 18Q (15.025325 sec): 3 clusters Score: Raw -92122.878627 + Penalty 1168.640428 = -90954.238200 nChanged 3 SP:Iteration 19Q (15.028119 sec): 3 clusters Score: Raw -92130.029971 + Penalty 1158.804630 = -90971.225340 nChanged 4 SP:Iteration 20F (15.031523 sec): 3 clusters Score: Raw -92134.206578 + Penalty 1152.886760 = -90981.319819 nChanged 2 SP:Iteration 21Q (15.034300 sec): 3 clusters Score: Raw -92146.136990 + Penalty 1146.577304 = -90999.559686 nChanged 3 SP:Iteration 22Q (15.037076 sec): 3 clusters Score: Raw -92155.150939 + Penalty 1146.947592 = -91008.203347 nChanged 1 SP:Iteration 23Q (15.039846 sec): 3 clusters Score: Raw -92154.471591 + Penalty 1146.947592 = -91007.524000 nChanged 0 SP:Iteration 24F (15.043251 sec): 3 clusters Score: Raw -92154.471591 + Penalty 1146.947592 = -91007.524000 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 14 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.046035 sec): 2 clusters Score: Raw -8794.528927 + Penalty 119.018808 = -8675.510119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.046662 sec): 3 clusters Score: Raw -8672.339282 + Penalty 243.206761 = -8429.132521 nChanged 87 SP:Iteration 1F (15.047278 sec): 3 clusters Score: Raw -8726.361811 + Penalty 243.778956 = -8482.582855 nChanged 20 SP:Iteration 2F (15.047897 sec): 3 clusters Score: Raw -8743.093691 + Penalty 250.769237 = -8492.324455 nChanged 18 SP:Iteration 3F (15.048516 sec): 3 clusters Score: Raw -8762.405006 + Penalty 253.653680 = -8508.751326 nChanged 13 SP:Iteration 4F (15.049137 sec): 3 clusters Score: Raw -8772.491603 + Penalty 261.988431 = -8510.503172 nChanged 14 SP:Iteration 5F (15.049759 sec): 3 clusters Score: Raw -8785.196851 + Penalty 269.902102 = -8515.294749 nChanged 12 SP:Iteration 6F (15.050382 sec): 3 clusters Score: Raw -8796.219554 + Penalty 282.774742 = -8513.444812 nChanged 6 SP:Iteration 7F (15.051005 sec): 3 clusters Score: Raw -8798.493284 + Penalty 263.988971 = -8534.504313 nChanged 2 SP:Iteration 8Q (15.051583 sec): 3 clusters Score: Raw -8803.328200 + Penalty 261.657575 = -8541.670625 nChanged 2 SP:Iteration 9Q (15.052154 sec): 3 clusters Score: Raw -8804.014656 + Penalty 255.593922 = -8548.420734 nChanged 1 SP:Iteration 10F (15.052779 sec): 3 clusters Score: Raw -8803.858526 + Penalty 255.593922 = -8548.264604 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 18 (1483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.057676 sec): 2 clusters Score: Raw -65695.960773 + Penalty 420.250300 = -65275.710474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.060523 sec): 3 clusters Score: Raw -64677.415908 + Penalty 841.619653 = -63835.796255 nChanged 607 SP:Iteration 1F (15.063333 sec): 3 clusters Score: Raw -65345.759835 + Penalty 834.876602 = -64510.883232 nChanged 242 SP:Iteration 2F (15.066135 sec): 3 clusters Score: Raw -65662.408790 + Penalty 847.743624 = -64814.665167 nChanged 128 SP:Iteration 3F (15.068934 sec): 3 clusters Score: Raw -65776.981004 + Penalty 860.229803 = -64916.751200 nChanged 51 SP:Iteration 4Q (15.071627 sec): 3 clusters Score: Raw -65796.385416 + Penalty 871.927027 = -64924.458389 nChanged 27 SP:Iteration 5Q (15.074347 sec): 3 clusters Score: Raw -65805.120605 + Penalty 881.885748 = -64923.234857 nChanged 21 SP:Iteration 6F (15.077155 sec): 3 clusters Score: Raw -65810.850648 + Penalty 891.719009 = -64919.131639 nChanged 21 SP:Iteration 7F (15.079963 sec): 3 clusters Score: Raw -65816.213957 + Penalty 899.772955 = -64916.441002 nChanged 18 SP:Iteration 8F (15.082779 sec): 3 clusters Score: Raw -65819.481808 + Penalty 908.351853 = -64911.129955 nChanged 20 SP:Iteration 9F (15.085591 sec): 3 clusters Score: Raw -65823.297231 + Penalty 915.919269 = -64907.377963 nChanged 18 SP:Iteration 10F (15.088425 sec): 3 clusters Score: Raw -65827.139769 + Penalty 924.251839 = -64902.887930 nChanged 18 SP:Iteration 11F (15.091251 sec): 3 clusters Score: Raw -65828.958996 + Penalty 927.723044 = -64901.235952 nChanged 8 SP:Iteration 12F (15.094195 sec): 3 clusters Score: Raw -65829.062123 + Penalty 929.890479 = -64899.171644 nChanged 5 SP:Iteration 13F (15.097079 sec): 3 clusters Score: Raw -65829.241851 + Penalty 932.654259 = -64896.587593 nChanged 5 SP:Iteration 14F (15.099971 sec): 3 clusters Score: Raw -65829.212993 + Penalty 934.972205 = -64894.240788 nChanged 4 SP:Iteration 15F (15.102894 sec): 3 clusters Score: Raw -65829.121048 + Penalty 938.285828 = -64890.835220 nChanged 7 SP:Iteration 16F (15.105775 sec): 3 clusters Score: Raw -65828.881834 + Penalty 940.402310 = -64888.479524 nChanged 5 SP:Iteration 17F (15.108597 sec): 3 clusters Score: Raw -65829.311132 + Penalty 943.650175 = -64885.660956 nChanged 6 SP:Iteration 18F (15.111421 sec): 3 clusters Score: Raw -65829.443257 + Penalty 947.109005 = -64882.334253 nChanged 6 SP:Iteration 19F (15.114283 sec): 3 clusters Score: Raw -65829.476755 + Penalty 951.015903 = -64878.460852 nChanged 8 SP:Iteration 20F (15.117109 sec): 3 clusters Score: Raw -65828.752707 + Penalty 954.784051 = -64873.968655 nChanged 8 SP:Iteration 21F (15.119937 sec): 3 clusters Score: Raw -65828.013187 + Penalty 957.573138 = -64870.440049 nChanged 6 SP:Iteration 22F (15.122776 sec): 3 clusters Score: Raw -65827.675536 + Penalty 961.373942 = -64866.301595 nChanged 7 SP:Iteration 23F (15.125603 sec): 3 clusters Score: Raw -65827.381717 + Penalty 966.434867 = -64860.946850 nChanged 8 SP:Iteration 24F (15.128430 sec): 3 clusters Score: Raw -65826.924436 + Penalty 970.467089 = -64856.457346 nChanged 9 SP:Iteration 25F (15.131262 sec): 3 clusters Score: Raw -65826.081514 + Penalty 973.103764 = -64852.977750 nChanged 6 SP:Iteration 26F (15.134092 sec): 3 clusters Score: Raw -65825.861944 + Penalty 975.465659 = -64850.396285 nChanged 5 SP:Iteration 27F (15.136921 sec): 3 clusters Score: Raw -65825.063081 + Penalty 976.010930 = -64849.052151 nChanged 1 SP:Iteration 28F (15.139752 sec): 3 clusters Score: Raw -65824.714263 + Penalty 976.010930 = -64848.703332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 21 (525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.142930 sec): 2 clusters Score: Raw -21234.769039 + Penalty 365.129613 = -20869.639427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.144089 sec): 3 clusters Score: Raw -20913.893915 + Penalty 724.873125 = -20189.020790 nChanged 192 SP:Iteration 1F (15.145231 sec): 3 clusters Score: Raw -21037.198771 + Penalty 721.817821 = -20315.380950 nChanged 72 SP:Iteration 2F (15.146376 sec): 3 clusters Score: Raw -21075.392978 + Penalty 719.471328 = -20355.921649 nChanged 40 SP:Iteration 3F (15.147524 sec): 3 clusters Score: Raw -21102.221772 + Penalty 730.888732 = -20371.333040 nChanged 36 SP:Iteration 4F (15.148676 sec): 3 clusters Score: Raw -21140.765783 + Penalty 757.293999 = -20383.471784 nChanged 43 SP:Iteration 5F (15.149835 sec): 3 clusters Score: Raw -21186.210889 + Penalty 781.189371 = -20405.021518 nChanged 29 SP:Iteration 6F (15.150999 sec): 3 clusters Score: Raw -21214.613038 + Penalty 786.465143 = -20428.147895 nChanged 21 SP:Iteration 7Q (15.152168 sec): 3 clusters Score: Raw -21236.023946 + Penalty 777.815228 = -20458.208718 nChanged 8 SP:Iteration 8Q (15.153371 sec): 3 clusters Score: Raw -21242.136846 + Penalty 791.504915 = -20450.631931 nChanged 5 SP:Iteration 9F (15.154555 sec): 3 clusters Score: Raw -21247.844994 + Penalty 786.737927 = -20461.107067 nChanged 3 SP:Iteration 10F (15.155687 sec): 3 clusters Score: Raw -21253.032778 + Penalty 786.737927 = -20466.294851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 22 (396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.157185 sec): 2 clusters Score: Raw -20425.077219 + Penalty 697.088534 = -19727.988685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.158107 sec): 3 clusters Score: Raw -19974.480429 + Penalty 1394.819848 = -18579.660581 nChanged 120 SP:Iteration 1F (15.159013 sec): 3 clusters Score: Raw -20070.514435 + Penalty 1394.147019 = -18676.367416 nChanged 47 SP:Iteration 2F (15.159916 sec): 3 clusters Score: Raw -20112.403967 + Penalty 1391.117944 = -18721.286023 nChanged 39 SP:Iteration 3F (15.160815 sec): 3 clusters Score: Raw -20164.989343 + Penalty 1387.123120 = -18777.866223 nChanged 45 SP:Iteration 4F (15.161711 sec): 3 clusters Score: Raw -20245.053464 + Penalty 1403.260988 = -18841.792476 nChanged 47 SP:Iteration 5F (15.162598 sec): 3 clusters Score: Raw -20336.100267 + Penalty 1420.234440 = -18915.865827 nChanged 31 SP:Iteration 6F (15.163480 sec): 3 clusters Score: Raw -20405.885907 + Penalty 1411.347045 = -18994.538863 nChanged 16 SP:Iteration 7Q (15.164228 sec): 3 clusters Score: Raw -20422.237741 + Penalty 1458.487323 = -18963.750418 nChanged 3 SP:Iteration 8F (15.165105 sec): 3 clusters Score: Raw -20438.763728 + Penalty 1458.487323 = -18980.276405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 25 (324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.166981 sec): 2 clusters Score: Raw -17226.317743 + Penalty 754.903221 = -16471.414522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.167772 sec): 3 clusters Score: Raw -16826.683217 + Penalty 1513.684254 = -15312.998963 nChanged 92 SP:Iteration 1F (15.168546 sec): 3 clusters Score: Raw -16944.896174 + Penalty 1526.835584 = -15418.060590 nChanged 46 SP:Iteration 2F (15.169312 sec): 3 clusters Score: Raw -17066.719375 + Penalty 1535.694274 = -15531.025101 nChanged 47 SP:Iteration 3F (15.170071 sec): 3 clusters Score: Raw -17199.126864 + Penalty 1499.614278 = -15699.512586 nChanged 15 SP:Iteration 4Q (15.170720 sec): 3 clusters Score: Raw -17238.608762 + Penalty 1438.584867 = -15800.023895 nChanged 4 SP:Iteration 5Q (15.171347 sec): 3 clusters Score: Raw -17225.864142 + Penalty 1395.886060 = -15829.978082 nChanged 1 SP:Iteration 6Q (15.171967 sec): 3 clusters Score: Raw -17229.970221 + Penalty 1395.886060 = -15834.084161 nChanged 0 SP:Iteration 7F (15.172720 sec): 3 clusters Score: Raw -17229.970221 + Penalty 1395.886060 = -15834.084161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 33 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.174116 sec): 2 clusters Score: Raw -14079.084776 + Penalty 311.263763 = -13767.821014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.174951 sec): 3 clusters Score: Raw -13883.708883 + Penalty 638.112063 = -13245.596820 nChanged 129 SP:Iteration 1F (15.175769 sec): 3 clusters Score: Raw -13973.105235 + Penalty 671.428999 = -13301.676236 nChanged 61 SP:Iteration 2F (15.176580 sec): 3 clusters Score: Raw -14028.026215 + Penalty 702.977193 = -13325.049022 nChanged 34 SP:Iteration 3F (15.177431 sec): 3 clusters Score: Raw -14061.772163 + Penalty 733.087860 = -13328.684303 nChanged 22 SP:Iteration 4F (15.178237 sec): 3 clusters Score: Raw -14079.271324 + Penalty 755.866642 = -13323.404682 nChanged 11 SP:Iteration 5F (15.179040 sec): 3 clusters Score: Raw -14085.546532 + Penalty 770.750096 = -13314.796436 nChanged 9 SP:Iteration 6F (15.179893 sec): 3 clusters Score: Raw -14093.097956 + Penalty 785.817514 = -13307.280442 nChanged 6 SP:Iteration 7F (15.180695 sec): 3 clusters Score: Raw -14098.717486 + Penalty 795.650274 = -13303.067213 nChanged 1 SP:Iteration 8F (15.181504 sec): 3 clusters Score: Raw -14101.120907 + Penalty 795.650274 = -13305.470633 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 45 (379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.182944 sec): 2 clusters Score: Raw -21775.874198 + Penalty 882.968779 = -20892.905419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.183834 sec): 3 clusters Score: Raw -21288.506448 + Penalty 1767.791412 = -19520.715035 nChanged 114 SP:Iteration 1F (15.184720 sec): 3 clusters Score: Raw -21484.704108 + Penalty 1765.838827 = -19718.865281 nChanged 64 SP:Iteration 2F (15.185610 sec): 3 clusters Score: Raw -21644.804528 + Penalty 1760.221934 = -19884.582595 nChanged 43 SP:Iteration 3F (15.186509 sec): 3 clusters Score: Raw -21745.323511 + Penalty 1766.100735 = -19979.222776 nChanged 15 SP:Iteration 4Q (15.187268 sec): 3 clusters Score: Raw -21774.393487 + Penalty 1764.089716 = -20010.303771 nChanged 5 SP:Iteration 5Q (15.187973 sec): 3 clusters Score: Raw -21781.405408 + Penalty 1758.498563 = -20022.906845 nChanged 1 SP:Iteration 6Q (15.188676 sec): 3 clusters Score: Raw -21784.157586 + Penalty 1757.099206 = -20027.058380 nChanged 2 SP:Iteration 7Q (15.189377 sec): 3 clusters Score: Raw -21794.977015 + Penalty 1755.188850 = -20039.788165 nChanged 1 SP:Iteration 8Q (15.190069 sec): 3 clusters Score: Raw -21799.559963 + Penalty 1755.188850 = -20044.371112 nChanged 0 SP:Iteration 9F (15.190935 sec): 3 clusters Score: Raw -21799.559963 + Penalty 1755.188850 = -20044.371112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 147 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.191737 sec): 2 clusters Score: Raw -3871.485513 + Penalty 389.049124 = -3482.436389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.192195 sec): 3 clusters Score: Raw -3850.212792 + Penalty 779.711010 = -3070.501782 nChanged 34 SP:Iteration 1F (15.192646 sec): 3 clusters Score: Raw -3900.540980 + Penalty 784.241031 = -3116.299949 nChanged 4 SP:Iteration 2Q (15.193087 sec): 3 clusters Score: Raw -3906.099881 + Penalty 784.241031 = -3121.858850 nChanged 0 SP:Iteration 3F (15.193536 sec): 3 clusters Score: Raw -3906.099881 + Penalty 784.241031 = -3121.858850 nChanged 0 Time taken for this iteration:14.578235 seconds. 300->19 Clusters: Score -963386.885192, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 83 (time per iteration =183.380398 ms) Total iterations: 746 (time per iteration =20.402913 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 1644566250.000000 (time per metric unit =9.255068ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 41114156250.000000 (time per metric unit=370.202733ps) That took 15.220573 seconds. FileBase PeterP-2014-03-27_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 0.19 and 0.29 GB of RAM. Memory request: 0.10 GB would take us to total of 0.10 GB. ---------------------------------------------------------- Loaded 20908 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 20908 points ------ Starting initial clusters from distinct float masks Not enough masks (149) to generate starting clusters (300), so starting with (150) clusters instead. Assigned 150 initial classes from 149 unique masks. Deleting Class 83 (2 points): Lose 11.040262 but Gain 1584.161296 Iteration 0F (2.007501 sec): 149 clusters Score: Raw -788220.056526 + Penalty 137684.716848 = -650535.339678 nChanged 2901 Deleting Class 61 (1 points): Lose 2.149046 but Gain 1564.375010 Iteration 1F (3.298507 sec): 131 clusters Score: Raw -793057.938549 + Penalty 127560.623077 = -665497.315472 nChanged 1781 Deleting Class 141 (1 points): Lose 14.266228 but Gain 1571.581089 Iteration 2F (4.472834 sec): 123 clusters Score: Raw -795943.413586 + Penalty 121400.196918 = -674543.216668 nChanged 1261 Deleting Class 65 (6 points): Lose 24.229551 but Gain 1573.333176 Iteration 3F (5.607932 sec): 119 clusters Score: Raw -797253.983482 + Penalty 118118.280729 = -679135.702753 nChanged 703 Deleting Class 30 (4 points): Lose 24.479399 but Gain 1569.055187 Iteration 4Q (5.733993 sec): 117 clusters Score: Raw -797831.134707 + Penalty 116575.807958 = -681255.326749 nChanged 378 Deleting Class 62 (11 points): Lose 51.751781 but Gain 1593.031678 Iteration 5Q (5.838462 sec): 116 clusters Score: Raw -798080.738470 + Penalty 114862.330853 = -683218.407617 nChanged 236 Deleting Class 90 (4 points): Lose 27.004929 but Gain 1537.262959 Iteration 6Q (5.934319 sec): 115 clusters Score: Raw -798375.362012 + Penalty 113455.259302 = -684920.102710 nChanged 164 Deleting Class 136 (1 points): Lose 12.742328 but Gain 1482.305036 Iteration 7Q (6.025558 sec): 114 clusters Score: Raw -798535.913898 + Penalty 111979.112218 = -686556.801680 nChanged 107 Deleting Class 45 (4 points): Lose 15.472732 but Gain 1474.857321 Iteration 8Q (6.112275 sec): 113 clusters Score: Raw -798584.850494 + Penalty 110539.496921 = -688045.353573 nChanged 73 Deleting Class 115 (3 points): Lose 9.796155 but Gain 1452.069805 Iteration 9Q (6.196526 sec): 112 clusters Score: Raw -798622.260862 + Penalty 109113.409344 = -689508.851518 nChanged 36 Deleting Class 55 (6 points): Lose 44.593524 but Gain 1485.775757 Iteration 10F (7.247765 sec): 111 clusters Score: Raw -798648.500125 + Penalty 107525.921909 = -691122.578215 nChanged 46 Deleting Class 75 (1 points): Lose 3.452150 but Gain 1429.719269 Iteration 11Q (7.331427 sec): 110 clusters Score: Raw -798699.427483 + Penalty 106078.010697 = -692621.416786 nChanged 24 Deleting Class 81 (8 points): Lose 81.622972 but Gain 1507.638031 Iteration 12Q (7.413555 sec): 109 clusters Score: Raw -798643.112841 + Penalty 104592.001969 = -694051.110873 nChanged 29 Deleting Class 68 (3 points): Lose 8.070795 but Gain 1416.334948 Iteration 13Q (7.496852 sec): 108 clusters Score: Raw -798703.656006 + Penalty 103213.390950 = -695490.265056 nChanged 27 Deleting Class 107 (1 points): Lose 15.589971 but Gain 1415.734658 Iteration 14Q (7.578303 sec): 107 clusters Score: Raw -798717.779060 + Penalty 101801.143594 = -696916.635466 nChanged 17 Deleting Class 96 (1 points): Lose 8.014678 but Gain 1392.801366 Iteration 15Q (7.659818 sec): 106 clusters Score: Raw -798723.472383 + Penalty 100405.707534 = -698317.764849 nChanged 11 Deleting Class 124 (3 points): Lose 8.649276 but Gain 1381.616013 Iteration 16Q (7.741128 sec): 105 clusters Score: Raw -798726.537629 + Penalty 99013.711936 = -699712.825693 nChanged 11 Deleting Class 39 (7 points): Lose 31.374485 but Gain 1402.413392 Iteration 17Q (7.822757 sec): 104 clusters Score: Raw -798707.048262 + Penalty 97636.377494 = -701070.670767 nChanged 14 Deleting Class 37 (1 points): Lose 1.880269 but Gain 1366.484403 Iteration 18Q (7.903118 sec): 103 clusters Score: Raw -798726.403710 + Penalty 96269.329326 = -702457.074383 nChanged 10 Deleting Class 100 (11 points): Lose 16.391976 but Gain 1361.402639 Iteration 19Q (7.983487 sec): 102 clusters Score: Raw -798715.656596 + Penalty 94908.136243 = -703807.520353 nChanged 19 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.19 GB. Compute initial score before splitting: Score: Raw -798715.656596 + Penalty 94908.136243 = -703807.520353Memory request: 0.02 GB would take us to total of 0.22 GB. Trying to split cluster 1 (4300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.072536 sec): 2 clusters Score: Raw -154157.129003 + Penalty 82.703562 = -154074.425440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.080664 sec): 3 clusters Score: Raw -151302.537289 + Penalty 166.640397 = -151135.896892 nChanged 1993 SP:Iteration 1F (8.088781 sec): 3 clusters Score: Raw -152544.841522 + Penalty 152.675660 = -152392.165862 nChanged 726 SP:Iteration 2F (8.096831 sec): 3 clusters Score: Raw -153331.093473 + Penalty 141.465169 = -153189.628304 nChanged 502 SP:Iteration 3F (8.105026 sec): 3 clusters Score: Raw -153943.241357 + Penalty 135.588357 = -153807.653000 nChanged 188 SP:Iteration 4Q (8.113121 sec): 3 clusters Score: Raw -154155.097530 + Penalty 129.378794 = -154025.718736 nChanged 26 SP:Iteration 5Q (8.120045 sec): 3 clusters Score: Raw -154178.098138 + Penalty 129.920953 = -154048.177185 nChanged 11 SP:Iteration 6Q (8.126673 sec): 3 clusters Score: Raw -154183.018371 + Penalty 129.998383 = -154053.019988 nChanged 7 SP:Iteration 7Q (8.133345 sec): 3 clusters Score: Raw -154185.527463 + Penalty 129.788106 = -154055.739357 nChanged 4 SP:Iteration 8Q (8.139879 sec): 3 clusters Score: Raw -154186.572070 + Penalty 130.013333 = -154056.558737 nChanged 3 SP:Iteration 9Q (8.146481 sec): 3 clusters Score: Raw -154186.987892 + Penalty 130.094587 = -154056.893305 nChanged 1 SP:Iteration 10F (8.154345 sec): 3 clusters Score: Raw -154187.089107 + Penalty 130.179216 = -154056.909892 nChanged 1 SP:Iteration 11Q (8.160904 sec): 3 clusters Score: Raw -154187.134440 + Penalty 130.179216 = -154056.955224 nChanged 0 SP:Iteration 12F (8.168624 sec): 3 clusters Score: Raw -154187.134440 + Penalty 130.179216 = -154056.955224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 2 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.171278 sec): 2 clusters Score: Raw -633.634920 + Penalty 301.735569 = -331.899351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.171526 sec): 3 clusters Score: Raw -631.899689 + Penalty 622.758611 = -9.141079 nChanged 0 Memory request: 0.02 GB would take us to total of 0.21 GB. Trying to split cluster 3 (3388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.181451 sec): 2 clusters Score: Raw -106553.280466 + Penalty 44.400872 = -106508.879594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.187722 sec): 3 clusters Score: Raw -104295.889874 + Penalty 88.500244 = -104207.389631 nChanged 1634 SP:Iteration 1F (8.193955 sec): 3 clusters Score: Raw -105331.447948 + Penalty 88.531009 = -105242.916940 nChanged 183 SP:Iteration 2F (8.200140 sec): 3 clusters Score: Raw -105415.559045 + Penalty 88.282574 = -105327.276471 nChanged 194 SP:Iteration 3F (8.206343 sec): 3 clusters Score: Raw -105528.789776 + Penalty 88.640149 = -105440.149627 nChanged 286 SP:Iteration 4F (8.212608 sec): 3 clusters Score: Raw -105806.191832 + Penalty 89.706324 = -105716.485508 nChanged 346 SP:Iteration 5F (8.218869 sec): 3 clusters Score: Raw -106253.882307 + Penalty 89.735588 = -106164.146719 nChanged 263 SP:Iteration 6F (8.225382 sec): 3 clusters Score: Raw -106684.049860 + Penalty 95.115332 = -106588.934528 nChanged 149 SP:Iteration 7Q (8.231812 sec): 3 clusters Score: Raw -106881.409297 + Penalty 97.848042 = -106783.561256 nChanged 45 SP:Iteration 8Q (8.238160 sec): 3 clusters Score: Raw -106902.918643 + Penalty 100.109913 = -106802.808731 nChanged 15 SP:Iteration 9Q (8.244510 sec): 3 clusters Score: Raw -106907.825292 + Penalty 101.155472 = -106806.669821 nChanged 5 SP:Iteration 10F (8.250867 sec): 3 clusters Score: Raw -106908.964993 + Penalty 98.821204 = -106810.143789 nChanged 4 SP:Iteration 11Q (8.257084 sec): 3 clusters Score: Raw -106909.594380 + Penalty 99.455087 = -106810.139293 nChanged 4 SP:Iteration 12F (8.263423 sec): 3 clusters Score: Raw -106910.344081 + Penalty 100.136173 = -106810.207908 nChanged 3 SP:Iteration 13Q (8.269393 sec): 3 clusters Score: Raw -106910.682204 + Penalty 100.386101 = -106810.296103 nChanged 1 SP:Iteration 14Q (8.275298 sec): 3 clusters Score: Raw -106910.775866 + Penalty 100.644397 = -106810.131469 nChanged 1 SP:Iteration 15F (8.281668 sec): 3 clusters Score: Raw -106910.947677 + Penalty 100.911484 = -106810.036193 nChanged 1 SP:Iteration 16F (8.288144 sec): 3 clusters Score: Raw -106911.058083 + Penalty 101.187819 = -106809.870264 nChanged 1 SP:Iteration 17F (8.294498 sec): 3 clusters Score: Raw -106911.115478 + Penalty 101.187819 = -106809.927659 nChanged 0 Score: Raw -816308.540610 + Penalty 94977.638026 = -721330.902584 Splitting cluster 3 changes total score from -703807.520353 to -721330.902584 So it's getting split into cluster 30. Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 4 (1863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.268995 sec): 2 clusters Score: Raw -81536.186109 + Penalty 352.789752 = -81183.396357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.272441 sec): 3 clusters Score: Raw -80371.795352 + Penalty 730.241262 = -79641.554091 nChanged 819 SP:Iteration 1F (9.275809 sec): 3 clusters Score: Raw -80977.478522 + Penalty 765.022410 = -80212.456112 nChanged 246 SP:Iteration 2F (9.279168 sec): 3 clusters Score: Raw -81194.163166 + Penalty 819.769158 = -80374.394008 nChanged 184 SP:Iteration 3F (9.282516 sec): 3 clusters Score: Raw -81368.826623 + Penalty 881.239597 = -80487.587025 nChanged 133 SP:Iteration 4F (9.285859 sec): 3 clusters Score: Raw -81478.996625 + Penalty 911.367083 = -80567.629542 nChanged 60 SP:Iteration 5Q (9.289177 sec): 3 clusters Score: Raw -81519.418251 + Penalty 935.250564 = -80584.167688 nChanged 27 SP:Iteration 6Q (9.292392 sec): 3 clusters Score: Raw -81538.495556 + Penalty 963.662219 = -80574.833337 nChanged 19 SP:Iteration 7F (9.295734 sec): 3 clusters Score: Raw -81566.877863 + Penalty 967.744174 = -80599.133689 nChanged 9 SP:Iteration 8Q (9.298583 sec): 3 clusters Score: Raw -81571.009369 + Penalty 969.330876 = -80601.678493 nChanged 5 SP:Iteration 9Q (9.301397 sec): 3 clusters Score: Raw -81576.230913 + Penalty 970.145004 = -80606.085910 nChanged 4 SP:Iteration 10F (9.304780 sec): 3 clusters Score: Raw -81576.420971 + Penalty 970.170121 = -80606.250851 nChanged 5 SP:Iteration 11Q (9.307615 sec): 3 clusters Score: Raw -81576.414919 + Penalty 967.518480 = -80608.896439 nChanged 4 SP:Iteration 12Q (9.310432 sec): 3 clusters Score: Raw -81579.098993 + Penalty 972.367419 = -80606.731574 nChanged 4 SP:Iteration 13F (9.313812 sec): 3 clusters Score: Raw -81578.465113 + Penalty 967.316958 = -80611.148156 nChanged 2 SP:Iteration 14Q (9.316555 sec): 3 clusters Score: Raw -81578.275071 + Penalty 968.537187 = -80609.737884 nChanged 2 SP:Iteration 15F (9.319893 sec): 3 clusters Score: Raw -81578.250992 + Penalty 972.905725 = -80605.345267 nChanged 4 SP:Iteration 16F (9.323234 sec): 3 clusters Score: Raw -81578.014423 + Penalty 970.573868 = -80607.440555 nChanged 6 SP:Iteration 17Q (9.325961 sec): 3 clusters Score: Raw -81578.829485 + Penalty 972.081286 = -80606.748199 nChanged 5 SP:Iteration 18F (9.329299 sec): 3 clusters Score: Raw -81578.008182 + Penalty 982.034635 = -80595.973548 nChanged 4 SP:Iteration 19F (9.332642 sec): 3 clusters Score: Raw -81577.462331 + Penalty 991.864294 = -80585.598037 nChanged 6 SP:Iteration 20F (9.335982 sec): 3 clusters Score: Raw -81576.553533 + Penalty 1005.839541 = -80570.713992 nChanged 5 SP:Iteration 21F (9.339325 sec): 3 clusters Score: Raw -81576.159823 + Penalty 1010.112672 = -80566.047151 nChanged 4 SP:Iteration 22F (9.342663 sec): 3 clusters Score: Raw -81574.984779 + Penalty 1011.819193 = -80563.165587 nChanged 3 SP:Iteration 23F (9.345998 sec): 3 clusters Score: Raw -81574.044108 + Penalty 1019.703838 = -80554.340270 nChanged 2 SP:Iteration 24F (9.349362 sec): 3 clusters Score: Raw -81573.339855 + Penalty 1024.404217 = -80548.935639 nChanged 2 SP:Iteration 25F (9.352800 sec): 3 clusters Score: Raw -81572.787994 + Penalty 1026.449583 = -80546.338411 nChanged 1 SP:Iteration 26F (9.356138 sec): 3 clusters Score: Raw -81572.792825 + Penalty 1026.449583 = -80546.343242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 5 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.359131 sec): 2 clusters Score: Raw -25766.443826 + Penalty 569.564648 = -25196.879178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.360367 sec): 3 clusters Score: Raw -25412.580372 + Penalty 1132.856054 = -24279.724318 nChanged 158 SP:Iteration 1F (9.361548 sec): 3 clusters Score: Raw -25523.782521 + Penalty 1132.703096 = -24391.079425 nChanged 49 SP:Iteration 2F (9.362717 sec): 3 clusters Score: Raw -25559.139417 + Penalty 1134.190393 = -24424.949023 nChanged 34 SP:Iteration 3F (9.363851 sec): 3 clusters Score: Raw -25580.892965 + Penalty 1140.288569 = -24440.604396 nChanged 25 SP:Iteration 4Q (9.364954 sec): 3 clusters Score: Raw -25603.040832 + Penalty 1149.063594 = -24453.977238 nChanged 20 SP:Iteration 5Q (9.366052 sec): 3 clusters Score: Raw -25622.071637 + Penalty 1163.429287 = -24458.642350 nChanged 25 SP:Iteration 6Q (9.367144 sec): 3 clusters Score: Raw -25647.409389 + Penalty 1184.204513 = -24463.204876 nChanged 26 SP:Iteration 7F (9.368255 sec): 3 clusters Score: Raw -25665.382822 + Penalty 1203.501446 = -24461.881376 nChanged 23 SP:Iteration 8F (9.369357 sec): 3 clusters Score: Raw -25681.488938 + Penalty 1223.175481 = -24458.313458 nChanged 22 SP:Iteration 9F (9.370455 sec): 3 clusters Score: Raw -25700.224185 + Penalty 1235.560964 = -24464.663221 nChanged 14 SP:Iteration 10F (9.371563 sec): 3 clusters Score: Raw -25709.985668 + Penalty 1254.029341 = -24455.956327 nChanged 16 SP:Iteration 11F (9.372658 sec): 3 clusters Score: Raw -25726.714066 + Penalty 1259.363183 = -24467.350883 nChanged 11 SP:Iteration 12Q (9.373660 sec): 3 clusters Score: Raw -25729.613183 + Penalty 1265.815530 = -24463.797653 nChanged 10 SP:Iteration 13F (9.374740 sec): 3 clusters Score: Raw -25734.681375 + Penalty 1269.679123 = -24465.002252 nChanged 8 SP:Iteration 14Q (9.375719 sec): 3 clusters Score: Raw -25737.635011 + Penalty 1271.436817 = -24466.198194 nChanged 7 SP:Iteration 15Q (9.376683 sec): 3 clusters Score: Raw -25740.310328 + Penalty 1274.216298 = -24466.094030 nChanged 4 SP:Iteration 16F (9.377772 sec): 3 clusters Score: Raw -25742.149240 + Penalty 1274.856452 = -24467.292788 nChanged 2 SP:Iteration 17Q (9.378748 sec): 3 clusters Score: Raw -25743.325934 + Penalty 1274.856452 = -24468.469482 nChanged 0 SP:Iteration 18F (9.379840 sec): 3 clusters Score: Raw -25743.325934 + Penalty 1274.856452 = -24468.469482 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 6 (2746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.388641 sec): 2 clusters Score: Raw -122419.601245 + Penalty 258.233956 = -122161.367289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.393657 sec): 3 clusters Score: Raw -120580.202547 + Penalty 543.822698 = -120036.379849 nChanged 1235 SP:Iteration 1F (9.398555 sec): 3 clusters Score: Raw -121754.048696 + Penalty 548.185251 = -121205.863445 nChanged 397 SP:Iteration 2F (9.403437 sec): 3 clusters Score: Raw -122038.860046 + Penalty 551.247793 = -121487.612253 nChanged 185 SP:Iteration 3F (9.408348 sec): 3 clusters Score: Raw -122167.727075 + Penalty 552.964879 = -121614.762196 nChanged 139 SP:Iteration 4F (9.413265 sec): 3 clusters Score: Raw -122255.139077 + Penalty 538.430084 = -121716.708993 nChanged 92 SP:Iteration 5Q (9.418166 sec): 3 clusters Score: Raw -122309.693492 + Penalty 528.326022 = -121781.367470 nChanged 70 SP:Iteration 6Q (9.422981 sec): 3 clusters Score: Raw -122345.807886 + Penalty 522.665285 = -121823.142601 nChanged 49 SP:Iteration 7Q (9.427411 sec): 3 clusters Score: Raw -122376.850254 + Penalty 498.011414 = -121878.838841 nChanged 35 SP:Iteration 8Q (9.431535 sec): 3 clusters Score: Raw -122406.700214 + Penalty 544.992781 = -121861.707433 nChanged 18 SP:Iteration 9F (9.436379 sec): 3 clusters Score: Raw -122429.557503 + Penalty 595.270627 = -121834.286876 nChanged 3 SP:Iteration 10F (9.441213 sec): 3 clusters Score: Raw -122432.615335 + Penalty 595.270627 = -121837.344708 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 7 (1950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.452374 sec): 2 clusters Score: Raw -97433.878896 + Penalty 529.532728 = -96904.346167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.455975 sec): 3 clusters Score: Raw -96118.414993 + Penalty 1058.890745 = -95059.524247 nChanged 805 SP:Iteration 1F (9.459500 sec): 3 clusters Score: Raw -96572.144020 + Penalty 1059.723400 = -95512.420620 nChanged 238 SP:Iteration 2F (9.463057 sec): 3 clusters Score: Raw -96685.525181 + Penalty 1063.101001 = -95622.424179 nChanged 160 SP:Iteration 3F (9.466675 sec): 3 clusters Score: Raw -96774.123336 + Penalty 1070.060083 = -95704.063253 nChanged 155 SP:Iteration 4F (9.470220 sec): 3 clusters Score: Raw -96903.433261 + Penalty 1086.408848 = -95817.024413 nChanged 176 SP:Iteration 5F (9.473729 sec): 3 clusters Score: Raw -97075.765642 + Penalty 1120.925034 = -95954.840608 nChanged 164 SP:Iteration 6F (9.477233 sec): 3 clusters Score: Raw -97241.725281 + Penalty 1150.091817 = -96091.633464 nChanged 128 SP:Iteration 7F (9.480734 sec): 3 clusters Score: Raw -97360.863012 + Penalty 1197.178076 = -96163.684936 nChanged 74 SP:Iteration 8Q (9.484012 sec): 3 clusters Score: Raw -97426.414225 + Penalty 1228.078192 = -96198.336033 nChanged 35 SP:Iteration 9Q (9.486963 sec): 3 clusters Score: Raw -97452.975730 + Penalty 1250.899233 = -96202.076497 nChanged 14 SP:Iteration 10F (9.490917 sec): 3 clusters Score: Raw -97461.591577 + Penalty 1259.499486 = -96202.092091 nChanged 4 SP:Iteration 11Q (9.494122 sec): 3 clusters Score: Raw -97463.045430 + Penalty 1257.296489 = -96205.748941 nChanged 4 SP:Iteration 12Q (9.497322 sec): 3 clusters Score: Raw -97464.808436 + Penalty 1238.143009 = -96226.665427 nChanged 2 SP:Iteration 13Q (9.500515 sec): 3 clusters Score: Raw -97468.563671 + Penalty 1238.143009 = -96230.420661 nChanged 0 SP:Iteration 14F (9.504478 sec): 3 clusters Score: Raw -97468.563671 + Penalty 1238.143009 = -96230.420661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 8 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.507857 sec): 2 clusters Score: Raw -17467.572283 + Penalty 174.809644 = -17292.762639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.508829 sec): 3 clusters Score: Raw -17217.797059 + Penalty 350.370535 = -16867.426524 nChanged 169 SP:Iteration 1F (9.509772 sec): 3 clusters Score: Raw -17316.520195 + Penalty 342.399607 = -16974.120588 nChanged 38 SP:Iteration 2F (9.510708 sec): 3 clusters Score: Raw -17350.616244 + Penalty 337.417332 = -17013.198911 nChanged 33 SP:Iteration 3F (9.511645 sec): 3 clusters Score: Raw -17379.660711 + Penalty 331.056511 = -17048.604199 nChanged 39 SP:Iteration 4F (9.512578 sec): 3 clusters Score: Raw -17423.348252 + Penalty 326.454713 = -17096.893540 nChanged 27 SP:Iteration 5F (9.513542 sec): 3 clusters Score: Raw -17456.639846 + Penalty 308.461407 = -17148.178440 nChanged 9 SP:Iteration 6Q (9.514397 sec): 3 clusters Score: Raw -17462.054884 + Penalty 334.622015 = -17127.432869 nChanged 4 SP:Iteration 7F (9.515372 sec): 3 clusters Score: Raw -17464.116143 + Penalty 419.843828 = -17044.272316 nChanged 4 SP:Iteration 8F (9.516319 sec): 3 clusters Score: Raw -17465.044464 + Penalty 500.026029 = -16965.018435 nChanged 1 SP:Iteration 9F (9.517265 sec): 3 clusters Score: Raw -17464.494461 + Penalty 747.377698 = -16717.116763 nChanged 1 SP:Iteration 10F (9.518171 sec): 3 clusters Score: Raw -17465.428095 + Penalty 174.809644 = -17290.618450 nChanged 1 SP:Iteration 11Q (9.518905 sec): 2 clusters Score: Raw -17467.572283 + Penalty 174.809644 = -17292.762639 nChanged 0 SP:Iteration 12F (9.519637 sec): 2 clusters Score: Raw -17467.572283 + Penalty 174.809644 = -17292.762639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 9 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.520170 sec): 2 clusters Score: Raw -1291.613329 + Penalty 393.717837 = -897.895491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.520428 sec): 3 clusters Score: Raw -1275.475091 + Penalty 786.534493 = -488.940598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 10 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.520987 sec): 2 clusters Score: Raw -2070.849856 + Penalty 22.626685 = -2048.223171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.521245 sec): 3 clusters Score: Raw -2042.578856 + Penalty 47.924331 = -1994.654525 nChanged 20 SP:Iteration 1F (9.521501 sec): 3 clusters Score: Raw -2062.664251 + Penalty 48.543907 = -2014.120345 nChanged 1 SP:Iteration 2Q (9.521752 sec): 3 clusters Score: Raw -2063.052692 + Penalty 49.329286 = -2013.723406 nChanged 1 SP:Iteration 3F (9.522004 sec): 3 clusters Score: Raw -2063.117623 + Penalty 50.350765 = -2012.766858 nChanged 1 SP:Iteration 4F (9.522255 sec): 3 clusters Score: Raw -2068.764357 + Penalty 50.350765 = -2018.413592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 11 (533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.525080 sec): 2 clusters Score: Raw -31491.059997 + Penalty 944.877361 = -30546.182636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.526227 sec): 3 clusters Score: Raw -31007.425505 + Penalty 1890.346023 = -29117.079481 nChanged 163 SP:Iteration 1F (9.527353 sec): 3 clusters Score: Raw -31221.591179 + Penalty 1891.435678 = -29330.155502 nChanged 58 SP:Iteration 2F (9.528477 sec): 3 clusters Score: Raw -31311.692638 + Penalty 1892.363557 = -29419.329081 nChanged 40 SP:Iteration 3F (9.529606 sec): 3 clusters Score: Raw -31379.961019 + Penalty 1893.239376 = -29486.721643 nChanged 31 SP:Iteration 4F (9.530729 sec): 3 clusters Score: Raw -31437.681006 + Penalty 1893.653583 = -29544.027424 nChanged 16 SP:Iteration 5Q (9.531781 sec): 3 clusters Score: Raw -31472.358789 + Penalty 1894.012832 = -29578.345957 nChanged 8 SP:Iteration 6Q (9.532816 sec): 3 clusters Score: Raw -31485.303518 + Penalty 1895.227482 = -29590.076036 nChanged 5 SP:Iteration 7Q (9.533895 sec): 3 clusters Score: Raw -31488.100706 + Penalty 1896.026649 = -29592.074057 nChanged 6 SP:Iteration 8Q (9.534936 sec): 3 clusters Score: Raw -31492.334277 + Penalty 1896.965849 = -29595.368427 nChanged 2 SP:Iteration 9Q (9.535972 sec): 3 clusters Score: Raw -31490.995168 + Penalty 1897.498528 = -29593.496640 nChanged 2 SP:Iteration 10F (9.537094 sec): 3 clusters Score: Raw -31491.536005 + Penalty 1897.690909 = -29593.845096 nChanged 3 SP:Iteration 11Q (9.538136 sec): 3 clusters Score: Raw -31491.068412 + Penalty 1898.091829 = -29592.976583 nChanged 1 SP:Iteration 12F (9.539256 sec): 3 clusters Score: Raw -31492.094883 + Penalty 1898.091829 = -29594.003054 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 12 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.539900 sec): 2 clusters Score: Raw -794.093778 + Penalty 365.617391 = -428.476388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.540149 sec): 3 clusters Score: Raw -806.719408 + Penalty 728.235264 = -78.484143 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 13 (588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.543212 sec): 2 clusters Score: Raw -23737.216969 + Penalty 271.083575 = -23466.133395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.544490 sec): 3 clusters Score: Raw -23365.791282 + Penalty 582.283088 = -22783.508194 nChanged 244 SP:Iteration 1F (9.545763 sec): 3 clusters Score: Raw -23545.385765 + Penalty 639.040438 = -22906.345327 nChanged 90 SP:Iteration 2F (9.547042 sec): 3 clusters Score: Raw -23633.287388 + Penalty 682.949973 = -22950.337415 nChanged 42 SP:Iteration 3F (9.548299 sec): 3 clusters Score: Raw -23672.231388 + Penalty 724.163813 = -22948.067575 nChanged 29 SP:Iteration 4F (9.549568 sec): 3 clusters Score: Raw -23696.071973 + Penalty 766.464888 = -22929.607085 nChanged 21 SP:Iteration 5F (9.550887 sec): 3 clusters Score: Raw -23713.157361 + Penalty 794.072028 = -22919.085333 nChanged 15 SP:Iteration 6F (9.552180 sec): 3 clusters Score: Raw -23726.142318 + Penalty 847.859053 = -22878.283265 nChanged 12 SP:Iteration 7F (9.553398 sec): 3 clusters Score: Raw -23738.013233 + Penalty 882.145709 = -22855.867523 nChanged 5 SP:Iteration 8F (9.554634 sec): 3 clusters Score: Raw -23743.095333 + Penalty 892.168140 = -22850.927194 nChanged 2 SP:Iteration 9F (9.555849 sec): 3 clusters Score: Raw -23743.674598 + Penalty 892.168140 = -22851.506458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 14 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.556758 sec): 2 clusters Score: Raw -6522.171439 + Penalty 772.174494 = -5749.996945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.557204 sec): 3 clusters Score: Raw -6391.636679 + Penalty 1547.362519 = -4844.274160 nChanged 17 SP:Iteration 1F (9.557624 sec): 3 clusters Score: Raw -6452.132707 + Penalty 1548.168392 = -4903.964315 nChanged 4 SP:Iteration 2Q (9.558030 sec): 3 clusters Score: Raw -6463.408069 + Penalty 1548.638192 = -4914.769876 nChanged 5 SP:Iteration 3Q (9.558428 sec): 3 clusters Score: Raw -6478.368841 + Penalty 1548.931818 = -4929.437023 nChanged 2 SP:Iteration 4Q (9.558818 sec): 3 clusters Score: Raw -6481.444747 + Penalty 1549.210918 = -4932.233829 nChanged 2 SP:Iteration 5Q (9.559207 sec): 3 clusters Score: Raw -6485.900347 + Penalty 1549.476332 = -4936.424014 nChanged 2 SP:Iteration 6Q (9.559596 sec): 3 clusters Score: Raw -6495.254369 + Penalty 1549.476332 = -4945.778036 nChanged 0 SP:Iteration 7F (9.560020 sec): 3 clusters Score: Raw -6495.254369 + Penalty 1549.476332 = -4945.778036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 15 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.560508 sec): 2 clusters Score: Raw -90.063013 + Penalty 68.011983 = -22.051031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.560702 sec): 2 clusters Score: Raw -90.063013 + Penalty 68.011983 = -22.051031 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 16 (1367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.565732 sec): 2 clusters Score: Raw -60938.920673 + Penalty 389.776475 = -60549.144199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.568391 sec): 3 clusters Score: Raw -60065.873277 + Penalty 779.902648 = -59285.970629 nChanged 573 SP:Iteration 1F (9.571040 sec): 3 clusters Score: Raw -60431.798671 + Penalty 779.451384 = -59652.347286 nChanged 162 SP:Iteration 2F (9.573723 sec): 3 clusters Score: Raw -60521.024662 + Penalty 782.435560 = -59738.589102 nChanged 114 SP:Iteration 3F (9.576354 sec): 3 clusters Score: Raw -60592.295992 + Penalty 791.772273 = -59800.523719 nChanged 89 SP:Iteration 4F (9.578948 sec): 3 clusters Score: Raw -60644.137406 + Penalty 806.513804 = -59837.623602 nChanged 72 SP:Iteration 5F (9.581527 sec): 3 clusters Score: Raw -60701.571186 + Penalty 831.508485 = -59870.062700 nChanged 93 SP:Iteration 6F (9.584092 sec): 3 clusters Score: Raw -60787.724942 + Penalty 860.520697 = -59927.204245 nChanged 80 SP:Iteration 7F (9.586649 sec): 3 clusters Score: Raw -60856.314415 + Penalty 883.296961 = -59973.017454 nChanged 53 SP:Iteration 8Q (9.589184 sec): 3 clusters Score: Raw -60890.254523 + Penalty 894.947409 = -59995.307113 nChanged 39 SP:Iteration 9Q (9.591674 sec): 3 clusters Score: Raw -60913.670832 + Penalty 911.049894 = -60002.620938 nChanged 36 SP:Iteration 10F (9.594214 sec): 3 clusters Score: Raw -60929.882895 + Penalty 936.142197 = -59993.740698 nChanged 28 SP:Iteration 11F (9.596748 sec): 3 clusters Score: Raw -60940.213407 + Penalty 963.126269 = -59977.087138 nChanged 23 SP:Iteration 12F (9.599287 sec): 3 clusters Score: Raw -60948.693546 + Penalty 987.847386 = -59960.846160 nChanged 19 SP:Iteration 13F (9.601820 sec): 3 clusters Score: Raw -60956.887798 + Penalty 1018.837646 = -59938.050152 nChanged 19 SP:Iteration 14F (9.604346 sec): 3 clusters Score: Raw -60961.824714 + Penalty 1035.164717 = -59926.659997 nChanged 9 SP:Iteration 15F (9.606870 sec): 3 clusters Score: Raw -60966.666225 + Penalty 1053.083308 = -59913.582917 nChanged 8 SP:Iteration 16F (9.609391 sec): 3 clusters Score: Raw -60970.855539 + Penalty 1055.782284 = -59915.073255 nChanged 3 SP:Iteration 17Q (9.611556 sec): 3 clusters Score: Raw -60973.929673 + Penalty 1058.012587 = -59915.917086 nChanged 4 SP:Iteration 18Q (9.613665 sec): 3 clusters Score: Raw -60975.614540 + Penalty 1064.968115 = -59910.646425 nChanged 6 SP:Iteration 19F (9.616276 sec): 3 clusters Score: Raw -60980.029887 + Penalty 1070.909512 = -59909.120375 nChanged 5 SP:Iteration 20F (9.618860 sec): 3 clusters Score: Raw -60981.598508 + Penalty 1079.057090 = -59902.541418 nChanged 4 SP:Iteration 21F (9.621375 sec): 3 clusters Score: Raw -60983.410041 + Penalty 1079.322037 = -59904.088004 nChanged 2 SP:Iteration 22Q (9.623428 sec): 3 clusters Score: Raw -60983.225010 + Penalty 1080.434803 = -59902.790207 nChanged 4 SP:Iteration 23F (9.625957 sec): 3 clusters Score: Raw -60982.417975 + Penalty 1078.187111 = -59904.230864 nChanged 2 SP:Iteration 24Q (9.627977 sec): 3 clusters Score: Raw -60982.523856 + Penalty 1076.292934 = -59906.230922 nChanged 1 SP:Iteration 25Q (9.629993 sec): 3 clusters Score: Raw -60982.937880 + Penalty 1076.292934 = -59906.644945 nChanged 0 SP:Iteration 26F (9.632631 sec): 3 clusters Score: Raw -60982.937880 + Penalty 1076.292934 = -59906.644945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 17 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.633676 sec): 2 clusters Score: Raw -379.611044 + Penalty 178.082996 = -201.528048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.633935 sec): 3 clusters Score: Raw -377.578460 + Penalty 362.409677 = -15.168783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 18 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.634893 sec): 2 clusters Score: Raw -2533.519667 + Penalty 223.116852 = -2310.402815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.635215 sec): 3 clusters Score: Raw -2475.643394 + Penalty 443.087972 = -2032.555423 nChanged 11 SP:Iteration 1F (9.635530 sec): 3 clusters Score: Raw -2494.039818 + Penalty 441.521958 = -2052.517860 nChanged 3 SP:Iteration 2Q (9.635839 sec): 3 clusters Score: Raw -2499.845783 + Penalty 438.785813 = -2061.059970 nChanged 3 SP:Iteration 3Q (9.636146 sec): 3 clusters Score: Raw -2505.613596 + Penalty 438.924058 = -2066.689538 nChanged 1 SP:Iteration 4Q (9.636452 sec): 3 clusters Score: Raw -2505.953668 + Penalty 439.583588 = -2066.370080 nChanged 1 SP:Iteration 5F (9.636766 sec): 3 clusters Score: Raw -2506.788269 + Penalty 440.737191 = -2066.051078 nChanged 1 SP:Iteration 6F (9.637079 sec): 3 clusters Score: Raw -2507.489460 + Penalty 439.470181 = -2068.019279 nChanged 2 SP:Iteration 7Q (9.637384 sec): 3 clusters Score: Raw -2512.363936 + Penalty 444.615837 = -2067.748099 nChanged 3 SP:Iteration 8F (9.637698 sec): 3 clusters Score: Raw -2515.861065 + Penalty 451.823118 = -2064.037947 nChanged 2 SP:Iteration 9F (9.638010 sec): 3 clusters Score: Raw -2522.234639 + Penalty 458.523453 = -2063.711185 nChanged 1 SP:Iteration 10F (9.638323 sec): 3 clusters Score: Raw -2523.286499 + Penalty 457.914020 = -2065.372479 nChanged 1 SP:Iteration 11Q (9.638625 sec): 3 clusters Score: Raw -2525.512056 + Penalty 455.391409 = -2070.120647 nChanged 2 SP:Iteration 12Q (9.638924 sec): 3 clusters Score: Raw -2531.518997 + Penalty 465.464710 = -2066.054287 nChanged 1 SP:Iteration 13F (9.639238 sec): 3 clusters Score: Raw -2534.206886 + Penalty 457.219325 = -2076.987561 nChanged 1 SP:Iteration 14Q (9.639534 sec): 3 clusters Score: Raw -2538.765456 + Penalty 457.219325 = -2081.546131 nChanged 0 SP:Iteration 15F (9.639848 sec): 3 clusters Score: Raw -2538.765456 + Penalty 457.219325 = -2081.546131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 19 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.641744 sec): 2 clusters Score: Raw -15811.727454 + Penalty 308.346688 = -15503.380765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.642709 sec): 3 clusters Score: Raw -15606.185025 + Penalty 609.018356 = -14997.166669 nChanged 143 SP:Iteration 1F (9.643653 sec): 3 clusters Score: Raw -15721.109091 + Penalty 601.880660 = -15119.228431 nChanged 44 SP:Iteration 2F (9.644595 sec): 3 clusters Score: Raw -15750.057414 + Penalty 601.065384 = -15148.992029 nChanged 18 SP:Iteration 3Q (9.645537 sec): 3 clusters Score: Raw -15762.061679 + Penalty 599.650855 = -15162.410825 nChanged 12 SP:Iteration 4Q (9.646479 sec): 3 clusters Score: Raw -15770.227439 + Penalty 600.473098 = -15169.754342 nChanged 10 SP:Iteration 5Q (9.647425 sec): 3 clusters Score: Raw -15780.100125 + Penalty 613.692549 = -15166.407576 nChanged 9 SP:Iteration 6F (9.648371 sec): 3 clusters Score: Raw -15786.195048 + Penalty 612.168479 = -15174.026569 nChanged 8 SP:Iteration 7Q (9.649302 sec): 3 clusters Score: Raw -15792.234969 + Penalty 624.666149 = -15167.568820 nChanged 11 SP:Iteration 8F (9.650211 sec): 3 clusters Score: Raw -15799.646653 + Penalty 648.351339 = -15151.295314 nChanged 7 SP:Iteration 9F (9.651092 sec): 3 clusters Score: Raw -15803.762866 + Penalty 663.165294 = -15140.597572 nChanged 4 SP:Iteration 10F (9.651956 sec): 3 clusters Score: Raw -15806.185999 + Penalty 662.273555 = -15143.912444 nChanged 5 SP:Iteration 11Q (9.652792 sec): 3 clusters Score: Raw -15808.774269 + Penalty 662.381319 = -15146.392951 nChanged 3 SP:Iteration 12Q (9.653619 sec): 3 clusters Score: Raw -15811.388022 + Penalty 673.866490 = -15137.521532 nChanged 4 SP:Iteration 13F (9.654507 sec): 3 clusters Score: Raw -15815.287677 + Penalty 668.887410 = -15146.400266 nChanged 3 SP:Iteration 14Q (9.655328 sec): 3 clusters Score: Raw -15819.187256 + Penalty 709.320626 = -15109.866630 nChanged 3 SP:Iteration 15F (9.656191 sec): 3 clusters Score: Raw -15823.263777 + Penalty 730.034509 = -15093.229268 nChanged 1 SP:Iteration 16F (9.657053 sec): 3 clusters Score: Raw -15823.545268 + Penalty 730.034509 = -15093.510759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 20 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.657971 sec): 2 clusters Score: Raw -435.727927 + Penalty 227.813154 = -207.914773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.658206 sec): 3 clusters Score: Raw -439.548552 + Penalty 455.626307 = 16.077756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 21 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.659008 sec): 2 clusters Score: Raw -1040.778614 + Penalty 322.276842 = -718.501772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.659257 sec): 3 clusters Score: Raw -1037.110867 + Penalty 626.921970 = -410.188897 nChanged 2 SP:Iteration 1F (9.659504 sec): 3 clusters Score: Raw -1041.636211 + Penalty 626.921970 = -414.714241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 22 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.661200 sec): 2 clusters Score: Raw -18872.609876 + Penalty 689.175463 = -18183.434413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.662054 sec): 3 clusters Score: Raw -18565.021202 + Penalty 1378.442057 = -17186.579146 nChanged 80 SP:Iteration 1F (9.662891 sec): 3 clusters Score: Raw -18678.660983 + Penalty 1379.084115 = -17299.576868 nChanged 47 SP:Iteration 2F (9.663732 sec): 3 clusters Score: Raw -18757.852287 + Penalty 1382.676195 = -17375.176093 nChanged 35 SP:Iteration 3F (9.664575 sec): 3 clusters Score: Raw -18837.694464 + Penalty 1388.020735 = -17449.673729 nChanged 24 SP:Iteration 4F (9.665420 sec): 3 clusters Score: Raw -18883.640114 + Penalty 1387.023763 = -17496.616352 nChanged 23 SP:Iteration 5F (9.666268 sec): 3 clusters Score: Raw -18910.142950 + Penalty 1396.455416 = -17513.687534 nChanged 9 SP:Iteration 6Q (9.667070 sec): 3 clusters Score: Raw -18914.515722 + Penalty 1397.817564 = -17516.698158 nChanged 8 SP:Iteration 7Q (9.667863 sec): 3 clusters Score: Raw -18920.120697 + Penalty 1396.084369 = -17524.036328 nChanged 4 SP:Iteration 8Q (9.668638 sec): 3 clusters Score: Raw -18922.498270 + Penalty 1398.202727 = -17524.295543 nChanged 3 SP:Iteration 9Q (9.669405 sec): 3 clusters Score: Raw -18922.039746 + Penalty 1400.884057 = -17521.155689 nChanged 7 SP:Iteration 10F (9.670256 sec): 3 clusters Score: Raw -18925.892009 + Penalty 1397.723202 = -17528.168806 nChanged 5 SP:Iteration 11Q (9.671011 sec): 3 clusters Score: Raw -18924.599172 + Penalty 1394.885329 = -17529.713843 nChanged 1 SP:Iteration 12Q (9.671764 sec): 3 clusters Score: Raw -18925.494322 + Penalty 1393.613626 = -17531.880696 nChanged 1 SP:Iteration 13Q (9.672514 sec): 3 clusters Score: Raw -18925.680799 + Penalty 1393.613626 = -17532.067174 nChanged 0 SP:Iteration 14F (9.673366 sec): 3 clusters Score: Raw -18925.680799 + Penalty 1393.613626 = -17532.067174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 23 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.675346 sec): 2 clusters Score: Raw -23224.301744 + Penalty 788.751514 = -22435.550230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.676307 sec): 3 clusters Score: Raw -22810.722717 + Penalty 1585.505179 = -21225.217538 nChanged 133 SP:Iteration 1F (9.677254 sec): 3 clusters Score: Raw -22979.447602 + Penalty 1595.588867 = -21383.858735 nChanged 46 SP:Iteration 2F (9.678228 sec): 3 clusters Score: Raw -23040.303636 + Penalty 1603.124726 = -21437.178910 nChanged 35 SP:Iteration 3F (9.679173 sec): 3 clusters Score: Raw -23097.375380 + Penalty 1615.203740 = -21482.171640 nChanged 28 SP:Iteration 4F (9.680118 sec): 3 clusters Score: Raw -23145.845478 + Penalty 1631.620901 = -21514.224577 nChanged 29 SP:Iteration 5F (9.681063 sec): 3 clusters Score: Raw -23197.725815 + Penalty 1636.945446 = -21560.780369 nChanged 18 SP:Iteration 6Q (9.681986 sec): 3 clusters Score: Raw -23212.151125 + Penalty 1628.355830 = -21583.795294 nChanged 8 SP:Iteration 7Q (9.682880 sec): 3 clusters Score: Raw -23220.027830 + Penalty 1625.153036 = -21594.874794 nChanged 6 SP:Iteration 8Q (9.683712 sec): 3 clusters Score: Raw -23219.437942 + Penalty 1598.760265 = -21620.677676 nChanged 4 SP:Iteration 9Q (9.684539 sec): 3 clusters Score: Raw -23234.581644 + Penalty 1600.897287 = -21633.684357 nChanged 1 SP:Iteration 10F (9.685538 sec): 3 clusters Score: Raw -23239.641623 + Penalty 1600.897287 = -21638.744336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 24 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.686569 sec): 2 clusters Score: Raw -1430.678353 + Penalty 238.066253 = -1192.612100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.686848 sec): 3 clusters Score: Raw -1415.699270 + Penalty 473.234980 = -942.464290 nChanged 2 SP:Iteration 1F (9.687127 sec): 3 clusters Score: Raw -1418.194052 + Penalty 476.286206 = -941.907845 nChanged 2 SP:Iteration 2F (9.687398 sec): 3 clusters Score: Raw -1419.223140 + Penalty 482.430740 = -936.792400 nChanged 2 SP:Iteration 3F (9.687668 sec): 3 clusters Score: Raw -1424.258224 + Penalty 482.430740 = -941.827484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 25 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.690107 sec): 2 clusters Score: Raw -1734.631192 + Penalty 199.282350 = -1535.348842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.690405 sec): 3 clusters Score: Raw -1733.113770 + Penalty 460.361840 = -1272.751930 nChanged 5 SP:Iteration 1F (9.690696 sec): 3 clusters Score: Raw -1742.761532 + Penalty 460.296129 = -1282.465403 nChanged 1 SP:Iteration 2Q (9.690982 sec): 3 clusters Score: Raw -1745.147349 + Penalty 460.296129 = -1284.851220 nChanged 0 SP:Iteration 3F (9.691270 sec): 3 clusters Score: Raw -1745.147349 + Penalty 460.296129 = -1284.851220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 26 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.692207 sec): 2 clusters Score: Raw -147.400415 + Penalty 145.655589 = -1.744826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.692418 sec): 3 clusters Score: Raw -139.828193 + Penalty 285.936109 = 146.107916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 27 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.693159 sec): 2 clusters Score: Raw -235.777803 + Penalty 199.380425 = -36.397378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.693376 sec): 3 clusters Score: Raw -231.678710 + Penalty 402.097932 = 170.419223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 28 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.695080 sec): 2 clusters Score: Raw -16654.433383 + Penalty 601.930072 = -16052.503311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.695941 sec): 3 clusters Score: Raw -16363.842795 + Penalty 1203.938858 = -15159.903937 nChanged 112 SP:Iteration 1F (9.696787 sec): 3 clusters Score: Raw -16511.710395 + Penalty 1205.571508 = -15306.138886 nChanged 49 SP:Iteration 2F (9.697630 sec): 3 clusters Score: Raw -16589.598348 + Penalty 1205.040526 = -15384.557822 nChanged 37 SP:Iteration 3F (9.698472 sec): 3 clusters Score: Raw -16662.495084 + Penalty 1199.848497 = -15462.646587 nChanged 21 SP:Iteration 4F (9.699344 sec): 3 clusters Score: Raw -16691.623051 + Penalty 1193.274870 = -15498.348181 nChanged 12 SP:Iteration 5Q (9.700160 sec): 3 clusters Score: Raw -16704.598610 + Penalty 1194.315362 = -15510.283248 nChanged 6 SP:Iteration 6Q (9.700971 sec): 3 clusters Score: Raw -16707.840376 + Penalty 1195.504275 = -15512.336102 nChanged 2 SP:Iteration 7Q (9.701776 sec): 3 clusters Score: Raw -16710.462461 + Penalty 1194.305740 = -15516.156721 nChanged 2 SP:Iteration 8Q (9.702574 sec): 3 clusters Score: Raw -16712.102108 + Penalty 1193.865675 = -15518.236433 nChanged 3 SP:Iteration 9Q (9.703372 sec): 3 clusters Score: Raw -16713.282830 + Penalty 1195.763961 = -15517.518868 nChanged 3 SP:Iteration 10F (9.704212 sec): 3 clusters Score: Raw -16713.819734 + Penalty 1194.368004 = -15519.451731 nChanged 2 SP:Iteration 11Q (9.705001 sec): 3 clusters Score: Raw -16713.292293 + Penalty 1196.266387 = -15517.025906 nChanged 4 SP:Iteration 12F (9.705842 sec): 3 clusters Score: Raw -16713.802693 + Penalty 1197.661630 = -15516.141064 nChanged 3 SP:Iteration 13F (9.706686 sec): 3 clusters Score: Raw -16713.533589 + Penalty 1198.801105 = -15514.732484 nChanged 1 SP:Iteration 14F (9.707526 sec): 3 clusters Score: Raw -16713.220759 + Penalty 1198.801105 = -15514.419654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 29 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.708427 sec): 2 clusters Score: Raw -365.253238 + Penalty 207.363218 = -157.890020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.708654 sec): 3 clusters Score: Raw -364.223677 + Penalty 414.726436 = 50.502758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 31 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.709407 sec): 2 clusters Score: Raw -290.187966 + Penalty 235.847774 = -54.340192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.709625 sec): 3 clusters Score: Raw -289.276998 + Penalty 471.695547 = 182.418550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 32 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.710370 sec): 2 clusters Score: Raw -308.627515 + Penalty 211.890396 = -96.737120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.710589 sec): 3 clusters Score: Raw -309.325649 + Penalty 421.288550 = 111.962901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 33 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.711329 sec): 2 clusters Score: Raw -371.239531 + Penalty 256.921919 = -114.317612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.711549 sec): 3 clusters Score: Raw -364.170536 + Penalty 507.853794 = 143.683258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 34 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.712284 sec): 2 clusters Score: Raw -119.591069 + Penalty 87.694421 = -31.896647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.712493 sec): 3 clusters Score: Raw -116.523606 + Penalty 191.163294 = 74.639688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 35 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.713255 sec): 2 clusters Score: Raw -773.411937 + Penalty 390.195400 = -383.216537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.713495 sec): 3 clusters Score: Raw -799.673929 + Penalty 784.444796 = -15.229133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 36 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.714240 sec): 2 clusters Score: Raw -358.652260 + Penalty 260.549716 = -98.102544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.714474 sec): 3 clusters Score: Raw -350.072613 + Penalty 471.009331 = 120.936718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 38 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.715222 sec): 2 clusters Score: Raw -225.172770 + Penalty 179.272195 = -45.900575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.715438 sec): 3 clusters Score: Raw -226.558711 + Penalty 359.450493 = 132.891782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 40 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.716186 sec): 2 clusters Score: Raw -399.072224 + Penalty 238.929451 = -160.142774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.716409 sec): 3 clusters Score: Raw -404.428411 + Penalty 478.129536 = 73.701125 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 41 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.717309 sec): 2 clusters Score: Raw -2898.304283 + Penalty 565.149079 = -2333.155204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.717624 sec): 3 clusters Score: Raw -2860.772473 + Penalty 1131.658739 = -1729.113735 nChanged 4 SP:Iteration 1F (9.717940 sec): 3 clusters Score: Raw -2877.730289 + Penalty 1132.313372 = -1745.416916 nChanged 1 SP:Iteration 2Q (9.718238 sec): 3 clusters Score: Raw -2880.752101 + Penalty 1132.313372 = -1748.438729 nChanged 0 SP:Iteration 3F (9.718551 sec): 3 clusters Score: Raw -2880.752101 + Penalty 1132.313372 = -1748.438729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 43 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.719361 sec): 2 clusters Score: Raw -268.620010 + Penalty 167.173190 = -101.446820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.719577 sec): 3 clusters Score: Raw -264.006610 + Penalty 351.443671 = 87.437061 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 44 (684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.723456 sec): 2 clusters Score: Raw -29759.376429 + Penalty 404.673015 = -29354.703414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.724929 sec): 3 clusters Score: Raw -29346.009717 + Penalty 811.656244 = -28534.353473 nChanged 269 SP:Iteration 1F (9.726360 sec): 3 clusters Score: Raw -29515.623801 + Penalty 813.507561 = -28702.116239 nChanged 91 SP:Iteration 2F (9.727781 sec): 3 clusters Score: Raw -29564.505944 + Penalty 817.001485 = -28747.504459 nChanged 36 SP:Iteration 3F (9.729190 sec): 3 clusters Score: Raw -29588.274704 + Penalty 821.541655 = -28766.733048 nChanged 40 SP:Iteration 4F (9.730633 sec): 3 clusters Score: Raw -29611.173200 + Penalty 828.570588 = -28782.602612 nChanged 27 SP:Iteration 5Q (9.732076 sec): 3 clusters Score: Raw -29626.372031 + Penalty 835.751646 = -28790.620385 nChanged 30 SP:Iteration 6Q (9.733512 sec): 3 clusters Score: Raw -29643.036895 + Penalty 846.110286 = -28796.926609 nChanged 28 SP:Iteration 7Q (9.734959 sec): 3 clusters Score: Raw -29660.433040 + Penalty 854.309211 = -28806.123829 nChanged 29 SP:Iteration 8Q (9.736402 sec): 3 clusters Score: Raw -29683.970476 + Penalty 858.447372 = -28825.523103 nChanged 25 SP:Iteration 9Q (9.737829 sec): 3 clusters Score: Raw -29703.992168 + Penalty 861.560426 = -28842.431742 nChanged 27 SP:Iteration 10F (9.739245 sec): 3 clusters Score: Raw -29724.866247 + Penalty 862.930638 = -28861.935609 nChanged 19 SP:Iteration 11Q (9.740674 sec): 3 clusters Score: Raw -29738.715557 + Penalty 862.263888 = -28876.451669 nChanged 18 SP:Iteration 12Q (9.742069 sec): 3 clusters Score: Raw -29745.005410 + Penalty 862.487222 = -28882.518189 nChanged 9 SP:Iteration 13Q (9.743447 sec): 3 clusters Score: Raw -29747.454478 + Penalty 862.887331 = -28884.567146 nChanged 4 SP:Iteration 14Q (9.744879 sec): 3 clusters Score: Raw -29749.334656 + Penalty 864.781413 = -28884.553243 nChanged 3 SP:Iteration 15F (9.746319 sec): 3 clusters Score: Raw -29749.757945 + Penalty 866.453344 = -28883.304601 nChanged 2 SP:Iteration 16F (9.747767 sec): 3 clusters Score: Raw -29749.960368 + Penalty 867.146318 = -28882.814049 nChanged 1 SP:Iteration 17F (9.749185 sec): 3 clusters Score: Raw -29750.110553 + Penalty 869.071119 = -28881.039434 nChanged 2 SP:Iteration 18F (9.750659 sec): 3 clusters Score: Raw -29750.687535 + Penalty 870.707424 = -28879.980112 nChanged 3 SP:Iteration 19F (9.752104 sec): 3 clusters Score: Raw -29751.413443 + Penalty 872.368761 = -28879.044682 nChanged 2 SP:Iteration 20F (9.753546 sec): 3 clusters Score: Raw -29751.487607 + Penalty 872.368761 = -28879.118846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 46 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.755594 sec): 2 clusters Score: Raw -2935.478057 + Penalty 331.406385 = -2604.071672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.755940 sec): 3 clusters Score: Raw -2915.279761 + Penalty 664.623981 = -2250.655780 nChanged 17 SP:Iteration 1F (9.756293 sec): 3 clusters Score: Raw -2932.472335 + Penalty 667.192514 = -2265.279821 nChanged 5 SP:Iteration 2F (9.756631 sec): 3 clusters Score: Raw -2944.388458 + Penalty 670.479912 = -2273.908546 nChanged 3 SP:Iteration 3Q (9.756966 sec): 3 clusters Score: Raw -2947.102823 + Penalty 673.315161 = -2273.787661 nChanged 1 SP:Iteration 4F (9.757303 sec): 3 clusters Score: Raw -2947.296709 + Penalty 673.315161 = -2273.981548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 47 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.757793 sec): 2 clusters Score: Raw -127.592413 + Penalty 76.596482 = -50.995931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.757989 sec): 2 clusters Score: Raw -127.592413 + Penalty 76.596482 = -50.995931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 48 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.758501 sec): 2 clusters Score: Raw -1235.592696 + Penalty 434.095485 = -801.497211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.758750 sec): 3 clusters Score: Raw -1215.106639 + Penalty 870.086708 = -345.019931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 49 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.759228 sec): 2 clusters Score: Raw -496.299619 + Penalty 302.816849 = -193.482769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.759453 sec): 3 clusters Score: Raw -490.234976 + Penalty 605.633699 = 115.398723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 50 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.759912 sec): 2 clusters Score: Raw -128.872880 + Penalty 109.704899 = -19.167981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.760122 sec): 3 clusters Score: Raw -124.428171 + Penalty 229.643561 = 105.215390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 51 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.760594 sec): 2 clusters Score: Raw -429.372863 + Penalty 254.838384 = -174.534478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.760817 sec): 3 clusters Score: Raw -426.641439 + Penalty 494.680091 = 68.038652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 53 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.761278 sec): 2 clusters Score: Raw -242.634991 + Penalty 194.111541 = -48.523450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.761522 sec): 3 clusters Score: Raw -240.068734 + Penalty 377.268152 = 137.199418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 54 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.762047 sec): 2 clusters Score: Raw -1129.639647 + Penalty 351.169660 = -778.469987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.762309 sec): 3 clusters Score: Raw -1119.428291 + Penalty 706.580021 = -412.848271 nChanged 1 SP:Iteration 1Q (9.762562 sec): 3 clusters Score: Raw -1121.888077 + Penalty 706.723249 = -415.164828 nChanged 1 SP:Iteration 2Q (9.762815 sec): 3 clusters Score: Raw -1124.887123 + Penalty 706.723249 = -418.163874 nChanged 0 SP:Iteration 3F (9.763070 sec): 3 clusters Score: Raw -1124.887123 + Penalty 706.723249 = -418.163874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 56 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.763533 sec): 2 clusters Score: Raw -236.774053 + Penalty 189.022799 = -47.751254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.763749 sec): 3 clusters Score: Raw -231.111230 + Penalty 385.395094 = 154.283864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 58 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.764215 sec): 2 clusters Score: Raw -269.900555 + Penalty 164.227014 = -105.673541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.764433 sec): 3 clusters Score: Raw -266.537666 + Penalty 328.454028 = 61.916362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 59 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.764894 sec): 2 clusters Score: Raw -240.022092 + Penalty 184.768301 = -55.253791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.765109 sec): 3 clusters Score: Raw -235.351795 + Penalty 364.537459 = 129.185664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 60 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.765571 sec): 2 clusters Score: Raw -286.196297 + Penalty 211.786241 = -74.410056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.765788 sec): 3 clusters Score: Raw -283.188291 + Penalty 431.051253 = 147.862962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 63 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.766265 sec): 2 clusters Score: Raw -514.815774 + Penalty 282.307559 = -232.508215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.766494 sec): 3 clusters Score: Raw -527.788918 + Penalty 564.615119 = 36.826200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 64 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.766942 sec): 2 clusters Score: Raw -43.960338 + Penalty 0.000000 = -43.960338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.767132 sec): 2 clusters Score: Raw -43.960338 + Penalty 0.000000 = -43.960338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 67 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.767589 sec): 2 clusters Score: Raw -179.213825 + Penalty 132.826958 = -46.386867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.767801 sec): 3 clusters Score: Raw -176.440967 + Penalty 265.653916 = 89.212950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 69 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.768257 sec): 2 clusters Score: Raw -195.478278 + Penalty 186.072834 = -9.405444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.768469 sec): 3 clusters Score: Raw -187.593770 + Penalty 347.078095 = 159.484326 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 71 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.768935 sec): 2 clusters Score: Raw -93.239376 + Penalty 72.770036 = -20.469340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.769126 sec): 2 clusters Score: Raw -93.239376 + Penalty 72.770036 = -20.469340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 72 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.769593 sec): 2 clusters Score: Raw -373.657572 + Penalty 281.705311 = -91.952261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.769815 sec): 3 clusters Score: Raw -375.514645 + Penalty 563.306572 = 187.791927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 73 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.770310 sec): 2 clusters Score: Raw -744.594549 + Penalty 271.786719 = -472.807830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.770552 sec): 3 clusters Score: Raw -747.410029 + Penalty 544.800340 = -202.609689 nChanged 1 SP:Iteration 1F (9.770791 sec): 3 clusters Score: Raw -750.485709 + Penalty 533.889551 = -216.596158 nChanged 1 SP:Iteration 2F (9.771028 sec): 3 clusters Score: Raw -756.855680 + Penalty 533.889551 = -222.966129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 74 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.771519 sec): 2 clusters Score: Raw -876.493684 + Penalty 374.662449 = -501.831235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.771754 sec): 3 clusters Score: Raw -864.184689 + Penalty 748.995745 = -115.188944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 76 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.772220 sec): 2 clusters Score: Raw -276.217562 + Penalty 107.757666 = -168.459896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.772439 sec): 3 clusters Score: Raw -281.763758 + Penalty 220.618136 = -61.145622 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 77 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.772908 sec): 2 clusters Score: Raw -371.576968 + Penalty 219.109306 = -152.467662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.773128 sec): 3 clusters Score: Raw -369.058506 + Penalty 438.218611 = 69.160105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 78 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.773573 sec): 2 clusters Score: Raw -79.640295 + Penalty 34.043526 = -45.596769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.773769 sec): 3 clusters Score: Raw -75.287081 + Penalty 68.087051 = -7.200030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 82 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.774218 sec): 2 clusters Score: Raw -43.313264 + Penalty 0.000000 = -43.313264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.774407 sec): 2 clusters Score: Raw -43.313264 + Penalty 0.000000 = -43.313264 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 84 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.774867 sec): 2 clusters Score: Raw -218.747842 + Penalty 148.383789 = -70.364053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.775080 sec): 3 clusters Score: Raw -214.079787 + Penalty 148.383789 = -65.695998 nChanged 1 SP:Iteration 1F (9.775274 sec): 2 clusters Score: Raw -218.747842 + Penalty 148.383789 = -70.364053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 85 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.775751 sec): 2 clusters Score: Raw -259.821528 + Penalty 171.160341 = -88.661188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.775969 sec): 3 clusters Score: Raw -267.347839 + Penalty 342.320681 = 74.972842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 86 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.776427 sec): 2 clusters Score: Raw -147.394936 + Penalty 146.487381 = -0.907555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.776621 sec): 2 clusters Score: Raw -147.394936 + Penalty 146.487381 = -0.907555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 87 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.777073 sec): 2 clusters Score: Raw -88.227784 + Penalty 67.449852 = -20.777932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.777280 sec): 3 clusters Score: Raw -80.869282 + Penalty 134.899704 = 54.030422 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 88 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.777858 sec): 2 clusters Score: Raw -1306.191886 + Penalty 150.205464 = -1155.986422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.778140 sec): 3 clusters Score: Raw -1305.997339 + Penalty 308.088522 = -997.908817 nChanged 3 SP:Iteration 1F (9.778417 sec): 3 clusters Score: Raw -1311.820835 + Penalty 303.701311 = -1008.119524 nChanged 2 SP:Iteration 2Q (9.778690 sec): 3 clusters Score: Raw -1316.773881 + Penalty 303.701311 = -1013.072571 nChanged 0 SP:Iteration 3F (9.778967 sec): 3 clusters Score: Raw -1316.773881 + Penalty 303.701311 = -1013.072571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 89 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.779432 sec): 2 clusters Score: Raw -270.282748 + Penalty 194.015988 = -76.266760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.779648 sec): 3 clusters Score: Raw -268.023239 + Penalty 376.130280 = 108.107040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 91 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.780095 sec): 2 clusters Score: Raw -41.961470 + Penalty 0.000000 = -41.961470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.780284 sec): 2 clusters Score: Raw -41.961470 + Penalty 0.000000 = -41.961470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 92 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.780741 sec): 2 clusters Score: Raw -192.327403 + Penalty 138.672707 = -53.654696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.780953 sec): 3 clusters Score: Raw -185.938915 + Penalty 277.345414 = 91.406499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 93 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.781489 sec): 2 clusters Score: Raw -1266.568332 + Penalty 48.892014 = -1217.676318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.781762 sec): 3 clusters Score: Raw -1253.303412 + Penalty 102.039925 = -1151.263488 nChanged 10 SP:Iteration 1F (9.782033 sec): 3 clusters Score: Raw -1264.157048 + Penalty 113.253608 = -1150.903441 nChanged 4 SP:Iteration 2F (9.782303 sec): 3 clusters Score: Raw -1268.459778 + Penalty 124.161707 = -1144.298072 nChanged 2 SP:Iteration 3F (9.782573 sec): 3 clusters Score: Raw -1270.189817 + Penalty 131.960922 = -1138.228895 nChanged 1 SP:Iteration 4F (9.782843 sec): 3 clusters Score: Raw -1271.370956 + Penalty 140.387036 = -1130.983920 nChanged 1 SP:Iteration 5F (9.783128 sec): 3 clusters Score: Raw -1274.167871 + Penalty 140.387036 = -1133.780835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 98 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.783579 sec): 2 clusters Score: Raw -40.001585 + Penalty 0.000000 = -40.001585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.783768 sec): 2 clusters Score: Raw -40.001585 + Penalty 0.000000 = -40.001585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 99 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.784219 sec): 2 clusters Score: Raw -89.066912 + Penalty 66.183889 = -22.883023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.784413 sec): 2 clusters Score: Raw -89.066912 + Penalty 66.183889 = -22.883023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 102 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.784886 sec): 2 clusters Score: Raw -395.179226 + Penalty 162.404720 = -232.774507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.785111 sec): 3 clusters Score: Raw -403.436506 + Penalty 324.809439 = -78.627067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 103 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.785578 sec): 2 clusters Score: Raw -312.765485 + Penalty 163.897574 = -148.867912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.785798 sec): 3 clusters Score: Raw -306.335379 + Penalty 339.444343 = 33.108964 nChanged 1 SP:Iteration 1F (9.786010 sec): 3 clusters Score: Raw -306.159933 + Penalty 339.444343 = 33.284410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 104 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.786475 sec): 2 clusters Score: Raw -307.120111 + Penalty 172.938624 = -134.181487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.786693 sec): 3 clusters Score: Raw -307.023415 + Penalty 346.446695 = 39.423281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 106 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.787144 sec): 2 clusters Score: Raw -90.967036 + Penalty 81.315873 = -9.651163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.787335 sec): 2 clusters Score: Raw -90.967036 + Penalty 81.315873 = -9.651163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 109 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.787786 sec): 2 clusters Score: Raw -91.784671 + Penalty 75.164698 = -16.619973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.787992 sec): 3 clusters Score: Raw -85.009251 + Penalty 150.329395 = 65.320145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 111 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.788448 sec): 2 clusters Score: Raw -141.254807 + Penalty 118.375175 = -22.879632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.788657 sec): 3 clusters Score: Raw -132.992420 + Penalty 252.167310 = 119.174890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 112 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.789105 sec): 2 clusters Score: Raw -38.476766 + Penalty 0.000000 = -38.476766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.789294 sec): 2 clusters Score: Raw -38.476766 + Penalty 0.000000 = -38.476766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 113 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.789748 sec): 2 clusters Score: Raw -126.439924 + Penalty 76.375617 = -50.064307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.789968 sec): 3 clusters Score: Raw -121.045067 + Penalty 148.348845 = 27.303778 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 116 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.790428 sec): 2 clusters Score: Raw -185.721012 + Penalty 139.543403 = -46.177608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.790639 sec): 3 clusters Score: Raw -180.629229 + Penalty 289.239294 = 108.610065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 117 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.791085 sec): 2 clusters Score: Raw -40.091023 + Penalty 0.000000 = -40.091023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.791274 sec): 2 clusters Score: Raw -40.091023 + Penalty 0.000000 = -40.091023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 118 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.791723 sec): 2 clusters Score: Raw -38.103283 + Penalty 0.000000 = -38.103283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.791912 sec): 2 clusters Score: Raw -38.103283 + Penalty 0.000000 = -38.103283 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 119 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.792371 sec): 2 clusters Score: Raw -212.391609 + Penalty 164.761724 = -47.629885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.792568 sec): 2 clusters Score: Raw -212.391609 + Penalty 164.761724 = -47.629885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 120 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.793024 sec): 2 clusters Score: Raw -143.556971 + Penalty 126.853571 = -16.703399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.793234 sec): 3 clusters Score: Raw -134.113127 + Penalty 262.908902 = 128.795775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 123 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.793680 sec): 2 clusters Score: Raw -40.356006 + Penalty 0.000000 = -40.356006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.793869 sec): 2 clusters Score: Raw -40.356006 + Penalty 0.000000 = -40.356006 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 125 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.794327 sec): 2 clusters Score: Raw -202.062298 + Penalty 126.175991 = -75.886307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.794542 sec): 3 clusters Score: Raw -203.705871 + Penalty 262.730557 = 59.024686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 126 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.795000 sec): 2 clusters Score: Raw -187.045181 + Penalty 104.859650 = -82.185531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.795197 sec): 2 clusters Score: Raw -187.045181 + Penalty 104.859650 = -82.185531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 128 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.795643 sec): 2 clusters Score: Raw -43.912533 + Penalty 0.000000 = -43.912533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.795833 sec): 2 clusters Score: Raw -43.912533 + Penalty 0.000000 = -43.912533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 131 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.796282 sec): 2 clusters Score: Raw -90.724582 + Penalty 68.012203 = -22.712380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.796487 sec): 2 clusters Score: Raw -90.724582 + Penalty 68.012203 = -22.712380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 133 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.796939 sec): 2 clusters Score: Raw -90.609197 + Penalty 67.441498 = -23.167699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.797146 sec): 3 clusters Score: Raw -83.971753 + Penalty 134.882997 = 50.911244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 134 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.797593 sec): 2 clusters Score: Raw -44.600687 + Penalty 0.000000 = -44.600687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.797782 sec): 2 clusters Score: Raw -44.600687 + Penalty 0.000000 = -44.600687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 135 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.798232 sec): 2 clusters Score: Raw -89.265215 + Penalty 53.317098 = -35.948117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.798424 sec): 2 clusters Score: Raw -89.265215 + Penalty 53.317098 = -35.948117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 137 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.798869 sec): 2 clusters Score: Raw -45.586428 + Penalty 0.000000 = -45.586428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.799056 sec): 2 clusters Score: Raw -45.586428 + Penalty 0.000000 = -45.586428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 140 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.799496 sec): 2 clusters Score: Raw -41.541075 + Penalty 0.000000 = -41.541075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.799680 sec): 2 clusters Score: Raw -41.541075 + Penalty 0.000000 = -41.541075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 142 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.800125 sec): 2 clusters Score: Raw -44.199846 + Penalty 0.000000 = -44.199846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.800314 sec): 2 clusters Score: Raw -44.199846 + Penalty 0.000000 = -44.199846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 144 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.800751 sec): 2 clusters Score: Raw -35.210399 + Penalty 0.000000 = -35.210399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.800931 sec): 2 clusters Score: Raw -35.210399 + Penalty 0.000000 = -35.210399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 148 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.801376 sec): 2 clusters Score: Raw -43.479926 + Penalty 0.000000 = -43.479926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.801568 sec): 2 clusters Score: Raw -43.479926 + Penalty 0.000000 = -43.479926 nChanged 0 Deleting Class 72 (8 points): Lose 29.081041 but Gain 1347.656368 Iteration 20F (10.796247 sec): 102 clusters Score: Raw -799066.298764 + Penalty 93654.813905 = -705411.484859 nChanged 61 Deleting Class 49 (8 points): Lose 24.705567 but Gain 1352.974211 Iteration 21Q (10.880122 sec): 101 clusters Score: Raw -799063.806702 + Penalty 92330.315356 = -706733.491345 nChanged 32 Deleting Class 26 (3 points): Lose 15.508522 but Gain 1318.905106 Iteration 22Q (10.961247 sec): 100 clusters Score: Raw -799071.492460 + Penalty 90988.421470 = -708083.070990 nChanged 14 Deleting Class 69 (4 points): Lose 32.953143 but Gain 1335.237021 Iteration 23Q (11.041062 sec): 99 clusters Score: Raw -799047.546304 + Penalty 89656.394914 = -709391.151389 nChanged 15 Deleting Class 48 (23 points): Lose 76.730803 but Gain 1377.241544 Iteration 24Q (11.120945 sec): 98 clusters Score: Raw -798986.137035 + Penalty 88275.965767 = -710710.171269 nChanged 35 Deleting Class 36 (7 points): Lose 33.578433 but Gain 1331.982965 Iteration 25Q (11.201572 sec): 97 clusters Score: Raw -799041.251791 + Penalty 86932.270325 = -712108.981466 nChanged 17 Deleting Class 74 (16 points): Lose 52.184705 but Gain 1344.267085 Iteration 26Q (11.281025 sec): 96 clusters Score: Raw -799014.402417 + Penalty 85602.081576 = -713412.320841 nChanged 19 Deleting Class 35 (16 points): Lose 112.731636 but Gain 1399.998409 Iteration 27Q (11.359888 sec): 95 clusters Score: Raw -798928.767884 + Penalty 84230.644851 = -714698.123033 nChanged 19 Deleting Class 31 (6 points): Lose 35.916746 but Gain 1309.431916 Iteration 28Q (11.439147 sec): 94 clusters Score: Raw -798968.253817 + Penalty 82923.750247 = -716044.503569 nChanged 12 Deleting Class 86 (2 points): Lose 30.796957 but Gain 1301.610942 Iteration 29Q (11.517931 sec): 93 clusters Score: Raw -798949.411297 + Penalty 81463.312160 = -717486.099137 nChanged 7 Deleting Class 33 (7 points): Lose 52.975712 but Gain 1313.436931 Iteration 30F (12.407838 sec): 92 clusters Score: Raw -798925.473619 + Penalty 79381.144698 = -719544.328920 nChanged 8 Deleting Class 64 (1 points): Lose 1.373838 but Gain 1249.649094 Iteration 31Q (12.486785 sec): 90 clusters Score: Raw -798944.904525 + Penalty 78131.914814 = -720812.989711 nChanged 1 Deleting Class 128 (1 points): Lose 9.547844 but Gain 1254.352564 Iteration 32Q (12.564587 sec): 89 clusters Score: Raw -798937.595081 + Penalty 76876.185932 = -722061.409150 nChanged 1 Deleting Class 137 (1 points): Lose 11.334354 but Gain 1246.298264 Iteration 33Q (12.642059 sec): 88 clusters Score: Raw -798936.052303 + Penalty 75630.400669 = -723305.651634 nChanged 1 Deleting Class 148 (1 points): Lose 1.270693 but Gain 1228.473834 Iteration 34Q (12.720040 sec): 87 clusters Score: Raw -798937.350124 + Penalty 74402.255745 = -724535.094379 nChanged 1 Deleting Class 27 (5 points): Lose 23.571662 but Gain 1232.364387 Iteration 35Q (12.797559 sec): 86 clusters Score: Raw -798916.029255 + Penalty 73309.468540 = -725606.560715 nChanged 5 Deleting Class 142 (1 points): Lose 1.063593 but Gain 1181.187947 Iteration 36Q (12.874379 sec): 85 clusters Score: Raw -798932.151388 + Penalty 72110.853262 = -726821.298126 nChanged 2 Deleting Class 134 (1 points): Lose 9.413269 but Gain 1177.351448 Iteration 37Q (12.950289 sec): 84 clusters Score: Raw -798926.980252 + Penalty 70933.831606 = -727993.148646 nChanged 1 Deleting Class 53 (5 points): Lose 44.425889 but Gain 1199.797574 Iteration 38Q (13.025845 sec): 83 clusters Score: Raw -798884.604140 + Penalty 69736.588323 = -729148.015817 nChanged 5 Deleting Class 106 (2 points): Lose 16.690717 but Gain 1167.026498 Iteration 39Q (13.102132 sec): 82 clusters Score: Raw -798874.702543 + Penalty 68648.987107 = -730225.715436 nChanged 3 Deleting Class 60 (6 points): Lose 26.594768 but Gain 1175.841771 Iteration 40F (13.880827 sec): 81 clusters Score: Raw -798863.312326 + Penalty 67470.927558 = -731392.384768 nChanged 6 Deleting Class 56 (5 points): Lose 24.411313 but Gain 1168.344215 Iteration 41Q (13.955086 sec): 80 clusters Score: Raw -798848.422659 + Penalty 66340.810676 = -732507.611984 nChanged 6 Deleting Class 120 (3 points): Lose 15.399486 but Gain 1148.653646 Iteration 42Q (14.029836 sec): 79 clusters Score: Raw -798849.138122 + Penalty 65201.763598 = -733647.374524 nChanged 6 Deleting Class 9 (32 points): Lose 106.491397 but Gain 1222.065364 Iteration 43Q (14.104053 sec): 78 clusters Score: Raw -798748.322659 + Penalty 64022.098873 = -734726.223786 nChanged 33 Deleting Class 51 (9 points): Lose 38.247689 but Gain 1153.775318 Iteration 44Q (14.179053 sec): 77 clusters Score: Raw -798757.429870 + Penalty 62882.301362 = -735875.128508 nChanged 10 Deleting Class 12 (25 points): Lose 172.259898 but Gain 1281.216624 Iteration 45Q (14.254664 sec): 76 clusters Score: Raw -798601.238527 + Penalty 61834.601590 = -736766.636937 nChanged 25 Deleting Class 38 (6 points): Lose 26.815701 but Gain 1151.747285 Iteration 46Q (14.328171 sec): 75 clusters Score: Raw -798659.061810 + Penalty 60986.531987 = -737672.529823 nChanged 14 Deleting Class 59 (4 points): Lose 28.308178 but Gain 1123.670015 Iteration 47Q (14.401338 sec): 74 clusters Score: Raw -798648.808505 + Penalty 59903.481322 = -738745.327183 nChanged 8 Deleting Class 63 (13 points): Lose 59.206842 but Gain 1135.759344 Iteration 48Q (14.474372 sec): 73 clusters Score: Raw -798609.667414 + Penalty 58865.961290 = -739743.706124 nChanged 15 Deleting Class 131 (1 points): Lose 1.408814 but Gain 1071.615398 Iteration 49Q (14.546756 sec): 72 clusters Score: Raw -798651.292351 + Penalty 57876.670246 = -740774.622105 nChanged 10 Deleting Class 2 (13 points): Lose 48.907803 but Gain 1118.788856 Iteration 50F (15.229261 sec): 71 clusters Score: Raw -798613.805048 + Penalty 56810.381295 = -741803.423752 nChanged 20 Deleting Class 40 (12 points): Lose 36.588896 but Gain 1105.553664 Iteration 51Q (15.302503 sec): 70 clusters Score: Raw -798607.127646 + Penalty 55746.559970 = -742860.567677 nChanged 18 Deleting Class 109 (2 points): Lose 13.662109 but Gain 1078.746259 Iteration 52Q (15.374718 sec): 69 clusters Score: Raw -798615.517479 + Penalty 54743.214844 = -743872.302635 nChanged 9 Deleting Class 111 (3 points): Lose 10.115193 but Gain 1071.882131 Iteration 53Q (15.445447 sec): 68 clusters Score: Raw -798620.754104 + Penalty 53679.271869 = -744941.482235 nChanged 9 Deleting Class 41 (60 points): Lose 330.944756 but Gain 1381.038671 Iteration 54Q (15.516175 sec): 67 clusters Score: Raw -798302.694134 + Penalty 52328.655525 = -745974.038609 nChanged 64 Deleting Class 21 (19 points): Lose 62.170695 but Gain 1109.627220 Iteration 55Q (15.588909 sec): 66 clusters Score: Raw -798433.577610 + Penalty 51345.606226 = -747087.971385 nChanged 40 Deleting Class 32 (7 points): Lose 37.010719 but Gain 1083.226655 Iteration 56Q (15.660629 sec): 65 clusters Score: Raw -798455.455272 + Penalty 50348.064462 = -748107.390809 nChanged 21 Deleting Class 116 (5 points): Lose 37.558172 but Gain 1086.729925 Iteration 57Q (15.731360 sec): 64 clusters Score: Raw -798453.708457 + Penalty 49280.222408 = -749173.486048 nChanged 13 Deleting Class 71 (2 points): Lose 3.490387 but Gain 1044.378632 Iteration 58Q (15.801956 sec): 63 clusters Score: Raw -798468.402366 + Penalty 48228.577280 = -750239.825086 nChanged 6 Deleting Class 77 (9 points): Lose 21.422667 but Gain 1057.627468 Iteration 59Q (15.872173 sec): 62 clusters Score: Raw -798450.492985 + Penalty 47119.384941 = -751331.108045 nChanged 11 Deleting Class 20 (10 points): Lose 42.032918 but Gain 1069.280496 Iteration 60F (16.459433 sec): 61 clusters Score: Raw -798422.135846 + Penalty 46093.264633 = -752328.871213 nChanged 12 Deleting Class 119 (6 points): Lose 16.081362 but Gain 1033.760506 Iteration 61Q (16.529238 sec): 60 clusters Score: Raw -798423.275904 + Penalty 45196.816344 = -753226.459560 nChanged 11 Deleting Class 29 (9 points): Lose 19.429271 but Gain 1029.727530 Iteration 62Q (16.598649 sec): 59 clusters Score: Raw -798423.873426 + Penalty 44223.557970 = -754200.315456 nChanged 12 Deleting Class 89 (5 points): Lose 28.735846 but Gain 1036.610624 Iteration 63Q (16.667819 sec): 58 clusters Score: Raw -798411.435143 + Penalty 43267.019937 = -755144.415207 nChanged 6 Deleting Class 117 (1 points): Lose 0.776622 but Gain 1007.350035 Iteration 64Q (16.736561 sec): 57 clusters Score: Raw -798430.136242 + Penalty 42261.272124 = -756168.864118 nChanged 1 Deleting Class 82 (1 points): Lose 4.582717 but Gain 1004.459179 Iteration 65Q (16.804386 sec): 56 clusters Score: Raw -798427.915671 + Penalty 41257.129342 = -757170.786329 nChanged 1 Deleting Class 50 (3 points): Lose 14.668304 but Gain 993.373157 Iteration 66Q (16.871917 sec): 55 clusters Score: Raw -798415.492004 + Penalty 40291.636900 = -758123.855104 nChanged 3 Deleting Class 92 (4 points): Lose 17.624413 but Gain 995.099222 Iteration 67Q (16.940251 sec): 54 clusters Score: Raw -798404.077203 + Penalty 39397.541162 = -759006.536042 nChanged 6 Deleting Class 54 (37 points): Lose 136.434728 but Gain 1107.796505 Iteration 68Q (17.007663 sec): 53 clusters Score: Raw -798291.167369 + Penalty 38383.293042 = -759907.874327 nChanged 38 Deleting Class 15 (2 points): Lose 10.355584 but Gain 976.092157 Iteration 69Q (17.075012 sec): 52 clusters Score: Raw -798344.979593 + Penalty 37403.186782 = -760941.792811 nChanged 9 Deleting Class 87 (2 points): Lose 6.546760 but Gain 968.024590 Iteration 70F (17.581179 sec): 51 clusters Score: Raw -798346.044879 + Penalty 36436.972575 = -761909.072304 nChanged 2 Deleting Class 58 (8 points): Lose 58.191527 but Gain 1008.739974 Iteration 71Q (17.648022 sec): 50 clusters Score: Raw -798291.885843 + Penalty 35602.289253 = -762689.596590 nChanged 10 Deleting Class 91 (2 points): Lose 39.698790 but Gain 1048.743056 Iteration 72Q (17.714268 sec): 49 clusters Score: Raw -798303.762057 + Penalty 34555.633020 = -763748.129037 nChanged 3 Deleting Class 67 (4 points): Lose 5.903345 but Gain 953.150807 Iteration 73Q (17.779508 sec): 48 clusters Score: Raw -798312.694306 + Penalty 33605.369409 = -764707.324897 nChanged 5 Deleting Class 99 (2 points): Lose 3.794896 but Gain 949.855780 Iteration 74Q (17.845935 sec): 47 clusters Score: Raw -798314.701670 + Penalty 32657.237624 = -765657.464046 nChanged 2 Deleting Class 118 (2 points): Lose 23.270989 but Gain 955.849748 Iteration 75Q (17.910905 sec): 46 clusters Score: Raw -798294.647576 + Penalty 31702.109599 = -766592.537977 nChanged 2 Deleting Class 85 (6 points): Lose 22.930246 but Gain 950.285896 Iteration 76Q (17.976121 sec): 45 clusters Score: Raw -798276.218076 + Penalty 30758.184750 = -767518.033325 nChanged 7 Deleting Class 43 (7 points): Lose 42.077351 but Gain 966.846858 Iteration 77Q (18.040387 sec): 44 clusters Score: Raw -798246.185091 + Penalty 29823.231035 = -768422.954055 nChanged 8 Deleting Class 17 (14 points): Lose 71.305074 but Gain 1033.314735 Iteration 78Q (18.104413 sec): 43 clusters Score: Raw -798189.378396 + Penalty 28877.006781 = -769312.371615 nChanged 13 Deleting Class 84 (6 points): Lose 44.199604 but Gain 977.571361 Iteration 79Q (18.168580 sec): 42 clusters Score: Raw -798174.576268 + Penalty 27929.963760 = -770244.612508 nChanged 9 Deleting Class 34 (5 points): Lose 38.781697 but Gain 952.837314 Iteration 80F (18.566802 sec): 41 clusters Score: Raw -798149.689327 + Penalty 27094.269831 = -771055.419495 nChanged 10 Deleting Class 112 (1 points): Lose 4.545762 but Gain 900.622140 Iteration 81Q (18.630075 sec): 40 clusters Score: Raw -798179.936576 + Penalty 26194.301513 = -771985.635063 nChanged 3 Deleting Class 123 (1 points): Lose 21.359734 but Gain 896.779247 Iteration 82Q (18.692989 sec): 39 clusters Score: Raw -798165.905683 + Penalty 25325.092188 = -772840.813495 nChanged 4 Deleting Class 103 (8 points): Lose 27.545809 but Gain 886.544906 Iteration 83Q (18.755604 sec): 38 clusters Score: Raw -798161.490499 + Penalty 24485.013680 = -773676.476819 nChanged 12 Deleting Class 113 (5 points): Lose 26.210835 but Gain 883.990479 Iteration 84Q (18.817848 sec): 37 clusters Score: Raw -798149.992470 + Penalty 23629.100616 = -774520.891854 nChanged 9 Deleting Class 104 (7 points): Lose 35.005463 but Gain 884.097302 Iteration 85Q (18.881114 sec): 36 clusters Score: Raw -798124.865599 + Penalty 22775.715439 = -775349.150160 nChanged 11 Deleting Class 73 (32 points): Lose 135.919859 but Gain 974.818958 Iteration 86Q (18.942582 sec): 35 clusters Score: Raw -798005.898643 + Penalty 21952.516057 = -776053.382586 nChanged 35 Deleting Class 98 (1 points): Lose 1.684736 but Gain 833.387247 Iteration 87Q (19.004152 sec): 34 clusters Score: Raw -798082.102099 + Penalty 21177.498218 = -776904.603881 nChanged 21 Deleting Class 125 (6 points): Lose 47.001179 but Gain 870.835718 Iteration 88Q (19.064993 sec): 33 clusters Score: Raw -798055.947142 + Penalty 20351.842904 = -777704.104238 nChanged 16 Deleting Class 135 (2 points): Lose 14.131021 but Gain 765.194597 Iteration 89Q (19.125508 sec): 32 clusters Score: Raw -798079.291245 + Penalty 19600.089280 = -778479.201966 nChanged 9 Deleting Class 76 (15 points): Lose 178.576862 but Gain 921.151648 Iteration 90F (19.430525 sec): 31 clusters Score: Raw -797908.510282 + Penalty 19035.655130 = -778872.855152 nChanged 21 Deleting Class 78 (11 points): Lose 98.164013 but Gain 920.257396 Iteration 91Q (19.490287 sec): 30 clusters Score: Raw -797929.366961 + Penalty 18156.971921 = -779772.395040 nChanged 11 Deleting Class 47 (4 points): Lose 33.787896 but Gain 744.378208 Iteration 92Q (19.550243 sec): 29 clusters Score: Raw -797966.122971 + Penalty 17412.695821 = -780553.427150 nChanged 10 Deleting Class 102 (10 points): Lose 37.534539 but Gain 701.639139 Iteration 93Q (19.609055 sec): 28 clusters Score: Raw -797943.128232 + Penalty 16677.006154 = -781266.122078 nChanged 15 Deleting Class 24 (34 points): Lose 155.853517 but Gain 748.733027 Iteration 94Q (19.667963 sec): 27 clusters Score: Raw -797807.908209 + Penalty 15930.198146 = -781877.710063 nChanged 38 Deleting Class 126 (6 points): Lose 72.500079 but Gain 615.848821 Iteration 95Q (19.726342 sec): 26 clusters Score: Raw -797799.307992 + Penalty 15329.937068 = -782469.370923 nChanged 17 Deleting Class 140 (2 points): Lose 14.908158 but Gain 541.243160 Iteration 96Q (19.784233 sec): 25 clusters Score: Raw -797816.897165 + Penalty 14801.217489 = -783015.679676 nChanged 12 Deleting Class 14 (138 points): Lose 1089.495545 but Gain 1569.065900 Iteration 97Q (19.841470 sec): 24 clusters Score: Raw -796755.323637 + Penalty 13359.259268 = -783396.064370 nChanged 149 Deleting Class 25 (76 points): Lose 272.302758 but Gain 750.002705 Iteration 98Q (19.901191 sec): 23 clusters Score: Raw -797005.730147 + Penalty 12909.691883 = -784096.038265 nChanged 108 Deleting Class 18 (69 points): Lose 465.321990 but Gain 656.376613 Iteration 99Q (19.957845 sec): 22 clusters Score: Raw -796726.022902 + Penalty 12762.021256 = -783964.001646 nChanged 93 Deleting Class 46 (168 points): Lose 696.724897 but Gain 878.374858 Iteration 100F (20.172877 sec): 21 clusters Score: Raw -796246.755492 + Penalty 12154.793653 = -784091.961839 nChanged 187 Deleting Class 144 (1 points): Lose 7.701693 but Gain 49.739436 Iteration 101Q (20.229038 sec): 20 clusters Score: Raw -796698.926707 + Penalty 12708.461325 = -783990.465382 nChanged 62 Iteration 102F (20.428609 sec): 20 clusters Score: Raw -796785.078751 + Penalty 12737.701705 = -784047.377046 nChanged 28 Iteration 103Q (20.483991 sec): 20 clusters Score: Raw -796812.915463 + Penalty 12743.569964 = -784069.345499 nChanged 13 Iteration 104Q (20.538487 sec): 20 clusters Score: Raw -796817.761412 + Penalty 12751.592362 = -784066.169050 nChanged 6 Iteration 105F (20.740522 sec): 20 clusters Score: Raw -796820.316418 + Penalty 12766.770372 = -784053.546046 nChanged 5 Iteration 106F (20.942392 sec): 20 clusters Score: Raw -796823.056755 + Penalty 12778.470589 = -784044.586167 nChanged 11 Iteration 107F (21.143719 sec): 20 clusters Score: Raw -796827.527670 + Penalty 12783.953178 = -784043.574492 nChanged 6 Iteration 108F (21.344595 sec): 20 clusters Score: Raw -796828.618208 + Penalty 12795.005407 = -784033.612801 nChanged 5 Iteration 109F (21.544931 sec): 20 clusters Score: Raw -796831.683342 + Penalty 12799.091698 = -784032.591644 nChanged 2 Iteration 110F (21.745762 sec): 20 clusters Score: Raw -796833.433848 + Penalty 12802.725303 = -784030.708545 nChanged 4 Iteration 111F (21.947850 sec): 20 clusters Score: Raw -796835.115412 + Penalty 12805.658943 = -784029.456469 nChanged 1 Iteration 112F (22.150249 sec): 20 clusters Score: Raw -796835.473285 + Penalty 12806.429481 = -784029.043804 nChanged 1 Iteration 113F (22.352322 sec): 20 clusters Score: Raw -796835.526488 + Penalty 12806.360456 = -784029.166032 nChanged 1 Iteration 114Q (22.408356 sec): 20 clusters Score: Raw -796835.540936 + Penalty 12806.360456 = -784029.180480 nChanged 0 Iteration 115F (22.611938 sec): 20 clusters Score: Raw -796835.540936 + Penalty 12806.360456 = -784029.180480 nChanged 0 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.19 GB. Compute initial score before splitting: Score: Raw -796835.540936 + Penalty 12806.360456 = -784029.180480Memory request: 0.02 GB would take us to total of 0.22 GB. Trying to split cluster 1 (4199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.667956 sec): 2 clusters Score: Raw -150790.301039 + Penalty 81.805299 = -150708.495740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.675588 sec): 3 clusters Score: Raw -148026.646805 + Penalty 174.073574 = -147852.573231 nChanged 1959 SP:Iteration 1F (22.683078 sec): 3 clusters Score: Raw -149534.440608 + Penalty 162.215725 = -149372.224883 nChanged 687 SP:Iteration 2F (22.690646 sec): 3 clusters Score: Raw -150307.747481 + Penalty 141.996743 = -150165.750738 nChanged 300 SP:Iteration 3F (22.698025 sec): 3 clusters Score: Raw -150664.381021 + Penalty 136.719804 = -150527.661218 nChanged 85 SP:Iteration 4Q (22.704472 sec): 3 clusters Score: Raw -150769.070736 + Penalty 138.103384 = -150630.967352 nChanged 26 SP:Iteration 5Q (22.710509 sec): 3 clusters Score: Raw -150784.966527 + Penalty 138.256923 = -150646.709604 nChanged 20 SP:Iteration 6Q (22.716477 sec): 3 clusters Score: Raw -150796.079926 + Penalty 139.892368 = -150656.187558 nChanged 8 SP:Iteration 7Q (22.722373 sec): 3 clusters Score: Raw -150798.598334 + Penalty 141.359243 = -150657.239091 nChanged 7 SP:Iteration 8Q (22.728279 sec): 3 clusters Score: Raw -150800.519370 + Penalty 143.266196 = -150657.253174 nChanged 6 SP:Iteration 9Q (22.734074 sec): 3 clusters Score: Raw -150801.988781 + Penalty 143.784619 = -150658.204162 nChanged 5 SP:Iteration 10F (22.741495 sec): 3 clusters Score: Raw -150802.942404 + Penalty 145.528093 = -150657.414311 nChanged 4 SP:Iteration 11F (22.748686 sec): 3 clusters Score: Raw -150803.867190 + Penalty 147.915422 = -150655.951768 nChanged 4 SP:Iteration 12F (22.755859 sec): 3 clusters Score: Raw -150804.686964 + Penalty 148.598910 = -150656.088055 nChanged 1 SP:Iteration 13Q (22.761631 sec): 3 clusters Score: Raw -150804.796980 + Penalty 149.323175 = -150655.473804 nChanged 1 SP:Iteration 14F (22.769191 sec): 3 clusters Score: Raw -150804.854841 + Penalty 150.091926 = -150654.762916 nChanged 1 SP:Iteration 15F (22.776617 sec): 3 clusters Score: Raw -150804.882283 + Penalty 150.091926 = -150654.790358 nChanged 0 Memory request: 0.02 GB would take us to total of 0.21 GB. Trying to split cluster 3 (3413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.787952 sec): 2 clusters Score: Raw -108289.122238 + Penalty 44.841348 = -108244.280890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.794178 sec): 3 clusters Score: Raw -106070.542436 + Penalty 88.982266 = -105981.560171 nChanged 1650 SP:Iteration 1F (22.800157 sec): 3 clusters Score: Raw -107609.521611 + Penalty 89.512333 = -107520.009278 nChanged 157 SP:Iteration 2Q (22.806025 sec): 3 clusters Score: Raw -107698.327082 + Penalty 89.523168 = -107608.803913 nChanged 103 SP:Iteration 3Q (22.811898 sec): 3 clusters Score: Raw -107731.976720 + Penalty 88.793969 = -107643.182750 nChanged 83 SP:Iteration 4Q (22.817625 sec): 3 clusters Score: Raw -107765.647946 + Penalty 88.746620 = -107676.901326 nChanged 93 SP:Iteration 5Q (22.823230 sec): 3 clusters Score: Raw -107809.556975 + Penalty 88.820760 = -107720.736216 nChanged 110 SP:Iteration 6Q (22.828895 sec): 3 clusters Score: Raw -107873.792063 + Penalty 89.114006 = -107784.678057 nChanged 121 SP:Iteration 7Q (22.834363 sec): 3 clusters Score: Raw -107957.020598 + Penalty 89.848225 = -107867.172373 nChanged 104 SP:Iteration 8Q (22.839891 sec): 3 clusters Score: Raw -108031.794434 + Penalty 86.899508 = -107944.894927 nChanged 88 SP:Iteration 9Q (22.844854 sec): 3 clusters Score: Raw -108096.247077 + Penalty 86.879166 = -108009.367911 nChanged 70 SP:Iteration 10F (22.850267 sec): 3 clusters Score: Raw -108147.444634 + Penalty 86.970228 = -108060.474406 nChanged 56 SP:Iteration 11Q (22.854986 sec): 3 clusters Score: Raw -108191.259953 + Penalty 87.050945 = -108104.209008 nChanged 44 SP:Iteration 12Q (22.859693 sec): 3 clusters Score: Raw -108226.445588 + Penalty 87.128553 = -108139.317034 nChanged 28 SP:Iteration 13Q (22.864470 sec): 3 clusters Score: Raw -108245.112542 + Penalty 87.329541 = -108157.783002 nChanged 17 SP:Iteration 14Q (22.869222 sec): 3 clusters Score: Raw -108257.454805 + Penalty 88.019473 = -108169.435332 nChanged 15 SP:Iteration 15Q (22.874270 sec): 3 clusters Score: Raw -108269.537833 + Penalty 89.307843 = -108180.229990 nChanged 11 SP:Iteration 16Q (22.878862 sec): 3 clusters Score: Raw -108280.219823 + Penalty 90.815456 = -108189.404367 nChanged 6 SP:Iteration 17Q (22.883445 sec): 3 clusters Score: Raw -108287.306355 + Penalty 91.612759 = -108195.693596 nChanged 3 SP:Iteration 18Q (22.888028 sec): 3 clusters Score: Raw -108291.611199 + Penalty 93.642931 = -108197.968268 nChanged 3 SP:Iteration 19Q (22.892846 sec): 3 clusters Score: Raw -108294.824258 + Penalty 95.964877 = -108198.859381 nChanged 2 SP:Iteration 20F (22.898113 sec): 3 clusters Score: Raw -108297.490377 + Penalty 95.964877 = -108201.525500 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 4 (1909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.909057 sec): 2 clusters Score: Raw -83265.505031 + Penalty 363.651993 = -82901.853038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.912620 sec): 3 clusters Score: Raw -82109.832784 + Penalty 747.316446 = -81362.516338 nChanged 840 SP:Iteration 1F (22.916072 sec): 3 clusters Score: Raw -82827.842633 + Penalty 793.676895 = -82034.165737 nChanged 280 SP:Iteration 2F (22.919689 sec): 3 clusters Score: Raw -83089.548784 + Penalty 845.378764 = -82244.170020 nChanged 165 SP:Iteration 3F (22.923245 sec): 3 clusters Score: Raw -83209.717787 + Penalty 885.424962 = -82324.292824 nChanged 91 SP:Iteration 4Q (22.926708 sec): 3 clusters Score: Raw -83266.848017 + Penalty 916.573987 = -82350.274030 nChanged 47 SP:Iteration 5Q (22.930138 sec): 3 clusters Score: Raw -83307.388458 + Penalty 937.229819 = -82370.158639 nChanged 37 SP:Iteration 6Q (22.933543 sec): 3 clusters Score: Raw -83334.028448 + Penalty 951.324659 = -82382.703789 nChanged 23 SP:Iteration 7Q (22.936849 sec): 3 clusters Score: Raw -83343.761072 + Penalty 967.654466 = -82376.106607 nChanged 26 SP:Iteration 8F (22.940280 sec): 3 clusters Score: Raw -83358.715027 + Penalty 982.010695 = -82376.704332 nChanged 18 SP:Iteration 9Q (22.943464 sec): 3 clusters Score: Raw -83362.341293 + Penalty 994.203330 = -82368.137963 nChanged 9 SP:Iteration 10F (22.946902 sec): 3 clusters Score: Raw -83369.041610 + Penalty 1001.095478 = -82367.946132 nChanged 9 SP:Iteration 11F (22.950457 sec): 3 clusters Score: Raw -83370.585030 + Penalty 1006.255209 = -82364.329820 nChanged 4 SP:Iteration 12F (22.953976 sec): 3 clusters Score: Raw -83376.367577 + Penalty 1010.296194 = -82366.071383 nChanged 3 SP:Iteration 13Q (22.956965 sec): 3 clusters Score: Raw -83377.168140 + Penalty 1012.669052 = -82364.499088 nChanged 2 SP:Iteration 14F (22.960397 sec): 3 clusters Score: Raw -83378.076224 + Penalty 1014.478445 = -82363.597778 nChanged 4 SP:Iteration 15F (22.963825 sec): 3 clusters Score: Raw -83377.817079 + Penalty 1015.299710 = -82362.517369 nChanged 2 SP:Iteration 16F (22.967295 sec): 3 clusters Score: Raw -83377.693960 + Penalty 1018.656738 = -82359.037223 nChanged 6 SP:Iteration 17F (22.970859 sec): 3 clusters Score: Raw -83377.712063 + Penalty 1019.513541 = -82358.198522 nChanged 4 SP:Iteration 18F (22.974331 sec): 3 clusters Score: Raw -83376.977093 + Penalty 1027.052107 = -82349.924985 nChanged 7 SP:Iteration 19F (22.977886 sec): 3 clusters Score: Raw -83377.284057 + Penalty 1041.954025 = -82335.330032 nChanged 10 SP:Iteration 20F (22.981412 sec): 3 clusters Score: Raw -83378.969348 + Penalty 1054.124598 = -82324.844750 nChanged 11 SP:Iteration 21F (22.984847 sec): 3 clusters Score: Raw -83379.654941 + Penalty 1070.582171 = -82309.072770 nChanged 14 SP:Iteration 22F (22.988331 sec): 3 clusters Score: Raw -83383.044834 + Penalty 1080.265011 = -82302.779823 nChanged 12 SP:Iteration 23F (22.991777 sec): 3 clusters Score: Raw -83382.963780 + Penalty 1080.386219 = -82302.577561 nChanged 7 SP:Iteration 24F (22.995245 sec): 3 clusters Score: Raw -83381.441859 + Penalty 1085.586744 = -82295.855114 nChanged 4 SP:Iteration 25F (22.998674 sec): 3 clusters Score: Raw -83381.470416 + Penalty 1088.467043 = -82293.003372 nChanged 1 SP:Iteration 26F (23.002102 sec): 3 clusters Score: Raw -83381.075516 + Penalty 1088.467043 = -82292.608472 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 5 (559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.005822 sec): 2 clusters Score: Raw -27749.485730 + Penalty 605.031226 = -27144.454504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.007022 sec): 3 clusters Score: Raw -27377.048237 + Penalty 1212.558739 = -26164.489497 nChanged 195 SP:Iteration 1F (23.008189 sec): 3 clusters Score: Raw -27556.453542 + Penalty 1228.474933 = -26327.978609 nChanged 98 SP:Iteration 2F (23.009355 sec): 3 clusters Score: Raw -27682.834749 + Penalty 1276.294748 = -26406.540001 nChanged 53 SP:Iteration 3F (23.010520 sec): 3 clusters Score: Raw -27750.404124 + Penalty 1348.644984 = -26401.759140 nChanged 31 SP:Iteration 4F (23.011684 sec): 3 clusters Score: Raw -27808.900890 + Penalty 1482.752642 = -26326.148247 nChanged 23 SP:Iteration 5F (23.012868 sec): 3 clusters Score: Raw -27865.218125 + Penalty 1523.305917 = -26341.912208 nChanged 4 SP:Iteration 6Q (23.013811 sec): 3 clusters Score: Raw -27882.229173 + Penalty 1536.866528 = -26345.362645 nChanged 1 SP:Iteration 7Q (23.014773 sec): 3 clusters Score: Raw -27894.049642 + Penalty 1545.589559 = -26348.460083 nChanged 1 SP:Iteration 8Q (23.015731 sec): 3 clusters Score: Raw -27899.819010 + Penalty 1545.589559 = -26354.229451 nChanged 0 SP:Iteration 9F (23.016916 sec): 3 clusters Score: Raw -27899.819010 + Penalty 1545.589559 = -26354.229451 nChanged 0 Memory request: 0.02 GB would take us to total of 0.21 GB. Trying to split cluster 6 (2799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.026448 sec): 2 clusters Score: Raw -124014.374604 + Penalty 260.363930 = -123754.010674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.031789 sec): 3 clusters Score: Raw -122106.672253 + Penalty 531.612871 = -121575.059382 nChanged 1259 SP:Iteration 1F (23.036930 sec): 3 clusters Score: Raw -122956.027126 + Penalty 557.829812 = -122398.197313 nChanged 491 SP:Iteration 2F (23.041886 sec): 3 clusters Score: Raw -123640.133318 + Penalty 585.765130 = -123054.368188 nChanged 388 SP:Iteration 3F (23.046878 sec): 3 clusters Score: Raw -124049.632881 + Penalty 603.779481 = -123445.853400 nChanged 198 SP:Iteration 4F (23.051825 sec): 3 clusters Score: Raw -124186.158967 + Penalty 596.640912 = -123589.518055 nChanged 101 SP:Iteration 5Q (23.056782 sec): 3 clusters Score: Raw -124235.132274 + Penalty 605.057275 = -123630.074999 nChanged 50 SP:Iteration 6Q (23.061838 sec): 3 clusters Score: Raw -124246.592717 + Penalty 626.220951 = -123620.371765 nChanged 35 SP:Iteration 7F (23.066856 sec): 3 clusters Score: Raw -124250.360956 + Penalty 642.352526 = -123608.008430 nChanged 30 SP:Iteration 8F (23.071805 sec): 3 clusters Score: Raw -124253.794313 + Penalty 645.979365 = -123607.814948 nChanged 14 SP:Iteration 9F (23.076780 sec): 3 clusters Score: Raw -124249.860548 + Penalty 648.226832 = -123601.633716 nChanged 9 SP:Iteration 10F (23.081752 sec): 3 clusters Score: Raw -124248.815232 + Penalty 653.745457 = -123595.069775 nChanged 6 SP:Iteration 11F (23.086692 sec): 3 clusters Score: Raw -124245.587808 + Penalty 659.718378 = -123585.869430 nChanged 3 SP:Iteration 12F (23.091833 sec): 3 clusters Score: Raw -124244.641815 + Penalty 661.358679 = -123583.283136 nChanged 6 SP:Iteration 13F (23.096828 sec): 3 clusters Score: Raw -124241.713794 + Penalty 655.431060 = -123586.282734 nChanged 3 SP:Iteration 14Q (23.100943 sec): 3 clusters Score: Raw -124239.706648 + Penalty 656.628737 = -123583.077910 nChanged 1 SP:Iteration 15F (23.105898 sec): 3 clusters Score: Raw -124239.175050 + Penalty 660.265971 = -123578.909079 nChanged 1 SP:Iteration 16F (23.110866 sec): 3 clusters Score: Raw -124238.236963 + Penalty 660.265971 = -123577.970992 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 7 (1920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.121843 sec): 2 clusters Score: Raw -96174.003494 + Penalty 526.086353 = -95647.917140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.125411 sec): 3 clusters Score: Raw -94903.785612 + Penalty 1059.286517 = -93844.499094 nChanged 778 SP:Iteration 1F (23.128927 sec): 3 clusters Score: Raw -95524.660285 + Penalty 1087.866777 = -94436.793507 nChanged 297 SP:Iteration 2F (23.132431 sec): 3 clusters Score: Raw -95925.415321 + Penalty 1123.944494 = -94801.470827 nChanged 221 SP:Iteration 3F (23.135991 sec): 3 clusters Score: Raw -96188.179981 + Penalty 1142.749803 = -95045.430178 nChanged 128 SP:Iteration 4F (23.139482 sec): 3 clusters Score: Raw -96276.769180 + Penalty 1153.389150 = -95123.380030 nChanged 65 SP:Iteration 5Q (23.142907 sec): 3 clusters Score: Raw -96307.196877 + Penalty 1160.233160 = -95146.963716 nChanged 39 SP:Iteration 6Q (23.146247 sec): 3 clusters Score: Raw -96326.104083 + Penalty 1164.823967 = -95161.280116 nChanged 37 SP:Iteration 7Q (23.149588 sec): 3 clusters Score: Raw -96351.847856 + Penalty 1172.076089 = -95179.771768 nChanged 40 SP:Iteration 8Q (23.152854 sec): 3 clusters Score: Raw -96389.104456 + Penalty 1176.821111 = -95212.283345 nChanged 34 SP:Iteration 9Q (23.156259 sec): 3 clusters Score: Raw -96451.101379 + Penalty 1180.526032 = -95270.575348 nChanged 27 SP:Iteration 10F (23.159753 sec): 3 clusters Score: Raw -96489.347213 + Penalty 1181.128652 = -95308.218561 nChanged 15 SP:Iteration 11Q (23.162663 sec): 3 clusters Score: Raw -96500.370968 + Penalty 1185.497744 = -95314.873224 nChanged 14 SP:Iteration 12Q (23.165525 sec): 3 clusters Score: Raw -96504.867803 + Penalty 1189.027662 = -95315.840140 nChanged 5 SP:Iteration 13Q (23.168371 sec): 3 clusters Score: Raw -96504.103036 + Penalty 1190.432778 = -95313.670258 nChanged 7 SP:Iteration 14F (23.171819 sec): 3 clusters Score: Raw -96504.821572 + Penalty 1191.957850 = -95312.863722 nChanged 3 SP:Iteration 15F (23.175267 sec): 3 clusters Score: Raw -96503.531268 + Penalty 1193.399921 = -95310.131346 nChanged 2 SP:Iteration 16F (23.178717 sec): 3 clusters Score: Raw -96502.934700 + Penalty 1194.878155 = -95308.056545 nChanged 2 SP:Iteration 17F (23.182163 sec): 3 clusters Score: Raw -96502.243994 + Penalty 1194.878155 = -95307.365840 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 8 (456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.186051 sec): 2 clusters Score: Raw -18409.097697 + Penalty 176.684801 = -18232.412896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.187069 sec): 3 clusters Score: Raw -18130.261927 + Penalty 350.922150 = -17779.339777 nChanged 189 SP:Iteration 1F (23.188057 sec): 3 clusters Score: Raw -18265.702540 + Penalty 332.699687 = -17933.002853 nChanged 72 SP:Iteration 2F (23.189042 sec): 3 clusters Score: Raw -18333.719110 + Penalty 339.354832 = -17994.364278 nChanged 38 SP:Iteration 3F (23.190028 sec): 3 clusters Score: Raw -18371.881673 + Penalty 352.080569 = -18019.801104 nChanged 16 SP:Iteration 4Q (23.191009 sec): 3 clusters Score: Raw -18387.522762 + Penalty 398.926122 = -17988.596641 nChanged 12 SP:Iteration 5F (23.192013 sec): 3 clusters Score: Raw -18402.060139 + Penalty 461.212885 = -17940.847255 nChanged 6 SP:Iteration 6F (23.192997 sec): 3 clusters Score: Raw -18412.351461 + Penalty 486.467926 = -17925.883535 nChanged 1 SP:Iteration 7F (23.194066 sec): 3 clusters Score: Raw -18413.138264 + Penalty 486.467926 = -17926.670338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 10 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.194682 sec): 2 clusters Score: Raw -2070.849856 + Penalty 22.626685 = -2048.223171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.194935 sec): 3 clusters Score: Raw -2042.668083 + Penalty 44.562201 = -1998.105882 nChanged 19 SP:Iteration 1F (23.195191 sec): 3 clusters Score: Raw -2056.780081 + Penalty 44.717065 = -2012.063016 nChanged 5 SP:Iteration 2F (23.195437 sec): 3 clusters Score: Raw -2061.302518 + Penalty 45.251710 = -2016.050808 nChanged 4 SP:Iteration 3F (23.195682 sec): 3 clusters Score: Raw -2066.444884 + Penalty 45.984344 = -2020.460540 nChanged 2 SP:Iteration 4Q (23.195927 sec): 3 clusters Score: Raw -2067.265665 + Penalty 46.294456 = -2020.971209 nChanged 1 SP:Iteration 5Q (23.196170 sec): 3 clusters Score: Raw -2067.592995 + Penalty 46.294456 = -2021.298540 nChanged 0 SP:Iteration 6F (23.196414 sec): 3 clusters Score: Raw -2067.592995 + Penalty 46.294456 = -2021.298540 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 11 (600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.199471 sec): 2 clusters Score: Raw -34755.316394 + Penalty 969.883937 = -33785.432457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.200714 sec): 3 clusters Score: Raw -34320.023262 + Penalty 1945.456708 = -32374.566554 nChanged 178 SP:Iteration 1F (23.201988 sec): 3 clusters Score: Raw -34662.466102 + Penalty 1963.798763 = -32698.667339 nChanged 77 SP:Iteration 2F (23.203235 sec): 3 clusters Score: Raw -34793.576305 + Penalty 1969.463503 = -32824.112802 nChanged 24 SP:Iteration 3Q (23.204380 sec): 3 clusters Score: Raw -34815.497272 + Penalty 1971.808081 = -32843.689190 nChanged 12 SP:Iteration 4Q (23.205495 sec): 3 clusters Score: Raw -34837.171970 + Penalty 1974.090987 = -32863.080983 nChanged 12 SP:Iteration 5Q (23.206591 sec): 3 clusters Score: Raw -34852.038193 + Penalty 1973.331078 = -32878.707115 nChanged 8 SP:Iteration 6Q (23.207672 sec): 3 clusters Score: Raw -34858.117512 + Penalty 1976.195426 = -32881.922086 nChanged 6 SP:Iteration 7Q (23.208754 sec): 3 clusters Score: Raw -34860.353770 + Penalty 1982.523043 = -32877.830727 nChanged 8 SP:Iteration 8F (23.209991 sec): 3 clusters Score: Raw -34869.755652 + Penalty 1985.071109 = -32884.684543 nChanged 6 SP:Iteration 9Q (23.211054 sec): 3 clusters Score: Raw -34874.178230 + Penalty 1984.743329 = -32889.434902 nChanged 3 SP:Iteration 10F (23.212290 sec): 3 clusters Score: Raw -34871.860998 + Penalty 1984.610425 = -32887.250573 nChanged 1 SP:Iteration 11F (23.213527 sec): 3 clusters Score: Raw -34871.076906 + Penalty 1984.610425 = -32886.466482 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 13 (614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.216684 sec): 2 clusters Score: Raw -24672.935544 + Penalty 291.707070 = -24381.228474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.217954 sec): 3 clusters Score: Raw -24330.294968 + Penalty 612.460294 = -23717.834675 nChanged 242 SP:Iteration 1F (23.219229 sec): 3 clusters Score: Raw -24531.929861 + Penalty 645.345526 = -23886.584334 nChanged 79 SP:Iteration 2F (23.220493 sec): 3 clusters Score: Raw -24598.695899 + Penalty 680.105669 = -23918.590230 nChanged 44 SP:Iteration 3F (23.221754 sec): 3 clusters Score: Raw -24641.114631 + Penalty 702.581570 = -23938.533060 nChanged 20 SP:Iteration 4Q (23.222975 sec): 3 clusters Score: Raw -24654.514716 + Penalty 721.718995 = -23932.795721 nChanged 15 SP:Iteration 5F (23.224243 sec): 3 clusters Score: Raw -24668.059517 + Penalty 757.139507 = -23910.920010 nChanged 21 SP:Iteration 6F (23.225525 sec): 3 clusters Score: Raw -24688.041556 + Penalty 785.701124 = -23902.340432 nChanged 18 SP:Iteration 7F (23.226819 sec): 3 clusters Score: Raw -24705.085140 + Penalty 810.003382 = -23895.081758 nChanged 16 SP:Iteration 8F (23.228088 sec): 3 clusters Score: Raw -24719.820580 + Penalty 815.540014 = -23904.280566 nChanged 9 SP:Iteration 9Q (23.229199 sec): 3 clusters Score: Raw -24726.686104 + Penalty 820.443116 = -23906.242988 nChanged 5 SP:Iteration 10F (23.230484 sec): 3 clusters Score: Raw -24729.491902 + Penalty 830.040523 = -23899.451380 nChanged 2 SP:Iteration 11F (23.231744 sec): 3 clusters Score: Raw -24730.316063 + Penalty 830.040523 = -23900.275540 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 16 (1444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.237432 sec): 2 clusters Score: Raw -63841.068781 + Penalty 417.741787 = -63423.326994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.240152 sec): 3 clusters Score: Raw -62923.298224 + Penalty 835.263855 = -62088.034369 nChanged 608 SP:Iteration 1F (23.242813 sec): 3 clusters Score: Raw -63250.834182 + Penalty 834.794917 = -62416.039265 nChanged 180 SP:Iteration 2F (23.245490 sec): 3 clusters Score: Raw -63340.723172 + Penalty 834.435736 = -62506.287436 nChanged 107 SP:Iteration 3F (23.248150 sec): 3 clusters Score: Raw -63392.502328 + Penalty 833.944987 = -62558.557341 nChanged 75 SP:Iteration 4F (23.250858 sec): 3 clusters Score: Raw -63424.122047 + Penalty 833.420486 = -62590.701562 nChanged 72 SP:Iteration 5Q (23.253527 sec): 3 clusters Score: Raw -63456.993061 + Penalty 834.376328 = -62622.616733 nChanged 60 SP:Iteration 6Q (23.256197 sec): 3 clusters Score: Raw -63501.544965 + Penalty 840.046261 = -62661.498705 nChanged 73 SP:Iteration 7F (23.258862 sec): 3 clusters Score: Raw -63565.584260 + Penalty 854.097765 = -62711.486495 nChanged 81 SP:Iteration 8F (23.261525 sec): 3 clusters Score: Raw -63630.408392 + Penalty 884.267646 = -62746.140746 nChanged 100 SP:Iteration 9F (23.264176 sec): 3 clusters Score: Raw -63724.671880 + Penalty 942.688561 = -62781.983319 nChanged 104 SP:Iteration 10F (23.266855 sec): 3 clusters Score: Raw -63861.889438 + Penalty 1062.875500 = -62799.013939 nChanged 99 SP:Iteration 11F (23.269506 sec): 3 clusters Score: Raw -64010.817167 + Penalty 1135.338081 = -62875.479086 nChanged 43 SP:Iteration 12Q (23.271972 sec): 3 clusters Score: Raw -64062.259842 + Penalty 1154.244956 = -62908.014885 nChanged 15 SP:Iteration 13Q (23.274274 sec): 3 clusters Score: Raw -64078.962448 + Penalty 1158.586823 = -62920.375626 nChanged 13 SP:Iteration 14Q (23.276570 sec): 3 clusters Score: Raw -64096.894134 + Penalty 1159.726209 = -62937.167925 nChanged 14 SP:Iteration 15Q (23.278848 sec): 3 clusters Score: Raw -64109.209735 + Penalty 1165.747093 = -62943.462643 nChanged 11 SP:Iteration 16Q (23.281131 sec): 3 clusters Score: Raw -64116.995546 + Penalty 1168.780434 = -62948.215112 nChanged 6 SP:Iteration 17Q (23.283405 sec): 3 clusters Score: Raw -64119.895166 + Penalty 1168.299993 = -62951.595173 nChanged 1 SP:Iteration 18Q (23.285677 sec): 3 clusters Score: Raw -64120.681595 + Penalty 1168.299993 = -62952.381602 nChanged 0 SP:Iteration 19F (23.288324 sec): 3 clusters Score: Raw -64120.681595 + Penalty 1168.299993 = -62952.381602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 19 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.290942 sec): 2 clusters Score: Raw -16946.241071 + Penalty 337.135586 = -16609.105485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.291883 sec): 3 clusters Score: Raw -16708.302098 + Penalty 688.277467 = -16020.024631 nChanged 149 SP:Iteration 1F (23.292810 sec): 3 clusters Score: Raw -16791.389054 + Penalty 722.616762 = -16068.772292 nChanged 65 SP:Iteration 2F (23.293733 sec): 3 clusters Score: Raw -16865.784539 + Penalty 791.744164 = -16074.040375 nChanged 50 SP:Iteration 3F (23.294654 sec): 3 clusters Score: Raw -16930.968071 + Penalty 855.936842 = -16075.031229 nChanged 22 SP:Iteration 4F (23.295613 sec): 3 clusters Score: Raw -16959.651148 + Penalty 898.792132 = -16060.859017 nChanged 15 SP:Iteration 5F (23.296536 sec): 3 clusters Score: Raw -16977.172528 + Penalty 920.337701 = -16056.834827 nChanged 5 SP:Iteration 6F (23.297458 sec): 3 clusters Score: Raw -16984.065092 + Penalty 929.759927 = -16054.305165 nChanged 3 SP:Iteration 7F (23.298379 sec): 3 clusters Score: Raw -16988.340558 + Penalty 931.636140 = -16056.704418 nChanged 1 SP:Iteration 8Q (23.299198 sec): 3 clusters Score: Raw -16989.133859 + Penalty 931.636140 = -16057.497719 nChanged 0 SP:Iteration 9F (23.300123 sec): 3 clusters Score: Raw -16989.133859 + Penalty 931.636140 = -16057.497719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 22 (360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.301506 sec): 2 clusters Score: Raw -19099.525326 + Penalty 692.582960 = -18406.942365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.302341 sec): 3 clusters Score: Raw -18782.011016 + Penalty 1402.562525 = -17379.448491 nChanged 117 SP:Iteration 1F (23.303161 sec): 3 clusters Score: Raw -18990.518430 + Penalty 1449.453684 = -17541.064747 nChanged 51 SP:Iteration 2F (23.303981 sec): 3 clusters Score: Raw -19074.937761 + Penalty 1456.959800 = -17617.977961 nChanged 19 SP:Iteration 3F (23.304799 sec): 3 clusters Score: Raw -19101.845831 + Penalty 1449.379351 = -17652.466480 nChanged 15 SP:Iteration 4Q (23.305516 sec): 3 clusters Score: Raw -19118.580948 + Penalty 1422.433545 = -17696.147403 nChanged 9 SP:Iteration 5Q (23.306204 sec): 3 clusters Score: Raw -19136.810531 + Penalty 1393.102703 = -17743.707828 nChanged 4 SP:Iteration 6Q (23.306877 sec): 3 clusters Score: Raw -19140.651701 + Penalty 1375.363210 = -17765.288491 nChanged 1 SP:Iteration 7Q (23.307550 sec): 3 clusters Score: Raw -19140.623504 + Penalty 1375.363210 = -17765.260295 nChanged 0 SP:Iteration 8F (23.308367 sec): 3 clusters Score: Raw -19140.623504 + Penalty 1375.363210 = -17765.260295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 23 (510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.310173 sec): 2 clusters Score: Raw -26833.542214 + Penalty 827.974863 = -26005.567350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.311275 sec): 3 clusters Score: Raw -26403.848461 + Penalty 1659.832699 = -24744.015761 nChanged 151 SP:Iteration 1F (23.312380 sec): 3 clusters Score: Raw -26618.270570 + Penalty 1674.627370 = -24943.643201 nChanged 78 SP:Iteration 2F (23.313467 sec): 3 clusters Score: Raw -26798.513348 + Penalty 1684.675062 = -25113.838286 nChanged 44 SP:Iteration 3F (23.314551 sec): 3 clusters Score: Raw -26882.448550 + Penalty 1697.412384 = -25185.036166 nChanged 24 SP:Iteration 4Q (23.315560 sec): 3 clusters Score: Raw -26920.524030 + Penalty 1704.256824 = -25216.267207 nChanged 9 SP:Iteration 5Q (23.316541 sec): 3 clusters Score: Raw -26927.946663 + Penalty 1708.109375 = -25219.837288 nChanged 5 SP:Iteration 6Q (23.317525 sec): 3 clusters Score: Raw -26932.111197 + Penalty 1710.339750 = -25221.771447 nChanged 5 SP:Iteration 7Q (23.318492 sec): 3 clusters Score: Raw -26938.562410 + Penalty 1711.580444 = -25226.981966 nChanged 3 SP:Iteration 8Q (23.319454 sec): 3 clusters Score: Raw -26942.453807 + Penalty 1712.819733 = -25229.634073 nChanged 2 SP:Iteration 9Q (23.320405 sec): 3 clusters Score: Raw -26947.758491 + Penalty 1713.313186 = -25234.445305 nChanged 3 SP:Iteration 10F (23.321486 sec): 3 clusters Score: Raw -26951.676541 + Penalty 1714.969155 = -25236.707386 nChanged 3 SP:Iteration 11Q (23.322428 sec): 3 clusters Score: Raw -26960.293450 + Penalty 1716.169894 = -25244.123556 nChanged 2 SP:Iteration 12Q (23.323365 sec): 3 clusters Score: Raw -26963.304961 + Penalty 1716.744699 = -25246.560262 nChanged 2 SP:Iteration 13Q (23.324296 sec): 3 clusters Score: Raw -26967.068265 + Penalty 1716.796284 = -25250.271981 nChanged 1 SP:Iteration 14Q (23.325256 sec): 3 clusters Score: Raw -26968.016530 + Penalty 1717.243758 = -25250.772772 nChanged 2 SP:Iteration 15Q (23.326182 sec): 3 clusters Score: Raw -26969.510866 + Penalty 1717.182499 = -25252.328367 nChanged 2 SP:Iteration 16Q (23.327108 sec): 3 clusters Score: Raw -26970.262492 + Penalty 1717.649308 = -25252.613184 nChanged 2 SP:Iteration 17Q (23.328028 sec): 3 clusters Score: Raw -26976.997639 + Penalty 1718.972731 = -25258.024908 nChanged 2 SP:Iteration 18Q (23.328949 sec): 3 clusters Score: Raw -26979.900878 + Penalty 1718.943549 = -25260.957329 nChanged 3 SP:Iteration 19Q (23.329868 sec): 3 clusters Score: Raw -26979.891794 + Penalty 1718.943549 = -25260.948245 nChanged 0 SP:Iteration 20F (23.330947 sec): 3 clusters Score: Raw -26979.891794 + Penalty 1718.943549 = -25260.948245 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 28 (556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.332879 sec): 2 clusters Score: Raw -24023.620958 + Penalty 674.235384 = -23349.385574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.334058 sec): 3 clusters Score: Raw -23622.877831 + Penalty 1343.682184 = -22279.195647 nChanged 181 SP:Iteration 1F (23.335229 sec): 3 clusters Score: Raw -23924.330058 + Penalty 1339.232461 = -22585.097597 nChanged 87 SP:Iteration 2F (23.336407 sec): 3 clusters Score: Raw -24081.956951 + Penalty 1341.921147 = -22740.035804 nChanged 37 SP:Iteration 3F (23.337591 sec): 3 clusters Score: Raw -24130.186570 + Penalty 1348.727024 = -22781.459546 nChanged 20 SP:Iteration 4Q (23.338672 sec): 3 clusters Score: Raw -24157.471216 + Penalty 1348.595485 = -22808.875731 nChanged 13 SP:Iteration 5Q (23.339734 sec): 3 clusters Score: Raw -24171.700654 + Penalty 1349.955615 = -22821.745039 nChanged 5 SP:Iteration 6Q (23.340781 sec): 3 clusters Score: Raw -24182.422881 + Penalty 1348.616562 = -22833.806319 nChanged 5 SP:Iteration 7Q (23.341822 sec): 3 clusters Score: Raw -24189.242036 + Penalty 1347.482827 = -22841.759209 nChanged 4 SP:Iteration 8Q (23.342859 sec): 3 clusters Score: Raw -24196.430505 + Penalty 1348.544548 = -22847.885957 nChanged 2 SP:Iteration 9Q (23.343892 sec): 3 clusters Score: Raw -24197.643117 + Penalty 1350.398669 = -22847.244448 nChanged 1 SP:Iteration 10F (23.345054 sec): 3 clusters Score: Raw -24202.195236 + Penalty 1352.506303 = -22849.688934 nChanged 1 SP:Iteration 11Q (23.346091 sec): 3 clusters Score: Raw -24213.080031 + Penalty 1358.321949 = -22854.758083 nChanged 3 SP:Iteration 12Q (23.347123 sec): 3 clusters Score: Raw -24219.217658 + Penalty 1361.299505 = -22857.918153 nChanged 3 SP:Iteration 13Q (23.348197 sec): 3 clusters Score: Raw -24223.018584 + Penalty 1361.079534 = -22861.939050 nChanged 4 SP:Iteration 14Q (23.349230 sec): 3 clusters Score: Raw -24226.980164 + Penalty 1360.026839 = -22866.953325 nChanged 3 SP:Iteration 15Q (23.350259 sec): 3 clusters Score: Raw -24230.218626 + Penalty 1360.026839 = -22870.191787 nChanged 0 SP:Iteration 16F (23.351442 sec): 3 clusters Score: Raw -24230.218626 + Penalty 1360.026839 = -22870.191787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 30 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.352088 sec): 2 clusters Score: Raw -1704.800465 + Penalty 29.383529 = -1675.416936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.352383 sec): 3 clusters Score: Raw -1683.611897 + Penalty 55.029425 = -1628.582472 nChanged 19 SP:Iteration 1F (23.352680 sec): 3 clusters Score: Raw -1698.819664 + Penalty 55.408777 = -1643.410888 nChanged 2 SP:Iteration 2Q (23.352973 sec): 3 clusters Score: Raw -1703.745229 + Penalty 55.741346 = -1648.003883 nChanged 1 SP:Iteration 3Q (23.353262 sec): 3 clusters Score: Raw -1706.080942 + Penalty 55.741346 = -1650.339596 nChanged 0 SP:Iteration 4F (23.353558 sec): 3 clusters Score: Raw -1706.080942 + Penalty 55.741346 = -1650.339596 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 44 (793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.357741 sec): 2 clusters Score: Raw -33842.617572 + Penalty 435.065336 = -33407.552236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.359363 sec): 3 clusters Score: Raw -33379.514571 + Penalty 867.223999 = -32512.290573 nChanged 344 SP:Iteration 1F (23.360940 sec): 3 clusters Score: Raw -33584.342969 + Penalty 863.668139 = -32720.674830 nChanged 92 SP:Iteration 2F (23.362508 sec): 3 clusters Score: Raw -33658.907675 + Penalty 856.603258 = -32802.304417 nChanged 59 SP:Iteration 3F (23.364053 sec): 3 clusters Score: Raw -33745.176492 + Penalty 849.022142 = -32896.154350 nChanged 58 SP:Iteration 4F (23.365600 sec): 3 clusters Score: Raw -33809.388837 + Penalty 844.147889 = -32965.240948 nChanged 35 SP:Iteration 5Q (23.367086 sec): 3 clusters Score: Raw -33831.102128 + Penalty 842.891396 = -32988.210732 nChanged 24 SP:Iteration 6Q (23.368566 sec): 3 clusters Score: Raw -33844.301892 + Penalty 842.398836 = -33001.903056 nChanged 18 SP:Iteration 7Q (23.370084 sec): 3 clusters Score: Raw -33855.374476 + Penalty 842.309451 = -33013.065026 nChanged 18 SP:Iteration 8Q (23.371579 sec): 3 clusters Score: Raw -33862.736988 + Penalty 843.031737 = -33019.705251 nChanged 13 SP:Iteration 9Q (23.373050 sec): 3 clusters Score: Raw -33867.580457 + Penalty 843.265270 = -33024.315188 nChanged 11 SP:Iteration 10F (23.374589 sec): 3 clusters Score: Raw -33870.340363 + Penalty 843.331290 = -33027.009074 nChanged 6 SP:Iteration 11Q (23.376068 sec): 3 clusters Score: Raw -33871.402228 + Penalty 844.371082 = -33027.031146 nChanged 4 SP:Iteration 12Q (23.377540 sec): 3 clusters Score: Raw -33872.087269 + Penalty 844.577634 = -33027.509634 nChanged 1 SP:Iteration 13Q (23.379016 sec): 3 clusters Score: Raw -33872.131148 + Penalty 844.839371 = -33027.291777 nChanged 1 SP:Iteration 14F (23.380556 sec): 3 clusters Score: Raw -33872.472588 + Penalty 845.345323 = -33027.127264 nChanged 1 SP:Iteration 15F (23.382094 sec): 3 clusters Score: Raw -33872.527783 + Penalty 845.345323 = -33027.182460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 88 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.385100 sec): 2 clusters Score: Raw -4219.303367 + Penalty 326.995092 = -3892.308275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.385557 sec): 3 clusters Score: Raw -4196.960340 + Penalty 652.406267 = -3544.554073 nChanged 27 SP:Iteration 1F (23.385995 sec): 3 clusters Score: Raw -4244.857876 + Penalty 654.581918 = -3590.275958 nChanged 11 SP:Iteration 2F (23.386431 sec): 3 clusters Score: Raw -4267.132019 + Penalty 661.133551 = -3605.998468 nChanged 12 SP:Iteration 3F (23.386865 sec): 3 clusters Score: Raw -4287.663304 + Penalty 663.262240 = -3624.401064 nChanged 2 SP:Iteration 4Q (23.387284 sec): 3 clusters Score: Raw -4290.652707 + Penalty 663.262240 = -3627.390467 nChanged 0 SP:Iteration 5F (23.387717 sec): 3 clusters Score: Raw -4290.652707 + Penalty 663.262240 = -3627.390467 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 93 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.388462 sec): 2 clusters Score: Raw -3946.089539 + Penalty 268.381557 = -3677.707982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.388871 sec): 3 clusters Score: Raw -3908.699007 + Penalty 536.141296 = -3372.557710 nChanged 26 SP:Iteration 1F (23.389271 sec): 3 clusters Score: Raw -3929.357644 + Penalty 556.435450 = -3372.922194 nChanged 11 SP:Iteration 2F (23.389672 sec): 3 clusters Score: Raw -3945.422349 + Penalty 582.835387 = -3362.586962 nChanged 6 SP:Iteration 3F (23.390072 sec): 3 clusters Score: Raw -3959.228036 + Penalty 611.638218 = -3347.589818 nChanged 6 SP:Iteration 4F (23.390475 sec): 3 clusters Score: Raw -3976.173674 + Penalty 626.151654 = -3350.022020 nChanged 2 SP:Iteration 5Q (23.390915 sec): 3 clusters Score: Raw -3985.672000 + Penalty 629.834365 = -3355.837635 nChanged 3 SP:Iteration 6Q (23.391302 sec): 3 clusters Score: Raw -3987.641767 + Penalty 630.557197 = -3357.084570 nChanged 1 SP:Iteration 7Q (23.391687 sec): 3 clusters Score: Raw -3988.858670 + Penalty 630.557197 = -3358.301473 nChanged 0 SP:Iteration 8F (23.392090 sec): 3 clusters Score: Raw -3988.858670 + Penalty 630.557197 = -3358.301473 nChanged 0 Time taken for this iteration:22.837334 seconds. 300->20 Clusters: Score -784029.180480, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 116 (time per iteration =201.873043 ms) Total iterations: 883 (time per iteration =26.520128 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 1979713125.000000 (time per metric unit =11.828619ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 49492828125.000000 (time per metric unit=473.144774ps) That took 23.417273 seconds. FileBase PeterP-2014-03-27_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 0.26 and 0.39 GB of RAM. Memory request: 0.13 GB would take us to total of 0.13 GB. ---------------------------------------------------------- Loaded 28233 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 28233 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 75 (1 points): Lose 4.910577 but Gain 1650.568899 Iteration 0F (2.380416 sec): 122 clusters Score: Raw -1318629.508398 + Penalty 99273.890008 = -1219355.618390 nChanged 2204 Deleting Class 78 (1 points): Lose 12.314573 but Gain 1648.035964 Iteration 1F (3.755927 sec): 106 clusters Score: Raw -1322383.482567 + Penalty 87475.076620 = -1234908.405947 nChanged 708 Deleting Class 87 (3 points): Lose 17.334304 but Gain 1643.542779 Iteration 2Q (3.898247 sec): 96 clusters Score: Raw -1323371.659928 + Penalty 83457.750541 = -1239913.909387 nChanged 338 Deleting Class 51 (3 points): Lose 24.310555 but Gain 1638.029011 Iteration 3Q (4.017791 sec): 92 clusters Score: Raw -1323796.634762 + Penalty 80144.050659 = -1243652.584103 nChanged 158 Deleting Class 25 (7 points): Lose 35.278117 but Gain 1645.433828 Iteration 4Q (4.126216 sec): 89 clusters Score: Raw -1323902.657802 + Penalty 78576.135385 = -1245326.522417 nChanged 58 Deleting Class 35 (5 points): Lose 54.380607 but Gain 1648.356002 Iteration 5Q (4.229319 sec): 88 clusters Score: Raw -1323896.717902 + Penalty 76900.761461 = -1246995.956442 nChanged 30 Deleting Class 38 (9 points): Lose 58.977234 but Gain 1640.698859 Iteration 6Q (4.332140 sec): 87 clusters Score: Raw -1323875.066182 + Penalty 75274.235528 = -1248600.830654 nChanged 21 Deleting Class 49 (2 points): Lose 12.592906 but Gain 1453.482548 Iteration 7Q (4.431966 sec): 86 clusters Score: Raw -1323924.891479 + Penalty 73863.988066 = -1250060.903413 nChanged 12 Deleting Class 61 (4 points): Lose 131.756497 but Gain 1563.199258 Iteration 8Q (4.531274 sec): 85 clusters Score: Raw -1323806.944996 + Penalty 72591.291758 = -1251215.653238 nChanged 10 Deleting Class 110 (1 points): Lose 8.396059 but Gain 1435.534076 Iteration 9Q (4.630906 sec): 84 clusters Score: Raw -1323819.825047 + Penalty 71161.130010 = -1252658.695037 nChanged 3 Deleting Class 86 (1 points): Lose 6.668930 but Gain 1409.258300 Iteration 10F (5.697798 sec): 83 clusters Score: Raw -1323917.512849 + Penalty 69720.970631 = -1254196.542218 nChanged 28 Deleting Class 65 (5 points): Lose 21.126703 but Gain 1419.322142 Iteration 11Q (5.798191 sec): 82 clusters Score: Raw -1323984.351116 + Penalty 68175.825329 = -1255808.525788 nChanged 34 Deleting Class 74 (5 points): Lose 21.366118 but Gain 1370.936665 Iteration 12Q (5.897291 sec): 81 clusters Score: Raw -1324034.000343 + Penalty 66793.352476 = -1257240.647867 nChanged 34 Deleting Class 57 (8 points): Lose 30.670028 but Gain 1369.576684 Iteration 13Q (5.995389 sec): 80 clusters Score: Raw -1324075.317045 + Penalty 65429.477147 = -1258645.839899 nChanged 32 Deleting Class 46 (2 points): Lose 3.517073 but Gain 1321.185221 Iteration 14Q (6.094224 sec): 79 clusters Score: Raw -1324128.826203 + Penalty 64104.678092 = -1260024.148111 nChanged 23 Deleting Class 70 (1 points): Lose 12.000556 but Gain 1321.901996 Iteration 15Q (6.192893 sec): 78 clusters Score: Raw -1324158.884606 + Penalty 62811.429908 = -1261347.454697 nChanged 23 Deleting Class 115 (1 points): Lose 1.084029 but Gain 1307.857966 Iteration 16Q (6.290957 sec): 77 clusters Score: Raw -1324208.705608 + Penalty 61482.362597 = -1262726.343011 nChanged 22 Deleting Class 60 (1 points): Lose 0.322415 but Gain 1296.327126 Iteration 17Q (6.387555 sec): 76 clusters Score: Raw -1324248.712426 + Penalty 60211.900851 = -1264036.811575 nChanged 27 Deleting Class 34 (3 points): Lose 20.971049 but Gain 1281.130213 Iteration 18Q (6.483358 sec): 75 clusters Score: Raw -1324263.821632 + Penalty 58941.236668 = -1265322.584964 nChanged 20 Deleting Class 73 (4 points): Lose 15.166076 but Gain 1254.204154 Iteration 19Q (6.579805 sec): 74 clusters Score: Raw -1324284.191655 + Penalty 57685.973072 = -1266598.218582 nChanged 15 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.26 GB. Compute initial score before splitting: Score: Raw -1324284.191655 + Penalty 57685.973072 = -1266598.218582Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 1 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.680151 sec): 2 clusters Score: Raw -10657.760229 + Penalty 77.061416 = -10580.698813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.680877 sec): 3 clusters Score: Raw -10523.850112 + Penalty 186.879368 = -10336.970744 nChanged 101 SP:Iteration 1F (6.681578 sec): 3 clusters Score: Raw -10680.843225 + Penalty 203.403045 = -10477.440180 nChanged 28 SP:Iteration 2F (6.682260 sec): 3 clusters Score: Raw -10732.681526 + Penalty 200.948489 = -10531.733036 nChanged 4 SP:Iteration 3Q (6.682925 sec): 3 clusters Score: Raw -10735.946973 + Penalty 200.948489 = -10534.998484 nChanged 0 SP:Iteration 4F (6.683604 sec): 3 clusters Score: Raw -10735.946973 + Penalty 200.948489 = -10534.998484 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 2 (586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.686914 sec): 2 clusters Score: Raw -26402.281219 + Penalty 179.404985 = -26222.876234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.688228 sec): 3 clusters Score: Raw -26045.897436 + Penalty 355.281284 = -25690.616152 nChanged 267 SP:Iteration 1F (6.689470 sec): 3 clusters Score: Raw -26211.420217 + Penalty 352.532388 = -25858.887829 nChanged 47 SP:Iteration 2F (6.690722 sec): 3 clusters Score: Raw -26229.176446 + Penalty 351.585621 = -25877.590825 nChanged 30 SP:Iteration 3F (6.692036 sec): 3 clusters Score: Raw -26237.188856 + Penalty 349.436360 = -25887.752496 nChanged 22 SP:Iteration 4Q (6.693284 sec): 3 clusters Score: Raw -26244.196130 + Penalty 348.612742 = -25895.583388 nChanged 24 SP:Iteration 5Q (6.694536 sec): 3 clusters Score: Raw -26255.312235 + Penalty 347.985291 = -25907.326944 nChanged 30 SP:Iteration 6F (6.695791 sec): 3 clusters Score: Raw -26277.816867 + Penalty 341.069094 = -25936.747773 nChanged 35 SP:Iteration 7F (6.697050 sec): 3 clusters Score: Raw -26304.512291 + Penalty 336.203719 = -25968.308572 nChanged 31 SP:Iteration 8F (6.698310 sec): 3 clusters Score: Raw -26331.064668 + Penalty 330.070790 = -26000.993878 nChanged 26 SP:Iteration 9Q (6.699486 sec): 3 clusters Score: Raw -26356.620317 + Penalty 315.182917 = -26041.437400 nChanged 21 SP:Iteration 10F (6.700737 sec): 3 clusters Score: Raw -26377.821519 + Penalty 272.783390 = -26105.038129 nChanged 15 SP:Iteration 11Q (6.701833 sec): 3 clusters Score: Raw -26392.896697 + Penalty 270.446978 = -26122.449720 nChanged 6 SP:Iteration 12Q (6.702901 sec): 3 clusters Score: Raw -26398.410728 + Penalty 281.832936 = -26116.577793 nChanged 2 SP:Iteration 13F (6.704059 sec): 3 clusters Score: Raw -26400.216854 + Penalty 179.404985 = -26220.811869 nChanged 1 SP:Iteration 14Q (6.705062 sec): 2 clusters Score: Raw -26402.281219 + Penalty 179.404985 = -26222.876234 nChanged 0 SP:Iteration 15F (6.706061 sec): 2 clusters Score: Raw -26402.281219 + Penalty 179.404985 = -26222.876234 nChanged 0 Memory request: 0.02 GB would take us to total of 0.28 GB. Trying to split cluster 3 (3881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.723072 sec): 2 clusters Score: Raw -192552.604552 + Penalty 286.053249 = -192266.551303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.730438 sec): 3 clusters Score: Raw -189877.841258 + Penalty 581.492905 = -189296.348353 nChanged 1791 SP:Iteration 1F (6.737626 sec): 3 clusters Score: Raw -191380.454473 + Penalty 612.153989 = -190768.300485 nChanged 712 SP:Iteration 2F (6.744674 sec): 3 clusters Score: Raw -192304.783580 + Penalty 649.619678 = -191655.163902 nChanged 476 SP:Iteration 3F (6.751623 sec): 3 clusters Score: Raw -192709.130331 + Penalty 665.862124 = -192043.268207 nChanged 191 SP:Iteration 4Q (6.758583 sec): 3 clusters Score: Raw -192835.355047 + Penalty 671.754014 = -192163.601033 nChanged 89 SP:Iteration 5Q (6.765582 sec): 3 clusters Score: Raw -192909.448971 + Penalty 675.346042 = -192234.102929 nChanged 51 SP:Iteration 6Q (6.772210 sec): 3 clusters Score: Raw -192939.018535 + Penalty 676.602154 = -192262.416381 nChanged 40 SP:Iteration 7Q (6.778418 sec): 3 clusters Score: Raw -192960.536095 + Penalty 681.473529 = -192279.062566 nChanged 23 SP:Iteration 8Q (6.784308 sec): 3 clusters Score: Raw -192955.969447 + Penalty 682.447635 = -192273.521812 nChanged 11 SP:Iteration 9F (6.791204 sec): 3 clusters Score: Raw -192951.512927 + Penalty 682.703368 = -192268.809559 nChanged 5 SP:Iteration 10F (6.798092 sec): 3 clusters Score: Raw -192949.618165 + Penalty 682.609262 = -192267.008903 nChanged 4 SP:Iteration 11F (6.804984 sec): 3 clusters Score: Raw -192948.069668 + Penalty 682.965266 = -192265.104402 nChanged 3 SP:Iteration 12F (6.811940 sec): 3 clusters Score: Raw -192946.646450 + Penalty 682.547703 = -192264.098747 nChanged 1 SP:Iteration 13F (6.818828 sec): 3 clusters Score: Raw -192946.171794 + Penalty 682.547703 = -192263.624091 nChanged 0 Memory request: 0.02 GB would take us to total of 0.28 GB. Trying to split cluster 4 (3297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.831014 sec): 2 clusters Score: Raw -162301.282057 + Penalty 235.780161 = -162065.501896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.837246 sec): 3 clusters Score: Raw -160058.614597 + Penalty 470.391748 = -159588.222849 nChanged 1482 SP:Iteration 1F (6.843300 sec): 3 clusters Score: Raw -161121.584733 + Penalty 473.314366 = -160648.270367 nChanged 369 SP:Iteration 2F (6.849366 sec): 3 clusters Score: Raw -161436.546862 + Penalty 479.535388 = -160957.011474 nChanged 285 SP:Iteration 3F (6.855405 sec): 3 clusters Score: Raw -161642.459101 + Penalty 487.926598 = -161154.532502 nChanged 221 SP:Iteration 4F (6.861564 sec): 3 clusters Score: Raw -161790.566758 + Penalty 497.864109 = -161292.702649 nChanged 155 SP:Iteration 5Q (6.867574 sec): 3 clusters Score: Raw -161903.193368 + Penalty 507.599658 = -161395.593710 nChanged 121 SP:Iteration 6Q (6.873540 sec): 3 clusters Score: Raw -161996.019008 + Penalty 519.049600 = -161476.969409 nChanged 101 SP:Iteration 7Q (6.879610 sec): 3 clusters Score: Raw -162066.285572 + Penalty 525.770042 = -161540.515531 nChanged 71 SP:Iteration 8Q (6.885616 sec): 3 clusters Score: Raw -162095.743024 + Penalty 532.578006 = -161563.165018 nChanged 60 SP:Iteration 9Q (6.891475 sec): 3 clusters Score: Raw -162111.795001 + Penalty 538.353633 = -161573.441367 nChanged 46 SP:Iteration 10F (6.897531 sec): 3 clusters Score: Raw -162116.531098 + Penalty 542.122648 = -161574.408450 nChanged 36 SP:Iteration 11Q (6.903454 sec): 3 clusters Score: Raw -162119.653175 + Penalty 545.550994 = -161574.102181 nChanged 30 SP:Iteration 12F (6.909519 sec): 3 clusters Score: Raw -162122.575359 + Penalty 548.043671 = -161574.531688 nChanged 28 SP:Iteration 13Q (6.915289 sec): 3 clusters Score: Raw -162123.802951 + Penalty 550.452522 = -161573.350430 nChanged 35 SP:Iteration 14F (6.921347 sec): 3 clusters Score: Raw -162126.329140 + Penalty 552.166155 = -161574.162985 nChanged 30 SP:Iteration 15Q (6.927109 sec): 3 clusters Score: Raw -162126.123053 + Penalty 554.888990 = -161571.234064 nChanged 22 SP:Iteration 16F (6.933353 sec): 3 clusters Score: Raw -162125.501452 + Penalty 557.774583 = -161567.726869 nChanged 26 SP:Iteration 17F (6.939427 sec): 3 clusters Score: Raw -162125.677690 + Penalty 562.096766 = -161563.580924 nChanged 26 SP:Iteration 18F (6.945555 sec): 3 clusters Score: Raw -162125.226997 + Penalty 567.418673 = -161557.808324 nChanged 39 SP:Iteration 19F (6.951630 sec): 3 clusters Score: Raw -162129.149501 + Penalty 574.628634 = -161554.520867 nChanged 44 SP:Iteration 20F (6.957727 sec): 3 clusters Score: Raw -162139.832390 + Penalty 579.539500 = -161560.292890 nChanged 49 SP:Iteration 21Q (6.963350 sec): 3 clusters Score: Raw -162149.525937 + Penalty 586.542504 = -161562.983433 nChanged 55 SP:Iteration 22Q (6.968835 sec): 3 clusters Score: Raw -162160.066407 + Penalty 594.457851 = -161565.608556 nChanged 57 SP:Iteration 23Q (6.974232 sec): 3 clusters Score: Raw -162174.875917 + Penalty 606.095901 = -161568.780017 nChanged 61 SP:Iteration 24Q (6.979573 sec): 3 clusters Score: Raw -162188.164682 + Penalty 614.745484 = -161573.419199 nChanged 56 SP:Iteration 25Q (6.984862 sec): 3 clusters Score: Raw -162201.135457 + Penalty 628.046267 = -161573.089190 nChanged 46 SP:Iteration 26F (6.990981 sec): 3 clusters Score: Raw -162207.661361 + Penalty 646.072189 = -161561.589172 nChanged 39 SP:Iteration 27F (6.997100 sec): 3 clusters Score: Raw -162212.488065 + Penalty 655.828981 = -161556.659083 nChanged 34 SP:Iteration 28F (7.003215 sec): 3 clusters Score: Raw -162213.519738 + Penalty 663.045738 = -161550.474000 nChanged 30 SP:Iteration 29F (7.009339 sec): 3 clusters Score: Raw -162217.263154 + Penalty 667.766374 = -161549.496780 nChanged 36 SP:Iteration 30F (7.015467 sec): 3 clusters Score: Raw -162231.972158 + Penalty 685.914897 = -161546.057260 nChanged 40 SP:Iteration 31F (7.021607 sec): 3 clusters Score: Raw -162253.045543 + Penalty 684.041703 = -161569.003840 nChanged 34 SP:Iteration 32Q (7.026366 sec): 3 clusters Score: Raw -162280.629774 + Penalty 657.637522 = -161622.992252 nChanged 27 SP:Iteration 33Q (7.031234 sec): 3 clusters Score: Raw -162296.712264 + Penalty 693.643272 = -161603.068992 nChanged 17 SP:Iteration 34F (7.037434 sec): 3 clusters Score: Raw -162310.580558 + Penalty 729.144770 = -161581.435788 nChanged 4 SP:Iteration 35F (7.043584 sec): 3 clusters Score: Raw -162314.520600 + Penalty 850.405709 = -161464.114891 nChanged 3 SP:Iteration 36F (7.049744 sec): 3 clusters Score: Raw -162321.990924 + Penalty 850.405709 = -161471.585215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 5 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.053175 sec): 2 clusters Score: Raw -20008.283439 + Penalty 565.465542 = -19442.817897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.054082 sec): 3 clusters Score: Raw -19553.927249 + Penalty 1131.418961 = -18422.508287 nChanged 130 SP:Iteration 1F (7.054955 sec): 3 clusters Score: Raw -19645.851888 + Penalty 1131.906904 = -18513.944984 nChanged 26 SP:Iteration 2F (7.055827 sec): 3 clusters Score: Raw -19665.580638 + Penalty 1134.942308 = -18530.638330 nChanged 17 SP:Iteration 3Q (7.056691 sec): 3 clusters Score: Raw -19688.615171 + Penalty 1144.545980 = -18544.069191 nChanged 36 SP:Iteration 4F (7.057568 sec): 3 clusters Score: Raw -19773.032252 + Penalty 1177.960564 = -18595.071689 nChanged 55 SP:Iteration 5F (7.058481 sec): 3 clusters Score: Raw -19892.096891 + Penalty 1200.736763 = -18691.360128 nChanged 36 SP:Iteration 6F (7.059336 sec): 3 clusters Score: Raw -19983.873022 + Penalty 1266.453661 = -18717.419360 nChanged 24 SP:Iteration 7F (7.060222 sec): 3 clusters Score: Raw -20040.817796 + Penalty 1279.705189 = -18761.112606 nChanged 5 SP:Iteration 8Q (7.060957 sec): 3 clusters Score: Raw -20052.541715 + Penalty 1283.613336 = -18768.928379 nChanged 1 SP:Iteration 9Q (7.061692 sec): 3 clusters Score: Raw -20057.146060 + Penalty 1283.613336 = -18773.532723 nChanged 0 SP:Iteration 10F (7.062580 sec): 3 clusters Score: Raw -20057.146060 + Penalty 1283.613336 = -18773.532723 nChanged 0 Memory request: 0.02 GB would take us to total of 0.27 GB. Trying to split cluster 6 (2773 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.071653 sec): 2 clusters Score: Raw -150014.359413 + Penalty 507.420996 = -149506.938417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.077397 sec): 3 clusters Score: Raw -147990.094417 + Penalty 1022.928029 = -146967.166389 nChanged 1218 SP:Iteration 1F (7.083143 sec): 3 clusters Score: Raw -149503.888086 + Penalty 1031.386006 = -148472.502081 nChanged 424 SP:Iteration 2F (7.088983 sec): 3 clusters Score: Raw -149962.547418 + Penalty 1038.092092 = -148924.455326 nChanged 205 SP:Iteration 3F (7.094753 sec): 3 clusters Score: Raw -150132.160047 + Penalty 1041.207011 = -149090.953035 nChanged 153 SP:Iteration 4F (7.100431 sec): 3 clusters Score: Raw -150232.980925 + Penalty 1042.710452 = -149190.270473 nChanged 118 SP:Iteration 5Q (7.106255 sec): 3 clusters Score: Raw -150305.766096 + Penalty 1047.352541 = -149258.413555 nChanged 108 SP:Iteration 6Q (7.111901 sec): 3 clusters Score: Raw -150344.154368 + Penalty 1048.348126 = -149295.806242 nChanged 67 SP:Iteration 7Q (7.117665 sec): 3 clusters Score: Raw -150348.764829 + Penalty 1051.707304 = -149297.057526 nChanged 59 SP:Iteration 8Q (7.122683 sec): 3 clusters Score: Raw -150343.676529 + Penalty 1050.957258 = -149292.719271 nChanged 42 SP:Iteration 9F (7.127923 sec): 3 clusters Score: Raw -150332.251884 + Penalty 1054.699219 = -149277.552665 nChanged 36 SP:Iteration 10F (7.133216 sec): 3 clusters Score: Raw -150319.436333 + Penalty 1060.433625 = -149259.002708 nChanged 28 SP:Iteration 11F (7.138466 sec): 3 clusters Score: Raw -150308.974877 + Penalty 1063.902002 = -149245.072876 nChanged 33 SP:Iteration 12F (7.143472 sec): 3 clusters Score: Raw -150299.692545 + Penalty 1066.456609 = -149233.235936 nChanged 30 SP:Iteration 13F (7.148447 sec): 3 clusters Score: Raw -150284.060976 + Penalty 1070.623233 = -149213.437743 nChanged 21 SP:Iteration 14F (7.153380 sec): 3 clusters Score: Raw -150270.861334 + Penalty 1080.140319 = -149190.721015 nChanged 21 SP:Iteration 15F (7.158302 sec): 3 clusters Score: Raw -150256.320805 + Penalty 1085.531881 = -149170.788924 nChanged 17 SP:Iteration 16F (7.163350 sec): 3 clusters Score: Raw -150248.354672 + Penalty 1091.886050 = -149156.468622 nChanged 21 SP:Iteration 17F (7.168279 sec): 3 clusters Score: Raw -150238.444555 + Penalty 1107.059878 = -149131.384677 nChanged 23 SP:Iteration 18F (7.173210 sec): 3 clusters Score: Raw -150227.773914 + Penalty 1114.760346 = -149113.013568 nChanged 20 SP:Iteration 19F (7.178123 sec): 3 clusters Score: Raw -150218.611535 + Penalty 1120.695755 = -149097.915780 nChanged 19 SP:Iteration 20F (7.183034 sec): 3 clusters Score: Raw -150207.630252 + Penalty 1126.023565 = -149081.606687 nChanged 15 SP:Iteration 21F (7.188407 sec): 3 clusters Score: Raw -150198.317258 + Penalty 1141.353573 = -149056.963685 nChanged 14 SP:Iteration 22F (7.193520 sec): 3 clusters Score: Raw -150189.464485 + Penalty 1146.062711 = -149043.401774 nChanged 9 SP:Iteration 23F (7.198436 sec): 3 clusters Score: Raw -150185.920813 + Penalty 1155.204587 = -149030.716226 nChanged 9 SP:Iteration 24F (7.203351 sec): 3 clusters Score: Raw -150181.975757 + Penalty 1162.185820 = -149019.789937 nChanged 6 SP:Iteration 25F (7.208574 sec): 3 clusters Score: Raw -150177.663370 + Penalty 1167.274117 = -149010.389253 nChanged 4 SP:Iteration 26F (7.213491 sec): 3 clusters Score: Raw -150173.969615 + Penalty 1170.561651 = -149003.407963 nChanged 2 SP:Iteration 27F (7.218397 sec): 3 clusters Score: Raw -150171.545760 + Penalty 1180.252177 = -148991.293583 nChanged 3 SP:Iteration 28F (7.223339 sec): 3 clusters Score: Raw -150169.746544 + Penalty 1176.713204 = -148993.033341 nChanged 2 SP:Iteration 29Q (7.227207 sec): 3 clusters Score: Raw -150169.712079 + Penalty 1167.011466 = -149002.700614 nChanged 2 SP:Iteration 30F (7.232155 sec): 3 clusters Score: Raw -150167.939420 + Penalty 1160.867567 = -149007.071854 nChanged 4 SP:Iteration 31Q (7.236053 sec): 3 clusters Score: Raw -150164.600599 + Penalty 1156.784452 = -149007.816147 nChanged 1 SP:Iteration 32Q (7.239941 sec): 3 clusters Score: Raw -150163.654260 + Penalty 1156.784452 = -149006.869808 nChanged 0 SP:Iteration 33F (7.244845 sec): 3 clusters Score: Raw -150163.654260 + Penalty 1156.784452 = -149006.869808 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 7 (693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.250484 sec): 2 clusters Score: Raw -31560.936692 + Penalty 177.541186 = -31383.395506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.251926 sec): 3 clusters Score: Raw -31122.347762 + Penalty 356.655162 = -30765.692600 nChanged 314 SP:Iteration 1F (7.253336 sec): 3 clusters Score: Raw -31411.404103 + Penalty 358.330459 = -31053.073644 nChanged 77 SP:Iteration 2F (7.254748 sec): 3 clusters Score: Raw -31460.691473 + Penalty 358.294983 = -31102.396491 nChanged 26 SP:Iteration 3Q (7.256171 sec): 3 clusters Score: Raw -31476.288445 + Penalty 358.062168 = -31118.226277 nChanged 17 SP:Iteration 4Q (7.257572 sec): 3 clusters Score: Raw -31481.617824 + Penalty 357.949685 = -31123.668139 nChanged 12 SP:Iteration 5Q (7.258974 sec): 3 clusters Score: Raw -31484.823594 + Penalty 358.095760 = -31126.727834 nChanged 8 SP:Iteration 6Q (7.260379 sec): 3 clusters Score: Raw -31487.146307 + Penalty 358.470534 = -31128.675773 nChanged 4 SP:Iteration 7Q (7.261780 sec): 3 clusters Score: Raw -31488.146281 + Penalty 359.026457 = -31129.119824 nChanged 5 SP:Iteration 8Q (7.263224 sec): 3 clusters Score: Raw -31489.551221 + Penalty 359.183293 = -31130.367928 nChanged 6 SP:Iteration 9Q (7.264755 sec): 3 clusters Score: Raw -31491.897461 + Penalty 359.182317 = -31132.715143 nChanged 6 SP:Iteration 10F (7.266316 sec): 3 clusters Score: Raw -31493.348045 + Penalty 360.015459 = -31133.332586 nChanged 7 SP:Iteration 11Q (7.267763 sec): 3 clusters Score: Raw -31494.393642 + Penalty 360.210122 = -31134.183520 nChanged 4 SP:Iteration 12Q (7.269156 sec): 3 clusters Score: Raw -31495.144289 + Penalty 360.922865 = -31134.221424 nChanged 7 SP:Iteration 13Q (7.270549 sec): 3 clusters Score: Raw -31497.575906 + Penalty 361.818612 = -31135.757294 nChanged 8 SP:Iteration 14Q (7.271937 sec): 3 clusters Score: Raw -31499.069792 + Penalty 362.853187 = -31136.216605 nChanged 6 SP:Iteration 15Q (7.273319 sec): 3 clusters Score: Raw -31499.965503 + Penalty 363.589312 = -31136.376191 nChanged 4 SP:Iteration 16Q (7.274674 sec): 3 clusters Score: Raw -31500.203993 + Penalty 363.842481 = -31136.361512 nChanged 2 SP:Iteration 17F (7.276104 sec): 3 clusters Score: Raw -31500.427169 + Penalty 363.842481 = -31136.584687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 8 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.276617 sec): 2 clusters Score: Raw -393.167156 + Penalty 167.035036 = -226.132120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.276846 sec): 3 clusters Score: Raw -390.716215 + Penalty 338.785563 = -51.930652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 9 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.277361 sec): 2 clusters Score: Raw -371.896428 + Penalty 215.351471 = -156.544957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.277579 sec): 3 clusters Score: Raw -370.926653 + Penalty 404.710802 = 33.784149 nChanged 0 Memory request: 0.03 GB would take us to total of 0.29 GB. Trying to split cluster 10 (6662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.306680 sec): 2 clusters Score: Raw -328186.306069 + Penalty 286.208539 = -327900.097530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.318972 sec): 3 clusters Score: Raw -323695.232653 + Penalty 584.939577 = -323110.293076 nChanged 3126 SP:Iteration 1F (7.331249 sec): 3 clusters Score: Raw -326741.571247 + Penalty 614.932502 = -326126.638745 nChanged 1042 SP:Iteration 2F (7.343635 sec): 3 clusters Score: Raw -327713.341354 + Penalty 638.206157 = -327075.135197 nChanged 524 SP:Iteration 3F (7.356081 sec): 3 clusters Score: Raw -328142.051980 + Penalty 645.982237 = -327496.069743 nChanged 280 SP:Iteration 4Q (7.368395 sec): 3 clusters Score: Raw -328337.445447 + Penalty 646.382315 = -327691.063133 nChanged 154 SP:Iteration 5Q (7.380679 sec): 3 clusters Score: Raw -328428.422072 + Penalty 644.298944 = -327784.123128 nChanged 113 SP:Iteration 6Q (7.392654 sec): 3 clusters Score: Raw -328497.005281 + Penalty 640.875185 = -327856.130096 nChanged 91 SP:Iteration 7Q (7.404201 sec): 3 clusters Score: Raw -328527.805536 + Penalty 640.115780 = -327887.689756 nChanged 62 SP:Iteration 8Q (7.415513 sec): 3 clusters Score: Raw -328540.873309 + Penalty 640.835658 = -327900.037651 nChanged 44 SP:Iteration 9Q (7.426661 sec): 3 clusters Score: Raw -328548.658181 + Penalty 641.510328 = -327907.147852 nChanged 32 SP:Iteration 10F (7.438996 sec): 3 clusters Score: Raw -328546.946881 + Penalty 642.958424 = -327903.988457 nChanged 24 SP:Iteration 11F (7.451757 sec): 3 clusters Score: Raw -328545.638617 + Penalty 641.442266 = -327904.196351 nChanged 20 SP:Iteration 12Q (7.462581 sec): 3 clusters Score: Raw -328544.757492 + Penalty 639.659847 = -327905.097646 nChanged 18 SP:Iteration 13Q (7.473389 sec): 3 clusters Score: Raw -328544.316245 + Penalty 640.666530 = -327903.649715 nChanged 13 SP:Iteration 14F (7.485851 sec): 3 clusters Score: Raw -328543.805899 + Penalty 642.456423 = -327901.349475 nChanged 19 SP:Iteration 15F (7.498268 sec): 3 clusters Score: Raw -328541.496403 + Penalty 643.495431 = -327898.000972 nChanged 11 SP:Iteration 16F (7.510563 sec): 3 clusters Score: Raw -328540.053851 + Penalty 643.775860 = -327896.277992 nChanged 6 SP:Iteration 17F (7.522941 sec): 3 clusters Score: Raw -328538.738004 + Penalty 644.680416 = -327894.057589 nChanged 5 SP:Iteration 18F (7.535357 sec): 3 clusters Score: Raw -328536.801582 + Penalty 644.960250 = -327891.841332 nChanged 2 SP:Iteration 19F (7.547833 sec): 3 clusters Score: Raw -328536.122273 + Penalty 645.141230 = -327890.981043 nChanged 3 SP:Iteration 20F (7.560168 sec): 3 clusters Score: Raw -328535.139445 + Penalty 645.247119 = -327889.892325 nChanged 5 SP:Iteration 21F (7.572516 sec): 3 clusters Score: Raw -328533.116753 + Penalty 645.682860 = -327887.433892 nChanged 3 SP:Iteration 22F (7.585040 sec): 3 clusters Score: Raw -328531.994216 + Penalty 645.703239 = -327886.290976 nChanged 3 SP:Iteration 23F (7.597332 sec): 3 clusters Score: Raw -328530.900737 + Penalty 645.703239 = -327885.197498 nChanged 0 Memory request: 0.02 GB would take us to total of 0.28 GB. Trying to split cluster 11 (3847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.613750 sec): 2 clusters Score: Raw -187670.725917 + Penalty 232.762959 = -187437.962958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.620902 sec): 3 clusters Score: Raw -185103.742957 + Penalty 457.056506 = -184646.686450 nChanged 1807 SP:Iteration 1F (7.627960 sec): 3 clusters Score: Raw -186595.454868 + Penalty 451.568733 = -186143.886135 nChanged 419 SP:Iteration 2F (7.635054 sec): 3 clusters Score: Raw -186886.289410 + Penalty 447.791981 = -186438.497429 nChanged 258 SP:Iteration 3F (7.642162 sec): 3 clusters Score: Raw -187017.787034 + Penalty 442.926117 = -186574.860917 nChanged 187 SP:Iteration 4Q (7.649064 sec): 3 clusters Score: Raw -187116.500313 + Penalty 440.850611 = -186675.649702 nChanged 237 SP:Iteration 5F (7.656310 sec): 3 clusters Score: Raw -187300.458115 + Penalty 452.124051 = -186848.334064 nChanged 261 SP:Iteration 6F (7.663743 sec): 3 clusters Score: Raw -187523.651012 + Penalty 482.071585 = -187041.579427 nChanged 175 SP:Iteration 7Q (7.670677 sec): 3 clusters Score: Raw -187650.242504 + Penalty 505.973240 = -187144.269264 nChanged 71 SP:Iteration 8Q (7.677232 sec): 3 clusters Score: Raw -187684.243420 + Penalty 487.243277 = -187197.000143 nChanged 27 SP:Iteration 9Q (7.682942 sec): 3 clusters Score: Raw -187690.259359 + Penalty 488.363468 = -187201.895891 nChanged 11 SP:Iteration 10F (7.689785 sec): 3 clusters Score: Raw -187690.190623 + Penalty 470.146137 = -187220.044485 nChanged 9 SP:Iteration 11Q (7.695395 sec): 3 clusters Score: Raw -187694.071596 + Penalty 480.184741 = -187213.886855 nChanged 6 SP:Iteration 12F (7.702459 sec): 3 clusters Score: Raw -187694.284270 + Penalty 468.240637 = -187226.043633 nChanged 2 SP:Iteration 13Q (7.707971 sec): 3 clusters Score: Raw -187693.327793 + Penalty 463.159207 = -187230.168585 nChanged 3 SP:Iteration 14Q (7.713487 sec): 3 clusters Score: Raw -187694.945525 + Penalty 463.159207 = -187231.786318 nChanged 0 SP:Iteration 15F (7.720508 sec): 3 clusters Score: Raw -187694.945525 + Penalty 463.159207 = -187231.786318 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 12 (2161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.733299 sec): 2 clusters Score: Raw -119068.583523 + Penalty 506.669804 = -118561.913718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.737652 sec): 3 clusters Score: Raw -117489.605369 + Penalty 1008.895205 = -116480.710165 nChanged 950 SP:Iteration 1F (7.741757 sec): 3 clusters Score: Raw -118999.528539 + Penalty 1019.972294 = -117979.556245 nChanged 320 SP:Iteration 2F (7.745820 sec): 3 clusters Score: Raw -119326.177416 + Penalty 1027.377129 = -118298.800287 nChanged 119 SP:Iteration 3F (7.750081 sec): 3 clusters Score: Raw -119375.139407 + Penalty 1031.038996 = -118344.100412 nChanged 54 SP:Iteration 4Q (7.754208 sec): 3 clusters Score: Raw -119381.615225 + Penalty 1031.810511 = -118349.804714 nChanged 35 SP:Iteration 5Q (7.758124 sec): 3 clusters Score: Raw -119381.483561 + Penalty 1033.411251 = -118348.072309 nChanged 26 SP:Iteration 6F (7.762236 sec): 3 clusters Score: Raw -119381.446578 + Penalty 1036.990128 = -118344.456450 nChanged 23 SP:Iteration 7F (7.766276 sec): 3 clusters Score: Raw -119382.421192 + Penalty 1039.689403 = -118342.731789 nChanged 27 SP:Iteration 8F (7.770419 sec): 3 clusters Score: Raw -119382.961834 + Penalty 1042.249807 = -118340.712026 nChanged 30 SP:Iteration 9F (7.774466 sec): 3 clusters Score: Raw -119378.609844 + Penalty 1043.705535 = -118334.904310 nChanged 21 SP:Iteration 10F (7.778508 sec): 3 clusters Score: Raw -119370.608274 + Penalty 1047.816488 = -118322.791785 nChanged 21 SP:Iteration 11F (7.782554 sec): 3 clusters Score: Raw -119360.740460 + Penalty 1053.132751 = -118307.607709 nChanged 16 SP:Iteration 12F (7.786731 sec): 3 clusters Score: Raw -119357.527483 + Penalty 1057.646193 = -118299.881290 nChanged 18 SP:Iteration 13F (7.790780 sec): 3 clusters Score: Raw -119351.698410 + Penalty 1057.716683 = -118293.981727 nChanged 12 SP:Iteration 14F (7.794830 sec): 3 clusters Score: Raw -119346.419887 + Penalty 1058.387177 = -118288.032710 nChanged 11 SP:Iteration 15F (7.798876 sec): 3 clusters Score: Raw -119338.403158 + Penalty 1056.771313 = -118281.631845 nChanged 7 SP:Iteration 16F (7.802926 sec): 3 clusters Score: Raw -119332.685766 + Penalty 1056.520137 = -118276.165629 nChanged 5 SP:Iteration 17F (7.806975 sec): 3 clusters Score: Raw -119327.856359 + Penalty 1057.152262 = -118270.704097 nChanged 6 SP:Iteration 18F (7.811094 sec): 3 clusters Score: Raw -119322.985462 + Penalty 1057.580653 = -118265.404809 nChanged 5 SP:Iteration 19F (7.815149 sec): 3 clusters Score: Raw -119319.905060 + Penalty 1056.927755 = -118262.977305 nChanged 6 SP:Iteration 20F (7.819201 sec): 3 clusters Score: Raw -119315.275483 + Penalty 1053.561172 = -118261.714311 nChanged 5 SP:Iteration 21F (7.823256 sec): 3 clusters Score: Raw -119314.774660 + Penalty 1055.462937 = -118259.311723 nChanged 7 SP:Iteration 22F (7.827336 sec): 3 clusters Score: Raw -119315.402584 + Penalty 1060.725246 = -118254.677339 nChanged 9 SP:Iteration 23F (7.831387 sec): 3 clusters Score: Raw -119312.106747 + Penalty 1060.624425 = -118251.482322 nChanged 7 SP:Iteration 24F (7.835440 sec): 3 clusters Score: Raw -119308.682253 + Penalty 1061.247698 = -118247.434555 nChanged 4 SP:Iteration 25F (7.839497 sec): 3 clusters Score: Raw -119305.201460 + Penalty 1061.612161 = -118243.589299 nChanged 2 SP:Iteration 26F (7.843580 sec): 3 clusters Score: Raw -119303.294916 + Penalty 1062.979792 = -118240.315124 nChanged 1 SP:Iteration 27F (7.847636 sec): 3 clusters Score: Raw -119302.371851 + Penalty 1062.979792 = -118239.392059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 13 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.849427 sec): 2 clusters Score: Raw -491.241390 + Penalty 153.798729 = -337.442661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.849680 sec): 3 clusters Score: Raw -488.522006 + Penalty 342.322691 = -146.199315 nChanged 1 SP:Iteration 1F (7.849915 sec): 3 clusters Score: Raw -490.606796 + Penalty 396.285210 = -94.321586 nChanged 1 SP:Iteration 2F (7.850137 sec): 3 clusters Score: Raw -493.088051 + Penalty 396.285210 = -96.802841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 14 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.851310 sec): 2 clusters Score: Raw -14303.528725 + Penalty 479.354499 = -13824.174226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.852001 sec): 3 clusters Score: Raw -13935.300524 + Penalty 964.895514 = -12970.405010 nChanged 77 SP:Iteration 1F (7.852682 sec): 3 clusters Score: Raw -14075.995963 + Penalty 983.507101 = -13092.488862 nChanged 42 SP:Iteration 2F (7.853382 sec): 3 clusters Score: Raw -14178.876631 + Penalty 1020.784637 = -13158.091994 nChanged 21 SP:Iteration 3F (7.854057 sec): 3 clusters Score: Raw -14224.130368 + Penalty 1065.280632 = -13158.849736 nChanged 12 SP:Iteration 4Q (7.854633 sec): 3 clusters Score: Raw -14256.843084 + Penalty 1086.980991 = -13169.862094 nChanged 6 SP:Iteration 5Q (7.855192 sec): 3 clusters Score: Raw -14268.276765 + Penalty 1114.937085 = -13153.339680 nChanged 4 SP:Iteration 6F (7.855844 sec): 3 clusters Score: Raw -14294.385862 + Penalty 1114.937085 = -13179.448777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 15 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.856627 sec): 2 clusters Score: Raw -6291.681305 + Penalty 657.269148 = -5634.412157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.857042 sec): 3 clusters Score: Raw -6116.438644 + Penalty 1315.113517 = -4801.325127 nChanged 19 SP:Iteration 1F (7.857450 sec): 3 clusters Score: Raw -6163.886357 + Penalty 1315.044663 = -4848.841694 nChanged 6 SP:Iteration 2F (7.857856 sec): 3 clusters Score: Raw -6181.753219 + Penalty 1315.214014 = -4866.539205 nChanged 4 SP:Iteration 3Q (7.858245 sec): 3 clusters Score: Raw -6193.411614 + Penalty 1314.727516 = -4878.684098 nChanged 2 SP:Iteration 4Q (7.858631 sec): 3 clusters Score: Raw -6196.914388 + Penalty 1314.326082 = -4882.588305 nChanged 1 SP:Iteration 5Q (7.859017 sec): 3 clusters Score: Raw -6199.008440 + Penalty 1314.002868 = -4885.005572 nChanged 1 SP:Iteration 6Q (7.859402 sec): 3 clusters Score: Raw -6199.347006 + Penalty 1314.002868 = -4885.344138 nChanged 0 SP:Iteration 7F (7.859838 sec): 3 clusters Score: Raw -6199.347006 + Penalty 1314.002868 = -4885.344138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 16 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.860326 sec): 2 clusters Score: Raw -253.615663 + Penalty 164.526797 = -89.088866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.860543 sec): 3 clusters Score: Raw -247.675729 + Penalty 332.492618 = 84.816890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 17 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.861957 sec): 2 clusters Score: Raw -20455.231242 + Penalty 946.156591 = -19509.074651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.862801 sec): 3 clusters Score: Raw -19816.378098 + Penalty 1892.314767 = -17924.063331 nChanged 83 SP:Iteration 1F (7.863633 sec): 3 clusters Score: Raw -19932.953758 + Penalty 1892.318473 = -18040.635285 nChanged 35 SP:Iteration 2F (7.864462 sec): 3 clusters Score: Raw -20001.736301 + Penalty 1892.313961 = -18109.422340 nChanged 31 SP:Iteration 3F (7.865267 sec): 3 clusters Score: Raw -20088.437112 + Penalty 1892.304520 = -18196.132592 nChanged 32 SP:Iteration 4F (7.866058 sec): 3 clusters Score: Raw -20180.057162 + Penalty 1892.286295 = -18287.770867 nChanged 28 SP:Iteration 5F (7.866845 sec): 3 clusters Score: Raw -20272.413131 + Penalty 1892.255113 = -18380.158018 nChanged 19 SP:Iteration 6F (7.867636 sec): 3 clusters Score: Raw -20332.332033 + Penalty 1892.259966 = -18440.072067 nChanged 18 SP:Iteration 7F (7.868426 sec): 3 clusters Score: Raw -20403.117360 + Penalty 1892.277477 = -18510.839883 nChanged 10 SP:Iteration 8Q (7.869077 sec): 3 clusters Score: Raw -20446.646454 + Penalty 1892.253037 = -18554.393416 nChanged 3 SP:Iteration 9Q (7.869721 sec): 3 clusters Score: Raw -20457.707125 + Penalty 1892.230265 = -18565.476860 nChanged 2 SP:Iteration 10F (7.870503 sec): 3 clusters Score: Raw -20468.531621 + Penalty 1892.230265 = -18576.301356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 18 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.871021 sec): 2 clusters Score: Raw -699.861798 + Penalty 103.477014 = -596.384785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.871263 sec): 3 clusters Score: Raw -694.442523 + Penalty 212.230147 = -482.212377 nChanged 4 SP:Iteration 1F (7.871505 sec): 3 clusters Score: Raw -701.756578 + Penalty 212.230147 = -489.526431 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 19 (575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.873571 sec): 2 clusters Score: Raw -26298.298916 + Penalty 173.395447 = -26124.903469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.874801 sec): 3 clusters Score: Raw -25972.016317 + Penalty 365.620604 = -25606.395713 nChanged 230 SP:Iteration 1F (7.875998 sec): 3 clusters Score: Raw -26169.714966 + Penalty 367.570822 = -25802.144143 nChanged 63 SP:Iteration 2F (7.877183 sec): 3 clusters Score: Raw -26250.717335 + Penalty 403.176740 = -25847.540596 nChanged 31 SP:Iteration 3F (7.878368 sec): 3 clusters Score: Raw -26285.932398 + Penalty 451.619337 = -25834.313062 nChanged 7 SP:Iteration 4F (7.879553 sec): 3 clusters Score: Raw -26293.575150 + Penalty 597.408899 = -25696.166251 nChanged 3 SP:Iteration 5F (7.880738 sec): 3 clusters Score: Raw -26296.285405 + Penalty 597.408899 = -25698.876506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 20 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.881270 sec): 2 clusters Score: Raw -577.883325 + Penalty 121.138031 = -456.745294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.881510 sec): 3 clusters Score: Raw -571.279510 + Penalty 247.474933 = -323.804577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 21 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.882046 sec): 2 clusters Score: Raw -700.726651 + Penalty 177.392050 = -523.334601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.882280 sec): 3 clusters Score: Raw -693.722051 + Penalty 353.233754 = -340.488297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 22 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.883659 sec): 2 clusters Score: Raw -19527.010331 + Penalty 745.643512 = -18781.366819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.884480 sec): 3 clusters Score: Raw -19040.888321 + Penalty 1495.482552 = -17545.405769 nChanged 100 SP:Iteration 1F (7.885285 sec): 3 clusters Score: Raw -19206.520045 + Penalty 1495.934493 = -17710.585552 nChanged 40 SP:Iteration 2F (7.886085 sec): 3 clusters Score: Raw -19287.813631 + Penalty 1498.281337 = -17789.532294 nChanged 37 SP:Iteration 3F (7.886878 sec): 3 clusters Score: Raw -19396.327389 + Penalty 1524.189147 = -17872.138242 nChanged 29 SP:Iteration 4F (7.887666 sec): 3 clusters Score: Raw -19468.083169 + Penalty 1530.319793 = -17937.763376 nChanged 16 SP:Iteration 5Q (7.888331 sec): 3 clusters Score: Raw -19512.572184 + Penalty 1551.598503 = -17960.973681 nChanged 5 SP:Iteration 6Q (7.888984 sec): 3 clusters Score: Raw -19523.099142 + Penalty 1541.027256 = -17982.071887 nChanged 4 SP:Iteration 7Q (7.889634 sec): 3 clusters Score: Raw -19538.614690 + Penalty 1563.191269 = -17975.423421 nChanged 1 SP:Iteration 8F (7.890422 sec): 3 clusters Score: Raw -19547.702112 + Penalty 1563.191269 = -17984.510843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 23 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.891062 sec): 2 clusters Score: Raw -2715.196734 + Penalty 146.595583 = -2568.601152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.891394 sec): 3 clusters Score: Raw -2691.380579 + Penalty 283.960220 = -2407.420359 nChanged 24 SP:Iteration 1F (7.891722 sec): 3 clusters Score: Raw -2720.012181 + Penalty 283.960474 = -2436.051707 nChanged 1 SP:Iteration 2Q (7.892043 sec): 3 clusters Score: Raw -2720.953917 + Penalty 283.960474 = -2436.993443 nChanged 0 SP:Iteration 3F (7.892367 sec): 3 clusters Score: Raw -2720.953917 + Penalty 283.960474 = -2436.993443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 24 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.892856 sec): 2 clusters Score: Raw -283.543124 + Penalty 168.537506 = -115.005617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.893080 sec): 3 clusters Score: Raw -287.133467 + Penalty 328.807750 = 41.674283 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 27 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.893858 sec): 2 clusters Score: Raw -6442.089882 + Penalty 486.083821 = -5956.006062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.894294 sec): 3 clusters Score: Raw -6295.747212 + Penalty 974.472866 = -5321.274345 nChanged 30 SP:Iteration 1F (7.894723 sec): 3 clusters Score: Raw -6336.728431 + Penalty 975.502605 = -5361.225826 nChanged 7 SP:Iteration 2F (7.895150 sec): 3 clusters Score: Raw -6346.219830 + Penalty 976.274733 = -5369.945096 nChanged 1 SP:Iteration 3Q (7.895569 sec): 3 clusters Score: Raw -6347.937845 + Penalty 975.737959 = -5372.199886 nChanged 2 SP:Iteration 4Q (7.895988 sec): 3 clusters Score: Raw -6350.517746 + Penalty 980.002509 = -5370.515237 nChanged 4 SP:Iteration 5F (7.896415 sec): 3 clusters Score: Raw -6355.903979 + Penalty 980.162893 = -5375.741086 nChanged 5 SP:Iteration 6Q (7.896832 sec): 3 clusters Score: Raw -6367.021698 + Penalty 984.679579 = -5382.342119 nChanged 4 SP:Iteration 7Q (7.897272 sec): 3 clusters Score: Raw -6370.270721 + Penalty 989.055914 = -5381.214807 nChanged 4 SP:Iteration 8F (7.897698 sec): 3 clusters Score: Raw -6376.046926 + Penalty 1008.423713 = -5367.623213 nChanged 5 SP:Iteration 9F (7.898125 sec): 3 clusters Score: Raw -6391.682617 + Penalty 1013.410078 = -5378.272539 nChanged 4 SP:Iteration 10F (7.898552 sec): 3 clusters Score: Raw -6404.318422 + Penalty 1029.319798 = -5374.998624 nChanged 6 SP:Iteration 11F (7.898978 sec): 3 clusters Score: Raw -6422.070223 + Penalty 1045.123805 = -5376.946418 nChanged 1 SP:Iteration 12Q (7.899362 sec): 3 clusters Score: Raw -6427.864665 + Penalty 1038.636198 = -5389.228468 nChanged 1 SP:Iteration 13Q (7.899743 sec): 3 clusters Score: Raw -6429.546266 + Penalty 1038.636198 = -5390.910068 nChanged 0 SP:Iteration 14F (7.900168 sec): 3 clusters Score: Raw -6429.546266 + Penalty 1038.636198 = -5390.910068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 28 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.901860 sec): 2 clusters Score: Raw -26639.697879 + Penalty 737.931820 = -25901.766059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.902885 sec): 3 clusters Score: Raw -25947.365581 + Penalty 1476.146518 = -24471.219062 nChanged 162 SP:Iteration 1F (7.903916 sec): 3 clusters Score: Raw -26103.747696 + Penalty 1476.526551 = -24627.221145 nChanged 55 SP:Iteration 2F (7.904933 sec): 3 clusters Score: Raw -26166.763303 + Penalty 1482.399021 = -24684.364283 nChanged 36 SP:Iteration 3F (7.905952 sec): 3 clusters Score: Raw -26232.018078 + Penalty 1492.070828 = -24739.947250 nChanged 39 SP:Iteration 4F (7.906977 sec): 3 clusters Score: Raw -26302.037304 + Penalty 1508.523350 = -24793.513953 nChanged 43 SP:Iteration 5F (7.908004 sec): 3 clusters Score: Raw -26373.943945 + Penalty 1536.268543 = -24837.675403 nChanged 37 SP:Iteration 6F (7.909034 sec): 3 clusters Score: Raw -26451.581661 + Penalty 1559.840424 = -24891.741237 nChanged 34 SP:Iteration 7F (7.910031 sec): 3 clusters Score: Raw -26522.075247 + Penalty 1594.562609 = -24927.512638 nChanged 21 SP:Iteration 8Q (7.910866 sec): 3 clusters Score: Raw -26582.632989 + Penalty 1600.935426 = -24981.697563 nChanged 16 SP:Iteration 9Q (7.911715 sec): 3 clusters Score: Raw -26642.681627 + Penalty 1604.444689 = -25038.236938 nChanged 6 SP:Iteration 10F (7.912752 sec): 3 clusters Score: Raw -26659.910926 + Penalty 1596.296968 = -25063.613957 nChanged 1 SP:Iteration 11Q (7.913600 sec): 3 clusters Score: Raw -26658.591510 + Penalty 1596.296968 = -25062.294541 nChanged 0 SP:Iteration 12F (7.914638 sec): 3 clusters Score: Raw -26658.591510 + Penalty 1596.296968 = -25062.294541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 29 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.915341 sec): 2 clusters Score: Raw -3628.060650 + Penalty 146.312164 = -3481.748486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.915706 sec): 3 clusters Score: Raw -3598.273035 + Penalty 293.251470 = -3305.021566 nChanged 28 SP:Iteration 1F (7.916065 sec): 3 clusters Score: Raw -3626.355030 + Penalty 286.431782 = -3339.923248 nChanged 6 SP:Iteration 2F (7.916424 sec): 3 clusters Score: Raw -3635.446211 + Penalty 279.759710 = -3355.686501 nChanged 6 SP:Iteration 3F (7.916783 sec): 3 clusters Score: Raw -3650.067900 + Penalty 277.508704 = -3372.559197 nChanged 5 SP:Iteration 4F (7.917141 sec): 3 clusters Score: Raw -3667.786095 + Penalty 276.908888 = -3390.877207 nChanged 1 SP:Iteration 5Q (7.917499 sec): 3 clusters Score: Raw -3668.908757 + Penalty 276.908888 = -3391.999869 nChanged 0 SP:Iteration 6F (7.917860 sec): 3 clusters Score: Raw -3668.908757 + Penalty 276.908888 = -3391.999869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 31 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.918658 sec): 2 clusters Score: Raw -5771.798602 + Penalty 266.175285 = -5505.623317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.919096 sec): 3 clusters Score: Raw -5646.769007 + Penalty 531.921286 = -5114.847721 nChanged 36 SP:Iteration 1F (7.919524 sec): 3 clusters Score: Raw -5691.511863 + Penalty 532.809131 = -5158.702732 nChanged 10 SP:Iteration 2F (7.919951 sec): 3 clusters Score: Raw -5710.822218 + Penalty 530.923883 = -5179.898335 nChanged 4 SP:Iteration 3Q (7.920365 sec): 3 clusters Score: Raw -5715.647422 + Penalty 530.300602 = -5185.346820 nChanged 3 SP:Iteration 4Q (7.920776 sec): 3 clusters Score: Raw -5718.220146 + Penalty 531.223139 = -5186.997007 nChanged 3 SP:Iteration 5Q (7.921187 sec): 3 clusters Score: Raw -5721.119417 + Penalty 531.799758 = -5189.319659 nChanged 3 SP:Iteration 6Q (7.921597 sec): 3 clusters Score: Raw -5723.161837 + Penalty 532.116221 = -5191.045616 nChanged 1 SP:Iteration 7Q (7.922010 sec): 3 clusters Score: Raw -5723.782292 + Penalty 533.109031 = -5190.673262 nChanged 2 SP:Iteration 8F (7.922436 sec): 3 clusters Score: Raw -5724.876758 + Penalty 533.495239 = -5191.381519 nChanged 1 SP:Iteration 9Q (7.922856 sec): 3 clusters Score: Raw -5725.309410 + Penalty 534.035675 = -5191.273735 nChanged 1 SP:Iteration 10F (7.923277 sec): 3 clusters Score: Raw -5726.043638 + Penalty 536.292611 = -5189.751027 nChanged 3 SP:Iteration 11F (7.923697 sec): 3 clusters Score: Raw -5727.479424 + Penalty 536.769152 = -5190.710272 nChanged 1 SP:Iteration 12Q (7.924106 sec): 3 clusters Score: Raw -5727.855307 + Penalty 536.769152 = -5191.086156 nChanged 0 SP:Iteration 13F (7.924526 sec): 3 clusters Score: Raw -5727.855307 + Penalty 536.769152 = -5191.086156 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 32 (741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.928422 sec): 2 clusters Score: Raw -33042.121946 + Penalty 166.332021 = -32875.789924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.929930 sec): 3 clusters Score: Raw -32599.168618 + Penalty 365.851262 = -32233.317357 nChanged 314 SP:Iteration 1F (7.931390 sec): 3 clusters Score: Raw -32911.444434 + Penalty 425.706689 = -32485.737746 nChanged 91 SP:Iteration 2F (7.932842 sec): 3 clusters Score: Raw -33028.487512 + Penalty 506.600272 = -32521.887240 nChanged 19 SP:Iteration 3Q (7.934287 sec): 3 clusters Score: Raw -33059.245652 + Penalty 532.052885 = -32527.192767 nChanged 1 SP:Iteration 4Q (7.935482 sec): 3 clusters Score: Raw -33061.137989 + Penalty 532.052885 = -32529.085104 nChanged 0 SP:Iteration 5F (7.936928 sec): 3 clusters Score: Raw -33061.137989 + Penalty 532.052885 = -32529.085104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 33 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.940732 sec): 2 clusters Score: Raw -4497.890877 + Penalty 196.130692 = -4301.760186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.941128 sec): 3 clusters Score: Raw -4406.855205 + Penalty 393.938876 = -4012.916330 nChanged 25 SP:Iteration 1F (7.941519 sec): 3 clusters Score: Raw -4436.104421 + Penalty 404.353717 = -4031.750705 nChanged 9 SP:Iteration 2F (7.941907 sec): 3 clusters Score: Raw -4450.575858 + Penalty 410.242756 = -4040.333102 nChanged 9 SP:Iteration 3F (7.942290 sec): 3 clusters Score: Raw -4464.205417 + Penalty 435.756211 = -4028.449206 nChanged 7 SP:Iteration 4F (7.942675 sec): 3 clusters Score: Raw -4480.158457 + Penalty 435.618374 = -4044.540084 nChanged 4 SP:Iteration 5Q (7.943040 sec): 3 clusters Score: Raw -4498.300321 + Penalty 435.618374 = -4062.681948 nChanged 0 SP:Iteration 6F (7.943423 sec): 3 clusters Score: Raw -4498.300321 + Penalty 435.618374 = -4062.681948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 37 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.943966 sec): 2 clusters Score: Raw -672.212723 + Penalty 217.142099 = -455.070624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.944206 sec): 3 clusters Score: Raw -671.903631 + Penalty 440.325719 = -231.577912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 39 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.944664 sec): 2 clusters Score: Raw -47.718070 + Penalty 0.000000 = -47.718070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.944854 sec): 2 clusters Score: Raw -47.718070 + Penalty 0.000000 = -47.718070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 40 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.945315 sec): 2 clusters Score: Raw -137.102227 + Penalty 66.804451 = -70.297776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.945514 sec): 3 clusters Score: Raw -131.505704 + Penalty 159.919994 = 28.414291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 41 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.945977 sec): 2 clusters Score: Raw -187.360372 + Penalty 110.338206 = -77.022166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.946182 sec): 3 clusters Score: Raw -186.640705 + Penalty 188.198170 = 1.557465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 42 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.946630 sec): 2 clusters Score: Raw -46.852547 + Penalty 0.000000 = -46.852547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.946814 sec): 2 clusters Score: Raw -46.852547 + Penalty 0.000000 = -46.852547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 43 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.947281 sec): 2 clusters Score: Raw -237.828698 + Penalty 138.300898 = -99.527800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.947492 sec): 3 clusters Score: Raw -241.201965 + Penalty 264.560177 = 23.358211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 44 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.947953 sec): 2 clusters Score: Raw -231.407104 + Penalty 72.855004 = -158.552100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.948161 sec): 3 clusters Score: Raw -229.227708 + Penalty 141.699928 = -87.527780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 47 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.948634 sec): 2 clusters Score: Raw -402.929796 + Penalty 240.829515 = -162.100281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.948855 sec): 3 clusters Score: Raw -406.515472 + Penalty 474.722498 = 68.207026 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 48 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.949511 sec): 2 clusters Score: Raw -4313.785671 + Penalty 590.188581 = -3723.597089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.949866 sec): 3 clusters Score: Raw -4184.719588 + Penalty 1180.078389 = -3004.641199 nChanged 10 SP:Iteration 1F (7.950214 sec): 3 clusters Score: Raw -4217.836736 + Penalty 1180.178362 = -3037.658375 nChanged 5 SP:Iteration 2F (7.950563 sec): 3 clusters Score: Raw -4231.843460 + Penalty 1184.367466 = -3047.475993 nChanged 2 SP:Iteration 3Q (7.950893 sec): 3 clusters Score: Raw -4241.316464 + Penalty 1184.206125 = -3057.110339 nChanged 2 SP:Iteration 4Q (7.951219 sec): 3 clusters Score: Raw -4257.445457 + Penalty 1184.206125 = -3073.239332 nChanged 0 SP:Iteration 5F (7.951567 sec): 3 clusters Score: Raw -4257.445457 + Penalty 1184.206125 = -3073.239332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 52 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.952060 sec): 2 clusters Score: Raw -387.624696 + Penalty 178.715937 = -208.908759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.952276 sec): 3 clusters Score: Raw -383.008066 + Penalty 178.715937 = -204.292128 nChanged 1 SP:Iteration 1F (7.952473 sec): 2 clusters Score: Raw -387.624696 + Penalty 178.715937 = -208.908759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 53 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.952925 sec): 2 clusters Score: Raw -104.769707 + Penalty 64.529828 = -40.239880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.953122 sec): 3 clusters Score: Raw -95.637820 + Penalty 129.059656 = 33.421836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 54 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.953610 sec): 2 clusters Score: Raw -624.181043 + Penalty 232.462548 = -391.718495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.953840 sec): 3 clusters Score: Raw -635.209034 + Penalty 461.517313 = -173.691721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 55 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.954307 sec): 2 clusters Score: Raw -243.296329 + Penalty 154.623915 = -88.672414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.954522 sec): 3 clusters Score: Raw -243.931714 + Penalty 313.735888 = 69.804174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 59 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.955009 sec): 2 clusters Score: Raw -576.064866 + Penalty 195.990255 = -380.074610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.955240 sec): 3 clusters Score: Raw -582.222293 + Penalty 390.936195 = -191.286098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 62 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.955704 sec): 2 clusters Score: Raw -181.001569 + Penalty 54.568253 = -126.433315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.955910 sec): 3 clusters Score: Raw -178.936866 + Penalty 109.136507 = -69.800359 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 64 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.956458 sec): 2 clusters Score: Raw -1893.385218 + Penalty 390.072628 = -1503.312590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.956732 sec): 3 clusters Score: Raw -1864.910694 + Penalty 779.310416 = -1085.600278 nChanged 1 SP:Iteration 1Q (7.957000 sec): 3 clusters Score: Raw -1866.551894 + Penalty 779.310416 = -1087.241477 nChanged 0 SP:Iteration 2F (7.957270 sec): 3 clusters Score: Raw -1866.551894 + Penalty 779.310416 = -1087.241477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 66 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.957734 sec): 2 clusters Score: Raw -184.114548 + Penalty 48.352929 = -135.761618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.957934 sec): 3 clusters Score: Raw -179.836389 + Penalty 96.705859 = -83.130530 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 68 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.958391 sec): 2 clusters Score: Raw -100.585384 + Penalty 62.443416 = -38.141968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.958597 sec): 3 clusters Score: Raw -93.804613 + Penalty 124.886833 = 31.082220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 71 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.959065 sec): 2 clusters Score: Raw -47.510459 + Penalty 0.000000 = -47.510459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.959255 sec): 2 clusters Score: Raw -47.510459 + Penalty 0.000000 = -47.510459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 72 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.959721 sec): 2 clusters Score: Raw -247.842571 + Penalty 109.899334 = -137.943238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.959935 sec): 3 clusters Score: Raw -241.036199 + Penalty 221.502914 = -19.533285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 76 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.960395 sec): 2 clusters Score: Raw -149.311696 + Penalty 103.241272 = -46.070424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.960604 sec): 3 clusters Score: Raw -142.666183 + Penalty 200.494432 = 57.828248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 77 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.961060 sec): 2 clusters Score: Raw -99.761676 + Penalty 71.433530 = -28.328146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.961265 sec): 3 clusters Score: Raw -93.673774 + Penalty 142.867061 = 49.193287 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 80 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.961719 sec): 2 clusters Score: Raw -48.804093 + Penalty 0.000000 = -48.804093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.961908 sec): 2 clusters Score: Raw -48.804093 + Penalty 0.000000 = -48.804093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 81 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.962359 sec): 2 clusters Score: Raw -46.596675 + Penalty 0.000000 = -46.596675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.962548 sec): 2 clusters Score: Raw -46.596675 + Penalty 0.000000 = -46.596675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 82 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.963003 sec): 2 clusters Score: Raw -101.006152 + Penalty 72.591780 = -28.414372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.963209 sec): 3 clusters Score: Raw -93.694220 + Penalty 145.183560 = 51.489340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 88 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.963659 sec): 2 clusters Score: Raw -47.492526 + Penalty 0.000000 = -47.492526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.963846 sec): 2 clusters Score: Raw -47.492526 + Penalty 0.000000 = -47.492526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 90 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.964296 sec): 2 clusters Score: Raw -44.679644 + Penalty 0.000000 = -44.679644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.964486 sec): 2 clusters Score: Raw -44.679644 + Penalty 0.000000 = -44.679644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 91 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.964937 sec): 2 clusters Score: Raw -48.468625 + Penalty 0.000000 = -48.468625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.965126 sec): 2 clusters Score: Raw -48.468625 + Penalty 0.000000 = -48.468625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 92 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.965604 sec): 2 clusters Score: Raw -252.157430 + Penalty 118.866224 = -133.291206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.965820 sec): 3 clusters Score: Raw -248.401310 + Penalty 238.760417 = -9.640893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 94 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.966272 sec): 2 clusters Score: Raw -45.788763 + Penalty 0.000000 = -45.788763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.966461 sec): 2 clusters Score: Raw -45.788763 + Penalty 0.000000 = -45.788763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 95 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.966908 sec): 2 clusters Score: Raw -47.525248 + Penalty 0.000000 = -47.525248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.967093 sec): 2 clusters Score: Raw -47.525248 + Penalty 0.000000 = -47.525248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 96 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.967555 sec): 2 clusters Score: Raw -192.348325 + Penalty 56.101336 = -136.246989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.967760 sec): 3 clusters Score: Raw -184.184104 + Penalty 112.202671 = -71.981433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 97 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.968218 sec): 2 clusters Score: Raw -106.059793 + Penalty 67.631231 = -38.428562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.968410 sec): 2 clusters Score: Raw -106.059793 + Penalty 67.631231 = -38.428562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 98 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.968869 sec): 2 clusters Score: Raw -124.470617 + Penalty 33.705220 = -90.765397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.969064 sec): 2 clusters Score: Raw -124.470617 + Penalty 33.705220 = -90.765397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 100 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.969524 sec): 2 clusters Score: Raw -161.119150 + Penalty 132.548852 = -28.570298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.969718 sec): 2 clusters Score: Raw -161.119150 + Penalty 132.548852 = -28.570298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 103 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.970173 sec): 2 clusters Score: Raw -88.367501 + Penalty 53.740119 = -34.627381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.970379 sec): 3 clusters Score: Raw -83.223948 + Penalty 107.480238 = 24.256290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 104 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.970840 sec): 2 clusters Score: Raw -139.319192 + Penalty 51.531015 = -87.788177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.971042 sec): 3 clusters Score: Raw -133.114471 + Penalty 101.188683 = -31.925788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 108 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.971498 sec): 2 clusters Score: Raw -98.545449 + Penalty 80.245312 = -18.300137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.971693 sec): 2 clusters Score: Raw -98.545449 + Penalty 80.245312 = -18.300137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 109 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.972157 sec): 2 clusters Score: Raw -170.475508 + Penalty 36.247704 = -134.227804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.972351 sec): 3 clusters Score: Raw -170.430789 + Penalty 61.269019 = -109.161769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 111 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.972795 sec): 2 clusters Score: Raw -40.075553 + Penalty 0.000000 = -40.075553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.972975 sec): 2 clusters Score: Raw -40.075553 + Penalty 0.000000 = -40.075553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 117 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.973422 sec): 2 clusters Score: Raw -48.555642 + Penalty 0.000000 = -48.555642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.973606 sec): 2 clusters Score: Raw -48.555642 + Penalty 0.000000 = -48.555642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 120 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.974082 sec): 2 clusters Score: Raw -339.005705 + Penalty 148.367302 = -190.638403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.974306 sec): 3 clusters Score: Raw -351.950659 + Penalty 298.767112 = -53.183548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 122 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.974759 sec): 2 clusters Score: Raw -44.794636 + Penalty 0.000000 = -44.794636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.974948 sec): 2 clusters Score: Raw -44.794636 + Penalty 0.000000 = -44.794636 nChanged 0 Deleting Class 100 (3 points): Lose 2.633095 but Gain 1236.462908 Iteration 20F (8.935170 sec): 73 clusters Score: Raw -1324326.778060 + Penalty 56493.426593 = -1267833.351467 nChanged 23 Deleting Class 108 (2 points): Lose 36.927091 but Gain 1186.434545 Iteration 21Q (9.030374 sec): 72 clusters Score: Raw -1324340.561938 + Penalty 55333.232727 = -1269007.329212 nChanged 27 Deleting Class 47 (8 points): Lose 38.239191 but Gain 1186.895739 Iteration 22Q (9.125460 sec): 71 clusters Score: Raw -1324368.227736 + Penalty 54214.481539 = -1270153.746196 nChanged 37 Deleting Class 81 (1 points): Lose 3.248019 but Gain 1144.826584 Iteration 23Q (9.221875 sec): 70 clusters Score: Raw -1324419.365489 + Penalty 53027.002676 = -1271392.362813 nChanged 30 Deleting Class 94 (1 points): Lose 4.361403 but Gain 1144.525940 Iteration 24Q (9.316684 sec): 69 clusters Score: Raw -1324482.964220 + Penalty 51991.580810 = -1272491.383409 nChanged 27 Deleting Class 9 (7 points): Lose 37.673255 but Gain 1134.160807 Iteration 25Q (9.411376 sec): 68 clusters Score: Raw -1324483.354345 + Penalty 50866.524073 = -1273616.830273 nChanged 34 Deleting Class 80 (1 points): Lose 5.317301 but Gain 1100.819982 Iteration 26Q (9.505355 sec): 67 clusters Score: Raw -1324526.029672 + Penalty 48715.648522 = -1275810.381149 nChanged 26 Deleting Class 39 (1 points): Lose 1.297953 but Gain 1085.842835 Iteration 27Q (9.597140 sec): 65 clusters Score: Raw -1324553.169500 + Penalty 47632.000562 = -1276921.168938 nChanged 29 Deleting Class 82 (2 points): Lose 12.490472 but Gain 1073.276349 Iteration 28Q (9.689242 sec): 64 clusters Score: Raw -1324571.987342 + Penalty 46569.034957 = -1278002.952384 nChanged 17 Deleting Class 77 (2 points): Lose 15.147462 but Gain 1056.151521 Iteration 29Q (9.784514 sec): 63 clusters Score: Raw -1324576.559052 + Penalty 45526.927607 = -1279049.631445 nChanged 15 Deleting Class 91 (1 points): Lose 2.154962 but Gain 1033.096171 Iteration 30F (10.583849 sec): 62 clusters Score: Raw -1324595.024863 + Penalty 44485.846445 = -1280109.178418 nChanged 15 Deleting Class 71 (1 points): Lose 14.555660 but Gain 1045.158790 Iteration 31Q (10.675610 sec): 61 clusters Score: Raw -1324610.544433 + Penalty 43298.542498 = -1281312.001935 nChanged 15 Deleting Class 16 (5 points): Lose 17.893394 but Gain 1047.639803 Iteration 32Q (10.766722 sec): 60 clusters Score: Raw -1324642.222491 + Penalty 42251.724500 = -1282390.497991 nChanged 18 Deleting Class 97 (2 points): Lose 4.612669 but Gain 999.934170 Iteration 33Q (10.858233 sec): 59 clusters Score: Raw -1324657.437076 + Penalty 41242.560620 = -1283414.876457 nChanged 17 Deleting Class 117 (1 points): Lose 8.299158 but Gain 970.103337 Iteration 34Q (10.949074 sec): 58 clusters Score: Raw -1324665.260960 + Penalty 40401.184135 = -1284264.076825 nChanged 14 Deleting Class 55 (5 points): Lose 25.609415 but Gain 984.582276 Iteration 35Q (11.038507 sec): 57 clusters Score: Raw -1324670.506495 + Penalty 39436.516539 = -1285233.989956 nChanged 17 Deleting Class 53 (2 points): Lose 9.628674 but Gain 954.079622 Iteration 36Q (11.127035 sec): 56 clusters Score: Raw -1324687.212855 + Penalty 38509.650577 = -1286177.562278 nChanged 16 Deleting Class 76 (3 points): Lose 20.359995 but Gain 963.071361 Iteration 37Q (11.214964 sec): 55 clusters Score: Raw -1324689.920523 + Penalty 37540.639709 = -1287149.280813 nChanged 16 Deleting Class 95 (1 points): Lose 12.024279 but Gain 946.502916 Iteration 38Q (11.302617 sec): 54 clusters Score: Raw -1324687.223625 + Penalty 36592.451166 = -1288094.772459 nChanged 12 Deleting Class 88 (1 points): Lose 9.146255 but Gain 943.539828 Iteration 39Q (11.390603 sec): 53 clusters Score: Raw -1324689.062094 + Penalty 35646.989161 = -1289042.072933 nChanged 13 Deleting Class 90 (1 points): Lose 6.477476 but Gain 928.130691 Iteration 40F (12.070074 sec): 52 clusters Score: Raw -1324697.622667 + Penalty 34719.915959 = -1289977.706708 nChanged 16 Deleting Class 24 (6 points): Lose 53.834468 but Gain 963.976465 Iteration 41Q (12.158431 sec): 51 clusters Score: Raw -1324665.438130 + Penalty 33784.122468 = -1290881.315662 nChanged 25 Deleting Class 52 (10 points): Lose 64.381884 but Gain 951.698676 Iteration 42Q (12.246918 sec): 50 clusters Score: Raw -1324638.522695 + Penalty 32841.762907 = -1291796.759788 nChanged 29 Deleting Class 43 (5 points): Lose 32.692800 but Gain 880.643930 Iteration 43Q (12.334007 sec): 49 clusters Score: Raw -1324626.595415 + Penalty 31988.294385 = -1292638.301030 nChanged 23 Deleting Class 54 (13 points): Lose 80.011379 but Gain 928.803352 Iteration 44Q (12.420985 sec): 48 clusters Score: Raw -1324574.966565 + Penalty 31100.430373 = -1293474.536191 nChanged 37 Deleting Class 64 (36 points): Lose 267.625486 but Gain 1113.026965 Iteration 45Q (12.507766 sec): 47 clusters Score: Raw -1324347.141008 + Penalty 30072.629464 = -1294274.511545 nChanged 60 Deleting Class 37 (9 points): Lose 35.608706 but Gain 860.686044 Iteration 46Q (12.594150 sec): 46 clusters Score: Raw -1324398.131505 + Penalty 29265.901956 = -1295132.229549 nChanged 38 Deleting Class 59 (16 points): Lose 90.358288 but Gain 903.352625 Iteration 47Q (12.679540 sec): 45 clusters Score: Raw -1324363.741979 + Penalty 28438.669234 = -1295925.072745 nChanged 49 Deleting Class 42 (2 points): Lose 25.077089 but Gain 833.492059 Iteration 48Q (12.765713 sec): 44 clusters Score: Raw -1324410.064278 + Penalty 27736.587590 = -1296673.476688 nChanged 30 Deleting Class 8 (8 points): Lose 27.967145 but Gain 823.209613 Iteration 49Q (12.849093 sec): 43 clusters Score: Raw -1324437.028491 + Penalty 26938.788134 = -1297498.240357 nChanged 30 Deleting Class 41 (4 points): Lose 25.140451 but Gain 815.680419 Iteration 50F (13.407577 sec): 42 clusters Score: Raw -1324450.710928 + Penalty 26126.993369 = -1298323.717559 nChanged 27 Deleting Class 103 (2 points): Lose 16.036506 but Gain 794.552758 Iteration 51Q (13.492167 sec): 41 clusters Score: Raw -1324467.661286 + Penalty 25328.988796 = -1299138.672489 nChanged 22 Deleting Class 48 (81 points): Lose 602.668144 but Gain 1379.110268 Iteration 52Q (13.577402 sec): 40 clusters Score: Raw -1323888.383784 + Penalty 24066.073383 = -1299822.310402 nChanged 104 Deleting Class 72 (5 points): Lose 16.805881 but Gain 699.794309 Iteration 53Q (13.663546 sec): 39 clusters Score: Raw -1324168.436496 + Penalty 23383.744954 = -1300784.691542 nChanged 44 Deleting Class 13 (10 points): Lose 19.779458 but Gain 684.520774 Iteration 54Q (13.747412 sec): 38 clusters Score: Raw -1324219.597034 + Penalty 22712.728541 = -1301506.868493 nChanged 52 Deleting Class 92 (6 points): Lose 106.901325 but Gain 746.889985 Iteration 55Q (13.830922 sec): 37 clusters Score: Raw -1324170.224188 + Penalty 21966.587299 = -1302203.636889 nChanged 41 Deleting Class 40 (3 points): Lose 23.131004 but Gain 623.175717 Iteration 56Q (13.913390 sec): 36 clusters Score: Raw -1324240.282303 + Penalty 21325.321228 = -1302914.961075 nChanged 20 Deleting Class 122 (1 points): Lose 3.591965 but Gain 589.081541 Iteration 57Q (13.994999 sec): 35 clusters Score: Raw -1324262.603886 + Penalty 20740.295487 = -1303522.308399 nChanged 14 Deleting Class 20 (18 points): Lose 65.238802 but Gain 589.374335 Iteration 58Q (14.075226 sec): 34 clusters Score: Raw -1324212.046347 + Penalty 20170.041890 = -1304042.004457 nChanged 29 Deleting Class 21 (20 points): Lose 120.026454 but Gain 630.341571 Iteration 59Q (14.154803 sec): 33 clusters Score: Raw -1324140.851800 + Penalty 19542.519231 = -1304598.332569 nChanged 27 Deleting Class 15 (116 points): Lose 923.937301 but Gain 1418.454858 Iteration 60F (14.584066 sec): 32 clusters Score: Raw -1323256.130019 + Penalty 18319.115149 = -1304937.014869 nChanged 119 Deleting Class 44 (7 points): Lose 82.279042 but Gain 569.505635 Iteration 61Q (14.666038 sec): 31 clusters Score: Raw -1323598.226558 + Penalty 17819.102957 = -1305779.123600 nChanged 31 Deleting Class 104 (3 points): Lose 20.821378 but Gain 480.699665 Iteration 62Q (14.745387 sec): 30 clusters Score: Raw -1323684.185745 + Penalty 17351.824844 = -1306332.360901 nChanged 14 Deleting Class 120 (25 points): Lose 396.507466 but Gain 819.094072 Iteration 63Q (14.825380 sec): 29 clusters Score: Raw -1323320.334198 + Penalty 16864.014701 = -1306456.319498 nChanged 34 Deleting Class 96 (4 points): Lose 19.056397 but Gain 414.731784 Iteration 64Q (14.904421 sec): 28 clusters Score: Raw -1323514.463885 + Penalty 16601.155181 = -1306913.308704 nChanged 26 Deleting Class 62 (4 points): Lose 18.392233 but Gain 403.398399 Iteration 65Q (14.981868 sec): 27 clusters Score: Raw -1323545.453372 + Penalty 16192.880061 = -1307352.573311 nChanged 22 Deleting Class 66 (5 points): Lose 28.154779 but Gain 371.934057 Iteration 66Q (15.058623 sec): 26 clusters Score: Raw -1323534.611329 + Penalty 15831.253387 = -1307703.357943 nChanged 13 Deleting Class 18 (29 points): Lose 219.600625 but Gain 540.185669 Iteration 67Q (15.134880 sec): 25 clusters Score: Raw -1323328.057032 + Penalty 15386.219322 = -1307941.837710 nChanged 32 Deleting Class 98 (3 points): Lose 33.846291 but Gain 314.414299 Iteration 68Q (15.210362 sec): 24 clusters Score: Raw -1323375.316800 + Penalty 15075.319110 = -1308299.997690 nChanged 19 Deleting Class 109 (4 points): Lose 32.264486 but Gain 267.962870 Iteration 69Q (15.286113 sec): 23 clusters Score: Raw -1323363.017170 + Penalty 14803.780133 = -1308559.237038 nChanged 14 Deleting Class 111 (1 points): Lose 16.886385 but Gain 78.812460 Iteration 70F (15.595015 sec): 22 clusters Score: Raw -1323376.695966 + Penalty 14725.919315 = -1308650.776651 nChanged 8 Deleting Class 23 (88 points): Lose 551.675259 but Gain 591.652193 Iteration 71Q (15.668948 sec): 21 clusters Score: Raw -1322833.871388 + Penalty 14170.658720 = -1308663.212668 nChanged 97 Iteration 72Q (15.743281 sec): 21 clusters Score: Raw -1323064.123353 + Penalty 14124.350309 = -1308939.773044 nChanged 25 Iteration 73Q (15.817077 sec): 21 clusters Score: Raw -1323113.136344 + Penalty 14132.882728 = -1308980.253616 nChanged 18 Iteration 74Q (15.890680 sec): 21 clusters Score: Raw -1323125.664051 + Penalty 14138.847921 = -1308986.816130 nChanged 10 Iteration 75Q (15.963578 sec): 21 clusters Score: Raw -1323130.640751 + Penalty 14141.996792 = -1308988.643959 nChanged 4 Iteration 76Q (16.036442 sec): 21 clusters Score: Raw -1323132.193726 + Penalty 14141.996792 = -1308990.196934 nChanged 0 Iteration 77F (16.324427 sec): 21 clusters Score: Raw -1323132.193726 + Penalty 14141.996792 = -1308990.196934 nChanged 0 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.26 GB. Compute initial score before splitting: Score: Raw -1323132.193726 + Penalty 14141.996792 = -1308990.196934Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 1 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.378566 sec): 2 clusters Score: Raw -11282.862588 + Penalty 104.254719 = -11178.607869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.379287 sec): 3 clusters Score: Raw -11151.941014 + Penalty 214.190601 = -10937.750413 nChanged 104 SP:Iteration 1F (16.379999 sec): 3 clusters Score: Raw -11329.377468 + Penalty 251.213159 = -11078.164309 nChanged 55 SP:Iteration 2F (16.380699 sec): 3 clusters Score: Raw -11415.529388 + Penalty 273.498562 = -11142.030825 nChanged 14 SP:Iteration 3Q (16.381382 sec): 3 clusters Score: Raw -11446.523608 + Penalty 276.979737 = -11169.543870 nChanged 2 SP:Iteration 4Q (16.382053 sec): 3 clusters Score: Raw -11451.101662 + Penalty 274.663680 = -11176.437982 nChanged 2 SP:Iteration 5Q (16.382718 sec): 3 clusters Score: Raw -11457.026333 + Penalty 275.558007 = -11181.468325 nChanged 2 SP:Iteration 6Q (16.383378 sec): 3 clusters Score: Raw -11470.926654 + Penalty 275.558007 = -11195.368647 nChanged 0 SP:Iteration 7F (16.384075 sec): 3 clusters Score: Raw -11470.926654 + Penalty 275.558007 = -11195.368647 nChanged 0 Score: Raw -1345101.198655 + Penalty 14451.814332 = -1330649.384323 Splitting cluster 1 changes total score from -1308990.196934 to -1330649.384323 So it's getting split into cluster 8. Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 2 (606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.685463 sec): 2 clusters Score: Raw -27147.765209 + Penalty 185.449222 = -26962.315987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.686816 sec): 3 clusters Score: Raw -26788.518369 + Penalty 369.441228 = -26419.077142 nChanged 259 SP:Iteration 1F (16.688177 sec): 3 clusters Score: Raw -26985.555322 + Penalty 373.831512 = -26611.723810 nChanged 53 SP:Iteration 2F (16.689527 sec): 3 clusters Score: Raw -27039.372060 + Penalty 377.948515 = -26661.423545 nChanged 33 SP:Iteration 3F (16.690875 sec): 3 clusters Score: Raw -27053.663787 + Penalty 378.775806 = -26674.887981 nChanged 13 SP:Iteration 4Q (16.692190 sec): 3 clusters Score: Raw -27056.831687 + Penalty 379.734711 = -26677.096976 nChanged 10 SP:Iteration 5Q (16.693500 sec): 3 clusters Score: Raw -27059.467278 + Penalty 381.710377 = -26677.756901 nChanged 12 SP:Iteration 6Q (16.694814 sec): 3 clusters Score: Raw -27063.182125 + Penalty 382.843822 = -26680.338303 nChanged 11 SP:Iteration 7Q (16.696132 sec): 3 clusters Score: Raw -27067.127716 + Penalty 383.486530 = -26683.641186 nChanged 13 SP:Iteration 8Q (16.697428 sec): 3 clusters Score: Raw -27071.583103 + Penalty 384.163314 = -26687.419789 nChanged 13 SP:Iteration 9Q (16.698721 sec): 3 clusters Score: Raw -27077.086979 + Penalty 380.878675 = -26696.208303 nChanged 14 SP:Iteration 10F (16.700086 sec): 3 clusters Score: Raw -27083.476902 + Penalty 382.123852 = -26701.353050 nChanged 16 SP:Iteration 11Q (16.701377 sec): 3 clusters Score: Raw -27090.969343 + Penalty 389.798281 = -26701.171062 nChanged 18 SP:Iteration 12F (16.702754 sec): 3 clusters Score: Raw -27101.883230 + Penalty 406.630572 = -26695.252658 nChanged 20 SP:Iteration 13F (16.704138 sec): 3 clusters Score: Raw -27118.638669 + Penalty 437.905739 = -26680.732930 nChanged 16 SP:Iteration 14F (16.705522 sec): 3 clusters Score: Raw -27133.141931 + Penalty 492.030229 = -26641.111702 nChanged 15 SP:Iteration 15F (16.706918 sec): 3 clusters Score: Raw -27149.928815 + Penalty 563.943057 = -26585.985758 nChanged 8 SP:Iteration 16F (16.708358 sec): 3 clusters Score: Raw -27159.507198 + Penalty 630.403760 = -26529.103438 nChanged 2 SP:Iteration 17F (16.709751 sec): 3 clusters Score: Raw -27161.165516 + Penalty 679.648635 = -26481.516881 nChanged 1 SP:Iteration 18F (16.711139 sec): 3 clusters Score: Raw -27161.772341 + Penalty 734.613800 = -26427.158541 nChanged 1 SP:Iteration 19F (16.712547 sec): 3 clusters Score: Raw -27165.291009 + Penalty 734.613800 = -26430.677209 nChanged 0 Memory request: 0.02 GB would take us to total of 0.28 GB. Trying to split cluster 3 (3578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.729325 sec): 2 clusters Score: Raw -179230.251022 + Penalty 273.927727 = -178956.323295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.736302 sec): 3 clusters Score: Raw -176716.661362 + Penalty 537.193453 = -176179.467909 nChanged 1657 SP:Iteration 1F (16.743197 sec): 3 clusters Score: Raw -177943.976225 + Penalty 532.724825 = -177411.251400 nChanged 474 SP:Iteration 2F (16.750113 sec): 3 clusters Score: Raw -178313.273409 + Penalty 532.615320 = -177780.658090 nChanged 326 SP:Iteration 3F (16.757064 sec): 3 clusters Score: Raw -178563.232295 + Penalty 534.795139 = -178028.437155 nChanged 233 SP:Iteration 4F (16.764545 sec): 3 clusters Score: Raw -178737.838776 + Penalty 538.484752 = -178199.354024 nChanged 182 SP:Iteration 5F (16.771583 sec): 3 clusters Score: Raw -178852.477025 + Penalty 550.454410 = -178302.022615 nChanged 165 SP:Iteration 6Q (16.778267 sec): 3 clusters Score: Raw -178952.839547 + Penalty 556.168857 = -178396.670689 nChanged 139 SP:Iteration 7Q (16.784779 sec): 3 clusters Score: Raw -179035.349423 + Penalty 562.070233 = -178473.279190 nChanged 100 SP:Iteration 8Q (16.791101 sec): 3 clusters Score: Raw -179093.776573 + Penalty 573.977012 = -178519.799561 nChanged 81 SP:Iteration 9Q (16.797255 sec): 3 clusters Score: Raw -179135.913344 + Penalty 604.887791 = -178531.025553 nChanged 59 SP:Iteration 10F (16.804452 sec): 3 clusters Score: Raw -179174.934624 + Penalty 678.273945 = -178496.660679 nChanged 46 SP:Iteration 11F (16.811999 sec): 3 clusters Score: Raw -179213.296084 + Penalty 690.572656 = -178522.723428 nChanged 15 SP:Iteration 12Q (16.818021 sec): 3 clusters Score: Raw -179220.192951 + Penalty 694.448496 = -178525.744456 nChanged 11 SP:Iteration 13Q (16.824074 sec): 3 clusters Score: Raw -179227.963644 + Penalty 742.518142 = -178485.445502 nChanged 6 SP:Iteration 14F (16.831263 sec): 3 clusters Score: Raw -179229.749423 + Penalty 851.528560 = -178378.220863 nChanged 3 SP:Iteration 15F (16.838430 sec): 3 clusters Score: Raw -179232.464497 + Penalty 1026.760330 = -178205.704167 nChanged 2 SP:Iteration 16F (16.845666 sec): 3 clusters Score: Raw -179234.005172 + Penalty 1211.347839 = -178022.657333 nChanged 1 SP:Iteration 17F (16.852817 sec): 3 clusters Score: Raw -179233.134830 + Penalty 1211.347839 = -178021.786992 nChanged 0 Memory request: 0.02 GB would take us to total of 0.28 GB. Trying to split cluster 4 (3367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.865432 sec): 2 clusters Score: Raw -165071.585632 + Penalty 244.046928 = -164827.538703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.872114 sec): 3 clusters Score: Raw -162744.725718 + Penalty 494.643758 = -162250.081960 nChanged 1557 SP:Iteration 1F (16.878578 sec): 3 clusters Score: Raw -163923.319244 + Penalty 511.741043 = -163411.578201 nChanged 537 SP:Iteration 2F (16.885099 sec): 3 clusters Score: Raw -164571.395470 + Penalty 519.994689 = -164051.400781 nChanged 349 SP:Iteration 3F (16.891708 sec): 3 clusters Score: Raw -164853.450607 + Penalty 519.955504 = -164333.495103 nChanged 148 SP:Iteration 4Q (16.898189 sec): 3 clusters Score: Raw -164911.490721 + Penalty 517.426522 = -164394.064199 nChanged 75 SP:Iteration 5Q (16.904831 sec): 3 clusters Score: Raw -164932.812846 + Penalty 515.837764 = -164416.975081 nChanged 35 SP:Iteration 6Q (16.911490 sec): 3 clusters Score: Raw -164939.841579 + Penalty 514.534597 = -164425.306982 nChanged 25 SP:Iteration 7Q (16.917977 sec): 3 clusters Score: Raw -164944.160215 + Penalty 513.708186 = -164430.452028 nChanged 13 SP:Iteration 8Q (16.924408 sec): 3 clusters Score: Raw -164946.111869 + Penalty 512.674268 = -164433.437601 nChanged 11 SP:Iteration 9Q (16.930784 sec): 3 clusters Score: Raw -164947.878639 + Penalty 511.664595 = -164436.214044 nChanged 12 SP:Iteration 10F (16.937250 sec): 3 clusters Score: Raw -164950.073178 + Penalty 510.428577 = -164439.644601 nChanged 16 SP:Iteration 11Q (16.943610 sec): 3 clusters Score: Raw -164952.643183 + Penalty 508.953363 = -164443.689820 nChanged 16 SP:Iteration 12Q (16.950014 sec): 3 clusters Score: Raw -164954.843756 + Penalty 507.956939 = -164446.886817 nChanged 12 SP:Iteration 13Q (16.956363 sec): 3 clusters Score: Raw -164956.497059 + Penalty 507.132790 = -164449.364269 nChanged 11 SP:Iteration 14Q (16.962747 sec): 3 clusters Score: Raw -164958.143944 + Penalty 506.046346 = -164452.097598 nChanged 14 SP:Iteration 15Q (16.969229 sec): 3 clusters Score: Raw -164960.138273 + Penalty 505.131319 = -164455.006954 nChanged 13 SP:Iteration 16Q (16.975562 sec): 3 clusters Score: Raw -164961.855635 + Penalty 504.129046 = -164457.726588 nChanged 14 SP:Iteration 17Q (16.981898 sec): 3 clusters Score: Raw -164963.790773 + Penalty 503.205305 = -164460.585468 nChanged 14 SP:Iteration 18Q (16.988217 sec): 3 clusters Score: Raw -164965.614967 + Penalty 502.495710 = -164463.119257 nChanged 11 SP:Iteration 19Q (16.994534 sec): 3 clusters Score: Raw -164967.116891 + Penalty 501.661569 = -164465.455323 nChanged 11 SP:Iteration 20F (17.001019 sec): 3 clusters Score: Raw -164968.357772 + Penalty 501.068854 = -164467.288917 nChanged 7 SP:Iteration 21Q (17.007323 sec): 3 clusters Score: Raw -164969.002792 + Penalty 500.456386 = -164468.546406 nChanged 8 SP:Iteration 22Q (17.013655 sec): 3 clusters Score: Raw -164969.870361 + Penalty 499.570358 = -164470.300003 nChanged 11 SP:Iteration 23Q (17.019957 sec): 3 clusters Score: Raw -164971.060432 + Penalty 498.871339 = -164472.189093 nChanged 11 SP:Iteration 24Q (17.026298 sec): 3 clusters Score: Raw -164972.189369 + Penalty 498.409056 = -164473.780313 nChanged 7 SP:Iteration 25Q (17.032590 sec): 3 clusters Score: Raw -164972.838909 + Penalty 498.017952 = -164474.820957 nChanged 5 SP:Iteration 26Q (17.038881 sec): 3 clusters Score: Raw -164973.305347 + Penalty 497.570460 = -164475.734887 nChanged 6 SP:Iteration 27Q (17.045159 sec): 3 clusters Score: Raw -164974.114846 + Penalty 496.985163 = -164477.129683 nChanged 8 SP:Iteration 28Q (17.051482 sec): 3 clusters Score: Raw -164975.414869 + Penalty 496.369204 = -164479.045665 nChanged 8 SP:Iteration 29Q (17.057764 sec): 3 clusters Score: Raw -164976.893283 + Penalty 495.653610 = -164481.239672 nChanged 9 SP:Iteration 30F (17.064180 sec): 3 clusters Score: Raw -164977.774188 + Penalty 495.062912 = -164482.711276 nChanged 8 SP:Iteration 31Q (17.070808 sec): 3 clusters Score: Raw -164978.790894 + Penalty 494.550926 = -164484.239967 nChanged 7 SP:Iteration 32Q (17.077154 sec): 3 clusters Score: Raw -164979.314130 + Penalty 494.385283 = -164484.928847 nChanged 2 SP:Iteration 33Q (17.083423 sec): 3 clusters Score: Raw -164979.527268 + Penalty 494.006094 = -164485.521174 nChanged 5 SP:Iteration 34Q (17.089687 sec): 3 clusters Score: Raw -164979.892769 + Penalty 493.535563 = -164486.357206 nChanged 6 SP:Iteration 35Q (17.095942 sec): 3 clusters Score: Raw -164980.810929 + Penalty 493.160723 = -164487.650206 nChanged 5 SP:Iteration 36Q (17.102272 sec): 3 clusters Score: Raw -164981.234346 + Penalty 493.000064 = -164488.234282 nChanged 2 SP:Iteration 37Q (17.108674 sec): 3 clusters Score: Raw -164981.572520 + Penalty 492.760539 = -164488.811981 nChanged 3 SP:Iteration 38Q (17.114948 sec): 3 clusters Score: Raw -164982.186941 + Penalty 492.292713 = -164489.894228 nChanged 6 SP:Iteration 39Q (17.121315 sec): 3 clusters Score: Raw -164982.658143 + Penalty 491.927814 = -164490.730329 nChanged 5 SP:Iteration 40F (17.127807 sec): 3 clusters Score: Raw -164982.896187 + Penalty 491.704103 = -164491.192085 nChanged 3 SP:Iteration 41Q (17.134051 sec): 3 clusters Score: Raw -164983.020431 + Penalty 491.626581 = -164491.393849 nChanged 1 SP:Iteration 42Q (17.140296 sec): 3 clusters Score: Raw -164983.366303 + Penalty 491.626581 = -164491.739722 nChanged 0 SP:Iteration 43F (17.146702 sec): 3 clusters Score: Raw -164983.366303 + Penalty 491.626581 = -164491.739722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 5 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.150037 sec): 2 clusters Score: Raw -19864.492421 + Penalty 563.855843 = -19300.636579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.150946 sec): 3 clusters Score: Raw -19422.404020 + Penalty 1138.002933 = -18284.401087 nChanged 127 SP:Iteration 1F (17.151827 sec): 3 clusters Score: Raw -19587.020987 + Penalty 1145.316722 = -18441.704265 nChanged 55 SP:Iteration 2F (17.152700 sec): 3 clusters Score: Raw -19701.203039 + Penalty 1155.370457 = -18545.832581 nChanged 41 SP:Iteration 3F (17.153561 sec): 3 clusters Score: Raw -19795.063042 + Penalty 1210.592515 = -18584.470527 nChanged 29 SP:Iteration 4F (17.154410 sec): 3 clusters Score: Raw -19874.757793 + Penalty 1195.887847 = -18678.869946 nChanged 6 SP:Iteration 5Q (17.155107 sec): 3 clusters Score: Raw -19907.455458 + Penalty 1195.887847 = -18711.567610 nChanged 0 SP:Iteration 6F (17.155959 sec): 3 clusters Score: Raw -19907.455458 + Penalty 1195.887847 = -18711.567610 nChanged 0 Memory request: 0.02 GB would take us to total of 0.27 GB. Trying to split cluster 6 (2813 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.165532 sec): 2 clusters Score: Raw -151991.943044 + Penalty 516.255109 = -151475.687935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.171175 sec): 3 clusters Score: Raw -149882.951903 + Penalty 1050.753716 = -148832.198187 nChanged 1243 SP:Iteration 1F (17.176428 sec): 3 clusters Score: Raw -151397.561867 + Penalty 1070.912087 = -150326.649780 nChanged 463 SP:Iteration 2F (17.181566 sec): 3 clusters Score: Raw -151910.334907 + Penalty 1074.507053 = -150835.827854 nChanged 211 SP:Iteration 3F (17.186757 sec): 3 clusters Score: Raw -152104.331506 + Penalty 1078.194287 = -151026.137219 nChanged 115 SP:Iteration 4Q (17.191645 sec): 3 clusters Score: Raw -152193.435408 + Penalty 1078.704864 = -151114.730544 nChanged 70 SP:Iteration 5Q (17.196298 sec): 3 clusters Score: Raw -152200.635398 + Penalty 1084.329338 = -151116.306060 nChanged 40 SP:Iteration 6Q (17.200799 sec): 3 clusters Score: Raw -152184.368514 + Penalty 1096.083325 = -151088.285188 nChanged 29 SP:Iteration 7F (17.205882 sec): 3 clusters Score: Raw -152171.530313 + Penalty 1109.376449 = -151062.153864 nChanged 28 SP:Iteration 8F (17.210934 sec): 3 clusters Score: Raw -152160.803267 + Penalty 1133.409855 = -151027.393413 nChanged 26 SP:Iteration 9F (17.215955 sec): 3 clusters Score: Raw -152147.238908 + Penalty 1142.339497 = -151004.899410 nChanged 19 SP:Iteration 10F (17.220983 sec): 3 clusters Score: Raw -152133.425589 + Penalty 1150.948465 = -150982.477124 nChanged 13 SP:Iteration 11F (17.226014 sec): 3 clusters Score: Raw -152122.211871 + Penalty 1156.840991 = -150965.370880 nChanged 8 SP:Iteration 12F (17.231037 sec): 3 clusters Score: Raw -152116.725331 + Penalty 1168.459177 = -150948.266153 nChanged 10 SP:Iteration 13F (17.236047 sec): 3 clusters Score: Raw -152112.991151 + Penalty 1183.583923 = -150929.407229 nChanged 14 SP:Iteration 14F (17.241045 sec): 3 clusters Score: Raw -152106.131083 + Penalty 1172.188943 = -150933.942141 nChanged 9 SP:Iteration 15Q (17.245049 sec): 3 clusters Score: Raw -152102.703319 + Penalty 1167.044656 = -150935.658663 nChanged 5 SP:Iteration 16Q (17.249036 sec): 3 clusters Score: Raw -152101.393736 + Penalty 1169.822552 = -150931.571183 nChanged 4 SP:Iteration 17F (17.254029 sec): 3 clusters Score: Raw -152098.657477 + Penalty 1156.476195 = -150942.181282 nChanged 4 SP:Iteration 18Q (17.258015 sec): 3 clusters Score: Raw -152098.424867 + Penalty 1166.043810 = -150932.381057 nChanged 3 SP:Iteration 19F (17.263015 sec): 3 clusters Score: Raw -152098.095731 + Penalty 1168.915425 = -150929.180306 nChanged 1 SP:Iteration 20F (17.268053 sec): 3 clusters Score: Raw -152097.249649 + Penalty 1168.915425 = -150928.334223 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 7 (713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.273930 sec): 2 clusters Score: Raw -32321.166590 + Penalty 184.251274 = -32136.915316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.275569 sec): 3 clusters Score: Raw -31890.451394 + Penalty 365.686989 = -31524.764405 nChanged 307 SP:Iteration 1F (17.277189 sec): 3 clusters Score: Raw -32165.105753 + Penalty 368.991032 = -31796.114721 nChanged 83 SP:Iteration 2F (17.278766 sec): 3 clusters Score: Raw -32245.008716 + Penalty 377.512428 = -31867.496289 nChanged 33 SP:Iteration 3Q (17.280316 sec): 3 clusters Score: Raw -32276.788730 + Penalty 384.507851 = -31892.280879 nChanged 23 SP:Iteration 4Q (17.281817 sec): 3 clusters Score: Raw -32293.414676 + Penalty 404.159809 = -31889.254867 nChanged 22 SP:Iteration 5F (17.283378 sec): 3 clusters Score: Raw -32315.327740 + Penalty 418.994414 = -31896.333325 nChanged 15 SP:Iteration 6Q (17.284805 sec): 3 clusters Score: Raw -32328.412382 + Penalty 443.252922 = -31885.159460 nChanged 11 SP:Iteration 7F (17.286411 sec): 3 clusters Score: Raw -32338.163732 + Penalty 450.878283 = -31887.285449 nChanged 6 SP:Iteration 8Q (17.287804 sec): 3 clusters Score: Raw -32340.940245 + Penalty 465.727546 = -31875.212699 nChanged 3 SP:Iteration 9F (17.289391 sec): 3 clusters Score: Raw -32341.710539 + Penalty 478.391099 = -31863.319440 nChanged 2 SP:Iteration 10F (17.290961 sec): 3 clusters Score: Raw -32342.406156 + Penalty 493.151636 = -31849.254520 nChanged 2 SP:Iteration 11F (17.292576 sec): 3 clusters Score: Raw -32342.580654 + Penalty 500.524263 = -31842.056391 nChanged 1 SP:Iteration 12F (17.294175 sec): 3 clusters Score: Raw -32342.757128 + Penalty 517.301942 = -31825.455186 nChanged 2 SP:Iteration 13F (17.295754 sec): 3 clusters Score: Raw -32343.778664 + Penalty 516.969952 = -31826.808712 nChanged 2 SP:Iteration 14Q (17.297099 sec): 3 clusters Score: Raw -32345.664944 + Penalty 509.445474 = -31836.219470 nChanged 3 SP:Iteration 15Q (17.298475 sec): 3 clusters Score: Raw -32346.476277 + Penalty 526.330476 = -31820.145801 nChanged 3 SP:Iteration 16F (17.300075 sec): 3 clusters Score: Raw -32347.451894 + Penalty 530.611741 = -31816.840153 nChanged 1 SP:Iteration 17F (17.301657 sec): 3 clusters Score: Raw -32348.244809 + Penalty 530.611741 = -31817.633068 nChanged 0 Memory request: 0.03 GB would take us to total of 0.29 GB. Trying to split cluster 10 (6293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.330044 sec): 2 clusters Score: Raw -312586.180798 + Penalty 277.876085 = -312308.304713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.342232 sec): 3 clusters Score: Raw -308331.683015 + Penalty 572.040714 = -307759.642301 nChanged 2915 SP:Iteration 1F (17.354552 sec): 3 clusters Score: Raw -311231.122575 + Penalty 593.671282 = -310637.451293 nChanged 804 SP:Iteration 2F (17.367198 sec): 3 clusters Score: Raw -311895.195007 + Penalty 612.457358 = -311282.737648 nChanged 384 SP:Iteration 3F (17.380187 sec): 3 clusters Score: Raw -312252.359916 + Penalty 615.857748 = -311636.502168 nChanged 163 SP:Iteration 4Q (17.392566 sec): 3 clusters Score: Raw -312431.129806 + Penalty 621.042578 = -311810.087228 nChanged 84 SP:Iteration 5Q (17.403776 sec): 3 clusters Score: Raw -312499.958041 + Penalty 621.668948 = -311878.289094 nChanged 53 SP:Iteration 6Q (17.414673 sec): 3 clusters Score: Raw -312527.166586 + Penalty 619.028814 = -311908.137773 nChanged 37 SP:Iteration 7Q (17.425392 sec): 3 clusters Score: Raw -312533.189746 + Penalty 616.598352 = -311916.591394 nChanged 32 SP:Iteration 8Q (17.435978 sec): 3 clusters Score: Raw -312527.542407 + Penalty 619.561446 = -311907.980961 nChanged 23 SP:Iteration 9F (17.448515 sec): 3 clusters Score: Raw -312520.813240 + Penalty 625.006902 = -311895.806338 nChanged 25 SP:Iteration 10F (17.461537 sec): 3 clusters Score: Raw -312513.595245 + Penalty 629.621199 = -311883.974046 nChanged 24 SP:Iteration 11F (17.474154 sec): 3 clusters Score: Raw -312519.146145 + Penalty 639.672587 = -311879.473557 nChanged 29 SP:Iteration 12F (17.487122 sec): 3 clusters Score: Raw -312524.758221 + Penalty 639.102046 = -311885.656175 nChanged 26 SP:Iteration 13Q (17.497391 sec): 3 clusters Score: Raw -312531.064255 + Penalty 637.163441 = -311893.900814 nChanged 29 SP:Iteration 14Q (17.507615 sec): 3 clusters Score: Raw -312530.257396 + Penalty 643.942658 = -311886.314738 nChanged 24 SP:Iteration 15F (17.520139 sec): 3 clusters Score: Raw -312527.973400 + Penalty 646.103450 = -311881.869950 nChanged 31 SP:Iteration 16F (17.532781 sec): 3 clusters Score: Raw -312529.701703 + Penalty 650.656234 = -311879.045470 nChanged 24 SP:Iteration 17F (17.545417 sec): 3 clusters Score: Raw -312534.478918 + Penalty 642.259269 = -311892.219648 nChanged 28 SP:Iteration 18Q (17.555644 sec): 3 clusters Score: Raw -312555.597579 + Penalty 748.057798 = -311807.539780 nChanged 24 SP:Iteration 19F (17.568194 sec): 3 clusters Score: Raw -312579.982632 + Penalty 851.930404 = -311728.052228 nChanged 5 SP:Iteration 20F (17.580931 sec): 3 clusters Score: Raw -312582.546496 + Penalty 1217.832542 = -311364.713953 nChanged 2 SP:Iteration 21F (17.593651 sec): 3 clusters Score: Raw -312584.059532 + Penalty 277.876085 = -312306.183446 nChanged 1 SP:Iteration 22Q (17.603625 sec): 2 clusters Score: Raw -312586.180798 + Penalty 277.876085 = -312308.304713 nChanged 0 SP:Iteration 23F (17.613520 sec): 2 clusters Score: Raw -312586.180798 + Penalty 277.876085 = -312308.304713 nChanged 0 Memory request: 0.02 GB would take us to total of 0.28 GB. Trying to split cluster 11 (3872 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.631305 sec): 2 clusters Score: Raw -188752.117324 + Penalty 236.962574 = -188515.154751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.638828 sec): 3 clusters Score: Raw -186140.588278 + Penalty 458.972219 = -185681.616058 nChanged 1794 SP:Iteration 1F (17.646038 sec): 3 clusters Score: Raw -187462.727163 + Penalty 453.948337 = -187008.778826 nChanged 554 SP:Iteration 2F (17.653104 sec): 3 clusters Score: Raw -188004.701159 + Penalty 468.666147 = -187536.035012 nChanged 416 SP:Iteration 3F (17.660072 sec): 3 clusters Score: Raw -188439.947335 + Penalty 501.519627 = -187938.427709 nChanged 254 SP:Iteration 4F (17.666987 sec): 3 clusters Score: Raw -188666.028047 + Penalty 533.372611 = -188132.655436 nChanged 115 SP:Iteration 5Q (17.673882 sec): 3 clusters Score: Raw -188747.976153 + Penalty 564.556591 = -188183.419563 nChanged 61 SP:Iteration 6Q (17.680562 sec): 3 clusters Score: Raw -188781.401261 + Penalty 559.355157 = -188222.046104 nChanged 31 SP:Iteration 7Q (17.686858 sec): 3 clusters Score: Raw -188786.180136 + Penalty 537.844513 = -188248.335623 nChanged 21 SP:Iteration 8Q (17.692517 sec): 3 clusters Score: Raw -188790.468715 + Penalty 545.357449 = -188245.111266 nChanged 16 SP:Iteration 9F (17.699403 sec): 3 clusters Score: Raw -188792.978913 + Penalty 563.669604 = -188229.309309 nChanged 9 SP:Iteration 10F (17.706289 sec): 3 clusters Score: Raw -188792.995796 + Penalty 572.741803 = -188220.253993 nChanged 6 SP:Iteration 11F (17.713148 sec): 3 clusters Score: Raw -188789.369442 + Penalty 578.593557 = -188210.775885 nChanged 1 SP:Iteration 12F (17.719997 sec): 3 clusters Score: Raw -188788.992513 + Penalty 586.382667 = -188202.609846 nChanged 1 SP:Iteration 13F (17.726916 sec): 3 clusters Score: Raw -188788.334312 + Penalty 590.373602 = -188197.960711 nChanged 1 SP:Iteration 14F (17.733919 sec): 3 clusters Score: Raw -188788.165260 + Penalty 608.665129 = -188179.500132 nChanged 2 SP:Iteration 15F (17.740934 sec): 3 clusters Score: Raw -188787.650723 + Penalty 614.324693 = -188173.326029 nChanged 1 SP:Iteration 16F (17.747797 sec): 3 clusters Score: Raw -188787.661239 + Penalty 619.485365 = -188168.175874 nChanged 1 SP:Iteration 17F (17.754633 sec): 3 clusters Score: Raw -188786.428190 + Penalty 631.096478 = -188155.331712 nChanged 1 SP:Iteration 18F (17.761479 sec): 3 clusters Score: Raw -188788.114056 + Penalty 631.096478 = -188157.017578 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 12 (2199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.774363 sec): 2 clusters Score: Raw -120768.799457 + Penalty 516.166271 = -120252.633187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.778669 sec): 3 clusters Score: Raw -119080.936491 + Penalty 1029.119686 = -118051.816806 nChanged 978 SP:Iteration 1F (17.783076 sec): 3 clusters Score: Raw -119952.616255 + Penalty 1029.490745 = -118923.125510 nChanged 382 SP:Iteration 2F (17.787522 sec): 3 clusters Score: Raw -120553.881981 + Penalty 1046.381133 = -119507.500848 nChanged 302 SP:Iteration 3F (17.791881 sec): 3 clusters Score: Raw -120932.241338 + Penalty 1064.297125 = -119867.944213 nChanged 157 SP:Iteration 4F (17.796257 sec): 3 clusters Score: Raw -121032.482568 + Penalty 1071.151344 = -119961.331224 nChanged 79 SP:Iteration 5Q (17.800318 sec): 3 clusters Score: Raw -121107.993020 + Penalty 1063.100769 = -120044.892251 nChanged 42 SP:Iteration 6Q (17.804223 sec): 3 clusters Score: Raw -121154.104323 + Penalty 1059.056298 = -120095.048024 nChanged 27 SP:Iteration 7Q (17.808069 sec): 3 clusters Score: Raw -121161.708290 + Penalty 1057.665124 = -120104.043166 nChanged 16 SP:Iteration 8Q (17.811883 sec): 3 clusters Score: Raw -121166.113287 + Penalty 1060.442235 = -120105.671052 nChanged 19 SP:Iteration 9Q (17.815680 sec): 3 clusters Score: Raw -121170.249614 + Penalty 1062.898396 = -120107.351218 nChanged 17 SP:Iteration 10F (17.820069 sec): 3 clusters Score: Raw -121179.477268 + Penalty 1065.060281 = -120114.416987 nChanged 16 SP:Iteration 11Q (17.823909 sec): 3 clusters Score: Raw -121187.133034 + Penalty 1064.133247 = -120122.999787 nChanged 11 SP:Iteration 12Q (17.827821 sec): 3 clusters Score: Raw -121192.770414 + Penalty 1063.817396 = -120128.953018 nChanged 4 SP:Iteration 13Q (17.831719 sec): 3 clusters Score: Raw -121196.393419 + Penalty 1064.251950 = -120132.141469 nChanged 3 SP:Iteration 14Q (17.835613 sec): 3 clusters Score: Raw -121198.778923 + Penalty 1064.499182 = -120134.279741 nChanged 4 SP:Iteration 15Q (17.839564 sec): 3 clusters Score: Raw -121205.353001 + Penalty 1063.757484 = -120141.595516 nChanged 1 SP:Iteration 16Q (17.843359 sec): 3 clusters Score: Raw -121207.820118 + Penalty 1064.226891 = -120143.593227 nChanged 2 SP:Iteration 17Q (17.847099 sec): 3 clusters Score: Raw -121212.907333 + Penalty 1064.942534 = -120147.964799 nChanged 2 SP:Iteration 18Q (17.850835 sec): 3 clusters Score: Raw -121215.871151 + Penalty 1064.942534 = -120150.928617 nChanged 0 SP:Iteration 19F (17.855240 sec): 3 clusters Score: Raw -121215.871151 + Penalty 1064.942534 = -120150.928617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 14 (309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.857794 sec): 2 clusters Score: Raw -16604.483793 + Penalty 534.249736 = -16070.234056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.858587 sec): 3 clusters Score: Raw -16215.502108 + Penalty 1082.157921 = -15133.344187 nChanged 82 SP:Iteration 1F (17.859376 sec): 3 clusters Score: Raw -16365.975521 + Penalty 1148.654240 = -15217.321280 nChanged 56 SP:Iteration 2F (17.860176 sec): 3 clusters Score: Raw -16536.974820 + Penalty 1235.185439 = -15301.789381 nChanged 30 SP:Iteration 3F (17.860982 sec): 3 clusters Score: Raw -16626.641762 + Penalty 1248.410855 = -15378.230907 nChanged 6 SP:Iteration 4Q (17.861701 sec): 3 clusters Score: Raw -16668.152829 + Penalty 1248.410855 = -15419.741974 nChanged 0 SP:Iteration 5F (17.862508 sec): 3 clusters Score: Raw -16668.152829 + Penalty 1248.410855 = -15419.741974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 17 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.863919 sec): 2 clusters Score: Raw -20606.582915 + Penalty 947.535347 = -19659.047568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.864763 sec): 3 clusters Score: Raw -19969.258936 + Penalty 1895.067533 = -18074.191402 nChanged 84 SP:Iteration 1F (17.865593 sec): 3 clusters Score: Raw -20084.516700 + Penalty 1895.069348 = -18189.447352 nChanged 30 SP:Iteration 2F (17.866424 sec): 3 clusters Score: Raw -20165.331939 + Penalty 1895.064187 = -18270.267752 nChanged 41 SP:Iteration 3F (17.867244 sec): 3 clusters Score: Raw -20274.248016 + Penalty 1895.040251 = -18379.207765 nChanged 29 SP:Iteration 4F (17.868054 sec): 3 clusters Score: Raw -20342.592901 + Penalty 1895.011413 = -18447.581488 nChanged 21 SP:Iteration 5F (17.868859 sec): 3 clusters Score: Raw -20391.847065 + Penalty 1894.960283 = -18496.886782 nChanged 14 SP:Iteration 6Q (17.869561 sec): 3 clusters Score: Raw -20430.290690 + Penalty 1894.904436 = -18535.386254 nChanged 17 SP:Iteration 7Q (17.870246 sec): 3 clusters Score: Raw -20495.968034 + Penalty 1895.124675 = -18600.843359 nChanged 17 SP:Iteration 8Q (17.870911 sec): 3 clusters Score: Raw -20554.616807 + Penalty 1895.099541 = -18659.517266 nChanged 5 SP:Iteration 9Q (17.871568 sec): 3 clusters Score: Raw -20584.643649 + Penalty 1895.210941 = -18689.432708 nChanged 4 SP:Iteration 10F (17.872357 sec): 3 clusters Score: Raw -20604.776717 + Penalty 1895.212304 = -18709.564413 nChanged 3 SP:Iteration 11Q (17.873005 sec): 3 clusters Score: Raw -20626.924220 + Penalty 1895.212304 = -18731.711916 nChanged 0 SP:Iteration 12F (17.873795 sec): 3 clusters Score: Raw -20626.924220 + Penalty 1895.212304 = -18731.711916 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 19 (609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.876053 sec): 2 clusters Score: Raw -27659.295422 + Penalty 180.746006 = -27478.549416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.877398 sec): 3 clusters Score: Raw -27285.086692 + Penalty 360.240758 = -26924.845934 nChanged 243 SP:Iteration 1F (17.878733 sec): 3 clusters Score: Raw -27454.062506 + Penalty 360.309675 = -27093.752831 nChanged 76 SP:Iteration 2F (17.880068 sec): 3 clusters Score: Raw -27500.426372 + Penalty 359.913990 = -27140.512382 nChanged 47 SP:Iteration 3F (17.881394 sec): 3 clusters Score: Raw -27519.427002 + Penalty 360.792200 = -27158.634802 nChanged 26 SP:Iteration 4Q (17.882705 sec): 3 clusters Score: Raw -27525.754580 + Penalty 361.955749 = -27163.798831 nChanged 14 SP:Iteration 5Q (17.884031 sec): 3 clusters Score: Raw -27529.426817 + Penalty 363.500954 = -27165.925864 nChanged 13 SP:Iteration 6Q (17.885326 sec): 3 clusters Score: Raw -27535.084603 + Penalty 365.411614 = -27169.672988 nChanged 15 SP:Iteration 7Q (17.886630 sec): 3 clusters Score: Raw -27539.709097 + Penalty 368.225974 = -27171.483123 nChanged 20 SP:Iteration 8Q (17.887930 sec): 3 clusters Score: Raw -27546.849412 + Penalty 371.343592 = -27175.505821 nChanged 20 SP:Iteration 9Q (17.889324 sec): 3 clusters Score: Raw -27555.397283 + Penalty 375.954932 = -27179.442351 nChanged 24 SP:Iteration 10F (17.890689 sec): 3 clusters Score: Raw -27569.817639 + Penalty 376.437990 = -27193.379649 nChanged 32 SP:Iteration 11F (17.892006 sec): 3 clusters Score: Raw -27592.249060 + Penalty 375.381207 = -27216.867853 nChanged 25 SP:Iteration 12Q (17.893263 sec): 3 clusters Score: Raw -27614.401635 + Penalty 374.492550 = -27239.909085 nChanged 19 SP:Iteration 13Q (17.894496 sec): 3 clusters Score: Raw -27631.206213 + Penalty 375.178178 = -27256.028035 nChanged 15 SP:Iteration 14Q (17.895745 sec): 3 clusters Score: Raw -27639.075555 + Penalty 374.723495 = -27264.352059 nChanged 8 SP:Iteration 15Q (17.896954 sec): 3 clusters Score: Raw -27641.780989 + Penalty 376.684382 = -27265.096607 nChanged 6 SP:Iteration 16Q (17.898194 sec): 3 clusters Score: Raw -27643.961571 + Penalty 379.022106 = -27264.939465 nChanged 8 SP:Iteration 17F (17.899464 sec): 3 clusters Score: Raw -27646.850216 + Penalty 380.080638 = -27266.769578 nChanged 9 SP:Iteration 18Q (17.900672 sec): 3 clusters Score: Raw -27649.919290 + Penalty 377.100272 = -27272.819017 nChanged 7 SP:Iteration 19Q (17.901870 sec): 3 clusters Score: Raw -27652.653750 + Penalty 380.280636 = -27272.373113 nChanged 7 SP:Iteration 20F (17.903136 sec): 3 clusters Score: Raw -27654.850165 + Penalty 383.457619 = -27271.392546 nChanged 3 SP:Iteration 21F (17.904399 sec): 3 clusters Score: Raw -27655.592755 + Penalty 385.331202 = -27270.261554 nChanged 2 SP:Iteration 22F (17.905662 sec): 3 clusters Score: Raw -27656.212124 + Penalty 393.308709 = -27262.903415 nChanged 6 SP:Iteration 23F (17.906930 sec): 3 clusters Score: Raw -27659.761147 + Penalty 404.802780 = -27254.958367 nChanged 9 SP:Iteration 24F (17.908209 sec): 3 clusters Score: Raw -27664.058518 + Penalty 411.292225 = -27252.766292 nChanged 6 SP:Iteration 25F (17.909468 sec): 3 clusters Score: Raw -27665.311843 + Penalty 394.115603 = -27271.196239 nChanged 4 SP:Iteration 26Q (17.910601 sec): 3 clusters Score: Raw -27666.811641 + Penalty 394.115603 = -27272.696038 nChanged 0 SP:Iteration 27F (17.911859 sec): 3 clusters Score: Raw -27666.811641 + Penalty 394.115603 = -27272.696038 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 22 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.913300 sec): 2 clusters Score: Raw -19561.882947 + Penalty 745.670472 = -18816.212476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.914151 sec): 3 clusters Score: Raw -19029.460028 + Penalty 1494.328613 = -17535.131415 nChanged 119 SP:Iteration 1F (17.914994 sec): 3 clusters Score: Raw -19187.240026 + Penalty 1496.612517 = -17690.627509 nChanged 35 SP:Iteration 2F (17.915843 sec): 3 clusters Score: Raw -19256.926782 + Penalty 1498.199813 = -17758.726969 nChanged 28 SP:Iteration 3F (17.916693 sec): 3 clusters Score: Raw -19316.344470 + Penalty 1495.197112 = -17821.147358 nChanged 30 SP:Iteration 4F (17.917550 sec): 3 clusters Score: Raw -19390.923163 + Penalty 1493.901841 = -17897.021322 nChanged 29 SP:Iteration 5F (17.918414 sec): 3 clusters Score: Raw -19465.782777 + Penalty 1502.729909 = -17963.052868 nChanged 19 SP:Iteration 6F (17.919282 sec): 3 clusters Score: Raw -19517.150030 + Penalty 1508.027524 = -18009.122505 nChanged 11 SP:Iteration 7Q (17.920025 sec): 3 clusters Score: Raw -19541.854530 + Penalty 1521.438997 = -18020.415533 nChanged 10 SP:Iteration 8Q (17.920763 sec): 3 clusters Score: Raw -19556.363978 + Penalty 1502.492661 = -18053.871316 nChanged 5 SP:Iteration 9Q (17.921496 sec): 3 clusters Score: Raw -19587.841865 + Penalty 1555.382868 = -18032.458997 nChanged 2 SP:Iteration 10F (17.922370 sec): 3 clusters Score: Raw -19601.310984 + Penalty 1555.382868 = -18045.928116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 27 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.923378 sec): 2 clusters Score: Raw -9543.126939 + Penalty 614.653344 = -8928.473595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.923945 sec): 3 clusters Score: Raw -9353.990067 + Penalty 1229.212262 = -8124.777805 nChanged 47 SP:Iteration 1F (17.924500 sec): 3 clusters Score: Raw -9441.909967 + Penalty 1245.011182 = -8196.898785 nChanged 22 SP:Iteration 2F (17.925046 sec): 3 clusters Score: Raw -9485.557558 + Penalty 1257.690354 = -8227.867203 nChanged 10 SP:Iteration 3F (17.925609 sec): 3 clusters Score: Raw -9509.173197 + Penalty 1281.192736 = -8227.980461 nChanged 10 SP:Iteration 4F (17.926192 sec): 3 clusters Score: Raw -9538.000640 + Penalty 1304.289856 = -8233.710784 nChanged 9 SP:Iteration 5Q (17.926697 sec): 3 clusters Score: Raw -9558.515346 + Penalty 1314.764629 = -8243.750717 nChanged 4 SP:Iteration 6Q (17.927192 sec): 3 clusters Score: Raw -9577.424805 + Penalty 1321.623235 = -8255.801570 nChanged 2 SP:Iteration 7Q (17.927679 sec): 3 clusters Score: Raw -9588.091896 + Penalty 1321.623235 = -8266.468661 nChanged 0 SP:Iteration 8F (17.928228 sec): 3 clusters Score: Raw -9588.091896 + Penalty 1321.623235 = -8266.468661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 28 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.929986 sec): 2 clusters Score: Raw -26639.697879 + Penalty 737.931820 = -25901.766059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.931056 sec): 3 clusters Score: Raw -25956.931584 + Penalty 1472.211531 = -24484.720053 nChanged 137 SP:Iteration 1F (17.932102 sec): 3 clusters Score: Raw -26111.181176 + Penalty 1472.677391 = -24638.503785 nChanged 66 SP:Iteration 2F (17.933134 sec): 3 clusters Score: Raw -26301.557095 + Penalty 1481.692981 = -24819.864114 nChanged 64 SP:Iteration 3F (17.934149 sec): 3 clusters Score: Raw -26471.284794 + Penalty 1511.904967 = -24959.379827 nChanged 43 SP:Iteration 4F (17.935161 sec): 3 clusters Score: Raw -26581.196681 + Penalty 1548.880938 = -25032.315743 nChanged 21 SP:Iteration 5Q (17.936009 sec): 3 clusters Score: Raw -26637.891535 + Penalty 1602.259684 = -25035.631852 nChanged 14 SP:Iteration 6Q (17.936827 sec): 3 clusters Score: Raw -26693.866673 + Penalty 1584.548180 = -25109.318493 nChanged 2 SP:Iteration 7Q (17.937635 sec): 3 clusters Score: Raw -26714.661291 + Penalty 1584.548180 = -25130.113111 nChanged 0 SP:Iteration 8F (17.938632 sec): 3 clusters Score: Raw -26714.661291 + Penalty 1584.548180 = -25130.113111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 29 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.939320 sec): 2 clusters Score: Raw -2998.019047 + Penalty 207.955536 = -2790.063511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.939673 sec): 3 clusters Score: Raw -3000.829228 + Penalty 414.558781 = -2586.270447 nChanged 22 SP:Iteration 1F (17.940021 sec): 3 clusters Score: Raw -3062.172723 + Penalty 411.362650 = -2650.810074 nChanged 5 SP:Iteration 2F (17.940367 sec): 3 clusters Score: Raw -3102.445769 + Penalty 410.813273 = -2691.632496 nChanged 2 SP:Iteration 3Q (17.940693 sec): 3 clusters Score: Raw -3110.230396 + Penalty 410.835928 = -2699.394468 nChanged 1 SP:Iteration 4Q (17.941017 sec): 3 clusters Score: Raw -3112.583784 + Penalty 410.835928 = -2701.747855 nChanged 0 SP:Iteration 5F (17.941372 sec): 3 clusters Score: Raw -3112.583784 + Penalty 410.835928 = -2701.747855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 31 (442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.943078 sec): 2 clusters Score: Raw -20844.003525 + Penalty 312.870961 = -20531.132564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.944162 sec): 3 clusters Score: Raw -20447.256606 + Penalty 672.068193 = -19775.188413 nChanged 163 SP:Iteration 1F (17.945240 sec): 3 clusters Score: Raw -20766.351263 + Penalty 681.316008 = -20085.035254 nChanged 54 SP:Iteration 2F (17.946301 sec): 3 clusters Score: Raw -20878.772747 + Penalty 670.194316 = -20208.578431 nChanged 21 SP:Iteration 3Q (17.947221 sec): 3 clusters Score: Raw -20910.737904 + Penalty 663.601425 = -20247.136478 nChanged 4 SP:Iteration 4Q (17.948129 sec): 3 clusters Score: Raw -20914.918055 + Penalty 651.581424 = -20263.336631 nChanged 4 SP:Iteration 5Q (17.949030 sec): 3 clusters Score: Raw -20919.063765 + Penalty 648.095552 = -20270.968214 nChanged 3 SP:Iteration 6Q (17.949926 sec): 3 clusters Score: Raw -20928.946709 + Penalty 651.866630 = -20277.080079 nChanged 1 SP:Iteration 7Q (17.950850 sec): 3 clusters Score: Raw -20929.978182 + Penalty 651.866630 = -20278.111552 nChanged 0 SP:Iteration 8F (17.951908 sec): 3 clusters Score: Raw -20929.978182 + Penalty 651.866630 = -20278.111552 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 32 (766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.955999 sec): 2 clusters Score: Raw -34058.979230 + Penalty 171.428070 = -33887.551160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.957616 sec): 3 clusters Score: Raw -33598.324194 + Penalty 344.518827 = -33253.805367 nChanged 351 SP:Iteration 1F (17.959221 sec): 3 clusters Score: Raw -33825.311969 + Penalty 346.316680 = -33478.995289 nChanged 81 SP:Iteration 2F (17.960832 sec): 3 clusters Score: Raw -33856.366360 + Penalty 346.991828 = -33509.374532 nChanged 44 SP:Iteration 3F (17.962452 sec): 3 clusters Score: Raw -33879.823961 + Penalty 351.672596 = -33528.151365 nChanged 51 SP:Iteration 4F (17.964085 sec): 3 clusters Score: Raw -33911.236878 + Penalty 363.253456 = -33547.983422 nChanged 46 SP:Iteration 5F (17.965725 sec): 3 clusters Score: Raw -33948.862624 + Penalty 378.297298 = -33570.565326 nChanged 49 SP:Iteration 6F (17.967380 sec): 3 clusters Score: Raw -33989.519285 + Penalty 403.830451 = -33585.688834 nChanged 36 SP:Iteration 7Q (17.969052 sec): 3 clusters Score: Raw -34019.415856 + Penalty 407.315289 = -33612.100568 nChanged 22 SP:Iteration 8Q (17.970776 sec): 3 clusters Score: Raw -34037.953550 + Penalty 415.927964 = -33622.025586 nChanged 9 SP:Iteration 9Q (17.972482 sec): 3 clusters Score: Raw -34044.227025 + Penalty 457.589882 = -33586.637143 nChanged 9 SP:Iteration 10F (17.974148 sec): 3 clusters Score: Raw -34056.335273 + Penalty 502.336137 = -33553.999137 nChanged 9 SP:Iteration 11F (17.975820 sec): 3 clusters Score: Raw -34068.762875 + Penalty 566.379646 = -33502.383229 nChanged 4 SP:Iteration 12F (17.977492 sec): 3 clusters Score: Raw -34078.314997 + Penalty 566.379646 = -33511.935351 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 33 (581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.982430 sec): 2 clusters Score: Raw -26006.950275 + Penalty 305.058155 = -25701.892120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.983714 sec): 3 clusters Score: Raw -25534.754738 + Penalty 632.889093 = -24901.865645 nChanged 229 SP:Iteration 1F (17.985023 sec): 3 clusters Score: Raw -25759.242892 + Penalty 655.800653 = -25103.442238 nChanged 82 SP:Iteration 2F (17.986340 sec): 3 clusters Score: Raw -25864.085991 + Penalty 669.760105 = -25194.325886 nChanged 42 SP:Iteration 3F (17.987642 sec): 3 clusters Score: Raw -25908.649003 + Penalty 683.324139 = -25225.324864 nChanged 23 SP:Iteration 4Q (17.988912 sec): 3 clusters Score: Raw -25939.200386 + Penalty 696.370948 = -25242.829438 nChanged 24 SP:Iteration 5Q (17.990161 sec): 3 clusters Score: Raw -25960.292418 + Penalty 709.927290 = -25250.365127 nChanged 17 SP:Iteration 6Q (17.991400 sec): 3 clusters Score: Raw -25975.196954 + Penalty 729.562250 = -25245.634704 nChanged 20 SP:Iteration 7F (17.992717 sec): 3 clusters Score: Raw -25992.428222 + Penalty 750.914190 = -25241.514032 nChanged 18 SP:Iteration 8F (17.994032 sec): 3 clusters Score: Raw -26005.964842 + Penalty 779.136586 = -25226.828255 nChanged 14 SP:Iteration 9F (17.995349 sec): 3 clusters Score: Raw -26020.058258 + Penalty 813.853173 = -25206.205085 nChanged 18 SP:Iteration 10F (17.996676 sec): 3 clusters Score: Raw -26034.863343 + Penalty 849.657414 = -25185.205929 nChanged 17 SP:Iteration 11F (17.998008 sec): 3 clusters Score: Raw -26059.523358 + Penalty 868.895785 = -25190.627573 nChanged 12 SP:Iteration 12Q (17.999185 sec): 3 clusters Score: Raw -26069.859044 + Penalty 878.585362 = -25191.273683 nChanged 6 SP:Iteration 13Q (18.000346 sec): 3 clusters Score: Raw -26074.644074 + Penalty 892.347611 = -25182.296463 nChanged 5 SP:Iteration 14F (18.001694 sec): 3 clusters Score: Raw -26077.769324 + Penalty 892.347611 = -25185.421713 nChanged 0 Iteration 78F (18.317764 sec): 22 clusters Score: Raw -1323316.727873 + Penalty 14451.426253 = -1308865.301620 nChanged 19 Iteration 79F (18.624400 sec): 22 clusters Score: Raw -1323336.280190 + Penalty 14448.048716 = -1308888.231475 nChanged 5 Iteration 80F (18.926287 sec): 22 clusters Score: Raw -1323342.972010 + Penalty 14438.120625 = -1308904.851385 nChanged 4 Iteration 81Q (19.000570 sec): 22 clusters Score: Raw -1323343.555270 + Penalty 14438.120625 = -1308905.434645 nChanged 0 Iteration 82F (19.302281 sec): 22 clusters Score: Raw -1323343.555270 + Penalty 14438.120625 = -1308905.434645 nChanged 0 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.26 GB. Compute initial score before splitting: Score: Raw -1323343.555270 + Penalty 14438.120625 = -1308905.434645Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 1 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.357326 sec): 2 clusters Score: Raw -9267.785350 + Penalty 74.688036 = -9193.097315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.357947 sec): 3 clusters Score: Raw -9144.152317 + Penalty 153.703864 = -8990.448453 nChanged 87 SP:Iteration 1F (19.358548 sec): 3 clusters Score: Raw -9193.929197 + Penalty 170.185044 = -9023.744153 nChanged 42 SP:Iteration 2F (19.359149 sec): 3 clusters Score: Raw -9231.573363 + Penalty 187.658501 = -9043.914862 nChanged 22 SP:Iteration 3F (19.359749 sec): 3 clusters Score: Raw -9255.506657 + Penalty 214.199748 = -9041.306909 nChanged 19 SP:Iteration 4F (19.360348 sec): 3 clusters Score: Raw -9286.231041 + Penalty 291.345346 = -8994.885695 nChanged 13 SP:Iteration 5F (19.360967 sec): 3 clusters Score: Raw -9312.268807 + Penalty 358.387401 = -8953.881406 nChanged 4 SP:Iteration 6F (19.361585 sec): 3 clusters Score: Raw -9320.797015 + Penalty 391.386178 = -8929.410837 nChanged 1 SP:Iteration 7F (19.362186 sec): 3 clusters Score: Raw -9326.584092 + Penalty 391.386178 = -8935.197913 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 2 (607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.365335 sec): 2 clusters Score: Raw -27188.989037 + Penalty 185.855201 = -27003.133836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.366638 sec): 3 clusters Score: Raw -26812.503348 + Penalty 402.058246 = -26410.445102 nChanged 261 SP:Iteration 1F (19.367888 sec): 3 clusters Score: Raw -27120.152198 + Penalty 437.417318 = -26682.734880 nChanged 56 SP:Iteration 2F (19.369134 sec): 3 clusters Score: Raw -27186.829284 + Penalty 450.884336 = -26735.944947 nChanged 15 SP:Iteration 3Q (19.370265 sec): 3 clusters Score: Raw -27199.672149 + Penalty 457.054257 = -26742.617893 nChanged 3 SP:Iteration 4Q (19.371348 sec): 3 clusters Score: Raw -27202.082008 + Penalty 464.659113 = -26737.422895 nChanged 4 SP:Iteration 5F (19.372596 sec): 3 clusters Score: Raw -27206.195226 + Penalty 475.438690 = -26730.756536 nChanged 2 SP:Iteration 6F (19.373839 sec): 3 clusters Score: Raw -27206.858522 + Penalty 481.015278 = -26725.843244 nChanged 1 SP:Iteration 7F (19.375081 sec): 3 clusters Score: Raw -27206.963709 + Penalty 481.999090 = -26724.964618 nChanged 1 SP:Iteration 8F (19.376327 sec): 3 clusters Score: Raw -27206.825222 + Penalty 481.999090 = -26724.826132 nChanged 0 Memory request: 0.02 GB would take us to total of 0.28 GB. Trying to split cluster 3 (3578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.393003 sec): 2 clusters Score: Raw -179230.251022 + Penalty 273.927727 = -178956.323295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.399713 sec): 3 clusters Score: Raw -176764.978803 + Penalty 561.422064 = -176203.556739 nChanged 1644 SP:Iteration 1F (19.406147 sec): 3 clusters Score: Raw -178253.601076 + Penalty 591.922253 = -177661.678822 nChanged 538 SP:Iteration 2F (19.412714 sec): 3 clusters Score: Raw -178702.932316 + Penalty 625.601213 = -178077.331103 nChanged 255 SP:Iteration 3F (19.419122 sec): 3 clusters Score: Raw -178916.158371 + Penalty 669.278634 = -178246.879738 nChanged 142 SP:Iteration 4Q (19.425860 sec): 3 clusters Score: Raw -179068.946958 + Penalty 725.863813 = -178343.083145 nChanged 101 SP:Iteration 5Q (19.431739 sec): 3 clusters Score: Raw -179199.634170 + Penalty 761.819497 = -178437.814673 nChanged 38 SP:Iteration 6Q (19.436892 sec): 3 clusters Score: Raw -179227.742498 + Penalty 783.093297 = -178444.649201 nChanged 13 SP:Iteration 7Q (19.441923 sec): 3 clusters Score: Raw -179231.940618 + Penalty 779.268550 = -178452.672067 nChanged 5 SP:Iteration 8Q (19.446926 sec): 3 clusters Score: Raw -179231.885977 + Penalty 779.203520 = -178452.682457 nChanged 5 SP:Iteration 9Q (19.451916 sec): 3 clusters Score: Raw -179232.269970 + Penalty 790.247915 = -178442.022055 nChanged 3 SP:Iteration 10F (19.458351 sec): 3 clusters Score: Raw -179231.108245 + Penalty 796.097984 = -178435.010261 nChanged 5 SP:Iteration 11F (19.464792 sec): 3 clusters Score: Raw -179231.575938 + Penalty 803.323030 = -178428.252908 nChanged 6 SP:Iteration 12F (19.471432 sec): 3 clusters Score: Raw -179231.286512 + Penalty 863.508180 = -178367.778332 nChanged 7 SP:Iteration 13F (19.477809 sec): 3 clusters Score: Raw -179235.445317 + Penalty 933.600866 = -178301.844451 nChanged 3 SP:Iteration 14F (19.484121 sec): 3 clusters Score: Raw -179236.483870 + Penalty 933.600866 = -178302.883004 nChanged 0 Memory request: 0.02 GB would take us to total of 0.28 GB. Trying to split cluster 4 (3367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.495669 sec): 2 clusters Score: Raw -165071.585632 + Penalty 244.046928 = -164827.538703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.501813 sec): 3 clusters Score: Raw -162780.790770 + Penalty 503.274912 = -162277.515858 nChanged 1533 SP:Iteration 1F (19.507819 sec): 3 clusters Score: Raw -163781.806726 + Penalty 535.381507 = -163246.425220 nChanged 488 SP:Iteration 2F (19.513784 sec): 3 clusters Score: Raw -164269.440828 + Penalty 582.978158 = -163686.462669 nChanged 414 SP:Iteration 3F (19.519735 sec): 3 clusters Score: Raw -164663.861090 + Penalty 626.793553 = -164037.067537 nChanged 251 SP:Iteration 4F (19.525721 sec): 3 clusters Score: Raw -164872.527506 + Penalty 673.983129 = -164198.544377 nChanged 145 SP:Iteration 5Q (19.531819 sec): 3 clusters Score: Raw -164983.052616 + Penalty 713.363185 = -164269.689431 nChanged 97 SP:Iteration 6Q (19.537274 sec): 3 clusters Score: Raw -165060.352372 + Penalty 746.159071 = -164314.193301 nChanged 67 SP:Iteration 7Q (19.542471 sec): 3 clusters Score: Raw -165106.053192 + Penalty 757.293112 = -164348.760079 nChanged 54 SP:Iteration 8Q (19.547474 sec): 3 clusters Score: Raw -165141.103277 + Penalty 779.856530 = -164361.246747 nChanged 42 SP:Iteration 9Q (19.552387 sec): 3 clusters Score: Raw -165158.327593 + Penalty 820.916258 = -164337.411335 nChanged 19 SP:Iteration 10F (19.558341 sec): 3 clusters Score: Raw -165160.914817 + Penalty 846.239693 = -164314.675124 nChanged 13 SP:Iteration 11F (19.564319 sec): 3 clusters Score: Raw -165162.400843 + Penalty 883.903550 = -164278.497293 nChanged 7 SP:Iteration 12F (19.570390 sec): 3 clusters Score: Raw -165163.516900 + Penalty 930.252257 = -164233.264643 nChanged 4 SP:Iteration 13F (19.576444 sec): 3 clusters Score: Raw -165163.985878 + Penalty 951.674333 = -164212.311545 nChanged 4 SP:Iteration 14F (19.582495 sec): 3 clusters Score: Raw -165166.563229 + Penalty 951.674333 = -164214.888895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 5 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.585766 sec): 2 clusters Score: Raw -19864.492421 + Penalty 563.855843 = -19300.636579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.586667 sec): 3 clusters Score: Raw -19420.078801 + Penalty 1127.454246 = -18292.624555 nChanged 127 SP:Iteration 1F (19.587515 sec): 3 clusters Score: Raw -19593.845279 + Penalty 1135.777896 = -18458.067383 nChanged 59 SP:Iteration 2F (19.588362 sec): 3 clusters Score: Raw -19709.557854 + Penalty 1142.992093 = -18566.565761 nChanged 34 SP:Iteration 3F (19.589205 sec): 3 clusters Score: Raw -19769.770290 + Penalty 1161.949225 = -18607.821065 nChanged 26 SP:Iteration 4F (19.590049 sec): 3 clusters Score: Raw -19829.454093 + Penalty 1221.199900 = -18608.254192 nChanged 17 SP:Iteration 5Q (19.590767 sec): 3 clusters Score: Raw -19874.065117 + Penalty 1250.827264 = -18623.237854 nChanged 11 SP:Iteration 6Q (19.591463 sec): 3 clusters Score: Raw -19903.740082 + Penalty 1275.320840 = -18628.419241 nChanged 1 SP:Iteration 7Q (19.592254 sec): 3 clusters Score: Raw -19915.993469 + Penalty 1275.320840 = -18640.672629 nChanged 0 SP:Iteration 8F (19.593202 sec): 3 clusters Score: Raw -19915.993469 + Penalty 1275.320840 = -18640.672629 nChanged 0 Memory request: 0.02 GB would take us to total of 0.27 GB. Trying to split cluster 6 (2813 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.601691 sec): 2 clusters Score: Raw -151991.943044 + Penalty 516.255109 = -151475.687935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.607022 sec): 3 clusters Score: Raw -149908.079397 + Penalty 1032.417039 = -148875.662358 nChanged 1211 SP:Iteration 1F (19.612086 sec): 3 clusters Score: Raw -151072.741377 + Penalty 1035.225247 = -150037.516130 nChanged 444 SP:Iteration 2F (19.617147 sec): 3 clusters Score: Raw -151750.836246 + Penalty 1040.474940 = -150710.361307 nChanged 323 SP:Iteration 3F (19.622208 sec): 3 clusters Score: Raw -152121.731204 + Penalty 1043.696299 = -151078.034905 nChanged 202 SP:Iteration 4F (19.627309 sec): 3 clusters Score: Raw -152287.947554 + Penalty 1044.411300 = -151243.536253 nChanged 120 SP:Iteration 5Q (19.632403 sec): 3 clusters Score: Raw -152343.984529 + Penalty 1043.207026 = -151300.777502 nChanged 64 SP:Iteration 6Q (19.637344 sec): 3 clusters Score: Raw -152368.707015 + Penalty 1043.408783 = -151325.298233 nChanged 52 SP:Iteration 7Q (19.642283 sec): 3 clusters Score: Raw -152390.669467 + Penalty 1043.104789 = -151347.564678 nChanged 39 SP:Iteration 8Q (19.647207 sec): 3 clusters Score: Raw -152405.802217 + Penalty 1042.546283 = -151363.255934 nChanged 29 SP:Iteration 9Q (19.652120 sec): 3 clusters Score: Raw -152416.222622 + Penalty 1041.970354 = -151374.252268 nChanged 24 SP:Iteration 10F (19.657208 sec): 3 clusters Score: Raw -152424.541146 + Penalty 1041.073248 = -151383.467899 nChanged 25 SP:Iteration 11Q (19.662117 sec): 3 clusters Score: Raw -152432.474164 + Penalty 1040.545290 = -151391.928874 nChanged 24 SP:Iteration 12Q (19.667054 sec): 3 clusters Score: Raw -152441.036018 + Penalty 1040.419193 = -151400.616825 nChanged 15 SP:Iteration 13Q (19.672064 sec): 3 clusters Score: Raw -152447.741737 + Penalty 1039.833815 = -151407.907923 nChanged 11 SP:Iteration 14Q (19.676962 sec): 3 clusters Score: Raw -152452.555316 + Penalty 1039.706829 = -151412.848487 nChanged 9 SP:Iteration 15Q (19.681884 sec): 3 clusters Score: Raw -152455.273560 + Penalty 1039.368502 = -151415.905058 nChanged 6 SP:Iteration 16Q (19.686778 sec): 3 clusters Score: Raw -152456.799417 + Penalty 1039.267030 = -151417.532387 nChanged 7 SP:Iteration 17Q (19.691662 sec): 3 clusters Score: Raw -152459.188681 + Penalty 1039.096003 = -151420.092678 nChanged 7 SP:Iteration 18Q (19.696536 sec): 3 clusters Score: Raw -152462.366002 + Penalty 1038.912334 = -151423.453669 nChanged 3 SP:Iteration 19Q (19.701510 sec): 3 clusters Score: Raw -152463.110611 + Penalty 1038.729244 = -151424.381367 nChanged 7 SP:Iteration 20F (19.706706 sec): 3 clusters Score: Raw -152465.990925 + Penalty 1038.558076 = -151427.432850 nChanged 5 SP:Iteration 21Q (19.711585 sec): 3 clusters Score: Raw -152467.850391 + Penalty 1038.037995 = -151429.812396 nChanged 8 SP:Iteration 22Q (19.716513 sec): 3 clusters Score: Raw -152471.330188 + Penalty 1037.657574 = -151433.672614 nChanged 13 SP:Iteration 23Q (19.721387 sec): 3 clusters Score: Raw -152477.790301 + Penalty 1037.585033 = -151440.205268 nChanged 16 SP:Iteration 24Q (19.726242 sec): 3 clusters Score: Raw -152484.185107 + Penalty 1037.765414 = -151446.419693 nChanged 14 SP:Iteration 25Q (19.731309 sec): 3 clusters Score: Raw -152489.796653 + Penalty 1037.874021 = -151451.922631 nChanged 7 SP:Iteration 26Q (19.736183 sec): 3 clusters Score: Raw -152492.066842 + Penalty 1037.736514 = -151454.330328 nChanged 7 SP:Iteration 27Q (19.741036 sec): 3 clusters Score: Raw -152494.301343 + Penalty 1037.609904 = -151456.691439 nChanged 6 SP:Iteration 28Q (19.745880 sec): 3 clusters Score: Raw -152496.285082 + Penalty 1037.446863 = -151458.838219 nChanged 7 SP:Iteration 29Q (19.750727 sec): 3 clusters Score: Raw -152498.641739 + Penalty 1037.455832 = -151461.185907 nChanged 7 SP:Iteration 30F (19.755771 sec): 3 clusters Score: Raw -152500.811134 + Penalty 1037.281287 = -151463.529848 nChanged 4 SP:Iteration 31Q (19.760625 sec): 3 clusters Score: Raw -152501.868297 + Penalty 1037.102209 = -151464.766088 nChanged 4 SP:Iteration 32Q (19.765478 sec): 3 clusters Score: Raw -152502.962275 + Penalty 1036.951229 = -151466.011046 nChanged 7 SP:Iteration 33Q (19.770357 sec): 3 clusters Score: Raw -152505.100110 + Penalty 1036.657543 = -151468.442567 nChanged 9 SP:Iteration 34Q (19.775183 sec): 3 clusters Score: Raw -152508.145793 + Penalty 1036.683215 = -151471.462578 nChanged 5 SP:Iteration 35Q (19.780006 sec): 3 clusters Score: Raw -152509.690690 + Penalty 1036.573749 = -151473.116941 nChanged 4 SP:Iteration 36Q (19.784858 sec): 3 clusters Score: Raw -152510.880232 + Penalty 1036.578307 = -151474.301925 nChanged 1 SP:Iteration 37Q (19.789679 sec): 3 clusters Score: Raw -152511.103601 + Penalty 1036.578307 = -151474.525294 nChanged 0 SP:Iteration 38F (19.794730 sec): 3 clusters Score: Raw -152511.103601 + Penalty 1036.578307 = -151474.525294 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 7 (713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.799433 sec): 2 clusters Score: Raw -32321.432290 + Penalty 185.004162 = -32136.428129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.800865 sec): 3 clusters Score: Raw -31885.025737 + Penalty 370.572404 = -31514.453332 nChanged 299 SP:Iteration 1F (19.802304 sec): 3 clusters Score: Raw -32083.573719 + Penalty 361.700005 = -31721.873715 nChanged 90 SP:Iteration 2F (19.803729 sec): 3 clusters Score: Raw -32196.784248 + Penalty 356.328133 = -31840.456115 nChanged 35 SP:Iteration 3Q (19.805147 sec): 3 clusters Score: Raw -32231.413080 + Penalty 354.129677 = -31877.283403 nChanged 23 SP:Iteration 4Q (19.806526 sec): 3 clusters Score: Raw -32245.003637 + Penalty 352.735499 = -31892.268138 nChanged 15 SP:Iteration 5Q (19.807890 sec): 3 clusters Score: Raw -32248.179534 + Penalty 349.804178 = -31898.375356 nChanged 8 SP:Iteration 6Q (19.809231 sec): 3 clusters Score: Raw -32250.277438 + Penalty 349.321361 = -31900.956077 nChanged 8 SP:Iteration 7Q (19.810587 sec): 3 clusters Score: Raw -32252.531449 + Penalty 347.887885 = -31904.643564 nChanged 8 SP:Iteration 8Q (19.811913 sec): 3 clusters Score: Raw -32254.423969 + Penalty 348.643767 = -31905.780203 nChanged 6 SP:Iteration 9Q (19.813230 sec): 3 clusters Score: Raw -32255.476803 + Penalty 349.200497 = -31906.276307 nChanged 5 SP:Iteration 10F (19.814673 sec): 3 clusters Score: Raw -32256.635912 + Penalty 344.920570 = -31911.715341 nChanged 6 SP:Iteration 11Q (19.815984 sec): 3 clusters Score: Raw -32258.982544 + Penalty 344.463622 = -31914.518922 nChanged 6 SP:Iteration 12Q (19.817288 sec): 3 clusters Score: Raw -32260.647539 + Penalty 343.719557 = -31916.927982 nChanged 4 SP:Iteration 13Q (19.818574 sec): 3 clusters Score: Raw -32261.753979 + Penalty 341.756988 = -31919.996991 nChanged 6 SP:Iteration 14Q (19.819890 sec): 3 clusters Score: Raw -32267.140445 + Penalty 340.576235 = -31926.564210 nChanged 7 SP:Iteration 15Q (19.821173 sec): 3 clusters Score: Raw -32270.101517 + Penalty 339.208568 = -31930.892950 nChanged 5 SP:Iteration 16Q (19.822475 sec): 3 clusters Score: Raw -32270.974573 + Penalty 339.812424 = -31931.162149 nChanged 5 SP:Iteration 17Q (19.823783 sec): 3 clusters Score: Raw -32272.562273 + Penalty 338.418027 = -31934.144245 nChanged 5 SP:Iteration 18Q (19.825133 sec): 3 clusters Score: Raw -32274.376604 + Penalty 337.448224 = -31936.928380 nChanged 6 SP:Iteration 19Q (19.826440 sec): 3 clusters Score: Raw -32275.538298 + Penalty 336.811164 = -31938.727134 nChanged 7 SP:Iteration 20F (19.827861 sec): 3 clusters Score: Raw -32278.620069 + Penalty 333.772726 = -31944.847343 nChanged 14 SP:Iteration 21Q (19.829136 sec): 3 clusters Score: Raw -32287.427932 + Penalty 345.432306 = -31941.995626 nChanged 13 SP:Iteration 22F (19.830583 sec): 3 clusters Score: Raw -32294.186509 + Penalty 359.276435 = -31934.910074 nChanged 13 SP:Iteration 23F (19.832002 sec): 3 clusters Score: Raw -32303.577470 + Penalty 380.600940 = -31922.976530 nChanged 14 SP:Iteration 24F (19.833409 sec): 3 clusters Score: Raw -32315.310477 + Penalty 424.076481 = -31891.233996 nChanged 10 SP:Iteration 25F (19.834941 sec): 3 clusters Score: Raw -32325.670775 + Penalty 526.396302 = -31799.274473 nChanged 6 SP:Iteration 26F (19.836452 sec): 3 clusters Score: Raw -32331.585229 + Penalty 632.896695 = -31698.688534 nChanged 3 SP:Iteration 27F (19.838167 sec): 3 clusters Score: Raw -32335.722247 + Penalty 705.203491 = -31630.518756 nChanged 1 SP:Iteration 28F (19.839873 sec): 3 clusters Score: Raw -32339.714244 + Penalty 705.203491 = -31634.510753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 8 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.840530 sec): 2 clusters Score: Raw -2639.561334 + Penalty 141.558628 = -2498.002706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.840865 sec): 3 clusters Score: Raw -2621.857581 + Penalty 301.934627 = -2319.922954 nChanged 16 SP:Iteration 1F (19.841190 sec): 3 clusters Score: Raw -2644.217609 + Penalty 283.024441 = -2361.193168 nChanged 6 SP:Iteration 2F (19.841514 sec): 3 clusters Score: Raw -2655.565983 + Penalty 291.158804 = -2364.407179 nChanged 1 SP:Iteration 3Q (19.841837 sec): 3 clusters Score: Raw -2659.438703 + Penalty 291.158804 = -2368.279899 nChanged 0 SP:Iteration 4F (19.842160 sec): 3 clusters Score: Raw -2659.438703 + Penalty 291.158804 = -2368.279899 nChanged 0 Memory request: 0.03 GB would take us to total of 0.29 GB. Trying to split cluster 10 (6293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.870594 sec): 2 clusters Score: Raw -312586.180798 + Penalty 277.876085 = -312308.304713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.882428 sec): 3 clusters Score: Raw -308387.926495 + Penalty 545.217156 = -307842.709339 nChanged 2971 SP:Iteration 1F (19.893587 sec): 3 clusters Score: Raw -311383.275223 + Penalty 542.650116 = -310840.625107 nChanged 637 SP:Iteration 2F (19.904885 sec): 3 clusters Score: Raw -311943.254554 + Penalty 542.475374 = -311400.779181 nChanged 334 SP:Iteration 3F (19.915976 sec): 3 clusters Score: Raw -312089.077712 + Penalty 542.155337 = -311546.922375 nChanged 145 SP:Iteration 4Q (19.926621 sec): 3 clusters Score: Raw -312118.002677 + Penalty 541.897203 = -311576.105475 nChanged 76 SP:Iteration 5Q (19.937388 sec): 3 clusters Score: Raw -312132.309516 + Penalty 541.278788 = -311591.030728 nChanged 49 SP:Iteration 6Q (19.947974 sec): 3 clusters Score: Raw -312141.767427 + Penalty 540.318107 = -311601.449320 nChanged 47 SP:Iteration 7Q (19.958587 sec): 3 clusters Score: Raw -312149.330563 + Penalty 539.282843 = -311610.047720 nChanged 55 SP:Iteration 8Q (19.969129 sec): 3 clusters Score: Raw -312158.450108 + Penalty 538.379480 = -311620.070628 nChanged 48 SP:Iteration 9Q (19.979693 sec): 3 clusters Score: Raw -312165.760277 + Penalty 537.563145 = -311628.197132 nChanged 42 SP:Iteration 10F (19.990809 sec): 3 clusters Score: Raw -312170.559445 + Penalty 536.792145 = -311633.767300 nChanged 43 SP:Iteration 11Q (20.001274 sec): 3 clusters Score: Raw -312175.077032 + Penalty 535.818638 = -311639.258394 nChanged 58 SP:Iteration 12Q (20.011719 sec): 3 clusters Score: Raw -312186.596209 + Penalty 534.543228 = -311652.052981 nChanged 71 SP:Iteration 13Q (20.022141 sec): 3 clusters Score: Raw -312202.917773 + Penalty 533.200487 = -311669.717286 nChanged 79 SP:Iteration 14Q (20.032517 sec): 3 clusters Score: Raw -312220.667542 + Penalty 530.716668 = -311689.950874 nChanged 106 SP:Iteration 15Q (20.043176 sec): 3 clusters Score: Raw -312247.748935 + Penalty 528.666793 = -311719.082142 nChanged 98 SP:Iteration 16Q (20.053479 sec): 3 clusters Score: Raw -312266.176644 + Penalty 526.412971 = -311739.763673 nChanged 94 SP:Iteration 17Q (20.063731 sec): 3 clusters Score: Raw -312282.369259 + Penalty 523.795311 = -311758.573948 nChanged 84 SP:Iteration 18Q (20.073902 sec): 3 clusters Score: Raw -312296.669937 + Penalty 521.327877 = -311775.342060 nChanged 84 SP:Iteration 19Q (20.084103 sec): 3 clusters Score: Raw -312309.489259 + Penalty 517.965946 = -311791.523312 nChanged 90 SP:Iteration 20F (20.095207 sec): 3 clusters Score: Raw -312324.145454 + Penalty 515.206320 = -311808.939134 nChanged 88 SP:Iteration 21Q (20.105150 sec): 3 clusters Score: Raw -312337.211022 + Penalty 512.661730 = -311824.549292 nChanged 75 SP:Iteration 22Q (20.115032 sec): 3 clusters Score: Raw -312345.922073 + Penalty 510.632723 = -311835.289351 nChanged 72 SP:Iteration 23Q (20.124846 sec): 3 clusters Score: Raw -312352.818123 + Penalty 508.653131 = -311844.164991 nChanged 73 SP:Iteration 24Q (20.134605 sec): 3 clusters Score: Raw -312357.014944 + Penalty 506.877214 = -311850.137730 nChanged 64 SP:Iteration 25Q (20.144629 sec): 3 clusters Score: Raw -312360.711346 + Penalty 504.291279 = -311856.420068 nChanged 63 SP:Iteration 26Q (20.154281 sec): 3 clusters Score: Raw -312361.705178 + Penalty 502.171986 = -311859.533193 nChanged 62 SP:Iteration 27Q (20.163921 sec): 3 clusters Score: Raw -312363.421758 + Penalty 499.798441 = -311863.623317 nChanged 58 SP:Iteration 28Q (20.173500 sec): 3 clusters Score: Raw -312366.118833 + Penalty 496.652170 = -311869.466662 nChanged 53 SP:Iteration 29Q (20.183091 sec): 3 clusters Score: Raw -312364.373892 + Penalty 494.630621 = -311869.743271 nChanged 61 SP:Iteration 30F (20.194182 sec): 3 clusters Score: Raw -312365.738897 + Penalty 493.892836 = -311871.846062 nChanged 62 SP:Iteration 31Q (20.203616 sec): 3 clusters Score: Raw -312367.601427 + Penalty 492.369499 = -311875.231928 nChanged 62 SP:Iteration 32Q (20.213266 sec): 3 clusters Score: Raw -312369.902394 + Penalty 491.147361 = -311878.755032 nChanged 74 SP:Iteration 33Q (20.222618 sec): 3 clusters Score: Raw -312372.209142 + Penalty 490.000587 = -311882.208554 nChanged 72 SP:Iteration 34Q (20.231914 sec): 3 clusters Score: Raw -312374.902794 + Penalty 487.201920 = -311887.700874 nChanged 75 SP:Iteration 35Q (20.241245 sec): 3 clusters Score: Raw -312379.798002 + Penalty 485.149468 = -311894.648534 nChanged 101 SP:Iteration 36Q (20.250594 sec): 3 clusters Score: Raw -312391.728980 + Penalty 483.645813 = -311908.083166 nChanged 107 SP:Iteration 37Q (20.259720 sec): 3 clusters Score: Raw -312410.531165 + Penalty 484.900411 = -311925.630754 nChanged 116 SP:Iteration 38Q (20.268791 sec): 3 clusters Score: Raw -312452.328184 + Penalty 484.574055 = -311967.754129 nChanged 105 SP:Iteration 39Q (20.277767 sec): 3 clusters Score: Raw -312517.066857 + Penalty 480.528531 = -312036.538326 nChanged 65 SP:Iteration 40F (20.288771 sec): 3 clusters Score: Raw -312571.185282 + Penalty 432.314142 = -312138.871140 nChanged 15 SP:Iteration 41Q (20.297323 sec): 3 clusters Score: Raw -312584.390625 + Penalty 277.876085 = -312306.514540 nChanged 1 SP:Iteration 42Q (20.305759 sec): 2 clusters Score: Raw -312586.180798 + Penalty 277.876085 = -312308.304713 nChanged 0 SP:Iteration 43F (20.314127 sec): 2 clusters Score: Raw -312586.180798 + Penalty 277.876085 = -312308.304713 nChanged 0 Memory request: 0.02 GB would take us to total of 0.28 GB. Trying to split cluster 11 (3869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.331331 sec): 2 clusters Score: Raw -188649.629385 + Penalty 236.881445 = -188412.747941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.338480 sec): 3 clusters Score: Raw -186019.508457 + Penalty 516.062938 = -185503.445519 nChanged 1824 SP:Iteration 1F (20.345570 sec): 3 clusters Score: Raw -188019.137284 + Penalty 587.300286 = -187431.836998 nChanged 532 SP:Iteration 2F (20.352958 sec): 3 clusters Score: Raw -188527.774516 + Penalty 628.885598 = -187898.888919 nChanged 159 SP:Iteration 3Q (20.359679 sec): 3 clusters Score: Raw -188650.310799 + Penalty 648.299204 = -188002.011595 nChanged 69 SP:Iteration 4Q (20.365614 sec): 3 clusters Score: Raw -188678.019709 + Penalty 658.166693 = -188019.853016 nChanged 37 SP:Iteration 5Q (20.371353 sec): 3 clusters Score: Raw -188677.976571 + Penalty 661.196746 = -188016.779824 nChanged 30 SP:Iteration 6F (20.378305 sec): 3 clusters Score: Raw -188681.705661 + Penalty 668.283071 = -188013.422590 nChanged 23 SP:Iteration 7F (20.385217 sec): 3 clusters Score: Raw -188683.325018 + Penalty 663.916953 = -188019.408065 nChanged 20 SP:Iteration 8Q (20.390838 sec): 3 clusters Score: Raw -188682.739320 + Penalty 667.476745 = -188015.262576 nChanged 16 SP:Iteration 9F (20.397803 sec): 3 clusters Score: Raw -188682.083231 + Penalty 657.566934 = -188024.516297 nChanged 12 SP:Iteration 10F (20.404725 sec): 3 clusters Score: Raw -188682.444695 + Penalty 673.340188 = -188009.104507 nChanged 8 SP:Iteration 11F (20.411638 sec): 3 clusters Score: Raw -188681.878115 + Penalty 683.677772 = -187998.200343 nChanged 4 SP:Iteration 12F (20.418543 sec): 3 clusters Score: Raw -188682.751460 + Penalty 672.323294 = -188010.428166 nChanged 6 SP:Iteration 13Q (20.423998 sec): 3 clusters Score: Raw -188683.662885 + Penalty 710.822221 = -187972.840664 nChanged 6 SP:Iteration 14F (20.430912 sec): 3 clusters Score: Raw -188682.833333 + Penalty 742.293167 = -187940.540167 nChanged 3 SP:Iteration 15F (20.437823 sec): 3 clusters Score: Raw -188682.913351 + Penalty 750.005399 = -187932.907953 nChanged 1 SP:Iteration 16F (20.444769 sec): 3 clusters Score: Raw -188686.140313 + Penalty 750.005399 = -187936.134915 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 12 (2198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.457758 sec): 2 clusters Score: Raw -120744.601506 + Penalty 516.211286 = -120228.390221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.461957 sec): 3 clusters Score: Raw -119128.563427 + Penalty 1032.770078 = -118095.793349 nChanged 919 SP:Iteration 1F (20.466040 sec): 3 clusters Score: Raw -119931.646976 + Penalty 1036.187212 = -118895.459764 nChanged 284 SP:Iteration 2F (20.470035 sec): 3 clusters Score: Raw -120194.818771 + Penalty 1052.712905 = -119142.105866 nChanged 300 SP:Iteration 3F (20.474001 sec): 3 clusters Score: Raw -120617.619090 + Penalty 1080.455838 = -119537.163251 nChanged 279 SP:Iteration 4F (20.478003 sec): 3 clusters Score: Raw -120926.067328 + Penalty 1102.564983 = -119823.502345 nChanged 112 SP:Iteration 5F (20.482055 sec): 3 clusters Score: Raw -120973.130047 + Penalty 1113.677226 = -119859.452821 nChanged 53 SP:Iteration 6Q (20.485814 sec): 3 clusters Score: Raw -120996.444801 + Penalty 1121.886864 = -119874.557937 nChanged 35 SP:Iteration 7Q (20.489385 sec): 3 clusters Score: Raw -121004.795200 + Penalty 1121.754094 = -119883.041106 nChanged 21 SP:Iteration 8Q (20.492871 sec): 3 clusters Score: Raw -120999.642753 + Penalty 1120.112571 = -119879.530183 nChanged 10 SP:Iteration 9F (20.496925 sec): 3 clusters Score: Raw -121012.116235 + Penalty 1116.237917 = -119895.878317 nChanged 6 SP:Iteration 10F (20.501090 sec): 3 clusters Score: Raw -121011.903613 + Penalty 1113.060442 = -119898.843171 nChanged 3 SP:Iteration 11Q (20.504495 sec): 3 clusters Score: Raw -121010.597433 + Penalty 1111.168155 = -119899.429278 nChanged 1 SP:Iteration 12Q (20.507793 sec): 3 clusters Score: Raw -121011.148493 + Penalty 1108.044069 = -119903.104425 nChanged 1 SP:Iteration 13Q (20.511084 sec): 3 clusters Score: Raw -121010.262253 + Penalty 1108.044069 = -119902.218184 nChanged 0 SP:Iteration 14F (20.515042 sec): 3 clusters Score: Raw -121010.262253 + Penalty 1108.044069 = -119902.218184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 14 (309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.518087 sec): 2 clusters Score: Raw -16604.483793 + Penalty 534.249736 = -16070.234056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.518835 sec): 3 clusters Score: Raw -16225.367866 + Penalty 1111.885325 = -15113.482542 nChanged 103 SP:Iteration 1F (20.519588 sec): 3 clusters Score: Raw -16485.038785 + Penalty 1158.157571 = -15326.881214 nChanged 37 SP:Iteration 2F (20.520322 sec): 3 clusters Score: Raw -16585.406267 + Penalty 1188.862423 = -15396.543844 nChanged 15 SP:Iteration 3Q (20.520976 sec): 3 clusters Score: Raw -16615.156761 + Penalty 1197.051460 = -15418.105302 nChanged 7 SP:Iteration 4Q (20.521611 sec): 3 clusters Score: Raw -16624.742300 + Penalty 1200.714357 = -15424.027943 nChanged 2 SP:Iteration 5Q (20.522242 sec): 3 clusters Score: Raw -16632.806680 + Penalty 1206.274967 = -15426.531713 nChanged 4 SP:Iteration 6Q (20.522869 sec): 3 clusters Score: Raw -16641.795139 + Penalty 1217.469499 = -15424.325641 nChanged 5 SP:Iteration 7F (20.523601 sec): 3 clusters Score: Raw -16657.788218 + Penalty 1223.714690 = -15434.073528 nChanged 2 SP:Iteration 8Q (20.524222 sec): 3 clusters Score: Raw -16671.238686 + Penalty 1229.344647 = -15441.894039 nChanged 3 SP:Iteration 9Q (20.524838 sec): 3 clusters Score: Raw -16682.559242 + Penalty 1235.025597 = -15447.533645 nChanged 4 SP:Iteration 10F (20.525590 sec): 3 clusters Score: Raw -16708.110563 + Penalty 1245.148373 = -15462.962190 nChanged 4 SP:Iteration 11Q (20.526203 sec): 3 clusters Score: Raw -16729.764566 + Penalty 1245.188969 = -15484.575597 nChanged 2 SP:Iteration 12Q (20.526815 sec): 3 clusters Score: Raw -16744.469189 + Penalty 1245.188969 = -15499.280220 nChanged 0 SP:Iteration 13F (20.527548 sec): 3 clusters Score: Raw -16744.469189 + Penalty 1245.188969 = -15499.280220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 17 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.529045 sec): 2 clusters Score: Raw -20606.582915 + Penalty 947.535347 = -19659.047568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.529847 sec): 3 clusters Score: Raw -19990.375192 + Penalty 1895.022456 = -18095.352737 nChanged 90 SP:Iteration 1F (20.530636 sec): 3 clusters Score: Raw -20207.151822 + Penalty 1894.976928 = -18312.174894 nChanged 49 SP:Iteration 2F (20.531422 sec): 3 clusters Score: Raw -20350.952371 + Penalty 1894.983614 = -18455.968758 nChanged 35 SP:Iteration 3F (20.532206 sec): 3 clusters Score: Raw -20469.886667 + Penalty 1895.099541 = -18574.787126 nChanged 26 SP:Iteration 4F (20.532990 sec): 3 clusters Score: Raw -20582.707283 + Penalty 1895.212304 = -18687.494980 nChanged 7 SP:Iteration 5Q (20.533638 sec): 3 clusters Score: Raw -20644.127647 + Penalty 1895.212304 = -18748.915343 nChanged 0 SP:Iteration 6F (20.534424 sec): 3 clusters Score: Raw -20644.127647 + Penalty 1895.212304 = -18748.915343 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 19 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.536507 sec): 2 clusters Score: Raw -27618.705436 + Penalty 181.297297 = -27437.408139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.537816 sec): 3 clusters Score: Raw -27248.599594 + Penalty 365.631305 = -26882.968289 nChanged 248 SP:Iteration 1F (20.539063 sec): 3 clusters Score: Raw -27429.695817 + Penalty 357.366175 = -27072.329642 nChanged 87 SP:Iteration 2F (20.540309 sec): 3 clusters Score: Raw -27520.300646 + Penalty 354.108567 = -27166.192079 nChanged 62 SP:Iteration 3F (20.541553 sec): 3 clusters Score: Raw -27569.753356 + Penalty 371.345421 = -27198.407935 nChanged 36 SP:Iteration 4F (20.542797 sec): 3 clusters Score: Raw -27601.179254 + Penalty 379.805959 = -27221.373296 nChanged 16 SP:Iteration 5Q (20.543983 sec): 3 clusters Score: Raw -27614.572680 + Penalty 385.430990 = -27229.141690 nChanged 10 SP:Iteration 6Q (20.545122 sec): 3 clusters Score: Raw -27621.144887 + Penalty 388.723025 = -27232.421862 nChanged 11 SP:Iteration 7Q (20.546240 sec): 3 clusters Score: Raw -27626.362495 + Penalty 383.379147 = -27242.983349 nChanged 4 SP:Iteration 8Q (20.547341 sec): 3 clusters Score: Raw -27628.675280 + Penalty 377.770408 = -27250.904871 nChanged 4 SP:Iteration 9Q (20.548425 sec): 3 clusters Score: Raw -27631.025483 + Penalty 382.381884 = -27248.643599 nChanged 2 SP:Iteration 10F (20.549675 sec): 3 clusters Score: Raw -27631.040289 + Penalty 382.381884 = -27248.658405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 22 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.551050 sec): 2 clusters Score: Raw -19561.882947 + Penalty 745.670472 = -18816.212476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.551902 sec): 3 clusters Score: Raw -19031.852652 + Penalty 1491.180345 = -17540.672307 nChanged 92 SP:Iteration 1F (20.552729 sec): 3 clusters Score: Raw -19126.268548 + Penalty 1491.340943 = -17634.927605 nChanged 27 SP:Iteration 2F (20.553555 sec): 3 clusters Score: Raw -19159.869694 + Penalty 1492.924491 = -17666.945203 nChanged 22 SP:Iteration 3F (20.554379 sec): 3 clusters Score: Raw -19198.825819 + Penalty 1495.134791 = -17703.691028 nChanged 23 SP:Iteration 4F (20.555186 sec): 3 clusters Score: Raw -19247.690360 + Penalty 1498.980450 = -17748.709910 nChanged 29 SP:Iteration 5F (20.555980 sec): 3 clusters Score: Raw -19300.719531 + Penalty 1497.563279 = -17803.156252 nChanged 25 SP:Iteration 6F (20.556774 sec): 3 clusters Score: Raw -19344.684275 + Penalty 1494.830074 = -17849.854201 nChanged 23 SP:Iteration 7F (20.557570 sec): 3 clusters Score: Raw -19387.956429 + Penalty 1490.537360 = -17897.419069 nChanged 15 SP:Iteration 8Q (20.558287 sec): 3 clusters Score: Raw -19423.652851 + Penalty 1496.034903 = -17927.617948 nChanged 16 SP:Iteration 9Q (20.558977 sec): 3 clusters Score: Raw -19456.630404 + Penalty 1489.184987 = -17967.445417 nChanged 15 SP:Iteration 10F (20.559771 sec): 3 clusters Score: Raw -19510.031880 + Penalty 1487.218831 = -18022.813049 nChanged 10 SP:Iteration 11Q (20.560436 sec): 3 clusters Score: Raw -19533.164071 + Penalty 1546.047705 = -17987.116366 nChanged 10 SP:Iteration 12F (20.561260 sec): 3 clusters Score: Raw -19577.591227 + Penalty 1536.060859 = -18041.530368 nChanged 2 SP:Iteration 13Q (20.561914 sec): 3 clusters Score: Raw -19588.662391 + Penalty 1536.060859 = -18052.601532 nChanged 0 SP:Iteration 14F (20.562709 sec): 3 clusters Score: Raw -19588.662391 + Penalty 1536.060859 = -18052.601532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 27 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.563670 sec): 2 clusters Score: Raw -9543.126939 + Penalty 614.653344 = -8928.473595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.564214 sec): 3 clusters Score: Raw -9364.509411 + Penalty 1229.659373 = -8134.850038 nChanged 45 SP:Iteration 1F (20.564750 sec): 3 clusters Score: Raw -9430.841675 + Penalty 1238.475943 = -8192.365732 nChanged 16 SP:Iteration 2F (20.565287 sec): 3 clusters Score: Raw -9483.103249 + Penalty 1265.762400 = -8217.340849 nChanged 19 SP:Iteration 3F (20.565852 sec): 3 clusters Score: Raw -9553.041162 + Penalty 1292.444214 = -8260.596949 nChanged 16 SP:Iteration 4F (20.566389 sec): 3 clusters Score: Raw -9649.258618 + Penalty 1297.169137 = -8352.089481 nChanged 7 SP:Iteration 5Q (20.566896 sec): 3 clusters Score: Raw -9695.749554 + Penalty 1296.997607 = -8398.751947 nChanged 2 SP:Iteration 6Q (20.567381 sec): 3 clusters Score: Raw -9713.583228 + Penalty 1297.368282 = -8416.214946 nChanged 3 SP:Iteration 7Q (20.567864 sec): 3 clusters Score: Raw -9726.014465 + Penalty 1295.705988 = -8430.308476 nChanged 1 SP:Iteration 8Q (20.568347 sec): 3 clusters Score: Raw -9728.352942 + Penalty 1295.705988 = -8432.646954 nChanged 0 SP:Iteration 9F (20.568896 sec): 3 clusters Score: Raw -9728.352942 + Penalty 1295.705988 = -8432.646954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 28 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.570590 sec): 2 clusters Score: Raw -26639.697879 + Penalty 737.931820 = -25901.766059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.571651 sec): 3 clusters Score: Raw -25951.766390 + Penalty 1467.713788 = -24484.052602 nChanged 158 SP:Iteration 1F (20.572697 sec): 3 clusters Score: Raw -26326.701844 + Penalty 1461.026372 = -24865.675472 nChanged 89 SP:Iteration 2F (20.573698 sec): 3 clusters Score: Raw -26555.586612 + Penalty 1478.097984 = -25077.488629 nChanged 24 SP:Iteration 3F (20.574702 sec): 3 clusters Score: Raw -26630.818300 + Penalty 1523.791001 = -25107.027299 nChanged 14 SP:Iteration 4Q (20.575556 sec): 3 clusters Score: Raw -26670.220153 + Penalty 1522.901706 = -25147.318447 nChanged 8 SP:Iteration 5Q (20.576364 sec): 3 clusters Score: Raw -26706.579572 + Penalty 1507.223384 = -25199.356188 nChanged 1 SP:Iteration 6Q (20.577191 sec): 3 clusters Score: Raw -26710.527334 + Penalty 1507.223384 = -25203.303950 nChanged 0 SP:Iteration 7F (20.578188 sec): 3 clusters Score: Raw -26710.527334 + Penalty 1507.223384 = -25203.303950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 29 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.578876 sec): 2 clusters Score: Raw -2953.372092 + Penalty 204.862221 = -2748.509871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.579234 sec): 3 clusters Score: Raw -2959.990621 + Penalty 416.788512 = -2543.202109 nChanged 17 SP:Iteration 1F (20.579583 sec): 3 clusters Score: Raw -3005.580075 + Penalty 411.476120 = -2594.103955 nChanged 5 SP:Iteration 2F (20.579934 sec): 3 clusters Score: Raw -3021.698379 + Penalty 416.072490 = -2605.625889 nChanged 4 SP:Iteration 3F (20.580282 sec): 3 clusters Score: Raw -3033.282668 + Penalty 417.022137 = -2616.260531 nChanged 1 SP:Iteration 4Q (20.580614 sec): 3 clusters Score: Raw -3036.262968 + Penalty 417.022137 = -2619.240831 nChanged 0 SP:Iteration 5F (20.580963 sec): 3 clusters Score: Raw -3036.262968 + Penalty 417.022137 = -2619.240831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 31 (442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.582503 sec): 2 clusters Score: Raw -20844.003525 + Penalty 312.870961 = -20531.132564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.583479 sec): 3 clusters Score: Raw -20453.648578 + Penalty 680.470806 = -19773.177772 nChanged 172 SP:Iteration 1F (20.584445 sec): 3 clusters Score: Raw -20741.997528 + Penalty 778.912735 = -19963.084793 nChanged 47 SP:Iteration 2F (20.585410 sec): 3 clusters Score: Raw -20821.383129 + Penalty 835.354208 = -19986.028921 nChanged 15 SP:Iteration 3Q (20.586248 sec): 3 clusters Score: Raw -20855.282210 + Penalty 973.385644 = -19881.896566 nChanged 3 SP:Iteration 4F (20.587207 sec): 3 clusters Score: Raw -20863.900206 + Penalty 973.385644 = -19890.514561 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 32 (764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.591120 sec): 2 clusters Score: Raw -33974.228902 + Penalty 171.869895 = -33802.359007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.592684 sec): 3 clusters Score: Raw -33491.675955 + Penalty 362.676717 = -33128.999238 nChanged 338 SP:Iteration 1F (20.594206 sec): 3 clusters Score: Raw -33857.728553 + Penalty 449.197957 = -33408.530596 nChanged 88 SP:Iteration 2F (20.595708 sec): 3 clusters Score: Raw -33955.394607 + Penalty 534.499252 = -33420.895355 nChanged 20 SP:Iteration 3Q (20.597215 sec): 3 clusters Score: Raw -33976.710649 + Penalty 602.096596 = -33374.614053 nChanged 5 SP:Iteration 4F (20.598767 sec): 3 clusters Score: Raw -33984.585663 + Penalty 595.576142 = -33389.009521 nChanged 1 SP:Iteration 5Q (20.600128 sec): 3 clusters Score: Raw -33989.420209 + Penalty 595.652710 = -33393.767499 nChanged 1 SP:Iteration 6Q (20.601437 sec): 3 clusters Score: Raw -33992.126702 + Penalty 595.652710 = -33396.473991 nChanged 0 SP:Iteration 7F (20.602991 sec): 3 clusters Score: Raw -33992.126702 + Penalty 595.652710 = -33396.473991 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 33 (581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.607423 sec): 2 clusters Score: Raw -26006.950275 + Penalty 305.058155 = -25701.892120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.608646 sec): 3 clusters Score: Raw -25527.199308 + Penalty 647.177797 = -24880.021511 nChanged 240 SP:Iteration 1F (20.609846 sec): 3 clusters Score: Raw -25913.214886 + Penalty 661.044447 = -25252.170438 nChanged 66 SP:Iteration 2F (20.611045 sec): 3 clusters Score: Raw -26029.129225 + Penalty 709.376331 = -25319.752893 nChanged 31 SP:Iteration 3F (20.612243 sec): 3 clusters Score: Raw -26090.029076 + Penalty 778.821512 = -25311.207564 nChanged 10 SP:Iteration 4F (20.613441 sec): 3 clusters Score: Raw -26098.013851 + Penalty 805.739411 = -25292.274440 nChanged 4 SP:Iteration 5F (20.614642 sec): 3 clusters Score: Raw -26102.182525 + Penalty 820.710607 = -25281.471918 nChanged 1 SP:Iteration 6F (20.615842 sec): 3 clusters Score: Raw -26105.265859 + Penalty 853.561138 = -25251.704721 nChanged 1 SP:Iteration 7F (20.617042 sec): 3 clusters Score: Raw -26109.936973 + Penalty 853.561138 = -25256.375835 nChanged 0 Time taken for this iteration:19.861065 seconds. 300->22 Clusters: Score -1308905.434645, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 83 (time per iteration =248.809169 ms) Total iterations: 1184 (time per iteration =17.441859 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 2701551250.000000 (time per metric unit =7.644186ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 67538781250.000000 (time per metric unit=305.767451ps) That took 20.651161 seconds. FileBase PeterP-2014-03-27_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 0.24 and 0.35 GB of RAM. Memory request: 0.12 GB would take us to total of 0.12 GB. ---------------------------------------------------------- Loaded 25529 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 25529 points ------ Starting initial clusters from distinct float masks Not enough masks (146) to generate starting clusters (300), so starting with (147) clusters instead. Assigned 147 initial classes from 146 unique masks. Deleting Class 28 (1 points): Lose 0.807726 but Gain 1631.320925 Iteration 0F (2.494879 sec): 146 clusters Score: Raw -1058661.964316 + Penalty 116980.026713 = -941681.937603 nChanged 3352 Deleting Class 51 (3 points): Lose 5.270464 but Gain 1608.416961 Iteration 1F (3.868728 sec): 112 clusters Score: Raw -1063716.580481 + Penalty 94094.512691 = -969622.067790 nChanged 772 Deleting Class 69 (1 points): Lose 6.557883 but Gain 1618.176250 Iteration 2Q (4.003378 sec): 97 clusters Score: Raw -1064932.061929 + Penalty 83968.513856 = -980963.548073 nChanged 299 Deleting Class 65 (1 points): Lose 11.841430 but Gain 1555.429050 Iteration 3Q (4.107745 sec): 90 clusters Score: Raw -1065267.844043 + Penalty 81618.114371 = -983649.729672 nChanged 152 Deleting Class 47 (20 points): Lose 73.317950 but Gain 1523.522733 Iteration 4Q (4.202954 sec): 87 clusters Score: Raw -1065381.256965 + Penalty 78435.872591 = -986945.384374 nChanged 102 Deleting Class 25 (1 points): Lose 4.555092 but Gain 1435.502112 Iteration 5Q (4.294337 sec): 84 clusters Score: Raw -1065530.414984 + Penalty 73689.397079 = -991841.017905 nChanged 55 Deleting Class 60 (2 points): Lose 7.645040 but Gain 1430.878353 Iteration 6Q (4.381800 sec): 81 clusters Score: Raw -1065582.676965 + Penalty 72428.666394 = -993154.010572 nChanged 27 Deleting Class 100 (1 points): Lose 3.839600 but Gain 1418.672545 Iteration 7Q (4.468020 sec): 80 clusters Score: Raw -1065595.273337 + Penalty 71045.641592 = -994549.631745 nChanged 15 Deleting Class 68 (1 points): Lose 6.129190 but Gain 1414.130752 Iteration 8Q (4.553014 sec): 79 clusters Score: Raw -1065600.169010 + Penalty 69638.566802 = -995961.602208 nChanged 6 Deleting Class 117 (2 points): Lose 53.097336 but Gain 1458.016779 Iteration 9Q (4.637123 sec): 78 clusters Score: Raw -1065554.655993 + Penalty 68197.635331 = -997357.020662 nChanged 10 Deleting Class 15 (2 points): Lose 5.431690 but Gain 1386.338210 Iteration 10F (5.558504 sec): 77 clusters Score: Raw -1065585.238182 + Penalty 66774.965308 = -998810.272874 nChanged 19 Deleting Class 54 (3 points): Lose 35.043615 but Gain 1413.750555 Iteration 11Q (5.643208 sec): 76 clusters Score: Raw -1065592.979024 + Penalty 65149.296212 = -1000443.682812 nChanged 19 Deleting Class 52 (1 points): Lose 0.622430 but Gain 1348.262469 Iteration 12Q (5.727347 sec): 75 clusters Score: Raw -1065630.666770 + Penalty 63682.338018 = -1001948.328751 nChanged 25 Deleting Class 93 (3 points): Lose 7.248506 but Gain 1327.257687 Iteration 13Q (5.811246 sec): 74 clusters Score: Raw -1065666.865387 + Penalty 62335.320421 = -1003331.544966 nChanged 35 Deleting Class 71 (3 points): Lose 12.618385 but Gain 1324.979710 Iteration 14Q (5.895190 sec): 73 clusters Score: Raw -1065715.363287 + Penalty 61000.383116 = -1004714.980172 nChanged 37 Deleting Class 139 (1 points): Lose 17.522563 but Gain 1268.131375 Iteration 15Q (5.978190 sec): 72 clusters Score: Raw -1065748.752898 + Penalty 59802.887310 = -1005945.865587 nChanged 30 Deleting Class 128 (1 points): Lose 9.326197 but Gain 1254.752582 Iteration 16Q (6.062182 sec): 71 clusters Score: Raw -1065802.285924 + Penalty 58567.190210 = -1007235.095714 nChanged 31 Deleting Class 96 (4 points): Lose 19.606940 but Gain 1251.156929 Iteration 17Q (6.145729 sec): 70 clusters Score: Raw -1065832.107018 + Penalty 57305.976925 = -1008526.130093 nChanged 41 Deleting Class 79 (3 points): Lose 14.038096 but Gain 1238.914322 Iteration 18Q (6.229018 sec): 69 clusters Score: Raw -1065876.158950 + Penalty 56070.452474 = -1009805.706476 nChanged 40 Deleting Class 43 (5 points): Lose 19.417515 but Gain 1225.733480 Iteration 19Q (6.312325 sec): 68 clusters Score: Raw -1065899.777597 + Penalty 54831.366485 = -1011068.411112 nChanged 38 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.24 GB. Compute initial score before splitting: Score: Raw -1065899.777597 + Penalty 54831.366485 = -1011068.411112Memory request: 0.03 GB would take us to total of 0.27 GB. Trying to split cluster 1 (6718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.432113 sec): 2 clusters Score: Raw -285352.712274 + Penalty 468.894317 = -284883.817958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.444265 sec): 3 clusters Score: Raw -280925.651683 + Penalty 933.013198 = -279992.638485 nChanged 3132 SP:Iteration 1F (6.456244 sec): 3 clusters Score: Raw -283395.813435 + Penalty 932.423422 = -282463.390014 nChanged 803 SP:Iteration 2F (6.468302 sec): 3 clusters Score: Raw -284076.377023 + Penalty 928.229276 = -283148.147748 nChanged 545 SP:Iteration 3F (6.480257 sec): 3 clusters Score: Raw -284573.879198 + Penalty 924.292832 = -283649.586366 nChanged 416 SP:Iteration 4F (6.492199 sec): 3 clusters Score: Raw -284938.060183 + Penalty 920.940276 = -284017.119907 nChanged 277 SP:Iteration 5Q (6.504138 sec): 3 clusters Score: Raw -285127.233549 + Penalty 918.525150 = -284208.708399 nChanged 187 SP:Iteration 6Q (6.515582 sec): 3 clusters Score: Raw -285228.652614 + Penalty 916.717188 = -284311.935426 nChanged 132 SP:Iteration 7Q (6.526935 sec): 3 clusters Score: Raw -285295.148545 + Penalty 915.641800 = -284379.506745 nChanged 88 SP:Iteration 8Q (6.538171 sec): 3 clusters Score: Raw -285357.943227 + Penalty 913.905724 = -284444.037503 nChanged 89 SP:Iteration 9Q (6.549524 sec): 3 clusters Score: Raw -285407.541851 + Penalty 912.941556 = -284494.600295 nChanged 87 SP:Iteration 10F (6.561521 sec): 3 clusters Score: Raw -285441.438187 + Penalty 912.302641 = -284529.135546 nChanged 75 SP:Iteration 11Q (6.572695 sec): 3 clusters Score: Raw -285468.279418 + Penalty 912.348921 = -284555.930497 nChanged 63 SP:Iteration 12Q (6.583834 sec): 3 clusters Score: Raw -285489.542505 + Penalty 911.348495 = -284578.194010 nChanged 57 SP:Iteration 13Q (6.594908 sec): 3 clusters Score: Raw -285506.666931 + Penalty 911.308290 = -284595.358641 nChanged 62 SP:Iteration 14Q (6.606272 sec): 3 clusters Score: Raw -285527.497139 + Penalty 911.712292 = -284615.784847 nChanged 58 SP:Iteration 15Q (6.617732 sec): 3 clusters Score: Raw -285543.243914 + Penalty 912.031463 = -284631.212450 nChanged 43 SP:Iteration 16Q (6.628787 sec): 3 clusters Score: Raw -285554.019946 + Penalty 911.791080 = -284642.228866 nChanged 46 SP:Iteration 17Q (6.639812 sec): 3 clusters Score: Raw -285565.854140 + Penalty 911.865646 = -284653.988493 nChanged 45 SP:Iteration 18Q (6.650817 sec): 3 clusters Score: Raw -285573.580030 + Penalty 912.028337 = -284661.551694 nChanged 45 SP:Iteration 19Q (6.661932 sec): 3 clusters Score: Raw -285583.693309 + Penalty 911.676326 = -284672.016982 nChanged 49 SP:Iteration 20F (6.673931 sec): 3 clusters Score: Raw -285592.131591 + Penalty 911.296672 = -284680.834919 nChanged 39 SP:Iteration 21Q (6.684977 sec): 3 clusters Score: Raw -285596.020523 + Penalty 910.724261 = -284685.296261 nChanged 28 SP:Iteration 22Q (6.695974 sec): 3 clusters Score: Raw -285599.207000 + Penalty 910.777777 = -284688.429223 nChanged 25 SP:Iteration 23Q (6.707100 sec): 3 clusters Score: Raw -285602.662247 + Penalty 911.078982 = -284691.583264 nChanged 25 SP:Iteration 24Q (6.718348 sec): 3 clusters Score: Raw -285605.327596 + Penalty 911.325372 = -284694.002224 nChanged 25 SP:Iteration 25Q (6.729515 sec): 3 clusters Score: Raw -285609.606537 + Penalty 911.546734 = -284698.059802 nChanged 20 SP:Iteration 26Q (6.740501 sec): 3 clusters Score: Raw -285610.882507 + Penalty 911.939078 = -284698.943429 nChanged 20 SP:Iteration 27Q (6.751477 sec): 3 clusters Score: Raw -285612.206226 + Penalty 912.373678 = -284699.832548 nChanged 17 SP:Iteration 28Q (6.762496 sec): 3 clusters Score: Raw -285612.913105 + Penalty 912.372289 = -284700.540816 nChanged 12 SP:Iteration 29Q (6.773598 sec): 3 clusters Score: Raw -285613.437031 + Penalty 912.376447 = -284701.060584 nChanged 11 SP:Iteration 30F (6.785619 sec): 3 clusters Score: Raw -285614.110584 + Penalty 912.322822 = -284701.787762 nChanged 7 SP:Iteration 31Q (6.796627 sec): 3 clusters Score: Raw -285614.533635 + Penalty 912.616773 = -284701.916862 nChanged 9 SP:Iteration 32Q (6.807795 sec): 3 clusters Score: Raw -285615.026535 + Penalty 912.958025 = -284702.068510 nChanged 8 SP:Iteration 33Q (6.819141 sec): 3 clusters Score: Raw -285616.046111 + Penalty 912.950398 = -284703.095713 nChanged 7 SP:Iteration 34Q (6.830139 sec): 3 clusters Score: Raw -285616.909646 + Penalty 913.010369 = -284703.899277 nChanged 9 SP:Iteration 35Q (6.841124 sec): 3 clusters Score: Raw -285617.712504 + Penalty 913.081230 = -284704.631274 nChanged 4 SP:Iteration 36Q (6.852169 sec): 3 clusters Score: Raw -285618.077429 + Penalty 913.173197 = -284704.904232 nChanged 7 SP:Iteration 37Q (6.863310 sec): 3 clusters Score: Raw -285618.637505 + Penalty 913.321149 = -284705.316356 nChanged 4 SP:Iteration 38Q (6.874515 sec): 3 clusters Score: Raw -285618.796323 + Penalty 913.300564 = -284705.495759 nChanged 3 SP:Iteration 39Q (6.885698 sec): 3 clusters Score: Raw -285618.967542 + Penalty 913.292993 = -284705.674549 nChanged 1 SP:Iteration 40F (6.897635 sec): 3 clusters Score: Raw -285618.882307 + Penalty 913.253360 = -284705.628947 nChanged 1 SP:Iteration 41F (6.909735 sec): 3 clusters Score: Raw -285618.920467 + Penalty 913.253360 = -284705.667107 nChanged 0 Memory request: 0.02 GB would take us to total of 0.25 GB. Trying to split cluster 2 (3527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.923773 sec): 2 clusters Score: Raw -181434.802376 + Penalty 804.924254 = -180629.878122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.930256 sec): 3 clusters Score: Raw -179074.603300 + Penalty 1606.604419 = -177467.998881 nChanged 1512 SP:Iteration 1F (6.936610 sec): 3 clusters Score: Raw -180181.188046 + Penalty 1590.095248 = -178591.092798 nChanged 627 SP:Iteration 2F (6.942936 sec): 3 clusters Score: Raw -181377.481156 + Penalty 1575.186498 = -179802.294657 nChanged 519 SP:Iteration 3F (6.949266 sec): 3 clusters Score: Raw -182137.732639 + Penalty 1571.686420 = -180566.046220 nChanged 240 SP:Iteration 4F (6.955697 sec): 3 clusters Score: Raw -182315.733403 + Penalty 1573.255428 = -180742.477975 nChanged 131 SP:Iteration 5Q (6.961778 sec): 3 clusters Score: Raw -182386.047899 + Penalty 1572.753561 = -180813.294338 nChanged 76 SP:Iteration 6Q (6.967811 sec): 3 clusters Score: Raw -182423.150412 + Penalty 1571.763709 = -180851.386703 nChanged 57 SP:Iteration 7Q (6.973832 sec): 3 clusters Score: Raw -182446.383298 + Penalty 1570.842327 = -180875.540971 nChanged 50 SP:Iteration 8Q (6.979860 sec): 3 clusters Score: Raw -182483.424424 + Penalty 1570.408193 = -180913.016230 nChanged 52 SP:Iteration 9Q (6.985931 sec): 3 clusters Score: Raw -182514.369082 + Penalty 1571.066531 = -180943.302551 nChanged 41 SP:Iteration 10F (6.992308 sec): 3 clusters Score: Raw -182533.754565 + Penalty 1572.590466 = -180961.164099 nChanged 37 SP:Iteration 11Q (6.998389 sec): 3 clusters Score: Raw -182554.237459 + Penalty 1574.505180 = -180979.732279 nChanged 26 SP:Iteration 12Q (7.004331 sec): 3 clusters Score: Raw -182565.630631 + Penalty 1574.191854 = -180991.438777 nChanged 23 SP:Iteration 13Q (7.010386 sec): 3 clusters Score: Raw -182575.671708 + Penalty 1574.137046 = -181001.534662 nChanged 18 SP:Iteration 14Q (7.016515 sec): 3 clusters Score: Raw -182581.197495 + Penalty 1574.584285 = -181006.613209 nChanged 18 SP:Iteration 15Q (7.022508 sec): 3 clusters Score: Raw -182587.883420 + Penalty 1574.628017 = -181013.255404 nChanged 18 SP:Iteration 16Q (7.028383 sec): 3 clusters Score: Raw -182593.776678 + Penalty 1574.333326 = -181019.443352 nChanged 15 SP:Iteration 17Q (7.034257 sec): 3 clusters Score: Raw -182600.150601 + Penalty 1574.443995 = -181025.706606 nChanged 12 SP:Iteration 18Q (7.040070 sec): 3 clusters Score: Raw -182608.779837 + Penalty 1574.154528 = -181034.625309 nChanged 13 SP:Iteration 19Q (7.045841 sec): 3 clusters Score: Raw -182615.082013 + Penalty 1574.441357 = -181040.640656 nChanged 16 SP:Iteration 20F (7.052154 sec): 3 clusters Score: Raw -182620.798818 + Penalty 1574.351833 = -181046.446985 nChanged 10 SP:Iteration 21Q (7.057912 sec): 3 clusters Score: Raw -182624.759063 + Penalty 1574.184946 = -181050.574117 nChanged 10 SP:Iteration 22Q (7.063696 sec): 3 clusters Score: Raw -182628.976586 + Penalty 1574.423622 = -181054.552964 nChanged 6 SP:Iteration 23Q (7.069457 sec): 3 clusters Score: Raw -182631.611816 + Penalty 1574.675716 = -181056.936100 nChanged 7 SP:Iteration 24Q (7.075212 sec): 3 clusters Score: Raw -182634.245226 + Penalty 1575.201837 = -181059.043390 nChanged 7 SP:Iteration 25Q (7.080989 sec): 3 clusters Score: Raw -182637.073928 + Penalty 1575.207601 = -181061.866327 nChanged 9 SP:Iteration 26Q (7.086785 sec): 3 clusters Score: Raw -182642.913641 + Penalty 1574.879295 = -181068.034345 nChanged 9 SP:Iteration 27Q (7.092656 sec): 3 clusters Score: Raw -182649.029031 + Penalty 1574.175000 = -181074.854031 nChanged 10 SP:Iteration 28Q (7.098396 sec): 3 clusters Score: Raw -182651.697540 + Penalty 1574.235843 = -181077.461697 nChanged 6 SP:Iteration 29Q (7.104218 sec): 3 clusters Score: Raw -182653.556206 + Penalty 1573.914943 = -181079.641263 nChanged 3 SP:Iteration 30F (7.110526 sec): 3 clusters Score: Raw -182654.052412 + Penalty 1573.681034 = -181080.371379 nChanged 3 SP:Iteration 31Q (7.116343 sec): 3 clusters Score: Raw -182654.701044 + Penalty 1573.681034 = -181081.020011 nChanged 0 SP:Iteration 32F (7.122865 sec): 3 clusters Score: Raw -182654.701044 + Penalty 1573.681034 = -181081.020011 nChanged 0 Score: Raw -1096150.030976 + Penalty 55786.412970 = -1040363.618006 Splitting cluster 2 changes total score from -1011068.411112 to -1040363.618006 So it's getting split into cluster 13. Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 3 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.929480 sec): 2 clusters Score: Raw -15728.765511 + Penalty 568.071299 = -15160.694212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.930261 sec): 3 clusters Score: Raw -15427.951731 + Penalty 1136.729723 = -14291.222009 nChanged 96 SP:Iteration 1F (7.931024 sec): 3 clusters Score: Raw -15503.162049 + Penalty 1141.464539 = -14361.697510 nChanged 37 SP:Iteration 2F (7.931783 sec): 3 clusters Score: Raw -15548.564121 + Penalty 1159.734818 = -14388.829303 nChanged 28 SP:Iteration 3F (7.932563 sec): 3 clusters Score: Raw -15604.775761 + Penalty 1205.477427 = -14399.298335 nChanged 36 SP:Iteration 4F (7.933322 sec): 3 clusters Score: Raw -15667.519373 + Penalty 1247.390326 = -14420.129047 nChanged 26 SP:Iteration 5F (7.934112 sec): 3 clusters Score: Raw -15698.627890 + Penalty 1273.418714 = -14425.209177 nChanged 13 SP:Iteration 6Q (7.934789 sec): 3 clusters Score: Raw -15710.034067 + Penalty 1286.720726 = -14423.313341 nChanged 4 SP:Iteration 7F (7.935545 sec): 3 clusters Score: Raw -15713.198353 + Penalty 1290.217762 = -14422.980592 nChanged 6 SP:Iteration 8F (7.936326 sec): 3 clusters Score: Raw -15720.185776 + Penalty 1303.482328 = -14416.703448 nChanged 3 SP:Iteration 9F (7.937084 sec): 3 clusters Score: Raw -15726.485112 + Penalty 1321.230206 = -14405.254906 nChanged 4 SP:Iteration 10F (7.937842 sec): 3 clusters Score: Raw -15729.417088 + Penalty 1328.958254 = -14400.458834 nChanged 2 SP:Iteration 11F (7.938599 sec): 3 clusters Score: Raw -15731.922521 + Penalty 1327.193145 = -14404.729377 nChanged 4 SP:Iteration 12Q (7.939231 sec): 3 clusters Score: Raw -15735.592381 + Penalty 1327.537198 = -14408.055183 nChanged 4 SP:Iteration 13Q (7.939861 sec): 3 clusters Score: Raw -15742.223701 + Penalty 1327.537198 = -14414.686502 nChanged 0 SP:Iteration 14F (7.940618 sec): 3 clusters Score: Raw -15742.223701 + Penalty 1327.537198 = -14414.686502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 4 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.941830 sec): 2 clusters Score: Raw -9452.562978 + Penalty 69.536593 = -9383.026385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.942577 sec): 3 clusters Score: Raw -9294.675952 + Penalty 166.881182 = -9127.794770 nChanged 112 SP:Iteration 1F (7.943311 sec): 3 clusters Score: Raw -9420.765829 + Penalty 202.689602 = -9218.076227 nChanged 46 SP:Iteration 2F (7.944042 sec): 3 clusters Score: Raw -9484.029937 + Penalty 227.353007 = -9256.676930 nChanged 14 SP:Iteration 3Q (7.944773 sec): 3 clusters Score: Raw -9506.042248 + Penalty 249.305937 = -9256.736311 nChanged 4 SP:Iteration 4Q (7.945427 sec): 3 clusters Score: Raw -9509.989344 + Penalty 277.463953 = -9232.525391 nChanged 3 SP:Iteration 5F (7.946158 sec): 3 clusters Score: Raw -9512.689563 + Penalty 277.463953 = -9235.225610 nChanged 0 Memory request: 0.02 GB would take us to total of 0.25 GB. Trying to split cluster 5 (3790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.957603 sec): 2 clusters Score: Raw -158632.987721 + Penalty 340.927347 = -158292.060374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.964533 sec): 3 clusters Score: Raw -156183.768934 + Penalty 695.997232 = -155487.771702 nChanged 1750 SP:Iteration 1F (7.971271 sec): 3 clusters Score: Raw -157591.890317 + Penalty 712.430252 = -156879.460065 nChanged 373 SP:Iteration 2F (7.978106 sec): 3 clusters Score: Raw -157846.715524 + Penalty 744.254715 = -157102.460809 nChanged 274 SP:Iteration 3F (7.984817 sec): 3 clusters Score: Raw -158099.586936 + Penalty 774.304594 = -157325.282342 nChanged 182 SP:Iteration 4Q (7.991868 sec): 3 clusters Score: Raw -158253.806739 + Penalty 800.906094 = -157452.900645 nChanged 131 SP:Iteration 5Q (7.998371 sec): 3 clusters Score: Raw -158342.840861 + Penalty 829.522612 = -157513.318249 nChanged 114 SP:Iteration 6Q (8.004831 sec): 3 clusters Score: Raw -158412.198380 + Penalty 866.432295 = -157545.766086 nChanged 113 SP:Iteration 7Q (8.010816 sec): 3 clusters Score: Raw -158482.460904 + Penalty 887.089621 = -157595.371283 nChanged 99 SP:Iteration 8Q (8.016694 sec): 3 clusters Score: Raw -158554.005129 + Penalty 923.698738 = -157630.306392 nChanged 76 SP:Iteration 9Q (8.022284 sec): 3 clusters Score: Raw -158611.444195 + Penalty 972.425671 = -157639.018525 nChanged 37 SP:Iteration 10F (8.028995 sec): 3 clusters Score: Raw -158638.804244 + Penalty 1035.661303 = -157603.142941 nChanged 23 SP:Iteration 11F (8.035815 sec): 3 clusters Score: Raw -158657.624066 + Penalty 1021.022612 = -157636.601454 nChanged 9 SP:Iteration 12Q (8.041333 sec): 3 clusters Score: Raw -158664.536709 + Penalty 1034.332498 = -157630.204211 nChanged 1 SP:Iteration 13F (8.048183 sec): 3 clusters Score: Raw -158664.069662 + Penalty 1034.332498 = -157629.737164 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 6 (1318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.057631 sec): 2 clusters Score: Raw -76265.797833 + Penalty 943.027249 = -75322.770585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.060132 sec): 3 clusters Score: Raw -75089.504928 + Penalty 1883.248167 = -73206.256762 nChanged 488 SP:Iteration 1F (8.062593 sec): 3 clusters Score: Raw -75530.352121 + Penalty 1883.128867 = -73647.223254 nChanged 125 SP:Iteration 2F (8.065095 sec): 3 clusters Score: Raw -75646.024997 + Penalty 1888.086031 = -73757.938966 nChanged 107 SP:Iteration 3F (8.067657 sec): 3 clusters Score: Raw -75760.732691 + Penalty 1902.066622 = -73858.666068 nChanged 127 SP:Iteration 4F (8.070212 sec): 3 clusters Score: Raw -75940.994306 + Penalty 1920.787669 = -74020.206638 nChanged 126 SP:Iteration 5F (8.072721 sec): 3 clusters Score: Raw -76099.723090 + Penalty 1928.677115 = -74171.045975 nChanged 91 SP:Iteration 6F (8.075175 sec): 3 clusters Score: Raw -76154.304153 + Penalty 1929.534219 = -74224.769934 nChanged 57 SP:Iteration 7Q (8.077560 sec): 3 clusters Score: Raw -76177.199639 + Penalty 1929.888076 = -74247.311564 nChanged 39 SP:Iteration 8Q (8.079933 sec): 3 clusters Score: Raw -76182.577071 + Penalty 1934.460954 = -74248.116117 nChanged 32 SP:Iteration 9Q (8.082279 sec): 3 clusters Score: Raw -76183.886714 + Penalty 1937.706822 = -74246.179892 nChanged 28 SP:Iteration 10F (8.085096 sec): 3 clusters Score: Raw -76181.446293 + Penalty 1939.495308 = -74241.950985 nChanged 25 SP:Iteration 11F (8.087543 sec): 3 clusters Score: Raw -76175.337080 + Penalty 1942.703007 = -74232.634073 nChanged 29 SP:Iteration 12F (8.090015 sec): 3 clusters Score: Raw -76174.205448 + Penalty 1948.142688 = -74226.062760 nChanged 26 SP:Iteration 13F (8.092466 sec): 3 clusters Score: Raw -76180.437332 + Penalty 1946.624574 = -74233.812759 nChanged 32 SP:Iteration 14Q (8.094745 sec): 3 clusters Score: Raw -76183.574637 + Penalty 1939.882827 = -74243.691810 nChanged 35 SP:Iteration 15Q (8.096885 sec): 3 clusters Score: Raw -76185.118359 + Penalty 1940.358975 = -74244.759385 nChanged 30 SP:Iteration 16Q (8.098921 sec): 3 clusters Score: Raw -76205.825588 + Penalty 1957.460226 = -74248.365362 nChanged 29 SP:Iteration 17Q (8.100883 sec): 3 clusters Score: Raw -76228.831356 + Penalty 1957.864044 = -74270.967312 nChanged 19 SP:Iteration 18Q (8.102819 sec): 3 clusters Score: Raw -76256.587906 + Penalty 1959.822082 = -74296.765824 nChanged 9 SP:Iteration 19Q (8.104738 sec): 3 clusters Score: Raw -76259.373707 + Penalty 1980.499659 = -74278.874048 nChanged 3 SP:Iteration 20F (8.107186 sec): 3 clusters Score: Raw -76275.779499 + Penalty 1990.086376 = -74285.693123 nChanged 4 SP:Iteration 21Q (8.109094 sec): 3 clusters Score: Raw -76295.249873 + Penalty 1990.086376 = -74305.163497 nChanged 0 SP:Iteration 22F (8.111540 sec): 3 clusters Score: Raw -76295.249873 + Penalty 1990.086376 = -74305.163497 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 7 (953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.114802 sec): 2 clusters Score: Raw -46681.342491 + Penalty 689.076839 = -45992.265652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.116701 sec): 3 clusters Score: Raw -45949.406590 + Penalty 1402.190252 = -44547.216338 nChanged 356 SP:Iteration 1F (8.118522 sec): 3 clusters Score: Raw -46546.307405 + Penalty 1441.714843 = -45104.592562 nChanged 174 SP:Iteration 2F (8.120342 sec): 3 clusters Score: Raw -47011.343859 + Penalty 1433.337183 = -45578.006676 nChanged 97 SP:Iteration 3F (8.122163 sec): 3 clusters Score: Raw -47408.621281 + Penalty 1419.753757 = -45988.867524 nChanged 35 SP:Iteration 4Q (8.123677 sec): 3 clusters Score: Raw -47625.948503 + Penalty 1413.391329 = -46212.557174 nChanged 6 SP:Iteration 5Q (8.125165 sec): 3 clusters Score: Raw -47640.999577 + Penalty 1412.773596 = -46228.225981 nChanged 3 SP:Iteration 6Q (8.126609 sec): 3 clusters Score: Raw -47646.585721 + Penalty 1409.562080 = -46237.023641 nChanged 2 SP:Iteration 7Q (8.128090 sec): 3 clusters Score: Raw -47647.197597 + Penalty 1406.920042 = -46240.277555 nChanged 2 SP:Iteration 8Q (8.129558 sec): 3 clusters Score: Raw -47653.208767 + Penalty 1397.327640 = -46255.881128 nChanged 4 SP:Iteration 9Q (8.131013 sec): 3 clusters Score: Raw -47675.529291 + Penalty 1395.194539 = -46280.334752 nChanged 2 SP:Iteration 10F (8.132870 sec): 3 clusters Score: Raw -47706.637296 + Penalty 1392.104142 = -46314.533154 nChanged 1 SP:Iteration 11Q (8.134325 sec): 3 clusters Score: Raw -47730.561758 + Penalty 1392.104142 = -46338.457616 nChanged 0 SP:Iteration 12F (8.136140 sec): 3 clusters Score: Raw -47730.561758 + Penalty 1392.104142 = -46338.457616 nChanged 0 Score: Raw -1097199.250341 + Penalty 56826.415814 = -1040372.834527 Splitting cluster 7 changes total score from -1011068.411112 to -1040372.834527 So it's getting split into cluster 15. Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 8 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.952732 sec): 2 clusters Score: Raw -84.020487 + Penalty 67.691814 = -16.328673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.952937 sec): 2 clusters Score: Raw -84.020487 + Penalty 67.691814 = -16.328673 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 9 (1737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.961143 sec): 2 clusters Score: Raw -71669.681912 + Penalty 352.399997 = -71317.281916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.964436 sec): 3 clusters Score: Raw -70500.762969 + Penalty 783.561121 = -69717.201848 nChanged 789 SP:Iteration 1F (8.967687 sec): 3 clusters Score: Raw -71276.451394 + Penalty 896.460446 = -70379.990948 nChanged 238 SP:Iteration 2F (8.970842 sec): 3 clusters Score: Raw -71511.481596 + Penalty 981.785105 = -70529.696491 nChanged 110 SP:Iteration 3F (8.974007 sec): 3 clusters Score: Raw -71600.777609 + Penalty 1039.136351 = -70561.641259 nChanged 52 SP:Iteration 4Q (8.976992 sec): 3 clusters Score: Raw -71639.520589 + Penalty 1077.486089 = -70562.034499 nChanged 33 SP:Iteration 5Q (8.979720 sec): 3 clusters Score: Raw -71676.169706 + Penalty 1085.809806 = -70590.359899 nChanged 20 SP:Iteration 6Q (8.982339 sec): 3 clusters Score: Raw -71690.063379 + Penalty 1106.904814 = -70583.158566 nChanged 18 SP:Iteration 7F (8.985500 sec): 3 clusters Score: Raw -71696.901004 + Penalty 1103.002011 = -70593.898994 nChanged 10 SP:Iteration 8Q (8.988016 sec): 3 clusters Score: Raw -71698.031945 + Penalty 1123.737353 = -70574.294592 nChanged 8 SP:Iteration 9F (8.991169 sec): 3 clusters Score: Raw -71700.368114 + Penalty 1094.620759 = -70605.747355 nChanged 6 SP:Iteration 10F (8.994358 sec): 3 clusters Score: Raw -71704.722296 + Penalty 1071.519139 = -70633.203157 nChanged 3 SP:Iteration 11Q (8.996888 sec): 3 clusters Score: Raw -71705.954702 + Penalty 1090.010923 = -70615.943779 nChanged 2 SP:Iteration 12F (9.000088 sec): 3 clusters Score: Raw -71706.128754 + Penalty 1073.094871 = -70633.033883 nChanged 1 SP:Iteration 13Q (9.002550 sec): 3 clusters Score: Raw -71705.693307 + Penalty 1102.739802 = -70602.953505 nChanged 2 SP:Iteration 14F (9.005739 sec): 3 clusters Score: Raw -71704.918742 + Penalty 1129.286236 = -70575.632506 nChanged 1 SP:Iteration 15F (9.008895 sec): 3 clusters Score: Raw -71706.144858 + Penalty 1155.614287 = -70550.530571 nChanged 1 SP:Iteration 16F (9.012052 sec): 3 clusters Score: Raw -71707.965611 + Penalty 1155.614287 = -70552.351324 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 10 (667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.018159 sec): 2 clusters Score: Raw -25153.549968 + Penalty 281.341896 = -24872.208071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.019589 sec): 3 clusters Score: Raw -24757.804773 + Penalty 574.510601 = -24183.294172 nChanged 271 SP:Iteration 1F (9.020956 sec): 3 clusters Score: Raw -24944.652586 + Penalty 574.067611 = -24370.584975 nChanged 90 SP:Iteration 2F (9.022328 sec): 3 clusters Score: Raw -25027.394350 + Penalty 576.960010 = -24450.434341 nChanged 61 SP:Iteration 3F (9.023691 sec): 3 clusters Score: Raw -25077.314832 + Penalty 592.741418 = -24484.573414 nChanged 37 SP:Iteration 4F (9.025054 sec): 3 clusters Score: Raw -25109.606387 + Penalty 600.809131 = -24508.797256 nChanged 14 SP:Iteration 5Q (9.026400 sec): 3 clusters Score: Raw -25122.180253 + Penalty 618.966194 = -24503.214058 nChanged 14 SP:Iteration 6F (9.027742 sec): 3 clusters Score: Raw -25135.272353 + Penalty 631.440093 = -24503.832261 nChanged 13 SP:Iteration 7Q (9.029089 sec): 3 clusters Score: Raw -25148.075831 + Penalty 633.414549 = -24514.661282 nChanged 8 SP:Iteration 8Q (9.030436 sec): 3 clusters Score: Raw -25155.071585 + Penalty 645.725325 = -24509.346261 nChanged 7 SP:Iteration 9F (9.031802 sec): 3 clusters Score: Raw -25161.756441 + Penalty 644.793929 = -24516.962512 nChanged 3 SP:Iteration 10F (9.033156 sec): 3 clusters Score: Raw -25163.376116 + Penalty 630.329628 = -24533.046488 nChanged 3 SP:Iteration 11Q (9.034383 sec): 3 clusters Score: Raw -25164.838048 + Penalty 626.150791 = -24538.687256 nChanged 1 SP:Iteration 12Q (9.035622 sec): 3 clusters Score: Raw -25164.884551 + Penalty 626.150791 = -24538.733759 nChanged 0 SP:Iteration 13F (9.036987 sec): 3 clusters Score: Raw -25164.884551 + Penalty 626.150791 = -24538.733759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 11 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.037546 sec): 2 clusters Score: Raw -750.725111 + Penalty 168.455605 = -582.269505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.037799 sec): 3 clusters Score: Raw -752.164998 + Penalty 345.541617 = -406.623381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 12 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.039938 sec): 2 clusters Score: Raw -13906.930195 + Penalty 242.740760 = -13664.189435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.040804 sec): 3 clusters Score: Raw -13713.814857 + Penalty 491.236466 = -13222.578391 nChanged 136 SP:Iteration 1F (9.041657 sec): 3 clusters Score: Raw -13843.019579 + Penalty 489.450003 = -13353.569576 nChanged 28 SP:Iteration 2F (9.042506 sec): 3 clusters Score: Raw -13868.793031 + Penalty 526.160007 = -13342.633024 nChanged 23 SP:Iteration 3F (9.043354 sec): 3 clusters Score: Raw -13893.570797 + Penalty 547.499276 = -13346.071521 nChanged 8 SP:Iteration 4Q (9.044162 sec): 3 clusters Score: Raw -13900.520598 + Penalty 591.349653 = -13309.170945 nChanged 5 SP:Iteration 5F (9.045017 sec): 3 clusters Score: Raw -13906.061115 + Penalty 658.949871 = -13247.111244 nChanged 2 SP:Iteration 6F (9.045864 sec): 3 clusters Score: Raw -13910.229424 + Penalty 658.949871 = -13251.279554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 14 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.046514 sec): 2 clusters Score: Raw -301.136641 + Penalty 199.167997 = -101.968644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.046738 sec): 3 clusters Score: Raw -298.565068 + Penalty 398.540900 = 99.975832 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 16 (1236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.050561 sec): 2 clusters Score: Raw -53522.203088 + Penalty 506.103219 = -53016.099869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.052899 sec): 3 clusters Score: Raw -52640.239776 + Penalty 987.513627 = -51652.726150 nChanged 501 SP:Iteration 1F (9.055241 sec): 3 clusters Score: Raw -52981.402528 + Penalty 928.134741 = -52053.267786 nChanged 240 SP:Iteration 2F (9.057541 sec): 3 clusters Score: Raw -53295.370095 + Penalty 854.232525 = -52441.137570 nChanged 158 SP:Iteration 3F (9.059908 sec): 3 clusters Score: Raw -53470.417555 + Penalty 866.373284 = -52604.044271 nChanged 63 SP:Iteration 4F (9.062249 sec): 3 clusters Score: Raw -53527.639364 + Penalty 1020.876112 = -52506.763252 nChanged 18 SP:Iteration 5F (9.064634 sec): 3 clusters Score: Raw -53539.813708 + Penalty 1204.932512 = -52334.881197 nChanged 5 SP:Iteration 6F (9.066974 sec): 3 clusters Score: Raw -53544.038820 + Penalty 1204.932512 = -52339.106309 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 17 (828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.069700 sec): 2 clusters Score: Raw -46137.792388 + Penalty 867.702325 = -45270.090062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.071357 sec): 3 clusters Score: Raw -45288.454010 + Penalty 1734.651170 = -43553.802840 nChanged 279 SP:Iteration 1F (9.072970 sec): 3 clusters Score: Raw -45658.070858 + Penalty 1724.800596 = -43933.270262 nChanged 111 SP:Iteration 2F (9.074616 sec): 3 clusters Score: Raw -45818.326603 + Penalty 1714.469779 = -44103.856824 nChanged 74 SP:Iteration 3F (9.076262 sec): 3 clusters Score: Raw -45957.081995 + Penalty 1703.914527 = -44253.167468 nChanged 59 SP:Iteration 4F (9.077870 sec): 3 clusters Score: Raw -46033.798027 + Penalty 1699.165810 = -44334.632217 nChanged 39 SP:Iteration 5Q (9.079411 sec): 3 clusters Score: Raw -46083.468380 + Penalty 1694.542225 = -44388.926155 nChanged 39 SP:Iteration 6Q (9.080928 sec): 3 clusters Score: Raw -46133.637999 + Penalty 1692.738423 = -44440.899576 nChanged 36 SP:Iteration 7Q (9.082459 sec): 3 clusters Score: Raw -46189.148634 + Penalty 1693.778723 = -44495.369911 nChanged 21 SP:Iteration 8Q (9.083956 sec): 3 clusters Score: Raw -46213.357614 + Penalty 1691.972866 = -44521.384748 nChanged 7 SP:Iteration 9Q (9.085428 sec): 3 clusters Score: Raw -46212.198960 + Penalty 1691.980394 = -44520.218567 nChanged 6 SP:Iteration 10F (9.087039 sec): 3 clusters Score: Raw -46217.668404 + Penalty 1689.291864 = -44528.376540 nChanged 5 SP:Iteration 11Q (9.088530 sec): 3 clusters Score: Raw -46218.682575 + Penalty 1688.830052 = -44529.852523 nChanged 1 SP:Iteration 12Q (9.090007 sec): 3 clusters Score: Raw -46218.314354 + Penalty 1688.830052 = -44529.484302 nChanged 0 SP:Iteration 13F (9.091623 sec): 3 clusters Score: Raw -46218.314354 + Penalty 1688.830052 = -44529.484302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 18 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.092179 sec): 2 clusters Score: Raw -188.398038 + Penalty 153.099975 = -35.298063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.092397 sec): 3 clusters Score: Raw -175.853688 + Penalty 306.199950 = 130.346262 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 19 (764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.094984 sec): 2 clusters Score: Raw -37038.130937 + Penalty 568.609986 = -36469.520950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.096620 sec): 3 clusters Score: Raw -36385.773857 + Penalty 1133.361250 = -35252.412607 nChanged 272 SP:Iteration 1F (9.098156 sec): 3 clusters Score: Raw -36611.469414 + Penalty 1136.941306 = -35474.528108 nChanged 96 SP:Iteration 2F (9.099685 sec): 3 clusters Score: Raw -36706.032160 + Penalty 1138.979661 = -35567.052499 nChanged 80 SP:Iteration 3F (9.101214 sec): 3 clusters Score: Raw -36797.746030 + Penalty 1160.438012 = -35637.308018 nChanged 69 SP:Iteration 4F (9.102742 sec): 3 clusters Score: Raw -36917.773499 + Penalty 1226.470187 = -35691.303312 nChanged 60 SP:Iteration 5F (9.104315 sec): 3 clusters Score: Raw -36990.185900 + Penalty 1338.687766 = -35651.498134 nChanged 22 SP:Iteration 6F (9.105845 sec): 3 clusters Score: Raw -37027.299126 + Penalty 1368.451082 = -35658.848044 nChanged 13 SP:Iteration 7Q (9.107065 sec): 3 clusters Score: Raw -37045.979766 + Penalty 1368.451082 = -35677.528684 nChanged 0 SP:Iteration 8F (9.108594 sec): 3 clusters Score: Raw -37045.979766 + Penalty 1368.451082 = -35677.528684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 20 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.109112 sec): 2 clusters Score: Raw -252.054230 + Penalty 96.837311 = -155.216919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.109345 sec): 3 clusters Score: Raw -244.623161 + Penalty 206.380716 = -38.242445 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 21 (654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.113141 sec): 2 clusters Score: Raw -40298.118289 + Penalty 1053.411233 = -39244.707056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.114573 sec): 3 clusters Score: Raw -39435.134620 + Penalty 2106.815592 = -37328.319029 nChanged 221 SP:Iteration 1F (9.115931 sec): 3 clusters Score: Raw -39739.178885 + Penalty 2106.769078 = -37632.409807 nChanged 90 SP:Iteration 2F (9.117272 sec): 3 clusters Score: Raw -39963.608532 + Penalty 2106.661958 = -37856.946574 nChanged 109 SP:Iteration 3F (9.118608 sec): 3 clusters Score: Raw -40246.861385 + Penalty 2106.426079 = -38140.435306 nChanged 60 SP:Iteration 4F (9.119965 sec): 3 clusters Score: Raw -40408.713222 + Penalty 2106.805840 = -38301.907382 nChanged 17 SP:Iteration 5Q (9.121036 sec): 3 clusters Score: Raw -40457.035150 + Penalty 2106.805840 = -38350.229310 nChanged 0 SP:Iteration 6F (9.122367 sec): 3 clusters Score: Raw -40457.035150 + Penalty 2106.805840 = -38350.229310 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 22 (849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.126074 sec): 2 clusters Score: Raw -31369.855381 + Penalty 220.087422 = -31149.767958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.127777 sec): 3 clusters Score: Raw -30861.385169 + Penalty 464.444524 = -30396.940645 nChanged 350 SP:Iteration 1F (9.129438 sec): 3 clusters Score: Raw -31110.724333 + Penalty 493.201246 = -30617.523087 nChanged 107 SP:Iteration 2F (9.131084 sec): 3 clusters Score: Raw -31205.188439 + Penalty 538.775139 = -30666.413301 nChanged 77 SP:Iteration 3F (9.132729 sec): 3 clusters Score: Raw -31277.374990 + Penalty 566.332988 = -30711.042002 nChanged 36 SP:Iteration 4Q (9.134373 sec): 3 clusters Score: Raw -31312.817567 + Penalty 559.110478 = -30753.707089 nChanged 23 SP:Iteration 5Q (9.135979 sec): 3 clusters Score: Raw -31340.311145 + Penalty 546.601374 = -30793.709772 nChanged 8 SP:Iteration 6Q (9.137477 sec): 3 clusters Score: Raw -31352.007115 + Penalty 528.084377 = -30823.922738 nChanged 7 SP:Iteration 7Q (9.138949 sec): 3 clusters Score: Raw -31357.680291 + Penalty 518.105813 = -30839.574478 nChanged 2 SP:Iteration 8Q (9.140396 sec): 3 clusters Score: Raw -31358.000964 + Penalty 518.105813 = -30839.895152 nChanged 0 SP:Iteration 9F (9.142070 sec): 3 clusters Score: Raw -31358.000964 + Penalty 518.105813 = -30839.895152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 23 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.143346 sec): 2 clusters Score: Raw -13586.124605 + Penalty 662.736462 = -12923.388143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.144040 sec): 3 clusters Score: Raw -13248.722035 + Penalty 1315.139740 = -11933.582295 nChanged 84 SP:Iteration 1F (9.144720 sec): 3 clusters Score: Raw -13420.477064 + Penalty 1309.850212 = -12110.626852 nChanged 46 SP:Iteration 2F (9.145403 sec): 3 clusters Score: Raw -13540.864724 + Penalty 1308.621655 = -12232.243069 nChanged 26 SP:Iteration 3F (9.146117 sec): 3 clusters Score: Raw -13585.123690 + Penalty 1338.911754 = -12246.211935 nChanged 12 SP:Iteration 4Q (9.146698 sec): 3 clusters Score: Raw -13598.428955 + Penalty 1344.251916 = -12254.177039 nChanged 2 SP:Iteration 5Q (9.147269 sec): 3 clusters Score: Raw -13601.559111 + Penalty 1334.597186 = -12266.961925 nChanged 3 SP:Iteration 6Q (9.147836 sec): 3 clusters Score: Raw -13604.218647 + Penalty 1334.597186 = -12269.621461 nChanged 0 SP:Iteration 7F (9.148512 sec): 3 clusters Score: Raw -13604.218647 + Penalty 1334.597186 = -12269.621461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 24 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.149250 sec): 2 clusters Score: Raw -4328.486985 + Penalty 530.610005 = -3797.876980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.149628 sec): 3 clusters Score: Raw -4192.388450 + Penalty 1074.716197 = -3117.672253 nChanged 21 SP:Iteration 1F (9.150000 sec): 3 clusters Score: Raw -4252.625298 + Penalty 1106.905681 = -3145.719616 nChanged 12 SP:Iteration 2F (9.150371 sec): 3 clusters Score: Raw -4288.301704 + Penalty 1096.613918 = -3191.687785 nChanged 6 SP:Iteration 3F (9.150740 sec): 3 clusters Score: Raw -4315.046774 + Penalty 1061.397681 = -3253.649094 nChanged 3 SP:Iteration 4Q (9.151071 sec): 3 clusters Score: Raw -4326.836011 + Penalty 1061.397681 = -3265.438330 nChanged 0 SP:Iteration 5F (9.151438 sec): 3 clusters Score: Raw -4326.836011 + Penalty 1061.397681 = -3265.438330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 26 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.151912 sec): 2 clusters Score: Raw -204.012644 + Penalty 133.078814 = -70.933831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.152129 sec): 3 clusters Score: Raw -198.305189 + Penalty 266.871316 = 68.566127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 27 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.153729 sec): 2 clusters Score: Raw -15618.324491 + Penalty 361.389142 = -15256.935349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.154680 sec): 3 clusters Score: Raw -15399.862051 + Penalty 704.906575 = -14694.955475 nChanged 144 SP:Iteration 1F (9.155620 sec): 3 clusters Score: Raw -15477.530558 + Penalty 692.388209 = -14785.142349 nChanged 37 SP:Iteration 2F (9.156553 sec): 3 clusters Score: Raw -15505.591836 + Penalty 686.496414 = -14819.095422 nChanged 31 SP:Iteration 3F (9.157447 sec): 3 clusters Score: Raw -15526.613198 + Penalty 679.694813 = -14846.918385 nChanged 34 SP:Iteration 4F (9.158342 sec): 3 clusters Score: Raw -15560.493456 + Penalty 670.204669 = -14890.288787 nChanged 26 SP:Iteration 5F (9.159236 sec): 3 clusters Score: Raw -15586.819238 + Penalty 719.149100 = -14867.670139 nChanged 20 SP:Iteration 6F (9.160134 sec): 3 clusters Score: Raw -15607.804985 + Penalty 743.876355 = -14863.928629 nChanged 11 SP:Iteration 7F (9.161048 sec): 3 clusters Score: Raw -15618.022870 + Penalty 769.892114 = -14848.130755 nChanged 5 SP:Iteration 8F (9.161941 sec): 3 clusters Score: Raw -15624.015043 + Penalty 769.892114 = -14854.122929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 31 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.162433 sec): 2 clusters Score: Raw -182.689743 + Penalty 161.513304 = -21.176439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.162654 sec): 3 clusters Score: Raw -175.285015 + Penalty 323.026607 = 147.741592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 32 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.163124 sec): 2 clusters Score: Raw -74.874678 + Penalty 53.477088 = -21.397590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.163344 sec): 2 clusters Score: Raw -74.874678 + Penalty 53.477088 = -21.397590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 34 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.163839 sec): 2 clusters Score: Raw -476.309150 + Penalty 84.353696 = -391.955454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.164074 sec): 3 clusters Score: Raw -483.591226 + Penalty 166.963075 = -316.628151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 35 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.165133 sec): 2 clusters Score: Raw -11296.787834 + Penalty 621.974396 = -10674.813438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.165760 sec): 3 clusters Score: Raw -11052.569872 + Penalty 1261.703184 = -9790.866688 nChanged 70 SP:Iteration 1F (9.166373 sec): 3 clusters Score: Raw -11214.451379 + Penalty 1300.359959 = -9914.091419 nChanged 28 SP:Iteration 2F (9.166984 sec): 3 clusters Score: Raw -11270.069602 + Penalty 1295.541637 = -9974.527966 nChanged 17 SP:Iteration 3F (9.167600 sec): 3 clusters Score: Raw -11303.356905 + Penalty 1312.218789 = -9991.138116 nChanged 3 SP:Iteration 4Q (9.168117 sec): 3 clusters Score: Raw -11298.176316 + Penalty 1310.880558 = -9987.295758 nChanged 2 SP:Iteration 5F (9.168727 sec): 3 clusters Score: Raw -11292.624427 + Penalty 1310.880558 = -9981.743869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 36 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.169194 sec): 2 clusters Score: Raw -83.200460 + Penalty 62.344403 = -20.856057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.169397 sec): 3 clusters Score: Raw -75.524586 + Penalty 124.688805 = 49.164220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 39 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.169982 sec): 2 clusters Score: Raw -1768.565747 + Penalty 170.071676 = -1598.494071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.170283 sec): 3 clusters Score: Raw -1743.930235 + Penalty 337.306056 = -1406.624179 nChanged 12 SP:Iteration 1F (9.170576 sec): 3 clusters Score: Raw -1756.240309 + Penalty 334.112692 = -1422.127617 nChanged 5 SP:Iteration 2F (9.170871 sec): 3 clusters Score: Raw -1758.855986 + Penalty 327.310595 = -1431.545392 nChanged 4 SP:Iteration 3F (9.171165 sec): 3 clusters Score: Raw -1760.984804 + Penalty 320.610182 = -1440.374621 nChanged 3 SP:Iteration 4F (9.171456 sec): 3 clusters Score: Raw -1763.639572 + Penalty 311.799629 = -1451.839943 nChanged 5 SP:Iteration 5F (9.171747 sec): 3 clusters Score: Raw -1767.140688 + Penalty 305.394236 = -1461.746452 nChanged 2 SP:Iteration 6Q (9.172036 sec): 3 clusters Score: Raw -1769.095099 + Penalty 312.929482 = -1456.165617 nChanged 1 SP:Iteration 7F (9.172328 sec): 3 clusters Score: Raw -1769.700635 + Penalty 308.320102 = -1461.380532 nChanged 1 SP:Iteration 8Q (9.172615 sec): 3 clusters Score: Raw -1770.299431 + Penalty 308.320102 = -1461.979328 nChanged 0 SP:Iteration 9F (9.172905 sec): 3 clusters Score: Raw -1770.299431 + Penalty 308.320102 = -1461.979328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 40 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.173373 sec): 2 clusters Score: Raw -133.848126 + Penalty 130.426294 = -3.421832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.173584 sec): 3 clusters Score: Raw -125.684205 + Penalty 260.167669 = 134.483465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 41 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.174058 sec): 2 clusters Score: Raw -286.784324 + Penalty 186.693120 = -100.091204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.174301 sec): 3 clusters Score: Raw -287.082217 + Penalty 375.097883 = 88.015666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 42 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.174767 sec): 2 clusters Score: Raw -147.663007 + Penalty 54.284249 = -93.378757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.174979 sec): 3 clusters Score: Raw -144.963968 + Penalty 108.568499 = -36.395469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 45 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.175527 sec): 2 clusters Score: Raw -1530.997441 + Penalty 230.808607 = -1300.188833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.175801 sec): 3 clusters Score: Raw -1516.705795 + Penalty 463.560779 = -1053.145016 nChanged 6 SP:Iteration 1F (9.176071 sec): 3 clusters Score: Raw -1533.172978 + Penalty 468.203340 = -1064.969639 nChanged 1 SP:Iteration 2Q (9.176331 sec): 3 clusters Score: Raw -1538.220689 + Penalty 468.203340 = -1070.017349 nChanged 0 SP:Iteration 3F (9.176600 sec): 3 clusters Score: Raw -1538.220689 + Penalty 468.203340 = -1070.017349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 46 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.177065 sec): 2 clusters Score: Raw -119.352512 + Penalty 84.268338 = -35.084174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.177272 sec): 3 clusters Score: Raw -114.475771 + Penalty 176.497880 = 62.022109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 48 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.177758 sec): 2 clusters Score: Raw -438.600125 + Penalty 197.670561 = -240.929564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.177988 sec): 3 clusters Score: Raw -448.256867 + Penalty 409.261830 = -38.995037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 55 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.178480 sec): 2 clusters Score: Raw -605.245709 + Penalty 246.489336 = -358.756373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.178713 sec): 3 clusters Score: Raw -604.706144 + Penalty 491.207619 = -113.498524 nChanged 1 SP:Iteration 1F (9.178944 sec): 3 clusters Score: Raw -608.170655 + Penalty 491.207619 = -116.963036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 56 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.179413 sec): 2 clusters Score: Raw -143.200174 + Penalty 43.600331 = -99.599843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.179617 sec): 3 clusters Score: Raw -143.423997 + Penalty 71.072522 = -72.351475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 57 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.180107 sec): 2 clusters Score: Raw -506.983291 + Penalty 94.833997 = -412.149294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.180333 sec): 3 clusters Score: Raw -507.872540 + Penalty 211.703846 = -296.168693 nChanged 1 SP:Iteration 1F (9.180555 sec): 3 clusters Score: Raw -510.948462 + Penalty 211.703846 = -299.244616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 58 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.181010 sec): 2 clusters Score: Raw -37.424496 + Penalty 0.000000 = -37.424496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.181201 sec): 2 clusters Score: Raw -37.424496 + Penalty 0.000000 = -37.424496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 61 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.181685 sec): 2 clusters Score: Raw -187.877013 + Penalty 95.789062 = -92.087952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.181897 sec): 3 clusters Score: Raw -182.374824 + Penalty 185.595359 = 3.220536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 62 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.182365 sec): 2 clusters Score: Raw -168.935717 + Penalty 125.233165 = -43.702551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.182574 sec): 3 clusters Score: Raw -163.327663 + Penalty 254.776196 = 91.448533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 63 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.183055 sec): 2 clusters Score: Raw -371.596685 + Penalty 225.039695 = -146.556989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.183280 sec): 3 clusters Score: Raw -366.592249 + Penalty 444.658408 = 78.066159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 64 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.183747 sec): 2 clusters Score: Raw -142.942050 + Penalty 78.108905 = -64.833145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.183960 sec): 3 clusters Score: Raw -143.901346 + Penalty 217.134306 = 73.232959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 67 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.184416 sec): 2 clusters Score: Raw -37.920191 + Penalty 0.000000 = -37.920191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.184607 sec): 2 clusters Score: Raw -37.920191 + Penalty 0.000000 = -37.920191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 70 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.185061 sec): 2 clusters Score: Raw -40.612847 + Penalty 0.000000 = -40.612847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.185251 sec): 2 clusters Score: Raw -40.612847 + Penalty 0.000000 = -40.612847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 74 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.186046 sec): 2 clusters Score: Raw -7220.949859 + Penalty 719.027405 = -6501.922454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.186494 sec): 3 clusters Score: Raw -7014.571407 + Penalty 1440.475303 = -5574.096104 nChanged 33 SP:Iteration 1F (9.186933 sec): 3 clusters Score: Raw -7114.185003 + Penalty 1437.891746 = -5676.293256 nChanged 18 SP:Iteration 2F (9.187371 sec): 3 clusters Score: Raw -7179.209697 + Penalty 1432.475403 = -5746.734294 nChanged 7 SP:Iteration 3F (9.187810 sec): 3 clusters Score: Raw -7202.191043 + Penalty 1435.940062 = -5766.250982 nChanged 3 SP:Iteration 4Q (9.188192 sec): 3 clusters Score: Raw -7211.067949 + Penalty 1433.619581 = -5777.448368 nChanged 1 SP:Iteration 5Q (9.188573 sec): 3 clusters Score: Raw -7213.048508 + Penalty 1433.619581 = -5779.428927 nChanged 0 SP:Iteration 6F (9.189012 sec): 3 clusters Score: Raw -7213.048508 + Penalty 1433.619581 = -5779.428927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 81 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.189578 sec): 2 clusters Score: Raw -1763.286752 + Penalty 358.077145 = -1405.209607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.189864 sec): 3 clusters Score: Raw -1739.680102 + Penalty 704.252531 = -1035.427571 nChanged 9 SP:Iteration 1F (9.190143 sec): 3 clusters Score: Raw -1755.715360 + Penalty 699.038554 = -1056.676806 nChanged 1 SP:Iteration 2Q (9.190421 sec): 3 clusters Score: Raw -1758.035970 + Penalty 686.200995 = -1071.834976 nChanged 2 SP:Iteration 3Q (9.190715 sec): 3 clusters Score: Raw -1767.396381 + Penalty 686.200995 = -1081.195386 nChanged 0 SP:Iteration 4F (9.190993 sec): 3 clusters Score: Raw -1767.396381 + Penalty 686.200995 = -1081.195386 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 82 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.191445 sec): 2 clusters Score: Raw -35.197644 + Penalty 0.000000 = -35.197644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.191631 sec): 2 clusters Score: Raw -35.197644 + Penalty 0.000000 = -35.197644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 83 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.192101 sec): 2 clusters Score: Raw -214.131302 + Penalty 175.384067 = -38.747235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.192318 sec): 3 clusters Score: Raw -209.622732 + Penalty 350.293373 = 140.670641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 86 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.192798 sec): 2 clusters Score: Raw -344.080106 + Penalty 221.657899 = -122.422207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.193022 sec): 3 clusters Score: Raw -344.028840 + Penalty 414.787591 = 70.758751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 87 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.193492 sec): 2 clusters Score: Raw -196.260782 + Penalty 157.066301 = -39.194481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.193707 sec): 3 clusters Score: Raw -188.317352 + Penalty 319.291031 = 130.973679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 89 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.194178 sec): 2 clusters Score: Raw -269.117674 + Penalty 152.126823 = -116.990851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.194395 sec): 3 clusters Score: Raw -261.071666 + Penalty 304.253646 = 43.181980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 91 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.194895 sec): 2 clusters Score: Raw -683.031836 + Penalty 268.386232 = -414.645604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.195133 sec): 3 clusters Score: Raw -676.484276 + Penalty 530.563607 = -145.920669 nChanged 1 SP:Iteration 1F (9.195367 sec): 3 clusters Score: Raw -682.776676 + Penalty 530.563607 = -152.213068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 94 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.195886 sec): 2 clusters Score: Raw -293.913288 + Penalty 198.663012 = -95.250276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.196126 sec): 3 clusters Score: Raw -287.329760 + Penalty 405.067213 = 117.737453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 99 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.196633 sec): 2 clusters Score: Raw -212.570949 + Penalty 152.998732 = -59.572217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.196851 sec): 3 clusters Score: Raw -205.746769 + Penalty 305.402804 = 99.656035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 103 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.197328 sec): 2 clusters Score: Raw -359.757097 + Penalty 97.597083 = -262.160014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.197553 sec): 3 clusters Score: Raw -356.494249 + Penalty 197.636498 = -158.857751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 106 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.198020 sec): 2 clusters Score: Raw -39.118750 + Penalty 0.000000 = -39.118750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.198207 sec): 2 clusters Score: Raw -39.118750 + Penalty 0.000000 = -39.118750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 111 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.198672 sec): 2 clusters Score: Raw -128.236934 + Penalty 124.750599 = -3.486335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.198882 sec): 3 clusters Score: Raw -121.940277 + Penalty 229.480662 = 107.540384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 113 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.199334 sec): 2 clusters Score: Raw -35.615332 + Penalty 0.000000 = -35.615332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.199522 sec): 2 clusters Score: Raw -35.615332 + Penalty 0.000000 = -35.615332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 114 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.199979 sec): 2 clusters Score: Raw -69.676818 + Penalty 29.882473 = -39.794344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.200173 sec): 2 clusters Score: Raw -69.676818 + Penalty 29.882473 = -39.794344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 115 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.200633 sec): 2 clusters Score: Raw -120.488578 + Penalty 55.959962 = -64.528615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.200827 sec): 2 clusters Score: Raw -120.488578 + Penalty 55.959962 = -64.528615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 116 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.201283 sec): 2 clusters Score: Raw -32.556751 + Penalty 0.000000 = -32.556751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.201474 sec): 2 clusters Score: Raw -32.556751 + Penalty 0.000000 = -32.556751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 119 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.201927 sec): 2 clusters Score: Raw -35.632125 + Penalty 0.000000 = -35.632125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.202118 sec): 2 clusters Score: Raw -35.632125 + Penalty 0.000000 = -35.632125 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 127 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.202575 sec): 2 clusters Score: Raw -85.119146 + Penalty 70.015336 = -15.103811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.202783 sec): 3 clusters Score: Raw -76.379974 + Penalty 140.030671 = 63.650697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 130 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.203241 sec): 2 clusters Score: Raw -80.437672 + Penalty 44.286014 = -36.151658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.203442 sec): 3 clusters Score: Raw -72.693703 + Penalty 88.572027 = 15.878324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 137 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.203896 sec): 2 clusters Score: Raw -35.177454 + Penalty 0.000000 = -35.177454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.204089 sec): 2 clusters Score: Raw -35.177454 + Penalty 0.000000 = -35.177454 nChanged 0 Deleting Class 40 (3 points): Lose 8.506044 but Gain 1204.710716 Iteration 20F (10.031408 sec): 69 clusters Score: Raw -1068355.629287 + Penalty 55563.559720 = -1012792.069568 nChanged 116 Deleting Class 31 (4 points): Lose 20.007584 but Gain 1182.265222 Iteration 21Q (10.118824 sec): 68 clusters Score: Raw -1068391.595055 + Penalty 53282.551038 = -1015109.044016 nChanged 58 Deleting Class 111 (3 points): Lose 15.869863 but Gain 1152.285927 Iteration 22Q (10.202960 sec): 66 clusters Score: Raw -1068426.355377 + Penalty 52194.296283 = -1016232.059094 nChanged 47 Deleting Class 70 (1 points): Lose 9.323377 but Gain 1139.797315 Iteration 23Q (10.286557 sec): 65 clusters Score: Raw -1068460.130143 + Penalty 51084.997821 = -1017375.132322 nChanged 35 Deleting Class 83 (5 points): Lose 10.870214 but Gain 1105.803547 Iteration 24Q (10.369057 sec): 64 clusters Score: Raw -1068480.394496 + Penalty 50007.799037 = -1018472.595460 nChanged 29 Deleting Class 67 (1 points): Lose 0.243011 but Gain 1047.770122 Iteration 25Q (10.451385 sec): 63 clusters Score: Raw -1068505.351465 + Penalty 48970.353412 = -1019534.998053 nChanged 21 Deleting Class 14 (6 points): Lose 19.778357 but Gain 1046.388049 Iteration 26Q (10.531971 sec): 62 clusters Score: Raw -1068499.766217 + Penalty 47937.705783 = -1020562.060434 nChanged 25 Deleting Class 127 (2 points): Lose 7.140225 but Gain 1025.013969 Iteration 27Q (10.612435 sec): 61 clusters Score: Raw -1068511.734011 + Penalty 46904.228077 = -1021607.505934 nChanged 18 Deleting Class 94 (7 points): Lose 24.445981 but Gain 1035.991765 Iteration 28Q (10.691832 sec): 60 clusters Score: Raw -1068504.644799 + Penalty 45885.139496 = -1022619.505303 nChanged 18 Deleting Class 8 (2 points): Lose 5.869004 but Gain 990.997965 Iteration 29Q (10.771996 sec): 59 clusters Score: Raw -1068519.585629 + Penalty 44890.770380 = -1023628.815248 nChanged 10 Deleting Class 58 (1 points): Lose 7.334111 but Gain 991.635142 Iteration 30F (11.460228 sec): 58 clusters Score: Raw -1068517.133565 + Penalty 43898.001382 = -1024619.132183 nChanged 6 Deleting Class 86 (9 points): Lose 47.122514 but Gain 1023.695597 Iteration 31Q (11.540452 sec): 57 clusters Score: Raw -1068474.934527 + Penalty 42892.993802 = -1025581.940725 nChanged 9 Deleting Class 41 (8 points): Lose 36.677215 but Gain 1001.426745 Iteration 32Q (11.618843 sec): 56 clusters Score: Raw -1068471.651903 + Penalty 41879.692475 = -1026591.959428 nChanged 12 Deleting Class 99 (5 points): Lose 11.919919 but Gain 964.663116 Iteration 33Q (11.696993 sec): 55 clusters Score: Raw -1068476.568315 + Penalty 40903.328627 = -1027573.239688 nChanged 7 Deleting Class 55 (8 points): Lose 25.942731 but Gain 974.022633 Iteration 34Q (11.774246 sec): 54 clusters Score: Raw -1068458.134612 + Penalty 39933.475632 = -1028524.658980 nChanged 8 Deleting Class 106 (1 points): Lose 9.948377 but Gain 948.486893 Iteration 35Q (11.851250 sec): 53 clusters Score: Raw -1068457.848106 + Penalty 38984.485373 = -1029473.362733 nChanged 3 Deleting Class 36 (2 points): Lose 2.413897 but Gain 912.712667 Iteration 36Q (11.928869 sec): 52 clusters Score: Raw -1068456.092185 + Penalty 38078.545303 = -1030377.546883 nChanged 4 Deleting Class 63 (11 points): Lose 70.008547 but Gain 975.335555 Iteration 37Q (12.006194 sec): 51 clusters Score: Raw -1068391.251386 + Penalty 37074.404127 = -1031316.847259 nChanged 12 Deleting Class 62 (4 points): Lose 23.141130 but Gain 916.697339 Iteration 38Q (12.084156 sec): 50 clusters Score: Raw -1068407.398850 + Penalty 36173.907977 = -1032233.490872 nChanged 11 Deleting Class 91 (18 points): Lose 109.454710 but Gain 987.031334 Iteration 39Q (12.160345 sec): 49 clusters Score: Raw -1068313.674024 + Penalty 35216.219345 = -1033097.454679 nChanged 20 Deleting Class 87 (6 points): Lose 139.510483 but Gain 1004.301208 Iteration 40F (12.742644 sec): 48 clusters Score: Raw -1068210.712661 + Penalty 34243.767503 = -1033966.945158 nChanged 11 Deleting Class 137 (1 points): Lose 6.908318 but Gain 827.581515 Iteration 41Q (12.819109 sec): 47 clusters Score: Raw -1068268.762810 + Penalty 33476.321307 = -1034792.441503 nChanged 10 Deleting Class 26 (5 points): Lose 18.727345 but Gain 839.067238 Iteration 42Q (12.894568 sec): 46 clusters Score: Raw -1068286.699008 + Penalty 32640.182329 = -1035646.516679 nChanged 13 Deleting Class 48 (12 points): Lose 114.454083 but Gain 925.186366 Iteration 43Q (12.970146 sec): 45 clusters Score: Raw -1068196.294856 + Penalty 31810.912681 = -1036385.382175 nChanged 19 Deleting Class 74 (130 points): Lose 717.373832 but Gain 1498.989116 Iteration 44Q (13.044887 sec): 44 clusters Score: Raw -1067537.893528 + Penalty 30461.034510 = -1037076.859018 nChanged 135 Deleting Class 46 (3 points): Lose 9.256679 but Gain 778.362756 Iteration 45Q (13.120450 sec): 43 clusters Score: Raw -1067853.410187 + Penalty 29689.928068 = -1038163.482119 nChanged 11 Deleting Class 89 (6 points): Lose 93.134451 but Gain 861.565217 Iteration 46Q (13.193865 sec): 42 clusters Score: Raw -1067769.377128 + Penalty 29202.530947 = -1038566.846182 nChanged 11 Deleting Class 32 (2 points): Lose 30.603155 but Gain 782.896509 Iteration 47Q (13.268074 sec): 41 clusters Score: Raw -1067821.624652 + Penalty 28423.429630 = -1039398.195023 nChanged 6 Deleting Class 24 (101 points): Lose 525.874195 but Gain 1212.757868 Iteration 48Q (13.340069 sec): 40 clusters Score: Raw -1067315.675648 + Penalty 27266.186546 = -1040049.489102 nChanged 110 Deleting Class 114 (4 points): Lose 57.769191 but Gain 720.064774 Iteration 49Q (13.413795 sec): 39 clusters Score: Raw -1067411.722616 + Penalty 26571.282776 = -1040840.439840 nChanged 12 Deleting Class 130 (2 points): Lose 19.793784 but Gain 648.340572 Iteration 50F (13.876568 sec): 38 clusters Score: Raw -1067432.554663 + Penalty 26055.910176 = -1041376.644487 nChanged 7 Deleting Class 20 (8 points): Lose 36.779508 but Gain 617.771620 Iteration 51Q (13.947306 sec): 37 clusters Score: Raw -1067422.144444 + Penalty 25484.339462 = -1041937.804981 nChanged 12 Deleting Class 119 (1 points): Lose 12.790110 but Gain 588.323686 Iteration 52Q (14.017932 sec): 36 clusters Score: Raw -1067425.761305 + Penalty 24897.368169 = -1042528.393135 nChanged 3 Deleting Class 61 (5 points): Lose 38.816534 but Gain 603.953860 Iteration 53Q (14.087144 sec): 35 clusters Score: Raw -1067391.416559 + Penalty 24305.089193 = -1043086.327366 nChanged 7 Deleting Class 116 (1 points): Lose 5.114950 but Gain 561.607692 Iteration 54Q (14.156496 sec): 34 clusters Score: Raw -1067393.843461 + Penalty 23720.216956 = -1043673.626505 nChanged 3 Deleting Class 81 (52 points): Lose 471.742429 but Gain 1010.640784 Iteration 55Q (14.226096 sec): 33 clusters Score: Raw -1066926.810991 + Penalty 22777.658032 = -1044149.152959 nChanged 52 Deleting Class 11 (49 points): Lose 303.190826 but Gain 874.177711 Iteration 56Q (14.295096 sec): 32 clusters Score: Raw -1066750.379248 + Penalty 21997.352072 = -1044753.027176 nChanged 51 Deleting Class 45 (41 points): Lose 136.484688 but Gain 670.657869 Iteration 57Q (14.363830 sec): 31 clusters Score: Raw -1066705.490827 + Penalty 21363.695635 = -1045341.795192 nChanged 47 Deleting Class 113 (2 points): Lose 13.789777 but Gain 524.183202 Iteration 58Q (14.433271 sec): 30 clusters Score: Raw -1066764.450455 + Penalty 20845.988135 = -1045918.462320 nChanged 10 Deleting Class 115 (3 points): Lose 23.990340 but Gain 516.886313 Iteration 59Q (14.501477 sec): 29 clusters Score: Raw -1066748.422863 + Penalty 20331.583679 = -1046416.839184 nChanged 11 Deleting Class 82 (2 points): Lose 22.066584 but Gain 499.228028 Iteration 60F (14.855380 sec): 28 clusters Score: Raw -1066742.467319 + Penalty 19820.620781 = -1046921.846539 nChanged 7 Deleting Class 64 (4 points): Lose 97.124532 but Gain 571.751307 Iteration 61Q (14.923513 sec): 27 clusters Score: Raw -1066651.210423 + Penalty 19254.390059 = -1047396.820364 nChanged 8 Deleting Class 42 (5 points): Lose 56.092989 but Gain 466.814845 Iteration 62Q (14.990910 sec): 26 clusters Score: Raw -1066619.338128 + Penalty 19088.897173 = -1047530.440954 nChanged 12 Deleting Class 57 (24 points): Lose 212.699321 but Gain 568.766894 Iteration 63Q (15.056831 sec): 25 clusters Score: Raw -1066416.834536 + Penalty 19020.312967 = -1047396.521568 nChanged 31 Deleting Class 103 (8 points): Lose 34.599735 but Gain 392.099324 Iteration 64F (15.363701 sec): 24 clusters Score: Raw -1066459.058204 + Penalty 18143.449980 = -1048315.608224 nChanged 14 Deleting Class 56 (4 points): Lose 27.045844 but Gain 319.151140 Iteration 65Q (15.437322 sec): 23 clusters Score: Raw -1066449.182362 + Penalty 17824.649754 = -1048624.532609 nChanged 9 Deleting Class 34 (14 points): Lose 49.752689 but Gain 298.126753 Iteration 66Q (15.504429 sec): 22 clusters Score: Raw -1066406.416088 + Penalty 17525.450950 = -1048880.965138 nChanged 16 Iteration 67Q (15.568249 sec): 22 clusters Score: Raw -1066432.079125 + Penalty 17522.257857 = -1048909.821268 nChanged 5 Iteration 68Q (15.631884 sec): 22 clusters Score: Raw -1066432.223209 + Penalty 17522.257857 = -1048909.965352 nChanged 0 Iteration 69F (15.905732 sec): 22 clusters Score: Raw -1066432.223209 + Penalty 17522.257857 = -1048909.965352 nChanged 0 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.24 GB. Compute initial score before splitting: Score: Raw -1066432.223209 + Penalty 17522.257857 = -1048909.965352Memory request: 0.03 GB would take us to total of 0.27 GB. Trying to split cluster 1 (6470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.982805 sec): 2 clusters Score: Raw -274387.235236 + Penalty 458.308273 = -273928.926963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.994704 sec): 3 clusters Score: Raw -270193.414292 + Penalty 963.045091 = -269230.369201 nChanged 3040 SP:Iteration 1F (16.006627 sec): 3 clusters Score: Raw -273291.917513 + Penalty 986.790794 = -272305.126718 nChanged 634 SP:Iteration 2F (16.018519 sec): 3 clusters Score: Raw -273672.555859 + Penalty 1004.684853 = -272667.871006 nChanged 346 SP:Iteration 3F (16.030844 sec): 3 clusters Score: Raw -273828.765239 + Penalty 1022.980545 = -272805.784694 nChanged 276 SP:Iteration 4Q (16.042461 sec): 3 clusters Score: Raw -273967.814256 + Penalty 1045.480752 = -272922.333504 nChanged 276 SP:Iteration 5Q (16.053989 sec): 3 clusters Score: Raw -274138.903413 + Penalty 1072.269531 = -273066.633883 nChanged 260 SP:Iteration 6Q (16.065390 sec): 3 clusters Score: Raw -274308.480048 + Penalty 1096.698644 = -273211.781405 nChanged 224 SP:Iteration 7Q (16.076791 sec): 3 clusters Score: Raw -274427.908429 + Penalty 1112.156004 = -273315.752425 nChanged 185 SP:Iteration 8Q (16.087873 sec): 3 clusters Score: Raw -274505.435743 + Penalty 1128.625106 = -273376.810638 nChanged 132 SP:Iteration 9Q (16.098775 sec): 3 clusters Score: Raw -274542.007239 + Penalty 1137.143723 = -273404.863515 nChanged 111 SP:Iteration 10F (16.110691 sec): 3 clusters Score: Raw -274560.947503 + Penalty 1141.598935 = -273419.348568 nChanged 70 SP:Iteration 11Q (16.121294 sec): 3 clusters Score: Raw -274563.549272 + Penalty 1146.193029 = -273417.356243 nChanged 55 SP:Iteration 12F (16.134113 sec): 3 clusters Score: Raw -274564.408641 + Penalty 1149.939468 = -273414.469173 nChanged 52 SP:Iteration 13F (16.146136 sec): 3 clusters Score: Raw -274563.768122 + Penalty 1151.299907 = -273412.468215 nChanged 49 SP:Iteration 14F (16.158160 sec): 3 clusters Score: Raw -274565.852383 + Penalty 1156.138147 = -273409.714236 nChanged 47 SP:Iteration 15F (16.170232 sec): 3 clusters Score: Raw -274568.895789 + Penalty 1165.621704 = -273403.274085 nChanged 45 SP:Iteration 16F (16.182210 sec): 3 clusters Score: Raw -274568.310145 + Penalty 1175.228333 = -273393.081812 nChanged 29 SP:Iteration 17F (16.194143 sec): 3 clusters Score: Raw -274564.902365 + Penalty 1174.315874 = -273390.586492 nChanged 23 SP:Iteration 18F (16.206138 sec): 3 clusters Score: Raw -274560.194046 + Penalty 1173.161112 = -273387.032935 nChanged 15 SP:Iteration 19F (16.217974 sec): 3 clusters Score: Raw -274555.119498 + Penalty 1186.696624 = -273368.422874 nChanged 7 SP:Iteration 20F (16.229990 sec): 3 clusters Score: Raw -274553.001022 + Penalty 1196.809995 = -273356.191027 nChanged 6 SP:Iteration 21F (16.242138 sec): 3 clusters Score: Raw -274550.259586 + Penalty 1200.764539 = -273349.495047 nChanged 5 SP:Iteration 22F (16.254001 sec): 3 clusters Score: Raw -274547.839746 + Penalty 1210.952094 = -273336.887652 nChanged 7 SP:Iteration 23F (16.265854 sec): 3 clusters Score: Raw -274547.549370 + Penalty 1225.969036 = -273321.580333 nChanged 9 SP:Iteration 24F (16.277693 sec): 3 clusters Score: Raw -274544.164040 + Penalty 1236.093075 = -273308.070965 nChanged 8 SP:Iteration 25F (16.289666 sec): 3 clusters Score: Raw -274541.555056 + Penalty 1229.921464 = -273311.633592 nChanged 4 SP:Iteration 26Q (16.299201 sec): 3 clusters Score: Raw -274540.247455 + Penalty 1227.246616 = -273313.000839 nChanged 5 SP:Iteration 27Q (16.308742 sec): 3 clusters Score: Raw -274537.615646 + Penalty 1219.820112 = -273317.795534 nChanged 3 SP:Iteration 28Q (16.318234 sec): 3 clusters Score: Raw -274535.246043 + Penalty 1216.021019 = -273319.225024 nChanged 3 SP:Iteration 29Q (16.327897 sec): 3 clusters Score: Raw -274533.192772 + Penalty 1221.740598 = -273311.452174 nChanged 3 SP:Iteration 30F (16.340300 sec): 3 clusters Score: Raw -274530.632187 + Penalty 1213.174198 = -273317.457989 nChanged 1 SP:Iteration 31Q (16.349832 sec): 3 clusters Score: Raw -274530.077424 + Penalty 1209.056327 = -273321.021096 nChanged 1 SP:Iteration 32Q (16.359285 sec): 3 clusters Score: Raw -274529.108378 + Penalty 1209.056327 = -273320.052051 nChanged 0 SP:Iteration 33F (16.371226 sec): 3 clusters Score: Raw -274529.108378 + Penalty 1209.056327 = -273320.052051 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 2 (2444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.385424 sec): 2 clusters Score: Raw -130813.139100 + Penalty 797.348286 = -130015.790814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.390027 sec): 3 clusters Score: Raw -129107.010915 + Penalty 1600.819053 = -127506.191862 nChanged 1033 SP:Iteration 1F (16.394507 sec): 3 clusters Score: Raw -129857.537924 + Penalty 1601.405350 = -128256.132574 nChanged 382 SP:Iteration 2F (16.398945 sec): 3 clusters Score: Raw -130229.821115 + Penalty 1593.968535 = -128635.852580 nChanged 239 SP:Iteration 3F (16.403364 sec): 3 clusters Score: Raw -130379.173707 + Penalty 1592.684380 = -128786.489327 nChanged 143 SP:Iteration 4F (16.407765 sec): 3 clusters Score: Raw -130442.220043 + Penalty 1596.388383 = -128845.831660 nChanged 108 SP:Iteration 5Q (16.412167 sec): 3 clusters Score: Raw -130531.870915 + Penalty 1611.485523 = -128920.385392 nChanged 124 SP:Iteration 6F (16.416548 sec): 3 clusters Score: Raw -130670.467192 + Penalty 1639.151629 = -129031.315562 nChanged 116 SP:Iteration 7Q (16.420656 sec): 3 clusters Score: Raw -130800.549606 + Penalty 1645.103526 = -129155.446080 nChanged 71 SP:Iteration 8Q (16.424503 sec): 3 clusters Score: Raw -130853.114898 + Penalty 1654.172106 = -129198.942791 nChanged 28 SP:Iteration 9Q (16.428139 sec): 3 clusters Score: Raw -130851.363404 + Penalty 1723.155949 = -129128.207455 nChanged 13 SP:Iteration 10F (16.432718 sec): 3 clusters Score: Raw -130847.405682 + Penalty 1758.406271 = -129088.999411 nChanged 2 SP:Iteration 11F (16.437312 sec): 3 clusters Score: Raw -130849.329953 + Penalty 1769.167917 = -129080.162037 nChanged 1 SP:Iteration 12F (16.441853 sec): 3 clusters Score: Raw -130853.465931 + Penalty 1773.038619 = -129080.427312 nChanged 1 SP:Iteration 13Q (16.445295 sec): 3 clusters Score: Raw -130854.165073 + Penalty 1773.038619 = -129081.126454 nChanged 0 SP:Iteration 14F (16.449661 sec): 3 clusters Score: Raw -130854.165073 + Penalty 1773.038619 = -129081.126454 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 3 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.454436 sec): 2 clusters Score: Raw -28157.561865 + Penalty 575.748522 = -27581.813343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.455823 sec): 3 clusters Score: Raw -27660.856888 + Penalty 1147.206457 = -26513.650432 nChanged 217 SP:Iteration 1F (16.457078 sec): 3 clusters Score: Raw -27900.247316 + Penalty 1158.245178 = -26742.002138 nChanged 106 SP:Iteration 2F (16.458341 sec): 3 clusters Score: Raw -28073.522341 + Penalty 1177.180015 = -26896.342326 nChanged 50 SP:Iteration 3F (16.459589 sec): 3 clusters Score: Raw -28148.173481 + Penalty 1287.503001 = -26860.670480 nChanged 15 SP:Iteration 4F (16.460843 sec): 3 clusters Score: Raw -28168.356517 + Penalty 1289.329847 = -26879.026670 nChanged 4 SP:Iteration 5Q (16.461887 sec): 3 clusters Score: Raw -28176.159323 + Penalty 1223.928360 = -26952.230963 nChanged 1 SP:Iteration 6Q (16.462907 sec): 3 clusters Score: Raw -28175.099610 + Penalty 1223.928360 = -26951.171250 nChanged 0 SP:Iteration 7F (16.464171 sec): 3 clusters Score: Raw -28175.099610 + Penalty 1223.928360 = -26951.171250 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 4 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.465634 sec): 2 clusters Score: Raw -10400.967067 + Penalty 92.030917 = -10308.936150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.466458 sec): 3 clusters Score: Raw -10243.593088 + Penalty 197.746864 = -10045.846224 nChanged 124 SP:Iteration 1F (16.467271 sec): 3 clusters Score: Raw -10373.595540 + Penalty 202.130177 = -10171.465363 nChanged 29 SP:Iteration 2F (16.468085 sec): 3 clusters Score: Raw -10402.655000 + Penalty 210.539445 = -10192.115555 nChanged 16 SP:Iteration 3Q (16.468889 sec): 3 clusters Score: Raw -10420.567365 + Penalty 216.683024 = -10203.884341 nChanged 12 SP:Iteration 4Q (16.469688 sec): 3 clusters Score: Raw -10432.108674 + Penalty 220.910080 = -10211.198594 nChanged 10 SP:Iteration 5Q (16.470479 sec): 3 clusters Score: Raw -10439.661683 + Penalty 227.373918 = -10212.287766 nChanged 7 SP:Iteration 6Q (16.471253 sec): 3 clusters Score: Raw -10445.531630 + Penalty 242.870109 = -10202.661522 nChanged 8 SP:Iteration 7F (16.472068 sec): 3 clusters Score: Raw -10454.595848 + Penalty 256.738822 = -10197.857026 nChanged 6 SP:Iteration 8F (16.472884 sec): 3 clusters Score: Raw -10464.142566 + Penalty 277.722032 = -10186.420534 nChanged 5 SP:Iteration 9F (16.473699 sec): 3 clusters Score: Raw -10473.244096 + Penalty 282.718926 = -10190.525170 nChanged 1 SP:Iteration 10F (16.474513 sec): 3 clusters Score: Raw -10476.860522 + Penalty 283.456835 = -10193.403688 nChanged 1 SP:Iteration 11Q (16.475220 sec): 3 clusters Score: Raw -10478.801060 + Penalty 283.456835 = -10195.344225 nChanged 0 SP:Iteration 12F (16.476035 sec): 3 clusters Score: Raw -10478.801060 + Penalty 283.456835 = -10195.344225 nChanged 0 Memory request: 0.02 GB would take us to total of 0.26 GB. Trying to split cluster 5 (3897 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.488262 sec): 2 clusters Score: Raw -162309.156614 + Penalty 357.579735 = -161951.576878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.495518 sec): 3 clusters Score: Raw -159785.239925 + Penalty 752.676266 = -159032.563659 nChanged 1756 SP:Iteration 1F (16.502586 sec): 3 clusters Score: Raw -161220.454119 + Penalty 830.704925 = -160389.749194 nChanged 589 SP:Iteration 2F (16.509601 sec): 3 clusters Score: Raw -161841.481885 + Penalty 922.274197 = -160919.207688 nChanged 360 SP:Iteration 3F (16.516952 sec): 3 clusters Score: Raw -162218.698871 + Penalty 1004.009812 = -161214.689059 nChanged 205 SP:Iteration 4F (16.523965 sec): 3 clusters Score: Raw -162384.150338 + Penalty 1062.256494 = -161321.893844 nChanged 97 SP:Iteration 5Q (16.530329 sec): 3 clusters Score: Raw -162438.707982 + Penalty 1116.102933 = -161322.605049 nChanged 70 SP:Iteration 6Q (16.536544 sec): 3 clusters Score: Raw -162468.536023 + Penalty 1163.900882 = -161304.635140 nChanged 57 SP:Iteration 7F (16.543894 sec): 3 clusters Score: Raw -162487.617058 + Penalty 1205.497649 = -161282.119408 nChanged 43 SP:Iteration 8F (16.550906 sec): 3 clusters Score: Raw -162498.350957 + Penalty 1230.616547 = -161267.734410 nChanged 27 SP:Iteration 9F (16.557988 sec): 3 clusters Score: Raw -162521.635459 + Penalty 1230.317577 = -161291.317882 nChanged 28 SP:Iteration 10F (16.564945 sec): 3 clusters Score: Raw -162605.944280 + Penalty 1218.560410 = -161387.383870 nChanged 27 SP:Iteration 11Q (16.570687 sec): 3 clusters Score: Raw -162642.609213 + Penalty 1213.682718 = -161428.926495 nChanged 10 SP:Iteration 12Q (16.576403 sec): 3 clusters Score: Raw -162642.350546 + Penalty 1209.780116 = -161432.570430 nChanged 4 SP:Iteration 13Q (16.582122 sec): 3 clusters Score: Raw -162641.136438 + Penalty 1209.210299 = -161431.926139 nChanged 2 SP:Iteration 14F (16.589207 sec): 3 clusters Score: Raw -162639.715234 + Penalty 1211.668651 = -161428.046584 nChanged 2 SP:Iteration 15F (16.596149 sec): 3 clusters Score: Raw -162638.683318 + Penalty 1211.658633 = -161427.024685 nChanged 1 SP:Iteration 16F (16.603088 sec): 3 clusters Score: Raw -162638.206123 + Penalty 1214.392401 = -161423.813722 nChanged 2 SP:Iteration 17F (16.610094 sec): 3 clusters Score: Raw -162637.010907 + Penalty 1214.392401 = -161422.618506 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 6 (1315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.617788 sec): 2 clusters Score: Raw -76109.718912 + Penalty 943.043391 = -75166.675521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.620314 sec): 3 clusters Score: Raw -74966.217955 + Penalty 1887.168541 = -73079.049414 nChanged 481 SP:Iteration 1F (16.622798 sec): 3 clusters Score: Raw -75408.619977 + Penalty 1891.676719 = -73516.943258 nChanged 184 SP:Iteration 2F (16.625293 sec): 3 clusters Score: Raw -75644.414936 + Penalty 1906.726243 = -73737.688693 nChanged 171 SP:Iteration 3F (16.627890 sec): 3 clusters Score: Raw -75845.644415 + Penalty 1924.732488 = -73920.911927 nChanged 126 SP:Iteration 4F (16.630387 sec): 3 clusters Score: Raw -75944.845212 + Penalty 1946.808080 = -73998.037132 nChanged 55 SP:Iteration 5Q (16.632861 sec): 3 clusters Score: Raw -75961.596481 + Penalty 1947.078609 = -74014.517872 nChanged 29 SP:Iteration 6Q (16.635067 sec): 3 clusters Score: Raw -75973.251601 + Penalty 1951.377235 = -74021.874366 nChanged 31 SP:Iteration 7Q (16.637498 sec): 3 clusters Score: Raw -75983.007059 + Penalty 1941.842460 = -74041.164599 nChanged 30 SP:Iteration 8Q (16.639679 sec): 3 clusters Score: Raw -76002.629486 + Penalty 1942.963617 = -74059.665869 nChanged 28 SP:Iteration 9Q (16.641953 sec): 3 clusters Score: Raw -76035.402784 + Penalty 1944.755815 = -74090.646969 nChanged 18 SP:Iteration 10F (16.644598 sec): 3 clusters Score: Raw -76093.990449 + Penalty 1976.923953 = -74117.066495 nChanged 19 SP:Iteration 11Q (16.646596 sec): 3 clusters Score: Raw -76120.880933 + Penalty 1960.014425 = -74160.866508 nChanged 5 SP:Iteration 12Q (16.648578 sec): 3 clusters Score: Raw -76133.134421 + Penalty 1960.014425 = -74173.119996 nChanged 0 SP:Iteration 13F (16.651085 sec): 3 clusters Score: Raw -76133.134421 + Penalty 1960.014425 = -74173.119996 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 7 (954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.657355 sec): 2 clusters Score: Raw -48053.200456 + Penalty 715.770148 = -47337.430308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.659234 sec): 3 clusters Score: Raw -47293.555730 + Penalty 1449.654126 = -45843.901604 nChanged 372 SP:Iteration 1F (16.661085 sec): 3 clusters Score: Raw -47802.795833 + Penalty 1473.002297 = -46329.793537 nChanged 148 SP:Iteration 2F (16.662918 sec): 3 clusters Score: Raw -47980.112194 + Penalty 1510.378330 = -46469.733863 nChanged 76 SP:Iteration 3F (16.664744 sec): 3 clusters Score: Raw -48064.564383 + Penalty 1561.952404 = -46502.611979 nChanged 49 SP:Iteration 4F (16.666566 sec): 3 clusters Score: Raw -48092.399012 + Penalty 1612.398289 = -46480.000723 nChanged 29 SP:Iteration 5F (16.668423 sec): 3 clusters Score: Raw -48103.794362 + Penalty 1614.649206 = -46489.145156 nChanged 20 SP:Iteration 6Q (16.669945 sec): 3 clusters Score: Raw -48112.068494 + Penalty 1590.071421 = -46521.997072 nChanged 12 SP:Iteration 7Q (16.671424 sec): 3 clusters Score: Raw -48109.576691 + Penalty 1582.142406 = -46527.434285 nChanged 7 SP:Iteration 8Q (16.672974 sec): 3 clusters Score: Raw -48116.937888 + Penalty 1579.967997 = -46536.969891 nChanged 2 SP:Iteration 9Q (16.674465 sec): 3 clusters Score: Raw -48118.055173 + Penalty 1579.967997 = -46538.087175 nChanged 0 SP:Iteration 10F (16.676311 sec): 3 clusters Score: Raw -48118.055173 + Penalty 1579.967997 = -46538.087175 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 9 (1775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.685386 sec): 2 clusters Score: Raw -72904.560144 + Penalty 363.464961 = -72541.095183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.688796 sec): 3 clusters Score: Raw -71756.054702 + Penalty 754.498374 = -71001.556328 nChanged 794 SP:Iteration 1F (16.692201 sec): 3 clusters Score: Raw -72444.381155 + Penalty 785.064438 = -71659.316717 nChanged 225 SP:Iteration 2F (16.695443 sec): 3 clusters Score: Raw -72642.968772 + Penalty 839.468716 = -71803.500056 nChanged 153 SP:Iteration 3F (16.698671 sec): 3 clusters Score: Raw -72825.689510 + Penalty 928.771578 = -71896.917933 nChanged 111 SP:Iteration 4F (16.701893 sec): 3 clusters Score: Raw -72967.446962 + Penalty 1039.546481 = -71927.900481 nChanged 73 SP:Iteration 5Q (16.705063 sec): 3 clusters Score: Raw -73046.892183 + Penalty 1134.877556 = -71912.014627 nChanged 29 SP:Iteration 6F (16.708275 sec): 3 clusters Score: Raw -73071.574181 + Penalty 1181.916286 = -71889.657895 nChanged 13 SP:Iteration 7F (16.711484 sec): 3 clusters Score: Raw -73078.048280 + Penalty 1209.404236 = -71868.644043 nChanged 4 SP:Iteration 8F (16.714692 sec): 3 clusters Score: Raw -73084.396733 + Penalty 1212.170130 = -71872.226602 nChanged 1 SP:Iteration 9Q (16.717204 sec): 3 clusters Score: Raw -73084.052585 + Penalty 1212.170130 = -71871.882455 nChanged 0 SP:Iteration 10F (16.720413 sec): 3 clusters Score: Raw -73084.052585 + Penalty 1212.170130 = -71871.882455 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 10 (634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.723909 sec): 2 clusters Score: Raw -23946.204134 + Penalty 284.285881 = -23661.918254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.725382 sec): 3 clusters Score: Raw -23566.311257 + Penalty 568.739981 = -22997.571276 nChanged 266 SP:Iteration 1F (16.726795 sec): 3 clusters Score: Raw -23706.793739 + Penalty 566.685654 = -23140.108085 nChanged 78 SP:Iteration 2F (16.728183 sec): 3 clusters Score: Raw -23759.329375 + Penalty 559.895007 = -23199.434368 nChanged 65 SP:Iteration 3F (16.729544 sec): 3 clusters Score: Raw -23804.026640 + Penalty 556.963072 = -23247.063568 nChanged 57 SP:Iteration 4F (16.730870 sec): 3 clusters Score: Raw -23850.942972 + Penalty 555.723246 = -23295.219727 nChanged 44 SP:Iteration 5F (16.732189 sec): 3 clusters Score: Raw -23880.416831 + Penalty 554.040061 = -23326.376770 nChanged 27 SP:Iteration 6Q (16.733503 sec): 3 clusters Score: Raw -23898.236620 + Penalty 551.052875 = -23347.183745 nChanged 16 SP:Iteration 7Q (16.734835 sec): 3 clusters Score: Raw -23907.633030 + Penalty 548.219739 = -23359.413291 nChanged 11 SP:Iteration 8Q (16.736145 sec): 3 clusters Score: Raw -23917.246770 + Penalty 545.264290 = -23371.982481 nChanged 6 SP:Iteration 9Q (16.737446 sec): 3 clusters Score: Raw -23920.234038 + Penalty 541.100345 = -23379.133693 nChanged 8 SP:Iteration 10F (16.738805 sec): 3 clusters Score: Raw -23922.549856 + Penalty 538.881362 = -23383.668494 nChanged 6 SP:Iteration 11Q (16.740189 sec): 3 clusters Score: Raw -23923.146664 + Penalty 538.881362 = -23384.265302 nChanged 0 SP:Iteration 12F (16.741615 sec): 3 clusters Score: Raw -23923.146664 + Penalty 538.881362 = -23384.265302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 12 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.743909 sec): 2 clusters Score: Raw -14324.474175 + Penalty 243.464441 = -14081.009734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.744812 sec): 3 clusters Score: Raw -14093.367853 + Penalty 483.324215 = -13610.043638 nChanged 153 SP:Iteration 1F (16.745703 sec): 3 clusters Score: Raw -14203.824518 + Penalty 470.399488 = -13733.425030 nChanged 43 SP:Iteration 2F (16.746596 sec): 3 clusters Score: Raw -14245.201474 + Penalty 460.025969 = -13785.175505 nChanged 18 SP:Iteration 3Q (16.747476 sec): 3 clusters Score: Raw -14260.868264 + Penalty 464.972340 = -13795.895925 nChanged 11 SP:Iteration 4Q (16.748335 sec): 3 clusters Score: Raw -14267.078220 + Penalty 465.500463 = -13801.577757 nChanged 14 SP:Iteration 5Q (16.749186 sec): 3 clusters Score: Raw -14273.947119 + Penalty 469.703511 = -13804.243609 nChanged 11 SP:Iteration 6Q (16.750025 sec): 3 clusters Score: Raw -14281.083547 + Penalty 478.173246 = -13802.910301 nChanged 14 SP:Iteration 7F (16.750926 sec): 3 clusters Score: Raw -14291.277147 + Penalty 485.251038 = -13806.026109 nChanged 9 SP:Iteration 8Q (16.751738 sec): 3 clusters Score: Raw -14297.715114 + Penalty 507.178388 = -13790.536725 nChanged 12 SP:Iteration 9F (16.752635 sec): 3 clusters Score: Raw -14312.067876 + Penalty 484.343595 = -13827.724280 nChanged 10 SP:Iteration 10F (16.753532 sec): 3 clusters Score: Raw -14322.066448 + Penalty 486.654961 = -13835.411486 nChanged 3 SP:Iteration 11Q (16.754280 sec): 3 clusters Score: Raw -14325.633447 + Penalty 486.654961 = -13838.978486 nChanged 0 SP:Iteration 12F (16.755110 sec): 3 clusters Score: Raw -14325.633447 + Penalty 486.654961 = -13838.978486 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 13 (1105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.760796 sec): 2 clusters Score: Raw -55019.599448 + Penalty 634.479051 = -54385.120398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.763015 sec): 3 clusters Score: Raw -54065.331545 + Penalty 1269.472387 = -52795.859158 nChanged 405 SP:Iteration 1F (16.765166 sec): 3 clusters Score: Raw -54323.452674 + Penalty 1269.227790 = -53054.224884 nChanged 142 SP:Iteration 2F (16.767280 sec): 3 clusters Score: Raw -54474.665017 + Penalty 1269.850474 = -53204.814543 nChanged 141 SP:Iteration 3F (16.769395 sec): 3 clusters Score: Raw -54624.076935 + Penalty 1274.200201 = -53349.876734 nChanged 88 SP:Iteration 4F (16.771514 sec): 3 clusters Score: Raw -54673.705813 + Penalty 1278.683778 = -53395.022036 nChanged 53 SP:Iteration 5Q (16.773612 sec): 3 clusters Score: Raw -54694.305083 + Penalty 1281.864454 = -53412.440629 nChanged 30 SP:Iteration 6Q (16.775710 sec): 3 clusters Score: Raw -54704.414683 + Penalty 1286.159564 = -53418.255119 nChanged 33 SP:Iteration 7Q (16.777819 sec): 3 clusters Score: Raw -54717.455923 + Penalty 1292.612111 = -53424.843812 nChanged 35 SP:Iteration 8Q (16.779918 sec): 3 clusters Score: Raw -54736.671273 + Penalty 1302.385954 = -53434.285319 nChanged 47 SP:Iteration 9Q (16.782023 sec): 3 clusters Score: Raw -54769.932517 + Penalty 1319.401605 = -53450.530912 nChanged 72 SP:Iteration 10F (16.784152 sec): 3 clusters Score: Raw -54839.603032 + Penalty 1336.659827 = -53502.943205 nChanged 65 SP:Iteration 11F (16.786284 sec): 3 clusters Score: Raw -54882.345087 + Penalty 1360.612074 = -53521.733013 nChanged 55 SP:Iteration 12Q (16.788341 sec): 3 clusters Score: Raw -54925.914300 + Penalty 1396.354198 = -53529.560103 nChanged 49 SP:Iteration 13Q (16.790328 sec): 3 clusters Score: Raw -54977.214107 + Penalty 1432.586591 = -53544.627516 nChanged 31 SP:Iteration 14Q (16.792157 sec): 3 clusters Score: Raw -55009.594355 + Penalty 1426.220195 = -53583.374160 nChanged 18 SP:Iteration 15Q (16.793923 sec): 3 clusters Score: Raw -55025.100298 + Penalty 1420.050609 = -53605.049688 nChanged 4 SP:Iteration 16Q (16.795631 sec): 3 clusters Score: Raw -55044.254089 + Penalty 1417.195589 = -53627.058500 nChanged 3 SP:Iteration 17Q (16.797334 sec): 3 clusters Score: Raw -55045.736400 + Penalty 1417.195589 = -53628.540810 nChanged 0 SP:Iteration 18F (16.799475 sec): 3 clusters Score: Raw -55049.593697 + Penalty 1408.004491 = -53641.589206 nChanged 1 SP:Iteration 19Q (16.801179 sec): 3 clusters Score: Raw -55051.555383 + Penalty 1408.004491 = -53643.550892 nChanged 0 SP:Iteration 20F (16.803322 sec): 3 clusters Score: Raw -55051.555383 + Penalty 1408.004491 = -53643.550892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 15 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.804786 sec): 2 clusters Score: Raw -4483.312686 + Penalty 469.641571 = -4013.671115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.805201 sec): 3 clusters Score: Raw -4335.914119 + Penalty 948.138682 = -3387.775437 nChanged 24 SP:Iteration 1F (16.805593 sec): 3 clusters Score: Raw -4376.640680 + Penalty 959.060537 = -3417.580143 nChanged 11 SP:Iteration 2F (16.805983 sec): 3 clusters Score: Raw -4408.808594 + Penalty 1003.713725 = -3405.094869 nChanged 12 SP:Iteration 3F (16.806377 sec): 3 clusters Score: Raw -4489.704470 + Penalty 1044.688978 = -3445.015491 nChanged 6 SP:Iteration 4F (16.806772 sec): 3 clusters Score: Raw -4513.528001 + Penalty 1044.688978 = -3468.839022 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 16 (1255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.811264 sec): 2 clusters Score: Raw -54191.301994 + Penalty 508.489973 = -53682.812021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.813675 sec): 3 clusters Score: Raw -53309.545866 + Penalty 1022.834077 = -52286.711789 nChanged 508 SP:Iteration 1F (16.816053 sec): 3 clusters Score: Raw -53670.630039 + Penalty 1032.114227 = -52638.515812 nChanged 186 SP:Iteration 2F (16.818441 sec): 3 clusters Score: Raw -53808.301258 + Penalty 1045.260835 = -52763.040424 nChanged 101 SP:Iteration 3F (16.820823 sec): 3 clusters Score: Raw -53872.751998 + Penalty 1066.974080 = -52805.777919 nChanged 94 SP:Iteration 4F (16.823206 sec): 3 clusters Score: Raw -53941.573436 + Penalty 1096.665544 = -52844.907893 nChanged 82 SP:Iteration 5F (16.825625 sec): 3 clusters Score: Raw -53996.262430 + Penalty 1124.531982 = -52871.730448 nChanged 75 SP:Iteration 6F (16.828113 sec): 3 clusters Score: Raw -54061.542452 + Penalty 1151.780333 = -52909.762119 nChanged 72 SP:Iteration 7F (16.830565 sec): 3 clusters Score: Raw -54117.252460 + Penalty 1170.490612 = -52946.761848 nChanged 61 SP:Iteration 8Q (16.832896 sec): 3 clusters Score: Raw -54167.678751 + Penalty 1196.737492 = -52970.941260 nChanged 50 SP:Iteration 9Q (16.835128 sec): 3 clusters Score: Raw -54203.396329 + Penalty 1203.254860 = -53000.141469 nChanged 26 SP:Iteration 10F (16.837536 sec): 3 clusters Score: Raw -54214.286826 + Penalty 1182.556403 = -53031.730423 nChanged 27 SP:Iteration 11Q (16.839610 sec): 3 clusters Score: Raw -54218.189377 + Penalty 1181.033398 = -53037.155979 nChanged 11 SP:Iteration 12Q (16.841685 sec): 3 clusters Score: Raw -54221.525945 + Penalty 1192.959385 = -53028.566560 nChanged 8 SP:Iteration 13F (16.844150 sec): 3 clusters Score: Raw -54221.947025 + Penalty 1205.892000 = -53016.055025 nChanged 6 SP:Iteration 14F (16.846599 sec): 3 clusters Score: Raw -54222.431196 + Penalty 1215.249010 = -53007.182186 nChanged 4 SP:Iteration 15F (16.849075 sec): 3 clusters Score: Raw -54220.414530 + Penalty 1210.974869 = -53009.439661 nChanged 5 SP:Iteration 16Q (16.851066 sec): 3 clusters Score: Raw -54221.153953 + Penalty 1222.004987 = -52999.148966 nChanged 4 SP:Iteration 17F (16.853478 sec): 3 clusters Score: Raw -54222.888085 + Penalty 1296.312773 = -52926.575312 nChanged 7 SP:Iteration 18F (16.855924 sec): 3 clusters Score: Raw -54230.044870 + Penalty 1333.303829 = -52896.741042 nChanged 3 SP:Iteration 19F (16.858388 sec): 3 clusters Score: Raw -54232.506052 + Penalty 1362.441224 = -52870.064827 nChanged 1 SP:Iteration 20F (16.860856 sec): 3 clusters Score: Raw -54232.636481 + Penalty 1377.220481 = -52855.416000 nChanged 1 SP:Iteration 21F (16.863305 sec): 3 clusters Score: Raw -54234.713846 + Penalty 1377.220481 = -52857.493364 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 17 (827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.867320 sec): 2 clusters Score: Raw -46037.907833 + Penalty 866.728729 = -45171.179104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.869002 sec): 3 clusters Score: Raw -45198.557848 + Penalty 1730.730969 = -43467.826879 nChanged 287 SP:Iteration 1F (16.870676 sec): 3 clusters Score: Raw -45559.317274 + Penalty 1722.718745 = -43836.598528 nChanged 114 SP:Iteration 2F (16.872342 sec): 3 clusters Score: Raw -45785.897085 + Penalty 1714.735880 = -44071.161204 nChanged 92 SP:Iteration 3F (16.873975 sec): 3 clusters Score: Raw -45926.064180 + Penalty 1705.373292 = -44220.690888 nChanged 61 SP:Iteration 4F (16.875617 sec): 3 clusters Score: Raw -46028.985777 + Penalty 1695.646884 = -44333.338893 nChanged 31 SP:Iteration 5Q (16.877176 sec): 3 clusters Score: Raw -46081.277758 + Penalty 1688.925392 = -44392.352366 nChanged 13 SP:Iteration 6Q (16.878699 sec): 3 clusters Score: Raw -46096.555711 + Penalty 1684.963862 = -44411.591849 nChanged 8 SP:Iteration 7Q (16.880243 sec): 3 clusters Score: Raw -46100.238482 + Penalty 1682.622555 = -44417.615927 nChanged 5 SP:Iteration 8Q (16.881754 sec): 3 clusters Score: Raw -46107.508464 + Penalty 1678.603908 = -44428.904556 nChanged 6 SP:Iteration 9Q (16.883245 sec): 3 clusters Score: Raw -46106.096280 + Penalty 1677.229325 = -44428.866956 nChanged 5 SP:Iteration 10F (16.884894 sec): 3 clusters Score: Raw -46105.823006 + Penalty 1677.625440 = -44428.197565 nChanged 2 SP:Iteration 11F (16.886589 sec): 3 clusters Score: Raw -46105.067934 + Penalty 1677.119031 = -44427.948903 nChanged 1 SP:Iteration 12F (16.888261 sec): 3 clusters Score: Raw -46103.789088 + Penalty 1677.119031 = -44426.670056 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 19 (769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.890840 sec): 2 clusters Score: Raw -37169.129950 + Penalty 571.728186 = -36597.401764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.892443 sec): 3 clusters Score: Raw -36501.941588 + Penalty 1143.685768 = -35358.255820 nChanged 271 SP:Iteration 1F (16.893999 sec): 3 clusters Score: Raw -36734.666829 + Penalty 1141.424985 = -35593.241844 nChanged 101 SP:Iteration 2F (16.895535 sec): 3 clusters Score: Raw -36872.507958 + Penalty 1140.242987 = -35732.264970 nChanged 70 SP:Iteration 3F (16.897065 sec): 3 clusters Score: Raw -36949.756256 + Penalty 1139.271433 = -35810.484823 nChanged 44 SP:Iteration 4F (16.898597 sec): 3 clusters Score: Raw -36982.909748 + Penalty 1139.487738 = -35843.422011 nChanged 29 SP:Iteration 5Q (16.900069 sec): 3 clusters Score: Raw -37000.901244 + Penalty 1139.084386 = -35861.816857 nChanged 23 SP:Iteration 6Q (16.901539 sec): 3 clusters Score: Raw -37016.902028 + Penalty 1139.242711 = -35877.659316 nChanged 11 SP:Iteration 7Q (16.902997 sec): 3 clusters Score: Raw -37021.787706 + Penalty 1139.489674 = -35882.298032 nChanged 9 SP:Iteration 8Q (16.904451 sec): 3 clusters Score: Raw -37027.123258 + Penalty 1140.280447 = -35886.842812 nChanged 9 SP:Iteration 9Q (16.906007 sec): 3 clusters Score: Raw -37033.468652 + Penalty 1141.377837 = -35892.090815 nChanged 13 SP:Iteration 10F (16.907561 sec): 3 clusters Score: Raw -37045.145691 + Penalty 1142.471397 = -35902.674294 nChanged 19 SP:Iteration 11Q (16.909060 sec): 3 clusters Score: Raw -37061.960310 + Penalty 1144.447038 = -35917.513272 nChanged 17 SP:Iteration 12Q (16.910525 sec): 3 clusters Score: Raw -37070.502372 + Penalty 1146.092948 = -35924.409423 nChanged 16 SP:Iteration 13Q (16.911977 sec): 3 clusters Score: Raw -37079.533473 + Penalty 1148.685140 = -35930.848333 nChanged 16 SP:Iteration 14Q (16.913412 sec): 3 clusters Score: Raw -37089.337479 + Penalty 1151.119707 = -35938.217771 nChanged 14 SP:Iteration 15Q (16.914841 sec): 3 clusters Score: Raw -37100.250555 + Penalty 1153.072388 = -35947.178167 nChanged 11 SP:Iteration 16Q (16.916283 sec): 3 clusters Score: Raw -37106.309448 + Penalty 1153.692193 = -35952.617255 nChanged 11 SP:Iteration 17Q (16.917696 sec): 3 clusters Score: Raw -37110.796300 + Penalty 1153.759921 = -35957.036379 nChanged 7 SP:Iteration 18Q (16.919090 sec): 3 clusters Score: Raw -37112.468277 + Penalty 1152.733732 = -35959.734545 nChanged 6 SP:Iteration 19Q (16.920470 sec): 3 clusters Score: Raw -37127.439326 + Penalty 1151.026446 = -35976.412880 nChanged 9 SP:Iteration 20F (16.921991 sec): 3 clusters Score: Raw -37149.947904 + Penalty 1146.382198 = -36003.565706 nChanged 15 SP:Iteration 21Q (16.923347 sec): 3 clusters Score: Raw -37176.666564 + Penalty 1144.786569 = -36031.879994 nChanged 12 SP:Iteration 22Q (16.924687 sec): 3 clusters Score: Raw -37185.235648 + Penalty 1143.443708 = -36041.791939 nChanged 7 SP:Iteration 23Q (16.926039 sec): 3 clusters Score: Raw -37189.062977 + Penalty 1143.894022 = -36045.168955 nChanged 4 SP:Iteration 24Q (16.927392 sec): 3 clusters Score: Raw -37188.763057 + Penalty 1143.310384 = -36045.452673 nChanged 3 SP:Iteration 25Q (16.928729 sec): 3 clusters Score: Raw -37188.533225 + Penalty 1143.083713 = -36045.449512 nChanged 1 SP:Iteration 26F (16.930334 sec): 3 clusters Score: Raw -37188.066244 + Penalty 1142.917170 = -36045.149074 nChanged 1 SP:Iteration 27F (16.931881 sec): 3 clusters Score: Raw -37187.621353 + Penalty 1142.732215 = -36044.889139 nChanged 1 SP:Iteration 28F (16.933429 sec): 3 clusters Score: Raw -37187.384004 + Penalty 1142.340605 = -36045.043398 nChanged 1 SP:Iteration 29Q (16.934762 sec): 3 clusters Score: Raw -37187.429993 + Penalty 1142.334194 = -36045.095799 nChanged 1 SP:Iteration 30F (16.936318 sec): 3 clusters Score: Raw -37187.428509 + Penalty 1141.973935 = -36045.454574 nChanged 1 SP:Iteration 31Q (16.937645 sec): 3 clusters Score: Raw -37187.542555 + Penalty 1142.096706 = -36045.445849 nChanged 1 SP:Iteration 32F (16.939181 sec): 3 clusters Score: Raw -37187.888849 + Penalty 1141.891792 = -36045.997056 nChanged 2 SP:Iteration 33Q (16.940491 sec): 3 clusters Score: Raw -37187.797321 + Penalty 1141.891792 = -36045.905528 nChanged 0 SP:Iteration 34F (16.942041 sec): 3 clusters Score: Raw -37187.797321 + Penalty 1141.891792 = -36045.905528 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 21 (659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.944305 sec): 2 clusters Score: Raw -40576.749381 + Penalty 1054.593962 = -39522.155418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.945691 sec): 3 clusters Score: Raw -39682.884954 + Penalty 2109.199437 = -37573.685516 nChanged 209 SP:Iteration 1F (16.947059 sec): 3 clusters Score: Raw -40042.183713 + Penalty 2109.219643 = -37932.964070 nChanged 112 SP:Iteration 2F (16.948452 sec): 3 clusters Score: Raw -40322.294717 + Penalty 2109.176818 = -38213.117900 nChanged 93 SP:Iteration 3F (16.949834 sec): 3 clusters Score: Raw -40557.602817 + Penalty 2109.075841 = -38448.526976 nChanged 48 SP:Iteration 4F (16.951221 sec): 3 clusters Score: Raw -40645.065914 + Penalty 2109.333780 = -38535.732133 nChanged 14 SP:Iteration 5Q (16.952341 sec): 3 clusters Score: Raw -40688.428438 + Penalty 2109.333780 = -38579.094658 nChanged 0 SP:Iteration 6F (16.953725 sec): 3 clusters Score: Raw -40688.428438 + Penalty 2109.333780 = -38579.094658 nChanged 0 Memory request: 0.01 GB would take us to total of 0.24 GB. Trying to split cluster 22 (878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.956699 sec): 2 clusters Score: Raw -32238.114364 + Penalty 226.635758 = -32011.478606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.958496 sec): 3 clusters Score: Raw -31694.238944 + Penalty 467.474073 = -31226.764870 nChanged 368 SP:Iteration 1F (16.960254 sec): 3 clusters Score: Raw -31969.913891 + Penalty 483.779821 = -31486.134069 nChanged 116 SP:Iteration 2F (16.961981 sec): 3 clusters Score: Raw -32062.699893 + Penalty 492.358366 = -31570.341527 nChanged 67 SP:Iteration 3F (16.963707 sec): 3 clusters Score: Raw -32087.175848 + Penalty 499.039430 = -31588.136417 nChanged 40 SP:Iteration 4Q (16.965429 sec): 3 clusters Score: Raw -32100.546731 + Penalty 503.234969 = -31597.311761 nChanged 28 SP:Iteration 5Q (16.967144 sec): 3 clusters Score: Raw -32112.577858 + Penalty 509.291075 = -31603.286783 nChanged 24 SP:Iteration 6Q (16.968847 sec): 3 clusters Score: Raw -32120.215777 + Penalty 516.588005 = -31603.627771 nChanged 20 SP:Iteration 7Q (16.970608 sec): 3 clusters Score: Raw -32128.394598 + Penalty 531.221454 = -31597.173144 nChanged 32 SP:Iteration 8F (16.972374 sec): 3 clusters Score: Raw -32146.517609 + Penalty 553.155281 = -31593.362328 nChanged 37 SP:Iteration 9F (16.974102 sec): 3 clusters Score: Raw -32169.626731 + Penalty 575.339265 = -31594.287466 nChanged 32 SP:Iteration 10F (16.975839 sec): 3 clusters Score: Raw -32188.710855 + Penalty 599.439826 = -31589.271028 nChanged 27 SP:Iteration 11F (16.977580 sec): 3 clusters Score: Raw -32207.772398 + Penalty 627.894828 = -31579.877570 nChanged 25 SP:Iteration 12F (16.979329 sec): 3 clusters Score: Raw -32224.849411 + Penalty 649.195013 = -31575.654398 nChanged 17 SP:Iteration 13F (16.981076 sec): 3 clusters Score: Raw -32237.548064 + Penalty 655.975202 = -31581.572862 nChanged 14 SP:Iteration 14Q (16.982785 sec): 3 clusters Score: Raw -32247.452879 + Penalty 630.827934 = -31616.624945 nChanged 15 SP:Iteration 15Q (16.984482 sec): 3 clusters Score: Raw -32259.176937 + Penalty 604.054948 = -31655.121989 nChanged 9 SP:Iteration 16Q (16.986169 sec): 3 clusters Score: Raw -32266.105474 + Penalty 590.785323 = -31675.320151 nChanged 4 SP:Iteration 17Q (16.987791 sec): 3 clusters Score: Raw -32268.660136 + Penalty 558.512777 = -31710.147359 nChanged 2 SP:Iteration 18Q (16.989376 sec): 3 clusters Score: Raw -32270.653510 + Penalty 544.413804 = -31726.239705 nChanged 1 SP:Iteration 19Q (16.990949 sec): 3 clusters Score: Raw -32272.860457 + Penalty 544.413804 = -31728.446653 nChanged 0 SP:Iteration 20F (16.992733 sec): 3 clusters Score: Raw -32272.860457 + Penalty 544.413804 = -31728.446653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 23 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.994008 sec): 2 clusters Score: Raw -13947.411653 + Penalty 667.568466 = -13279.843187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.994728 sec): 3 clusters Score: Raw -13604.035050 + Penalty 1331.826529 = -12272.208521 nChanged 79 SP:Iteration 1F (16.995452 sec): 3 clusters Score: Raw -13704.882783 + Penalty 1328.330065 = -12376.552718 nChanged 32 SP:Iteration 2F (16.996154 sec): 3 clusters Score: Raw -13762.451212 + Penalty 1335.141181 = -12427.310031 nChanged 27 SP:Iteration 3F (16.996853 sec): 3 clusters Score: Raw -13826.652031 + Penalty 1349.911039 = -12476.740992 nChanged 27 SP:Iteration 4F (16.997550 sec): 3 clusters Score: Raw -13901.921389 + Penalty 1355.214397 = -12546.706992 nChanged 24 SP:Iteration 5F (16.998245 sec): 3 clusters Score: Raw -13964.818483 + Penalty 1348.955011 = -12615.863472 nChanged 12 SP:Iteration 6Q (16.998841 sec): 3 clusters Score: Raw -13984.310200 + Penalty 1327.197262 = -12657.112938 nChanged 4 SP:Iteration 7Q (16.999424 sec): 3 clusters Score: Raw -13996.453751 + Penalty 1343.498087 = -12652.955664 nChanged 1 SP:Iteration 8F (17.000117 sec): 3 clusters Score: Raw -14001.776982 + Penalty 1350.894711 = -12650.882271 nChanged 1 SP:Iteration 9F (17.000846 sec): 3 clusters Score: Raw -14002.266728 + Penalty 1350.894711 = -12651.372017 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 27 (460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.003391 sec): 2 clusters Score: Raw -17504.620138 + Penalty 382.245087 = -17122.375051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.004419 sec): 3 clusters Score: Raw -17258.539999 + Penalty 762.558224 = -16495.981776 nChanged 167 SP:Iteration 1F (17.005435 sec): 3 clusters Score: Raw -17376.411676 + Penalty 760.811852 = -16615.599824 nChanged 42 SP:Iteration 2F (17.006445 sec): 3 clusters Score: Raw -17403.581496 + Penalty 756.498720 = -16647.082776 nChanged 21 SP:Iteration 3Q (17.007452 sec): 3 clusters Score: Raw -17420.896413 + Penalty 750.455322 = -16670.441090 nChanged 28 SP:Iteration 4F (17.008472 sec): 3 clusters Score: Raw -17439.314829 + Penalty 746.034926 = -16693.279903 nChanged 32 SP:Iteration 5F (17.009487 sec): 3 clusters Score: Raw -17466.415528 + Penalty 741.708938 = -16724.706590 nChanged 36 SP:Iteration 6F (17.010508 sec): 3 clusters Score: Raw -17502.408329 + Penalty 737.105206 = -16765.303124 nChanged 31 SP:Iteration 7F (17.011527 sec): 3 clusters Score: Raw -17531.246549 + Penalty 744.513495 = -16786.733054 nChanged 21 SP:Iteration 8Q (17.012491 sec): 3 clusters Score: Raw -17553.771076 + Penalty 755.125251 = -16798.645825 nChanged 14 SP:Iteration 9Q (17.013431 sec): 3 clusters Score: Raw -17572.819550 + Penalty 763.481341 = -16809.338209 nChanged 14 SP:Iteration 10F (17.014453 sec): 3 clusters Score: Raw -17589.634177 + Penalty 771.734991 = -16817.899187 nChanged 5 SP:Iteration 11Q (17.015357 sec): 3 clusters Score: Raw -17603.160808 + Penalty 786.933471 = -16816.227336 nChanged 3 SP:Iteration 12F (17.016380 sec): 3 clusters Score: Raw -17613.536398 + Penalty 781.058659 = -16832.477738 nChanged 1 SP:Iteration 13Q (17.017240 sec): 3 clusters Score: Raw -17617.695215 + Penalty 781.058659 = -16836.636556 nChanged 0 SP:Iteration 14F (17.018262 sec): 3 clusters Score: Raw -17617.695215 + Penalty 781.058659 = -16836.636556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 35 (262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.019956 sec): 2 clusters Score: Raw -13152.003528 + Penalty 664.568000 = -12487.435529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.020637 sec): 3 clusters Score: Raw -12889.119497 + Penalty 1330.874480 = -11558.245017 nChanged 79 SP:Iteration 1F (17.021300 sec): 3 clusters Score: Raw -13060.605757 + Penalty 1319.920863 = -11740.684894 nChanged 47 SP:Iteration 2F (17.021959 sec): 3 clusters Score: Raw -13159.184373 + Penalty 1304.357508 = -11854.826865 nChanged 15 SP:Iteration 3F (17.022616 sec): 3 clusters Score: Raw -13175.772878 + Penalty 1300.034941 = -11875.737937 nChanged 5 SP:Iteration 4Q (17.023185 sec): 3 clusters Score: Raw -13183.170676 + Penalty 1298.719012 = -11884.451664 nChanged 2 SP:Iteration 5Q (17.023745 sec): 3 clusters Score: Raw -13179.597678 + Penalty 1298.719012 = -11880.878665 nChanged 0 SP:Iteration 6F (17.024401 sec): 3 clusters Score: Raw -13179.597678 + Penalty 1298.719012 = -11880.878665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.24 GB. Trying to split cluster 39 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.025551 sec): 2 clusters Score: Raw -4431.083975 + Penalty 232.313004 = -4198.770971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.025973 sec): 3 clusters Score: Raw -4370.804364 + Penalty 457.103430 = -3913.700934 nChanged 39 SP:Iteration 1F (17.026395 sec): 3 clusters Score: Raw -4412.322276 + Penalty 450.475962 = -3961.846314 nChanged 10 SP:Iteration 2F (17.026813 sec): 3 clusters Score: Raw -4422.672341 + Penalty 446.372889 = -3976.299452 nChanged 4 SP:Iteration 3Q (17.027269 sec): 3 clusters Score: Raw -4424.084537 + Penalty 447.439157 = -3976.645381 nChanged 2 SP:Iteration 4Q (17.027687 sec): 3 clusters Score: Raw -4425.820813 + Penalty 451.583436 = -3974.237378 nChanged 6 SP:Iteration 5F (17.028107 sec): 3 clusters Score: Raw -4431.536714 + Penalty 440.084991 = -3991.451723 nChanged 5 SP:Iteration 6Q (17.028521 sec): 3 clusters Score: Raw -4437.681435 + Penalty 433.406440 = -4004.274995 nChanged 2 SP:Iteration 7Q (17.028933 sec): 3 clusters Score: Raw -4439.753754 + Penalty 430.835908 = -4008.917846 nChanged 1 SP:Iteration 8Q (17.029341 sec): 3 clusters Score: Raw -4439.798284 + Penalty 430.835908 = -4008.962375 nChanged 0 SP:Iteration 9F (17.029760 sec): 3 clusters Score: Raw -4439.798284 + Penalty 430.835908 = -4008.962375 nChanged 0 Time taken for this iteration:16.320367 seconds. 300->22 Clusters: Score -1048909.965352, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 70 (time per iteration =243.728314 ms) Total iterations: 807 (time per iteration =21.141242 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 1845623750.000000 (time per metric unit =9.244020ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 46140593750.000000 (time per metric unit=369.760781ps) That took 17.060982 seconds. FileBase PeterP-2014-03-27_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 0.20 and 0.29 GB of RAM. Memory request: 0.10 GB would take us to total of 0.10 GB. ---------------------------------------------------------- Loaded 21155 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 21155 points ------ Starting initial clusters from distinct float masks Not enough masks (112) to generate starting clusters (300), so starting with (113) clusters instead. Assigned 113 initial classes from 112 unique masks. Deleting Class 76 (1 points): Lose 0.268200 but Gain 1617.865699 Iteration 0F (1.681595 sec): 112 clusters Score: Raw -801770.358010 + Penalty 92678.455192 = -709091.902818 nChanged 1923 Deleting Class 87 (3 points): Lose 6.727600 but Gain 1582.930670 Iteration 1F (2.653114 sec): 101 clusters Score: Raw -804705.436181 + Penalty 78773.478754 = -725931.957427 nChanged 733 Deleting Class 92 (3 points): Lose 26.432449 but Gain 1599.679644 Iteration 2Q (2.774433 sec): 91 clusters Score: Raw -805642.294500 + Penalty 74859.453277 = -730782.841223 nChanged 401 Deleting Class 73 (3 points): Lose 18.719445 but Gain 1584.785533 Iteration 3Q (2.873951 sec): 88 clusters Score: Raw -806094.160932 + Penalty 73286.585271 = -732807.575661 nChanged 214 Deleting Class 111 (1 points): Lose 3.936748 but Gain 1561.995183 Iteration 4Q (2.963399 sec): 87 clusters Score: Raw -806306.449141 + Penalty 71738.386406 = -734568.062735 nChanged 177 Deleting Class 103 (1 points): Lose 1.614631 but Gain 1415.708483 Iteration 5Q (3.051467 sec): 86 clusters Score: Raw -806447.279289 + Penalty 70329.891743 = -736117.387546 nChanged 131 Deleting Class 101 (1 points): Lose 42.109110 but Gain 1441.510815 Iteration 6Q (3.135656 sec): 85 clusters Score: Raw -806500.440238 + Penalty 69475.567845 = -737024.872393 nChanged 96 Deleting Class 90 (2 points): Lose 15.915190 but Gain 1389.462475 Iteration 7Q (3.218858 sec): 84 clusters Score: Raw -806550.719402 + Penalty 68227.274789 = -738323.444613 nChanged 80 Deleting Class 86 (3 points): Lose 27.047280 but Gain 1372.963423 Iteration 8Q (3.299809 sec): 83 clusters Score: Raw -806604.635139 + Penalty 66941.227716 = -739663.407423 nChanged 65 Deleting Class 71 (4 points): Lose 24.038738 but Gain 1367.185643 Iteration 9Q (3.380419 sec): 82 clusters Score: Raw -806636.124279 + Penalty 65808.497776 = -740827.626503 nChanged 47 Deleting Class 36 (1 points): Lose 4.601908 but Gain 1344.285490 Iteration 10F (4.171111 sec): 81 clusters Score: Raw -806748.622794 + Penalty 64429.537943 = -742319.084851 nChanged 65 Deleting Class 21 (2 points): Lose 8.574718 but Gain 1306.439627 Iteration 11Q (4.243996 sec): 80 clusters Score: Raw -806883.311750 + Penalty 63057.059750 = -743826.252000 nChanged 61 Deleting Class 104 (1 points): Lose 2.491777 but Gain 1284.860745 Iteration 12Q (4.316635 sec): 79 clusters Score: Raw -806986.950085 + Penalty 61670.160151 = -745316.789935 nChanged 65 Deleting Class 59 (4 points): Lose 20.779252 but Gain 1302.306027 Iteration 13Q (4.389101 sec): 78 clusters Score: Raw -807064.042144 + Penalty 60173.600937 = -746890.441207 nChanged 58 Deleting Class 105 (1 points): Lose 18.063214 but Gain 1282.379560 Iteration 14Q (4.460901 sec): 77 clusters Score: Raw -807113.517595 + Penalty 58857.870157 = -748255.647437 nChanged 38 Deleting Class 79 (1 points): Lose 17.070719 but Gain 1280.535045 Iteration 15Q (4.530909 sec): 76 clusters Score: Raw -807126.900536 + Penalty 57598.949841 = -749527.950695 nChanged 35 Deleting Class 56 (2 points): Lose 11.204912 but Gain 1252.329368 Iteration 16Q (4.601616 sec): 75 clusters Score: Raw -807162.325708 + Penalty 56293.843124 = -750868.482584 nChanged 30 Deleting Class 58 (3 points): Lose 19.360453 but Gain 1240.220140 Iteration 17Q (4.671823 sec): 74 clusters Score: Raw -807168.048882 + Penalty 55071.786229 = -752096.262653 nChanged 20 Deleting Class 47 (3 points): Lose 44.483383 but Gain 1248.484940 Iteration 18Q (4.741167 sec): 73 clusters Score: Raw -807142.310502 + Penalty 53832.281832 = -753310.028670 nChanged 19 Deleting Class 22 (44 points): Lose 409.439646 but Gain 1615.223510 Iteration 19Q (4.810125 sec): 72 clusters Score: Raw -806747.875327 + Penalty 52682.413043 = -754065.462283 nChanged 56 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.20 GB. Compute initial score before splitting: Score: Raw -806747.875327 + Penalty 52682.413043 = -754065.462283Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 1 (2643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.892732 sec): 2 clusters Score: Raw -111562.738444 + Penalty 272.402335 = -111290.336109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.897576 sec): 3 clusters Score: Raw -109869.217398 + Penalty 593.943461 = -109275.273938 nChanged 1162 SP:Iteration 1F (4.902276 sec): 3 clusters Score: Raw -111099.715880 + Penalty 638.084407 = -110461.631473 nChanged 320 SP:Iteration 2F (4.906960 sec): 3 clusters Score: Raw -111409.367176 + Penalty 685.723649 = -110723.643527 nChanged 150 SP:Iteration 3F (4.911682 sec): 3 clusters Score: Raw -111525.385162 + Penalty 676.290372 = -110849.094790 nChanged 41 SP:Iteration 4Q (4.915828 sec): 3 clusters Score: Raw -111548.798117 + Penalty 669.526939 = -110879.271178 nChanged 15 SP:Iteration 5Q (4.919634 sec): 3 clusters Score: Raw -111557.471752 + Penalty 771.842048 = -110785.629705 nChanged 8 SP:Iteration 6F (4.924474 sec): 3 clusters Score: Raw -111564.884744 + Penalty 782.592422 = -110782.292323 nChanged 1 SP:Iteration 7F (4.929138 sec): 3 clusters Score: Raw -111563.566337 + Penalty 902.648518 = -110660.917819 nChanged 1 SP:Iteration 8F (4.933810 sec): 3 clusters Score: Raw -111564.699080 + Penalty 902.648518 = -110662.050563 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 2 (2673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.945863 sec): 2 clusters Score: Raw -110749.132004 + Penalty 263.146134 = -110485.985870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.950736 sec): 3 clusters Score: Raw -109011.412038 + Penalty 532.301392 = -108479.110646 nChanged 1215 SP:Iteration 1F (4.955521 sec): 3 clusters Score: Raw -109912.007023 + Penalty 541.168358 = -109370.838664 nChanged 367 SP:Iteration 2F (4.960268 sec): 3 clusters Score: Raw -110208.420804 + Penalty 565.494456 = -109642.926347 nChanged 249 SP:Iteration 3F (4.965019 sec): 3 clusters Score: Raw -110461.585579 + Penalty 623.536897 = -109838.048682 nChanged 167 SP:Iteration 4F (4.969737 sec): 3 clusters Score: Raw -110639.689215 + Penalty 682.752173 = -109956.937042 nChanged 79 SP:Iteration 5Q (4.974305 sec): 3 clusters Score: Raw -110729.301628 + Penalty 705.793472 = -110023.508156 nChanged 21 SP:Iteration 6Q (4.978171 sec): 3 clusters Score: Raw -110737.804040 + Penalty 729.199294 = -110008.604746 nChanged 15 SP:Iteration 7F (4.983121 sec): 3 clusters Score: Raw -110741.456867 + Penalty 758.809412 = -109982.647455 nChanged 16 SP:Iteration 8F (4.988131 sec): 3 clusters Score: Raw -110749.986044 + Penalty 785.605663 = -109964.380381 nChanged 15 SP:Iteration 9F (4.992857 sec): 3 clusters Score: Raw -110754.808117 + Penalty 823.267848 = -109931.540269 nChanged 10 SP:Iteration 10F (4.997577 sec): 3 clusters Score: Raw -110755.433346 + Penalty 872.122425 = -109883.310921 nChanged 5 SP:Iteration 11F (5.002300 sec): 3 clusters Score: Raw -110757.930400 + Penalty 896.907326 = -109861.023074 nChanged 3 SP:Iteration 12F (5.007016 sec): 3 clusters Score: Raw -110757.698899 + Penalty 894.776704 = -109862.922195 nChanged 1 SP:Iteration 13Q (5.010681 sec): 3 clusters Score: Raw -110756.630314 + Penalty 912.628382 = -109844.001932 nChanged 1 SP:Iteration 14F (5.015402 sec): 3 clusters Score: Raw -110755.882709 + Penalty 915.997468 = -109839.885241 nChanged 1 SP:Iteration 15F (5.020119 sec): 3 clusters Score: Raw -110755.243349 + Penalty 933.386324 = -109821.857025 nChanged 2 SP:Iteration 16F (5.024979 sec): 3 clusters Score: Raw -110755.410000 + Penalty 968.069130 = -109787.340870 nChanged 2 SP:Iteration 17F (5.029691 sec): 3 clusters Score: Raw -110756.444667 + Penalty 980.165868 = -109776.278799 nChanged 1 SP:Iteration 18F (5.034434 sec): 3 clusters Score: Raw -110757.545443 + Penalty 1026.673260 = -109730.872183 nChanged 2 SP:Iteration 19F (5.039192 sec): 3 clusters Score: Raw -110758.755871 + Penalty 1026.673260 = -109732.082611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 3 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.041502 sec): 2 clusters Score: Raw -528.116774 + Penalty 180.119597 = -347.997177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.041761 sec): 3 clusters Score: Raw -533.138498 + Penalty 335.937174 = -197.201323 nChanged 1 SP:Iteration 1F (5.042008 sec): 3 clusters Score: Raw -535.673968 + Penalty 335.937174 = -199.736794 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 4 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.042792 sec): 2 clusters Score: Raw -139.207144 + Penalty 119.187671 = -20.019473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.042999 sec): 3 clusters Score: Raw -129.495105 + Penalty 255.965309 = 126.470205 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 5 (1087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.048699 sec): 2 clusters Score: Raw -40602.423645 + Penalty 178.686426 = -40423.737219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.050778 sec): 3 clusters Score: Raw -39930.329638 + Penalty 360.446429 = -39569.883209 nChanged 479 SP:Iteration 1F (5.052811 sec): 3 clusters Score: Raw -40367.873978 + Penalty 356.241417 = -40011.632561 nChanged 113 SP:Iteration 2F (5.054838 sec): 3 clusters Score: Raw -40465.707240 + Penalty 357.990564 = -40107.716676 nChanged 58 SP:Iteration 3F (5.056863 sec): 3 clusters Score: Raw -40526.708436 + Penalty 364.925055 = -40161.783382 nChanged 43 SP:Iteration 4Q (5.058901 sec): 3 clusters Score: Raw -40575.381626 + Penalty 381.472005 = -40193.909622 nChanged 18 SP:Iteration 5Q (5.060810 sec): 3 clusters Score: Raw -40592.777748 + Penalty 400.357567 = -40192.420181 nChanged 5 SP:Iteration 6F (5.062874 sec): 3 clusters Score: Raw -40603.288166 + Penalty 406.238258 = -40197.049907 nChanged 1 SP:Iteration 7Q (5.064517 sec): 3 clusters Score: Raw -40605.188590 + Penalty 406.238258 = -40198.950332 nChanged 0 SP:Iteration 8F (5.066543 sec): 3 clusters Score: Raw -40605.188590 + Penalty 406.238258 = -40198.950332 nChanged 0 Memory request: 0.03 GB would take us to total of 0.23 GB. Trying to split cluster 6 (6246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.095081 sec): 2 clusters Score: Raw -254451.288438 + Penalty 265.377490 = -254185.910948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.106283 sec): 3 clusters Score: Raw -250406.439686 + Penalty 537.082885 = -249869.356801 nChanged 2960 SP:Iteration 1F (5.117379 sec): 3 clusters Score: Raw -252648.046261 + Penalty 541.209071 = -252106.837190 nChanged 650 SP:Iteration 2F (5.128362 sec): 3 clusters Score: Raw -253025.695890 + Penalty 544.353367 = -252481.342523 nChanged 428 SP:Iteration 3F (5.139285 sec): 3 clusters Score: Raw -253286.516864 + Penalty 548.303039 = -252738.213826 nChanged 340 SP:Iteration 4F (5.150336 sec): 3 clusters Score: Raw -253555.002605 + Penalty 552.833363 = -253002.169242 nChanged 256 SP:Iteration 5Q (5.161044 sec): 3 clusters Score: Raw -253810.828402 + Penalty 557.529508 = -253253.298894 nChanged 193 SP:Iteration 6Q (5.171543 sec): 3 clusters Score: Raw -253930.098973 + Penalty 561.590097 = -253368.508876 nChanged 175 SP:Iteration 7Q (5.181755 sec): 3 clusters Score: Raw -254014.709419 + Penalty 566.356227 = -253448.353191 nChanged 165 SP:Iteration 8Q (5.191878 sec): 3 clusters Score: Raw -254084.776885 + Penalty 570.349643 = -253514.427242 nChanged 153 SP:Iteration 9Q (5.201756 sec): 3 clusters Score: Raw -254155.235465 + Penalty 574.353105 = -253580.882359 nChanged 157 SP:Iteration 10F (5.212665 sec): 3 clusters Score: Raw -254250.474477 + Penalty 574.118062 = -253676.356414 nChanged 153 SP:Iteration 11Q (5.222229 sec): 3 clusters Score: Raw -254357.791195 + Penalty 567.901002 = -253789.890194 nChanged 127 SP:Iteration 12Q (5.231514 sec): 3 clusters Score: Raw -254444.569949 + Penalty 558.281307 = -253886.288642 nChanged 83 SP:Iteration 13Q (5.240528 sec): 3 clusters Score: Raw -254492.983713 + Penalty 524.266808 = -253968.716905 nChanged 47 SP:Iteration 14Q (5.249489 sec): 3 clusters Score: Raw -254511.354087 + Penalty 520.431807 = -253990.922280 nChanged 24 SP:Iteration 15Q (5.258520 sec): 3 clusters Score: Raw -254516.747220 + Penalty 510.456817 = -254006.290403 nChanged 9 SP:Iteration 16Q (5.267081 sec): 3 clusters Score: Raw -254517.353905 + Penalty 503.063718 = -254014.290187 nChanged 3 SP:Iteration 17Q (5.275657 sec): 3 clusters Score: Raw -254517.154744 + Penalty 498.130817 = -254019.023927 nChanged 2 SP:Iteration 18Q (5.284173 sec): 3 clusters Score: Raw -254517.200948 + Penalty 496.522851 = -254020.678097 nChanged 2 SP:Iteration 19Q (5.293032 sec): 3 clusters Score: Raw -254522.307724 + Penalty 479.160104 = -254043.147620 nChanged 5 SP:Iteration 20F (5.303965 sec): 3 clusters Score: Raw -254533.318564 + Penalty 471.356256 = -254061.962309 nChanged 3 SP:Iteration 21Q (5.312500 sec): 3 clusters Score: Raw -254538.606644 + Penalty 462.493580 = -254076.113064 nChanged 3 SP:Iteration 22Q (5.321004 sec): 3 clusters Score: Raw -254556.097712 + Penalty 462.636530 = -254093.461182 nChanged 1 SP:Iteration 23Q (5.329492 sec): 3 clusters Score: Raw -254562.126969 + Penalty 463.192281 = -254098.934688 nChanged 1 SP:Iteration 24Q (5.337930 sec): 3 clusters Score: Raw -254561.913116 + Penalty 463.192281 = -254098.720835 nChanged 0 SP:Iteration 25F (5.348878 sec): 3 clusters Score: Raw -254561.913116 + Penalty 463.192281 = -254098.720835 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 7 (603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.355232 sec): 2 clusters Score: Raw -30709.064031 + Penalty 730.203919 = -29978.860112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.356492 sec): 3 clusters Score: Raw -30146.793348 + Penalty 1461.637667 = -28685.155681 nChanged 199 SP:Iteration 1F (5.357752 sec): 3 clusters Score: Raw -30317.555678 + Penalty 1462.319749 = -28855.235929 nChanged 71 SP:Iteration 2F (5.358994 sec): 3 clusters Score: Raw -30417.103416 + Penalty 1464.453385 = -28952.650030 nChanged 49 SP:Iteration 3F (5.360237 sec): 3 clusters Score: Raw -30472.613053 + Penalty 1467.296722 = -29005.316331 nChanged 32 SP:Iteration 4F (5.361480 sec): 3 clusters Score: Raw -30505.809467 + Penalty 1471.810428 = -29033.999039 nChanged 31 SP:Iteration 5F (5.362720 sec): 3 clusters Score: Raw -30565.881492 + Penalty 1476.065364 = -29089.816128 nChanged 25 SP:Iteration 6Q (5.363933 sec): 3 clusters Score: Raw -30609.608200 + Penalty 1479.763623 = -29129.844577 nChanged 26 SP:Iteration 7Q (5.365097 sec): 3 clusters Score: Raw -30638.561199 + Penalty 1487.294337 = -29151.266862 nChanged 22 SP:Iteration 8Q (5.366238 sec): 3 clusters Score: Raw -30651.954634 + Penalty 1499.021634 = -29152.933000 nChanged 22 SP:Iteration 9Q (5.367374 sec): 3 clusters Score: Raw -30668.973913 + Penalty 1519.036565 = -29149.937348 nChanged 30 SP:Iteration 10F (5.368613 sec): 3 clusters Score: Raw -30695.441636 + Penalty 1582.708216 = -29112.733420 nChanged 45 SP:Iteration 11F (5.369854 sec): 3 clusters Score: Raw -30767.593777 + Penalty 1700.964997 = -29066.628781 nChanged 41 SP:Iteration 12F (5.371098 sec): 3 clusters Score: Raw -30823.289582 + Penalty 1750.606406 = -29072.683176 nChanged 9 SP:Iteration 13Q (5.372100 sec): 3 clusters Score: Raw -30831.470490 + Penalty 1750.606406 = -29080.864084 nChanged 0 SP:Iteration 14F (5.373341 sec): 3 clusters Score: Raw -30831.470490 + Penalty 1750.606406 = -29080.864084 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 8 (2163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.383122 sec): 2 clusters Score: Raw -90636.602358 + Penalty 314.569607 = -90322.032750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.387123 sec): 3 clusters Score: Raw -89226.856587 + Penalty 632.161686 = -88594.694901 nChanged 931 SP:Iteration 1F (5.391164 sec): 3 clusters Score: Raw -89892.304867 + Penalty 644.872680 = -89247.432187 nChanged 303 SP:Iteration 2F (5.395213 sec): 3 clusters Score: Raw -90119.103452 + Penalty 665.721314 = -89453.382138 nChanged 219 SP:Iteration 3F (5.399133 sec): 3 clusters Score: Raw -90314.434635 + Penalty 692.700776 = -89621.733859 nChanged 171 SP:Iteration 4F (5.403035 sec): 3 clusters Score: Raw -90477.466222 + Penalty 714.417283 = -89763.048939 nChanged 121 SP:Iteration 5F (5.406941 sec): 3 clusters Score: Raw -90606.170172 + Penalty 758.437152 = -89847.733021 nChanged 69 SP:Iteration 6Q (5.410601 sec): 3 clusters Score: Raw -90669.132362 + Penalty 831.372826 = -89837.759536 nChanged 29 SP:Iteration 7F (5.414498 sec): 3 clusters Score: Raw -90688.865466 + Penalty 865.207169 = -89823.658297 nChanged 7 SP:Iteration 8F (5.418390 sec): 3 clusters Score: Raw -90689.961442 + Penalty 889.119781 = -89800.841661 nChanged 4 SP:Iteration 9F (5.422317 sec): 3 clusters Score: Raw -90689.416202 + Penalty 889.119781 = -89800.296420 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 9 (1146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.427386 sec): 2 clusters Score: Raw -53396.062002 + Penalty 494.372914 = -52901.689087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.429585 sec): 3 clusters Score: Raw -52626.809095 + Penalty 992.658497 = -51634.150598 nChanged 485 SP:Iteration 1F (5.431744 sec): 3 clusters Score: Raw -53141.493349 + Penalty 991.726215 = -52149.767134 nChanged 173 SP:Iteration 2F (5.433893 sec): 3 clusters Score: Raw -53349.976833 + Penalty 982.338826 = -52367.638007 nChanged 81 SP:Iteration 3F (5.436039 sec): 3 clusters Score: Raw -53425.981744 + Penalty 970.563000 = -52455.418744 nChanged 33 SP:Iteration 4Q (5.438100 sec): 3 clusters Score: Raw -53463.772517 + Penalty 965.852503 = -52497.920014 nChanged 18 SP:Iteration 5Q (5.440040 sec): 3 clusters Score: Raw -53478.063528 + Penalty 966.614208 = -52511.449320 nChanged 14 SP:Iteration 6Q (5.441924 sec): 3 clusters Score: Raw -53487.844133 + Penalty 964.631166 = -52523.212967 nChanged 5 SP:Iteration 7Q (5.443789 sec): 3 clusters Score: Raw -53490.929674 + Penalty 961.795277 = -52529.134397 nChanged 6 SP:Iteration 8Q (5.445695 sec): 3 clusters Score: Raw -53500.432124 + Penalty 960.458772 = -52539.973352 nChanged 4 SP:Iteration 9Q (5.447569 sec): 3 clusters Score: Raw -53507.739749 + Penalty 959.683385 = -52548.056365 nChanged 4 SP:Iteration 10F (5.449760 sec): 3 clusters Score: Raw -53509.447887 + Penalty 959.060813 = -52550.387074 nChanged 1 SP:Iteration 11Q (5.451576 sec): 3 clusters Score: Raw -53510.113612 + Penalty 957.573014 = -52552.540598 nChanged 2 SP:Iteration 12Q (5.453385 sec): 3 clusters Score: Raw -53516.010951 + Penalty 954.652895 = -52561.358056 nChanged 4 SP:Iteration 13Q (5.455184 sec): 3 clusters Score: Raw -53520.261535 + Penalty 952.148482 = -52568.113053 nChanged 3 SP:Iteration 14Q (5.456977 sec): 3 clusters Score: Raw -53522.228586 + Penalty 948.808508 = -52573.420077 nChanged 4 SP:Iteration 15Q (5.458767 sec): 3 clusters Score: Raw -53527.169110 + Penalty 944.289741 = -52582.879369 nChanged 4 SP:Iteration 16Q (5.460593 sec): 3 clusters Score: Raw -53545.880687 + Penalty 944.000291 = -52601.880395 nChanged 5 SP:Iteration 17Q (5.462403 sec): 3 clusters Score: Raw -53548.463327 + Penalty 942.329512 = -52606.133815 nChanged 4 SP:Iteration 18Q (5.464177 sec): 3 clusters Score: Raw -53560.581982 + Penalty 939.181433 = -52621.400549 nChanged 6 SP:Iteration 19Q (5.465936 sec): 3 clusters Score: Raw -53571.053727 + Penalty 937.732882 = -52633.320846 nChanged 3 SP:Iteration 20F (5.468079 sec): 3 clusters Score: Raw -53574.001109 + Penalty 936.947875 = -52637.053234 nChanged 1 SP:Iteration 21Q (5.469844 sec): 3 clusters Score: Raw -53581.166585 + Penalty 935.570297 = -52645.596288 nChanged 3 SP:Iteration 22Q (5.471607 sec): 3 clusters Score: Raw -53583.007847 + Penalty 935.570297 = -52647.437551 nChanged 0 SP:Iteration 23F (5.473751 sec): 3 clusters Score: Raw -53583.007847 + Penalty 935.570297 = -52647.437551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 10 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.475362 sec): 2 clusters Score: Raw -300.061673 + Penalty 215.591242 = -84.470431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.475597 sec): 3 clusters Score: Raw -294.324394 + Penalty 422.520376 = 128.195981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 11 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.476140 sec): 2 clusters Score: Raw -1129.197696 + Penalty 135.212538 = -993.985158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.476413 sec): 3 clusters Score: Raw -1120.151644 + Penalty 290.445570 = -829.706074 nChanged 8 SP:Iteration 1F (5.476678 sec): 3 clusters Score: Raw -1130.437029 + Penalty 300.063639 = -830.373390 nChanged 1 SP:Iteration 2Q (5.476943 sec): 3 clusters Score: Raw -1132.495812 + Penalty 300.063639 = -832.432172 nChanged 0 SP:Iteration 3F (5.477208 sec): 3 clusters Score: Raw -1132.495812 + Penalty 300.063639 = -832.432172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 12 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.477827 sec): 2 clusters Score: Raw -2185.697479 + Penalty 199.792136 = -1985.905344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.478150 sec): 3 clusters Score: Raw -2177.581851 + Penalty 417.873535 = -1759.708316 nChanged 11 SP:Iteration 1F (5.478464 sec): 3 clusters Score: Raw -2196.078432 + Penalty 420.763527 = -1775.314905 nChanged 2 SP:Iteration 2Q (5.478774 sec): 3 clusters Score: Raw -2199.046846 + Penalty 420.763527 = -1778.283319 nChanged 0 SP:Iteration 3F (5.479088 sec): 3 clusters Score: Raw -2199.046846 + Penalty 420.763527 = -1778.283319 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 13 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.482319 sec): 2 clusters Score: Raw -41727.696483 + Penalty 430.854862 = -41296.841621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.484115 sec): 3 clusters Score: Raw -41013.823429 + Penalty 870.137523 = -40143.685907 nChanged 338 SP:Iteration 1F (5.485836 sec): 3 clusters Score: Raw -41388.668024 + Penalty 910.699533 = -40477.968491 nChanged 164 SP:Iteration 2F (5.487599 sec): 3 clusters Score: Raw -41660.459287 + Penalty 963.086182 = -40697.373105 nChanged 92 SP:Iteration 3F (5.489321 sec): 3 clusters Score: Raw -41770.918183 + Penalty 1003.151195 = -40767.766988 nChanged 36 SP:Iteration 4Q (5.490948 sec): 3 clusters Score: Raw -41798.367599 + Penalty 1033.182603 = -40765.184996 nChanged 21 SP:Iteration 5F (5.492699 sec): 3 clusters Score: Raw -41819.776693 + Penalty 1056.678231 = -40763.098462 nChanged 16 SP:Iteration 6F (5.494451 sec): 3 clusters Score: Raw -41821.978579 + Penalty 1059.268453 = -40762.710126 nChanged 7 SP:Iteration 7F (5.496220 sec): 3 clusters Score: Raw -41818.058442 + Penalty 1061.125883 = -40756.932559 nChanged 4 SP:Iteration 8F (5.497972 sec): 3 clusters Score: Raw -41815.266520 + Penalty 1057.197874 = -40758.068646 nChanged 3 SP:Iteration 9Q (5.499357 sec): 3 clusters Score: Raw -41814.790397 + Penalty 1079.464959 = -40735.325438 nChanged 2 SP:Iteration 10F (5.501086 sec): 3 clusters Score: Raw -41813.675278 + Penalty 1092.633605 = -40721.041673 nChanged 2 SP:Iteration 11F (5.502805 sec): 3 clusters Score: Raw -41815.645206 + Penalty 1135.365978 = -40680.279228 nChanged 3 SP:Iteration 12F (5.504523 sec): 3 clusters Score: Raw -41818.001768 + Penalty 1153.543351 = -40664.458417 nChanged 1 SP:Iteration 13F (5.506239 sec): 3 clusters Score: Raw -41818.951379 + Penalty 1153.543351 = -40665.408028 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 14 (623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.510753 sec): 2 clusters Score: Raw -23828.246808 + Penalty 213.203985 = -23615.042822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.512076 sec): 3 clusters Score: Raw -23439.705717 + Penalty 426.651614 = -23013.054104 nChanged 250 SP:Iteration 1F (5.513363 sec): 3 clusters Score: Raw -23596.786325 + Penalty 424.304724 = -23172.481601 nChanged 80 SP:Iteration 2F (5.514647 sec): 3 clusters Score: Raw -23626.781327 + Penalty 425.217377 = -23201.563951 nChanged 43 SP:Iteration 3F (5.515949 sec): 3 clusters Score: Raw -23652.929470 + Penalty 428.118220 = -23224.811250 nChanged 43 SP:Iteration 4F (5.517231 sec): 3 clusters Score: Raw -23685.050136 + Penalty 418.476775 = -23266.573360 nChanged 42 SP:Iteration 5F (5.518519 sec): 3 clusters Score: Raw -23724.168097 + Penalty 427.528595 = -23296.639502 nChanged 42 SP:Iteration 6F (5.519819 sec): 3 clusters Score: Raw -23768.358691 + Penalty 441.969757 = -23326.388934 nChanged 29 SP:Iteration 7Q (5.521111 sec): 3 clusters Score: Raw -23803.889039 + Penalty 473.584982 = -23330.304057 nChanged 16 SP:Iteration 8Q (5.522424 sec): 3 clusters Score: Raw -23821.091880 + Penalty 479.758114 = -23341.333766 nChanged 5 SP:Iteration 9Q (5.523670 sec): 3 clusters Score: Raw -23832.812560 + Penalty 479.758114 = -23353.054446 nChanged 0 SP:Iteration 10F (5.524951 sec): 3 clusters Score: Raw -23832.812560 + Penalty 479.758114 = -23353.054446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 15 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.525468 sec): 2 clusters Score: Raw -487.731292 + Penalty 165.544026 = -322.187266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.525704 sec): 3 clusters Score: Raw -488.336575 + Penalty 351.642039 = -136.694535 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 16 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.527810 sec): 2 clusters Score: Raw -22270.995728 + Penalty 199.365067 = -22071.630661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.529126 sec): 3 clusters Score: Raw -21915.616218 + Penalty 404.022655 = -21511.593563 nChanged 253 SP:Iteration 1F (5.530428 sec): 3 clusters Score: Raw -22074.218654 + Penalty 405.725611 = -21668.493044 nChanged 59 SP:Iteration 2F (5.531712 sec): 3 clusters Score: Raw -22112.090213 + Penalty 407.981533 = -21704.108679 nChanged 35 SP:Iteration 3F (5.532944 sec): 3 clusters Score: Raw -22135.089457 + Penalty 412.592045 = -21722.497412 nChanged 31 SP:Iteration 4F (5.534176 sec): 3 clusters Score: Raw -22154.463183 + Penalty 415.906991 = -21738.556192 nChanged 27 SP:Iteration 5Q (5.535395 sec): 3 clusters Score: Raw -22166.843512 + Penalty 419.109148 = -21747.734363 nChanged 18 SP:Iteration 6Q (5.536610 sec): 3 clusters Score: Raw -22177.699674 + Penalty 423.565957 = -21754.133717 nChanged 16 SP:Iteration 7Q (5.537823 sec): 3 clusters Score: Raw -22188.650098 + Penalty 431.112664 = -21757.537435 nChanged 22 SP:Iteration 8Q (5.539040 sec): 3 clusters Score: Raw -22202.165974 + Penalty 438.638588 = -21763.527385 nChanged 21 SP:Iteration 9Q (5.540245 sec): 3 clusters Score: Raw -22217.281599 + Penalty 441.661227 = -21775.620371 nChanged 26 SP:Iteration 10F (5.541482 sec): 3 clusters Score: Raw -22240.576470 + Penalty 448.187024 = -21792.389446 nChanged 17 SP:Iteration 11Q (5.542658 sec): 3 clusters Score: Raw -22252.013603 + Penalty 456.337746 = -21795.675858 nChanged 11 SP:Iteration 12Q (5.543820 sec): 3 clusters Score: Raw -22256.552100 + Penalty 457.648444 = -21798.903656 nChanged 5 SP:Iteration 13Q (5.544987 sec): 3 clusters Score: Raw -22257.827584 + Penalty 458.310114 = -21799.517470 nChanged 2 SP:Iteration 14Q (5.546128 sec): 3 clusters Score: Raw -22258.130173 + Penalty 460.306144 = -21797.824030 nChanged 3 SP:Iteration 15F (5.547358 sec): 3 clusters Score: Raw -22258.605922 + Penalty 462.390610 = -21796.215311 nChanged 3 SP:Iteration 16F (5.548589 sec): 3 clusters Score: Raw -22258.886241 + Penalty 460.797542 = -21798.088699 nChanged 3 SP:Iteration 17Q (5.549723 sec): 3 clusters Score: Raw -22259.642010 + Penalty 461.634118 = -21798.007892 nChanged 3 SP:Iteration 18F (5.550955 sec): 3 clusters Score: Raw -22260.500743 + Penalty 466.687365 = -21793.813378 nChanged 5 SP:Iteration 19F (5.552188 sec): 3 clusters Score: Raw -22262.161005 + Penalty 473.026353 = -21789.134652 nChanged 5 SP:Iteration 20F (5.553418 sec): 3 clusters Score: Raw -22263.361368 + Penalty 478.259234 = -21785.102133 nChanged 4 SP:Iteration 21F (5.554650 sec): 3 clusters Score: Raw -22264.461605 + Penalty 481.069997 = -21783.391608 nChanged 5 SP:Iteration 22F (5.555878 sec): 3 clusters Score: Raw -22266.034158 + Penalty 487.861932 = -21778.172226 nChanged 4 SP:Iteration 23F (5.557109 sec): 3 clusters Score: Raw -22268.227773 + Penalty 490.151850 = -21778.075923 nChanged 6 SP:Iteration 24F (5.558339 sec): 3 clusters Score: Raw -22272.194324 + Penalty 498.583145 = -21773.611179 nChanged 4 SP:Iteration 25F (5.559575 sec): 3 clusters Score: Raw -22274.156869 + Penalty 498.578376 = -21775.578493 nChanged 2 SP:Iteration 26Q (5.560649 sec): 3 clusters Score: Raw -22275.114443 + Penalty 497.224902 = -21777.889541 nChanged 2 SP:Iteration 27Q (5.561720 sec): 3 clusters Score: Raw -22277.527562 + Penalty 499.213912 = -21778.313650 nChanged 1 SP:Iteration 28Q (5.562791 sec): 3 clusters Score: Raw -22277.730971 + Penalty 499.213912 = -21778.517059 nChanged 0 SP:Iteration 29F (5.564028 sec): 3 clusters Score: Raw -22277.730971 + Penalty 499.213912 = -21778.517059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 17 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.565100 sec): 2 clusters Score: Raw -4407.258366 + Penalty 62.007667 = -4345.250699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.565552 sec): 3 clusters Score: Raw -4340.157292 + Penalty 126.460569 = -4213.696723 nChanged 39 SP:Iteration 1F (5.565996 sec): 3 clusters Score: Raw -4362.878340 + Penalty 128.282978 = -4234.595362 nChanged 8 SP:Iteration 2F (5.566437 sec): 3 clusters Score: Raw -4369.841858 + Penalty 129.650789 = -4240.191069 nChanged 3 SP:Iteration 3Q (5.566878 sec): 3 clusters Score: Raw -4371.302329 + Penalty 131.089620 = -4240.212708 nChanged 5 SP:Iteration 4Q (5.567338 sec): 3 clusters Score: Raw -4376.424316 + Penalty 138.828667 = -4237.595649 nChanged 10 SP:Iteration 5F (5.567779 sec): 3 clusters Score: Raw -4388.836265 + Penalty 146.610320 = -4242.225945 nChanged 6 SP:Iteration 6Q (5.568236 sec): 3 clusters Score: Raw -4396.234528 + Penalty 148.831920 = -4247.402609 nChanged 3 SP:Iteration 7Q (5.568692 sec): 3 clusters Score: Raw -4400.759323 + Penalty 154.561249 = -4246.198073 nChanged 3 SP:Iteration 8F (5.569151 sec): 3 clusters Score: Raw -4403.576987 + Penalty 167.691934 = -4235.885053 nChanged 4 SP:Iteration 9F (5.569610 sec): 3 clusters Score: Raw -4410.628354 + Penalty 171.414150 = -4239.214205 nChanged 3 SP:Iteration 10F (5.570048 sec): 3 clusters Score: Raw -4421.335746 + Penalty 171.414150 = -4249.921596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 18 (496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.572726 sec): 2 clusters Score: Raw -18705.610138 + Penalty 135.293617 = -18570.316521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.573803 sec): 3 clusters Score: Raw -18396.496288 + Penalty 265.352780 = -18131.143508 nChanged 228 SP:Iteration 1F (5.574864 sec): 3 clusters Score: Raw -18507.968754 + Penalty 258.462822 = -18249.505931 nChanged 67 SP:Iteration 2F (5.575921 sec): 3 clusters Score: Raw -18564.617729 + Penalty 250.908830 = -18313.708899 nChanged 46 SP:Iteration 3F (5.576966 sec): 3 clusters Score: Raw -18606.870093 + Penalty 246.246272 = -18360.623821 nChanged 32 SP:Iteration 4F (5.578010 sec): 3 clusters Score: Raw -18630.715331 + Penalty 243.490504 = -18387.224827 nChanged 23 SP:Iteration 5Q (5.579057 sec): 3 clusters Score: Raw -18651.436001 + Penalty 241.988640 = -18409.447361 nChanged 23 SP:Iteration 6Q (5.580090 sec): 3 clusters Score: Raw -18662.290151 + Penalty 240.309748 = -18421.980403 nChanged 16 SP:Iteration 7Q (5.581117 sec): 3 clusters Score: Raw -18672.736719 + Penalty 241.095798 = -18431.640921 nChanged 17 SP:Iteration 8Q (5.582139 sec): 3 clusters Score: Raw -18686.094647 + Penalty 242.430765 = -18443.663883 nChanged 20 SP:Iteration 9Q (5.583158 sec): 3 clusters Score: Raw -18703.446530 + Penalty 252.258500 = -18451.188030 nChanged 12 SP:Iteration 10F (5.584212 sec): 3 clusters Score: Raw -18713.960200 + Penalty 253.312399 = -18460.647801 nChanged 5 SP:Iteration 11Q (5.585195 sec): 3 clusters Score: Raw -18717.854524 + Penalty 257.613818 = -18460.240706 nChanged 3 SP:Iteration 12F (5.586250 sec): 3 clusters Score: Raw -18719.330669 + Penalty 262.568791 = -18456.761878 nChanged 3 SP:Iteration 13F (5.587304 sec): 3 clusters Score: Raw -18719.871584 + Penalty 267.270237 = -18452.601348 nChanged 2 SP:Iteration 14F (5.588357 sec): 3 clusters Score: Raw -18720.541105 + Penalty 269.463249 = -18451.077856 nChanged 1 SP:Iteration 15F (5.589411 sec): 3 clusters Score: Raw -18721.278697 + Penalty 269.463249 = -18451.815448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 19 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.590754 sec): 2 clusters Score: Raw -13597.535820 + Penalty 512.034935 = -13085.500886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.591478 sec): 3 clusters Score: Raw -13327.122542 + Penalty 1044.525527 = -12282.597015 nChanged 95 SP:Iteration 1F (5.592189 sec): 3 clusters Score: Raw -13474.883180 + Penalty 1068.354021 = -12406.529159 nChanged 28 SP:Iteration 2F (5.592898 sec): 3 clusters Score: Raw -13512.722745 + Penalty 1075.057931 = -12437.664813 nChanged 22 SP:Iteration 3F (5.593625 sec): 3 clusters Score: Raw -13551.631039 + Penalty 1079.368646 = -12472.262393 nChanged 18 SP:Iteration 4F (5.594332 sec): 3 clusters Score: Raw -13572.471518 + Penalty 1088.173456 = -12484.298062 nChanged 7 SP:Iteration 5Q (5.594930 sec): 3 clusters Score: Raw -13593.307243 + Penalty 1105.874933 = -12487.432309 nChanged 3 SP:Iteration 6Q (5.595517 sec): 3 clusters Score: Raw -13605.131183 + Penalty 1082.650113 = -12522.481070 nChanged 1 SP:Iteration 7Q (5.596133 sec): 3 clusters Score: Raw -13609.065102 + Penalty 1082.650113 = -12526.414989 nChanged 0 SP:Iteration 8F (5.596840 sec): 3 clusters Score: Raw -13609.065102 + Penalty 1082.650113 = -12526.414989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 20 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.599626 sec): 2 clusters Score: Raw -18706.412826 + Penalty 239.188212 = -18467.224613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.600765 sec): 3 clusters Score: Raw -18416.748780 + Penalty 465.865382 = -17950.883399 nChanged 189 SP:Iteration 1F (5.601889 sec): 3 clusters Score: Raw -18556.637953 + Penalty 461.206883 = -18095.431070 nChanged 51 SP:Iteration 2F (5.602978 sec): 3 clusters Score: Raw -18599.838829 + Penalty 467.093276 = -18132.745553 nChanged 29 SP:Iteration 3F (5.604045 sec): 3 clusters Score: Raw -18625.405601 + Penalty 481.578427 = -18143.827174 nChanged 21 SP:Iteration 4Q (5.605066 sec): 3 clusters Score: Raw -18645.089536 + Penalty 485.489172 = -18159.600364 nChanged 10 SP:Iteration 5Q (5.606066 sec): 3 clusters Score: Raw -18656.702616 + Penalty 486.158251 = -18170.544364 nChanged 8 SP:Iteration 6Q (5.607043 sec): 3 clusters Score: Raw -18662.806270 + Penalty 491.499129 = -18171.307141 nChanged 6 SP:Iteration 7Q (5.608005 sec): 3 clusters Score: Raw -18665.354636 + Penalty 486.643089 = -18178.711547 nChanged 7 SP:Iteration 8Q (5.608956 sec): 3 clusters Score: Raw -18669.440589 + Penalty 480.282271 = -18189.158318 nChanged 10 SP:Iteration 9Q (5.609903 sec): 3 clusters Score: Raw -18677.869862 + Penalty 475.225576 = -18202.644285 nChanged 11 SP:Iteration 10F (5.610971 sec): 3 clusters Score: Raw -18688.054796 + Penalty 487.572896 = -18200.481900 nChanged 8 SP:Iteration 11F (5.612036 sec): 3 clusters Score: Raw -18697.112313 + Penalty 520.478245 = -18176.634068 nChanged 11 SP:Iteration 12F (5.613101 sec): 3 clusters Score: Raw -18709.731839 + Penalty 553.620100 = -18156.111739 nChanged 3 SP:Iteration 13F (5.614167 sec): 3 clusters Score: Raw -18712.672773 + Penalty 553.620100 = -18159.052673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 24 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.614823 sec): 2 clusters Score: Raw -1233.435705 + Penalty 360.130697 = -873.305008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.615107 sec): 3 clusters Score: Raw -1207.760697 + Penalty 718.691831 = -489.068866 nChanged 1 SP:Iteration 1Q (5.615383 sec): 3 clusters Score: Raw -1211.919182 + Penalty 718.691831 = -493.227350 nChanged 0 SP:Iteration 2F (5.615643 sec): 3 clusters Score: Raw -1211.919182 + Penalty 718.691831 = -493.227350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 25 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.616117 sec): 2 clusters Score: Raw -289.030476 + Penalty 170.984631 = -118.045845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.616335 sec): 3 clusters Score: Raw -289.054306 + Penalty 322.992450 = 33.938144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 26 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.616799 sec): 2 clusters Score: Raw -163.830182 + Penalty 130.519737 = -33.310445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.617015 sec): 3 clusters Score: Raw -158.330497 + Penalty 258.897567 = 100.567070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 27 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.617485 sec): 2 clusters Score: Raw -244.058817 + Penalty 117.305419 = -126.753398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.617704 sec): 3 clusters Score: Raw -240.538606 + Penalty 235.651074 = -4.887532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 28 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.618257 sec): 2 clusters Score: Raw -1089.610466 + Penalty 81.242689 = -1008.367777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.618505 sec): 3 clusters Score: Raw -1096.806511 + Penalty 155.586020 = -941.220492 nChanged 7 SP:Iteration 1F (5.618746 sec): 3 clusters Score: Raw -1110.169903 + Penalty 153.663088 = -956.506815 nChanged 1 SP:Iteration 2Q (5.618982 sec): 3 clusters Score: Raw -1111.248329 + Penalty 152.468659 = -958.779670 nChanged 1 SP:Iteration 3Q (5.619219 sec): 3 clusters Score: Raw -1114.053665 + Penalty 152.468659 = -961.585006 nChanged 0 SP:Iteration 4F (5.619460 sec): 3 clusters Score: Raw -1114.053665 + Penalty 152.468659 = -961.585006 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 29 (225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.620966 sec): 2 clusters Score: Raw -8584.180231 + Penalty 332.573527 = -8251.606704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.621591 sec): 3 clusters Score: Raw -8454.755735 + Penalty 658.707326 = -7796.048409 nChanged 66 SP:Iteration 1F (5.622204 sec): 3 clusters Score: Raw -8544.140201 + Penalty 663.458432 = -7880.681769 nChanged 20 SP:Iteration 2F (5.622824 sec): 3 clusters Score: Raw -8567.177202 + Penalty 652.335732 = -7914.841469 nChanged 18 SP:Iteration 3F (5.623412 sec): 3 clusters Score: Raw -8597.969664 + Penalty 645.115759 = -7952.853905 nChanged 14 SP:Iteration 4F (5.624005 sec): 3 clusters Score: Raw -8619.740902 + Penalty 646.442970 = -7973.297933 nChanged 4 SP:Iteration 5Q (5.624555 sec): 3 clusters Score: Raw -8624.563565 + Penalty 643.826840 = -7980.736725 nChanged 1 SP:Iteration 6Q (5.625101 sec): 3 clusters Score: Raw -8626.095161 + Penalty 643.826840 = -7982.268321 nChanged 0 SP:Iteration 7F (5.625693 sec): 3 clusters Score: Raw -8626.095161 + Penalty 643.826840 = -7982.268321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 31 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.626324 sec): 2 clusters Score: Raw -1765.998582 + Penalty 484.711985 = -1281.286597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.626614 sec): 3 clusters Score: Raw -1716.373571 + Penalty 971.291759 = -745.081812 nChanged 6 SP:Iteration 1F (5.626894 sec): 3 clusters Score: Raw -1738.715104 + Penalty 973.463914 = -765.251190 nChanged 1 SP:Iteration 2Q (5.627154 sec): 3 clusters Score: Raw -1744.625728 + Penalty 973.463914 = -771.161813 nChanged 0 SP:Iteration 3F (5.627425 sec): 3 clusters Score: Raw -1744.625728 + Penalty 973.463914 = -771.161813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 32 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.627955 sec): 2 clusters Score: Raw -1422.695857 + Penalty 435.405558 = -987.290299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.628221 sec): 3 clusters Score: Raw -1408.173431 + Penalty 878.883557 = -529.289874 nChanged 1 SP:Iteration 1Q (5.628474 sec): 3 clusters Score: Raw -1414.918371 + Penalty 885.486084 = -529.432287 nChanged 1 SP:Iteration 2Q (5.628725 sec): 3 clusters Score: Raw -1424.244197 + Penalty 885.486084 = -538.758113 nChanged 0 SP:Iteration 3F (5.628986 sec): 3 clusters Score: Raw -1424.244197 + Penalty 885.486084 = -538.758113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 33 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.629463 sec): 2 clusters Score: Raw -370.593562 + Penalty 188.195110 = -182.398452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.629688 sec): 3 clusters Score: Raw -369.519995 + Penalty 381.862512 = 12.342517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 35 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.630181 sec): 2 clusters Score: Raw -216.971341 + Penalty 176.160081 = -40.811260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.630396 sec): 3 clusters Score: Raw -209.600893 + Penalty 354.518745 = 144.917852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 37 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.630856 sec): 2 clusters Score: Raw -76.549838 + Penalty 33.232621 = -43.317217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.631062 sec): 3 clusters Score: Raw -71.229310 + Penalty 66.465241 = -4.764069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 38 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.631566 sec): 2 clusters Score: Raw -835.363424 + Penalty 223.622968 = -611.740456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.631811 sec): 3 clusters Score: Raw -833.350418 + Penalty 447.245936 = -386.104482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 39 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.632292 sec): 2 clusters Score: Raw -429.620974 + Penalty 218.381655 = -211.239319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.632518 sec): 3 clusters Score: Raw -436.725755 + Penalty 440.955255 = 4.229500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 40 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.632977 sec): 2 clusters Score: Raw -135.652623 + Penalty 109.995526 = -25.657096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.633185 sec): 3 clusters Score: Raw -127.532217 + Penalty 216.573716 = 89.041499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 41 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.633655 sec): 2 clusters Score: Raw -265.595504 + Penalty 191.368424 = -74.227080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.633877 sec): 3 clusters Score: Raw -278.074228 + Penalty 377.173255 = 99.099027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 42 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.634344 sec): 2 clusters Score: Raw -252.598471 + Penalty 151.187950 = -101.410521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.634557 sec): 3 clusters Score: Raw -247.020701 + Penalty 253.215617 = 6.194916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 43 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.635448 sec): 2 clusters Score: Raw -7997.085337 + Penalty 499.573325 = -7497.512012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.635973 sec): 3 clusters Score: Raw -7791.159615 + Penalty 1013.485079 = -6777.674535 nChanged 52 SP:Iteration 1F (5.636473 sec): 3 clusters Score: Raw -7925.424377 + Penalty 1097.604488 = -6827.819890 nChanged 29 SP:Iteration 2F (5.637032 sec): 3 clusters Score: Raw -8004.579642 + Penalty 1151.683256 = -6852.896386 nChanged 4 SP:Iteration 3Q (5.637467 sec): 3 clusters Score: Raw -8022.214283 + Penalty 1151.683256 = -6870.531027 nChanged 0 SP:Iteration 4F (5.637968 sec): 3 clusters Score: Raw -8022.214283 + Penalty 1151.683256 = -6870.531027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 44 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.638461 sec): 2 clusters Score: Raw -203.938078 + Penalty 139.212283 = -64.725795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.638671 sec): 3 clusters Score: Raw -200.896720 + Penalty 283.172787 = 82.276067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 45 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.639162 sec): 2 clusters Score: Raw -287.358020 + Penalty 171.487169 = -115.870850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.639382 sec): 3 clusters Score: Raw -290.117197 + Penalty 361.657761 = 71.540564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 46 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.639838 sec): 2 clusters Score: Raw -139.410206 + Penalty 104.806177 = -34.604029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.640031 sec): 2 clusters Score: Raw -139.410206 + Penalty 104.806177 = -34.604029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 48 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.640837 sec): 2 clusters Score: Raw -5557.097694 + Penalty 327.065710 = -5230.031984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.641302 sec): 3 clusters Score: Raw -5443.251570 + Penalty 652.821337 = -4790.430233 nChanged 33 SP:Iteration 1F (5.641760 sec): 3 clusters Score: Raw -5480.545840 + Penalty 654.186425 = -4826.359415 nChanged 12 SP:Iteration 2F (5.642221 sec): 3 clusters Score: Raw -5493.138829 + Penalty 659.619057 = -4833.519772 nChanged 10 SP:Iteration 3F (5.642678 sec): 3 clusters Score: Raw -5505.098640 + Penalty 669.252304 = -4835.846336 nChanged 10 SP:Iteration 4F (5.643143 sec): 3 clusters Score: Raw -5520.490452 + Penalty 681.641807 = -4838.848645 nChanged 5 SP:Iteration 5Q (5.643611 sec): 3 clusters Score: Raw -5532.479393 + Penalty 679.884238 = -4852.595155 nChanged 3 SP:Iteration 6Q (5.644069 sec): 3 clusters Score: Raw -5536.780936 + Penalty 688.140382 = -4848.640554 nChanged 3 SP:Iteration 7F (5.644546 sec): 3 clusters Score: Raw -5541.582039 + Penalty 690.699326 = -4850.882713 nChanged 4 SP:Iteration 8Q (5.644990 sec): 3 clusters Score: Raw -5547.645059 + Penalty 711.717306 = -4835.927754 nChanged 6 SP:Iteration 9F (5.645447 sec): 3 clusters Score: Raw -5557.432741 + Penalty 699.914719 = -4857.518023 nChanged 2 SP:Iteration 10F (5.645903 sec): 3 clusters Score: Raw -5557.747103 + Penalty 699.914719 = -4857.832384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 49 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.646362 sec): 2 clusters Score: Raw -78.630766 + Penalty 36.996217 = -41.634549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.646557 sec): 2 clusters Score: Raw -78.630766 + Penalty 36.996217 = -41.634549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 50 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.647049 sec): 2 clusters Score: Raw -569.377982 + Penalty 175.293254 = -394.084728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.647288 sec): 3 clusters Score: Raw -579.426657 + Penalty 332.029550 = -247.397107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 51 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.647739 sec): 2 clusters Score: Raw -37.604785 + Penalty 0.000000 = -37.604785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.647929 sec): 2 clusters Score: Raw -37.604785 + Penalty 0.000000 = -37.604785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 52 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.648445 sec): 2 clusters Score: Raw -1096.952322 + Penalty 370.635588 = -726.316734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.648703 sec): 3 clusters Score: Raw -1095.939602 + Penalty 740.555117 = -355.384484 nChanged 1 SP:Iteration 1Q (5.648965 sec): 3 clusters Score: Raw -1104.988939 + Penalty 741.930201 = -363.058738 nChanged 1 SP:Iteration 2Q (5.649211 sec): 3 clusters Score: Raw -1118.243602 + Penalty 741.930201 = -376.313401 nChanged 0 SP:Iteration 3F (5.649464 sec): 3 clusters Score: Raw -1118.243602 + Penalty 741.930201 = -376.313401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 55 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.649927 sec): 2 clusters Score: Raw -162.628435 + Penalty 90.084173 = -72.544262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.650125 sec): 2 clusters Score: Raw -162.628435 + Penalty 90.084173 = -72.544262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 57 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.650589 sec): 2 clusters Score: Raw -210.257633 + Penalty 156.066082 = -54.191551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.650804 sec): 3 clusters Score: Raw -205.673742 + Penalty 353.789820 = 148.116078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 60 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.651266 sec): 2 clusters Score: Raw -167.585628 + Penalty 110.557568 = -57.028060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.651478 sec): 3 clusters Score: Raw -160.820132 + Penalty 221.115135 = 60.295003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 62 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.651947 sec): 2 clusters Score: Raw -242.942181 + Penalty 131.126339 = -111.815842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.652161 sec): 3 clusters Score: Raw -241.334404 + Penalty 262.252679 = 20.918274 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 65 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.652621 sec): 2 clusters Score: Raw -175.893236 + Penalty 116.702636 = -59.190600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.652834 sec): 3 clusters Score: Raw -168.418335 + Penalty 116.702636 = -51.715699 nChanged 1 SP:Iteration 1F (5.653027 sec): 2 clusters Score: Raw -175.893236 + Penalty 116.702636 = -59.190600 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 66 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.653507 sec): 2 clusters Score: Raw -507.558940 + Penalty 315.166943 = -192.391997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.653737 sec): 3 clusters Score: Raw -530.638376 + Penalty 633.762111 = 103.123734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 67 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.654180 sec): 2 clusters Score: Raw -32.503120 + Penalty 0.000000 = -32.503120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.654362 sec): 2 clusters Score: Raw -32.503120 + Penalty 0.000000 = -32.503120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 68 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.654811 sec): 2 clusters Score: Raw -108.513956 + Penalty 14.300476 = -94.213480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.655002 sec): 3 clusters Score: Raw -103.511669 + Penalty 14.300476 = -89.211193 nChanged 1 SP:Iteration 1F (5.655185 sec): 2 clusters Score: Raw -108.513956 + Penalty 14.300476 = -94.213480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 69 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.655645 sec): 2 clusters Score: Raw -142.494461 + Penalty 136.285058 = -6.209403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.655856 sec): 2 clusters Score: Raw -142.494461 + Penalty 136.285058 = -6.209403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 70 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.656321 sec): 2 clusters Score: Raw -190.474880 + Penalty 102.432401 = -88.042479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.656533 sec): 3 clusters Score: Raw -188.059529 + Penalty 195.276631 = 7.217102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 72 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.657003 sec): 2 clusters Score: Raw -244.376926 + Penalty 92.595683 = -151.781243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.657217 sec): 3 clusters Score: Raw -243.464974 + Penalty 185.649322 = -57.815652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 74 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.657678 sec): 2 clusters Score: Raw -164.526383 + Penalty 75.840210 = -88.686174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.657884 sec): 3 clusters Score: Raw -157.955574 + Penalty 173.292148 = 15.336574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 75 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.658330 sec): 2 clusters Score: Raw -38.826291 + Penalty 0.000000 = -38.826291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.658519 sec): 2 clusters Score: Raw -38.826291 + Penalty 0.000000 = -38.826291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 77 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.658969 sec): 2 clusters Score: Raw -40.372111 + Penalty 0.000000 = -40.372111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.659161 sec): 2 clusters Score: Raw -40.372111 + Penalty 0.000000 = -40.372111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 80 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.659619 sec): 2 clusters Score: Raw -131.826798 + Penalty 112.277575 = -19.549223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.659826 sec): 3 clusters Score: Raw -125.629797 + Penalty 214.285032 = 88.655234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 81 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.660284 sec): 2 clusters Score: Raw -131.456934 + Penalty 109.898431 = -21.558503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.660495 sec): 3 clusters Score: Raw -123.299655 + Penalty 222.310939 = 99.011284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 82 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.660946 sec): 2 clusters Score: Raw -37.064220 + Penalty 0.000000 = -37.064220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.661137 sec): 2 clusters Score: Raw -37.064220 + Penalty 0.000000 = -37.064220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 83 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.661619 sec): 2 clusters Score: Raw -477.794221 + Penalty 295.385980 = -182.408241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.661849 sec): 3 clusters Score: Raw -486.665753 + Penalty 600.650799 = 113.985046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 84 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.662367 sec): 2 clusters Score: Raw -851.602333 + Penalty 191.776732 = -659.825601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.662638 sec): 3 clusters Score: Raw -870.579130 + Penalty 424.329383 = -446.249747 nChanged 1 SP:Iteration 1Q (5.662883 sec): 3 clusters Score: Raw -873.222221 + Penalty 424.329383 = -448.892838 nChanged 0 SP:Iteration 2F (5.663135 sec): 3 clusters Score: Raw -873.222221 + Penalty 424.329383 = -448.892838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 85 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.663588 sec): 2 clusters Score: Raw -41.877439 + Penalty 0.000000 = -41.877439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.663782 sec): 2 clusters Score: Raw -41.877439 + Penalty 0.000000 = -41.877439 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 89 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.664236 sec): 2 clusters Score: Raw -85.426625 + Penalty 73.776901 = -11.649723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.664430 sec): 2 clusters Score: Raw -85.426625 + Penalty 73.776901 = -11.649723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 96 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.664882 sec): 2 clusters Score: Raw -41.968163 + Penalty 0.000000 = -41.968163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.665074 sec): 2 clusters Score: Raw -41.968163 + Penalty 0.000000 = -41.968163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 100 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.665517 sec): 2 clusters Score: Raw -35.298400 + Penalty 0.000000 = -35.298400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.665701 sec): 2 clusters Score: Raw -35.298400 + Penalty 0.000000 = -35.298400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 102 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.666141 sec): 2 clusters Score: Raw -33.294209 + Penalty 0.000000 = -33.294209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.666324 sec): 2 clusters Score: Raw -33.294209 + Penalty 0.000000 = -33.294209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 107 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.666771 sec): 2 clusters Score: Raw -34.773337 + Penalty 0.000000 = -34.773337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.666962 sec): 2 clusters Score: Raw -34.773337 + Penalty 0.000000 = -34.773337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 112 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.667432 sec): 2 clusters Score: Raw -266.758966 + Penalty 99.708803 = -167.050163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.667656 sec): 3 clusters Score: Raw -275.239454 + Penalty 199.417606 = -75.821849 nChanged 0 Deleting Class 85 (1 points): Lose 4.503467 but Gain 1207.224288 Iteration 20F (6.357911 sec): 71 clusters Score: Raw -806976.196864 + Penalty 51443.690708 = -755532.506156 nChanged 13 Deleting Class 66 (13 points): Lose 123.562340 but Gain 1325.010082 Iteration 21Q (6.441927 sec): 70 clusters Score: Raw -806882.498052 + Penalty 50239.566679 = -756642.931373 nChanged 21 Deleting Class 96 (1 points): Lose 1.135015 but Gain 1184.900053 Iteration 22Q (6.530647 sec): 69 clusters Score: Raw -806932.835477 + Penalty 49060.112980 = -757872.722496 nChanged 13 Deleting Class 69 (3 points): Lose 60.310978 but Gain 1235.512272 Iteration 23Q (6.610542 sec): 68 clusters Score: Raw -806893.260640 + Penalty 47832.933549 = -759060.327091 nChanged 9 Deleting Class 31 (35 points): Lose 222.680213 but Gain 1345.810519 Iteration 24Q (6.695025 sec): 67 clusters Score: Raw -806696.066130 + Penalty 46525.701189 = -760170.364941 nChanged 40 Deleting Class 10 (8 points): Lose 57.008275 but Gain 1156.632255 Iteration 25Q (6.773947 sec): 66 clusters Score: Raw -806763.926425 + Penalty 45383.471435 = -761380.454989 nChanged 18 Deleting Class 83 (12 points): Lose 91.954197 but Gain 1183.921951 Iteration 26Q (6.852544 sec): 65 clusters Score: Raw -806702.740680 + Penalty 44335.140097 = -762367.600583 nChanged 15 Deleting Class 32 (32 points): Lose 178.281801 but Gain 1269.885595 Iteration 27Q (6.926973 sec): 64 clusters Score: Raw -806600.631553 + Penalty 43243.864693 = -763356.766861 nChanged 37 Deleting Class 4 (3 points): Lose 7.736625 but Gain 1080.513394 Iteration 28Q (7.005953 sec): 63 clusters Score: Raw -806706.470605 + Penalty 42158.551263 = -764547.919342 nChanged 8 Deleting Class 35 (6 points): Lose 60.710008 but Gain 1086.133931 Iteration 29Q (7.080057 sec): 62 clusters Score: Raw -806665.776441 + Penalty 41107.351913 = -765558.424528 nChanged 10 Deleting Class 80 (3 points): Lose 8.327989 but Gain 1017.868902 Iteration 30F (7.709107 sec): 61 clusters Score: Raw -806703.090244 + Penalty 40096.327918 = -766606.762326 nChanged 7 Deleting Class 89 (3 points): Lose 14.626080 but Gain 1006.102996 Iteration 31Q (7.786412 sec): 60 clusters Score: Raw -806710.349670 + Penalty 39086.384626 = -767623.965044 nChanged 5 Deleting Class 40 (3 points): Lose 7.666750 but Gain 997.180649 Iteration 32Q (7.866671 sec): 59 clusters Score: Raw -806710.871539 + Penalty 38092.499606 = -768618.371933 nChanged 5 Deleting Class 77 (1 points): Lose 12.310099 but Gain 978.177630 Iteration 33Q (7.943281 sec): 58 clusters Score: Raw -806705.621064 + Penalty 37169.945898 = -769535.675166 nChanged 1 Deleting Class 81 (3 points): Lose 37.958683 but Gain 996.300413 Iteration 34Q (8.021414 sec): 57 clusters Score: Raw -806677.180357 + Penalty 36187.021192 = -770490.159165 nChanged 3 Deleting Class 57 (5 points): Lose 12.503509 but Gain 965.778590 Iteration 35Q (8.109131 sec): 56 clusters Score: Raw -806670.600111 + Penalty 35260.387330 = -771410.212781 nChanged 6 Deleting Class 46 (3 points): Lose 12.798116 but Gain 950.135837 Iteration 36Q (8.188575 sec): 55 clusters Score: Raw -806667.638223 + Penalty 34311.594236 = -772356.043987 nChanged 4 Deleting Class 39 (11 points): Lose 53.744039 but Gain 984.598816 Iteration 37Q (8.274270 sec): 54 clusters Score: Raw -806619.594828 + Penalty 33320.372865 = -773299.221963 nChanged 13 Deleting Class 41 (7 points): Lose 54.229119 but Gain 979.469169 Iteration 38Q (8.352822 sec): 53 clusters Score: Raw -806586.490794 + Penalty 32263.752500 = -774322.738293 nChanged 9 Deleting Class 26 (4 points): Lose 29.139178 but Gain 937.700195 Iteration 39Q (8.447920 sec): 52 clusters Score: Raw -806593.364836 + Penalty 31438.842405 = -775154.522431 nChanged 13 Deleting Class 52 (36 points): Lose 288.345167 but Gain 1203.362259 Iteration 40F (8.987138 sec): 51 clusters Score: Raw -806328.187497 + Penalty 30364.392678 = -775963.794819 nChanged 48 Deleting Class 45 (7 points): Lose 21.551825 but Gain 877.712172 Iteration 41Q (9.056380 sec): 50 clusters Score: Raw -806393.629155 + Penalty 29549.098418 = -776844.530737 nChanged 15 Deleting Class 44 (6 points): Lose 34.903818 but Gain 907.476746 Iteration 42Q (9.124803 sec): 49 clusters Score: Raw -806380.064522 + Penalty 28658.667061 = -777721.397461 nChanged 12 Deleting Class 75 (1 points): Lose 4.493971 but Gain 849.775987 Iteration 43Q (9.190900 sec): 48 clusters Score: Raw -806395.138503 + Penalty 27810.140611 = -778584.997892 nChanged 7 Deleting Class 65 (4 points): Lose 16.036192 but Gain 838.433231 Iteration 44Q (9.255066 sec): 47 clusters Score: Raw -806385.408620 + Penalty 26978.447487 = -779406.961133 nChanged 9 Deleting Class 42 (6 points): Lose 28.906642 but Gain 840.389745 Iteration 45Q (9.319230 sec): 46 clusters Score: Raw -806367.329736 + Penalty 26124.414160 = -780242.915575 nChanged 13 Deleting Class 25 (8 points): Lose 53.753712 but Gain 860.009679 Iteration 46Q (9.383377 sec): 45 clusters Score: Raw -806329.043636 + Penalty 25250.954388 = -781078.089247 nChanged 14 Deleting Class 27 (8 points): Lose 57.186431 but Gain 854.013189 Iteration 47Q (9.447007 sec): 44 clusters Score: Raw -806293.829852 + Penalty 24468.674837 = -781825.155015 nChanged 15 Deleting Class 33 (10 points): Lose 65.591865 but Gain 857.815769 Iteration 48Q (9.512532 sec): 43 clusters Score: Raw -806267.806436 + Penalty 23632.104610 = -782635.701825 nChanged 19 Deleting Class 60 (4 points): Lose 22.194638 but Gain 794.284872 Iteration 49Q (9.576567 sec): 42 clusters Score: Raw -806266.077263 + Penalty 22866.728778 = -783399.348485 nChanged 16 Deleting Class 24 (50 points): Lose 376.576463 but Gain 1147.267107 Iteration 50F (9.976026 sec): 41 clusters Score: Raw -805903.798284 + Penalty 21944.612066 = -783959.186218 nChanged 57 Deleting Class 107 (2 points): Lose 17.685590 but Gain 752.816073 Iteration 51Q (10.039249 sec): 40 clusters Score: Raw -806035.847351 + Penalty 21251.401635 = -784784.445716 nChanged 29 Deleting Class 38 (17 points): Lose 22.449469 but Gain 731.225196 Iteration 52Q (10.102959 sec): 39 clusters Score: Raw -806063.946666 + Penalty 20604.296141 = -785459.650525 nChanged 43 Deleting Class 62 (6 points): Lose 28.173978 but Gain 728.875751 Iteration 53Q (10.167578 sec): 38 clusters Score: Raw -806083.457911 + Penalty 19939.656507 = -786143.801404 nChanged 26 Deleting Class 3 (18 points): Lose 70.267319 but Gain 728.769630 Iteration 54Q (10.229595 sec): 37 clusters Score: Raw -806058.889021 + Penalty 19267.605457 = -786791.283564 nChanged 31 Deleting Class 15 (12 points): Lose 31.824731 but Gain 663.508832 Iteration 55Q (10.290698 sec): 36 clusters Score: Raw -806106.709110 + Penalty 18635.528613 = -787471.180497 nChanged 25 Deleting Class 70 (5 points): Lose 27.123009 but Gain 633.879050 Iteration 56Q (10.350853 sec): 35 clusters Score: Raw -806147.898181 + Penalty 18132.855416 = -788015.042766 nChanged 17 Deleting Class 55 (4 points): Lose 43.476261 but Gain 647.196725 Iteration 57Q (10.410754 sec): 34 clusters Score: Raw -806148.678970 + Penalty 17498.596930 = -788650.082041 nChanged 10 Deleting Class 112 (11 points): Lose 44.608909 but Gain 645.269516 Iteration 58Q (10.470139 sec): 33 clusters Score: Raw -806129.410602 + Penalty 16922.436840 = -789206.973762 nChanged 13 Deleting Class 12 (42 points): Lose 252.101426 but Gain 803.944008 Iteration 59Q (10.529346 sec): 32 clusters Score: Raw -805914.659550 + Penalty 16296.423496 = -789618.236054 nChanged 45 Deleting Class 74 (5 points): Lose 32.562874 but Gain 642.602825 Iteration 60F (10.833014 sec): 31 clusters Score: Raw -806043.858797 + Penalty 15673.453382 = -790370.405415 nChanged 31 Deleting Class 49 (2 points): Lose 9.531140 but Gain 531.587954 Iteration 61Q (10.892898 sec): 30 clusters Score: Raw -806116.179904 + Penalty 15182.446834 = -790933.733070 nChanged 14 Deleting Class 51 (1 points): Lose 2.948040 but Gain 524.684866 Iteration 62Q (10.951368 sec): 29 clusters Score: Raw -806144.203822 + Penalty 14685.225271 = -791458.978551 nChanged 10 Deleting Class 82 (2 points): Lose 68.102157 but Gain 571.153064 Iteration 63Q (11.010245 sec): 28 clusters Score: Raw -806094.755334 + Penalty 13946.792827 = -792147.962507 nChanged 7 Deleting Class 37 (3 points): Lose 20.250957 but Gain 503.262225 Iteration 64Q (11.068384 sec): 27 clusters Score: Raw -806110.013446 + Penalty 13605.138410 = -792504.875036 nChanged 7 Deleting Class 72 (10 points): Lose 65.538667 but Gain 529.255548 Iteration 65Q (11.126079 sec): 26 clusters Score: Raw -806056.039272 + Penalty 13048.612792 = -793007.426479 nChanged 11 Deleting Class 84 (54 points): Lose 405.912071 but Gain 681.751670 Iteration 66Q (11.183933 sec): 25 clusters Score: Raw -805686.477015 + Penalty 12782.263005 = -792904.214010 nChanged 56 Deleting Class 102 (2 points): Lose 29.644830 but Gain 706.880552 Iteration 67F (11.429979 sec): 24 clusters Score: Raw -805812.671723 + Penalty 12173.867949 = -793638.803774 nChanged 23 Deleting Class 100 (1 points): Lose 13.129634 but Gain 276.793378 Iteration 68Q (11.486878 sec): 23 clusters Score: Raw -805838.409522 + Penalty 11895.936093 = -793942.473429 nChanged 16 Deleting Class 50 (60 points): Lose 382.664655 but Gain 621.414102 Iteration 69Q (11.543158 sec): 22 clusters Score: Raw -805492.102071 + Penalty 11151.602175 = -794340.499896 nChanged 67 Deleting Class 11 (119 points): Lose 782.290903 but Gain 947.634985 Iteration 70F (11.760490 sec): 21 clusters Score: Raw -804875.708252 + Penalty 10338.850738 = -794536.857515 nChanged 149 Deleting Class 68 (3 points): Lose 3.892926 but Gain 129.643074 Iteration 71Q (11.816130 sec): 20 clusters Score: Raw -805124.788327 + Penalty 10249.520525 = -794875.267802 nChanged 41 Deleting Class 67 (1 points): Lose 12.287230 but Gain 52.887126 Iteration 72Q (11.869793 sec): 19 clusters Score: Raw -805163.329326 + Penalty 10343.668393 = -794819.660933 nChanged 34 Deleting Class 28 (30 points): Lose 216.027265 but Gain 243.358344 Iteration 73F (12.066082 sec): 18 clusters Score: Raw -804983.388765 + Penalty 10160.380984 = -794823.007780 nChanged 57 Iteration 74Q (12.120739 sec): 18 clusters Score: Raw -805131.828318 + Penalty 10181.807364 = -794950.020954 nChanged 27 Iteration 75Q (12.174398 sec): 18 clusters Score: Raw -805162.802280 + Penalty 10207.204032 = -794955.598248 nChanged 27 Iteration 76Q (12.228341 sec): 18 clusters Score: Raw -805195.892135 + Penalty 10221.817613 = -794974.074522 nChanged 32 Iteration 77Q (12.283275 sec): 18 clusters Score: Raw -805213.086623 + Penalty 10237.468271 = -794975.618352 nChanged 28 Iteration 78Q (12.335553 sec): 18 clusters Score: Raw -805225.218743 + Penalty 10253.897770 = -794971.320972 nChanged 29 Iteration 79F (12.524234 sec): 18 clusters Score: Raw -805248.233514 + Penalty 10263.870599 = -794984.362916 nChanged 20 Iteration 80F (12.711658 sec): 18 clusters Score: Raw -805261.009426 + Penalty 10272.296227 = -794988.713199 nChanged 13 Iteration 81Q (12.764658 sec): 18 clusters Score: Raw -805271.701567 + Penalty 10279.279084 = -794992.422482 nChanged 16 Iteration 82Q (12.818862 sec): 18 clusters Score: Raw -805279.458817 + Penalty 10285.712195 = -794993.746621 nChanged 13 Iteration 83Q (12.873078 sec): 18 clusters Score: Raw -805284.864828 + Penalty 10291.254270 = -794993.610558 nChanged 11 Iteration 84F (13.061420 sec): 18 clusters Score: Raw -805291.866903 + Penalty 10297.292420 = -794994.574484 nChanged 12 Iteration 85Q (13.115418 sec): 18 clusters Score: Raw -805296.724616 + Penalty 10302.849535 = -794993.875081 nChanged 9 Iteration 86F (13.303830 sec): 18 clusters Score: Raw -805301.345165 + Penalty 10309.887994 = -794991.457171 nChanged 14 Iteration 87F (13.491025 sec): 18 clusters Score: Raw -805305.241095 + Penalty 10314.660207 = -794990.580888 nChanged 10 Iteration 88F (13.679275 sec): 18 clusters Score: Raw -805309.397604 + Penalty 10325.569223 = -794983.828381 nChanged 20 Iteration 89F (13.866801 sec): 18 clusters Score: Raw -805317.203582 + Penalty 10334.710764 = -794982.492818 nChanged 19 Iteration 90F (14.054633 sec): 18 clusters Score: Raw -805322.745756 + Penalty 10340.475574 = -794982.270182 nChanged 17 Iteration 91F (14.240556 sec): 18 clusters Score: Raw -805328.427551 + Penalty 10349.150784 = -794979.276768 nChanged 19 Iteration 92F (14.428388 sec): 18 clusters Score: Raw -805339.225177 + Penalty 10360.302034 = -794978.923143 nChanged 32 Iteration 93F (14.614152 sec): 18 clusters Score: Raw -805359.077108 + Penalty 10367.401192 = -794991.675916 nChanged 33 Iteration 94Q (14.668412 sec): 18 clusters Score: Raw -805379.580911 + Penalty 10375.022300 = -795004.558611 nChanged 36 Iteration 95Q (14.720792 sec): 18 clusters Score: Raw -805409.515993 + Penalty 10386.333502 = -795023.182491 nChanged 23 Iteration 96Q (14.775244 sec): 18 clusters Score: Raw -805427.586735 + Penalty 10402.722661 = -795024.864074 nChanged 21 Iteration 97Q (14.828834 sec): 18 clusters Score: Raw -805437.943307 + Penalty 10409.929508 = -795028.013799 nChanged 12 Deleting Class 20 (114 points): Lose 525.274799 but Gain 550.092529 Iteration 98Q (14.880898 sec): 17 clusters Score: Raw -804919.238206 + Penalty 9924.964276 = -794994.273930 nChanged 126 Iteration 99F (15.058832 sec): 17 clusters Score: Raw -805246.584454 + Penalty 9810.724347 = -795435.860106 nChanged 34 Iteration 100F (15.237088 sec): 17 clusters Score: Raw -805283.450823 + Penalty 9813.051430 = -795470.399394 nChanged 11 Iteration 101Q (15.288180 sec): 17 clusters Score: Raw -805289.242590 + Penalty 9813.696739 = -795475.545851 nChanged 10 Iteration 102Q (15.339732 sec): 17 clusters Score: Raw -805292.535996 + Penalty 9813.934296 = -795478.601699 nChanged 3 Iteration 103Q (15.392786 sec): 17 clusters Score: Raw -805293.503190 + Penalty 9814.021601 = -795479.481589 nChanged 1 Iteration 104Q (15.445484 sec): 17 clusters Score: Raw -805293.012401 + Penalty 9814.021601 = -795478.990800 nChanged 0 Iteration 105F (15.623484 sec): 17 clusters Score: Raw -805293.012401 + Penalty 9814.021601 = -795478.990800 nChanged 0 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.20 GB. Compute initial score before splitting: Score: Raw -805293.012401 + Penalty 9814.021601 = -795478.990800Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 1 (2616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.672917 sec): 2 clusters Score: Raw -110600.475410 + Penalty 269.907664 = -110330.567746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.677689 sec): 3 clusters Score: Raw -108852.475254 + Penalty 546.261838 = -108306.213416 nChanged 1173 SP:Iteration 1F (15.682409 sec): 3 clusters Score: Raw -109731.050886 + Penalty 542.186901 = -109188.863985 nChanged 380 SP:Iteration 2F (15.687193 sec): 3 clusters Score: Raw -110047.985584 + Penalty 528.758565 = -109519.227019 nChanged 237 SP:Iteration 3F (15.691975 sec): 3 clusters Score: Raw -110224.041881 + Penalty 518.735763 = -109705.306118 nChanged 127 SP:Iteration 4Q (15.696640 sec): 3 clusters Score: Raw -110311.980177 + Penalty 514.262830 = -109797.717347 nChanged 89 SP:Iteration 5Q (15.701290 sec): 3 clusters Score: Raw -110358.726160 + Penalty 512.370771 = -109846.355389 nChanged 68 SP:Iteration 6Q (15.705967 sec): 3 clusters Score: Raw -110385.862612 + Penalty 513.462337 = -109872.400275 nChanged 49 SP:Iteration 7Q (15.710585 sec): 3 clusters Score: Raw -110403.690519 + Penalty 515.452639 = -109888.237879 nChanged 42 SP:Iteration 8Q (15.715192 sec): 3 clusters Score: Raw -110421.942702 + Penalty 517.720092 = -109904.222609 nChanged 46 SP:Iteration 9Q (15.719791 sec): 3 clusters Score: Raw -110440.735175 + Penalty 519.878688 = -109920.856487 nChanged 40 SP:Iteration 10F (15.724443 sec): 3 clusters Score: Raw -110453.847347 + Penalty 522.045535 = -109931.801812 nChanged 32 SP:Iteration 11Q (15.729010 sec): 3 clusters Score: Raw -110464.379054 + Penalty 524.569006 = -109939.810048 nChanged 38 SP:Iteration 12Q (15.733599 sec): 3 clusters Score: Raw -110475.387962 + Penalty 526.533745 = -109948.854217 nChanged 34 SP:Iteration 13Q (15.738275 sec): 3 clusters Score: Raw -110484.499633 + Penalty 528.252589 = -109956.247044 nChanged 26 SP:Iteration 14Q (15.742820 sec): 3 clusters Score: Raw -110490.220724 + Penalty 530.013714 = -109960.207010 nChanged 26 SP:Iteration 15Q (15.747362 sec): 3 clusters Score: Raw -110496.755407 + Penalty 531.879104 = -109964.876303 nChanged 32 SP:Iteration 16Q (15.751927 sec): 3 clusters Score: Raw -110504.313143 + Penalty 533.401403 = -109970.911740 nChanged 25 SP:Iteration 17Q (15.756630 sec): 3 clusters Score: Raw -110510.135161 + Penalty 534.599175 = -109975.535986 nChanged 21 SP:Iteration 18Q (15.761344 sec): 3 clusters Score: Raw -110514.544039 + Penalty 535.812410 = -109978.731628 nChanged 22 SP:Iteration 19Q (15.766043 sec): 3 clusters Score: Raw -110519.693570 + Penalty 536.695743 = -109982.997827 nChanged 19 SP:Iteration 20F (15.770707 sec): 3 clusters Score: Raw -110524.396990 + Penalty 537.563600 = -109986.833390 nChanged 17 SP:Iteration 21Q (15.775249 sec): 3 clusters Score: Raw -110527.456085 + Penalty 538.060755 = -109989.395330 nChanged 13 SP:Iteration 22Q (15.779797 sec): 3 clusters Score: Raw -110528.772272 + Penalty 538.348754 = -109990.423518 nChanged 7 SP:Iteration 23Q (15.784402 sec): 3 clusters Score: Raw -110529.320164 + Penalty 538.634147 = -109990.686017 nChanged 7 SP:Iteration 24Q (15.789071 sec): 3 clusters Score: Raw -110530.529027 + Penalty 539.066607 = -109991.462420 nChanged 11 SP:Iteration 25Q (15.793646 sec): 3 clusters Score: Raw -110532.098718 + Penalty 539.536100 = -109992.562617 nChanged 12 SP:Iteration 26Q (15.798159 sec): 3 clusters Score: Raw -110534.005059 + Penalty 539.815328 = -109994.189731 nChanged 7 SP:Iteration 27Q (15.802663 sec): 3 clusters Score: Raw -110534.780336 + Penalty 540.177042 = -109994.603295 nChanged 9 SP:Iteration 28Q (15.807212 sec): 3 clusters Score: Raw -110536.133027 + Penalty 540.409623 = -109995.723405 nChanged 6 SP:Iteration 29Q (15.811848 sec): 3 clusters Score: Raw -110536.877080 + Penalty 540.488017 = -109996.389063 nChanged 2 SP:Iteration 30F (15.816509 sec): 3 clusters Score: Raw -110536.953807 + Penalty 540.652092 = -109996.301715 nChanged 4 SP:Iteration 31F (15.821166 sec): 3 clusters Score: Raw -110537.068062 + Penalty 540.821904 = -109996.246158 nChanged 4 SP:Iteration 32F (15.825830 sec): 3 clusters Score: Raw -110537.277043 + Penalty 541.112803 = -109996.164239 nChanged 7 SP:Iteration 33F (15.830485 sec): 3 clusters Score: Raw -110538.657489 + Penalty 541.445731 = -109997.211757 nChanged 9 SP:Iteration 34Q (15.835021 sec): 3 clusters Score: Raw -110541.674489 + Penalty 541.790485 = -109999.884004 nChanged 9 SP:Iteration 35Q (15.839651 sec): 3 clusters Score: Raw -110544.283927 + Penalty 542.163194 = -110002.120733 nChanged 9 SP:Iteration 36Q (15.844197 sec): 3 clusters Score: Raw -110546.251418 + Penalty 542.401521 = -110003.849897 nChanged 6 SP:Iteration 37Q (15.848814 sec): 3 clusters Score: Raw -110546.981808 + Penalty 542.756321 = -110004.225487 nChanged 7 SP:Iteration 38Q (15.853320 sec): 3 clusters Score: Raw -110549.225909 + Penalty 543.059013 = -110006.166896 nChanged 6 SP:Iteration 39Q (15.857820 sec): 3 clusters Score: Raw -110550.224651 + Penalty 543.333892 = -110006.890759 nChanged 5 SP:Iteration 40F (15.862479 sec): 3 clusters Score: Raw -110550.445705 + Penalty 543.554815 = -110006.890889 nChanged 5 SP:Iteration 41Q (15.867017 sec): 3 clusters Score: Raw -110551.076245 + Penalty 543.945248 = -110007.130997 nChanged 8 SP:Iteration 42Q (15.871517 sec): 3 clusters Score: Raw -110551.790773 + Penalty 544.069683 = -110007.721090 nChanged 4 SP:Iteration 43Q (15.876034 sec): 3 clusters Score: Raw -110551.850122 + Penalty 544.241546 = -110007.608576 nChanged 4 SP:Iteration 44F (15.880693 sec): 3 clusters Score: Raw -110551.973376 + Penalty 544.304389 = -110007.668986 nChanged 1 SP:Iteration 45Q (15.885221 sec): 3 clusters Score: Raw -110552.415885 + Penalty 544.364242 = -110008.051643 nChanged 1 SP:Iteration 46Q (15.889871 sec): 3 clusters Score: Raw -110552.472781 + Penalty 544.421962 = -110008.050819 nChanged 1 SP:Iteration 47F (15.894668 sec): 3 clusters Score: Raw -110552.709162 + Penalty 544.421962 = -110008.287200 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 2 (2577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.901803 sec): 2 clusters Score: Raw -107185.695976 + Penalty 253.543201 = -106932.152775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.906531 sec): 3 clusters Score: Raw -105539.027584 + Penalty 508.406171 = -105030.621413 nChanged 1155 SP:Iteration 1F (15.911188 sec): 3 clusters Score: Raw -106268.388112 + Penalty 514.178040 = -105754.210072 nChanged 273 SP:Iteration 2F (15.915930 sec): 3 clusters Score: Raw -106424.177649 + Penalty 522.817905 = -105901.359743 nChanged 219 SP:Iteration 3F (15.920538 sec): 3 clusters Score: Raw -106558.772182 + Penalty 534.089477 = -106024.682705 nChanged 206 SP:Iteration 4F (15.925189 sec): 3 clusters Score: Raw -106726.247388 + Penalty 547.086087 = -106179.161302 nChanged 181 SP:Iteration 5F (15.929802 sec): 3 clusters Score: Raw -106901.131364 + Penalty 555.764999 = -106345.366365 nChanged 143 SP:Iteration 6F (15.934444 sec): 3 clusters Score: Raw -107019.035313 + Penalty 561.881859 = -106457.153454 nChanged 112 SP:Iteration 7Q (15.939032 sec): 3 clusters Score: Raw -107085.488666 + Penalty 565.887933 = -106519.600733 nChanged 65 SP:Iteration 8Q (15.943541 sec): 3 clusters Score: Raw -107107.617484 + Penalty 570.042700 = -106537.574784 nChanged 36 SP:Iteration 9Q (15.948038 sec): 3 clusters Score: Raw -107120.824864 + Penalty 573.877401 = -106546.947462 nChanged 33 SP:Iteration 10F (15.952636 sec): 3 clusters Score: Raw -107133.917247 + Penalty 576.610909 = -106557.306338 nChanged 24 SP:Iteration 11Q (15.957016 sec): 3 clusters Score: Raw -107140.337378 + Penalty 579.541213 = -106560.796165 nChanged 20 SP:Iteration 12Q (15.961369 sec): 3 clusters Score: Raw -107145.554630 + Penalty 582.863003 = -106562.691627 nChanged 21 SP:Iteration 13Q (15.965704 sec): 3 clusters Score: Raw -107150.875900 + Penalty 584.888649 = -106565.987251 nChanged 16 SP:Iteration 14Q (15.970031 sec): 3 clusters Score: Raw -107155.897880 + Penalty 586.855018 = -106569.042862 nChanged 18 SP:Iteration 15Q (15.974333 sec): 3 clusters Score: Raw -107162.404290 + Penalty 589.792885 = -106572.611405 nChanged 16 SP:Iteration 16Q (15.978911 sec): 3 clusters Score: Raw -107166.148545 + Penalty 593.790936 = -106572.357609 nChanged 19 SP:Iteration 17F (15.983516 sec): 3 clusters Score: Raw -107173.164964 + Penalty 596.841606 = -106576.323357 nChanged 17 SP:Iteration 18Q (15.987795 sec): 3 clusters Score: Raw -107178.373151 + Penalty 600.529146 = -106577.844005 nChanged 18 SP:Iteration 19Q (15.992046 sec): 3 clusters Score: Raw -107187.484248 + Penalty 606.719440 = -106580.764808 nChanged 27 SP:Iteration 20F (15.996648 sec): 3 clusters Score: Raw -107204.404970 + Penalty 611.338642 = -106593.066327 nChanged 33 SP:Iteration 21Q (16.000798 sec): 3 clusters Score: Raw -107222.794735 + Penalty 614.208593 = -106608.586142 nChanged 26 SP:Iteration 22Q (16.004905 sec): 3 clusters Score: Raw -107232.018136 + Penalty 620.489730 = -106611.528405 nChanged 28 SP:Iteration 23Q (16.008976 sec): 3 clusters Score: Raw -107239.440303 + Penalty 624.664554 = -106614.775749 nChanged 14 SP:Iteration 24Q (16.013008 sec): 3 clusters Score: Raw -107243.298643 + Penalty 624.635769 = -106618.662875 nChanged 10 SP:Iteration 25Q (16.017015 sec): 3 clusters Score: Raw -107243.954961 + Penalty 626.180813 = -106617.774149 nChanged 7 SP:Iteration 26F (16.021604 sec): 3 clusters Score: Raw -107245.462059 + Penalty 627.358278 = -106618.103780 nChanged 5 SP:Iteration 27Q (16.025599 sec): 3 clusters Score: Raw -107246.436232 + Penalty 628.735491 = -106617.700741 nChanged 4 SP:Iteration 28F (16.030242 sec): 3 clusters Score: Raw -107246.331767 + Penalty 629.319056 = -106617.012711 nChanged 3 SP:Iteration 29F (16.034839 sec): 3 clusters Score: Raw -107246.507990 + Penalty 628.958813 = -106617.549178 nChanged 3 SP:Iteration 30F (16.039424 sec): 3 clusters Score: Raw -107246.046822 + Penalty 629.250326 = -106616.796496 nChanged 4 SP:Iteration 31F (16.044029 sec): 3 clusters Score: Raw -107245.540587 + Penalty 630.057350 = -106615.483237 nChanged 5 SP:Iteration 32F (16.048636 sec): 3 clusters Score: Raw -107245.219240 + Penalty 632.396820 = -106612.822420 nChanged 6 SP:Iteration 33F (16.053327 sec): 3 clusters Score: Raw -107244.989042 + Penalty 634.174704 = -106610.814338 nChanged 4 SP:Iteration 34F (16.057898 sec): 3 clusters Score: Raw -107244.786591 + Penalty 634.531485 = -106610.255105 nChanged 3 SP:Iteration 35F (16.062460 sec): 3 clusters Score: Raw -107244.233214 + Penalty 634.765781 = -106609.467433 nChanged 1 SP:Iteration 36F (16.067032 sec): 3 clusters Score: Raw -107244.004403 + Penalty 634.765781 = -106609.238622 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 5 (1110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.073171 sec): 2 clusters Score: Raw -41334.271869 + Penalty 181.541991 = -41152.729879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.075491 sec): 3 clusters Score: Raw -40670.044318 + Penalty 364.079949 = -40305.964369 nChanged 484 SP:Iteration 1F (16.077735 sec): 3 clusters Score: Raw -41008.060611 + Penalty 363.606368 = -40644.454242 nChanged 84 SP:Iteration 2F (16.079929 sec): 3 clusters Score: Raw -41056.175760 + Penalty 363.897891 = -40692.277869 nChanged 55 SP:Iteration 3Q (16.082113 sec): 3 clusters Score: Raw -41080.255979 + Penalty 364.851482 = -40715.404497 nChanged 35 SP:Iteration 4Q (16.084287 sec): 3 clusters Score: Raw -41098.648346 + Penalty 365.041195 = -40733.607151 nChanged 28 SP:Iteration 5Q (16.086449 sec): 3 clusters Score: Raw -41111.302652 + Penalty 365.526665 = -40745.775987 nChanged 39 SP:Iteration 6Q (16.088593 sec): 3 clusters Score: Raw -41128.643991 + Penalty 365.399512 = -40763.244480 nChanged 38 SP:Iteration 7Q (16.090779 sec): 3 clusters Score: Raw -41146.481763 + Penalty 366.696156 = -40779.785608 nChanged 34 SP:Iteration 8Q (16.092924 sec): 3 clusters Score: Raw -41162.785920 + Penalty 371.368014 = -40791.417906 nChanged 35 SP:Iteration 9Q (16.095103 sec): 3 clusters Score: Raw -41184.201392 + Penalty 375.258928 = -40808.942464 nChanged 34 SP:Iteration 10F (16.097320 sec): 3 clusters Score: Raw -41210.824061 + Penalty 382.069326 = -40828.754736 nChanged 48 SP:Iteration 11Q (16.099370 sec): 3 clusters Score: Raw -41256.715586 + Penalty 398.279788 = -40858.435798 nChanged 34 SP:Iteration 12Q (16.101384 sec): 3 clusters Score: Raw -41292.490846 + Penalty 398.084293 = -40894.406552 nChanged 20 SP:Iteration 13Q (16.103262 sec): 3 clusters Score: Raw -41305.243309 + Penalty 394.456692 = -40910.786617 nChanged 10 SP:Iteration 14Q (16.105069 sec): 3 clusters Score: Raw -41310.901707 + Penalty 391.157187 = -40919.744520 nChanged 12 SP:Iteration 15Q (16.106849 sec): 3 clusters Score: Raw -41317.927845 + Penalty 402.310324 = -40915.617521 nChanged 8 SP:Iteration 16F (16.108934 sec): 3 clusters Score: Raw -41322.219123 + Penalty 406.784752 = -40915.434372 nChanged 7 SP:Iteration 17F (16.111014 sec): 3 clusters Score: Raw -41326.026785 + Penalty 408.972078 = -40917.054707 nChanged 9 SP:Iteration 18Q (16.112740 sec): 3 clusters Score: Raw -41332.234957 + Penalty 419.650189 = -40912.584768 nChanged 6 SP:Iteration 19F (16.114822 sec): 3 clusters Score: Raw -41334.921836 + Penalty 432.342490 = -40902.579346 nChanged 3 SP:Iteration 20F (16.116901 sec): 3 clusters Score: Raw -41335.690796 + Penalty 432.010037 = -40903.680758 nChanged 1 SP:Iteration 21Q (16.118584 sec): 3 clusters Score: Raw -41335.742344 + Penalty 436.789671 = -40898.952673 nChanged 1 SP:Iteration 22F (16.120666 sec): 3 clusters Score: Raw -41335.673772 + Penalty 436.789671 = -40898.884101 nChanged 0 Memory request: 0.03 GB would take us to total of 0.23 GB. Trying to split cluster 6 (6297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.149137 sec): 2 clusters Score: Raw -256009.228464 + Penalty 269.304341 = -255739.924123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.160611 sec): 3 clusters Score: Raw -251890.050304 + Penalty 531.345221 = -251358.705082 nChanged 2998 SP:Iteration 1F (16.171764 sec): 3 clusters Score: Raw -255608.211811 + Penalty 550.484334 = -255057.727477 nChanged 955 SP:Iteration 2F (16.182885 sec): 3 clusters Score: Raw -256455.253372 + Penalty 562.472751 = -255892.780621 nChanged 345 SP:Iteration 3F (16.194148 sec): 3 clusters Score: Raw -256653.424509 + Penalty 566.572302 = -256086.852208 nChanged 151 SP:Iteration 4Q (16.205230 sec): 3 clusters Score: Raw -256710.071737 + Penalty 568.678710 = -256141.393027 nChanged 84 SP:Iteration 5Q (16.216329 sec): 3 clusters Score: Raw -256733.481926 + Penalty 569.043050 = -256164.438876 nChanged 52 SP:Iteration 6Q (16.227517 sec): 3 clusters Score: Raw -256745.710478 + Penalty 569.094097 = -256176.616381 nChanged 32 SP:Iteration 7Q (16.238580 sec): 3 clusters Score: Raw -256751.574642 + Penalty 569.351482 = -256182.223160 nChanged 29 SP:Iteration 8Q (16.249646 sec): 3 clusters Score: Raw -256758.177716 + Penalty 569.390011 = -256188.787706 nChanged 15 SP:Iteration 9Q (16.260819 sec): 3 clusters Score: Raw -256759.223478 + Penalty 568.902531 = -256190.320947 nChanged 16 SP:Iteration 10F (16.271943 sec): 3 clusters Score: Raw -256760.185512 + Penalty 569.423418 = -256190.762095 nChanged 9 SP:Iteration 11Q (16.283030 sec): 3 clusters Score: Raw -256759.589340 + Penalty 569.254911 = -256190.334430 nChanged 3 SP:Iteration 12F (16.294288 sec): 3 clusters Score: Raw -256759.648112 + Penalty 569.278906 = -256190.369206 nChanged 3 SP:Iteration 13Q (16.305672 sec): 3 clusters Score: Raw -256760.016460 + Penalty 568.869589 = -256191.146871 nChanged 4 SP:Iteration 14Q (16.316722 sec): 3 clusters Score: Raw -256760.271269 + Penalty 568.430015 = -256191.841254 nChanged 3 SP:Iteration 15Q (16.327762 sec): 3 clusters Score: Raw -256759.977852 + Penalty 568.528190 = -256191.449662 nChanged 4 SP:Iteration 16F (16.338879 sec): 3 clusters Score: Raw -256760.317482 + Penalty 568.529855 = -256191.787627 nChanged 1 SP:Iteration 17Q (16.350207 sec): 3 clusters Score: Raw -256760.381919 + Penalty 568.529855 = -256191.852064 nChanged 0 SP:Iteration 18F (16.361321 sec): 3 clusters Score: Raw -256760.381919 + Penalty 568.529855 = -256191.852064 nChanged 0 Score: Raw -825500.394174 + Penalty 10154.697671 = -815345.696503 Splitting cluster 6 changes total score from -795478.990800 to -815345.696503 So it's getting split into cluster 3. Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 7 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.553143 sec): 2 clusters Score: Raw -30963.993055 + Penalty 736.647660 = -30227.345396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.554469 sec): 3 clusters Score: Raw -30415.064866 + Penalty 1471.104196 = -28943.960670 nChanged 183 SP:Iteration 1F (16.555797 sec): 3 clusters Score: Raw -30567.515142 + Penalty 1472.230106 = -29095.285036 nChanged 74 SP:Iteration 2F (16.557121 sec): 3 clusters Score: Raw -30696.381682 + Penalty 1477.897726 = -29218.483956 nChanged 89 SP:Iteration 3F (16.558370 sec): 3 clusters Score: Raw -30850.435280 + Penalty 1498.282177 = -29352.153104 nChanged 52 SP:Iteration 4F (16.559644 sec): 3 clusters Score: Raw -30912.863915 + Penalty 1522.900610 = -29389.963305 nChanged 30 SP:Iteration 5Q (16.560735 sec): 3 clusters Score: Raw -30942.934468 + Penalty 1543.631635 = -29399.302832 nChanged 9 SP:Iteration 6Q (16.561806 sec): 3 clusters Score: Raw -30951.165686 + Penalty 1615.765739 = -29335.399947 nChanged 10 SP:Iteration 7F (16.563090 sec): 3 clusters Score: Raw -30979.259329 + Penalty 1640.387912 = -29338.871417 nChanged 5 SP:Iteration 8Q (16.564117 sec): 3 clusters Score: Raw -31005.971118 + Penalty 1640.387912 = -29365.583207 nChanged 0 SP:Iteration 9F (16.565393 sec): 3 clusters Score: Raw -31005.971118 + Penalty 1640.387912 = -29365.583207 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 8 (2190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.575224 sec): 2 clusters Score: Raw -91442.495508 + Penalty 319.077393 = -91123.418116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.579263 sec): 3 clusters Score: Raw -90005.692806 + Penalty 655.631489 = -89350.061317 nChanged 975 SP:Iteration 1F (16.583215 sec): 3 clusters Score: Raw -90685.848779 + Penalty 710.706889 = -89975.141891 nChanged 374 SP:Iteration 2F (16.587276 sec): 3 clusters Score: Raw -91048.617839 + Penalty 793.742660 = -90254.875179 nChanged 244 SP:Iteration 3F (16.591188 sec): 3 clusters Score: Raw -91302.421600 + Penalty 876.933508 = -90425.488092 nChanged 141 SP:Iteration 4F (16.595136 sec): 3 clusters Score: Raw -91462.265372 + Penalty 959.259072 = -90503.006299 nChanged 95 SP:Iteration 5Q (16.598914 sec): 3 clusters Score: Raw -91564.014960 + Penalty 970.099726 = -90593.915234 nChanged 27 SP:Iteration 6Q (16.602282 sec): 3 clusters Score: Raw -91574.622815 + Penalty 990.490057 = -90584.132758 nChanged 9 SP:Iteration 7F (16.606355 sec): 3 clusters Score: Raw -91579.609219 + Penalty 980.584110 = -90599.025109 nChanged 3 SP:Iteration 8Q (16.609689 sec): 3 clusters Score: Raw -91584.211911 + Penalty 980.584110 = -90603.627801 nChanged 0 SP:Iteration 9F (16.613844 sec): 3 clusters Score: Raw -91584.211911 + Penalty 980.584110 = -90603.627801 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 9 (1165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.619183 sec): 2 clusters Score: Raw -54070.526946 + Penalty 501.174121 = -53569.352825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.621397 sec): 3 clusters Score: Raw -53290.654269 + Penalty 1001.007560 = -52289.646709 nChanged 460 SP:Iteration 1F (16.623575 sec): 3 clusters Score: Raw -53744.678414 + Penalty 1002.853465 = -52741.824949 nChanged 169 SP:Iteration 2F (16.625750 sec): 3 clusters Score: Raw -54010.085159 + Penalty 1004.710308 = -53005.374851 nChanged 114 SP:Iteration 3F (16.627927 sec): 3 clusters Score: Raw -54255.854438 + Penalty 1004.096684 = -53251.757755 nChanged 62 SP:Iteration 4F (16.630099 sec): 3 clusters Score: Raw -54339.970098 + Penalty 1003.164611 = -53336.805488 nChanged 35 SP:Iteration 5Q (16.632155 sec): 3 clusters Score: Raw -54381.437506 + Penalty 1001.640528 = -53379.796979 nChanged 24 SP:Iteration 6Q (16.634199 sec): 3 clusters Score: Raw -54420.358086 + Penalty 1000.154492 = -53420.203594 nChanged 21 SP:Iteration 7Q (16.636218 sec): 3 clusters Score: Raw -54447.063043 + Penalty 998.668383 = -53448.394660 nChanged 19 SP:Iteration 8Q (16.638223 sec): 3 clusters Score: Raw -54462.783025 + Penalty 997.833953 = -53464.949072 nChanged 10 SP:Iteration 9Q (16.640212 sec): 3 clusters Score: Raw -54466.066076 + Penalty 997.396350 = -53468.669725 nChanged 7 SP:Iteration 10F (16.642381 sec): 3 clusters Score: Raw -54467.522920 + Penalty 996.932366 = -53470.590554 nChanged 5 SP:Iteration 11Q (16.644415 sec): 3 clusters Score: Raw -54470.251664 + Penalty 996.314611 = -53473.937052 nChanged 5 SP:Iteration 12Q (16.646435 sec): 3 clusters Score: Raw -54472.918336 + Penalty 995.747145 = -53477.171190 nChanged 5 SP:Iteration 13Q (16.648463 sec): 3 clusters Score: Raw -54474.433573 + Penalty 995.099861 = -53479.333711 nChanged 3 SP:Iteration 14Q (16.650474 sec): 3 clusters Score: Raw -54475.493160 + Penalty 994.942279 = -53480.550881 nChanged 1 SP:Iteration 15Q (16.652495 sec): 3 clusters Score: Raw -54475.850922 + Penalty 994.942279 = -53480.908642 nChanged 0 SP:Iteration 16F (16.654725 sec): 3 clusters Score: Raw -54475.850922 + Penalty 994.942279 = -53480.908642 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 13 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.659138 sec): 2 clusters Score: Raw -42741.797747 + Penalty 444.784040 = -42297.013707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.660940 sec): 3 clusters Score: Raw -42005.028103 + Penalty 891.882958 = -41113.145144 nChanged 367 SP:Iteration 1F (16.662701 sec): 3 clusters Score: Raw -42322.165255 + Penalty 903.054079 = -41419.111177 nChanged 140 SP:Iteration 2F (16.664460 sec): 3 clusters Score: Raw -42491.070903 + Penalty 921.446257 = -41569.624646 nChanged 115 SP:Iteration 3F (16.666221 sec): 3 clusters Score: Raw -42673.470322 + Penalty 946.016681 = -41727.453642 nChanged 84 SP:Iteration 4F (16.667979 sec): 3 clusters Score: Raw -42794.822719 + Penalty 965.110437 = -41829.712282 nChanged 60 SP:Iteration 5F (16.669738 sec): 3 clusters Score: Raw -42848.124250 + Penalty 988.964615 = -41859.159635 nChanged 34 SP:Iteration 6Q (16.671451 sec): 3 clusters Score: Raw -42859.693497 + Penalty 1002.729758 = -41856.963739 nChanged 21 SP:Iteration 7F (16.673206 sec): 3 clusters Score: Raw -42865.225062 + Penalty 1018.834184 = -41846.390878 nChanged 18 SP:Iteration 8F (16.674971 sec): 3 clusters Score: Raw -42868.964599 + Penalty 1040.896322 = -41828.068276 nChanged 19 SP:Iteration 9F (16.676762 sec): 3 clusters Score: Raw -42873.228209 + Penalty 1070.217445 = -41803.010764 nChanged 19 SP:Iteration 10F (16.678519 sec): 3 clusters Score: Raw -42882.535204 + Penalty 1098.204278 = -41784.330926 nChanged 14 SP:Iteration 11F (16.680276 sec): 3 clusters Score: Raw -42886.269222 + Penalty 1126.563941 = -41759.705282 nChanged 13 SP:Iteration 12F (16.682026 sec): 3 clusters Score: Raw -42888.944498 + Penalty 1146.157854 = -41742.786644 nChanged 7 SP:Iteration 13F (16.683777 sec): 3 clusters Score: Raw -42888.081926 + Penalty 1155.219510 = -41732.862416 nChanged 4 SP:Iteration 14F (16.685530 sec): 3 clusters Score: Raw -42885.188719 + Penalty 1159.296749 = -41725.891971 nChanged 3 SP:Iteration 15F (16.687317 sec): 3 clusters Score: Raw -42882.502075 + Penalty 1162.527265 = -41719.974810 nChanged 1 SP:Iteration 16F (16.689101 sec): 3 clusters Score: Raw -42882.018609 + Penalty 1162.962781 = -41719.055828 nChanged 2 SP:Iteration 17F (16.690886 sec): 3 clusters Score: Raw -42880.927577 + Penalty 1158.992783 = -41721.934793 nChanged 4 SP:Iteration 18Q (16.692369 sec): 3 clusters Score: Raw -42877.822315 + Penalty 1147.242697 = -41730.579617 nChanged 4 SP:Iteration 19Q (16.693846 sec): 3 clusters Score: Raw -42875.460045 + Penalty 1152.731940 = -41722.728105 nChanged 5 SP:Iteration 20F (16.695633 sec): 3 clusters Score: Raw -42874.824386 + Penalty 1146.332263 = -41728.492123 nChanged 4 SP:Iteration 21Q (16.697135 sec): 3 clusters Score: Raw -42872.942570 + Penalty 1142.695832 = -41730.246738 nChanged 1 SP:Iteration 22Q (16.698626 sec): 3 clusters Score: Raw -42871.815328 + Penalty 1142.695832 = -41729.119496 nChanged 0 SP:Iteration 23F (16.700421 sec): 3 clusters Score: Raw -42871.815328 + Penalty 1142.695832 = -41729.119496 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 14 (677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.705112 sec): 2 clusters Score: Raw -25579.449201 + Penalty 224.923700 = -25354.525501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.706532 sec): 3 clusters Score: Raw -25182.749002 + Penalty 475.212571 = -24707.536431 nChanged 283 SP:Iteration 1F (16.707911 sec): 3 clusters Score: Raw -25446.616774 + Penalty 493.253341 = -24953.363433 nChanged 100 SP:Iteration 2F (16.709298 sec): 3 clusters Score: Raw -25543.158170 + Penalty 515.180004 = -25027.978166 nChanged 38 SP:Iteration 3F (16.710698 sec): 3 clusters Score: Raw -25586.740777 + Penalty 525.341937 = -25061.398840 nChanged 24 SP:Iteration 4Q (16.712062 sec): 3 clusters Score: Raw -25625.389303 + Penalty 516.878869 = -25108.510434 nChanged 12 SP:Iteration 5Q (16.713294 sec): 3 clusters Score: Raw -25637.179236 + Penalty 520.957741 = -25116.221495 nChanged 4 SP:Iteration 6Q (16.714479 sec): 3 clusters Score: Raw -25638.412337 + Penalty 522.502695 = -25115.909643 nChanged 2 SP:Iteration 7F (16.715852 sec): 3 clusters Score: Raw -25638.764079 + Penalty 521.256682 = -25117.507397 nChanged 2 SP:Iteration 8Q (16.717008 sec): 3 clusters Score: Raw -25638.894130 + Penalty 522.961191 = -25115.932939 nChanged 1 SP:Iteration 9F (16.718380 sec): 3 clusters Score: Raw -25639.063754 + Penalty 522.961191 = -25116.102563 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 16 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.720528 sec): 2 clusters Score: Raw -22943.359088 + Penalty 209.556775 = -22733.802313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.721827 sec): 3 clusters Score: Raw -22578.530184 + Penalty 438.020345 = -22140.509838 nChanged 266 SP:Iteration 1F (16.723100 sec): 3 clusters Score: Raw -22797.747569 + Penalty 445.682356 = -22352.065212 nChanged 51 SP:Iteration 2F (16.724349 sec): 3 clusters Score: Raw -22831.706845 + Penalty 454.925886 = -22376.780959 nChanged 33 SP:Iteration 3F (16.725602 sec): 3 clusters Score: Raw -22850.649204 + Penalty 464.503331 = -22386.145873 nChanged 31 SP:Iteration 4Q (16.726912 sec): 3 clusters Score: Raw -22875.619128 + Penalty 482.475108 = -22393.144020 nChanged 44 SP:Iteration 5F (16.728189 sec): 3 clusters Score: Raw -22922.934875 + Penalty 502.616469 = -22420.318406 nChanged 35 SP:Iteration 6F (16.729460 sec): 3 clusters Score: Raw -22952.456733 + Penalty 507.294233 = -22445.162500 nChanged 17 SP:Iteration 7Q (16.730707 sec): 3 clusters Score: Raw -22963.823713 + Penalty 518.181601 = -22445.642112 nChanged 14 SP:Iteration 8Q (16.731917 sec): 3 clusters Score: Raw -22972.081381 + Penalty 532.235693 = -22439.845687 nChanged 10 SP:Iteration 9F (16.733188 sec): 3 clusters Score: Raw -22975.600916 + Penalty 536.853726 = -22438.747190 nChanged 4 SP:Iteration 10F (16.734462 sec): 3 clusters Score: Raw -22976.893913 + Penalty 538.055051 = -22438.838863 nChanged 5 SP:Iteration 11Q (16.735637 sec): 3 clusters Score: Raw -22979.648456 + Penalty 539.005375 = -22440.643081 nChanged 7 SP:Iteration 12Q (16.736821 sec): 3 clusters Score: Raw -22982.006951 + Penalty 545.851222 = -22436.155730 nChanged 4 SP:Iteration 13F (16.738115 sec): 3 clusters Score: Raw -22984.218672 + Penalty 557.705149 = -22426.513524 nChanged 5 SP:Iteration 14F (16.739416 sec): 3 clusters Score: Raw -22986.575871 + Penalty 573.783570 = -22412.792301 nChanged 6 SP:Iteration 15F (16.740720 sec): 3 clusters Score: Raw -22990.469965 + Penalty 576.260721 = -22414.209245 nChanged 5 SP:Iteration 16Q (16.741868 sec): 3 clusters Score: Raw -22992.702976 + Penalty 581.841124 = -22410.861852 nChanged 6 SP:Iteration 17F (16.743162 sec): 3 clusters Score: Raw -22996.909603 + Penalty 587.047517 = -22409.862087 nChanged 2 SP:Iteration 18F (16.744458 sec): 3 clusters Score: Raw -22998.701959 + Penalty 595.219059 = -22403.482901 nChanged 1 SP:Iteration 19F (16.745768 sec): 3 clusters Score: Raw -23000.059705 + Penalty 597.873973 = -22402.185732 nChanged 3 SP:Iteration 20F (16.747084 sec): 3 clusters Score: Raw -23003.660383 + Penalty 595.847709 = -22407.812675 nChanged 1 SP:Iteration 21Q (16.748196 sec): 3 clusters Score: Raw -23003.810577 + Penalty 598.364098 = -22405.446479 nChanged 1 SP:Iteration 22F (16.749516 sec): 3 clusters Score: Raw -23004.920398 + Penalty 609.204877 = -22395.715520 nChanged 1 SP:Iteration 23F (16.750846 sec): 3 clusters Score: Raw -23005.938374 + Penalty 614.858235 = -22391.080138 nChanged 1 SP:Iteration 24F (16.752161 sec): 3 clusters Score: Raw -23006.910034 + Penalty 614.858235 = -22392.051799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 17 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.753354 sec): 2 clusters Score: Raw -8237.934100 + Penalty 193.687509 = -8044.246591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.754068 sec): 3 clusters Score: Raw -8146.503784 + Penalty 478.199673 = -7668.304111 nChanged 101 SP:Iteration 1F (16.754753 sec): 3 clusters Score: Raw -8352.977317 + Penalty 534.856338 = -7818.120979 nChanged 26 SP:Iteration 2F (16.755475 sec): 3 clusters Score: Raw -8409.828086 + Penalty 546.726287 = -7863.101799 nChanged 7 SP:Iteration 3Q (16.756123 sec): 3 clusters Score: Raw -8423.763147 + Penalty 543.538029 = -7880.225118 nChanged 3 SP:Iteration 4Q (16.756757 sec): 3 clusters Score: Raw -8426.871643 + Penalty 540.830169 = -7886.041474 nChanged 1 SP:Iteration 5Q (16.757387 sec): 3 clusters Score: Raw -8428.470972 + Penalty 540.830169 = -7887.640803 nChanged 0 SP:Iteration 6F (16.758069 sec): 3 clusters Score: Raw -8428.470972 + Penalty 540.830169 = -7887.640803 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 18 (1005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.761561 sec): 2 clusters Score: Raw -36938.354973 + Penalty 212.818040 = -36725.536933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.763506 sec): 3 clusters Score: Raw -36318.039148 + Penalty 436.528037 = -35881.511111 nChanged 438 SP:Iteration 1F (16.765447 sec): 3 clusters Score: Raw -36547.739562 + Penalty 454.855006 = -36092.884556 nChanged 130 SP:Iteration 2F (16.767362 sec): 3 clusters Score: Raw -36650.830485 + Penalty 494.875429 = -36155.955056 nChanged 114 SP:Iteration 3F (16.769425 sec): 3 clusters Score: Raw -36775.233116 + Penalty 554.495912 = -36220.737204 nChanged 84 SP:Iteration 4F (16.771474 sec): 3 clusters Score: Raw -36871.631567 + Penalty 630.005043 = -36241.626524 nChanged 49 SP:Iteration 5Q (16.773247 sec): 3 clusters Score: Raw -36923.037056 + Penalty 697.697033 = -36225.340023 nChanged 21 SP:Iteration 6F (16.775210 sec): 3 clusters Score: Raw -36946.430913 + Penalty 719.931495 = -36226.499417 nChanged 11 SP:Iteration 7Q (16.776827 sec): 3 clusters Score: Raw -36956.688873 + Penalty 736.721048 = -36219.967825 nChanged 3 SP:Iteration 8F (16.778782 sec): 3 clusters Score: Raw -36958.009783 + Penalty 731.356983 = -36226.652800 nChanged 1 SP:Iteration 9Q (16.780618 sec): 3 clusters Score: Raw -36958.840997 + Penalty 731.356983 = -36227.484015 nChanged 0 SP:Iteration 10F (16.782571 sec): 3 clusters Score: Raw -36958.840997 + Penalty 731.356983 = -36227.484015 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 19 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.784193 sec): 2 clusters Score: Raw -14424.546866 + Penalty 531.086171 = -13893.460695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.784981 sec): 3 clusters Score: Raw -14140.114297 + Penalty 1099.411020 = -13040.703277 nChanged 94 SP:Iteration 1F (16.785727 sec): 3 clusters Score: Raw -14320.484600 + Penalty 1203.634185 = -13116.850414 nChanged 50 SP:Iteration 2F (16.786476 sec): 3 clusters Score: Raw -14423.067876 + Penalty 1222.056411 = -13201.011466 nChanged 11 SP:Iteration 3Q (16.787105 sec): 3 clusters Score: Raw -14452.614428 + Penalty 1202.610946 = -13250.003482 nChanged 1 SP:Iteration 4Q (16.787726 sec): 3 clusters Score: Raw -14453.314525 + Penalty 1204.439004 = -13248.875521 nChanged 1 SP:Iteration 5F (16.788473 sec): 3 clusters Score: Raw -14455.353647 + Penalty 1204.439004 = -13250.914643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 29 (369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.790551 sec): 2 clusters Score: Raw -14018.984746 + Penalty 387.012543 = -13631.972202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.791410 sec): 3 clusters Score: Raw -13787.489249 + Penalty 791.889619 = -12995.599630 nChanged 128 SP:Iteration 1F (16.792268 sec): 3 clusters Score: Raw -13929.993394 + Penalty 833.093219 = -13096.900175 nChanged 52 SP:Iteration 2F (16.793106 sec): 3 clusters Score: Raw -14008.002147 + Penalty 873.012089 = -13134.990059 nChanged 37 SP:Iteration 3F (16.793955 sec): 3 clusters Score: Raw -14053.838858 + Penalty 912.608418 = -13141.230440 nChanged 25 SP:Iteration 4F (16.794803 sec): 3 clusters Score: Raw -14083.394900 + Penalty 938.866311 = -13144.528589 nChanged 7 SP:Iteration 5Q (16.795616 sec): 3 clusters Score: Raw -14092.017162 + Penalty 957.383286 = -13134.633876 nChanged 4 SP:Iteration 6F (16.796481 sec): 3 clusters Score: Raw -14099.967358 + Penalty 967.916618 = -13132.050739 nChanged 4 SP:Iteration 7F (16.797342 sec): 3 clusters Score: Raw -14108.603837 + Penalty 967.916618 = -13140.687218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 43 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.798360 sec): 2 clusters Score: Raw -8807.001491 + Penalty 529.219888 = -8277.781603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.798907 sec): 3 clusters Score: Raw -8577.264189 + Penalty 1051.137655 = -7526.126534 nChanged 52 SP:Iteration 1F (16.799445 sec): 3 clusters Score: Raw -8640.411703 + Penalty 1043.141940 = -7597.269763 nChanged 16 SP:Iteration 2F (16.800012 sec): 3 clusters Score: Raw -8657.057381 + Penalty 1040.585109 = -7616.472271 nChanged 7 SP:Iteration 3Q (16.800536 sec): 3 clusters Score: Raw -8669.409648 + Penalty 1035.881829 = -7633.527819 nChanged 23 SP:Iteration 4F (16.801073 sec): 3 clusters Score: Raw -8733.089484 + Penalty 1057.352745 = -7675.736739 nChanged 26 SP:Iteration 5F (16.801611 sec): 3 clusters Score: Raw -8798.337883 + Penalty 1117.905258 = -7680.432625 nChanged 11 SP:Iteration 6F (16.802229 sec): 3 clusters Score: Raw -8835.418023 + Penalty 1145.921799 = -7689.496224 nChanged 1 SP:Iteration 7Q (16.802695 sec): 3 clusters Score: Raw -8841.609330 + Penalty 1145.921799 = -7695.687531 nChanged 0 SP:Iteration 8F (16.803245 sec): 3 clusters Score: Raw -8841.609330 + Penalty 1145.921799 = -7695.687531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 48 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.804257 sec): 2 clusters Score: Raw -8123.926067 + Penalty 386.022865 = -7737.903202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.804856 sec): 3 clusters Score: Raw -7973.868564 + Penalty 772.863977 = -7201.004587 nChanged 54 SP:Iteration 1F (16.805446 sec): 3 clusters Score: Raw -8034.133925 + Penalty 777.469886 = -7256.664039 nChanged 22 SP:Iteration 2F (16.806023 sec): 3 clusters Score: Raw -8064.476231 + Penalty 788.341420 = -7276.134812 nChanged 14 SP:Iteration 3F (16.806617 sec): 3 clusters Score: Raw -8090.677763 + Penalty 791.761000 = -7298.916763 nChanged 11 SP:Iteration 4F (16.807196 sec): 3 clusters Score: Raw -8104.470955 + Penalty 793.821689 = -7310.649266 nChanged 8 SP:Iteration 5Q (16.807749 sec): 3 clusters Score: Raw -8117.764595 + Penalty 791.796684 = -7325.967911 nChanged 3 SP:Iteration 6Q (16.808315 sec): 3 clusters Score: Raw -8120.415922 + Penalty 794.012895 = -7326.403027 nChanged 6 SP:Iteration 7Q (16.808873 sec): 3 clusters Score: Raw -8126.454606 + Penalty 793.943601 = -7332.511005 nChanged 5 SP:Iteration 8Q (16.809428 sec): 3 clusters Score: Raw -8132.666327 + Penalty 805.316458 = -7327.349868 nChanged 8 SP:Iteration 9F (16.810020 sec): 3 clusters Score: Raw -8143.907465 + Penalty 814.749167 = -7329.158299 nChanged 7 SP:Iteration 10F (16.810612 sec): 3 clusters Score: Raw -8156.646242 + Penalty 814.597062 = -7342.049180 nChanged 6 SP:Iteration 11Q (16.811140 sec): 3 clusters Score: Raw -8165.816874 + Penalty 811.472344 = -7354.344530 nChanged 1 SP:Iteration 12Q (16.811641 sec): 3 clusters Score: Raw -8166.214628 + Penalty 804.562583 = -7361.652045 nChanged 1 SP:Iteration 13Q (16.812169 sec): 3 clusters Score: Raw -8169.112719 + Penalty 804.562583 = -7364.550136 nChanged 0 SP:Iteration 14F (16.812757 sec): 3 clusters Score: Raw -8169.112719 + Penalty 804.562583 = -7364.550136 nChanged 0 Iteration 106F (17.020169 sec): 18 clusters Score: Raw -806127.348218 + Penalty 10160.520652 = -795966.827566 nChanged 57 Iteration 107Q (17.079597 sec): 18 clusters Score: Raw -806136.123379 + Penalty 10161.399185 = -795974.724194 nChanged 15 Iteration 108Q (17.139399 sec): 18 clusters Score: Raw -806137.309003 + Penalty 10161.305175 = -795976.003828 nChanged 4 Iteration 109Q (17.201079 sec): 18 clusters Score: Raw -806136.622112 + Penalty 10161.301450 = -795975.320661 nChanged 2 Iteration 110F (17.400886 sec): 18 clusters Score: Raw -806136.639382 + Penalty 10161.464713 = -795975.174669 nChanged 1 Iteration 111F (17.595154 sec): 18 clusters Score: Raw -806136.840774 + Penalty 10162.132219 = -795974.708554 nChanged 2 Iteration 112F (17.789555 sec): 18 clusters Score: Raw -806139.449817 + Penalty 10162.399987 = -795977.049830 nChanged 1 Iteration 113Q (17.849439 sec): 18 clusters Score: Raw -806139.569238 + Penalty 10162.399987 = -795977.169251 nChanged 0 Iteration 114F (18.041640 sec): 18 clusters Score: Raw -806139.569238 + Penalty 10162.399987 = -795977.169251 nChanged 0 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.20 GB. Compute initial score before splitting: Score: Raw -806139.569238 + Penalty 10162.399987 = -795977.169251Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 1 (2616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.094695 sec): 2 clusters Score: Raw -110600.475410 + Penalty 269.907664 = -110330.567746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.100311 sec): 3 clusters Score: Raw -108863.910844 + Penalty 541.424287 = -108322.486557 nChanged 1180 SP:Iteration 1F (18.105910 sec): 3 clusters Score: Raw -109880.359547 + Penalty 540.538860 = -109339.820687 nChanged 402 SP:Iteration 2F (18.111417 sec): 3 clusters Score: Raw -110216.107550 + Penalty 532.054802 = -109684.052748 nChanged 218 SP:Iteration 3F (18.117076 sec): 3 clusters Score: Raw -110350.527390 + Penalty 512.479252 = -109838.048138 nChanged 117 SP:Iteration 4Q (18.122526 sec): 3 clusters Score: Raw -110445.018794 + Penalty 495.387410 = -109949.631384 nChanged 93 SP:Iteration 5Q (18.127893 sec): 3 clusters Score: Raw -110522.219082 + Penalty 471.756746 = -110050.462336 nChanged 50 SP:Iteration 6Q (18.132853 sec): 3 clusters Score: Raw -110571.728127 + Penalty 539.593366 = -110032.134761 nChanged 26 SP:Iteration 7F (18.138423 sec): 3 clusters Score: Raw -110594.302779 + Penalty 488.734440 = -110105.568339 nChanged 4 SP:Iteration 8Q (18.142841 sec): 3 clusters Score: Raw -110597.847474 + Penalty 557.427679 = -110040.419795 nChanged 1 SP:Iteration 9F (18.147941 sec): 3 clusters Score: Raw -110598.363488 + Penalty 269.907664 = -110328.455824 nChanged 1 SP:Iteration 10F (18.152224 sec): 2 clusters Score: Raw -110600.475410 + Penalty 269.907664 = -110330.567746 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 2 (2577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.161054 sec): 2 clusters Score: Raw -107185.695976 + Penalty 253.543201 = -106932.152775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.166653 sec): 3 clusters Score: Raw -105555.442862 + Penalty 499.720120 = -105055.722742 nChanged 1166 SP:Iteration 1F (18.172149 sec): 3 clusters Score: Raw -106391.115638 + Penalty 498.251630 = -105892.864008 nChanged 242 SP:Iteration 2F (18.177675 sec): 3 clusters Score: Raw -106601.417766 + Penalty 499.466192 = -106101.951575 nChanged 201 SP:Iteration 3F (18.183364 sec): 3 clusters Score: Raw -106774.935160 + Penalty 501.983398 = -106272.951761 nChanged 159 SP:Iteration 4F (18.188735 sec): 3 clusters Score: Raw -106878.883597 + Penalty 507.046487 = -106371.837110 nChanged 122 SP:Iteration 5Q (18.194087 sec): 3 clusters Score: Raw -106945.259488 + Penalty 512.500731 = -106432.758757 nChanged 98 SP:Iteration 6Q (18.199396 sec): 3 clusters Score: Raw -106999.180561 + Penalty 518.734935 = -106480.445625 nChanged 87 SP:Iteration 7Q (18.204643 sec): 3 clusters Score: Raw -107043.449393 + Penalty 523.440461 = -106520.008932 nChanged 75 SP:Iteration 8Q (18.209691 sec): 3 clusters Score: Raw -107068.041386 + Penalty 527.859786 = -106540.181600 nChanged 49 SP:Iteration 9Q (18.214700 sec): 3 clusters Score: Raw -107083.490990 + Penalty 530.405323 = -106553.085667 nChanged 37 SP:Iteration 10F (18.220232 sec): 3 clusters Score: Raw -107088.219806 + Penalty 531.976243 = -106556.243563 nChanged 25 SP:Iteration 11Q (18.225215 sec): 3 clusters Score: Raw -107090.857340 + Penalty 533.044453 = -106557.812887 nChanged 22 SP:Iteration 12Q (18.230228 sec): 3 clusters Score: Raw -107092.739306 + Penalty 534.003229 = -106558.736077 nChanged 14 SP:Iteration 13Q (18.235589 sec): 3 clusters Score: Raw -107094.446685 + Penalty 535.511218 = -106558.935466 nChanged 18 SP:Iteration 14Q (18.240660 sec): 3 clusters Score: Raw -107095.942533 + Penalty 536.772708 = -106559.169825 nChanged 15 SP:Iteration 15Q (18.245702 sec): 3 clusters Score: Raw -107097.557732 + Penalty 537.539649 = -106560.018083 nChanged 11 SP:Iteration 16Q (18.250951 sec): 3 clusters Score: Raw -107098.946148 + Penalty 539.255281 = -106559.690867 nChanged 17 SP:Iteration 17F (18.256096 sec): 3 clusters Score: Raw -107100.181592 + Penalty 540.447595 = -106559.733997 nChanged 11 SP:Iteration 18Q (18.261128 sec): 3 clusters Score: Raw -107100.908901 + Penalty 541.599620 = -106559.309280 nChanged 10 SP:Iteration 19F (18.266467 sec): 3 clusters Score: Raw -107101.154001 + Penalty 543.113529 = -106558.040472 nChanged 11 SP:Iteration 20F (18.271863 sec): 3 clusters Score: Raw -107101.694718 + Penalty 544.813669 = -106556.881049 nChanged 14 SP:Iteration 21F (18.277209 sec): 3 clusters Score: Raw -107103.233493 + Penalty 546.636402 = -106556.597091 nChanged 15 SP:Iteration 22F (18.282583 sec): 3 clusters Score: Raw -107105.877504 + Penalty 548.341961 = -106557.535544 nChanged 14 SP:Iteration 23Q (18.287535 sec): 3 clusters Score: Raw -107107.268767 + Penalty 550.182803 = -106557.085963 nChanged 14 SP:Iteration 24F (18.292762 sec): 3 clusters Score: Raw -107108.985450 + Penalty 552.259372 = -106556.726077 nChanged 17 SP:Iteration 25F (18.298209 sec): 3 clusters Score: Raw -107112.717175 + Penalty 554.883124 = -106557.834051 nChanged 19 SP:Iteration 26Q (18.303533 sec): 3 clusters Score: Raw -107116.419063 + Penalty 557.114477 = -106559.304586 nChanged 18 SP:Iteration 27Q (18.308611 sec): 3 clusters Score: Raw -107121.484253 + Penalty 559.481457 = -106562.002796 nChanged 16 SP:Iteration 28Q (18.313484 sec): 3 clusters Score: Raw -107124.314156 + Penalty 563.013394 = -106561.300762 nChanged 20 SP:Iteration 29F (18.318496 sec): 3 clusters Score: Raw -107128.371162 + Penalty 564.949162 = -106563.422000 nChanged 18 SP:Iteration 30F (18.323462 sec): 3 clusters Score: Raw -107130.949216 + Penalty 566.849686 = -106564.099530 nChanged 17 SP:Iteration 31Q (18.328212 sec): 3 clusters Score: Raw -107133.081098 + Penalty 569.389773 = -106563.691325 nChanged 16 SP:Iteration 32F (18.333494 sec): 3 clusters Score: Raw -107135.548190 + Penalty 572.086492 = -106563.461698 nChanged 24 SP:Iteration 33F (18.338892 sec): 3 clusters Score: Raw -107140.257292 + Penalty 575.634513 = -106564.622779 nChanged 30 SP:Iteration 34Q (18.344063 sec): 3 clusters Score: Raw -107148.957877 + Penalty 579.420000 = -106569.537877 nChanged 28 SP:Iteration 35Q (18.349066 sec): 3 clusters Score: Raw -107157.918423 + Penalty 582.842471 = -106575.075952 nChanged 24 SP:Iteration 36Q (18.353974 sec): 3 clusters Score: Raw -107162.997128 + Penalty 586.956513 = -106576.040616 nChanged 20 SP:Iteration 37Q (18.358823 sec): 3 clusters Score: Raw -107168.242559 + Penalty 592.417877 = -106575.824682 nChanged 24 SP:Iteration 38F (18.364017 sec): 3 clusters Score: Raw -107173.448401 + Penalty 595.439118 = -106578.009282 nChanged 18 SP:Iteration 39Q (18.368851 sec): 3 clusters Score: Raw -107178.449585 + Penalty 599.703181 = -106578.746404 nChanged 21 SP:Iteration 40F (18.374058 sec): 3 clusters Score: Raw -107187.389473 + Penalty 605.657045 = -106581.732427 nChanged 26 SP:Iteration 41Q (18.378766 sec): 3 clusters Score: Raw -107203.557998 + Penalty 611.157912 = -106592.400086 nChanged 32 SP:Iteration 42Q (18.383419 sec): 3 clusters Score: Raw -107222.243457 + Penalty 614.105599 = -106608.137858 nChanged 25 SP:Iteration 43Q (18.388012 sec): 3 clusters Score: Raw -107231.481538 + Penalty 618.742042 = -106612.739496 nChanged 27 SP:Iteration 44Q (18.392562 sec): 3 clusters Score: Raw -107238.262735 + Penalty 622.804086 = -106615.458649 nChanged 15 SP:Iteration 45Q (18.397065 sec): 3 clusters Score: Raw -107242.492173 + Penalty 624.651718 = -106617.840455 nChanged 12 SP:Iteration 46Q (18.401570 sec): 3 clusters Score: Raw -107243.443608 + Penalty 625.848444 = -106617.595164 nChanged 8 SP:Iteration 47F (18.406727 sec): 3 clusters Score: Raw -107245.197249 + Penalty 627.358278 = -106617.838971 nChanged 6 SP:Iteration 48Q (18.411188 sec): 3 clusters Score: Raw -107246.436232 + Penalty 628.735491 = -106617.700741 nChanged 4 SP:Iteration 49F (18.416393 sec): 3 clusters Score: Raw -107246.331767 + Penalty 629.319056 = -106617.012711 nChanged 3 SP:Iteration 50F (18.421608 sec): 3 clusters Score: Raw -107246.507990 + Penalty 628.958813 = -106617.549178 nChanged 3 SP:Iteration 51Q (18.426079 sec): 3 clusters Score: Raw -107246.046822 + Penalty 629.250326 = -106616.796496 nChanged 4 SP:Iteration 52F (18.431210 sec): 3 clusters Score: Raw -107245.540587 + Penalty 630.057350 = -106615.483237 nChanged 5 SP:Iteration 53F (18.436384 sec): 3 clusters Score: Raw -107245.219240 + Penalty 632.396820 = -106612.822420 nChanged 6 SP:Iteration 54F (18.441538 sec): 3 clusters Score: Raw -107244.989042 + Penalty 634.174704 = -106610.814338 nChanged 4 SP:Iteration 55F (18.446673 sec): 3 clusters Score: Raw -107244.786591 + Penalty 634.531485 = -106610.255105 nChanged 3 SP:Iteration 56F (18.451811 sec): 3 clusters Score: Raw -107244.233214 + Penalty 634.765781 = -106609.467433 nChanged 1 SP:Iteration 57F (18.456939 sec): 3 clusters Score: Raw -107244.004403 + Penalty 634.765781 = -106609.238622 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 3 (1189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.463943 sec): 2 clusters Score: Raw -46985.014660 + Penalty 251.494188 = -46733.520472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.466536 sec): 3 clusters Score: Raw -46187.851471 + Penalty 528.050788 = -45659.800683 nChanged 523 SP:Iteration 1F (18.469012 sec): 3 clusters Score: Raw -46795.300659 + Penalty 549.101790 = -46246.198869 nChanged 176 SP:Iteration 2F (18.471435 sec): 3 clusters Score: Raw -46945.649916 + Penalty 551.414592 = -46394.235324 nChanged 69 SP:Iteration 3F (18.473846 sec): 3 clusters Score: Raw -47008.606935 + Penalty 549.362259 = -46459.244675 nChanged 35 SP:Iteration 4Q (18.476209 sec): 3 clusters Score: Raw -47033.517234 + Penalty 548.226100 = -46485.291134 nChanged 18 SP:Iteration 5Q (18.478493 sec): 3 clusters Score: Raw -47040.384460 + Penalty 549.168847 = -46491.215612 nChanged 9 SP:Iteration 6Q (18.480690 sec): 3 clusters Score: Raw -47045.306533 + Penalty 546.812790 = -46498.493743 nChanged 5 SP:Iteration 7Q (18.482839 sec): 3 clusters Score: Raw -47050.339679 + Penalty 545.174909 = -46505.164770 nChanged 3 SP:Iteration 8Q (18.484956 sec): 3 clusters Score: Raw -47052.745898 + Penalty 544.095791 = -46508.650108 nChanged 1 SP:Iteration 9Q (18.487044 sec): 3 clusters Score: Raw -47058.431589 + Penalty 545.477287 = -46512.954301 nChanged 2 SP:Iteration 10F (18.489449 sec): 3 clusters Score: Raw -47057.780214 + Penalty 545.477287 = -46512.302927 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 5 (1112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.494578 sec): 2 clusters Score: Raw -41360.413128 + Penalty 181.353264 = -41179.059864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.496901 sec): 3 clusters Score: Raw -40668.943104 + Penalty 354.529414 = -40314.413690 nChanged 489 SP:Iteration 1F (18.499207 sec): 3 clusters Score: Raw -41031.277042 + Penalty 347.663400 = -40683.613641 nChanged 138 SP:Iteration 2F (18.501584 sec): 3 clusters Score: Raw -41127.389418 + Penalty 342.259072 = -40785.130346 nChanged 71 SP:Iteration 3F (18.503896 sec): 3 clusters Score: Raw -41172.457941 + Penalty 334.710342 = -40837.747599 nChanged 53 SP:Iteration 4Q (18.506148 sec): 3 clusters Score: Raw -41208.470165 + Penalty 329.527933 = -40878.942232 nChanged 45 SP:Iteration 5Q (18.508368 sec): 3 clusters Score: Raw -41241.675181 + Penalty 324.840004 = -40916.835177 nChanged 54 SP:Iteration 6Q (18.510554 sec): 3 clusters Score: Raw -41281.949059 + Penalty 320.107972 = -40961.841086 nChanged 36 SP:Iteration 7Q (18.512673 sec): 3 clusters Score: Raw -41306.591960 + Penalty 313.508211 = -40993.083749 nChanged 31 SP:Iteration 8Q (18.514724 sec): 3 clusters Score: Raw -41326.539465 + Penalty 316.996000 = -41009.543465 nChanged 16 SP:Iteration 9Q (18.516706 sec): 3 clusters Score: Raw -41337.198420 + Penalty 317.391024 = -41019.807397 nChanged 17 SP:Iteration 10F (18.518998 sec): 3 clusters Score: Raw -41347.336709 + Penalty 321.260143 = -41026.076566 nChanged 11 SP:Iteration 11Q (18.520901 sec): 3 clusters Score: Raw -41353.539792 + Penalty 311.475400 = -41042.064392 nChanged 9 SP:Iteration 12Q (18.522782 sec): 3 clusters Score: Raw -41358.848583 + Penalty 306.917648 = -41051.930935 nChanged 4 SP:Iteration 13Q (18.524643 sec): 3 clusters Score: Raw -41361.719833 + Penalty 308.820225 = -41052.899608 nChanged 2 SP:Iteration 14Q (18.526480 sec): 3 clusters Score: Raw -41362.191967 + Penalty 309.916851 = -41052.275117 nChanged 1 SP:Iteration 15F (18.528735 sec): 3 clusters Score: Raw -41362.037195 + Penalty 311.370747 = -41050.666448 nChanged 1 SP:Iteration 16F (18.531001 sec): 3 clusters Score: Raw -41363.772465 + Penalty 313.071452 = -41050.701013 nChanged 1 SP:Iteration 17Q (18.532935 sec): 3 clusters Score: Raw -41363.884622 + Penalty 314.720860 = -41049.163763 nChanged 1 SP:Iteration 18F (18.535237 sec): 3 clusters Score: Raw -41364.094126 + Penalty 316.728299 = -41047.365827 nChanged 1 SP:Iteration 19F (18.537500 sec): 3 clusters Score: Raw -41364.577467 + Penalty 318.473977 = -41046.103491 nChanged 1 SP:Iteration 20F (18.539762 sec): 3 clusters Score: Raw -41364.339968 + Penalty 318.473977 = -41045.865992 nChanged 0 Memory request: 0.03 GB would take us to total of 0.22 GB. Trying to split cluster 6 (5109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.564475 sec): 2 clusters Score: Raw -212961.673076 + Penalty 253.423254 = -212708.249822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.574659 sec): 3 clusters Score: Raw -209576.954600 + Penalty 508.815461 = -209068.139140 nChanged 2445 SP:Iteration 1F (18.584671 sec): 3 clusters Score: Raw -211079.163262 + Penalty 510.063245 = -210569.100017 nChanged 557 SP:Iteration 2F (18.594681 sec): 3 clusters Score: Raw -211321.496217 + Penalty 511.537229 = -210809.958987 nChanged 360 SP:Iteration 3F (18.604699 sec): 3 clusters Score: Raw -211492.758076 + Penalty 513.968369 = -210978.789707 nChanged 343 SP:Iteration 4F (18.614677 sec): 3 clusters Score: Raw -211691.125856 + Penalty 516.882443 = -211174.243412 nChanged 377 SP:Iteration 5F (18.624661 sec): 3 clusters Score: Raw -211980.874606 + Penalty 515.733085 = -211465.141520 nChanged 395 SP:Iteration 6F (18.634677 sec): 3 clusters Score: Raw -212364.134417 + Penalty 511.427857 = -211852.706560 nChanged 323 SP:Iteration 7F (18.644625 sec): 3 clusters Score: Raw -212709.420401 + Penalty 504.775298 = -212204.645103 nChanged 167 SP:Iteration 8Q (18.654533 sec): 3 clusters Score: Raw -212852.996202 + Penalty 483.247314 = -212369.748887 nChanged 76 SP:Iteration 9Q (18.663293 sec): 3 clusters Score: Raw -212904.847060 + Penalty 452.276803 = -212452.570257 nChanged 40 SP:Iteration 10F (18.673266 sec): 3 clusters Score: Raw -212933.980701 + Penalty 492.371103 = -212441.609598 nChanged 26 SP:Iteration 11F (18.683202 sec): 3 clusters Score: Raw -212956.472011 + Penalty 619.269877 = -212337.202134 nChanged 14 SP:Iteration 12F (18.693136 sec): 3 clusters Score: Raw -212975.072050 + Penalty 606.745476 = -212368.326574 nChanged 1 SP:Iteration 13Q (18.700925 sec): 3 clusters Score: Raw -212973.850284 + Penalty 662.637824 = -212311.212461 nChanged 1 SP:Iteration 14F (18.710297 sec): 3 clusters Score: Raw -212977.176530 + Penalty 662.637824 = -212314.538707 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 7 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.716941 sec): 2 clusters Score: Raw -30963.993055 + Penalty 736.647660 = -30227.345396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.718302 sec): 3 clusters Score: Raw -30448.588884 + Penalty 1485.626767 = -28962.962118 nChanged 189 SP:Iteration 1F (18.719634 sec): 3 clusters Score: Raw -30766.217279 + Penalty 1515.702143 = -29250.515136 nChanged 83 SP:Iteration 2F (18.720968 sec): 3 clusters Score: Raw -30968.517251 + Penalty 1551.744343 = -29416.772908 nChanged 57 SP:Iteration 3F (18.722344 sec): 3 clusters Score: Raw -31071.032955 + Penalty 1593.383093 = -29477.649862 nChanged 34 SP:Iteration 4F (18.723679 sec): 3 clusters Score: Raw -31104.750219 + Penalty 1627.891353 = -29476.858866 nChanged 18 SP:Iteration 5F (18.725011 sec): 3 clusters Score: Raw -31123.868043 + Penalty 1676.495077 = -29447.372965 nChanged 19 SP:Iteration 6F (18.726344 sec): 3 clusters Score: Raw -31145.693518 + Penalty 1713.594936 = -29432.098581 nChanged 11 SP:Iteration 7F (18.727678 sec): 3 clusters Score: Raw -31171.679285 + Penalty 1737.852989 = -29433.826296 nChanged 5 SP:Iteration 8Q (18.728761 sec): 3 clusters Score: Raw -31192.512318 + Penalty 1740.455169 = -29452.057149 nChanged 1 SP:Iteration 9Q (18.729849 sec): 3 clusters Score: Raw -31195.547091 + Penalty 1742.495178 = -29453.051914 nChanged 2 SP:Iteration 10F (18.731187 sec): 3 clusters Score: Raw -31196.667456 + Penalty 1742.495178 = -29454.172279 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 8 (2190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.741729 sec): 2 clusters Score: Raw -91442.495508 + Penalty 319.077393 = -91123.418116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.746176 sec): 3 clusters Score: Raw -90016.976511 + Penalty 639.464660 = -89377.511851 nChanged 992 SP:Iteration 1F (18.750556 sec): 3 clusters Score: Raw -90673.738504 + Penalty 641.528594 = -90032.209910 nChanged 279 SP:Iteration 2F (18.754958 sec): 3 clusters Score: Raw -90872.816188 + Penalty 643.402702 = -90229.413486 nChanged 161 SP:Iteration 3F (18.759349 sec): 3 clusters Score: Raw -90975.219648 + Penalty 644.495671 = -90330.723977 nChanged 108 SP:Iteration 4Q (18.763726 sec): 3 clusters Score: Raw -91043.052618 + Penalty 646.148906 = -90396.903712 nChanged 98 SP:Iteration 5Q (18.768139 sec): 3 clusters Score: Raw -91087.192687 + Penalty 646.717194 = -90440.475493 nChanged 73 SP:Iteration 6Q (18.772504 sec): 3 clusters Score: Raw -91115.076220 + Penalty 646.018944 = -90469.057276 nChanged 55 SP:Iteration 7Q (18.776814 sec): 3 clusters Score: Raw -91129.120902 + Penalty 646.609471 = -90482.511432 nChanged 43 SP:Iteration 8Q (18.781093 sec): 3 clusters Score: Raw -91139.685909 + Penalty 647.248614 = -90492.437295 nChanged 50 SP:Iteration 9Q (18.785350 sec): 3 clusters Score: Raw -91157.318527 + Penalty 647.966387 = -90509.352141 nChanged 53 SP:Iteration 10F (18.789716 sec): 3 clusters Score: Raw -91169.232794 + Penalty 647.608623 = -90521.624171 nChanged 51 SP:Iteration 11Q (18.793932 sec): 3 clusters Score: Raw -91181.765730 + Penalty 649.447191 = -90532.318539 nChanged 61 SP:Iteration 12Q (18.798128 sec): 3 clusters Score: Raw -91200.433866 + Penalty 650.275503 = -90550.158363 nChanged 75 SP:Iteration 13Q (18.802350 sec): 3 clusters Score: Raw -91224.843292 + Penalty 657.195761 = -90567.647531 nChanged 61 SP:Iteration 14Q (18.806530 sec): 3 clusters Score: Raw -91245.213910 + Penalty 661.131301 = -90584.082608 nChanged 71 SP:Iteration 15Q (18.810652 sec): 3 clusters Score: Raw -91274.201625 + Penalty 664.225316 = -90609.976310 nChanged 75 SP:Iteration 16Q (18.814744 sec): 3 clusters Score: Raw -91320.357559 + Penalty 670.678969 = -90649.678590 nChanged 69 SP:Iteration 17Q (18.818792 sec): 3 clusters Score: Raw -91371.513490 + Penalty 679.809865 = -90691.703625 nChanged 63 SP:Iteration 18Q (18.822699 sec): 3 clusters Score: Raw -91422.617551 + Penalty 733.303806 = -90689.313745 nChanged 46 SP:Iteration 19F (18.827117 sec): 3 clusters Score: Raw -91465.101852 + Penalty 835.540324 = -90629.561528 nChanged 27 SP:Iteration 20F (18.831539 sec): 3 clusters Score: Raw -91490.204244 + Penalty 875.014387 = -90615.189856 nChanged 10 SP:Iteration 21F (18.835997 sec): 3 clusters Score: Raw -91495.783037 + Penalty 903.740321 = -90592.042717 nChanged 5 SP:Iteration 22F (18.840412 sec): 3 clusters Score: Raw -91499.334055 + Penalty 903.740321 = -90595.593734 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 9 (1165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.845621 sec): 2 clusters Score: Raw -54070.526946 + Penalty 501.174121 = -53569.352825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.848087 sec): 3 clusters Score: Raw -53291.027028 + Penalty 995.934569 = -52295.092459 nChanged 445 SP:Iteration 1F (18.850518 sec): 3 clusters Score: Raw -53603.933906 + Penalty 992.382149 = -52611.551757 nChanged 114 SP:Iteration 2F (18.852966 sec): 3 clusters Score: Raw -53725.842135 + Penalty 990.253854 = -52735.588281 nChanged 97 SP:Iteration 3F (18.855461 sec): 3 clusters Score: Raw -53879.305286 + Penalty 992.945278 = -52886.360008 nChanged 107 SP:Iteration 4F (18.857987 sec): 3 clusters Score: Raw -54045.451827 + Penalty 994.784946 = -53050.666881 nChanged 82 SP:Iteration 5F (18.860469 sec): 3 clusters Score: Raw -54244.162881 + Penalty 994.181171 = -53249.981710 nChanged 60 SP:Iteration 6F (18.862741 sec): 3 clusters Score: Raw -54402.516103 + Penalty 994.142573 = -53408.373530 nChanged 33 SP:Iteration 7Q (18.864762 sec): 3 clusters Score: Raw -54426.471774 + Penalty 994.818989 = -53431.652785 nChanged 8 SP:Iteration 8Q (18.866959 sec): 3 clusters Score: Raw -54429.251924 + Penalty 995.257453 = -53433.994471 nChanged 4 SP:Iteration 9Q (18.869166 sec): 3 clusters Score: Raw -54430.809056 + Penalty 995.257453 = -53435.551604 nChanged 0 SP:Iteration 10F (18.871418 sec): 3 clusters Score: Raw -54430.809056 + Penalty 995.257453 = -53435.551604 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 13 (915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.874759 sec): 2 clusters Score: Raw -42518.847666 + Penalty 445.103520 = -42073.744146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.876603 sec): 3 clusters Score: Raw -41789.626779 + Penalty 884.272622 = -40905.354157 nChanged 369 SP:Iteration 1F (18.878403 sec): 3 clusters Score: Raw -42165.121959 + Penalty 890.313106 = -41274.808853 nChanged 161 SP:Iteration 2F (18.880158 sec): 3 clusters Score: Raw -42422.706473 + Penalty 926.639934 = -41496.066540 nChanged 105 SP:Iteration 3F (18.881934 sec): 3 clusters Score: Raw -42551.142019 + Penalty 963.690516 = -41587.451503 nChanged 56 SP:Iteration 4F (18.883687 sec): 3 clusters Score: Raw -42592.135123 + Penalty 996.253431 = -41595.881692 nChanged 30 SP:Iteration 5Q (18.885338 sec): 3 clusters Score: Raw -42621.343135 + Penalty 1046.512384 = -41574.830750 nChanged 31 SP:Iteration 6F (18.887146 sec): 3 clusters Score: Raw -42655.824563 + Penalty 1091.503498 = -41564.321065 nChanged 17 SP:Iteration 7F (18.888933 sec): 3 clusters Score: Raw -42659.436750 + Penalty 1120.412041 = -41539.024709 nChanged 10 SP:Iteration 8F (18.890711 sec): 3 clusters Score: Raw -42660.777193 + Penalty 1129.011071 = -41531.766122 nChanged 7 SP:Iteration 9F (18.892465 sec): 3 clusters Score: Raw -42655.882639 + Penalty 1122.353958 = -41533.528680 nChanged 6 SP:Iteration 10F (18.894269 sec): 3 clusters Score: Raw -42655.792303 + Penalty 1134.835262 = -41520.957040 nChanged 6 SP:Iteration 11F (18.896051 sec): 3 clusters Score: Raw -42651.978975 + Penalty 1142.726120 = -41509.252855 nChanged 2 SP:Iteration 12F (18.897795 sec): 3 clusters Score: Raw -42650.068432 + Penalty 1148.424585 = -41501.643847 nChanged 2 SP:Iteration 13F (18.899714 sec): 3 clusters Score: Raw -42648.863847 + Penalty 1148.424585 = -41500.439261 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 14 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.904789 sec): 2 clusters Score: Raw -25608.133550 + Penalty 225.648675 = -25382.484875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.906167 sec): 3 clusters Score: Raw -25204.663569 + Penalty 468.650719 = -24736.012850 nChanged 264 SP:Iteration 1F (18.907558 sec): 3 clusters Score: Raw -25416.368470 + Penalty 486.183252 = -24930.185217 nChanged 107 SP:Iteration 2F (18.908966 sec): 3 clusters Score: Raw -25533.890821 + Penalty 528.069090 = -25005.821731 nChanged 49 SP:Iteration 3F (18.910347 sec): 3 clusters Score: Raw -25601.817910 + Penalty 543.033738 = -25058.784172 nChanged 20 SP:Iteration 4Q (18.911760 sec): 3 clusters Score: Raw -25638.139033 + Penalty 542.924596 = -25095.214437 nChanged 5 SP:Iteration 5Q (18.913071 sec): 3 clusters Score: Raw -25645.327206 + Penalty 540.204200 = -25105.123006 nChanged 4 SP:Iteration 6Q (18.914338 sec): 3 clusters Score: Raw -25650.649055 + Penalty 540.166291 = -25110.482764 nChanged 5 SP:Iteration 7Q (18.915580 sec): 3 clusters Score: Raw -25657.435930 + Penalty 540.658602 = -25116.777328 nChanged 3 SP:Iteration 8Q (18.916770 sec): 3 clusters Score: Raw -25659.312938 + Penalty 536.326985 = -25122.985953 nChanged 2 SP:Iteration 9Q (18.917937 sec): 3 clusters Score: Raw -25660.196202 + Penalty 540.693924 = -25119.502278 nChanged 1 SP:Iteration 10F (18.919306 sec): 3 clusters Score: Raw -25660.202849 + Penalty 540.693924 = -25119.508925 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 16 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.921485 sec): 2 clusters Score: Raw -22943.359088 + Penalty 209.556775 = -22733.802313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.922776 sec): 3 clusters Score: Raw -22593.939783 + Penalty 436.941406 = -22156.998377 nChanged 268 SP:Iteration 1F (18.924053 sec): 3 clusters Score: Raw -22844.410216 + Penalty 444.279537 = -22400.130678 nChanged 63 SP:Iteration 2F (18.925331 sec): 3 clusters Score: Raw -22911.185589 + Penalty 495.400740 = -22415.784850 nChanged 35 SP:Iteration 3F (18.926604 sec): 3 clusters Score: Raw -22957.633155 + Penalty 556.326853 = -22401.306302 nChanged 19 SP:Iteration 4F (18.927879 sec): 3 clusters Score: Raw -22987.290060 + Penalty 569.504478 = -22417.785581 nChanged 5 SP:Iteration 5Q (18.929088 sec): 3 clusters Score: Raw -22995.482107 + Penalty 594.254468 = -22401.227639 nChanged 3 SP:Iteration 6F (18.930344 sec): 3 clusters Score: Raw -23001.342378 + Penalty 594.254468 = -22407.087909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 17 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.932193 sec): 2 clusters Score: Raw -8306.184775 + Penalty 196.500961 = -8109.683814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.932936 sec): 3 clusters Score: Raw -8203.615900 + Penalty 404.338118 = -7799.277782 nChanged 98 SP:Iteration 1F (18.933658 sec): 3 clusters Score: Raw -8321.211156 + Penalty 452.955059 = -7868.256098 nChanged 41 SP:Iteration 2F (18.934377 sec): 3 clusters Score: Raw -8417.800824 + Penalty 510.162037 = -7907.638787 nChanged 25 SP:Iteration 3F (18.935091 sec): 3 clusters Score: Raw -8460.335744 + Penalty 535.239101 = -7925.096643 nChanged 10 SP:Iteration 4Q (18.935770 sec): 3 clusters Score: Raw -8484.414499 + Penalty 551.163191 = -7933.251309 nChanged 5 SP:Iteration 5Q (18.936431 sec): 3 clusters Score: Raw -8494.701618 + Penalty 561.839718 = -7932.861900 nChanged 3 SP:Iteration 6F (18.937121 sec): 3 clusters Score: Raw -8497.338136 + Penalty 560.912954 = -7936.425183 nChanged 1 SP:Iteration 7Q (18.937755 sec): 3 clusters Score: Raw -8498.250593 + Penalty 555.324143 = -7942.926451 nChanged 2 SP:Iteration 8Q (18.938389 sec): 3 clusters Score: Raw -8500.606976 + Penalty 552.109795 = -7948.497181 nChanged 2 SP:Iteration 9Q (18.939023 sec): 3 clusters Score: Raw -8501.505412 + Penalty 552.109795 = -7949.395617 nChanged 0 SP:Iteration 10F (18.939711 sec): 3 clusters Score: Raw -8501.505412 + Penalty 552.109795 = -7949.395617 nChanged 0 Memory request: 0.01 GB would take us to total of 0.20 GB. Trying to split cluster 18 (1005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.943521 sec): 2 clusters Score: Raw -36938.354973 + Penalty 212.818040 = -36725.536933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.945579 sec): 3 clusters Score: Raw -36327.126405 + Penalty 420.872740 = -35906.253665 nChanged 462 SP:Iteration 1F (18.947701 sec): 3 clusters Score: Raw -36547.708906 + Penalty 416.080236 = -36131.628670 nChanged 108 SP:Iteration 2F (18.949829 sec): 3 clusters Score: Raw -36612.534419 + Penalty 412.525412 = -36200.009007 nChanged 90 SP:Iteration 3F (18.951798 sec): 3 clusters Score: Raw -36693.746943 + Penalty 415.183389 = -36278.563554 nChanged 77 SP:Iteration 4F (18.953708 sec): 3 clusters Score: Raw -36765.285349 + Penalty 430.996586 = -36334.288763 nChanged 62 SP:Iteration 5F (18.955640 sec): 3 clusters Score: Raw -36829.839751 + Penalty 457.270639 = -36372.569112 nChanged 39 SP:Iteration 6Q (18.957463 sec): 3 clusters Score: Raw -36872.726455 + Penalty 479.606682 = -36393.119773 nChanged 29 SP:Iteration 7Q (18.959201 sec): 3 clusters Score: Raw -36902.046690 + Penalty 492.131046 = -36409.915643 nChanged 19 SP:Iteration 8Q (18.960923 sec): 3 clusters Score: Raw -36922.958674 + Penalty 503.856526 = -36419.102149 nChanged 8 SP:Iteration 9Q (18.962586 sec): 3 clusters Score: Raw -36932.350249 + Penalty 502.665869 = -36429.684379 nChanged 9 SP:Iteration 10F (18.964613 sec): 3 clusters Score: Raw -36938.969220 + Penalty 498.203316 = -36440.765903 nChanged 5 SP:Iteration 11Q (18.966383 sec): 3 clusters Score: Raw -36941.962313 + Penalty 500.650162 = -36441.312150 nChanged 4 SP:Iteration 12Q (18.968103 sec): 3 clusters Score: Raw -36945.392264 + Penalty 501.624501 = -36443.767763 nChanged 3 SP:Iteration 13Q (18.969684 sec): 3 clusters Score: Raw -36947.129475 + Penalty 503.764303 = -36443.365172 nChanged 3 SP:Iteration 14F (18.971662 sec): 3 clusters Score: Raw -36948.467015 + Penalty 501.083394 = -36447.383621 nChanged 1 SP:Iteration 15Q (18.973265 sec): 3 clusters Score: Raw -36948.728818 + Penalty 499.567497 = -36449.161320 nChanged 2 SP:Iteration 16Q (18.974888 sec): 3 clusters Score: Raw -36949.459812 + Penalty 503.570300 = -36445.889512 nChanged 1 SP:Iteration 17F (18.976865 sec): 3 clusters Score: Raw -36949.478064 + Penalty 503.570300 = -36445.907764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 19 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.979850 sec): 2 clusters Score: Raw -14424.546866 + Penalty 531.086171 = -13893.460695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.980656 sec): 3 clusters Score: Raw -14150.396509 + Penalty 1071.382074 = -13079.014435 nChanged 92 SP:Iteration 1F (18.981407 sec): 3 clusters Score: Raw -14249.662264 + Penalty 1088.754996 = -13160.907268 nChanged 42 SP:Iteration 2F (18.982155 sec): 3 clusters Score: Raw -14319.998217 + Penalty 1133.384739 = -13186.613478 nChanged 34 SP:Iteration 3F (18.982899 sec): 3 clusters Score: Raw -14382.276179 + Penalty 1181.800723 = -13200.475456 nChanged 23 SP:Iteration 4F (18.983650 sec): 3 clusters Score: Raw -14421.226522 + Penalty 1207.305189 = -13213.921333 nChanged 6 SP:Iteration 5Q (18.984343 sec): 3 clusters Score: Raw -14445.320246 + Penalty 1242.051364 = -13203.268882 nChanged 3 SP:Iteration 6F (18.985136 sec): 3 clusters Score: Raw -14452.988882 + Penalty 1242.051364 = -13210.937518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 29 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.987303 sec): 2 clusters Score: Raw -13994.125201 + Penalty 386.500670 = -13607.624531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.988199 sec): 3 clusters Score: Raw -13764.985877 + Penalty 773.958127 = -12991.027750 nChanged 138 SP:Iteration 1F (18.989062 sec): 3 clusters Score: Raw -13944.153633 + Penalty 781.968011 = -13162.185622 nChanged 74 SP:Iteration 2F (18.989910 sec): 3 clusters Score: Raw -14062.849070 + Penalty 803.115033 = -13259.734037 nChanged 37 SP:Iteration 3F (18.990769 sec): 3 clusters Score: Raw -14110.397091 + Penalty 815.963120 = -13294.433971 nChanged 15 SP:Iteration 4Q (18.991645 sec): 3 clusters Score: Raw -14123.804806 + Penalty 827.023715 = -13296.781090 nChanged 9 SP:Iteration 5Q (18.992436 sec): 3 clusters Score: Raw -14128.628001 + Penalty 830.742381 = -13297.885620 nChanged 3 SP:Iteration 6Q (18.993208 sec): 3 clusters Score: Raw -14129.048791 + Penalty 833.379834 = -13295.668958 nChanged 2 SP:Iteration 7F (18.994048 sec): 3 clusters Score: Raw -14129.943802 + Penalty 836.271684 = -13293.672117 nChanged 1 SP:Iteration 8F (18.994893 sec): 3 clusters Score: Raw -14129.917512 + Penalty 836.271684 = -13293.645828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 43 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.995988 sec): 2 clusters Score: Raw -8807.001491 + Penalty 529.219888 = -8277.781603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.996564 sec): 3 clusters Score: Raw -8622.098446 + Penalty 1075.458149 = -7546.640297 nChanged 44 SP:Iteration 1F (18.997120 sec): 3 clusters Score: Raw -8717.636493 + Penalty 1097.437808 = -7620.198685 nChanged 20 SP:Iteration 2F (18.997677 sec): 3 clusters Score: Raw -8776.066103 + Penalty 1128.315957 = -7647.750146 nChanged 17 SP:Iteration 3F (18.998231 sec): 3 clusters Score: Raw -8822.621012 + Penalty 1145.801573 = -7676.819439 nChanged 9 SP:Iteration 4Q (18.998726 sec): 3 clusters Score: Raw -8846.809100 + Penalty 1163.889124 = -7682.919976 nChanged 4 SP:Iteration 5Q (18.999234 sec): 3 clusters Score: Raw -8858.010552 + Penalty 1163.889124 = -7694.121427 nChanged 0 SP:Iteration 6F (18.999812 sec): 3 clusters Score: Raw -8858.010552 + Penalty 1163.889124 = -7694.121427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 48 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.000847 sec): 2 clusters Score: Raw -8123.926067 + Penalty 386.022865 = -7737.903202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.001456 sec): 3 clusters Score: Raw -7996.446529 + Penalty 802.590445 = -7193.856084 nChanged 73 SP:Iteration 1F (19.002055 sec): 3 clusters Score: Raw -8134.855101 + Penalty 808.337112 = -7326.517989 nChanged 25 SP:Iteration 2F (19.002639 sec): 3 clusters Score: Raw -8183.895759 + Penalty 815.758449 = -7368.137310 nChanged 11 SP:Iteration 3F (19.003246 sec): 3 clusters Score: Raw -8200.729959 + Penalty 815.684955 = -7385.045004 nChanged 6 SP:Iteration 4Q (19.003809 sec): 3 clusters Score: Raw -8210.554055 + Penalty 817.711239 = -7392.842816 nChanged 2 SP:Iteration 5Q (19.004365 sec): 3 clusters Score: Raw -8212.107787 + Penalty 817.733322 = -7394.374464 nChanged 1 SP:Iteration 6Q (19.004921 sec): 3 clusters Score: Raw -8213.957804 + Penalty 816.079272 = -7397.878532 nChanged 1 SP:Iteration 7Q (19.005478 sec): 3 clusters Score: Raw -8216.365211 + Penalty 816.079272 = -7400.285939 nChanged 0 SP:Iteration 8F (19.006082 sec): 3 clusters Score: Raw -8216.365211 + Penalty 816.079272 = -7400.285939 nChanged 0 Time taken for this iteration:18.438368 seconds. 300->18 Clusters: Score -795977.169251, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 115 (time per iteration =165.506017 ms) Total iterations: 1074 (time per iteration =17.721780 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 2351620000.000000 (time per metric unit =8.093651ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 58790500000.000000 (time per metric unit=323.746047ps) That took 19.033192 seconds. FileBase PeterP-2014-03-27_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 0.36 and 0.53 GB of RAM. Memory request: 0.18 GB would take us to total of 0.18 GB. ---------------------------------------------------------- Loaded 38965 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 38965 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 122 (1 points): Lose 1.440099 but Gain 1681.181457 Iteration 0F (3.868443 sec): 151 clusters Score: Raw -1912126.667824 + Penalty 120252.366650 = -1791874.301173 nChanged 2815 Deleting Class 109 (2 points): Lose 6.283214 but Gain 1699.510899 Iteration 1F (5.736779 sec): 103 clusters Score: Raw -1915782.499673 + Penalty 103128.980353 = -1812653.519320 nChanged 938 Deleting Class 83 (3 points): Lose 12.168083 but Gain 1698.168709 Iteration 2Q (5.947699 sec): 92 clusters Score: Raw -1917011.346189 + Penalty 97662.805992 = -1819348.540198 nChanged 566 Deleting Class 57 (4 points): Lose 30.047378 but Gain 1694.663403 Iteration 3Q (6.130863 sec): 89 clusters Score: Raw -1917733.545059 + Penalty 92501.832451 = -1825231.712607 nChanged 333 Deleting Class 27 (4 points): Lose 12.708468 but Gain 1674.034983 Iteration 4Q (6.297010 sec): 86 clusters Score: Raw -1918248.695144 + Penalty 88410.549367 = -1829838.145777 nChanged 222 Deleting Class 14 (4 points): Lose 41.407464 but Gain 1697.366784 Iteration 5Q (6.454673 sec): 83 clusters Score: Raw -1918526.053238 + Penalty 86698.908490 = -1831827.144748 nChanged 172 Deleting Class 59 (2 points): Lose 37.890476 but Gain 1689.165607 Iteration 6Q (6.610276 sec): 82 clusters Score: Raw -1918694.144219 + Penalty 83191.728552 = -1835502.415666 nChanged 112 Deleting Class 120 (3 points): Lose 26.556032 but Gain 1646.326842 Iteration 7Q (6.758836 sec): 80 clusters Score: Raw -1918771.974876 + Penalty 81550.616593 = -1837221.358283 nChanged 58 Deleting Class 42 (2 points): Lose 6.820399 but Gain 1623.632573 Iteration 8Q (6.905380 sec): 79 clusters Score: Raw -1918817.676229 + Penalty 79925.672654 = -1838892.003575 nChanged 32 Deleting Class 38 (8 points): Lose 106.952312 but Gain 1695.226163 Iteration 9Q (7.049676 sec): 78 clusters Score: Raw -1918748.086017 + Penalty 78207.851354 = -1840540.234663 nChanged 31 Deleting Class 46 (5 points): Lose 20.494598 but Gain 1601.635862 Iteration 10F (8.438505 sec): 77 clusters Score: Raw -1918898.464455 + Penalty 76401.245202 = -1842497.219253 nChanged 81 Deleting Class 93 (1 points): Lose 0.781776 but Gain 1576.015778 Iteration 11Q (8.585414 sec): 76 clusters Score: Raw -1919384.311338 + Penalty 74758.357905 = -1844625.953433 nChanged 84 Deleting Class 66 (6 points): Lose 47.948800 but Gain 1611.603154 Iteration 12Q (8.731011 sec): 75 clusters Score: Raw -1919553.616432 + Penalty 73172.449848 = -1846381.166584 nChanged 54 Deleting Class 24 (4 points): Lose 51.016602 but Gain 1599.918364 Iteration 13Q (8.873854 sec): 74 clusters Score: Raw -1919611.858984 + Penalty 71769.606539 = -1847842.252444 nChanged 24 Deleting Class 50 (4 points): Lose 20.413105 but Gain 1551.642891 Iteration 14Q (9.014569 sec): 73 clusters Score: Raw -1919666.134731 + Penalty 70243.337595 = -1849422.797135 nChanged 18 Deleting Class 142 (1 points): Lose 0.930105 but Gain 1457.717810 Iteration 15Q (9.153438 sec): 72 clusters Score: Raw -1919700.307682 + Penalty 68805.225898 = -1850895.081784 nChanged 8 Deleting Class 32 (3 points): Lose 13.975462 but Gain 1405.797455 Iteration 16Q (9.292594 sec): 71 clusters Score: Raw -1919697.647937 + Penalty 67416.405481 = -1852281.242456 nChanged 12 Deleting Class 64 (3 points): Lose 9.348711 but Gain 1393.815560 Iteration 17Q (9.428862 sec): 70 clusters Score: Raw -1919708.730641 + Penalty 66021.194961 = -1853687.535680 nChanged 10 Deleting Class 69 (2 points): Lose 25.094398 but Gain 1401.431741 Iteration 18Q (9.564774 sec): 69 clusters Score: Raw -1919702.279350 + Penalty 64636.009143 = -1855066.270207 nChanged 3 Deleting Class 119 (2 points): Lose 26.803766 but Gain 1378.851638 Iteration 19Q (9.699985 sec): 68 clusters Score: Raw -1919683.588449 + Penalty 63297.014226 = -1856386.574223 nChanged 4 Writing temp clu file Memory request: 0.18 GB would take us to total of 0.36 GB. Compute initial score before splitting: Score: Raw -1919683.588449 + Penalty 63297.014226 = -1856386.574223Memory request: 0.04 GB would take us to total of 0.39 GB. Trying to split cluster 1 (7905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.864574 sec): 2 clusters Score: Raw -455059.410992 + Penalty 610.162252 = -454449.248740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.879214 sec): 3 clusters Score: Raw -449811.526262 + Penalty 1221.447245 = -448590.079017 nChanged 3714 SP:Iteration 1F (9.893954 sec): 3 clusters Score: Raw -454454.684313 + Penalty 1234.134655 = -453220.549658 nChanged 1481 SP:Iteration 2F (9.908383 sec): 3 clusters Score: Raw -456510.424294 + Penalty 1242.908370 = -455267.515924 nChanged 664 SP:Iteration 3F (9.922850 sec): 3 clusters Score: Raw -457027.812124 + Penalty 1245.077811 = -455782.734313 nChanged 261 SP:Iteration 4Q (9.936847 sec): 3 clusters Score: Raw -457164.435059 + Penalty 1245.622994 = -455918.812065 nChanged 131 SP:Iteration 5Q (9.950958 sec): 3 clusters Score: Raw -457203.882925 + Penalty 1247.577589 = -455956.305336 nChanged 78 SP:Iteration 6Q (9.964922 sec): 3 clusters Score: Raw -457241.620454 + Penalty 1249.931397 = -455991.689057 nChanged 69 SP:Iteration 7Q (9.978771 sec): 3 clusters Score: Raw -457285.161849 + Penalty 1251.784762 = -456033.377087 nChanged 67 SP:Iteration 8Q (9.992856 sec): 3 clusters Score: Raw -457310.028004 + Penalty 1253.308642 = -456056.719362 nChanged 53 SP:Iteration 9Q (10.006690 sec): 3 clusters Score: Raw -457319.766051 + Penalty 1254.162926 = -456065.603125 nChanged 37 SP:Iteration 10F (10.021143 sec): 3 clusters Score: Raw -457329.449311 + Penalty 1254.382721 = -456075.066591 nChanged 30 SP:Iteration 11Q (10.034902 sec): 3 clusters Score: Raw -457330.891264 + Penalty 1254.789781 = -456076.101483 nChanged 24 SP:Iteration 12Q (10.048775 sec): 3 clusters Score: Raw -457333.547736 + Penalty 1255.559476 = -456077.988260 nChanged 30 SP:Iteration 13Q (10.062631 sec): 3 clusters Score: Raw -457335.304168 + Penalty 1255.539638 = -456079.764529 nChanged 25 SP:Iteration 14Q (10.076374 sec): 3 clusters Score: Raw -457335.994363 + Penalty 1256.119404 = -456079.874958 nChanged 26 SP:Iteration 15Q (10.090177 sec): 3 clusters Score: Raw -457333.064805 + Penalty 1256.493844 = -456076.570961 nChanged 15 SP:Iteration 16F (10.104725 sec): 3 clusters Score: Raw -457331.307672 + Penalty 1256.563460 = -456074.744213 nChanged 13 SP:Iteration 17F (10.119184 sec): 3 clusters Score: Raw -457329.869420 + Penalty 1256.632410 = -456073.237010 nChanged 14 SP:Iteration 18F (10.133649 sec): 3 clusters Score: Raw -457329.515707 + Penalty 1256.609259 = -456072.906448 nChanged 11 SP:Iteration 19F (10.148211 sec): 3 clusters Score: Raw -457328.696095 + Penalty 1256.880060 = -456071.816035 nChanged 16 SP:Iteration 20F (10.162715 sec): 3 clusters Score: Raw -457327.695318 + Penalty 1256.586966 = -456071.108353 nChanged 12 SP:Iteration 21F (10.177228 sec): 3 clusters Score: Raw -457327.172092 + Penalty 1256.617442 = -456070.554650 nChanged 14 SP:Iteration 22F (10.191787 sec): 3 clusters Score: Raw -457325.219703 + Penalty 1256.585091 = -456068.634613 nChanged 18 SP:Iteration 23F (10.206437 sec): 3 clusters Score: Raw -457322.727374 + Penalty 1256.559506 = -456066.167868 nChanged 20 SP:Iteration 24F (10.220984 sec): 3 clusters Score: Raw -457319.704902 + Penalty 1256.490954 = -456063.213948 nChanged 17 SP:Iteration 25F (10.235460 sec): 3 clusters Score: Raw -457317.896894 + Penalty 1255.972188 = -456061.924707 nChanged 22 SP:Iteration 26F (10.250001 sec): 3 clusters Score: Raw -457316.779221 + Penalty 1255.152171 = -456061.627050 nChanged 17 SP:Iteration 27F (10.264509 sec): 3 clusters Score: Raw -457316.416635 + Penalty 1255.544928 = -456060.871707 nChanged 19 SP:Iteration 28F (10.278973 sec): 3 clusters Score: Raw -457314.954290 + Penalty 1256.206741 = -456058.747549 nChanged 15 SP:Iteration 29F (10.293481 sec): 3 clusters Score: Raw -457312.632677 + Penalty 1255.970893 = -456056.661784 nChanged 10 SP:Iteration 30F (10.308024 sec): 3 clusters Score: Raw -457312.869216 + Penalty 1255.601306 = -456057.267910 nChanged 7 SP:Iteration 31Q (10.321736 sec): 3 clusters Score: Raw -457312.364297 + Penalty 1255.672035 = -456056.692262 nChanged 4 SP:Iteration 32F (10.336216 sec): 3 clusters Score: Raw -457311.659367 + Penalty 1255.519460 = -456056.139908 nChanged 11 SP:Iteration 33F (10.350814 sec): 3 clusters Score: Raw -457309.481705 + Penalty 1255.416638 = -456054.065067 nChanged 9 SP:Iteration 34F (10.365718 sec): 3 clusters Score: Raw -457308.086534 + Penalty 1254.893153 = -456053.193381 nChanged 9 SP:Iteration 35F (10.380186 sec): 3 clusters Score: Raw -457307.994998 + Penalty 1254.664691 = -456053.330307 nChanged 8 SP:Iteration 36Q (10.393937 sec): 3 clusters Score: Raw -457306.567164 + Penalty 1254.870120 = -456051.697044 nChanged 3 SP:Iteration 37F (10.408638 sec): 3 clusters Score: Raw -457305.713208 + Penalty 1254.870120 = -456050.843088 nChanged 0 Score: Raw -1952173.877035 + Penalty 64056.305809 = -1888117.571226 Splitting cluster 1 changes total score from -1856386.574223 to -1888117.571226 So it's getting split into cluster 7. Memory request: 0.04 GB would take us to total of 0.40 GB. Trying to split cluster 2 (8667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.667579 sec): 2 clusters Score: Raw -402924.589391 + Penalty 339.387989 = -402585.201402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.683305 sec): 3 clusters Score: Raw -397266.930879 + Penalty 686.530234 = -396580.400644 nChanged 4080 SP:Iteration 1F (11.698701 sec): 3 clusters Score: Raw -402567.993632 + Penalty 665.964817 = -401902.028815 nChanged 1183 SP:Iteration 2F (11.714111 sec): 3 clusters Score: Raw -403855.016535 + Penalty 637.357336 = -403217.659199 nChanged 1038 SP:Iteration 3F (11.729593 sec): 3 clusters Score: Raw -405018.138642 + Penalty 613.565362 = -404404.573279 nChanged 767 SP:Iteration 4F (11.745111 sec): 3 clusters Score: Raw -405983.001302 + Penalty 600.489709 = -405382.511593 nChanged 308 SP:Iteration 5Q (11.759391 sec): 3 clusters Score: Raw -406452.662572 + Penalty 594.941737 = -405857.720836 nChanged 133 SP:Iteration 6Q (11.772776 sec): 3 clusters Score: Raw -406574.506750 + Penalty 592.224431 = -405982.282319 nChanged 70 SP:Iteration 7Q (11.785723 sec): 3 clusters Score: Raw -406615.989652 + Penalty 589.267785 = -406026.721866 nChanged 57 SP:Iteration 8Q (11.798535 sec): 3 clusters Score: Raw -406636.710447 + Penalty 587.011118 = -406049.699329 nChanged 43 SP:Iteration 9Q (11.811230 sec): 3 clusters Score: Raw -406648.001087 + Penalty 584.505038 = -406063.496049 nChanged 33 SP:Iteration 10F (11.826558 sec): 3 clusters Score: Raw -406655.093819 + Penalty 583.463828 = -406071.629991 nChanged 18 SP:Iteration 11Q (11.839220 sec): 3 clusters Score: Raw -406655.806270 + Penalty 583.158400 = -406072.647870 nChanged 12 SP:Iteration 12Q (11.851841 sec): 3 clusters Score: Raw -406656.011126 + Penalty 582.928902 = -406073.082224 nChanged 7 SP:Iteration 13Q (11.864375 sec): 3 clusters Score: Raw -406655.974633 + Penalty 582.855141 = -406073.119492 nChanged 9 SP:Iteration 14Q (11.876951 sec): 3 clusters Score: Raw -406658.012451 + Penalty 582.489428 = -406075.523023 nChanged 4 SP:Iteration 15Q (11.889501 sec): 3 clusters Score: Raw -406658.781117 + Penalty 582.468075 = -406076.313042 nChanged 3 SP:Iteration 16Q (11.902057 sec): 3 clusters Score: Raw -406658.878325 + Penalty 582.476745 = -406076.401580 nChanged 5 SP:Iteration 17Q (11.914557 sec): 3 clusters Score: Raw -406658.638591 + Penalty 582.507791 = -406076.130800 nChanged 5 SP:Iteration 18F (11.930157 sec): 3 clusters Score: Raw -406657.824963 + Penalty 582.557186 = -406075.267777 nChanged 4 SP:Iteration 19F (11.945493 sec): 3 clusters Score: Raw -406657.616478 + Penalty 582.400647 = -406075.215832 nChanged 4 SP:Iteration 20F (11.960770 sec): 3 clusters Score: Raw -406657.011193 + Penalty 582.402859 = -406074.608334 nChanged 2 SP:Iteration 21F (11.976120 sec): 3 clusters Score: Raw -406656.642161 + Penalty 582.402859 = -406074.239302 nChanged 0 Score: Raw -1955905.931297 + Penalty 64339.606820 = -1891566.324476 Splitting cluster 2 changes total score from -1856386.574223 to -1891566.324476 So it's getting split into cluster 14. Memory request: 0.02 GB would take us to total of 0.38 GB. Trying to split cluster 3 (4853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.217453 sec): 2 clusters Score: Raw -227930.781434 + Penalty 359.353762 = -227571.427673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.226312 sec): 3 clusters Score: Raw -224732.199400 + Penalty 756.506118 = -223975.693282 nChanged 2223 SP:Iteration 1F (13.234945 sec): 3 clusters Score: Raw -226540.759783 + Penalty 801.979794 = -225738.779989 nChanged 737 SP:Iteration 2F (13.243582 sec): 3 clusters Score: Raw -227201.658245 + Penalty 820.750303 = -226380.907941 nChanged 472 SP:Iteration 3F (13.252245 sec): 3 clusters Score: Raw -227644.557573 + Penalty 842.454002 = -226802.103571 nChanged 253 SP:Iteration 4F (13.260846 sec): 3 clusters Score: Raw -227843.142931 + Penalty 874.976180 = -226968.166752 nChanged 118 SP:Iteration 5Q (13.269494 sec): 3 clusters Score: Raw -227908.845654 + Penalty 909.724584 = -226999.121070 nChanged 67 SP:Iteration 6Q (13.277808 sec): 3 clusters Score: Raw -227938.202686 + Penalty 953.333196 = -226984.869490 nChanged 36 SP:Iteration 7F (13.286405 sec): 3 clusters Score: Raw -227946.416714 + Penalty 979.107633 = -226967.309081 nChanged 19 SP:Iteration 8F (13.294981 sec): 3 clusters Score: Raw -227946.499636 + Penalty 996.700425 = -226949.799211 nChanged 17 SP:Iteration 9F (13.303605 sec): 3 clusters Score: Raw -227949.170117 + Penalty 1002.438553 = -226946.731563 nChanged 14 SP:Iteration 10F (13.312267 sec): 3 clusters Score: Raw -227954.757290 + Penalty 1003.470500 = -226951.286790 nChanged 6 SP:Iteration 11Q (13.319040 sec): 3 clusters Score: Raw -227957.520408 + Penalty 1036.676335 = -226920.844073 nChanged 3 SP:Iteration 12F (13.327615 sec): 3 clusters Score: Raw -227957.936249 + Penalty 1016.017893 = -226941.918356 nChanged 2 SP:Iteration 13Q (13.334313 sec): 3 clusters Score: Raw -227957.380620 + Penalty 1016.017893 = -226941.362727 nChanged 0 SP:Iteration 14F (13.342893 sec): 3 clusters Score: Raw -227957.380620 + Penalty 1016.017893 = -226941.362727 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 4 (2120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.356455 sec): 2 clusters Score: Raw -143916.725148 + Penalty 1244.587814 = -142672.137334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.360378 sec): 3 clusters Score: Raw -141956.040724 + Penalty 2489.175691 = -139466.865033 nChanged 798 SP:Iteration 1F (13.364201 sec): 3 clusters Score: Raw -143333.527175 + Penalty 2489.178318 = -140844.348857 nChanged 449 SP:Iteration 2F (13.368009 sec): 3 clusters Score: Raw -144446.399912 + Penalty 2489.178937 = -141957.220976 nChanged 221 SP:Iteration 3F (13.371933 sec): 3 clusters Score: Raw -144716.725929 + Penalty 2489.177356 = -142227.548573 nChanged 91 SP:Iteration 4Q (13.375425 sec): 3 clusters Score: Raw -144824.703332 + Penalty 2489.176288 = -142335.527045 nChanged 49 SP:Iteration 5Q (13.378836 sec): 3 clusters Score: Raw -144858.560664 + Penalty 2489.174962 = -142369.385702 nChanged 36 SP:Iteration 6Q (13.382121 sec): 3 clusters Score: Raw -144870.380646 + Penalty 2489.173249 = -142381.207397 nChanged 30 SP:Iteration 7Q (13.385383 sec): 3 clusters Score: Raw -144869.415141 + Penalty 2489.172025 = -142380.243115 nChanged 16 SP:Iteration 8F (13.389169 sec): 3 clusters Score: Raw -144874.428501 + Penalty 2489.170740 = -142385.257761 nChanged 15 SP:Iteration 9Q (13.392383 sec): 3 clusters Score: Raw -144871.155951 + Penalty 2489.169897 = -142381.986055 nChanged 9 SP:Iteration 10F (13.396167 sec): 3 clusters Score: Raw -144863.929295 + Penalty 2489.169302 = -142374.759993 nChanged 6 SP:Iteration 11F (13.400043 sec): 3 clusters Score: Raw -144859.183786 + Penalty 2489.168464 = -142370.015322 nChanged 8 SP:Iteration 12F (13.403873 sec): 3 clusters Score: Raw -144850.630180 + Penalty 2489.167801 = -142361.462379 nChanged 6 SP:Iteration 13F (13.407661 sec): 3 clusters Score: Raw -144840.519546 + Penalty 2489.167224 = -142351.352322 nChanged 5 SP:Iteration 14F (13.411495 sec): 3 clusters Score: Raw -144834.265051 + Penalty 2489.166623 = -142345.098428 nChanged 5 SP:Iteration 15F (13.415282 sec): 3 clusters Score: Raw -144827.841378 + Penalty 2489.166499 = -142338.674879 nChanged 1 SP:Iteration 16F (13.419064 sec): 3 clusters Score: Raw -144825.872947 + Penalty 2489.166250 = -142336.706697 nChanged 2 SP:Iteration 17F (13.422842 sec): 3 clusters Score: Raw -144822.127962 + Penalty 2489.166124 = -142332.961838 nChanged 1 SP:Iteration 18F (13.426622 sec): 3 clusters Score: Raw -144820.808236 + Penalty 2489.165868 = -142331.642368 nChanged 2 SP:Iteration 19F (13.430402 sec): 3 clusters Score: Raw -144818.087709 + Penalty 2489.165739 = -142328.921970 nChanged 1 SP:Iteration 20F (13.434291 sec): 3 clusters Score: Raw -144816.885346 + Penalty 2489.165609 = -142327.719738 nChanged 1 SP:Iteration 21F (13.438114 sec): 3 clusters Score: Raw -144814.946350 + Penalty 2489.165477 = -142325.780873 nChanged 1 SP:Iteration 22F (13.441897 sec): 3 clusters Score: Raw -144812.717403 + Penalty 2489.165344 = -142323.552059 nChanged 1 SP:Iteration 23F (13.445739 sec): 3 clusters Score: Raw -144810.526747 + Penalty 2489.165211 = -142321.361536 nChanged 1 SP:Iteration 24F (13.449516 sec): 3 clusters Score: Raw -144808.886338 + Penalty 2489.165076 = -142319.721262 nChanged 1 SP:Iteration 25F (13.453292 sec): 3 clusters Score: Raw -144807.144967 + Penalty 2489.165076 = -142317.979891 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 5 (2173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.467044 sec): 2 clusters Score: Raw -108504.313649 + Penalty 344.896833 = -108159.416816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.471026 sec): 3 clusters Score: Raw -106940.227726 + Penalty 731.518894 = -106208.708832 nChanged 951 SP:Iteration 1F (13.475034 sec): 3 clusters Score: Raw -107950.994993 + Penalty 780.514922 = -107170.480071 nChanged 270 SP:Iteration 2F (13.479046 sec): 3 clusters Score: Raw -108216.532709 + Penalty 813.423500 = -107403.109210 nChanged 163 SP:Iteration 3F (13.482914 sec): 3 clusters Score: Raw -108370.050988 + Penalty 829.753737 = -107540.297251 nChanged 110 SP:Iteration 4F (13.486772 sec): 3 clusters Score: Raw -108456.840491 + Penalty 852.324767 = -107604.515725 nChanged 63 SP:Iteration 5Q (13.490159 sec): 3 clusters Score: Raw -108500.269659 + Penalty 872.206529 = -107628.063130 nChanged 34 SP:Iteration 6Q (13.493449 sec): 3 clusters Score: Raw -108510.559581 + Penalty 910.943264 = -107599.616317 nChanged 21 SP:Iteration 7F (13.497310 sec): 3 clusters Score: Raw -108515.799946 + Penalty 918.032201 = -107597.767746 nChanged 9 SP:Iteration 8F (13.501234 sec): 3 clusters Score: Raw -108515.529299 + Penalty 912.586253 = -107602.943046 nChanged 6 SP:Iteration 9Q (13.504296 sec): 3 clusters Score: Raw -108510.712084 + Penalty 937.507642 = -107573.204442 nChanged 1 SP:Iteration 10F (13.508158 sec): 3 clusters Score: Raw -108509.076905 + Penalty 968.686370 = -107540.390535 nChanged 1 SP:Iteration 11F (13.512011 sec): 3 clusters Score: Raw -108507.633909 + Penalty 1004.659782 = -107502.974127 nChanged 1 SP:Iteration 12F (13.515960 sec): 3 clusters Score: Raw -108507.107745 + Penalty 1004.659782 = -107502.447963 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 6 (1531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.524921 sec): 2 clusters Score: Raw -82642.987832 + Penalty 722.572842 = -81920.414990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.527769 sec): 3 clusters Score: Raw -81423.738049 + Penalty 1452.079128 = -79971.658921 nChanged 629 SP:Iteration 1F (13.530571 sec): 3 clusters Score: Raw -81991.893213 + Penalty 1480.926738 = -80510.966475 nChanged 251 SP:Iteration 2F (13.533443 sec): 3 clusters Score: Raw -82345.607583 + Penalty 1496.232235 = -80849.375348 nChanged 172 SP:Iteration 3F (13.536344 sec): 3 clusters Score: Raw -82538.894103 + Penalty 1496.383572 = -81042.510531 nChanged 98 SP:Iteration 4F (13.539132 sec): 3 clusters Score: Raw -82613.660896 + Penalty 1491.458389 = -81122.202507 nChanged 58 SP:Iteration 5Q (13.541854 sec): 3 clusters Score: Raw -82636.662976 + Penalty 1487.780824 = -81148.882152 nChanged 40 SP:Iteration 6Q (13.544550 sec): 3 clusters Score: Raw -82649.705913 + Penalty 1485.685917 = -81164.019995 nChanged 29 SP:Iteration 7Q (13.547269 sec): 3 clusters Score: Raw -82656.064056 + Penalty 1484.177002 = -81171.887054 nChanged 30 SP:Iteration 8Q (13.549932 sec): 3 clusters Score: Raw -82666.880500 + Penalty 1482.926206 = -81183.954294 nChanged 32 SP:Iteration 9Q (13.552573 sec): 3 clusters Score: Raw -82671.352807 + Penalty 1482.817746 = -81188.535062 nChanged 34 SP:Iteration 10F (13.555355 sec): 3 clusters Score: Raw -82675.901962 + Penalty 1491.248592 = -81184.653370 nChanged 37 SP:Iteration 11F (13.558132 sec): 3 clusters Score: Raw -82679.795322 + Penalty 1487.471101 = -81192.324221 nChanged 29 SP:Iteration 12Q (13.560724 sec): 3 clusters Score: Raw -82679.719764 + Penalty 1479.245665 = -81200.474099 nChanged 31 SP:Iteration 13Q (13.563283 sec): 3 clusters Score: Raw -82686.464017 + Penalty 1479.996217 = -81206.467799 nChanged 37 SP:Iteration 14Q (13.565810 sec): 3 clusters Score: Raw -82693.173542 + Penalty 1489.837208 = -81203.336334 nChanged 33 SP:Iteration 15F (13.568587 sec): 3 clusters Score: Raw -82694.508214 + Penalty 1486.207985 = -81208.300230 nChanged 23 SP:Iteration 16Q (13.571003 sec): 3 clusters Score: Raw -82687.600157 + Penalty 1507.014600 = -81180.585557 nChanged 21 SP:Iteration 17F (13.573825 sec): 3 clusters Score: Raw -82683.779084 + Penalty 1528.010667 = -81155.768417 nChanged 11 SP:Iteration 18F (13.576651 sec): 3 clusters Score: Raw -82677.858403 + Penalty 1548.570057 = -81129.288346 nChanged 9 SP:Iteration 19F (13.579496 sec): 3 clusters Score: Raw -82673.341065 + Penalty 1580.203438 = -81093.137626 nChanged 9 SP:Iteration 20F (13.582278 sec): 3 clusters Score: Raw -82672.431365 + Penalty 1615.071450 = -81057.359915 nChanged 15 SP:Iteration 21F (13.585060 sec): 3 clusters Score: Raw -82675.942131 + Penalty 1630.670734 = -81045.271398 nChanged 8 SP:Iteration 22F (13.587836 sec): 3 clusters Score: Raw -82678.224240 + Penalty 1633.902499 = -81044.321741 nChanged 1 SP:Iteration 23F (13.590645 sec): 3 clusters Score: Raw -82678.132114 + Penalty 1633.902499 = -81044.229615 nChanged 0 Memory request: 0.02 GB would take us to total of 0.38 GB. Trying to split cluster 8 (3855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.608490 sec): 2 clusters Score: Raw -196531.198612 + Penalty 388.227308 = -196142.971304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.615582 sec): 3 clusters Score: Raw -193812.474396 + Penalty 789.726459 = -193022.747937 nChanged 1792 SP:Iteration 1F (13.622619 sec): 3 clusters Score: Raw -195723.485812 + Penalty 795.877607 = -194927.608205 nChanged 446 SP:Iteration 2F (13.629777 sec): 3 clusters Score: Raw -196133.039146 + Penalty 815.126976 = -195317.912170 nChanged 252 SP:Iteration 3F (13.636845 sec): 3 clusters Score: Raw -196369.784338 + Penalty 808.381165 = -195561.403173 nChanged 139 SP:Iteration 4Q (13.643627 sec): 3 clusters Score: Raw -196461.074298 + Penalty 776.428458 = -195684.645841 nChanged 61 SP:Iteration 5Q (13.649838 sec): 3 clusters Score: Raw -196483.934628 + Penalty 774.108713 = -195709.825915 nChanged 31 SP:Iteration 6Q (13.655579 sec): 3 clusters Score: Raw -196503.335353 + Penalty 770.458083 = -195732.877270 nChanged 25 SP:Iteration 7Q (13.661143 sec): 3 clusters Score: Raw -196519.321397 + Penalty 778.644665 = -195740.676732 nChanged 16 SP:Iteration 8Q (13.666446 sec): 3 clusters Score: Raw -196525.267785 + Penalty 783.215945 = -195742.051840 nChanged 7 SP:Iteration 9Q (13.671752 sec): 3 clusters Score: Raw -196527.633469 + Penalty 802.293088 = -195725.340381 nChanged 4 SP:Iteration 10F (13.678247 sec): 3 clusters Score: Raw -196529.725192 + Penalty 822.694494 = -195707.030698 nChanged 5 SP:Iteration 11F (13.684717 sec): 3 clusters Score: Raw -196533.306813 + Penalty 848.857834 = -195684.448979 nChanged 2 SP:Iteration 12F (13.691118 sec): 3 clusters Score: Raw -196534.671544 + Penalty 801.776416 = -195732.895128 nChanged 3 SP:Iteration 13Q (13.696374 sec): 3 clusters Score: Raw -196535.035880 + Penalty 801.776416 = -195733.259464 nChanged 0 SP:Iteration 14F (13.702831 sec): 3 clusters Score: Raw -196535.035880 + Penalty 801.776416 = -195733.259464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 9 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.706650 sec): 2 clusters Score: Raw -1370.820808 + Penalty 135.621802 = -1235.199006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.706928 sec): 3 clusters Score: Raw -1361.742753 + Penalty 274.938098 = -1086.804655 nChanged 7 SP:Iteration 1F (13.707203 sec): 3 clusters Score: Raw -1375.897316 + Penalty 275.447932 = -1100.449384 nChanged 2 SP:Iteration 2F (13.707471 sec): 3 clusters Score: Raw -1377.279730 + Penalty 275.447932 = -1101.831798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 10 (513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.710591 sec): 2 clusters Score: Raw -23492.342214 + Penalty 273.881207 = -23218.461007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.711693 sec): 3 clusters Score: Raw -23183.529343 + Penalty 555.174854 = -22628.354489 nChanged 205 SP:Iteration 1F (13.712772 sec): 3 clusters Score: Raw -23319.665333 + Penalty 565.427818 = -22754.237515 nChanged 69 SP:Iteration 2F (13.713851 sec): 3 clusters Score: Raw -23371.383995 + Penalty 573.911893 = -22797.472102 nChanged 32 SP:Iteration 3F (13.714934 sec): 3 clusters Score: Raw -23389.753409 + Penalty 584.645625 = -22805.107784 nChanged 27 SP:Iteration 4F (13.716020 sec): 3 clusters Score: Raw -23408.093363 + Penalty 598.027587 = -22810.065776 nChanged 24 SP:Iteration 5Q (13.717078 sec): 3 clusters Score: Raw -23423.409000 + Penalty 612.795362 = -22810.613639 nChanged 25 SP:Iteration 6Q (13.718130 sec): 3 clusters Score: Raw -23438.296167 + Penalty 624.029975 = -22814.266192 nChanged 18 SP:Iteration 7Q (13.719175 sec): 3 clusters Score: Raw -23449.720566 + Penalty 636.211889 = -22813.508677 nChanged 18 SP:Iteration 8F (13.720294 sec): 3 clusters Score: Raw -23460.514538 + Penalty 650.863750 = -22809.650788 nChanged 13 SP:Iteration 9F (13.721373 sec): 3 clusters Score: Raw -23466.894859 + Penalty 655.307012 = -22811.587847 nChanged 9 SP:Iteration 10F (13.722467 sec): 3 clusters Score: Raw -23471.140028 + Penalty 662.682153 = -22808.457875 nChanged 7 SP:Iteration 11F (13.723561 sec): 3 clusters Score: Raw -23475.736537 + Penalty 668.594731 = -22807.141806 nChanged 8 SP:Iteration 12F (13.724661 sec): 3 clusters Score: Raw -23478.788983 + Penalty 662.190739 = -22816.598244 nChanged 8 SP:Iteration 13Q (13.725658 sec): 3 clusters Score: Raw -23480.408750 + Penalty 660.431206 = -22819.977544 nChanged 3 SP:Iteration 14Q (13.726653 sec): 3 clusters Score: Raw -23482.391915 + Penalty 672.755742 = -22809.636172 nChanged 3 SP:Iteration 15F (13.727750 sec): 3 clusters Score: Raw -23485.574126 + Penalty 683.205183 = -22802.368943 nChanged 4 SP:Iteration 16F (13.728829 sec): 3 clusters Score: Raw -23487.687859 + Penalty 691.075467 = -22796.612392 nChanged 4 SP:Iteration 17F (13.729907 sec): 3 clusters Score: Raw -23489.185953 + Penalty 680.368800 = -22808.817153 nChanged 7 SP:Iteration 18Q (13.730852 sec): 3 clusters Score: Raw -23498.117148 + Penalty 686.649189 = -22811.467959 nChanged 1 SP:Iteration 19Q (13.731754 sec): 3 clusters Score: Raw -23498.278472 + Penalty 681.303736 = -22816.974736 nChanged 1 SP:Iteration 20F (13.732832 sec): 3 clusters Score: Raw -23498.093083 + Penalty 691.158283 = -22806.934800 nChanged 1 SP:Iteration 21F (13.733909 sec): 3 clusters Score: Raw -23498.141808 + Penalty 691.158283 = -22806.983525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 11 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.735458 sec): 2 clusters Score: Raw -11969.785272 + Penalty 573.547930 = -11396.237341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.736048 sec): 3 clusters Score: Raw -11707.113100 + Penalty 1145.666682 = -10561.446418 nChanged 59 SP:Iteration 1F (13.736627 sec): 3 clusters Score: Raw -11786.118548 + Penalty 1144.371256 = -10641.747292 nChanged 31 SP:Iteration 2F (13.737212 sec): 3 clusters Score: Raw -11861.846929 + Penalty 1129.005156 = -10732.841773 nChanged 31 SP:Iteration 3F (13.737791 sec): 3 clusters Score: Raw -11943.633267 + Penalty 1088.004965 = -10855.628302 nChanged 15 SP:Iteration 4F (13.738367 sec): 3 clusters Score: Raw -11977.549725 + Penalty 1081.670462 = -10895.879263 nChanged 4 SP:Iteration 5Q (13.738857 sec): 3 clusters Score: Raw -11991.284858 + Penalty 1081.670462 = -10909.614396 nChanged 0 SP:Iteration 6F (13.739434 sec): 3 clusters Score: Raw -11991.284858 + Penalty 1081.670462 = -10909.614396 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 12 (799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.743962 sec): 2 clusters Score: Raw -34310.400138 + Penalty 202.980783 = -34107.419355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.745574 sec): 3 clusters Score: Raw -33832.964353 + Penalty 399.381961 = -33433.582392 nChanged 342 SP:Iteration 1F (13.747142 sec): 3 clusters Score: Raw -34051.726783 + Penalty 402.700192 = -33649.026591 nChanged 87 SP:Iteration 2F (13.748753 sec): 3 clusters Score: Raw -34129.210984 + Penalty 411.109894 = -33718.101091 nChanged 55 SP:Iteration 3F (13.750348 sec): 3 clusters Score: Raw -34200.223240 + Penalty 413.824985 = -33786.398255 nChanged 30 SP:Iteration 4Q (13.751914 sec): 3 clusters Score: Raw -34229.075287 + Penalty 416.643742 = -33812.431546 nChanged 15 SP:Iteration 5Q (13.753428 sec): 3 clusters Score: Raw -34237.005549 + Penalty 417.030493 = -33819.975056 nChanged 13 SP:Iteration 6Q (13.754917 sec): 3 clusters Score: Raw -34243.663995 + Penalty 414.624134 = -33829.039861 nChanged 10 SP:Iteration 7Q (13.756433 sec): 3 clusters Score: Raw -34250.202828 + Penalty 415.517894 = -33834.684934 nChanged 10 SP:Iteration 8Q (13.757951 sec): 3 clusters Score: Raw -34255.001720 + Penalty 412.006392 = -33842.995328 nChanged 9 SP:Iteration 9Q (13.759413 sec): 3 clusters Score: Raw -34259.516982 + Penalty 408.444101 = -33851.072881 nChanged 15 SP:Iteration 10F (13.760974 sec): 3 clusters Score: Raw -34268.551308 + Penalty 413.655779 = -33854.895529 nChanged 16 SP:Iteration 11Q (13.762452 sec): 3 clusters Score: Raw -34278.641380 + Penalty 417.655907 = -33860.985473 nChanged 10 SP:Iteration 12Q (13.763889 sec): 3 clusters Score: Raw -34283.783655 + Penalty 418.050975 = -33865.732680 nChanged 7 SP:Iteration 13Q (13.765304 sec): 3 clusters Score: Raw -34285.626883 + Penalty 416.424324 = -33869.202559 nChanged 2 SP:Iteration 14Q (13.766689 sec): 3 clusters Score: Raw -34285.928917 + Penalty 415.524713 = -33870.404204 nChanged 2 SP:Iteration 15Q (13.768105 sec): 3 clusters Score: Raw -34286.384525 + Penalty 412.369578 = -33874.014947 nChanged 3 SP:Iteration 16Q (13.769513 sec): 3 clusters Score: Raw -34286.800740 + Penalty 413.177700 = -33873.623039 nChanged 1 SP:Iteration 17F (13.771096 sec): 3 clusters Score: Raw -34286.936902 + Penalty 413.177700 = -33873.759202 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 13 (1831 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.781440 sec): 2 clusters Score: Raw -114678.746694 + Penalty 889.888255 = -113788.858440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.784928 sec): 3 clusters Score: Raw -113005.915980 + Penalty 1787.395044 = -111218.520935 nChanged 735 SP:Iteration 1F (13.788292 sec): 3 clusters Score: Raw -114674.908873 + Penalty 1799.576448 = -112875.332425 nChanged 332 SP:Iteration 2F (13.791605 sec): 3 clusters Score: Raw -115304.361779 + Penalty 1805.584194 = -113498.777585 nChanged 150 SP:Iteration 3F (13.794919 sec): 3 clusters Score: Raw -115437.471524 + Penalty 1805.893892 = -113631.577632 nChanged 71 SP:Iteration 4Q (13.797864 sec): 3 clusters Score: Raw -115459.350623 + Penalty 1807.221902 = -113652.128721 nChanged 42 SP:Iteration 5Q (13.800742 sec): 3 clusters Score: Raw -115460.030325 + Penalty 1804.596502 = -113655.433823 nChanged 30 SP:Iteration 6Q (13.803596 sec): 3 clusters Score: Raw -115447.636782 + Penalty 1804.712058 = -113642.924725 nChanged 22 SP:Iteration 7F (13.806889 sec): 3 clusters Score: Raw -115437.076241 + Penalty 1806.008139 = -113631.068102 nChanged 17 SP:Iteration 8F (13.810176 sec): 3 clusters Score: Raw -115426.224906 + Penalty 1813.115686 = -113613.109220 nChanged 15 SP:Iteration 9F (13.813819 sec): 3 clusters Score: Raw -115419.710786 + Penalty 1810.691535 = -113609.019251 nChanged 8 SP:Iteration 10F (13.817534 sec): 3 clusters Score: Raw -115418.147994 + Penalty 1815.458156 = -113602.689838 nChanged 9 SP:Iteration 11F (13.821025 sec): 3 clusters Score: Raw -115415.987317 + Penalty 1816.714071 = -113599.273245 nChanged 9 SP:Iteration 12F (13.824379 sec): 3 clusters Score: Raw -115410.563639 + Penalty 1817.329637 = -113593.234002 nChanged 4 SP:Iteration 13F (13.827964 sec): 3 clusters Score: Raw -115415.829352 + Penalty 1815.823616 = -113600.005736 nChanged 3 SP:Iteration 14Q (13.830658 sec): 3 clusters Score: Raw -115419.338393 + Penalty 1815.823616 = -113603.514777 nChanged 0 SP:Iteration 15F (13.833948 sec): 3 clusters Score: Raw -115419.338393 + Penalty 1815.823616 = -113603.514777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 15 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.836630 sec): 2 clusters Score: Raw -325.068633 + Penalty 181.198009 = -143.870624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.836866 sec): 3 clusters Score: Raw -326.799946 + Penalty 369.898960 = 43.099014 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 16 (913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.841726 sec): 2 clusters Score: Raw -57786.285880 + Penalty 935.117700 = -56851.168180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.843509 sec): 3 clusters Score: Raw -56622.773507 + Penalty 1880.407396 = -54742.366111 nChanged 338 SP:Iteration 1F (13.845262 sec): 3 clusters Score: Raw -57087.853849 + Penalty 1913.065476 = -55174.788374 nChanged 190 SP:Iteration 2F (13.847004 sec): 3 clusters Score: Raw -57563.175438 + Penalty 1945.867600 = -55617.307838 nChanged 109 SP:Iteration 3F (13.848823 sec): 3 clusters Score: Raw -57770.906666 + Penalty 1932.549677 = -55838.356988 nChanged 33 SP:Iteration 4Q (13.850252 sec): 3 clusters Score: Raw -57829.140317 + Penalty 1936.687975 = -55892.452342 nChanged 10 SP:Iteration 5Q (13.851653 sec): 3 clusters Score: Raw -57851.645871 + Penalty 1948.717947 = -55902.927924 nChanged 1 SP:Iteration 6Q (13.853043 sec): 3 clusters Score: Raw -57853.072706 + Penalty 1943.633351 = -55909.439355 nChanged 2 SP:Iteration 7Q (13.854458 sec): 3 clusters Score: Raw -57859.277080 + Penalty 1948.390110 = -55910.886970 nChanged 1 SP:Iteration 8Q (13.855852 sec): 3 clusters Score: Raw -57856.739182 + Penalty 1957.605645 = -55899.133537 nChanged 1 SP:Iteration 9F (13.857610 sec): 3 clusters Score: Raw -57855.200726 + Penalty 1969.610163 = -55885.590563 nChanged 1 SP:Iteration 10F (13.859352 sec): 3 clusters Score: Raw -57857.996007 + Penalty 1969.610163 = -55888.385843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 17 (533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.862199 sec): 2 clusters Score: Raw -30497.195475 + Penalty 738.596345 = -29758.599131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.863333 sec): 3 clusters Score: Raw -29933.895994 + Penalty 1511.486193 = -28422.409800 nChanged 184 SP:Iteration 1F (13.864450 sec): 3 clusters Score: Raw -30283.915851 + Penalty 1518.556457 = -28765.359394 nChanged 77 SP:Iteration 2F (13.865564 sec): 3 clusters Score: Raw -30424.998890 + Penalty 1503.656213 = -28921.342677 nChanged 40 SP:Iteration 3F (13.866678 sec): 3 clusters Score: Raw -30496.220832 + Penalty 1532.481248 = -28963.739584 nChanged 14 SP:Iteration 4Q (13.867591 sec): 3 clusters Score: Raw -30515.800115 + Penalty 1562.123982 = -28953.676133 nChanged 3 SP:Iteration 5F (13.868710 sec): 3 clusters Score: Raw -30522.471304 + Penalty 1575.980376 = -28946.490928 nChanged 1 SP:Iteration 6F (13.869825 sec): 3 clusters Score: Raw -30525.302851 + Penalty 1575.980376 = -28949.322475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 18 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.871604 sec): 2 clusters Score: Raw -10915.426478 + Penalty 648.825835 = -10266.600644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.872161 sec): 3 clusters Score: Raw -10608.532674 + Penalty 1299.481608 = -9309.051066 nChanged 58 SP:Iteration 1F (13.872709 sec): 3 clusters Score: Raw -10691.214496 + Penalty 1300.175275 = -9391.039221 nChanged 19 SP:Iteration 2F (13.873256 sec): 3 clusters Score: Raw -10738.566177 + Penalty 1298.146729 = -9440.419448 nChanged 18 SP:Iteration 3F (13.873803 sec): 3 clusters Score: Raw -10776.067515 + Penalty 1295.342785 = -9480.724730 nChanged 15 SP:Iteration 4F (13.874349 sec): 3 clusters Score: Raw -10816.025707 + Penalty 1291.072453 = -9524.953253 nChanged 11 SP:Iteration 5F (13.874896 sec): 3 clusters Score: Raw -10842.335626 + Penalty 1291.795701 = -9550.539924 nChanged 4 SP:Iteration 6Q (13.875413 sec): 3 clusters Score: Raw -10844.630208 + Penalty 1293.589284 = -9551.040924 nChanged 2 SP:Iteration 7Q (13.875921 sec): 3 clusters Score: Raw -10849.046448 + Penalty 1294.492467 = -9554.553982 nChanged 4 SP:Iteration 8Q (13.876429 sec): 3 clusters Score: Raw -10855.472292 + Penalty 1296.343097 = -9559.129196 nChanged 3 SP:Iteration 9Q (13.876931 sec): 3 clusters Score: Raw -10857.981573 + Penalty 1293.892140 = -9564.089432 nChanged 3 SP:Iteration 10F (13.877507 sec): 3 clusters Score: Raw -10859.390321 + Penalty 1291.279984 = -9568.110337 nChanged 2 SP:Iteration 11Q (13.878000 sec): 3 clusters Score: Raw -10860.583155 + Penalty 1289.359710 = -9571.223445 nChanged 2 SP:Iteration 12Q (13.878491 sec): 3 clusters Score: Raw -10862.505471 + Penalty 1287.913624 = -9574.591847 nChanged 1 SP:Iteration 13Q (13.878981 sec): 3 clusters Score: Raw -10863.134222 + Penalty 1287.488855 = -9575.645367 nChanged 1 SP:Iteration 14Q (13.879470 sec): 3 clusters Score: Raw -10863.894423 + Penalty 1284.678749 = -9579.215674 nChanged 1 SP:Iteration 15Q (13.879953 sec): 3 clusters Score: Raw -10861.405588 + Penalty 1280.660216 = -9580.745373 nChanged 1 SP:Iteration 16Q (13.880437 sec): 3 clusters Score: Raw -10863.056860 + Penalty 1279.775889 = -9583.280971 nChanged 1 SP:Iteration 17Q (13.880939 sec): 3 clusters Score: Raw -10863.598972 + Penalty 1278.385341 = -9585.213631 nChanged 1 SP:Iteration 18Q (13.881433 sec): 3 clusters Score: Raw -10863.766385 + Penalty 1278.385341 = -9585.381044 nChanged 0 SP:Iteration 19F (13.881975 sec): 3 clusters Score: Raw -10863.766385 + Penalty 1278.385341 = -9585.381044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 19 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.882858 sec): 2 clusters Score: Raw -137.208404 + Penalty 133.530660 = -3.677744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.883062 sec): 2 clusters Score: Raw -137.208404 + Penalty 133.530660 = -3.677744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 20 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.883873 sec): 2 clusters Score: Raw -833.105097 + Penalty 181.603619 = -651.501478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.884118 sec): 3 clusters Score: Raw -828.344573 + Penalty 366.502011 = -461.842562 nChanged 1 SP:Iteration 1Q (13.884353 sec): 3 clusters Score: Raw -831.543620 + Penalty 367.870570 = -463.673050 nChanged 1 SP:Iteration 2Q (13.884590 sec): 3 clusters Score: Raw -833.742010 + Penalty 367.870570 = -465.871440 nChanged 0 SP:Iteration 3F (13.884830 sec): 3 clusters Score: Raw -833.742010 + Penalty 367.870570 = -465.871440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 21 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.886116 sec): 2 clusters Score: Raw -11267.601456 + Penalty 795.051333 = -10472.550123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.886668 sec): 3 clusters Score: Raw -10970.563712 + Penalty 1590.657077 = -9379.906634 nChanged 40 SP:Iteration 1F (13.887211 sec): 3 clusters Score: Raw -11045.077614 + Penalty 1590.039003 = -9455.038611 nChanged 12 SP:Iteration 2F (13.887752 sec): 3 clusters Score: Raw -11059.661091 + Penalty 1589.374642 = -9470.286448 nChanged 5 SP:Iteration 3Q (13.888277 sec): 3 clusters Score: Raw -11064.175817 + Penalty 1588.628864 = -9475.546952 nChanged 5 SP:Iteration 4Q (13.888802 sec): 3 clusters Score: Raw -11072.518749 + Penalty 1587.559986 = -9484.958763 nChanged 9 SP:Iteration 5Q (13.889329 sec): 3 clusters Score: Raw -11085.916854 + Penalty 1585.268879 = -9500.647975 nChanged 10 SP:Iteration 6F (13.889873 sec): 3 clusters Score: Raw -11105.133112 + Penalty 1580.241561 = -9524.891551 nChanged 13 SP:Iteration 7F (13.890419 sec): 3 clusters Score: Raw -11142.974426 + Penalty 1574.950928 = -9568.023498 nChanged 14 SP:Iteration 8F (13.890948 sec): 3 clusters Score: Raw -11181.997329 + Penalty 1571.394271 = -9610.603058 nChanged 10 SP:Iteration 9F (13.891494 sec): 3 clusters Score: Raw -11206.633209 + Penalty 1557.829561 = -9648.803647 nChanged 9 SP:Iteration 10F (13.892020 sec): 3 clusters Score: Raw -11238.377062 + Penalty 1557.298715 = -9681.078347 nChanged 5 SP:Iteration 11Q (13.892474 sec): 3 clusters Score: Raw -11259.409129 + Penalty 1554.463340 = -9704.945789 nChanged 1 SP:Iteration 12Q (13.892947 sec): 3 clusters Score: Raw -11266.270322 + Penalty 1547.374174 = -9718.896148 nChanged 1 SP:Iteration 13Q (13.893397 sec): 3 clusters Score: Raw -11276.633098 + Penalty 1547.374174 = -9729.258924 nChanged 0 SP:Iteration 14F (13.893921 sec): 3 clusters Score: Raw -11276.633098 + Penalty 1547.374174 = -9729.258924 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 22 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.894797 sec): 2 clusters Score: Raw -636.433417 + Penalty 303.220074 = -333.213344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.895034 sec): 3 clusters Score: Raw -634.592997 + Penalty 606.723263 = -27.869734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 23 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.895865 sec): 2 clusters Score: Raw -1442.101419 + Penalty 321.531778 = -1120.569641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.896122 sec): 3 clusters Score: Raw -1423.698157 + Penalty 651.136389 = -772.561769 nChanged 4 SP:Iteration 1F (13.896374 sec): 3 clusters Score: Raw -1438.807467 + Penalty 667.408123 = -771.399344 nChanged 1 SP:Iteration 2F (13.896627 sec): 3 clusters Score: Raw -1441.280415 + Penalty 696.662458 = -744.617957 nChanged 1 SP:Iteration 3F (13.896879 sec): 3 clusters Score: Raw -1445.385751 + Penalty 696.662458 = -748.723293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 25 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.897735 sec): 2 clusters Score: Raw -1531.966487 + Penalty 85.159321 = -1446.807166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.898015 sec): 3 clusters Score: Raw -1522.910793 + Penalty 170.067839 = -1352.842954 nChanged 6 SP:Iteration 1F (13.898289 sec): 3 clusters Score: Raw -1529.823194 + Penalty 168.100597 = -1361.722597 nChanged 4 SP:Iteration 2F (13.898563 sec): 3 clusters Score: Raw -1536.032569 + Penalty 168.100597 = -1367.931972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 26 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.899321 sec): 2 clusters Score: Raw -46.857864 + Penalty 0.000000 = -46.857864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.899511 sec): 2 clusters Score: Raw -46.857864 + Penalty 0.000000 = -46.857864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 28 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.900304 sec): 2 clusters Score: Raw -798.992041 + Penalty 150.584610 = -648.407431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.900535 sec): 3 clusters Score: Raw -791.502672 + Penalty 337.532210 = -453.970462 nChanged 3 SP:Iteration 1F (13.900761 sec): 3 clusters Score: Raw -797.810617 + Penalty 337.532210 = -460.278408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 29 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.902728 sec): 2 clusters Score: Raw -16025.226391 + Penalty 480.792722 = -15544.433669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.903422 sec): 3 clusters Score: Raw -15596.533483 + Penalty 961.223150 = -14635.310333 nChanged 89 SP:Iteration 1F (13.904088 sec): 3 clusters Score: Raw -15669.210531 + Penalty 956.373979 = -14712.836551 nChanged 33 SP:Iteration 2F (13.904754 sec): 3 clusters Score: Raw -15738.393111 + Penalty 951.739927 = -14786.653184 nChanged 44 SP:Iteration 3F (13.905418 sec): 3 clusters Score: Raw -15847.210642 + Penalty 961.044454 = -14886.166188 nChanged 24 SP:Iteration 4F (13.906082 sec): 3 clusters Score: Raw -15913.295693 + Penalty 989.209322 = -14924.086371 nChanged 21 SP:Iteration 5F (13.906769 sec): 3 clusters Score: Raw -15981.452907 + Penalty 1013.079231 = -14968.373676 nChanged 11 SP:Iteration 6Q (13.907331 sec): 3 clusters Score: Raw -16011.244760 + Penalty 944.119941 = -15067.124819 nChanged 8 SP:Iteration 7Q (13.907885 sec): 3 clusters Score: Raw -16041.597069 + Penalty 973.987398 = -15067.609671 nChanged 3 SP:Iteration 8Q (13.908433 sec): 3 clusters Score: Raw -16034.630243 + Penalty 973.987398 = -15060.642845 nChanged 0 SP:Iteration 9F (13.909092 sec): 3 clusters Score: Raw -16034.630243 + Penalty 973.987398 = -15060.642845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 31 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.911563 sec): 2 clusters Score: Raw -18818.253372 + Penalty 602.699761 = -18215.553611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.912360 sec): 3 clusters Score: Raw -18442.456305 + Penalty 1231.464112 = -17210.992193 nChanged 102 SP:Iteration 1F (13.913147 sec): 3 clusters Score: Raw -18633.204365 + Penalty 1240.920544 = -17392.283821 nChanged 42 SP:Iteration 2F (13.913931 sec): 3 clusters Score: Raw -18735.365878 + Penalty 1279.506182 = -17455.859696 nChanged 32 SP:Iteration 3F (13.914718 sec): 3 clusters Score: Raw -18806.831964 + Penalty 1289.931417 = -17516.900547 nChanged 13 SP:Iteration 4Q (13.915382 sec): 3 clusters Score: Raw -18819.029739 + Penalty 1307.614325 = -17511.415414 nChanged 8 SP:Iteration 5F (13.916167 sec): 3 clusters Score: Raw -18834.187778 + Penalty 1295.663056 = -17538.524722 nChanged 1 SP:Iteration 6Q (13.916808 sec): 3 clusters Score: Raw -18842.047372 + Penalty 1295.663056 = -17546.384316 nChanged 0 SP:Iteration 7F (13.917591 sec): 3 clusters Score: Raw -18842.047372 + Penalty 1295.663056 = -17546.384316 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 33 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.920317 sec): 2 clusters Score: Raw -28390.503029 + Penalty 226.462289 = -28164.040740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.921656 sec): 3 clusters Score: Raw -27990.569270 + Penalty 451.835472 = -27538.733797 nChanged 275 SP:Iteration 1F (13.922969 sec): 3 clusters Score: Raw -28121.455767 + Penalty 457.418388 = -27664.037379 nChanged 81 SP:Iteration 2F (13.924304 sec): 3 clusters Score: Raw -28176.179223 + Penalty 464.168499 = -27712.010724 nChanged 54 SP:Iteration 3F (13.925621 sec): 3 clusters Score: Raw -28213.634500 + Penalty 472.977510 = -27740.656990 nChanged 49 SP:Iteration 4F (13.926936 sec): 3 clusters Score: Raw -28244.584428 + Penalty 484.252736 = -27760.331692 nChanged 45 SP:Iteration 5F (13.928268 sec): 3 clusters Score: Raw -28274.760328 + Penalty 496.064529 = -27778.695799 nChanged 32 SP:Iteration 6Q (13.929568 sec): 3 clusters Score: Raw -28293.456863 + Penalty 514.052704 = -27779.404159 nChanged 34 SP:Iteration 7F (13.930883 sec): 3 clusters Score: Raw -28324.391445 + Penalty 526.632151 = -27797.759294 nChanged 24 SP:Iteration 8Q (13.932160 sec): 3 clusters Score: Raw -28344.309832 + Penalty 540.308728 = -27804.001104 nChanged 23 SP:Iteration 9Q (13.933398 sec): 3 clusters Score: Raw -28362.783057 + Penalty 565.562509 = -27797.220549 nChanged 16 SP:Iteration 10F (13.934715 sec): 3 clusters Score: Raw -28375.557701 + Penalty 587.109666 = -27788.448035 nChanged 13 SP:Iteration 11F (13.936048 sec): 3 clusters Score: Raw -28384.911434 + Penalty 614.449414 = -27770.462021 nChanged 11 SP:Iteration 12F (13.937382 sec): 3 clusters Score: Raw -28393.592371 + Penalty 641.170919 = -27752.421452 nChanged 10 SP:Iteration 13F (13.938725 sec): 3 clusters Score: Raw -28400.608375 + Penalty 667.510950 = -27733.097425 nChanged 8 SP:Iteration 14F (13.940076 sec): 3 clusters Score: Raw -28404.437771 + Penalty 682.112462 = -27722.325309 nChanged 3 SP:Iteration 15F (13.941411 sec): 3 clusters Score: Raw -28406.233302 + Penalty 702.438400 = -27703.794902 nChanged 3 SP:Iteration 16F (13.942784 sec): 3 clusters Score: Raw -28407.947886 + Penalty 703.651487 = -27704.296399 nChanged 3 SP:Iteration 17Q (13.943930 sec): 3 clusters Score: Raw -28408.726660 + Penalty 708.690988 = -27700.035672 nChanged 2 SP:Iteration 18F (13.945251 sec): 3 clusters Score: Raw -28409.059854 + Penalty 704.040875 = -27705.018979 nChanged 1 SP:Iteration 19Q (13.946355 sec): 3 clusters Score: Raw -28409.162435 + Penalty 704.040875 = -27705.121560 nChanged 0 SP:Iteration 20F (13.947668 sec): 3 clusters Score: Raw -28409.162435 + Penalty 704.040875 = -27705.121560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 34 (396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.950311 sec): 2 clusters Score: Raw -24471.868100 + Penalty 891.975190 = -23579.892910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.951211 sec): 3 clusters Score: Raw -23969.720406 + Penalty 1769.838996 = -22199.881410 nChanged 130 SP:Iteration 1F (13.952090 sec): 3 clusters Score: Raw -24268.046541 + Penalty 1769.249076 = -22498.797465 nChanged 55 SP:Iteration 2F (13.952977 sec): 3 clusters Score: Raw -24383.478249 + Penalty 1768.039636 = -22615.438613 nChanged 25 SP:Iteration 3F (13.953861 sec): 3 clusters Score: Raw -24420.020925 + Penalty 1781.099172 = -22638.921754 nChanged 15 SP:Iteration 4Q (13.954603 sec): 3 clusters Score: Raw -24460.892726 + Penalty 1829.546034 = -22631.346692 nChanged 13 SP:Iteration 5F (13.955481 sec): 3 clusters Score: Raw -24508.168111 + Penalty 1839.517761 = -22668.650350 nChanged 2 SP:Iteration 6Q (13.956197 sec): 3 clusters Score: Raw -24527.550191 + Penalty 1839.517761 = -22688.032430 nChanged 0 SP:Iteration 7F (13.957073 sec): 3 clusters Score: Raw -24527.550191 + Penalty 1839.517761 = -22688.032430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 35 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.958904 sec): 2 clusters Score: Raw -2614.361506 + Penalty 144.214053 = -2470.147452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.959233 sec): 3 clusters Score: Raw -2589.826334 + Penalty 282.400740 = -2307.425594 nChanged 19 SP:Iteration 1F (13.959557 sec): 3 clusters Score: Raw -2619.856515 + Penalty 286.315415 = -2333.541101 nChanged 4 SP:Iteration 2F (13.959880 sec): 3 clusters Score: Raw -2624.025188 + Penalty 287.390599 = -2336.634590 nChanged 1 SP:Iteration 3Q (13.960195 sec): 3 clusters Score: Raw -2624.943218 + Penalty 287.390599 = -2337.552619 nChanged 0 SP:Iteration 4F (13.960517 sec): 3 clusters Score: Raw -2624.943218 + Penalty 287.390599 = -2337.552619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 36 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.961185 sec): 2 clusters Score: Raw -2805.719947 + Penalty 129.965306 = -2675.754641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.961536 sec): 3 clusters Score: Raw -2780.957455 + Penalty 262.044839 = -2518.912616 nChanged 24 SP:Iteration 1F (13.961872 sec): 3 clusters Score: Raw -2806.402949 + Penalty 260.545283 = -2545.857667 nChanged 5 SP:Iteration 2F (13.962212 sec): 3 clusters Score: Raw -2814.347145 + Penalty 261.313643 = -2553.033502 nChanged 2 SP:Iteration 3Q (13.962538 sec): 3 clusters Score: Raw -2817.303470 + Penalty 262.268674 = -2555.034796 nChanged 1 SP:Iteration 4Q (13.962869 sec): 3 clusters Score: Raw -2817.695085 + Penalty 262.268674 = -2555.426410 nChanged 0 SP:Iteration 5F (13.963203 sec): 3 clusters Score: Raw -2817.695085 + Penalty 262.268674 = -2555.426410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 39 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.963672 sec): 2 clusters Score: Raw -89.592060 + Penalty 32.587443 = -57.004617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.963898 sec): 3 clusters Score: Raw -84.133115 + Penalty 65.174886 = -18.958229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 41 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.964389 sec): 2 clusters Score: Raw -401.746782 + Penalty 225.756125 = -175.990657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.964613 sec): 3 clusters Score: Raw -396.428782 + Penalty 439.247723 = 42.818941 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 43 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.965105 sec): 2 clusters Score: Raw -493.497907 + Penalty 294.111535 = -199.386372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.965331 sec): 3 clusters Score: Raw -494.445957 + Penalty 588.223071 = 93.777114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 45 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.967287 sec): 2 clusters Score: Raw -22976.962508 + Penalty 280.718487 = -22696.244021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.968418 sec): 3 clusters Score: Raw -22678.538540 + Penalty 580.450090 = -22098.088450 nChanged 216 SP:Iteration 1F (13.969478 sec): 3 clusters Score: Raw -22829.567385 + Penalty 594.620951 = -22234.946434 nChanged 55 SP:Iteration 2F (13.970544 sec): 3 clusters Score: Raw -22861.481823 + Penalty 604.079642 = -22257.402181 nChanged 27 SP:Iteration 3F (13.971608 sec): 3 clusters Score: Raw -22877.430613 + Penalty 616.790299 = -22260.640314 nChanged 20 SP:Iteration 4Q (13.972661 sec): 3 clusters Score: Raw -22894.508721 + Penalty 626.728716 = -22267.780005 nChanged 13 SP:Iteration 5Q (13.973707 sec): 3 clusters Score: Raw -22902.773773 + Penalty 637.539846 = -22265.233928 nChanged 12 SP:Iteration 6F (13.974773 sec): 3 clusters Score: Raw -22913.644224 + Penalty 651.395702 = -22262.248522 nChanged 14 SP:Iteration 7F (13.975842 sec): 3 clusters Score: Raw -22923.690581 + Penalty 659.136852 = -22264.553729 nChanged 12 SP:Iteration 8Q (13.976873 sec): 3 clusters Score: Raw -22930.823614 + Penalty 662.491623 = -22268.331991 nChanged 4 SP:Iteration 9Q (13.977892 sec): 3 clusters Score: Raw -22933.167657 + Penalty 669.217932 = -22263.949726 nChanged 6 SP:Iteration 10F (13.978954 sec): 3 clusters Score: Raw -22934.872922 + Penalty 671.138429 = -22263.734493 nChanged 7 SP:Iteration 11F (13.980016 sec): 3 clusters Score: Raw -22936.933948 + Penalty 675.166773 = -22261.767175 nChanged 3 SP:Iteration 12F (13.981077 sec): 3 clusters Score: Raw -22937.807808 + Penalty 680.098070 = -22257.709738 nChanged 4 SP:Iteration 13F (13.982139 sec): 3 clusters Score: Raw -22939.767156 + Penalty 689.990594 = -22249.776562 nChanged 5 SP:Iteration 14F (13.983221 sec): 3 clusters Score: Raw -22940.831761 + Penalty 696.200570 = -22244.631191 nChanged 7 SP:Iteration 15F (13.984285 sec): 3 clusters Score: Raw -22943.892236 + Penalty 709.027771 = -22234.864464 nChanged 8 SP:Iteration 16F (13.985369 sec): 3 clusters Score: Raw -22946.863060 + Penalty 720.691926 = -22226.171134 nChanged 7 SP:Iteration 17F (13.986446 sec): 3 clusters Score: Raw -22949.724126 + Penalty 749.480295 = -22200.243830 nChanged 11 SP:Iteration 18F (13.987548 sec): 3 clusters Score: Raw -22957.486266 + Penalty 800.043385 = -22157.442882 nChanged 10 SP:Iteration 19F (13.988610 sec): 3 clusters Score: Raw -22965.272420 + Penalty 860.900509 = -22104.371910 nChanged 7 SP:Iteration 20F (13.989670 sec): 3 clusters Score: Raw -22970.710349 + Penalty 902.281078 = -22068.429271 nChanged 4 SP:Iteration 21F (13.990730 sec): 3 clusters Score: Raw -22973.363497 + Penalty 936.611392 = -22036.752106 nChanged 3 SP:Iteration 22F (13.991848 sec): 3 clusters Score: Raw -22978.155429 + Penalty 961.097648 = -22017.057781 nChanged 4 SP:Iteration 23F (13.992969 sec): 3 clusters Score: Raw -22982.075705 + Penalty 964.382586 = -22017.693119 nChanged 1 SP:Iteration 24Q (13.993929 sec): 3 clusters Score: Raw -22982.860608 + Penalty 957.789378 = -22025.071230 nChanged 1 SP:Iteration 25Q (13.994859 sec): 3 clusters Score: Raw -22982.104257 + Penalty 957.789378 = -22024.314879 nChanged 0 SP:Iteration 26F (13.995931 sec): 3 clusters Score: Raw -22982.104257 + Penalty 957.789378 = -22024.314879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 47 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.996440 sec): 2 clusters Score: Raw -158.263531 + Penalty 132.832498 = -25.431033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.996652 sec): 3 clusters Score: Raw -148.923615 + Penalty 262.914589 = 113.990974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 48 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.997139 sec): 2 clusters Score: Raw -347.559019 + Penalty 203.132520 = -144.426500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.997359 sec): 3 clusters Score: Raw -345.104132 + Penalty 412.135598 = 67.031466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 49 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.997851 sec): 2 clusters Score: Raw -469.058730 + Penalty 288.690349 = -180.368380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.998079 sec): 3 clusters Score: Raw -484.108324 + Penalty 584.408482 = 100.300159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 51 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.998565 sec): 2 clusters Score: Raw -303.006287 + Penalty 158.841831 = -144.164456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.998784 sec): 3 clusters Score: Raw -312.033245 + Penalty 321.884026 = 9.850780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 52 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.999382 sec): 2 clusters Score: Raw -2023.717421 + Penalty 286.385526 = -1737.331895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.999685 sec): 3 clusters Score: Raw -2008.801913 + Penalty 583.588019 = -1425.213895 nChanged 6 SP:Iteration 1F (13.999982 sec): 3 clusters Score: Raw -2029.589623 + Penalty 601.900930 = -1427.688692 nChanged 3 SP:Iteration 2F (14.000281 sec): 3 clusters Score: Raw -2035.980776 + Penalty 605.276080 = -1430.704696 nChanged 1 SP:Iteration 3Q (14.000566 sec): 3 clusters Score: Raw -2037.711157 + Penalty 618.363372 = -1419.347785 nChanged 1 SP:Iteration 4F (14.000864 sec): 3 clusters Score: Raw -2043.135688 + Penalty 632.875658 = -1410.260030 nChanged 1 SP:Iteration 5F (14.001162 sec): 3 clusters Score: Raw -2049.161879 + Penalty 632.875658 = -1416.286222 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 53 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.001654 sec): 2 clusters Score: Raw -238.197743 + Penalty 135.805343 = -102.392400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.001868 sec): 3 clusters Score: Raw -232.339530 + Penalty 314.255937 = 81.916407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 55 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.002375 sec): 2 clusters Score: Raw -693.768896 + Penalty 311.369042 = -382.399854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.002609 sec): 3 clusters Score: Raw -702.339311 + Penalty 622.756630 = -79.582681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 58 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.003091 sec): 2 clusters Score: Raw -286.478194 + Penalty 193.541058 = -92.937137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.003329 sec): 3 clusters Score: Raw -286.975139 + Penalty 387.082116 = 100.106977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 60 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.003815 sec): 2 clusters Score: Raw -383.455203 + Penalty 199.533015 = -183.922189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.004037 sec): 3 clusters Score: Raw -377.886987 + Penalty 394.204743 = 16.317756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 65 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.004553 sec): 2 clusters Score: Raw -839.571134 + Penalty 202.187645 = -637.383489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.004796 sec): 3 clusters Score: Raw -832.193102 + Penalty 430.889232 = -401.303870 nChanged 2 SP:Iteration 1F (14.005036 sec): 3 clusters Score: Raw -837.385804 + Penalty 458.150967 = -379.234837 nChanged 1 SP:Iteration 2F (14.005273 sec): 3 clusters Score: Raw -848.020843 + Penalty 445.425834 = -402.595009 nChanged 1 SP:Iteration 3F (14.005512 sec): 3 clusters Score: Raw -850.941964 + Penalty 445.425834 = -405.516130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 67 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.006006 sec): 2 clusters Score: Raw -461.025038 + Penalty 147.287494 = -313.737544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.006231 sec): 3 clusters Score: Raw -454.934811 + Penalty 294.574988 = -160.359823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 68 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.006712 sec): 2 clusters Score: Raw -281.433388 + Penalty 213.063151 = -68.370237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.006928 sec): 3 clusters Score: Raw -277.920397 + Penalty 430.306294 = 152.385898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 72 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.007397 sec): 2 clusters Score: Raw -101.951386 + Penalty 86.094777 = -15.856610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.007591 sec): 2 clusters Score: Raw -101.951386 + Penalty 86.094777 = -15.856610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 75 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.008063 sec): 2 clusters Score: Raw -137.248739 + Penalty 83.557703 = -53.691036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.008259 sec): 2 clusters Score: Raw -137.248739 + Penalty 83.557703 = -53.691036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 77 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.008725 sec): 2 clusters Score: Raw -45.484494 + Penalty 0.000000 = -45.484494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.008916 sec): 2 clusters Score: Raw -45.484494 + Penalty 0.000000 = -45.484494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 79 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.009383 sec): 2 clusters Score: Raw -97.792647 + Penalty 84.409618 = -13.383029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.009575 sec): 2 clusters Score: Raw -97.792647 + Penalty 84.409618 = -13.383029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 80 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.010039 sec): 2 clusters Score: Raw -43.326477 + Penalty 0.000000 = -43.326477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.010242 sec): 2 clusters Score: Raw -43.326477 + Penalty 0.000000 = -43.326477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 82 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.010723 sec): 2 clusters Score: Raw -272.245796 + Penalty 178.535684 = -93.710111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.010938 sec): 3 clusters Score: Raw -267.678219 + Penalty 363.000211 = 95.321992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 84 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.011403 sec): 2 clusters Score: Raw -45.885342 + Penalty 0.000000 = -45.885342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.011592 sec): 2 clusters Score: Raw -45.885342 + Penalty 0.000000 = -45.885342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 87 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.012047 sec): 2 clusters Score: Raw -39.609441 + Penalty 0.000000 = -39.609441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.012229 sec): 2 clusters Score: Raw -39.609441 + Penalty 0.000000 = -39.609441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 90 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.012691 sec): 2 clusters Score: Raw -47.136615 + Penalty 0.000000 = -47.136615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.012881 sec): 2 clusters Score: Raw -47.136615 + Penalty 0.000000 = -47.136615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 91 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.013345 sec): 2 clusters Score: Raw -90.771327 + Penalty 51.741779 = -39.029548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.013543 sec): 3 clusters Score: Raw -84.064308 + Penalty 103.483558 = 19.419249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 101 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.014007 sec): 2 clusters Score: Raw -43.693838 + Penalty 0.000000 = -43.693838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.014197 sec): 2 clusters Score: Raw -43.693838 + Penalty 0.000000 = -43.693838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 105 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.014663 sec): 2 clusters Score: Raw -39.777173 + Penalty 0.000000 = -39.777173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.014852 sec): 2 clusters Score: Raw -39.777173 + Penalty 0.000000 = -39.777173 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 106 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.015306 sec): 2 clusters Score: Raw -39.274982 + Penalty 0.000000 = -39.274982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.015489 sec): 2 clusters Score: Raw -39.274982 + Penalty 0.000000 = -39.274982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 110 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.015953 sec): 2 clusters Score: Raw -45.200754 + Penalty 0.000000 = -45.200754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.016143 sec): 2 clusters Score: Raw -45.200754 + Penalty 0.000000 = -45.200754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 117 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.016610 sec): 2 clusters Score: Raw -93.540013 + Penalty 63.890524 = -29.649489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.016830 sec): 3 clusters Score: Raw -85.542815 + Penalty 127.781048 = 42.238233 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 118 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.017291 sec): 2 clusters Score: Raw -44.599403 + Penalty 0.000000 = -44.599403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.017476 sec): 2 clusters Score: Raw -44.599403 + Penalty 0.000000 = -44.599403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 121 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.017944 sec): 2 clusters Score: Raw -89.173330 + Penalty 81.118839 = -8.054490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.018150 sec): 3 clusters Score: Raw -83.286605 + Penalty 162.237678 = 78.951073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 124 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.018614 sec): 2 clusters Score: Raw -44.463609 + Penalty 0.000000 = -44.463609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.018803 sec): 2 clusters Score: Raw -44.463609 + Penalty 0.000000 = -44.463609 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 127 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.019269 sec): 2 clusters Score: Raw -90.586531 + Penalty 61.203048 = -29.383484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.019462 sec): 2 clusters Score: Raw -90.586531 + Penalty 61.203048 = -29.383484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 140 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.019930 sec): 2 clusters Score: Raw -90.822310 + Penalty 56.215390 = -34.606920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.020136 sec): 3 clusters Score: Raw -85.128532 + Penalty 112.430780 = 27.302247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 149 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.020632 sec): 2 clusters Score: Raw -521.191736 + Penalty 63.581445 = -457.610291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.020851 sec): 3 clusters Score: Raw -520.421383 + Penalty 116.752048 = -403.669335 nChanged 1 SP:Iteration 1F (14.021065 sec): 3 clusters Score: Raw -526.630407 + Penalty 116.752048 = -409.878360 nChanged 0 Deleting Class 90 (1 points): Lose 4.443406 but Gain 1348.967843 Iteration 20F (15.294527 sec): 69 clusters Score: Raw -1926011.043544 + Penalty 63016.251374 = -1862994.792170 nChanged 152 Deleting Class 110 (1 points): Lose 4.330571 but Gain 1343.006926 Iteration 21Q (15.441043 sec): 68 clusters Score: Raw -1926196.925614 + Penalty 61729.637218 = -1864467.288397 nChanged 78 Deleting Class 26 (1 points): Lose 5.767771 but Gain 1316.496516 Iteration 22Q (15.583760 sec): 67 clusters Score: Raw -1926280.111932 + Penalty 60556.797886 = -1865723.314046 nChanged 62 Deleting Class 72 (2 points): Lose 11.099860 but Gain 1312.935977 Iteration 23Q (15.726143 sec): 66 clusters Score: Raw -1926345.390603 + Penalty 59404.086237 = -1866941.304366 nChanged 53 Deleting Class 43 (10 points): Lose 66.224876 but Gain 1350.170379 Iteration 24Q (15.866647 sec): 65 clusters Score: Raw -1926320.680427 + Penalty 58196.134986 = -1868124.545441 nChanged 50 Deleting Class 79 (2 points): Lose 5.975070 but Gain 1287.237494 Iteration 25Q (16.005844 sec): 64 clusters Score: Raw -1926351.948158 + Penalty 57071.870990 = -1869280.077168 nChanged 30 Deleting Class 49 (8 points): Lose 33.309084 but Gain 1350.163754 Iteration 26Q (16.142426 sec): 63 clusters Score: Raw -1926344.032659 + Penalty 55962.912087 = -1870381.120572 nChanged 38 Deleting Class 121 (3 points): Lose 30.812730 but Gain 1354.891139 Iteration 27Q (16.279295 sec): 62 clusters Score: Raw -1926348.983647 + Penalty 54652.218352 = -1871696.765295 nChanged 26 Deleting Class 47 (3 points): Lose 18.016651 but Gain 1278.062508 Iteration 28Q (16.417831 sec): 61 clusters Score: Raw -1926357.487710 + Penalty 53380.844072 = -1872976.643638 nChanged 19 Deleting Class 101 (1 points): Lose 10.855756 but Gain 1263.390946 Iteration 29Q (16.552288 sec): 60 clusters Score: Raw -1926354.505663 + Penalty 52144.905483 = -1874209.600180 nChanged 18 Deleting Class 68 (8 points): Lose 71.857774 but Gain 1300.740225 Iteration 30F (17.618206 sec): 59 clusters Score: Raw -1926311.733624 + Penalty 50919.985699 = -1875391.747926 nChanged 37 Deleting Class 19 (3 points): Lose 60.147043 but Gain 1284.779947 Iteration 31Q (17.751828 sec): 58 clusters Score: Raw -1926319.726630 + Penalty 49690.495126 = -1876629.231503 nChanged 29 Deleting Class 77 (1 points): Lose 1.768222 but Gain 1192.694020 Iteration 32Q (17.885978 sec): 57 clusters Score: Raw -1926365.546880 + Penalty 48458.888082 = -1877906.658798 nChanged 39 Deleting Class 22 (12 points): Lose 40.313392 but Gain 1226.753712 Iteration 33Q (18.017567 sec): 56 clusters Score: Raw -1926348.135607 + Penalty 47256.767195 = -1879091.368412 nChanged 58 Deleting Class 55 (14 points): Lose 64.368940 but Gain 1250.715786 Iteration 34Q (18.149446 sec): 55 clusters Score: Raw -1926335.459438 + Penalty 46157.878858 = -1880177.580580 nChanged 57 Deleting Class 124 (1 points): Lose 2.364138 but Gain 1172.045469 Iteration 35Q (18.282746 sec): 54 clusters Score: Raw -1926427.461386 + Penalty 45044.078029 = -1881383.383357 nChanged 45 Deleting Class 84 (1 points): Lose 7.145868 but Gain 1158.290038 Iteration 36Q (18.411822 sec): 53 clusters Score: Raw -1926455.419683 + Penalty 43958.876636 = -1882496.543047 nChanged 42 Deleting Class 23 (7 points): Lose 122.954225 but Gain 1263.025555 Iteration 37Q (18.541780 sec): 52 clusters Score: Raw -1926367.087559 + Penalty 42740.136358 = -1883626.951201 nChanged 39 Deleting Class 20 (9 points): Lose 103.151901 but Gain 1226.671509 Iteration 38Q (18.668588 sec): 51 clusters Score: Raw -1926321.445214 + Penalty 41077.089860 = -1885244.355354 nChanged 43 Deleting Class 41 (8 points): Lose 29.561871 but Gain 1147.585445 Iteration 39Q (18.796611 sec): 49 clusters Score: Raw -1926384.587394 + Penalty 40119.588212 = -1886264.999181 nChanged 46 Deleting Class 48 (7 points): Lose 22.583142 but Gain 1103.440394 Iteration 40F (19.680316 sec): 48 clusters Score: Raw -1926440.170020 + Penalty 39013.703592 = -1887426.466428 nChanged 29 Deleting Class 58 (6 points): Lose 73.268914 but Gain 1141.788352 Iteration 41Q (19.807231 sec): 47 clusters Score: Raw -1926400.275875 + Penalty 37385.039911 = -1889015.235964 nChanged 30 Deleting Class 60 (11 points): Lose 77.840594 but Gain 1123.818983 Iteration 42Q (19.932141 sec): 46 clusters Score: Raw -1926382.930766 + Penalty 36295.001149 = -1890087.929617 nChanged 30 Deleting Class 82 (4 points): Lose 16.356887 but Gain 1053.241253 Iteration 43Q (20.057118 sec): 45 clusters Score: Raw -1926381.560234 + Penalty 35255.077738 = -1891126.482496 nChanged 20 Deleting Class 80 (1 points): Lose 5.869368 but Gain 1009.396082 Iteration 44Q (20.181669 sec): 44 clusters Score: Raw -1926396.969939 + Penalty 34245.156562 = -1892151.813378 nChanged 8 Deleting Class 117 (2 points): Lose 12.978465 but Gain 974.323536 Iteration 45Q (20.302849 sec): 43 clusters Score: Raw -1926390.847850 + Penalty 33299.090257 = -1893091.757592 nChanged 8 Deleting Class 15 (8 points): Lose 38.567141 but Gain 969.598562 Iteration 46Q (20.423929 sec): 42 clusters Score: Raw -1926356.908143 + Penalty 32349.767008 = -1894007.141135 nChanged 12 Deleting Class 53 (6 points): Lose 22.077688 but Gain 949.752817 Iteration 47Q (20.543509 sec): 41 clusters Score: Raw -1926347.155111 + Penalty 31443.333348 = -1894903.821763 nChanged 10 Deleting Class 118 (1 points): Lose 0.884498 but Gain 927.844755 Iteration 48Q (20.662675 sec): 40 clusters Score: Raw -1926355.957622 + Penalty 30521.043292 = -1895834.914330 nChanged 1 Deleting Class 127 (2 points): Lose 13.195122 but Gain 933.339816 Iteration 49Q (20.782569 sec): 39 clusters Score: Raw -1926345.927628 + Penalty 29591.764147 = -1896754.163481 nChanged 2 Deleting Class 140 (3 points): Lose 19.350587 but Gain 920.562368 Iteration 50F (21.482136 sec): 38 clusters Score: Raw -1926333.949849 + Penalty 28688.665578 = -1897645.284271 nChanged 5 Deleting Class 105 (1 points): Lose 18.718648 but Gain 917.898731 Iteration 51Q (21.598191 sec): 37 clusters Score: Raw -1926327.816690 + Penalty 27789.193541 = -1898538.623148 nChanged 3 Deleting Class 51 (8 points): Lose 84.158128 but Gain 901.345935 Iteration 52Q (21.712460 sec): 36 clusters Score: Raw -1926250.425651 + Penalty 26987.733267 = -1899262.692385 nChanged 9 Deleting Class 75 (3 points): Lose 11.819436 but Gain 803.959638 Iteration 53Q (21.828066 sec): 35 clusters Score: Raw -1926262.572882 + Penalty 26257.214280 = -1900005.358602 nChanged 8 Deleting Class 91 (2 points): Lose 11.212744 but Gain 789.056499 Iteration 54Q (21.941541 sec): 34 clusters Score: Raw -1926274.742476 + Penalty 25483.852849 = -1900790.889627 nChanged 6 Deleting Class 21 (187 points): Lose 889.890626 but Gain 1606.547752 Iteration 55Q (22.056117 sec): 33 clusters Score: Raw -1925390.243644 + Penalty 24007.634256 = -1901382.609388 nChanged 190 Deleting Class 67 (15 points): Lose 91.038925 but Gain 799.524589 Iteration 56Q (22.171258 sec): 32 clusters Score: Raw -1925653.647954 + Penalty 23227.539354 = -1902426.108601 nChanged 26 Deleting Class 28 (21 points): Lose 103.223694 but Gain 624.529381 Iteration 57Q (22.284598 sec): 31 clusters Score: Raw -1925581.863897 + Penalty 22619.731956 = -1902962.131940 nChanged 26 Deleting Class 29 (90 points): Lose 610.195703 but Gain 1092.193778 Iteration 58Q (22.396604 sec): 30 clusters Score: Raw -1925019.157117 + Penalty 21546.154912 = -1903473.002205 nChanged 94 Deleting Class 149 (13 points): Lose 50.963841 but Gain 532.762313 Iteration 59Q (22.509722 sec): 29 clusters Score: Raw -1925214.090882 + Penalty 21007.691186 = -1904206.399695 nChanged 40 Deleting Class 87 (1 points): Lose 7.608654 but Gain 405.674448 Iteration 60F (23.038610 sec): 28 clusters Score: Raw -1925255.307752 + Penalty 20595.136927 = -1904660.170825 nChanged 23 Deleting Class 106 (1 points): Lose 3.217816 but Gain 390.347063 Iteration 61Q (23.148699 sec): 27 clusters Score: Raw -1925277.557571 + Penalty 20220.231032 = -1905057.326539 nChanged 18 Deleting Class 9 (32 points): Lose 203.096958 but Gain 425.504668 Iteration 62Q (23.257822 sec): 26 clusters Score: Raw -1925090.415487 + Penalty 19795.995520 = -1905294.419968 nChanged 41 Deleting Class 65 (55 points): Lose 369.797678 but Gain 545.792481 Iteration 63Q (23.365081 sec): 25 clusters Score: Raw -1924784.370331 + Penalty 19270.259951 = -1905514.110380 nChanged 69 Deleting Class 18 (229 points): Lose 1215.265376 but Gain 1342.578940 Iteration 64Q (23.471938 sec): 24 clusters Score: Raw -1923732.464517 + Penalty 18055.613471 = -1905676.851046 nChanged 243 Deleting Class 25 (39 points): Lose 142.168512 but Gain 264.171773 Iteration 65Q (23.579636 sec): 23 clusters Score: Raw -1923887.452791 + Penalty 17764.767524 = -1906122.685267 nChanged 62 Iteration 66Q (23.683698 sec): 23 clusters Score: Raw -1923962.606599 + Penalty 17757.856957 = -1906204.749642 nChanged 21 Iteration 67Q (23.787452 sec): 23 clusters Score: Raw -1923966.956120 + Penalty 17765.994854 = -1906200.961266 nChanged 12 Deleting Class 36 (86 points): Lose 573.140480 but Gain 582.037413 Iteration 68F (24.221489 sec): 22 clusters Score: Raw -1923392.673249 + Penalty 17926.697357 = -1905465.975892 nChanged 96 Iteration 69F (24.642737 sec): 22 clusters Score: Raw -1923556.220732 + Penalty 17927.039029 = -1905629.181703 nChanged 13 Iteration 70F (25.063215 sec): 22 clusters Score: Raw -1923559.369048 + Penalty 17928.267905 = -1905631.101144 nChanged 3 Iteration 71Q (25.164992 sec): 22 clusters Score: Raw -1923558.945821 + Penalty 17928.298777 = -1905630.647045 nChanged 1 Iteration 72F (25.579041 sec): 22 clusters Score: Raw -1923559.442848 + Penalty 17928.298777 = -1905631.144071 nChanged 0 Writing temp clu file Memory request: 0.18 GB would take us to total of 0.36 GB. Compute initial score before splitting: Score: Raw -1923559.442848 + Penalty 17928.298777 = -1905631.144071Memory request: 0.03 GB would take us to total of 0.39 GB. Trying to split cluster 1 (6258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.724270 sec): 2 clusters Score: Raw -365806.963190 + Penalty 584.048607 = -365222.914583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.735647 sec): 3 clusters Score: Raw -361763.339561 + Penalty 1170.383682 = -360592.955879 nChanged 2859 SP:Iteration 1F (25.746863 sec): 3 clusters Score: Raw -368019.103863 + Penalty 1174.475664 = -366844.628200 nChanged 1232 SP:Iteration 2F (25.758043 sec): 3 clusters Score: Raw -370036.354399 + Penalty 1176.828688 = -368859.525711 nChanged 335 SP:Iteration 3F (25.769663 sec): 3 clusters Score: Raw -370235.297487 + Penalty 1176.670000 = -369058.627487 nChanged 116 SP:Iteration 4Q (25.780503 sec): 3 clusters Score: Raw -370337.381915 + Penalty 1176.060813 = -369161.321102 nChanged 83 SP:Iteration 5Q (25.791308 sec): 3 clusters Score: Raw -370484.395706 + Penalty 1176.102904 = -369308.292802 nChanged 74 SP:Iteration 6Q (25.802054 sec): 3 clusters Score: Raw -370631.396469 + Penalty 1175.512319 = -369455.884151 nChanged 75 SP:Iteration 7Q (25.812786 sec): 3 clusters Score: Raw -370742.857213 + Penalty 1175.355441 = -369567.501772 nChanged 36 SP:Iteration 8Q (25.823912 sec): 3 clusters Score: Raw -370762.057045 + Penalty 1175.006871 = -369587.050173 nChanged 18 SP:Iteration 9Q (25.834799 sec): 3 clusters Score: Raw -370770.398018 + Penalty 1174.642634 = -369595.755384 nChanged 6 SP:Iteration 10F (25.845969 sec): 3 clusters Score: Raw -370772.358213 + Penalty 1174.642634 = -369597.715579 nChanged 0 Score: Raw -1958467.399223 + Penalty 18642.448932 = -1939824.950291 Splitting cluster 1 changes total score from -1905631.144071 to -1939824.950291 So it's getting split into cluster 9. Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 2 (1727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.288021 sec): 2 clusters Score: Raw -83089.396338 + Penalty 159.689598 = -82929.706739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.291245 sec): 3 clusters Score: Raw -81840.356972 + Penalty 343.241037 = -81497.115935 nChanged 774 SP:Iteration 1F (26.294400 sec): 3 clusters Score: Raw -82749.002646 + Penalty 386.549909 = -82362.452737 nChanged 219 SP:Iteration 2F (26.297553 sec): 3 clusters Score: Raw -82995.350992 + Penalty 494.328829 = -82501.022163 nChanged 69 SP:Iteration 3Q (26.300278 sec): 3 clusters Score: Raw -83063.353726 + Penalty 541.811578 = -82521.542148 nChanged 15 SP:Iteration 4Q (26.302769 sec): 3 clusters Score: Raw -83073.413146 + Penalty 771.074633 = -82302.338513 nChanged 11 SP:Iteration 5F (26.306084 sec): 3 clusters Score: Raw -83085.462496 + Penalty 159.689598 = -82925.772898 nChanged 3 SP:Iteration 6Q (26.308503 sec): 2 clusters Score: Raw -83089.396338 + Penalty 159.689598 = -82929.706739 nChanged 0 SP:Iteration 7F (26.310912 sec): 2 clusters Score: Raw -83089.396338 + Penalty 159.689598 = -82929.706739 nChanged 0 Memory request: 0.02 GB would take us to total of 0.38 GB. Trying to split cluster 3 (4914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.326415 sec): 2 clusters Score: Raw -230070.762442 + Penalty 363.108933 = -229707.653509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.335713 sec): 3 clusters Score: Raw -226862.196290 + Penalty 741.059761 = -226121.136530 nChanged 2268 SP:Iteration 1F (26.344478 sec): 3 clusters Score: Raw -229061.539515 + Penalty 779.440239 = -228282.099276 nChanged 745 SP:Iteration 2F (26.353193 sec): 3 clusters Score: Raw -229756.091492 + Penalty 817.277411 = -228938.814080 nChanged 471 SP:Iteration 3F (26.361911 sec): 3 clusters Score: Raw -230116.006033 + Penalty 836.041616 = -229279.964416 nChanged 261 SP:Iteration 4F (26.370756 sec): 3 clusters Score: Raw -230279.828831 + Penalty 846.953595 = -229432.875236 nChanged 162 SP:Iteration 5Q (26.379895 sec): 3 clusters Score: Raw -230359.293513 + Penalty 855.022277 = -229504.271236 nChanged 109 SP:Iteration 6Q (26.388697 sec): 3 clusters Score: Raw -230396.409591 + Penalty 863.589676 = -229532.819915 nChanged 78 SP:Iteration 7Q (26.397434 sec): 3 clusters Score: Raw -230411.164239 + Penalty 868.666340 = -229542.497899 nChanged 55 SP:Iteration 8Q (26.406134 sec): 3 clusters Score: Raw -230422.110433 + Penalty 872.224150 = -229549.886283 nChanged 60 SP:Iteration 9Q (26.414909 sec): 3 clusters Score: Raw -230435.487486 + Penalty 879.428701 = -229556.058785 nChanged 62 SP:Iteration 10F (26.423737 sec): 3 clusters Score: Raw -230442.525366 + Penalty 875.301514 = -229567.223852 nChanged 44 SP:Iteration 11Q (26.432452 sec): 3 clusters Score: Raw -230443.789664 + Penalty 872.680186 = -229571.109478 nChanged 35 SP:Iteration 12Q (26.441120 sec): 3 clusters Score: Raw -230446.631861 + Penalty 878.380857 = -229568.251004 nChanged 42 SP:Iteration 13F (26.449852 sec): 3 clusters Score: Raw -230448.255600 + Penalty 886.190005 = -229562.065595 nChanged 24 SP:Iteration 14F (26.458534 sec): 3 clusters Score: Raw -230446.546007 + Penalty 890.604466 = -229555.941541 nChanged 20 SP:Iteration 15F (26.467208 sec): 3 clusters Score: Raw -230443.634098 + Penalty 896.939725 = -229546.694373 nChanged 14 SP:Iteration 16F (26.475882 sec): 3 clusters Score: Raw -230440.768399 + Penalty 904.954350 = -229535.814049 nChanged 16 SP:Iteration 17F (26.484878 sec): 3 clusters Score: Raw -230436.294712 + Penalty 907.593120 = -229528.701592 nChanged 9 SP:Iteration 18F (26.493641 sec): 3 clusters Score: Raw -230433.074174 + Penalty 908.513098 = -229524.561076 nChanged 6 SP:Iteration 19F (26.502308 sec): 3 clusters Score: Raw -230431.589751 + Penalty 911.949200 = -229519.640551 nChanged 4 SP:Iteration 20F (26.510982 sec): 3 clusters Score: Raw -230429.832968 + Penalty 912.362094 = -229517.470874 nChanged 1 SP:Iteration 21F (26.519761 sec): 3 clusters Score: Raw -230429.294843 + Penalty 909.143182 = -229520.151661 nChanged 2 SP:Iteration 22Q (26.527641 sec): 3 clusters Score: Raw -230428.391569 + Penalty 907.396197 = -229520.995372 nChanged 1 SP:Iteration 23Q (26.535675 sec): 3 clusters Score: Raw -230427.894048 + Penalty 906.594462 = -229521.299586 nChanged 1 SP:Iteration 24Q (26.543540 sec): 3 clusters Score: Raw -230427.422319 + Penalty 907.404734 = -229520.017585 nChanged 2 SP:Iteration 25F (26.552209 sec): 3 clusters Score: Raw -230426.323931 + Penalty 907.713329 = -229518.610601 nChanged 2 SP:Iteration 26F (26.560887 sec): 3 clusters Score: Raw -230425.464557 + Penalty 908.528109 = -229516.936447 nChanged 4 SP:Iteration 27F (26.569663 sec): 3 clusters Score: Raw -230423.790093 + Penalty 907.742516 = -229516.047577 nChanged 2 SP:Iteration 28F (26.578332 sec): 3 clusters Score: Raw -230422.804076 + Penalty 908.214379 = -229514.589697 nChanged 2 SP:Iteration 29F (26.587808 sec): 3 clusters Score: Raw -230421.823754 + Penalty 912.123887 = -229509.699868 nChanged 2 SP:Iteration 30F (26.597117 sec): 3 clusters Score: Raw -230420.953256 + Penalty 914.050988 = -229506.902268 nChanged 1 SP:Iteration 31F (26.605911 sec): 3 clusters Score: Raw -230420.486399 + Penalty 913.646096 = -229506.840303 nChanged 1 SP:Iteration 32F (26.614620 sec): 3 clusters Score: Raw -230420.011370 + Penalty 913.646096 = -229506.365274 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 4 (2122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.628292 sec): 2 clusters Score: Raw -144039.326624 + Penalty 1244.741066 = -142794.585558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.632352 sec): 3 clusters Score: Raw -142154.077992 + Penalty 2489.484607 = -139664.593385 nChanged 826 SP:Iteration 1F (26.636181 sec): 3 clusters Score: Raw -144331.192266 + Penalty 2489.486182 = -141841.706084 nChanged 413 SP:Iteration 2F (26.640028 sec): 3 clusters Score: Raw -145049.404875 + Penalty 2489.486377 = -142559.918498 nChanged 148 SP:Iteration 3F (26.644046 sec): 3 clusters Score: Raw -145162.556506 + Penalty 2489.485719 = -142673.070787 nChanged 52 SP:Iteration 4Q (26.647432 sec): 3 clusters Score: Raw -145166.466777 + Penalty 2489.485304 = -142676.981472 nChanged 23 SP:Iteration 5Q (26.650801 sec): 3 clusters Score: Raw -145165.148092 + Penalty 2489.484874 = -142675.663218 nChanged 14 SP:Iteration 6F (26.654606 sec): 3 clusters Score: Raw -145155.379562 + Penalty 2489.484434 = -142665.895128 nChanged 13 SP:Iteration 7F (26.658403 sec): 3 clusters Score: Raw -145150.633396 + Penalty 2489.483953 = -142661.149444 nChanged 13 SP:Iteration 8F (26.662197 sec): 3 clusters Score: Raw -145143.819143 + Penalty 2489.483468 = -142654.335675 nChanged 12 SP:Iteration 9F (26.666086 sec): 3 clusters Score: Raw -145137.434666 + Penalty 2489.482987 = -142647.951679 nChanged 11 SP:Iteration 10F (26.669880 sec): 3 clusters Score: Raw -145130.118207 + Penalty 2489.482371 = -142640.635836 nChanged 13 SP:Iteration 11F (26.673677 sec): 3 clusters Score: Raw -145117.672148 + Penalty 2489.481534 = -142628.190615 nChanged 16 SP:Iteration 12F (26.677470 sec): 3 clusters Score: Raw -145100.998806 + Penalty 2489.481253 = -142611.517553 nChanged 5 SP:Iteration 13F (26.681374 sec): 3 clusters Score: Raw -145095.297316 + Penalty 2489.481080 = -142605.816236 nChanged 3 SP:Iteration 14F (26.685496 sec): 3 clusters Score: Raw -145091.608838 + Penalty 2489.480962 = -142602.127876 nChanged 2 SP:Iteration 15F (26.689515 sec): 3 clusters Score: Raw -145088.698282 + Penalty 2489.480903 = -142599.217379 nChanged 1 SP:Iteration 16F (26.693327 sec): 3 clusters Score: Raw -145087.740066 + Penalty 2489.480843 = -142598.259223 nChanged 1 SP:Iteration 17F (26.697162 sec): 3 clusters Score: Raw -145086.727274 + Penalty 2489.480843 = -142597.246430 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 5 (2204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.709225 sec): 2 clusters Score: Raw -109611.621638 + Penalty 346.068506 = -109265.553132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.713288 sec): 3 clusters Score: Raw -108062.281078 + Penalty 704.172899 = -107358.108179 nChanged 974 SP:Iteration 1F (26.717279 sec): 3 clusters Score: Raw -108819.028175 + Penalty 720.775022 = -108098.253154 nChanged 323 SP:Iteration 2F (26.721247 sec): 3 clusters Score: Raw -109070.132042 + Penalty 729.799714 = -108340.332328 nChanged 203 SP:Iteration 3F (26.725212 sec): 3 clusters Score: Raw -109240.753016 + Penalty 731.699118 = -108509.053898 nChanged 155 SP:Iteration 4F (26.729158 sec): 3 clusters Score: Raw -109389.184519 + Penalty 726.646219 = -108662.538301 nChanged 130 SP:Iteration 5F (26.733226 sec): 3 clusters Score: Raw -109534.555726 + Penalty 691.497852 = -108843.057874 nChanged 94 SP:Iteration 6Q (26.737230 sec): 3 clusters Score: Raw -109639.045060 + Penalty 687.407521 = -108951.637539 nChanged 53 SP:Iteration 7Q (26.740920 sec): 3 clusters Score: Raw -109675.946302 + Penalty 680.951570 = -108994.994732 nChanged 31 SP:Iteration 8Q (26.744275 sec): 3 clusters Score: Raw -109687.373537 + Penalty 688.644990 = -108998.728547 nChanged 16 SP:Iteration 9Q (26.747469 sec): 3 clusters Score: Raw -109691.466277 + Penalty 695.435105 = -108996.031172 nChanged 6 SP:Iteration 10F (26.751445 sec): 3 clusters Score: Raw -109690.310845 + Penalty 726.616411 = -108963.694434 nChanged 6 SP:Iteration 11F (26.755389 sec): 3 clusters Score: Raw -109689.155206 + Penalty 749.664263 = -108939.490943 nChanged 3 SP:Iteration 12F (26.759476 sec): 3 clusters Score: Raw -109687.090076 + Penalty 740.762164 = -108946.327912 nChanged 1 SP:Iteration 13Q (26.762688 sec): 3 clusters Score: Raw -109690.214942 + Penalty 740.762164 = -108949.452777 nChanged 0 SP:Iteration 14F (26.766779 sec): 3 clusters Score: Raw -109690.214942 + Penalty 740.762164 = -108949.452777 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 6 (1685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.775245 sec): 2 clusters Score: Raw -90934.870557 + Penalty 768.426185 = -90166.444372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.778394 sec): 3 clusters Score: Raw -89644.265966 + Penalty 1531.027554 = -88113.238412 nChanged 706 SP:Iteration 1F (26.781484 sec): 3 clusters Score: Raw -90385.176796 + Penalty 1554.475372 = -88830.701424 nChanged 240 SP:Iteration 2F (26.784667 sec): 3 clusters Score: Raw -90682.611964 + Penalty 1585.117644 = -89097.494320 nChanged 130 SP:Iteration 3F (26.787862 sec): 3 clusters Score: Raw -90818.047810 + Penalty 1616.895914 = -89201.151896 nChanged 97 SP:Iteration 4F (26.791021 sec): 3 clusters Score: Raw -90886.608060 + Penalty 1647.406183 = -89239.201877 nChanged 79 SP:Iteration 5Q (26.794037 sec): 3 clusters Score: Raw -90936.155747 + Penalty 1678.709211 = -89257.446536 nChanged 74 SP:Iteration 6Q (26.796969 sec): 3 clusters Score: Raw -90977.179459 + Penalty 1706.302907 = -89270.876551 nChanged 61 SP:Iteration 7Q (26.799856 sec): 3 clusters Score: Raw -91007.318895 + Penalty 1735.941324 = -89271.377571 nChanged 59 SP:Iteration 8Q (26.802735 sec): 3 clusters Score: Raw -91039.289769 + Penalty 1761.690706 = -89277.599063 nChanged 47 SP:Iteration 9Q (26.805605 sec): 3 clusters Score: Raw -91064.368967 + Penalty 1786.229861 = -89278.139106 nChanged 43 SP:Iteration 10F (26.808674 sec): 3 clusters Score: Raw -91084.629929 + Penalty 1810.513945 = -89274.115983 nChanged 41 SP:Iteration 11F (26.811734 sec): 3 clusters Score: Raw -91109.416998 + Penalty 1836.801545 = -89272.615453 nChanged 42 SP:Iteration 12F (26.814795 sec): 3 clusters Score: Raw -91137.505710 + Penalty 1849.445531 = -89288.060178 nChanged 20 SP:Iteration 13Q (26.817379 sec): 3 clusters Score: Raw -91158.273972 + Penalty 1858.487712 = -89299.786260 nChanged 18 SP:Iteration 14Q (26.819929 sec): 3 clusters Score: Raw -91214.448988 + Penalty 1864.348140 = -89350.100848 nChanged 23 SP:Iteration 15Q (26.822438 sec): 3 clusters Score: Raw -91280.358714 + Penalty 1866.247168 = -89414.111545 nChanged 18 SP:Iteration 16Q (26.824914 sec): 3 clusters Score: Raw -91372.438207 + Penalty 1862.200370 = -89510.237838 nChanged 19 SP:Iteration 17Q (26.827369 sec): 3 clusters Score: Raw -91423.302164 + Penalty 1862.546892 = -89560.755272 nChanged 4 SP:Iteration 18Q (26.829902 sec): 3 clusters Score: Raw -91430.827577 + Penalty 1862.546892 = -89568.280685 nChanged 0 SP:Iteration 19F (26.833094 sec): 3 clusters Score: Raw -91430.827577 + Penalty 1862.546892 = -89568.280685 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 7 (1969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.840410 sec): 2 clusters Score: Raw -113295.844548 + Penalty 570.947096 = -112724.897451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.844203 sec): 3 clusters Score: Raw -111576.539177 + Penalty 1142.340822 = -110434.198355 nChanged 816 SP:Iteration 1F (26.847881 sec): 3 clusters Score: Raw -112394.366887 + Penalty 1143.778620 = -111250.588266 nChanged 329 SP:Iteration 2F (26.851463 sec): 3 clusters Score: Raw -112769.751199 + Penalty 1146.912721 = -111622.838478 nChanged 222 SP:Iteration 3F (26.855080 sec): 3 clusters Score: Raw -113003.328304 + Penalty 1150.562550 = -111852.765753 nChanged 144 SP:Iteration 4F (26.858658 sec): 3 clusters Score: Raw -113136.338114 + Penalty 1152.388775 = -111983.949339 nChanged 96 SP:Iteration 5Q (26.861999 sec): 3 clusters Score: Raw -113214.875802 + Penalty 1153.766472 = -112061.109330 nChanged 60 SP:Iteration 6Q (26.865674 sec): 3 clusters Score: Raw -113247.693600 + Penalty 1158.046401 = -112089.647199 nChanged 54 SP:Iteration 7Q (26.868953 sec): 3 clusters Score: Raw -113272.526002 + Penalty 1165.927740 = -112106.598261 nChanged 78 SP:Iteration 8Q (26.872216 sec): 3 clusters Score: Raw -113325.019677 + Penalty 1177.972188 = -112147.047489 nChanged 103 SP:Iteration 9F (26.875810 sec): 3 clusters Score: Raw -113413.763367 + Penalty 1198.279831 = -112215.483536 nChanged 103 SP:Iteration 10F (26.879362 sec): 3 clusters Score: Raw -113494.227290 + Penalty 1217.632435 = -112276.594854 nChanged 62 SP:Iteration 11Q (26.882482 sec): 3 clusters Score: Raw -113504.908027 + Penalty 1225.143539 = -112279.764488 nChanged 24 SP:Iteration 12Q (26.885573 sec): 3 clusters Score: Raw -113496.090234 + Penalty 1231.878587 = -112264.211648 nChanged 19 SP:Iteration 13F (26.889199 sec): 3 clusters Score: Raw -113487.844901 + Penalty 1240.699243 = -112247.145658 nChanged 18 SP:Iteration 14F (26.892864 sec): 3 clusters Score: Raw -113478.722844 + Penalty 1247.081795 = -112231.641049 nChanged 16 SP:Iteration 15F (26.896450 sec): 3 clusters Score: Raw -113473.009132 + Penalty 1253.611877 = -112219.397255 nChanged 16 SP:Iteration 16F (26.899995 sec): 3 clusters Score: Raw -113475.799304 + Penalty 1269.019474 = -112206.779829 nChanged 24 SP:Iteration 17F (26.903536 sec): 3 clusters Score: Raw -113479.967522 + Penalty 1281.138556 = -112198.828966 nChanged 21 SP:Iteration 18F (26.907114 sec): 3 clusters Score: Raw -113476.808665 + Penalty 1291.859281 = -112184.949384 nChanged 18 SP:Iteration 19F (26.910652 sec): 3 clusters Score: Raw -113482.645584 + Penalty 1300.482067 = -112182.163517 nChanged 18 SP:Iteration 20F (26.914189 sec): 3 clusters Score: Raw -113479.478271 + Penalty 1309.617481 = -112169.860790 nChanged 15 SP:Iteration 21F (26.917813 sec): 3 clusters Score: Raw -113479.892623 + Penalty 1324.113975 = -112155.778648 nChanged 17 SP:Iteration 22F (26.921366 sec): 3 clusters Score: Raw -113503.369355 + Penalty 1333.251957 = -112170.117398 nChanged 21 SP:Iteration 23Q (26.924184 sec): 3 clusters Score: Raw -113582.208388 + Penalty 1342.484254 = -112239.724134 nChanged 16 SP:Iteration 24Q (26.926966 sec): 3 clusters Score: Raw -113668.287404 + Penalty 1341.942256 = -112326.345148 nChanged 10 SP:Iteration 25Q (26.929734 sec): 3 clusters Score: Raw -113701.038075 + Penalty 1343.692478 = -112357.345597 nChanged 2 SP:Iteration 26Q (26.932519 sec): 3 clusters Score: Raw -113702.729081 + Penalty 1343.692478 = -112359.036603 nChanged 0 SP:Iteration 27F (26.936057 sec): 3 clusters Score: Raw -113702.729081 + Penalty 1343.692478 = -112359.036603 nChanged 0 Memory request: 0.02 GB would take us to total of 0.38 GB. Trying to split cluster 8 (3868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.954454 sec): 2 clusters Score: Raw -197160.314743 + Penalty 393.631880 = -196766.682864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.961706 sec): 3 clusters Score: Raw -194419.508177 + Penalty 790.917551 = -193628.590627 nChanged 1797 SP:Iteration 1F (26.968660 sec): 3 clusters Score: Raw -195489.256885 + Penalty 816.473174 = -194672.783711 nChanged 630 SP:Iteration 2F (26.975571 sec): 3 clusters Score: Raw -196157.700692 + Penalty 851.325673 = -195306.375019 nChanged 502 SP:Iteration 3F (26.982463 sec): 3 clusters Score: Raw -196619.275699 + Penalty 878.223788 = -195741.051912 nChanged 313 SP:Iteration 4F (26.989481 sec): 3 clusters Score: Raw -196852.544911 + Penalty 895.117347 = -195957.427564 nChanged 219 SP:Iteration 5F (26.996789 sec): 3 clusters Score: Raw -196985.183629 + Penalty 910.371511 = -196074.812118 nChanged 171 SP:Iteration 6Q (27.003233 sec): 3 clusters Score: Raw -197056.709296 + Penalty 924.014210 = -196132.695085 nChanged 132 SP:Iteration 7Q (27.009528 sec): 3 clusters Score: Raw -197094.343628 + Penalty 940.914529 = -196153.429098 nChanged 112 SP:Iteration 8Q (27.015825 sec): 3 clusters Score: Raw -197123.310949 + Penalty 954.852330 = -196168.458619 nChanged 111 SP:Iteration 9Q (27.021868 sec): 3 clusters Score: Raw -197147.219378 + Penalty 955.609320 = -196191.610058 nChanged 78 SP:Iteration 10F (27.028897 sec): 3 clusters Score: Raw -197150.858872 + Penalty 948.038119 = -196202.820753 nChanged 48 SP:Iteration 11Q (27.034948 sec): 3 clusters Score: Raw -197149.111244 + Penalty 955.456030 = -196193.655214 nChanged 44 SP:Iteration 12F (27.041850 sec): 3 clusters Score: Raw -197154.488265 + Penalty 952.785506 = -196201.702759 nChanged 32 SP:Iteration 13Q (27.047476 sec): 3 clusters Score: Raw -197158.652385 + Penalty 976.825664 = -196181.826721 nChanged 19 SP:Iteration 14F (27.054339 sec): 3 clusters Score: Raw -197164.025277 + Penalty 1042.202218 = -196121.823059 nChanged 13 SP:Iteration 15F (27.061544 sec): 3 clusters Score: Raw -197168.592836 + Penalty 1099.937018 = -196068.655818 nChanged 10 SP:Iteration 16F (27.068431 sec): 3 clusters Score: Raw -197172.212112 + Penalty 1290.187043 = -195882.025070 nChanged 8 SP:Iteration 17F (27.075560 sec): 3 clusters Score: Raw -197182.793627 + Penalty 1351.997489 = -195830.796138 nChanged 2 SP:Iteration 18F (27.082415 sec): 3 clusters Score: Raw -197185.613583 + Penalty 1351.997489 = -195833.616095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 10 (533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.088238 sec): 2 clusters Score: Raw -24195.854667 + Penalty 282.139775 = -23913.714892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.089399 sec): 3 clusters Score: Raw -23901.101141 + Penalty 527.353162 = -23373.747979 nChanged 207 SP:Iteration 1F (27.090550 sec): 3 clusters Score: Raw -24113.578586 + Penalty 511.230450 = -23602.348136 nChanged 53 SP:Iteration 2F (27.091775 sec): 3 clusters Score: Raw -24148.798255 + Penalty 492.701690 = -23656.096565 nChanged 30 SP:Iteration 3F (27.092971 sec): 3 clusters Score: Raw -24173.770167 + Penalty 510.018519 = -23663.751649 nChanged 18 SP:Iteration 4Q (27.094104 sec): 3 clusters Score: Raw -24193.923295 + Penalty 527.411841 = -23666.511455 nChanged 19 SP:Iteration 5Q (27.095280 sec): 3 clusters Score: Raw -24214.106651 + Penalty 552.795714 = -23661.310938 nChanged 8 SP:Iteration 6F (27.096478 sec): 3 clusters Score: Raw -24218.715155 + Penalty 567.130349 = -23651.584806 nChanged 2 SP:Iteration 7F (27.097604 sec): 3 clusters Score: Raw -24219.151064 + Penalty 575.621734 = -23643.529330 nChanged 1 SP:Iteration 8F (27.098731 sec): 3 clusters Score: Raw -24219.592361 + Penalty 579.414797 = -23640.177564 nChanged 2 SP:Iteration 9F (27.099858 sec): 3 clusters Score: Raw -24221.523559 + Penalty 585.460176 = -23636.063382 nChanged 2 SP:Iteration 10F (27.100981 sec): 3 clusters Score: Raw -24223.032334 + Penalty 585.460176 = -23637.572158 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 11 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.102127 sec): 2 clusters Score: Raw -12064.504710 + Penalty 576.005061 = -11488.499649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.102724 sec): 3 clusters Score: Raw -11800.852570 + Penalty 1154.875865 = -10645.976705 nChanged 74 SP:Iteration 1F (27.103310 sec): 3 clusters Score: Raw -11946.981973 + Penalty 1131.862619 = -10815.119354 nChanged 43 SP:Iteration 2F (27.103899 sec): 3 clusters Score: Raw -12065.445710 + Penalty 1159.200856 = -10906.244855 nChanged 14 SP:Iteration 3F (27.104501 sec): 3 clusters Score: Raw -12091.793931 + Penalty 1187.558747 = -10904.235184 nChanged 2 SP:Iteration 4F (27.105085 sec): 3 clusters Score: Raw -12096.684666 + Penalty 1185.599417 = -10911.085249 nChanged 1 SP:Iteration 5Q (27.105580 sec): 3 clusters Score: Raw -12101.543847 + Penalty 1185.599417 = -10915.944431 nChanged 0 SP:Iteration 6F (27.106164 sec): 3 clusters Score: Raw -12101.543847 + Penalty 1185.599417 = -10915.944431 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 12 (834 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.110695 sec): 2 clusters Score: Raw -35322.663521 + Penalty 204.645091 = -35118.018431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.112413 sec): 3 clusters Score: Raw -34815.561951 + Penalty 420.039214 = -34395.522738 nChanged 394 SP:Iteration 1F (27.114100 sec): 3 clusters Score: Raw -35047.873426 + Penalty 432.254720 = -34615.618706 nChanged 129 SP:Iteration 2F (27.115712 sec): 3 clusters Score: Raw -35156.683611 + Penalty 434.384834 = -34722.298777 nChanged 75 SP:Iteration 3F (27.117322 sec): 3 clusters Score: Raw -35242.878707 + Penalty 428.851600 = -34814.027107 nChanged 67 SP:Iteration 4F (27.118932 sec): 3 clusters Score: Raw -35313.640244 + Penalty 407.239110 = -34906.401134 nChanged 51 SP:Iteration 5F (27.120542 sec): 3 clusters Score: Raw -35362.449135 + Penalty 409.074680 = -34953.374455 nChanged 27 SP:Iteration 6Q (27.122196 sec): 3 clusters Score: Raw -35380.841646 + Penalty 399.033061 = -34981.808585 nChanged 18 SP:Iteration 7Q (27.123840 sec): 3 clusters Score: Raw -35389.792542 + Penalty 391.800736 = -34997.991806 nChanged 7 SP:Iteration 8Q (27.125455 sec): 3 clusters Score: Raw -35393.210587 + Penalty 381.951099 = -35011.259488 nChanged 7 SP:Iteration 9Q (27.127064 sec): 3 clusters Score: Raw -35397.527143 + Penalty 365.040863 = -35032.486280 nChanged 7 SP:Iteration 10F (27.128674 sec): 3 clusters Score: Raw -35400.407558 + Penalty 360.551374 = -35039.856184 nChanged 1 SP:Iteration 11Q (27.130333 sec): 3 clusters Score: Raw -35400.799060 + Penalty 358.852697 = -35041.946363 nChanged 2 SP:Iteration 12Q (27.131968 sec): 3 clusters Score: Raw -35401.133345 + Penalty 360.160465 = -35040.972880 nChanged 1 SP:Iteration 13F (27.133599 sec): 3 clusters Score: Raw -35401.321467 + Penalty 361.697996 = -35039.623472 nChanged 2 SP:Iteration 14F (27.135207 sec): 3 clusters Score: Raw -35401.844141 + Penalty 363.146396 = -35038.697745 nChanged 1 SP:Iteration 15F (27.136814 sec): 3 clusters Score: Raw -35401.974268 + Penalty 363.146396 = -35038.827872 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 13 (1806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.146705 sec): 2 clusters Score: Raw -113287.812772 + Penalty 888.793186 = -112399.019585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.150051 sec): 3 clusters Score: Raw -111536.572779 + Penalty 1780.323250 = -109756.249529 nChanged 748 SP:Iteration 1F (27.153336 sec): 3 clusters Score: Raw -112579.318149 + Penalty 1783.538163 = -110795.779986 nChanged 372 SP:Iteration 2F (27.156608 sec): 3 clusters Score: Raw -113253.693336 + Penalty 1783.317773 = -111470.375563 nChanged 204 SP:Iteration 3F (27.159868 sec): 3 clusters Score: Raw -113700.527721 + Penalty 1781.438850 = -111919.088871 nChanged 116 SP:Iteration 4F (27.163135 sec): 3 clusters Score: Raw -114092.486766 + Penalty 1783.581843 = -112308.904924 nChanged 57 SP:Iteration 5Q (27.166035 sec): 3 clusters Score: Raw -114126.790558 + Penalty 1784.203336 = -112342.587222 nChanged 23 SP:Iteration 6Q (27.168878 sec): 3 clusters Score: Raw -114122.910966 + Penalty 1783.793028 = -112339.117937 nChanged 6 SP:Iteration 7F (27.172134 sec): 3 clusters Score: Raw -114118.515709 + Penalty 1784.317418 = -112334.198291 nChanged 3 SP:Iteration 8F (27.175389 sec): 3 clusters Score: Raw -114116.990427 + Penalty 1783.457091 = -112333.533336 nChanged 5 SP:Iteration 9F (27.178644 sec): 3 clusters Score: Raw -114114.551069 + Penalty 1783.572856 = -112330.978212 nChanged 6 SP:Iteration 10F (27.181895 sec): 3 clusters Score: Raw -114115.213694 + Penalty 1783.382867 = -112331.830827 nChanged 4 SP:Iteration 11Q (27.184682 sec): 3 clusters Score: Raw -114111.737102 + Penalty 1782.913967 = -112328.823135 nChanged 4 SP:Iteration 12F (27.187956 sec): 3 clusters Score: Raw -114109.200553 + Penalty 1782.718356 = -112326.482197 nChanged 2 SP:Iteration 13F (27.191224 sec): 3 clusters Score: Raw -114109.239805 + Penalty 1782.041769 = -112327.198036 nChanged 1 SP:Iteration 14Q (27.194338 sec): 3 clusters Score: Raw -114109.328311 + Penalty 1781.871014 = -112327.457297 nChanged 4 SP:Iteration 15Q (27.197194 sec): 3 clusters Score: Raw -114108.376166 + Penalty 1781.492436 = -112326.883730 nChanged 2 SP:Iteration 16F (27.200685 sec): 3 clusters Score: Raw -114107.833800 + Penalty 1781.143721 = -112326.690079 nChanged 3 SP:Iteration 17F (27.204285 sec): 3 clusters Score: Raw -114106.118970 + Penalty 1781.600356 = -112324.518614 nChanged 1 SP:Iteration 18F (27.208054 sec): 3 clusters Score: Raw -114105.079599 + Penalty 1781.600356 = -112323.479243 nChanged 0 Memory request: 0.03 GB would take us to total of 0.39 GB. Trying to split cluster 14 (6836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.240875 sec): 2 clusters Score: Raw -325397.725737 + Penalty 369.039535 = -325028.686203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.253451 sec): 3 clusters Score: Raw -320872.676546 + Penalty 744.949948 = -320127.726598 nChanged 3169 SP:Iteration 1F (27.265801 sec): 3 clusters Score: Raw -323121.498756 + Penalty 759.003077 = -322362.495678 nChanged 1019 SP:Iteration 2F (27.278183 sec): 3 clusters Score: Raw -324012.393487 + Penalty 767.502995 = -323244.890492 nChanged 701 SP:Iteration 3F (27.290448 sec): 3 clusters Score: Raw -324575.923346 + Penalty 770.087124 = -323805.836222 nChanged 387 SP:Iteration 4F (27.303187 sec): 3 clusters Score: Raw -324846.664277 + Penalty 773.414283 = -324073.249995 nChanged 176 SP:Iteration 5Q (27.315461 sec): 3 clusters Score: Raw -325031.535521 + Penalty 780.403987 = -324251.131534 nChanged 108 SP:Iteration 6Q (27.326769 sec): 3 clusters Score: Raw -325111.240547 + Penalty 791.608419 = -324319.632128 nChanged 80 SP:Iteration 7Q (27.337580 sec): 3 clusters Score: Raw -325156.963617 + Penalty 801.969041 = -324354.994576 nChanged 54 SP:Iteration 8Q (27.348124 sec): 3 clusters Score: Raw -325174.433756 + Penalty 807.574208 = -324366.859548 nChanged 52 SP:Iteration 9Q (27.358533 sec): 3 clusters Score: Raw -325180.460612 + Penalty 809.990231 = -324370.470381 nChanged 39 SP:Iteration 10F (27.370901 sec): 3 clusters Score: Raw -325179.157726 + Penalty 807.814570 = -324371.343157 nChanged 40 SP:Iteration 11Q (27.381320 sec): 3 clusters Score: Raw -325178.695459 + Penalty 799.774149 = -324378.921309 nChanged 45 SP:Iteration 12Q (27.391590 sec): 3 clusters Score: Raw -325180.338259 + Penalty 789.562849 = -324390.775410 nChanged 49 SP:Iteration 13Q (27.401809 sec): 3 clusters Score: Raw -325187.416281 + Penalty 769.777404 = -324417.638877 nChanged 65 SP:Iteration 14Q (27.411935 sec): 3 clusters Score: Raw -325200.111889 + Penalty 754.479712 = -324445.632177 nChanged 63 SP:Iteration 15Q (27.422112 sec): 3 clusters Score: Raw -325216.585356 + Penalty 751.195919 = -324465.389436 nChanged 61 SP:Iteration 16Q (27.432255 sec): 3 clusters Score: Raw -325231.144677 + Penalty 738.299914 = -324492.844763 nChanged 55 SP:Iteration 17Q (27.442168 sec): 3 clusters Score: Raw -325245.929427 + Penalty 731.062225 = -324514.867202 nChanged 62 SP:Iteration 18Q (27.451970 sec): 3 clusters Score: Raw -325267.755396 + Penalty 719.601300 = -324548.154096 nChanged 69 SP:Iteration 19Q (27.461822 sec): 3 clusters Score: Raw -325294.643438 + Penalty 732.696798 = -324561.946640 nChanged 56 SP:Iteration 20F (27.474133 sec): 3 clusters Score: Raw -325328.178721 + Penalty 677.973955 = -324650.204767 nChanged 50 SP:Iteration 21Q (27.483882 sec): 3 clusters Score: Raw -325371.574714 + Penalty 880.420523 = -324491.154191 nChanged 23 SP:Iteration 22F (27.497052 sec): 3 clusters Score: Raw -325393.695702 + Penalty 369.039535 = -325024.656168 nChanged 3 SP:Iteration 23Q (27.506718 sec): 2 clusters Score: Raw -325397.725737 + Penalty 369.039535 = -325028.686203 nChanged 0 SP:Iteration 24F (27.516031 sec): 2 clusters Score: Raw -325397.725737 + Penalty 369.039535 = -325028.686203 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 16 (925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.522852 sec): 2 clusters Score: Raw -58326.102270 + Penalty 936.993725 = -57389.108545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.524789 sec): 3 clusters Score: Raw -57189.716031 + Penalty 1869.294241 = -55320.421791 nChanged 356 SP:Iteration 1F (27.526642 sec): 3 clusters Score: Raw -57752.593678 + Penalty 1860.806318 = -55891.787360 nChanged 193 SP:Iteration 2F (27.528454 sec): 3 clusters Score: Raw -58181.764011 + Penalty 1865.592284 = -56316.171728 nChanged 97 SP:Iteration 3F (27.530225 sec): 3 clusters Score: Raw -58320.279431 + Penalty 1868.876438 = -56451.402994 nChanged 42 SP:Iteration 4Q (27.531812 sec): 3 clusters Score: Raw -58351.587540 + Penalty 1871.137703 = -56480.449837 nChanged 26 SP:Iteration 5Q (27.533346 sec): 3 clusters Score: Raw -58378.843405 + Penalty 1872.340106 = -56506.503299 nChanged 14 SP:Iteration 6Q (27.534854 sec): 3 clusters Score: Raw -58396.896945 + Penalty 1870.220888 = -56526.676057 nChanged 12 SP:Iteration 7Q (27.536345 sec): 3 clusters Score: Raw -58407.447978 + Penalty 1873.919803 = -56533.528175 nChanged 15 SP:Iteration 8Q (27.537825 sec): 3 clusters Score: Raw -58428.639437 + Penalty 1874.603540 = -56554.035896 nChanged 19 SP:Iteration 9Q (27.539307 sec): 3 clusters Score: Raw -58461.640296 + Penalty 1878.625902 = -56583.014394 nChanged 19 SP:Iteration 10F (27.541077 sec): 3 clusters Score: Raw -58490.090603 + Penalty 1882.754146 = -56607.336457 nChanged 13 SP:Iteration 11Q (27.542528 sec): 3 clusters Score: Raw -58508.248627 + Penalty 1891.289751 = -56616.958876 nChanged 9 SP:Iteration 12Q (27.544015 sec): 3 clusters Score: Raw -58509.960194 + Penalty 1883.931819 = -56626.028375 nChanged 8 SP:Iteration 13Q (27.545470 sec): 3 clusters Score: Raw -58503.906285 + Penalty 1883.987849 = -56619.918436 nChanged 5 SP:Iteration 14F (27.547256 sec): 3 clusters Score: Raw -58502.611268 + Penalty 1879.766499 = -56622.844769 nChanged 5 SP:Iteration 15Q (27.548678 sec): 3 clusters Score: Raw -58505.052048 + Penalty 1881.593534 = -56623.458515 nChanged 3 SP:Iteration 16Q (27.550142 sec): 3 clusters Score: Raw -58499.607291 + Penalty 1884.931479 = -56614.675812 nChanged 3 SP:Iteration 17F (27.551945 sec): 3 clusters Score: Raw -58497.464754 + Penalty 1884.953676 = -56612.511078 nChanged 1 SP:Iteration 18F (27.553719 sec): 3 clusters Score: Raw -58495.513713 + Penalty 1884.953676 = -56610.560037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 17 (531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.556612 sec): 2 clusters Score: Raw -30421.113935 + Penalty 738.987860 = -29682.126075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.557753 sec): 3 clusters Score: Raw -29843.278746 + Penalty 1486.336417 = -28356.942329 nChanged 183 SP:Iteration 1F (27.558878 sec): 3 clusters Score: Raw -30051.492319 + Penalty 1500.634953 = -28550.857366 nChanged 76 SP:Iteration 2F (27.560000 sec): 3 clusters Score: Raw -30203.797624 + Penalty 1507.868360 = -28695.929264 nChanged 69 SP:Iteration 3F (27.561124 sec): 3 clusters Score: Raw -30336.853934 + Penalty 1499.465175 = -28837.388759 nChanged 39 SP:Iteration 4F (27.562248 sec): 3 clusters Score: Raw -30395.535862 + Penalty 1482.855389 = -28912.680473 nChanged 15 SP:Iteration 5Q (27.563182 sec): 3 clusters Score: Raw -30418.873333 + Penalty 1515.174882 = -28903.698451 nChanged 8 SP:Iteration 6F (27.564310 sec): 3 clusters Score: Raw -30431.005579 + Penalty 1534.040748 = -28896.964831 nChanged 1 SP:Iteration 7F (27.565431 sec): 3 clusters Score: Raw -30429.943211 + Penalty 1534.040748 = -28895.902463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 31 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.566872 sec): 2 clusters Score: Raw -19820.030594 + Penalty 626.247451 = -19193.783143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.567708 sec): 3 clusters Score: Raw -19410.929200 + Penalty 1248.309218 = -18162.619983 nChanged 115 SP:Iteration 1F (27.568530 sec): 3 clusters Score: Raw -19528.592099 + Penalty 1242.483009 = -18286.109090 nChanged 49 SP:Iteration 2F (27.569383 sec): 3 clusters Score: Raw -19612.547940 + Penalty 1228.607882 = -18383.940058 nChanged 40 SP:Iteration 3F (27.570207 sec): 3 clusters Score: Raw -19689.573331 + Penalty 1253.669258 = -18435.904073 nChanged 41 SP:Iteration 4F (27.571030 sec): 3 clusters Score: Raw -19775.685262 + Penalty 1259.746592 = -18515.938670 nChanged 15 SP:Iteration 5Q (27.571751 sec): 3 clusters Score: Raw -19805.915054 + Penalty 1326.157200 = -18479.757854 nChanged 8 SP:Iteration 6F (27.572572 sec): 3 clusters Score: Raw -19832.850549 + Penalty 1326.157200 = -18506.693348 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 33 (710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.575248 sec): 2 clusters Score: Raw -30415.419404 + Penalty 228.694743 = -30186.724661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.576710 sec): 3 clusters Score: Raw -30013.876441 + Penalty 457.979734 = -29555.896706 nChanged 300 SP:Iteration 1F (27.578146 sec): 3 clusters Score: Raw -30166.957974 + Penalty 461.842800 = -29705.115174 nChanged 68 SP:Iteration 2F (27.579576 sec): 3 clusters Score: Raw -30218.716987 + Penalty 468.482001 = -29750.234986 nChanged 72 SP:Iteration 3F (27.580992 sec): 3 clusters Score: Raw -30280.233883 + Penalty 475.547534 = -29804.686349 nChanged 68 SP:Iteration 4F (27.582395 sec): 3 clusters Score: Raw -30363.710923 + Penalty 482.519733 = -29881.191190 nChanged 60 SP:Iteration 5F (27.583800 sec): 3 clusters Score: Raw -30442.212932 + Penalty 469.692746 = -29972.520186 nChanged 51 SP:Iteration 6F (27.585202 sec): 3 clusters Score: Raw -30503.635418 + Penalty 459.553111 = -30044.082307 nChanged 17 SP:Iteration 7Q (27.586604 sec): 3 clusters Score: Raw -30514.310142 + Penalty 447.437141 = -30066.873001 nChanged 7 SP:Iteration 8Q (27.588054 sec): 3 clusters Score: Raw -30518.913872 + Penalty 425.403510 = -30093.510362 nChanged 7 SP:Iteration 9Q (27.589481 sec): 3 clusters Score: Raw -30525.052500 + Penalty 417.231156 = -30107.821344 nChanged 4 SP:Iteration 10F (27.590897 sec): 3 clusters Score: Raw -30526.329172 + Penalty 412.457382 = -30113.871790 nChanged 3 SP:Iteration 11Q (27.592284 sec): 3 clusters Score: Raw -30526.843060 + Penalty 412.457382 = -30114.385679 nChanged 0 SP:Iteration 12F (27.593725 sec): 3 clusters Score: Raw -30526.843060 + Penalty 412.457382 = -30114.385679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 34 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.597844 sec): 2 clusters Score: Raw -24849.922243 + Penalty 895.296491 = -23954.625752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.598755 sec): 3 clusters Score: Raw -24296.856964 + Penalty 1790.569996 = -22506.286968 nChanged 131 SP:Iteration 1F (27.599662 sec): 3 clusters Score: Raw -24407.537411 + Penalty 1790.894835 = -22616.642576 nChanged 30 SP:Iteration 2F (27.600561 sec): 3 clusters Score: Raw -24444.716487 + Penalty 1790.778105 = -22653.938382 nChanged 26 SP:Iteration 3F (27.601458 sec): 3 clusters Score: Raw -24482.387690 + Penalty 1787.417743 = -22694.969947 nChanged 41 SP:Iteration 4F (27.602357 sec): 3 clusters Score: Raw -24567.385654 + Penalty 1782.652679 = -22784.732975 nChanged 44 SP:Iteration 5F (27.603276 sec): 3 clusters Score: Raw -24660.200560 + Penalty 1782.821236 = -22877.379324 nChanged 36 SP:Iteration 6F (27.604181 sec): 3 clusters Score: Raw -24739.575926 + Penalty 1782.406865 = -22957.169062 nChanged 25 SP:Iteration 7F (27.605126 sec): 3 clusters Score: Raw -24809.400806 + Penalty 1813.990017 = -22995.410789 nChanged 16 SP:Iteration 8Q (27.605901 sec): 3 clusters Score: Raw -24868.241121 + Penalty 1850.496348 = -23017.744773 nChanged 6 SP:Iteration 9Q (27.606662 sec): 3 clusters Score: Raw -24892.912393 + Penalty 1850.496348 = -23042.416045 nChanged 0 SP:Iteration 10F (27.607598 sec): 3 clusters Score: Raw -24892.912393 + Penalty 1850.496348 = -23042.416045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 35 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.608768 sec): 2 clusters Score: Raw -5103.502953 + Penalty 227.845963 = -4875.656990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.609196 sec): 3 clusters Score: Raw -5014.655865 + Penalty 453.306691 = -4561.349174 nChanged 38 SP:Iteration 1F (27.609616 sec): 3 clusters Score: Raw -5077.877036 + Penalty 444.903258 = -4632.973778 nChanged 18 SP:Iteration 2F (27.610035 sec): 3 clusters Score: Raw -5114.387283 + Penalty 447.244545 = -4667.142737 nChanged 7 SP:Iteration 3F (27.610452 sec): 3 clusters Score: Raw -5127.360204 + Penalty 456.693261 = -4670.666943 nChanged 5 SP:Iteration 4Q (27.610854 sec): 3 clusters Score: Raw -5137.263444 + Penalty 463.056688 = -4674.206756 nChanged 3 SP:Iteration 5Q (27.611252 sec): 3 clusters Score: Raw -5145.281134 + Penalty 467.873884 = -4677.407250 nChanged 3 SP:Iteration 6Q (27.611644 sec): 3 clusters Score: Raw -5152.529411 + Penalty 468.655253 = -4683.874158 nChanged 1 SP:Iteration 7Q (27.612027 sec): 3 clusters Score: Raw -5153.671186 + Penalty 468.914100 = -4684.757085 nChanged 1 SP:Iteration 8Q (27.612410 sec): 3 clusters Score: Raw -5155.635042 + Penalty 468.914100 = -4686.720942 nChanged 0 SP:Iteration 9F (27.612825 sec): 3 clusters Score: Raw -5155.635042 + Penalty 468.914100 = -4686.720942 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 45 (536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.614941 sec): 2 clusters Score: Raw -24136.325399 + Penalty 289.146737 = -23847.178662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.616144 sec): 3 clusters Score: Raw -23822.284051 + Penalty 568.369621 = -23253.914429 nChanged 221 SP:Iteration 1F (27.617279 sec): 3 clusters Score: Raw -23987.078045 + Penalty 519.794256 = -23467.283789 nChanged 77 SP:Iteration 2F (27.618408 sec): 3 clusters Score: Raw -24059.245301 + Penalty 481.156902 = -23578.088399 nChanged 44 SP:Iteration 3F (27.619538 sec): 3 clusters Score: Raw -24102.973190 + Penalty 464.044782 = -23638.928407 nChanged 28 SP:Iteration 4F (27.620671 sec): 3 clusters Score: Raw -24136.875000 + Penalty 458.724927 = -23678.150073 nChanged 20 SP:Iteration 5Q (27.621765 sec): 3 clusters Score: Raw -24155.104124 + Penalty 454.430712 = -23700.673411 nChanged 5 SP:Iteration 6Q (27.622792 sec): 3 clusters Score: Raw -24158.833601 + Penalty 432.946516 = -23725.887085 nChanged 3 SP:Iteration 7Q (27.623796 sec): 3 clusters Score: Raw -24163.995068 + Penalty 424.936738 = -23739.058329 nChanged 2 SP:Iteration 8Q (27.624775 sec): 3 clusters Score: Raw -24168.632225 + Penalty 424.936738 = -23743.695487 nChanged 0 SP:Iteration 9F (27.625911 sec): 3 clusters Score: Raw -24168.864769 + Penalty 427.881943 = -23740.982826 nChanged 1 SP:Iteration 10F (27.627043 sec): 3 clusters Score: Raw -24172.767491 + Penalty 431.003130 = -23741.764362 nChanged 1 SP:Iteration 11Q (27.628023 sec): 3 clusters Score: Raw -24174.222165 + Penalty 431.003130 = -23743.219035 nChanged 0 SP:Iteration 12F (27.629157 sec): 3 clusters Score: Raw -24174.222165 + Penalty 431.003130 = -23743.219035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 52 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.630734 sec): 2 clusters Score: Raw -16788.582308 + Penalty 492.156651 = -16296.425657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.631646 sec): 3 clusters Score: Raw -16487.989090 + Penalty 990.363080 = -15497.626011 nChanged 144 SP:Iteration 1F (27.632542 sec): 3 clusters Score: Raw -16627.967631 + Penalty 994.556386 = -15633.411245 nChanged 45 SP:Iteration 2F (27.633437 sec): 3 clusters Score: Raw -16679.062076 + Penalty 994.244266 = -15684.817811 nChanged 39 SP:Iteration 3F (27.634335 sec): 3 clusters Score: Raw -16736.047548 + Penalty 995.277099 = -15740.770448 nChanged 26 SP:Iteration 4F (27.635263 sec): 3 clusters Score: Raw -16760.216355 + Penalty 990.838183 = -15769.378172 nChanged 13 SP:Iteration 5Q (27.636129 sec): 3 clusters Score: Raw -16766.015623 + Penalty 984.313302 = -15781.702321 nChanged 4 SP:Iteration 6Q (27.636990 sec): 3 clusters Score: Raw -16769.462689 + Penalty 984.313302 = -15785.149387 nChanged 0 SP:Iteration 7F (27.637883 sec): 3 clusters Score: Raw -16769.462689 + Penalty 984.313302 = -15785.149387 nChanged 0 Iteration 73F (28.092675 sec): 23 clusters Score: Raw -1928813.109079 + Penalty 18633.073386 = -1910180.035693 nChanged 234 Iteration 74Q (28.200084 sec): 23 clusters Score: Raw -1928897.224689 + Penalty 18630.372899 = -1910266.851790 nChanged 60 Iteration 75Q (28.305839 sec): 23 clusters Score: Raw -1928917.710444 + Penalty 18630.332973 = -1910287.377471 nChanged 31 Iteration 76Q (28.410490 sec): 23 clusters Score: Raw -1928932.811267 + Penalty 18630.779896 = -1910302.031370 nChanged 14 Iteration 77Q (28.514896 sec): 23 clusters Score: Raw -1928939.262419 + Penalty 18630.913638 = -1910308.348781 nChanged 4 Iteration 78Q (28.619265 sec): 23 clusters Score: Raw -1928940.388369 + Penalty 18631.189559 = -1910309.198810 nChanged 4 Iteration 79Q (28.723653 sec): 23 clusters Score: Raw -1928941.500843 + Penalty 18631.151588 = -1910310.349255 nChanged 3 Iteration 80F (29.156917 sec): 23 clusters Score: Raw -1928942.614436 + Penalty 18631.486549 = -1910311.127887 nChanged 5 Iteration 81Q (29.262091 sec): 23 clusters Score: Raw -1928943.794917 + Penalty 18631.557615 = -1910312.237302 nChanged 2 Iteration 82Q (29.366237 sec): 23 clusters Score: Raw -1928944.754318 + Penalty 18631.552033 = -1910313.202285 nChanged 3 Iteration 83Q (29.470597 sec): 23 clusters Score: Raw -1928945.736131 + Penalty 18631.371164 = -1910314.364967 nChanged 5 Iteration 84Q (29.575374 sec): 23 clusters Score: Raw -1928946.365071 + Penalty 18631.176068 = -1910315.189003 nChanged 2 Iteration 85Q (29.679685 sec): 23 clusters Score: Raw -1928947.258714 + Penalty 18631.176068 = -1910316.082646 nChanged 0 Iteration 86F (30.114039 sec): 23 clusters Score: Raw -1928947.258714 + Penalty 18631.176068 = -1910316.082646 nChanged 0 Writing temp clu file Memory request: 0.18 GB would take us to total of 0.36 GB. Compute initial score before splitting: Score: Raw -1928947.258714 + Penalty 18631.176068 = -1910316.082646Memory request: 0.02 GB would take us to total of 0.38 GB. Trying to split cluster 1 (4442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.250842 sec): 2 clusters Score: Raw -272533.510743 + Penalty 557.873029 = -271975.637714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.259086 sec): 3 clusters Score: Raw -269293.871940 + Penalty 1125.881026 = -268167.990914 nChanged 1960 SP:Iteration 1F (30.267266 sec): 3 clusters Score: Raw -270583.105031 + Penalty 1137.485853 = -269445.619177 nChanged 553 SP:Iteration 2F (30.275899 sec): 3 clusters Score: Raw -271020.593127 + Penalty 1150.966700 = -269869.626426 nChanged 469 SP:Iteration 3F (30.283897 sec): 3 clusters Score: Raw -271523.805352 + Penalty 1155.090088 = -270368.715264 nChanged 347 SP:Iteration 4F (30.291947 sec): 3 clusters Score: Raw -271926.962649 + Penalty 1163.939566 = -270763.023083 nChanged 231 SP:Iteration 5F (30.299953 sec): 3 clusters Score: Raw -272162.271118 + Penalty 1174.791279 = -270987.479839 nChanged 181 SP:Iteration 6Q (30.306737 sec): 3 clusters Score: Raw -272317.955198 + Penalty 1178.144156 = -271139.811042 nChanged 161 SP:Iteration 7Q (30.313311 sec): 3 clusters Score: Raw -272469.706203 + Penalty 1195.690494 = -271274.015709 nChanged 70 SP:Iteration 8Q (30.319499 sec): 3 clusters Score: Raw -272529.210117 + Penalty 557.873029 = -271971.337088 nChanged 8 SP:Iteration 9Q (30.325568 sec): 2 clusters Score: Raw -272533.510743 + Penalty 557.873029 = -271975.637714 nChanged 0 SP:Iteration 10F (30.331596 sec): 2 clusters Score: Raw -272533.510743 + Penalty 557.873029 = -271975.637714 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 2 (1727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.339876 sec): 2 clusters Score: Raw -83089.396338 + Penalty 159.689598 = -82929.706739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.343221 sec): 3 clusters Score: Raw -81777.951832 + Penalty 321.097437 = -81456.854395 nChanged 769 SP:Iteration 1F (30.346432 sec): 3 clusters Score: Raw -82369.562269 + Penalty 327.639739 = -82041.922531 nChanged 269 SP:Iteration 2F (30.349612 sec): 3 clusters Score: Raw -82588.604354 + Penalty 335.450143 = -82253.154211 nChanged 157 SP:Iteration 3F (30.352793 sec): 3 clusters Score: Raw -82671.395033 + Penalty 337.301360 = -82334.093673 nChanged 74 SP:Iteration 4Q (30.355962 sec): 3 clusters Score: Raw -82721.876071 + Penalty 337.259048 = -82384.617022 nChanged 63 SP:Iteration 5Q (30.359111 sec): 3 clusters Score: Raw -82782.222081 + Penalty 336.072081 = -82446.150000 nChanged 52 SP:Iteration 6Q (30.362153 sec): 3 clusters Score: Raw -82841.810578 + Penalty 333.524669 = -82508.285909 nChanged 50 SP:Iteration 7Q (30.365137 sec): 3 clusters Score: Raw -82893.357411 + Penalty 331.614474 = -82561.742938 nChanged 43 SP:Iteration 8Q (30.368087 sec): 3 clusters Score: Raw -82916.946603 + Penalty 330.950491 = -82585.996111 nChanged 34 SP:Iteration 9Q (30.371048 sec): 3 clusters Score: Raw -82932.390422 + Penalty 329.769762 = -82602.620660 nChanged 25 SP:Iteration 10F (30.374321 sec): 3 clusters Score: Raw -82942.202600 + Penalty 328.911348 = -82613.291252 nChanged 18 SP:Iteration 11Q (30.377253 sec): 3 clusters Score: Raw -82947.701298 + Penalty 328.432525 = -82619.268773 nChanged 11 SP:Iteration 12Q (30.380128 sec): 3 clusters Score: Raw -82951.800968 + Penalty 327.478583 = -82624.322384 nChanged 15 SP:Iteration 13Q (30.382999 sec): 3 clusters Score: Raw -82957.274159 + Penalty 326.784949 = -82630.489210 nChanged 12 SP:Iteration 14Q (30.385870 sec): 3 clusters Score: Raw -82961.579783 + Penalty 326.537341 = -82635.042442 nChanged 12 SP:Iteration 15Q (30.388859 sec): 3 clusters Score: Raw -82965.694607 + Penalty 326.308336 = -82639.386271 nChanged 8 SP:Iteration 16Q (30.391759 sec): 3 clusters Score: Raw -82968.022903 + Penalty 325.875485 = -82642.147418 nChanged 7 SP:Iteration 17Q (30.394618 sec): 3 clusters Score: Raw -82969.663338 + Penalty 325.591353 = -82644.071985 nChanged 6 SP:Iteration 18Q (30.397479 sec): 3 clusters Score: Raw -82970.966652 + Penalty 325.367935 = -82645.598717 nChanged 7 SP:Iteration 19Q (30.400336 sec): 3 clusters Score: Raw -82972.677272 + Penalty 324.893568 = -82647.783704 nChanged 8 SP:Iteration 20F (30.403505 sec): 3 clusters Score: Raw -82974.680144 + Penalty 324.662447 = -82650.017697 nChanged 6 SP:Iteration 21Q (30.406398 sec): 3 clusters Score: Raw -82975.773274 + Penalty 324.305100 = -82651.468174 nChanged 6 SP:Iteration 22Q (30.409285 sec): 3 clusters Score: Raw -82977.094935 + Penalty 324.177460 = -82652.917475 nChanged 5 SP:Iteration 23Q (30.412170 sec): 3 clusters Score: Raw -82978.141157 + Penalty 324.057919 = -82654.083238 nChanged 3 SP:Iteration 24Q (30.415058 sec): 3 clusters Score: Raw -82979.222079 + Penalty 324.000849 = -82655.221230 nChanged 1 SP:Iteration 25Q (30.417946 sec): 3 clusters Score: Raw -82979.472283 + Penalty 324.000849 = -82655.471435 nChanged 0 SP:Iteration 26F (30.421116 sec): 3 clusters Score: Raw -82979.472283 + Penalty 324.000849 = -82655.471435 nChanged 0 Memory request: 0.02 GB would take us to total of 0.38 GB. Trying to split cluster 3 (4914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.442499 sec): 2 clusters Score: Raw -230070.762442 + Penalty 363.108933 = -229707.653509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.451693 sec): 3 clusters Score: Raw -226936.977140 + Penalty 773.784290 = -226163.192849 nChanged 2230 SP:Iteration 1F (30.460562 sec): 3 clusters Score: Raw -229267.065522 + Penalty 839.727951 = -228427.337570 nChanged 672 SP:Iteration 2F (30.469461 sec): 3 clusters Score: Raw -230057.594868 + Penalty 878.685758 = -229178.909110 nChanged 344 SP:Iteration 3F (30.478453 sec): 3 clusters Score: Raw -230368.200379 + Penalty 897.080950 = -229471.119429 nChanged 134 SP:Iteration 4Q (30.487297 sec): 3 clusters Score: Raw -230424.693019 + Penalty 899.540819 = -229525.152200 nChanged 62 SP:Iteration 5Q (30.495922 sec): 3 clusters Score: Raw -230437.313947 + Penalty 897.778769 = -229539.535177 nChanged 29 SP:Iteration 6Q (30.504304 sec): 3 clusters Score: Raw -230440.407025 + Penalty 902.067991 = -229538.339034 nChanged 20 SP:Iteration 7F (30.513087 sec): 3 clusters Score: Raw -230439.527100 + Penalty 905.385955 = -229534.141145 nChanged 16 SP:Iteration 8F (30.521911 sec): 3 clusters Score: Raw -230435.613739 + Penalty 906.038385 = -229529.575354 nChanged 9 SP:Iteration 9F (30.530811 sec): 3 clusters Score: Raw -230433.504864 + Penalty 905.332753 = -229528.172111 nChanged 5 SP:Iteration 10F (30.539645 sec): 3 clusters Score: Raw -230432.551181 + Penalty 900.915656 = -229531.635525 nChanged 4 SP:Iteration 11Q (30.547631 sec): 3 clusters Score: Raw -230431.983083 + Penalty 902.766182 = -229529.216901 nChanged 1 SP:Iteration 12F (30.556456 sec): 3 clusters Score: Raw -230431.596211 + Penalty 902.766182 = -229528.830029 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 4 (2121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.570788 sec): 2 clusters Score: Raw -143976.988053 + Penalty 1244.665347 = -142732.322706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.574824 sec): 3 clusters Score: Raw -142083.669138 + Penalty 2489.331420 = -139594.337717 nChanged 862 SP:Iteration 1F (30.579022 sec): 3 clusters Score: Raw -143997.084944 + Penalty 2489.331214 = -141507.753731 nChanged 374 SP:Iteration 2F (30.583013 sec): 3 clusters Score: Raw -144909.085062 + Penalty 2489.333905 = -142419.751158 nChanged 172 SP:Iteration 3F (30.586908 sec): 3 clusters Score: Raw -145092.413794 + Penalty 2489.335746 = -142603.078048 nChanged 63 SP:Iteration 4Q (30.590448 sec): 3 clusters Score: Raw -145122.207828 + Penalty 2489.335621 = -142632.872207 nChanged 28 SP:Iteration 5Q (30.594047 sec): 3 clusters Score: Raw -145132.513544 + Penalty 2489.335527 = -142643.178016 nChanged 17 SP:Iteration 6Q (30.597531 sec): 3 clusters Score: Raw -145134.656480 + Penalty 2489.335348 = -142645.321132 nChanged 17 SP:Iteration 7Q (30.601024 sec): 3 clusters Score: Raw -145132.767484 + Penalty 2489.335184 = -142643.432301 nChanged 12 SP:Iteration 8F (30.604911 sec): 3 clusters Score: Raw -145131.447298 + Penalty 2489.334999 = -142642.112299 nChanged 12 SP:Iteration 9F (30.608810 sec): 3 clusters Score: Raw -145130.437970 + Penalty 2489.334756 = -142641.103214 nChanged 14 SP:Iteration 10F (30.612691 sec): 3 clusters Score: Raw -145129.992492 + Penalty 2489.334564 = -142640.657929 nChanged 10 SP:Iteration 11F (30.616569 sec): 3 clusters Score: Raw -145127.933384 + Penalty 2489.334355 = -142638.599029 nChanged 10 SP:Iteration 12F (30.620449 sec): 3 clusters Score: Raw -145125.455446 + Penalty 2489.334058 = -142636.121388 nChanged 13 SP:Iteration 13F (30.624370 sec): 3 clusters Score: Raw -145124.412130 + Penalty 2489.333651 = -142635.078480 nChanged 16 SP:Iteration 14F (30.628350 sec): 3 clusters Score: Raw -145123.280266 + Penalty 2489.333282 = -142633.946983 nChanged 13 SP:Iteration 15F (30.632224 sec): 3 clusters Score: Raw -145118.636085 + Penalty 2489.333006 = -142629.303079 nChanged 9 SP:Iteration 16F (30.636121 sec): 3 clusters Score: Raw -145118.078891 + Penalty 2489.332713 = -142628.746178 nChanged 9 SP:Iteration 17F (30.639998 sec): 3 clusters Score: Raw -145112.880774 + Penalty 2489.332436 = -142623.548338 nChanged 8 SP:Iteration 18F (30.643861 sec): 3 clusters Score: Raw -145107.975116 + Penalty 2489.332143 = -142618.642973 nChanged 8 SP:Iteration 19F (30.647730 sec): 3 clusters Score: Raw -145103.990186 + Penalty 2489.331874 = -142614.658313 nChanged 7 SP:Iteration 20F (30.651634 sec): 3 clusters Score: Raw -145097.839496 + Penalty 2489.331674 = -142608.507822 nChanged 5 SP:Iteration 21F (30.655533 sec): 3 clusters Score: Raw -145092.709548 + Penalty 2489.331466 = -142603.378082 nChanged 5 SP:Iteration 22F (30.659409 sec): 3 clusters Score: Raw -145088.111215 + Penalty 2489.331339 = -142598.779876 nChanged 3 SP:Iteration 23F (30.663272 sec): 3 clusters Score: Raw -145085.117864 + Penalty 2489.331252 = -142595.786612 nChanged 2 SP:Iteration 24F (30.667146 sec): 3 clusters Score: Raw -145082.366525 + Penalty 2489.331208 = -142593.035317 nChanged 1 SP:Iteration 25F (30.671002 sec): 3 clusters Score: Raw -145081.563655 + Penalty 2489.331075 = -142592.232580 nChanged 3 SP:Iteration 26F (30.674913 sec): 3 clusters Score: Raw -145078.114562 + Penalty 2489.330940 = -142588.783622 nChanged 3 SP:Iteration 27F (30.678814 sec): 3 clusters Score: Raw -145074.242113 + Penalty 2489.330801 = -142584.911312 nChanged 3 SP:Iteration 28F (30.682696 sec): 3 clusters Score: Raw -145071.128780 + Penalty 2489.330660 = -142581.798120 nChanged 3 SP:Iteration 29F (30.686560 sec): 3 clusters Score: Raw -145067.267743 + Penalty 2489.330516 = -142577.937227 nChanged 3 SP:Iteration 30F (30.690432 sec): 3 clusters Score: Raw -145063.605209 + Penalty 2489.330467 = -142574.274741 nChanged 1 SP:Iteration 31F (30.694315 sec): 3 clusters Score: Raw -145062.436565 + Penalty 2489.330467 = -142573.106098 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 5 (2195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.706452 sec): 2 clusters Score: Raw -109193.747274 + Penalty 345.513526 = -108848.233747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.710556 sec): 3 clusters Score: Raw -107617.606053 + Penalty 692.211183 = -106925.394870 nChanged 988 SP:Iteration 1F (30.714585 sec): 3 clusters Score: Raw -108486.986782 + Penalty 682.680390 = -107804.306392 nChanged 419 SP:Iteration 2F (30.718594 sec): 3 clusters Score: Raw -108946.423296 + Penalty 658.175568 = -108288.247728 nChanged 191 SP:Iteration 3F (30.722610 sec): 3 clusters Score: Raw -109149.614248 + Penalty 648.094522 = -108501.519726 nChanged 106 SP:Iteration 4Q (30.726662 sec): 3 clusters Score: Raw -109214.805472 + Penalty 657.931209 = -108556.874263 nChanged 78 SP:Iteration 5Q (30.730639 sec): 3 clusters Score: Raw -109267.267108 + Penalty 663.246176 = -108604.020932 nChanged 39 SP:Iteration 6Q (30.734138 sec): 3 clusters Score: Raw -109279.645780 + Penalty 671.246684 = -108608.399096 nChanged 21 SP:Iteration 7Q (30.737449 sec): 3 clusters Score: Raw -109278.987743 + Penalty 690.460767 = -108588.526976 nChanged 10 SP:Iteration 8F (30.741452 sec): 3 clusters Score: Raw -109276.856435 + Penalty 675.269055 = -108601.587380 nChanged 3 SP:Iteration 9Q (30.744616 sec): 3 clusters Score: Raw -109276.481826 + Penalty 710.803110 = -108565.678716 nChanged 4 SP:Iteration 10F (30.748798 sec): 3 clusters Score: Raw -109273.393768 + Penalty 733.473356 = -108539.920412 nChanged 3 SP:Iteration 11F (30.752734 sec): 3 clusters Score: Raw -109271.792844 + Penalty 739.993980 = -108531.798864 nChanged 2 SP:Iteration 12F (30.756651 sec): 3 clusters Score: Raw -109273.959914 + Penalty 739.993980 = -108533.965934 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 6 (1685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.765231 sec): 2 clusters Score: Raw -90934.870557 + Penalty 768.426185 = -90166.444372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.768413 sec): 3 clusters Score: Raw -89688.174940 + Penalty 1567.952736 = -88120.222205 nChanged 677 SP:Iteration 1F (30.771541 sec): 3 clusters Score: Raw -90435.614786 + Penalty 1614.224892 = -88821.389894 nChanged 255 SP:Iteration 2F (30.774660 sec): 3 clusters Score: Raw -90727.130275 + Penalty 1648.070259 = -89079.060016 nChanged 148 SP:Iteration 3F (30.777862 sec): 3 clusters Score: Raw -90873.457227 + Penalty 1676.990327 = -89196.466900 nChanged 106 SP:Iteration 4F (30.781010 sec): 3 clusters Score: Raw -90963.972038 + Penalty 1704.659596 = -89259.312443 nChanged 70 SP:Iteration 5Q (30.783918 sec): 3 clusters Score: Raw -90999.786309 + Penalty 1731.732636 = -89268.053673 nChanged 54 SP:Iteration 6Q (30.786716 sec): 3 clusters Score: Raw -91024.250683 + Penalty 1763.512754 = -89260.737929 nChanged 39 SP:Iteration 7F (30.789830 sec): 3 clusters Score: Raw -91028.431845 + Penalty 1779.982440 = -89248.449405 nChanged 24 SP:Iteration 8F (30.792971 sec): 3 clusters Score: Raw -91031.972774 + Penalty 1798.563398 = -89233.409376 nChanged 16 SP:Iteration 9F (30.796091 sec): 3 clusters Score: Raw -91032.016406 + Penalty 1808.420986 = -89223.595420 nChanged 10 SP:Iteration 10F (30.799205 sec): 3 clusters Score: Raw -91032.960539 + Penalty 1818.735553 = -89214.224986 nChanged 8 SP:Iteration 11F (30.802314 sec): 3 clusters Score: Raw -91029.981539 + Penalty 1821.966040 = -89208.015499 nChanged 4 SP:Iteration 12F (30.805431 sec): 3 clusters Score: Raw -91024.320015 + Penalty 1823.835919 = -89200.484096 nChanged 1 SP:Iteration 13F (30.808544 sec): 3 clusters Score: Raw -91025.064612 + Penalty 1831.806594 = -89193.258018 nChanged 1 SP:Iteration 14F (30.811654 sec): 3 clusters Score: Raw -91027.127028 + Penalty 1851.886135 = -89175.240893 nChanged 1 SP:Iteration 15F (30.814769 sec): 3 clusters Score: Raw -91029.703843 + Penalty 1851.886135 = -89177.817708 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 7 (1918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.820358 sec): 2 clusters Score: Raw -110688.042843 + Penalty 567.748022 = -110120.294822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.823952 sec): 3 clusters Score: Raw -108960.515831 + Penalty 1140.876341 = -107819.639490 nChanged 806 SP:Iteration 1F (30.827501 sec): 3 clusters Score: Raw -109822.358981 + Penalty 1179.401183 = -108642.957798 nChanged 403 SP:Iteration 2F (30.831033 sec): 3 clusters Score: Raw -110347.746042 + Penalty 1216.727321 = -109131.018721 nChanged 191 SP:Iteration 3F (30.834550 sec): 3 clusters Score: Raw -110523.541441 + Penalty 1248.889080 = -109274.652361 nChanged 102 SP:Iteration 4F (30.838068 sec): 3 clusters Score: Raw -110613.357326 + Penalty 1267.500209 = -109345.857117 nChanged 66 SP:Iteration 5Q (30.841364 sec): 3 clusters Score: Raw -110642.850147 + Penalty 1284.847888 = -109358.002259 nChanged 57 SP:Iteration 6Q (30.844484 sec): 3 clusters Score: Raw -110686.944095 + Penalty 1297.035379 = -109389.908716 nChanged 54 SP:Iteration 7Q (30.847532 sec): 3 clusters Score: Raw -110753.332026 + Penalty 1303.191992 = -109450.140034 nChanged 38 SP:Iteration 8Q (30.850462 sec): 3 clusters Score: Raw -110811.016905 + Penalty 1307.890758 = -109503.126147 nChanged 18 SP:Iteration 9Q (30.853316 sec): 3 clusters Score: Raw -110822.533637 + Penalty 1306.624226 = -109515.909410 nChanged 12 SP:Iteration 10F (30.856836 sec): 3 clusters Score: Raw -110839.545983 + Penalty 1314.412778 = -109525.133205 nChanged 17 SP:Iteration 11Q (30.859654 sec): 3 clusters Score: Raw -110857.326328 + Penalty 1326.731677 = -109530.594651 nChanged 13 SP:Iteration 12Q (30.862456 sec): 3 clusters Score: Raw -110885.867156 + Penalty 1334.163475 = -109551.703681 nChanged 14 SP:Iteration 13Q (30.865240 sec): 3 clusters Score: Raw -110918.488310 + Penalty 1339.325884 = -109579.162426 nChanged 10 SP:Iteration 14Q (30.868012 sec): 3 clusters Score: Raw -110981.855974 + Penalty 1339.830822 = -109642.025152 nChanged 7 SP:Iteration 15Q (30.870769 sec): 3 clusters Score: Raw -111068.632283 + Penalty 1340.789422 = -109727.842861 nChanged 2 SP:Iteration 16Q (30.873512 sec): 3 clusters Score: Raw -111079.915315 + Penalty 1340.789422 = -109739.125892 nChanged 0 SP:Iteration 17F (30.877027 sec): 3 clusters Score: Raw -111079.915315 + Penalty 1340.789422 = -109739.125892 nChanged 0 Memory request: 0.02 GB would take us to total of 0.38 GB. Trying to split cluster 8 (3869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.894595 sec): 2 clusters Score: Raw -197171.155249 + Penalty 393.381896 = -196777.773353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.902494 sec): 3 clusters Score: Raw -194465.268496 + Penalty 820.724230 = -193644.544266 nChanged 1753 SP:Iteration 1F (30.909853 sec): 3 clusters Score: Raw -196223.833337 + Penalty 881.742007 = -195342.091329 nChanged 603 SP:Iteration 2F (30.916922 sec): 3 clusters Score: Raw -196853.228977 + Penalty 946.730143 = -195906.498835 nChanged 286 SP:Iteration 3F (30.923911 sec): 3 clusters Score: Raw -197062.369968 + Penalty 997.855605 = -196064.514363 nChanged 119 SP:Iteration 4Q (30.930333 sec): 3 clusters Score: Raw -197139.023149 + Penalty 1021.513160 = -196117.509989 nChanged 47 SP:Iteration 5Q (30.936338 sec): 3 clusters Score: Raw -197166.701540 + Penalty 1097.030378 = -196069.671162 nChanged 34 SP:Iteration 6F (30.943332 sec): 3 clusters Score: Raw -197183.394696 + Penalty 1127.074947 = -196056.319749 nChanged 9 SP:Iteration 7F (30.950352 sec): 3 clusters Score: Raw -197186.020269 + Penalty 1200.387984 = -195985.632286 nChanged 8 SP:Iteration 8F (30.957159 sec): 3 clusters Score: Raw -197194.462060 + Penalty 1295.528244 = -195898.933815 nChanged 3 SP:Iteration 9F (30.963960 sec): 3 clusters Score: Raw -197196.349545 + Penalty 1314.995243 = -195881.354302 nChanged 1 SP:Iteration 10F (30.970770 sec): 3 clusters Score: Raw -197198.107038 + Penalty 1314.995243 = -195883.111795 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 9 (1912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.979103 sec): 2 clusters Score: Raw -107025.474127 + Penalty 518.752552 = -106506.721575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.982725 sec): 3 clusters Score: Raw -105314.939239 + Penalty 1038.145145 = -104276.794095 nChanged 814 SP:Iteration 1F (30.986284 sec): 3 clusters Score: Raw -105950.387282 + Penalty 1035.675206 = -104914.712076 nChanged 312 SP:Iteration 2F (30.989883 sec): 3 clusters Score: Raw -106351.549285 + Penalty 1033.141745 = -105318.407540 nChanged 258 SP:Iteration 3F (30.993370 sec): 3 clusters Score: Raw -106750.394711 + Penalty 1035.905571 = -105714.489141 nChanged 116 SP:Iteration 4F (30.996880 sec): 3 clusters Score: Raw -106942.615002 + Penalty 1028.321857 = -105914.293145 nChanged 37 SP:Iteration 5Q (30.999836 sec): 3 clusters Score: Raw -106958.694021 + Penalty 1032.410802 = -105926.283219 nChanged 28 SP:Iteration 6Q (31.002722 sec): 3 clusters Score: Raw -106961.526310 + Penalty 1037.102006 = -105924.424305 nChanged 30 SP:Iteration 7F (31.006213 sec): 3 clusters Score: Raw -106951.974487 + Penalty 1040.357022 = -105911.617464 nChanged 21 SP:Iteration 8F (31.009701 sec): 3 clusters Score: Raw -106945.714543 + Penalty 1047.408305 = -105898.306237 nChanged 30 SP:Iteration 9F (31.013172 sec): 3 clusters Score: Raw -106943.806506 + Penalty 1064.560969 = -105879.245537 nChanged 28 SP:Iteration 10F (31.016644 sec): 3 clusters Score: Raw -106943.974355 + Penalty 1104.328164 = -105839.646190 nChanged 34 SP:Iteration 11F (31.020113 sec): 3 clusters Score: Raw -106976.095218 + Penalty 1252.791250 = -105723.303967 nChanged 37 SP:Iteration 12F (31.023578 sec): 3 clusters Score: Raw -107045.729018 + Penalty 1463.539657 = -105582.189361 nChanged 14 SP:Iteration 13F (31.027002 sec): 3 clusters Score: Raw -107069.331702 + Penalty 1585.600042 = -105483.731660 nChanged 2 SP:Iteration 14F (31.030421 sec): 3 clusters Score: Raw -107076.223934 + Penalty 1585.600042 = -105490.623892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 10 (533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.033275 sec): 2 clusters Score: Raw -24195.854667 + Penalty 282.139775 = -23913.714892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.034489 sec): 3 clusters Score: Raw -23895.660706 + Penalty 545.376423 = -23350.284283 nChanged 213 SP:Iteration 1F (31.035650 sec): 3 clusters Score: Raw -24118.934837 + Penalty 531.380266 = -23587.554571 nChanged 60 SP:Iteration 2F (31.036789 sec): 3 clusters Score: Raw -24171.808966 + Penalty 546.459315 = -23625.349650 nChanged 27 SP:Iteration 3F (31.037928 sec): 3 clusters Score: Raw -24194.627495 + Penalty 568.419550 = -23626.207945 nChanged 19 SP:Iteration 4Q (31.039056 sec): 3 clusters Score: Raw -24207.640234 + Penalty 584.338565 = -23623.301669 nChanged 6 SP:Iteration 5F (31.040179 sec): 3 clusters Score: Raw -24209.989772 + Penalty 591.882928 = -23618.106844 nChanged 4 SP:Iteration 6F (31.041327 sec): 3 clusters Score: Raw -24211.590142 + Penalty 571.296950 = -23640.293192 nChanged 3 SP:Iteration 7Q (31.042452 sec): 3 clusters Score: Raw -24213.133940 + Penalty 560.615835 = -23652.518105 nChanged 1 SP:Iteration 8Q (31.043554 sec): 3 clusters Score: Raw -24213.402952 + Penalty 560.615835 = -23652.787117 nChanged 0 SP:Iteration 9F (31.044690 sec): 3 clusters Score: Raw -24213.402952 + Penalty 560.615835 = -23652.787117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 11 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.046360 sec): 2 clusters Score: Raw -12064.504710 + Penalty 576.005061 = -11488.499649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.046965 sec): 3 clusters Score: Raw -11806.618707 + Penalty 1158.051517 = -10648.567190 nChanged 61 SP:Iteration 1F (31.047557 sec): 3 clusters Score: Raw -11930.993773 + Penalty 1157.611733 = -10773.382040 nChanged 37 SP:Iteration 2F (31.048147 sec): 3 clusters Score: Raw -12034.618674 + Penalty 1176.030454 = -10858.588220 nChanged 15 SP:Iteration 3F (31.048735 sec): 3 clusters Score: Raw -12072.279299 + Penalty 1219.153942 = -10853.125356 nChanged 4 SP:Iteration 4F (31.049325 sec): 3 clusters Score: Raw -12079.362714 + Penalty 1219.153942 = -10860.208772 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 12 (834 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.053972 sec): 2 clusters Score: Raw -35322.663521 + Penalty 204.645091 = -35118.018431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.055657 sec): 3 clusters Score: Raw -34813.975648 + Penalty 392.397245 = -34421.578403 nChanged 380 SP:Iteration 1F (31.057302 sec): 3 clusters Score: Raw -35102.233202 + Penalty 386.011537 = -34716.221664 nChanged 109 SP:Iteration 2F (31.058946 sec): 3 clusters Score: Raw -35193.749410 + Penalty 389.750377 = -34803.999033 nChanged 63 SP:Iteration 3F (31.060596 sec): 3 clusters Score: Raw -35248.219755 + Penalty 398.902125 = -34849.317630 nChanged 53 SP:Iteration 4F (31.062289 sec): 3 clusters Score: Raw -35294.131156 + Penalty 394.806954 = -34899.324202 nChanged 29 SP:Iteration 5Q (31.063846 sec): 3 clusters Score: Raw -35318.144386 + Penalty 395.578989 = -34922.565397 nChanged 31 SP:Iteration 6Q (31.065342 sec): 3 clusters Score: Raw -35351.908752 + Penalty 403.985699 = -34947.923053 nChanged 18 SP:Iteration 7Q (31.066802 sec): 3 clusters Score: Raw -35370.908955 + Penalty 397.049239 = -34973.859716 nChanged 13 SP:Iteration 8Q (31.068250 sec): 3 clusters Score: Raw -35379.395136 + Penalty 394.655065 = -34984.740071 nChanged 3 SP:Iteration 9Q (31.069677 sec): 3 clusters Score: Raw -35381.201964 + Penalty 396.602932 = -34984.599033 nChanged 3 SP:Iteration 10F (31.071327 sec): 3 clusters Score: Raw -35382.376718 + Penalty 378.481236 = -35003.895482 nChanged 2 SP:Iteration 11Q (31.072751 sec): 3 clusters Score: Raw -35383.072794 + Penalty 382.647367 = -35000.425427 nChanged 2 SP:Iteration 12F (31.074447 sec): 3 clusters Score: Raw -35384.733121 + Penalty 387.406101 = -34997.327019 nChanged 1 SP:Iteration 13F (31.076127 sec): 3 clusters Score: Raw -35384.817042 + Penalty 387.406101 = -34997.410941 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 13 (1790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.083544 sec): 2 clusters Score: Raw -112508.325064 + Penalty 888.634214 = -111619.690851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.087031 sec): 3 clusters Score: Raw -110941.177813 + Penalty 1781.864594 = -109159.313219 nChanged 727 SP:Iteration 1F (31.090432 sec): 3 clusters Score: Raw -112869.682316 + Penalty 1786.471147 = -111083.211169 nChanged 251 SP:Iteration 2F (31.093756 sec): 3 clusters Score: Raw -113098.189722 + Penalty 1800.169004 = -111298.020718 nChanged 61 SP:Iteration 3Q (31.096530 sec): 3 clusters Score: Raw -113154.569232 + Penalty 1807.219395 = -111347.349837 nChanged 29 SP:Iteration 4Q (31.099214 sec): 3 clusters Score: Raw -113166.941700 + Penalty 1816.990551 = -111349.951150 nChanged 18 SP:Iteration 5Q (31.101853 sec): 3 clusters Score: Raw -113158.396664 + Penalty 1817.703400 = -111340.693264 nChanged 5 SP:Iteration 6F (31.105121 sec): 3 clusters Score: Raw -113160.054112 + Penalty 1820.700242 = -111339.353870 nChanged 3 SP:Iteration 7F (31.108388 sec): 3 clusters Score: Raw -113157.325458 + Penalty 1820.700242 = -111336.625216 nChanged 0 Memory request: 0.03 GB would take us to total of 0.39 GB. Trying to split cluster 14 (6836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.138282 sec): 2 clusters Score: Raw -325397.725737 + Penalty 369.039535 = -325028.686203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.150905 sec): 3 clusters Score: Raw -320911.006513 + Penalty 740.934149 = -320170.072365 nChanged 3217 SP:Iteration 1F (31.163375 sec): 3 clusters Score: Raw -323361.270307 + Penalty 749.385610 = -322611.884697 nChanged 936 SP:Iteration 2F (31.175674 sec): 3 clusters Score: Raw -324101.851073 + Penalty 767.642235 = -323334.208838 nChanged 590 SP:Iteration 3F (31.187980 sec): 3 clusters Score: Raw -324520.389791 + Penalty 790.127560 = -323730.262231 nChanged 356 SP:Iteration 4F (31.200573 sec): 3 clusters Score: Raw -324782.224689 + Penalty 832.172524 = -323950.052165 nChanged 274 SP:Iteration 5Q (31.213316 sec): 3 clusters Score: Raw -324996.159016 + Penalty 890.506779 = -324105.652237 nChanged 212 SP:Iteration 6Q (31.224736 sec): 3 clusters Score: Raw -325147.039941 + Penalty 957.374680 = -324189.665261 nChanged 150 SP:Iteration 7Q (31.235315 sec): 3 clusters Score: Raw -325256.599875 + Penalty 1005.749911 = -324250.849964 nChanged 94 SP:Iteration 8Q (31.245487 sec): 3 clusters Score: Raw -325313.060065 + Penalty 1076.253296 = -324236.806769 nChanged 62 SP:Iteration 9F (31.257905 sec): 3 clusters Score: Raw -325345.669621 + Penalty 1152.082316 = -324193.587305 nChanged 43 SP:Iteration 10F (31.270078 sec): 3 clusters Score: Raw -325375.176865 + Penalty 1335.662354 = -324039.514511 nChanged 31 SP:Iteration 11F (31.282251 sec): 3 clusters Score: Raw -325403.878300 + Penalty 1493.261205 = -323910.617095 nChanged 11 SP:Iteration 12F (31.294386 sec): 3 clusters Score: Raw -325420.808226 + Penalty 1488.586077 = -323932.222149 nChanged 1 SP:Iteration 13Q (31.304143 sec): 3 clusters Score: Raw -325424.278915 + Penalty 1488.586077 = -323935.692838 nChanged 0 SP:Iteration 14F (31.316150 sec): 3 clusters Score: Raw -325424.278915 + Penalty 1488.586077 = -323935.692838 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 16 (919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.325142 sec): 2 clusters Score: Raw -58047.488590 + Penalty 936.437440 = -57111.051150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.326976 sec): 3 clusters Score: Raw -56970.626013 + Penalty 1858.085657 = -55112.540356 nChanged 339 SP:Iteration 1F (31.328772 sec): 3 clusters Score: Raw -57682.349674 + Penalty 1859.633898 = -55822.715776 nChanged 169 SP:Iteration 2F (31.330571 sec): 3 clusters Score: Raw -58026.591999 + Penalty 1873.350337 = -56153.241661 nChanged 67 SP:Iteration 3F (31.332402 sec): 3 clusters Score: Raw -58129.230720 + Penalty 1880.980985 = -56248.249735 nChanged 36 SP:Iteration 4Q (31.333901 sec): 3 clusters Score: Raw -58179.797698 + Penalty 1887.162337 = -56292.635362 nChanged 20 SP:Iteration 5Q (31.335379 sec): 3 clusters Score: Raw -58193.871336 + Penalty 1894.887662 = -56298.983674 nChanged 12 SP:Iteration 6Q (31.336834 sec): 3 clusters Score: Raw -58187.567647 + Penalty 1891.271830 = -56296.295817 nChanged 8 SP:Iteration 7F (31.338631 sec): 3 clusters Score: Raw -58185.962358 + Penalty 1895.003379 = -56290.958979 nChanged 5 SP:Iteration 8F (31.340462 sec): 3 clusters Score: Raw -58186.910183 + Penalty 1891.383389 = -56295.526795 nChanged 2 SP:Iteration 9Q (31.341939 sec): 3 clusters Score: Raw -58186.438187 + Penalty 1891.020335 = -56295.417852 nChanged 1 SP:Iteration 10F (31.343770 sec): 3 clusters Score: Raw -58184.283027 + Penalty 1891.020335 = -56293.262692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 17 (531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.347644 sec): 2 clusters Score: Raw -30421.113935 + Penalty 738.987860 = -29682.126075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.348802 sec): 3 clusters Score: Raw -29818.664558 + Penalty 1478.015999 = -28340.648559 nChanged 185 SP:Iteration 1F (31.349939 sec): 3 clusters Score: Raw -30027.172824 + Penalty 1475.860950 = -28551.311873 nChanged 79 SP:Iteration 2F (31.351061 sec): 3 clusters Score: Raw -30134.764661 + Penalty 1473.392488 = -28661.372173 nChanged 47 SP:Iteration 3F (31.352182 sec): 3 clusters Score: Raw -30179.972935 + Penalty 1473.225226 = -28706.747709 nChanged 24 SP:Iteration 4Q (31.353303 sec): 3 clusters Score: Raw -30198.107265 + Penalty 1473.260008 = -28724.847256 nChanged 15 SP:Iteration 5Q (31.354419 sec): 3 clusters Score: Raw -30211.482921 + Penalty 1472.325797 = -28739.157124 nChanged 12 SP:Iteration 6Q (31.355590 sec): 3 clusters Score: Raw -30216.760143 + Penalty 1471.089049 = -28745.671094 nChanged 7 SP:Iteration 7Q (31.356756 sec): 3 clusters Score: Raw -30221.089122 + Penalty 1470.312898 = -28750.776224 nChanged 9 SP:Iteration 8Q (31.357918 sec): 3 clusters Score: Raw -30226.152762 + Penalty 1467.869488 = -28758.283274 nChanged 14 SP:Iteration 9Q (31.359027 sec): 3 clusters Score: Raw -30232.291322 + Penalty 1466.440292 = -28765.851030 nChanged 12 SP:Iteration 10F (31.360150 sec): 3 clusters Score: Raw -30237.920103 + Penalty 1463.939588 = -28773.980514 nChanged 12 SP:Iteration 11Q (31.361268 sec): 3 clusters Score: Raw -30245.124283 + Penalty 1463.085667 = -28782.038617 nChanged 19 SP:Iteration 12Q (31.362379 sec): 3 clusters Score: Raw -30259.025873 + Penalty 1460.277594 = -28798.748280 nChanged 24 SP:Iteration 13Q (31.363485 sec): 3 clusters Score: Raw -30284.597838 + Penalty 1458.152560 = -28826.445278 nChanged 27 SP:Iteration 14F (31.364624 sec): 3 clusters Score: Raw -30322.340397 + Penalty 1462.335781 = -28860.004616 nChanged 27 SP:Iteration 15F (31.365766 sec): 3 clusters Score: Raw -30369.605690 + Penalty 1492.190716 = -28877.414973 nChanged 26 SP:Iteration 16Q (31.366748 sec): 3 clusters Score: Raw -30411.650306 + Penalty 1502.994848 = -28908.655459 nChanged 10 SP:Iteration 17Q (31.367678 sec): 3 clusters Score: Raw -30432.938820 + Penalty 1567.553105 = -28865.385715 nChanged 7 SP:Iteration 18F (31.368782 sec): 3 clusters Score: Raw -30430.887575 + Penalty 1572.883436 = -28858.004139 nChanged 1 SP:Iteration 19F (31.369880 sec): 3 clusters Score: Raw -30432.498258 + Penalty 1605.714399 = -28826.783859 nChanged 2 SP:Iteration 20F (31.370983 sec): 3 clusters Score: Raw -30436.166807 + Penalty 1605.714399 = -28830.452408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 31 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.372454 sec): 2 clusters Score: Raw -19820.030594 + Penalty 626.247451 = -19193.783143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.373350 sec): 3 clusters Score: Raw -19424.164677 + Penalty 1251.326775 = -18172.837902 nChanged 111 SP:Iteration 1F (31.374181 sec): 3 clusters Score: Raw -19515.381372 + Penalty 1251.054004 = -18264.327368 nChanged 46 SP:Iteration 2F (31.375013 sec): 3 clusters Score: Raw -19579.678426 + Penalty 1256.329943 = -18323.348483 nChanged 37 SP:Iteration 3F (31.375846 sec): 3 clusters Score: Raw -19647.566374 + Penalty 1267.199169 = -18380.367205 nChanged 46 SP:Iteration 4F (31.376677 sec): 3 clusters Score: Raw -19756.882924 + Penalty 1319.202838 = -18437.680086 nChanged 33 SP:Iteration 5F (31.377510 sec): 3 clusters Score: Raw -19832.913082 + Penalty 1362.639174 = -18470.273908 nChanged 12 SP:Iteration 6Q (31.378219 sec): 3 clusters Score: Raw -19848.853951 + Penalty 1376.689235 = -18472.164715 nChanged 4 SP:Iteration 7Q (31.378912 sec): 3 clusters Score: Raw -19855.564839 + Penalty 1382.642511 = -18472.922328 nChanged 2 SP:Iteration 8Q (31.379602 sec): 3 clusters Score: Raw -19857.066935 + Penalty 1382.642511 = -18474.424424 nChanged 0 SP:Iteration 9F (31.380433 sec): 3 clusters Score: Raw -19857.066935 + Penalty 1382.642511 = -18474.424424 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 33 (710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.383217 sec): 2 clusters Score: Raw -30415.419404 + Penalty 228.694743 = -30186.724661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.384699 sec): 3 clusters Score: Raw -30014.511232 + Penalty 452.500616 = -29562.010615 nChanged 307 SP:Iteration 1F (31.386164 sec): 3 clusters Score: Raw -30310.820325 + Penalty 431.621424 = -29879.198901 nChanged 65 SP:Iteration 2F (31.387620 sec): 3 clusters Score: Raw -30385.886501 + Penalty 419.961332 = -29965.925168 nChanged 43 SP:Iteration 3F (31.389060 sec): 3 clusters Score: Raw -30429.243331 + Penalty 408.005176 = -30021.238155 nChanged 38 SP:Iteration 4F (31.390491 sec): 3 clusters Score: Raw -30470.049094 + Penalty 405.793801 = -30064.255293 nChanged 31 SP:Iteration 5Q (31.391935 sec): 3 clusters Score: Raw -30500.229282 + Penalty 421.700869 = -30078.528413 nChanged 23 SP:Iteration 6Q (31.393334 sec): 3 clusters Score: Raw -30518.703406 + Penalty 420.323151 = -30098.380255 nChanged 9 SP:Iteration 7Q (31.394729 sec): 3 clusters Score: Raw -30521.675499 + Penalty 417.661172 = -30104.014327 nChanged 1 SP:Iteration 8Q (31.396128 sec): 3 clusters Score: Raw -30521.862978 + Penalty 416.521338 = -30105.341640 nChanged 1 SP:Iteration 9Q (31.397503 sec): 3 clusters Score: Raw -30521.870272 + Penalty 416.521338 = -30105.348934 nChanged 0 SP:Iteration 10F (31.398960 sec): 3 clusters Score: Raw -30521.870272 + Penalty 416.521338 = -30105.348934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 34 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.400731 sec): 2 clusters Score: Raw -24849.922243 + Penalty 895.296491 = -23954.625752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.401738 sec): 3 clusters Score: Raw -24322.300356 + Penalty 1781.348152 = -22540.952204 nChanged 125 SP:Iteration 1F (31.402684 sec): 3 clusters Score: Raw -24620.811780 + Penalty 1773.528857 = -22847.282923 nChanged 73 SP:Iteration 2F (31.403627 sec): 3 clusters Score: Raw -24819.576846 + Penalty 1771.743841 = -23047.833005 nChanged 35 SP:Iteration 3F (31.404557 sec): 3 clusters Score: Raw -24873.388941 + Penalty 1827.115031 = -23046.273910 nChanged 6 SP:Iteration 4F (31.405457 sec): 3 clusters Score: Raw -24894.239164 + Penalty 1841.694611 = -23052.544553 nChanged 1 SP:Iteration 5Q (31.406184 sec): 3 clusters Score: Raw -24899.886899 + Penalty 1841.694611 = -23058.192288 nChanged 0 SP:Iteration 6F (31.407080 sec): 3 clusters Score: Raw -24899.886899 + Penalty 1841.694611 = -23058.192288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 35 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.408147 sec): 2 clusters Score: Raw -4546.920354 + Penalty 214.160121 = -4332.760233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.408550 sec): 3 clusters Score: Raw -4468.898892 + Penalty 436.392364 = -4032.506528 nChanged 35 SP:Iteration 1F (31.408947 sec): 3 clusters Score: Raw -4525.018441 + Penalty 448.093723 = -4076.924718 nChanged 6 SP:Iteration 2F (31.409341 sec): 3 clusters Score: Raw -4537.669150 + Penalty 462.458149 = -4075.211000 nChanged 4 SP:Iteration 3F (31.409737 sec): 3 clusters Score: Raw -4545.829115 + Penalty 468.363639 = -4077.465476 nChanged 2 SP:Iteration 4Q (31.410120 sec): 3 clusters Score: Raw -4554.445987 + Penalty 473.281688 = -4081.164299 nChanged 1 SP:Iteration 5Q (31.410500 sec): 3 clusters Score: Raw -4561.356784 + Penalty 484.357860 = -4076.998924 nChanged 3 SP:Iteration 6F (31.410893 sec): 3 clusters Score: Raw -4574.930742 + Penalty 488.875855 = -4086.054886 nChanged 1 SP:Iteration 7Q (31.411264 sec): 3 clusters Score: Raw -4576.250446 + Penalty 491.845102 = -4084.405344 nChanged 1 SP:Iteration 8F (31.411659 sec): 3 clusters Score: Raw -4579.090750 + Penalty 492.580266 = -4086.510484 nChanged 1 SP:Iteration 9Q (31.412029 sec): 3 clusters Score: Raw -4583.910079 + Penalty 492.580266 = -4091.329813 nChanged 0 SP:Iteration 10F (31.412422 sec): 3 clusters Score: Raw -4583.910079 + Penalty 492.580266 = -4091.329813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 45 (536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.414558 sec): 2 clusters Score: Raw -24136.325399 + Penalty 289.146737 = -23847.178662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.415775 sec): 3 clusters Score: Raw -23815.802219 + Penalty 590.873277 = -23224.928942 nChanged 235 SP:Iteration 1F (31.416944 sec): 3 clusters Score: Raw -24000.152464 + Penalty 590.884766 = -23409.267698 nChanged 84 SP:Iteration 2F (31.418083 sec): 3 clusters Score: Raw -24054.530198 + Penalty 588.042175 = -23466.488023 nChanged 33 SP:Iteration 3F (31.419219 sec): 3 clusters Score: Raw -24069.822183 + Penalty 585.558300 = -23484.263883 nChanged 14 SP:Iteration 4Q (31.420337 sec): 3 clusters Score: Raw -24073.534274 + Penalty 582.936245 = -23490.598029 nChanged 13 SP:Iteration 5Q (31.421452 sec): 3 clusters Score: Raw -24079.138692 + Penalty 580.563292 = -23498.575400 nChanged 13 SP:Iteration 6Q (31.422568 sec): 3 clusters Score: Raw -24084.580052 + Penalty 577.571185 = -23507.008867 nChanged 15 SP:Iteration 7Q (31.423685 sec): 3 clusters Score: Raw -24090.739777 + Penalty 574.132383 = -23516.607393 nChanged 17 SP:Iteration 8Q (31.424799 sec): 3 clusters Score: Raw -24100.456071 + Penalty 570.579375 = -23529.876696 nChanged 21 SP:Iteration 9Q (31.425918 sec): 3 clusters Score: Raw -24112.856432 + Penalty 568.128073 = -23544.728360 nChanged 22 SP:Iteration 10F (31.427040 sec): 3 clusters Score: Raw -24121.573459 + Penalty 565.116895 = -23556.456564 nChanged 16 SP:Iteration 11Q (31.428149 sec): 3 clusters Score: Raw -24126.975357 + Penalty 561.235625 = -23565.739732 nChanged 15 SP:Iteration 12Q (31.429280 sec): 3 clusters Score: Raw -24134.163951 + Penalty 559.696265 = -23574.467685 nChanged 18 SP:Iteration 13Q (31.430406 sec): 3 clusters Score: Raw -24141.860876 + Penalty 556.947190 = -23584.913686 nChanged 13 SP:Iteration 14Q (31.431531 sec): 3 clusters Score: Raw -24147.965603 + Penalty 559.223328 = -23588.742274 nChanged 17 SP:Iteration 15Q (31.432658 sec): 3 clusters Score: Raw -24155.318888 + Penalty 561.275001 = -23594.043887 nChanged 14 SP:Iteration 16Q (31.433784 sec): 3 clusters Score: Raw -24161.879157 + Penalty 562.995515 = -23598.883643 nChanged 12 SP:Iteration 17Q (31.434910 sec): 3 clusters Score: Raw -24166.407051 + Penalty 563.978337 = -23602.428714 nChanged 6 SP:Iteration 18Q (31.436041 sec): 3 clusters Score: Raw -24168.025925 + Penalty 565.544398 = -23602.481527 nChanged 4 SP:Iteration 19Q (31.437196 sec): 3 clusters Score: Raw -24168.875700 + Penalty 563.948079 = -23604.927621 nChanged 1 SP:Iteration 20F (31.438330 sec): 3 clusters Score: Raw -24169.129994 + Penalty 563.948079 = -23605.181916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.36 GB. Trying to split cluster 52 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31.439917 sec): 2 clusters Score: Raw -16788.582308 + Penalty 492.156651 = -16296.425657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31.440837 sec): 3 clusters Score: Raw -16507.178713 + Penalty 988.178779 = -15518.999934 nChanged 123 SP:Iteration 1F (31.441740 sec): 3 clusters Score: Raw -16641.802275 + Penalty 999.878737 = -15641.923538 nChanged 54 SP:Iteration 2F (31.442662 sec): 3 clusters Score: Raw -16704.845253 + Penalty 1007.002786 = -15697.842467 nChanged 26 SP:Iteration 3F (31.443564 sec): 3 clusters Score: Raw -16743.456085 + Penalty 1013.261379 = -15730.194706 nChanged 17 SP:Iteration 4Q (31.444437 sec): 3 clusters Score: Raw -16763.865003 + Penalty 1021.303063 = -15742.561939 nChanged 14 SP:Iteration 5Q (31.445308 sec): 3 clusters Score: Raw -16777.310064 + Penalty 1027.194306 = -15750.115759 nChanged 7 SP:Iteration 6Q (31.446173 sec): 3 clusters Score: Raw -16784.131167 + Penalty 1039.358577 = -15744.772591 nChanged 7 SP:Iteration 7F (31.447072 sec): 3 clusters Score: Raw -16786.812185 + Penalty 1047.471631 = -15739.340554 nChanged 5 SP:Iteration 8F (31.447972 sec): 3 clusters Score: Raw -16790.016083 + Penalty 1053.150705 = -15736.865378 nChanged 4 SP:Iteration 9F (31.448872 sec): 3 clusters Score: Raw -16791.862736 + Penalty 1056.250067 = -15735.612670 nChanged 2 SP:Iteration 10F (31.449772 sec): 3 clusters Score: Raw -16792.173258 + Penalty 1057.482654 = -15734.690604 nChanged 1 SP:Iteration 11F (31.450672 sec): 3 clusters Score: Raw -16792.982341 + Penalty 1061.748040 = -15731.234300 nChanged 4 SP:Iteration 12F (31.451573 sec): 3 clusters Score: Raw -16800.011668 + Penalty 1067.791817 = -15732.219851 nChanged 5 SP:Iteration 13Q (31.452429 sec): 3 clusters Score: Raw -16809.551897 + Penalty 1071.395830 = -15738.156066 nChanged 3 SP:Iteration 14Q (31.453279 sec): 3 clusters Score: Raw -16814.094862 + Penalty 1075.239295 = -15738.855566 nChanged 3 SP:Iteration 15Q (31.454126 sec): 3 clusters Score: Raw -16815.670838 + Penalty 1075.239295 = -15740.431543 nChanged 0 SP:Iteration 16F (31.455026 sec): 3 clusters Score: Raw -16815.670838 + Penalty 1075.239295 = -15740.431543 nChanged 0 Time taken for this iteration:30.378699 seconds. 300->23 Clusters: Score -1910316.082646, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 87 (time per iteration =362.051897 ms) Total iterations: 1252 (time per iteration =25.158558 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 3559481875.000000 (time per metric unit =8.849185ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 88987046875.000000 (time per metric unit=353.967416ps) That took 31.498515 seconds. FileBase PeterP-2014-03-27_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 0.43 and 0.65 GB of RAM. Memory request: 0.22 GB would take us to total of 0.22 GB. ---------------------------------------------------------- Loaded 47432 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 47432 points ------ Starting initial clusters from distinct float masks Not enough masks (153) to generate starting clusters (300), so starting with (154) clusters instead. Assigned 154 initial classes from 153 unique masks. Deleting Class 148 (1 points): Lose 22.628985 but Gain 1730.061704 Iteration 0F (4.749291 sec): 153 clusters Score: Raw -2266129.066476 + Penalty 143812.579945 = -2122316.486531 nChanged 7542 Deleting Class 90 (1 points): Lose 2.963556 but Gain 1700.094196 Iteration 1F (7.746184 sec): 137 clusters Score: Raw -2282007.841374 + Penalty 136762.687847 = -2145245.153527 nChanged 3198 Deleting Class 28 (14 points): Lose 62.534517 but Gain 1729.628268 Iteration 2F (10.624291 sec): 133 clusters Score: Raw -2287544.339088 + Penalty 132017.147833 = -2155527.191255 nChanged 2048 Deleting Class 88 (7 points): Lose 64.648565 but Gain 1723.399465 Iteration 3Q (11.053061 sec): 130 clusters Score: Raw -2290669.350260 + Penalty 129886.973431 = -2160782.376829 nChanged 1403 Deleting Class 124 (1 points): Lose 2.429830 but Gain 1646.365156 Iteration 4Q (11.435916 sec): 129 clusters Score: Raw -2292686.523399 + Penalty 128217.099985 = -2164469.423414 nChanged 960 Deleting Class 129 (3 points): Lose 29.748751 but Gain 1665.080542 Iteration 5Q (11.775331 sec): 128 clusters Score: Raw -2293663.902843 + Penalty 126609.955895 = -2167053.946949 nChanged 712 Deleting Class 96 (2 points): Lose 8.237692 but Gain 1637.803983 Iteration 6Q (12.097284 sec): 127 clusters Score: Raw -2294215.850535 + Penalty 125113.104397 = -2169102.746138 nChanged 541 Deleting Class 84 (12 points): Lose 107.913878 but Gain 1707.932742 Iteration 7Q (12.401058 sec): 126 clusters Score: Raw -2294482.610453 + Penalty 123649.385061 = -2170833.225392 nChanged 458 Deleting Class 149 (2 points): Lose 10.248147 but Gain 1600.880910 Iteration 8Q (12.694236 sec): 125 clusters Score: Raw -2294819.000009 + Penalty 122198.871865 = -2172620.128143 nChanged 415 Deleting Class 125 (5 points): Lose 28.379220 but Gain 1610.645435 Iteration 9Q (12.983845 sec): 124 clusters Score: Raw -2295064.858973 + Penalty 120660.630766 = -2174404.228207 nChanged 367 Deleting Class 57 (14 points): Lose 108.757696 but Gain 1691.758773 Iteration 10F (15.674038 sec): 123 clusters Score: Raw -2295268.157389 + Penalty 119036.504942 = -2176231.652447 nChanged 425 Deleting Class 135 (1 points): Lose 0.634075 but Gain 1577.610659 Iteration 11Q (15.966373 sec): 122 clusters Score: Raw -2295695.609722 + Penalty 117575.443028 = -2178120.166694 nChanged 385 Deleting Class 94 (2 points): Lose 22.430297 but Gain 1589.839129 Iteration 12Q (16.253331 sec): 121 clusters Score: Raw -2296126.454433 + Penalty 115926.024708 = -2180200.429725 nChanged 352 Deleting Class 121 (1 points): Lose 4.710963 but Gain 1545.151371 Iteration 13Q (16.537364 sec): 120 clusters Score: Raw -2296509.927144 + Penalty 114416.502850 = -2182093.424294 nChanged 298 Deleting Class 30 (16 points): Lose 124.500492 but Gain 1651.647169 Iteration 14Q (16.812684 sec): 119 clusters Score: Raw -2296682.892691 + Penalty 112843.869816 = -2183839.022875 nChanged 292 Deleting Class 105 (5 points): Lose 33.734643 but Gain 1531.117410 Iteration 15Q (17.086557 sec): 118 clusters Score: Raw -2296987.298457 + Penalty 111369.068275 = -2185618.230181 nChanged 269 Deleting Class 115 (1 points): Lose 17.618410 but Gain 1499.898676 Iteration 16Q (17.355797 sec): 117 clusters Score: Raw -2297233.705454 + Penalty 109873.669385 = -2187360.036069 nChanged 258 Deleting Class 107 (4 points): Lose 42.463716 but Gain 1521.830242 Iteration 17Q (17.622136 sec): 116 clusters Score: Raw -2297419.582261 + Penalty 108333.843904 = -2189085.738357 nChanged 235 Deleting Class 60 (12 points): Lose 126.307730 but Gain 1594.199205 Iteration 18Q (17.884495 sec): 115 clusters Score: Raw -2297490.539468 + Penalty 106790.021651 = -2190700.517817 nChanged 195 Deleting Class 123 (5 points): Lose 26.835977 but Gain 1486.445711 Iteration 19Q (18.146394 sec): 114 clusters Score: Raw -2297680.395284 + Penalty 105295.278426 = -2192385.116858 nChanged 158 Writing temp clu file Memory request: 0.22 GB would take us to total of 0.43 GB. Compute initial score before splitting: Score: Raw -2297680.395284 + Penalty 105295.278426 = -2192385.116858Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 1 (979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.317007 sec): 2 clusters Score: Raw -51901.962110 + Penalty 403.789687 = -51498.172423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.318900 sec): 3 clusters Score: Raw -51328.251956 + Penalty 800.775099 = -50527.476857 nChanged 388 SP:Iteration 1F (18.320761 sec): 3 clusters Score: Raw -51751.922984 + Penalty 810.365511 = -50941.557473 nChanged 133 SP:Iteration 2F (18.322616 sec): 3 clusters Score: Raw -51866.344870 + Penalty 811.911328 = -51054.433542 nChanged 62 SP:Iteration 3F (18.324492 sec): 3 clusters Score: Raw -51906.366910 + Penalty 829.746766 = -51076.620144 nChanged 37 SP:Iteration 4Q (18.326245 sec): 3 clusters Score: Raw -51927.356802 + Penalty 836.305191 = -51091.051611 nChanged 19 SP:Iteration 5Q (18.327896 sec): 3 clusters Score: Raw -51938.564423 + Penalty 852.788691 = -51085.775732 nChanged 7 SP:Iteration 6F (18.329744 sec): 3 clusters Score: Raw -51939.600449 + Penalty 872.052255 = -51067.548194 nChanged 7 SP:Iteration 7F (18.331592 sec): 3 clusters Score: Raw -51939.392411 + Penalty 870.465322 = -51068.927088 nChanged 1 SP:Iteration 8Q (18.333108 sec): 3 clusters Score: Raw -51937.914537 + Penalty 870.465322 = -51067.449215 nChanged 0 SP:Iteration 9F (18.334957 sec): 3 clusters Score: Raw -51937.914537 + Penalty 870.465322 = -51067.449215 nChanged 0 Memory request: 0.04 GB would take us to total of 0.48 GB. Trying to split cluster 2 (9139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.375425 sec): 2 clusters Score: Raw -480218.664612 + Penalty 250.140380 = -479968.524232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.392199 sec): 3 clusters Score: Raw -474256.797698 + Penalty 499.378572 = -473757.419126 nChanged 4307 SP:Iteration 1F (18.408506 sec): 3 clusters Score: Raw -477471.080903 + Penalty 509.566250 = -476961.514653 nChanged 1029 SP:Iteration 2F (18.424837 sec): 3 clusters Score: Raw -478412.859929 + Penalty 518.884511 = -477893.975418 nChanged 659 SP:Iteration 3F (18.441129 sec): 3 clusters Score: Raw -478834.502604 + Penalty 524.462629 = -478310.039975 nChanged 415 SP:Iteration 4Q (18.457118 sec): 3 clusters Score: Raw -478997.050781 + Penalty 528.928023 = -478468.122758 nChanged 231 SP:Iteration 5Q (18.473024 sec): 3 clusters Score: Raw -479063.665557 + Penalty 533.392843 = -478530.272714 nChanged 185 SP:Iteration 6Q (18.488831 sec): 3 clusters Score: Raw -479120.567872 + Penalty 538.405143 = -478582.162729 nChanged 183 SP:Iteration 7Q (18.504514 sec): 3 clusters Score: Raw -479190.002662 + Penalty 543.274081 = -478646.728582 nChanged 207 SP:Iteration 8Q (18.520054 sec): 3 clusters Score: Raw -479282.424145 + Penalty 551.561940 = -478730.862205 nChanged 224 SP:Iteration 9Q (18.535466 sec): 3 clusters Score: Raw -479392.781495 + Penalty 563.507155 = -478829.274341 nChanged 249 SP:Iteration 10F (18.551631 sec): 3 clusters Score: Raw -479532.845218 + Penalty 581.375290 = -478951.469928 nChanged 274 SP:Iteration 11Q (18.566901 sec): 3 clusters Score: Raw -479710.593209 + Penalty 603.991235 = -479106.601974 nChanged 278 SP:Iteration 12Q (18.581872 sec): 3 clusters Score: Raw -479918.978049 + Penalty 631.991269 = -479286.986780 nChanged 262 SP:Iteration 13Q (18.596623 sec): 3 clusters Score: Raw -480142.227137 + Penalty 662.076876 = -479480.150261 nChanged 208 SP:Iteration 14Q (18.610963 sec): 3 clusters Score: Raw -480318.599057 + Penalty 688.648090 = -479629.950966 nChanged 152 SP:Iteration 15Q (18.624957 sec): 3 clusters Score: Raw -480455.283924 + Penalty 717.969401 = -479737.314524 nChanged 131 SP:Iteration 16Q (18.638609 sec): 3 clusters Score: Raw -480653.027313 + Penalty 745.074157 = -479907.953156 nChanged 113 SP:Iteration 17Q (18.651938 sec): 3 clusters Score: Raw -480908.907009 + Penalty 751.928560 = -480156.978449 nChanged 66 SP:Iteration 18Q (18.664932 sec): 3 clusters Score: Raw -480999.551618 + Penalty 754.172000 = -480245.379618 nChanged 44 SP:Iteration 19Q (18.677831 sec): 3 clusters Score: Raw -481043.140859 + Penalty 751.477434 = -480291.663425 nChanged 33 SP:Iteration 20F (18.694071 sec): 3 clusters Score: Raw -481075.539695 + Penalty 752.116726 = -480323.422969 nChanged 32 SP:Iteration 21Q (18.706865 sec): 3 clusters Score: Raw -481111.141607 + Penalty 757.339689 = -480353.801919 nChanged 30 SP:Iteration 22Q (18.719650 sec): 3 clusters Score: Raw -481143.940846 + Penalty 764.405044 = -480379.535803 nChanged 22 SP:Iteration 23Q (18.732448 sec): 3 clusters Score: Raw -481172.375166 + Penalty 769.067452 = -480403.307714 nChanged 21 SP:Iteration 24Q (18.745221 sec): 3 clusters Score: Raw -481200.596786 + Penalty 769.741571 = -480430.855215 nChanged 16 SP:Iteration 25Q (18.757940 sec): 3 clusters Score: Raw -481209.501502 + Penalty 771.108166 = -480438.393337 nChanged 6 SP:Iteration 26Q (18.770664 sec): 3 clusters Score: Raw -481210.144314 + Penalty 771.108166 = -480439.036149 nChanged 0 SP:Iteration 27F (18.786808 sec): 3 clusters Score: Raw -481210.144314 + Penalty 771.108166 = -480439.036149 nChanged 0 Score: Raw -2332286.693347 + Penalty 105910.311221 = -2226376.382126 Splitting cluster 2 changes total score from -2192385.116858 to -2226376.382126 So it's getting split into cluster 28. Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 3 (1879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.262769 sec): 2 clusters Score: Raw -115962.692810 + Penalty 638.111120 = -115324.581690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.266411 sec): 3 clusters Score: Raw -114538.843691 + Penalty 1277.799540 = -113261.044150 nChanged 747 SP:Iteration 1F (21.269985 sec): 3 clusters Score: Raw -115529.240371 + Penalty 1274.989914 = -114254.250457 nChanged 393 SP:Iteration 2F (21.273543 sec): 3 clusters Score: Raw -116543.336083 + Penalty 1276.504517 = -115266.831566 nChanged 202 SP:Iteration 3F (21.277091 sec): 3 clusters Score: Raw -116771.002389 + Penalty 1277.477369 = -115493.525021 nChanged 85 SP:Iteration 4Q (21.280360 sec): 3 clusters Score: Raw -116864.257608 + Penalty 1276.965698 = -115587.291910 nChanged 50 SP:Iteration 5Q (21.283614 sec): 3 clusters Score: Raw -116920.865607 + Penalty 1276.583299 = -115644.282308 nChanged 42 SP:Iteration 6Q (21.286820 sec): 3 clusters Score: Raw -116963.026557 + Penalty 1276.708074 = -115686.318483 nChanged 32 SP:Iteration 7Q (21.290035 sec): 3 clusters Score: Raw -116992.523178 + Penalty 1276.654669 = -115715.868509 nChanged 25 SP:Iteration 8Q (21.293185 sec): 3 clusters Score: Raw -117019.296325 + Penalty 1276.471349 = -115742.824976 nChanged 22 SP:Iteration 9Q (21.296362 sec): 3 clusters Score: Raw -117046.006093 + Penalty 1276.311516 = -115769.694577 nChanged 16 SP:Iteration 10F (21.299918 sec): 3 clusters Score: Raw -117062.180767 + Penalty 1276.170827 = -115786.009940 nChanged 14 SP:Iteration 11Q (21.303044 sec): 3 clusters Score: Raw -117073.823365 + Penalty 1276.195111 = -115797.628254 nChanged 11 SP:Iteration 12Q (21.306193 sec): 3 clusters Score: Raw -117082.599986 + Penalty 1276.207769 = -115806.392217 nChanged 9 SP:Iteration 13Q (21.309297 sec): 3 clusters Score: Raw -117089.575945 + Penalty 1276.207530 = -115813.368414 nChanged 4 SP:Iteration 14Q (21.312428 sec): 3 clusters Score: Raw -117091.202174 + Penalty 1276.217620 = -115814.984554 nChanged 5 SP:Iteration 15Q (21.315524 sec): 3 clusters Score: Raw -117094.893812 + Penalty 1276.232160 = -115818.661652 nChanged 4 SP:Iteration 16Q (21.318612 sec): 3 clusters Score: Raw -117098.157861 + Penalty 1276.248785 = -115821.909076 nChanged 4 SP:Iteration 17Q (21.321703 sec): 3 clusters Score: Raw -117100.449622 + Penalty 1276.252365 = -115824.197258 nChanged 2 SP:Iteration 18Q (21.324788 sec): 3 clusters Score: Raw -117101.457557 + Penalty 1276.261901 = -115825.195655 nChanged 2 SP:Iteration 19Q (21.327868 sec): 3 clusters Score: Raw -117102.455715 + Penalty 1276.268252 = -115826.187463 nChanged 1 SP:Iteration 20F (21.331433 sec): 3 clusters Score: Raw -117103.769776 + Penalty 1276.282279 = -115827.487497 nChanged 3 SP:Iteration 21Q (21.334534 sec): 3 clusters Score: Raw -117104.637936 + Penalty 1276.281534 = -115828.356402 nChanged 3 SP:Iteration 22Q (21.337634 sec): 3 clusters Score: Raw -117105.031017 + Penalty 1276.277836 = -115828.753181 nChanged 5 SP:Iteration 23Q (21.340738 sec): 3 clusters Score: Raw -117106.466282 + Penalty 1276.267376 = -115830.198907 nChanged 4 SP:Iteration 24Q (21.343831 sec): 3 clusters Score: Raw -117109.361836 + Penalty 1276.260793 = -115833.101043 nChanged 2 SP:Iteration 25Q (21.346918 sec): 3 clusters Score: Raw -117111.975627 + Penalty 1276.261915 = -115835.713712 nChanged 4 SP:Iteration 26Q (21.350004 sec): 3 clusters Score: Raw -117119.816209 + Penalty 1276.184722 = -115843.631487 nChanged 10 SP:Iteration 27Q (21.353119 sec): 3 clusters Score: Raw -117173.565134 + Penalty 1275.859768 = -115897.705365 nChanged 24 SP:Iteration 28Q (21.356215 sec): 3 clusters Score: Raw -117414.613290 + Penalty 1275.846141 = -116138.767149 nChanged 20 SP:Iteration 29Q (21.359241 sec): 3 clusters Score: Raw -117459.043646 + Penalty 1275.717748 = -116183.325898 nChanged 13 SP:Iteration 30F (21.362796 sec): 3 clusters Score: Raw -117472.541152 + Penalty 1275.635795 = -116196.905358 nChanged 9 SP:Iteration 31Q (21.365842 sec): 3 clusters Score: Raw -117481.455514 + Penalty 1275.500953 = -116205.954561 nChanged 9 SP:Iteration 32Q (21.368866 sec): 3 clusters Score: Raw -117491.268204 + Penalty 1275.267924 = -116216.000280 nChanged 6 SP:Iteration 33Q (21.371891 sec): 3 clusters Score: Raw -117495.026599 + Penalty 1274.930550 = -116220.096049 nChanged 5 SP:Iteration 34Q (21.374913 sec): 3 clusters Score: Raw -117501.184910 + Penalty 1274.708704 = -116226.476206 nChanged 5 SP:Iteration 35Q (21.378031 sec): 3 clusters Score: Raw -117505.089702 + Penalty 1274.643019 = -116230.446683 nChanged 4 SP:Iteration 36Q (21.381052 sec): 3 clusters Score: Raw -117506.406810 + Penalty 1274.583817 = -116231.822993 nChanged 3 SP:Iteration 37Q (21.384075 sec): 3 clusters Score: Raw -117509.480988 + Penalty 1274.464876 = -116235.016112 nChanged 3 SP:Iteration 38Q (21.387119 sec): 3 clusters Score: Raw -117511.530508 + Penalty 1274.452383 = -116237.078125 nChanged 4 SP:Iteration 39Q (21.390138 sec): 3 clusters Score: Raw -117515.267937 + Penalty 1274.327450 = -116240.940487 nChanged 5 SP:Iteration 40F (21.393700 sec): 3 clusters Score: Raw -117523.203436 + Penalty 1273.822086 = -116249.381350 nChanged 7 SP:Iteration 41Q (21.396769 sec): 3 clusters Score: Raw -117534.891756 + Penalty 1273.393598 = -116261.498158 nChanged 9 SP:Iteration 42Q (21.399834 sec): 3 clusters Score: Raw -117543.070256 + Penalty 1272.849864 = -116270.220391 nChanged 12 SP:Iteration 43Q (21.402878 sec): 3 clusters Score: Raw -117561.711266 + Penalty 1271.837458 = -116289.873807 nChanged 15 SP:Iteration 44Q (21.405908 sec): 3 clusters Score: Raw -117576.416193 + Penalty 1271.472705 = -116304.943488 nChanged 8 SP:Iteration 45Q (21.409022 sec): 3 clusters Score: Raw -117583.458752 + Penalty 1271.200086 = -116312.258666 nChanged 5 SP:Iteration 46Q (21.412126 sec): 3 clusters Score: Raw -117586.219373 + Penalty 1270.760243 = -116315.459130 nChanged 5 SP:Iteration 47Q (21.415158 sec): 3 clusters Score: Raw -117589.121508 + Penalty 1270.715532 = -116318.405976 nChanged 4 SP:Iteration 48Q (21.418180 sec): 3 clusters Score: Raw -117591.658979 + Penalty 1270.599786 = -116321.059193 nChanged 3 SP:Iteration 49Q (21.421200 sec): 3 clusters Score: Raw -117593.020406 + Penalty 1270.578266 = -116322.442140 nChanged 1 SP:Iteration 50F (21.424763 sec): 3 clusters Score: Raw -117592.784946 + Penalty 1270.578266 = -116322.206680 nChanged 0 Score: Raw -2333916.786584 + Penalty 106813.648942 = -2227103.137642 Splitting cluster 3 changes total score from -2192385.116858 to -2227103.137642 So it's getting split into cluster 30. Memory request: 0.03 GB would take us to total of 0.47 GB. Trying to split cluster 4 (6669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.925528 sec): 2 clusters Score: Raw -342952.917406 + Penalty 230.585707 = -342722.331699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.937575 sec): 3 clusters Score: Raw -338444.026400 + Penalty 459.906456 = -337984.119943 nChanged 3133 SP:Iteration 1F (23.949398 sec): 3 clusters Score: Raw -340822.566005 + Penalty 461.945309 = -340360.620696 nChanged 663 SP:Iteration 2F (23.961296 sec): 3 clusters Score: Raw -341150.160402 + Penalty 462.311888 = -340687.848514 nChanged 391 SP:Iteration 3F (23.973104 sec): 3 clusters Score: Raw -341378.171245 + Penalty 462.137935 = -340916.033310 nChanged 355 SP:Iteration 4F (23.984909 sec): 3 clusters Score: Raw -341602.314356 + Penalty 461.534510 = -341140.779846 nChanged 350 SP:Iteration 5F (23.996701 sec): 3 clusters Score: Raw -341803.840851 + Penalty 460.407738 = -341343.433112 nChanged 300 SP:Iteration 6Q (24.008343 sec): 3 clusters Score: Raw -341943.702961 + Penalty 459.329745 = -341484.373216 nChanged 276 SP:Iteration 7Q (24.019976 sec): 3 clusters Score: Raw -342071.257322 + Penalty 458.001915 = -341613.255407 nChanged 264 SP:Iteration 8Q (24.031599 sec): 3 clusters Score: Raw -342196.094295 + Penalty 456.777958 = -341739.316337 nChanged 260 SP:Iteration 9Q (24.043183 sec): 3 clusters Score: Raw -342332.276972 + Penalty 455.544222 = -341876.732750 nChanged 257 SP:Iteration 10F (24.054934 sec): 3 clusters Score: Raw -342461.596755 + Penalty 455.098144 = -342006.498611 nChanged 234 SP:Iteration 11Q (24.067198 sec): 3 clusters Score: Raw -342585.510765 + Penalty 456.250075 = -342129.260691 nChanged 226 SP:Iteration 12Q (24.078864 sec): 3 clusters Score: Raw -342704.368178 + Penalty 457.679565 = -342246.688613 nChanged 183 SP:Iteration 13Q (24.090390 sec): 3 clusters Score: Raw -342795.407377 + Penalty 457.827209 = -342337.580168 nChanged 139 SP:Iteration 14Q (24.101906 sec): 3 clusters Score: Raw -342874.458320 + Penalty 458.202486 = -342416.255834 nChanged 146 SP:Iteration 15Q (24.113416 sec): 3 clusters Score: Raw -342948.405773 + Penalty 458.621331 = -342489.784442 nChanged 120 SP:Iteration 16Q (24.124764 sec): 3 clusters Score: Raw -342989.441875 + Penalty 459.526465 = -342529.915410 nChanged 95 SP:Iteration 17Q (24.135817 sec): 3 clusters Score: Raw -343014.219642 + Penalty 460.201917 = -342554.017725 nChanged 86 SP:Iteration 18Q (24.147026 sec): 3 clusters Score: Raw -343030.702245 + Penalty 460.843115 = -342569.859130 nChanged 72 SP:Iteration 19Q (24.158159 sec): 3 clusters Score: Raw -343040.270942 + Penalty 460.605287 = -342579.665655 nChanged 56 SP:Iteration 20F (24.169891 sec): 3 clusters Score: Raw -343043.714900 + Penalty 460.788501 = -342582.926399 nChanged 50 SP:Iteration 21Q (24.180494 sec): 3 clusters Score: Raw -343047.827005 + Penalty 461.099734 = -342586.727270 nChanged 44 SP:Iteration 22Q (24.190999 sec): 3 clusters Score: Raw -343052.025495 + Penalty 460.728470 = -342591.297024 nChanged 39 SP:Iteration 23Q (24.201446 sec): 3 clusters Score: Raw -343052.857118 + Penalty 460.501065 = -342592.356054 nChanged 26 SP:Iteration 24Q (24.211846 sec): 3 clusters Score: Raw -343052.245581 + Penalty 459.952707 = -342592.292874 nChanged 25 SP:Iteration 25F (24.223693 sec): 3 clusters Score: Raw -343050.748243 + Penalty 460.634875 = -342590.113368 nChanged 23 SP:Iteration 26F (24.235500 sec): 3 clusters Score: Raw -343048.916991 + Penalty 460.717137 = -342588.199853 nChanged 18 SP:Iteration 27F (24.247274 sec): 3 clusters Score: Raw -343047.392153 + Penalty 460.503242 = -342586.888911 nChanged 28 SP:Iteration 28F (24.258995 sec): 3 clusters Score: Raw -343046.095347 + Penalty 459.512631 = -342586.582716 nChanged 22 SP:Iteration 29F (24.270733 sec): 3 clusters Score: Raw -343045.742793 + Penalty 459.555624 = -342586.187169 nChanged 23 SP:Iteration 30F (24.282431 sec): 3 clusters Score: Raw -343044.622338 + Penalty 459.499684 = -342585.122654 nChanged 23 SP:Iteration 31F (24.294116 sec): 3 clusters Score: Raw -343042.214000 + Penalty 458.714700 = -342583.499300 nChanged 24 SP:Iteration 32F (24.305809 sec): 3 clusters Score: Raw -343042.793690 + Penalty 459.763157 = -342583.030533 nChanged 29 SP:Iteration 33F (24.317526 sec): 3 clusters Score: Raw -343042.164760 + Penalty 460.435485 = -342581.729275 nChanged 28 SP:Iteration 34F (24.329362 sec): 3 clusters Score: Raw -343040.556864 + Penalty 459.912568 = -342580.644296 nChanged 25 SP:Iteration 35F (24.341062 sec): 3 clusters Score: Raw -343037.900973 + Penalty 458.828554 = -342579.072419 nChanged 21 SP:Iteration 36F (24.352829 sec): 3 clusters Score: Raw -343035.952149 + Penalty 459.256818 = -342576.695330 nChanged 20 SP:Iteration 37F (24.364540 sec): 3 clusters Score: Raw -343035.268381 + Penalty 460.309494 = -342574.958887 nChanged 26 SP:Iteration 38F (24.376319 sec): 3 clusters Score: Raw -343033.617366 + Penalty 460.777114 = -342572.840252 nChanged 27 SP:Iteration 39F (24.388021 sec): 3 clusters Score: Raw -343030.480131 + Penalty 458.725561 = -342571.754570 nChanged 26 SP:Iteration 40F (24.399702 sec): 3 clusters Score: Raw -343027.748919 + Penalty 459.338312 = -342568.410607 nChanged 17 SP:Iteration 41F (24.411387 sec): 3 clusters Score: Raw -343024.659025 + Penalty 458.463385 = -342566.195640 nChanged 12 SP:Iteration 42F (24.423165 sec): 3 clusters Score: Raw -343022.463605 + Penalty 455.673149 = -342566.790456 nChanged 13 SP:Iteration 43Q (24.433150 sec): 3 clusters Score: Raw -343020.864809 + Penalty 454.563035 = -342566.301774 nChanged 10 SP:Iteration 44F (24.444885 sec): 3 clusters Score: Raw -343018.763135 + Penalty 454.035128 = -342564.728007 nChanged 16 SP:Iteration 45F (24.456651 sec): 3 clusters Score: Raw -343015.829912 + Penalty 454.171185 = -342561.658727 nChanged 19 SP:Iteration 46F (24.468370 sec): 3 clusters Score: Raw -343012.410896 + Penalty 453.711163 = -342558.699733 nChanged 21 SP:Iteration 47F (24.480140 sec): 3 clusters Score: Raw -343010.659538 + Penalty 451.874011 = -342558.785527 nChanged 28 SP:Iteration 48Q (24.489875 sec): 3 clusters Score: Raw -343010.836344 + Penalty 454.348770 = -342556.487573 nChanged 32 SP:Iteration 49F (24.501559 sec): 3 clusters Score: Raw -343010.111045 + Penalty 454.409679 = -342555.701366 nChanged 27 SP:Iteration 50F (24.513251 sec): 3 clusters Score: Raw -343007.098905 + Penalty 454.104200 = -342552.994706 nChanged 29 SP:Iteration 51F (24.524989 sec): 3 clusters Score: Raw -343005.906477 + Penalty 453.342800 = -342552.563677 nChanged 27 SP:Iteration 52F (24.536993 sec): 3 clusters Score: Raw -343003.251976 + Penalty 453.720363 = -342549.531614 nChanged 24 SP:Iteration 53F (24.548781 sec): 3 clusters Score: Raw -343000.758412 + Penalty 452.184223 = -342548.574189 nChanged 21 SP:Iteration 54F (24.560461 sec): 3 clusters Score: Raw -342998.028693 + Penalty 449.107434 = -342548.921259 nChanged 25 SP:Iteration 55Q (24.570038 sec): 3 clusters Score: Raw -342995.375357 + Penalty 451.046385 = -342544.328972 nChanged 15 SP:Iteration 56F (24.581772 sec): 3 clusters Score: Raw -342991.519861 + Penalty 450.908728 = -342540.611133 nChanged 12 SP:Iteration 57F (24.593488 sec): 3 clusters Score: Raw -342988.340994 + Penalty 451.632278 = -342536.708716 nChanged 11 SP:Iteration 58F (24.605170 sec): 3 clusters Score: Raw -342984.279620 + Penalty 451.594175 = -342532.685446 nChanged 13 SP:Iteration 59F (24.616838 sec): 3 clusters Score: Raw -342982.376969 + Penalty 453.191260 = -342529.185709 nChanged 18 SP:Iteration 60F (24.628581 sec): 3 clusters Score: Raw -342978.960028 + Penalty 450.545123 = -342528.414905 nChanged 13 SP:Iteration 61F (24.640293 sec): 3 clusters Score: Raw -342976.600785 + Penalty 449.537072 = -342527.063712 nChanged 15 SP:Iteration 62F (24.652072 sec): 3 clusters Score: Raw -342975.951506 + Penalty 452.897020 = -342523.054486 nChanged 15 SP:Iteration 63F (24.663755 sec): 3 clusters Score: Raw -342971.264709 + Penalty 447.797778 = -342523.466931 nChanged 10 SP:Iteration 64Q (24.673101 sec): 3 clusters Score: Raw -342970.072375 + Penalty 448.969694 = -342521.102681 nChanged 10 SP:Iteration 65F (24.684809 sec): 3 clusters Score: Raw -342966.592496 + Penalty 450.092992 = -342516.499504 nChanged 10 SP:Iteration 66F (24.696517 sec): 3 clusters Score: Raw -342967.618429 + Penalty 447.781300 = -342519.837130 nChanged 10 SP:Iteration 67Q (24.705809 sec): 3 clusters Score: Raw -342966.020693 + Penalty 450.347825 = -342515.672869 nChanged 10 SP:Iteration 68F (24.717493 sec): 3 clusters Score: Raw -342961.746392 + Penalty 451.080139 = -342510.666253 nChanged 8 SP:Iteration 69F (24.729186 sec): 3 clusters Score: Raw -342957.536745 + Penalty 449.615759 = -342507.920986 nChanged 8 SP:Iteration 70F (24.740953 sec): 3 clusters Score: Raw -342954.734376 + Penalty 450.623757 = -342504.110619 nChanged 8 SP:Iteration 71F (24.752695 sec): 3 clusters Score: Raw -342950.932974 + Penalty 447.537829 = -342503.395145 nChanged 4 SP:Iteration 72F (24.764412 sec): 3 clusters Score: Raw -342949.070966 + Penalty 445.029390 = -342504.041576 nChanged 3 SP:Iteration 73Q (24.773648 sec): 3 clusters Score: Raw -342947.703518 + Penalty 445.029390 = -342502.674128 nChanged 0 SP:Iteration 74F (24.785366 sec): 3 clusters Score: Raw -342947.703518 + Penalty 445.029390 = -342502.674128 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 5 (2726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.802656 sec): 2 clusters Score: Raw -126151.951603 + Penalty 211.368972 = -125940.582631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.807632 sec): 3 clusters Score: Raw -124351.858302 + Penalty 416.404261 = -123935.454042 nChanged 1293 SP:Iteration 1F (24.812496 sec): 3 clusters Score: Raw -125408.469822 + Penalty 403.279556 = -125005.190265 nChanged 482 SP:Iteration 2F (24.817350 sec): 3 clusters Score: Raw -125675.232490 + Penalty 399.109509 = -125276.122981 nChanged 150 SP:Iteration 3F (24.822221 sec): 3 clusters Score: Raw -125725.124878 + Penalty 396.139158 = -125328.985720 nChanged 81 SP:Iteration 4Q (24.827053 sec): 3 clusters Score: Raw -125757.453574 + Penalty 394.911587 = -125362.541987 nChanged 73 SP:Iteration 5Q (24.831892 sec): 3 clusters Score: Raw -125792.604438 + Penalty 399.620426 = -125392.984012 nChanged 75 SP:Iteration 6Q (24.836881 sec): 3 clusters Score: Raw -125845.536145 + Penalty 409.029503 = -125436.506642 nChanged 73 SP:Iteration 7Q (24.842095 sec): 3 clusters Score: Raw -125927.635644 + Penalty 419.036425 = -125508.599218 nChanged 73 SP:Iteration 8Q (24.846975 sec): 3 clusters Score: Raw -126048.501884 + Penalty 428.543345 = -125619.958540 nChanged 44 SP:Iteration 9Q (24.851838 sec): 3 clusters Score: Raw -126176.716351 + Penalty 434.303479 = -125742.412872 nChanged 23 SP:Iteration 10F (24.856702 sec): 3 clusters Score: Raw -126244.552429 + Penalty 436.774884 = -125807.777545 nChanged 13 SP:Iteration 11Q (24.860766 sec): 3 clusters Score: Raw -126248.501254 + Penalty 438.011488 = -125810.489765 nChanged 6 SP:Iteration 12Q (24.864812 sec): 3 clusters Score: Raw -126250.099413 + Penalty 438.453234 = -125811.646179 nChanged 3 SP:Iteration 13Q (24.868843 sec): 3 clusters Score: Raw -126250.458123 + Penalty 439.509864 = -125810.948259 nChanged 3 SP:Iteration 14F (24.873699 sec): 3 clusters Score: Raw -126251.062984 + Penalty 438.961371 = -125812.101612 nChanged 5 SP:Iteration 15Q (24.877721 sec): 3 clusters Score: Raw -126251.964185 + Penalty 439.642805 = -125812.321381 nChanged 3 SP:Iteration 16Q (24.881742 sec): 3 clusters Score: Raw -126252.285664 + Penalty 439.753142 = -125812.532522 nChanged 1 SP:Iteration 17Q (24.885774 sec): 3 clusters Score: Raw -126252.441515 + Penalty 440.022456 = -125812.419059 nChanged 1 SP:Iteration 18F (24.890610 sec): 3 clusters Score: Raw -126252.505294 + Penalty 440.022456 = -125812.482838 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 6 (700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.896831 sec): 2 clusters Score: Raw -33006.213137 + Penalty 574.854737 = -32431.358400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.898248 sec): 3 clusters Score: Raw -32484.109333 + Penalty 1143.323293 = -31340.786040 nChanged 254 SP:Iteration 1F (24.899636 sec): 3 clusters Score: Raw -32876.899120 + Penalty 1132.930356 = -31743.968764 nChanged 84 SP:Iteration 2F (24.901024 sec): 3 clusters Score: Raw -33018.057793 + Penalty 1111.916989 = -31906.140804 nChanged 51 SP:Iteration 3F (24.902448 sec): 3 clusters Score: Raw -33097.218683 + Penalty 1099.553175 = -31997.665507 nChanged 18 SP:Iteration 4Q (24.903751 sec): 3 clusters Score: Raw -33127.279418 + Penalty 1095.165022 = -32032.114396 nChanged 13 SP:Iteration 5Q (24.905028 sec): 3 clusters Score: Raw -33137.826354 + Penalty 1091.252346 = -32046.574008 nChanged 7 SP:Iteration 6Q (24.906298 sec): 3 clusters Score: Raw -33141.644382 + Penalty 1089.216622 = -32052.427759 nChanged 6 SP:Iteration 7Q (24.907557 sec): 3 clusters Score: Raw -33145.720712 + Penalty 1087.244336 = -32058.476376 nChanged 6 SP:Iteration 8Q (24.908806 sec): 3 clusters Score: Raw -33147.741837 + Penalty 1083.441512 = -32064.300325 nChanged 1 SP:Iteration 9Q (24.910047 sec): 3 clusters Score: Raw -33148.052836 + Penalty 1083.441512 = -32064.611324 nChanged 0 SP:Iteration 10F (24.911452 sec): 3 clusters Score: Raw -33148.052836 + Penalty 1083.441512 = -32064.611324 nChanged 0 Memory request: 0.04 GB would take us to total of 0.47 GB. Trying to split cluster 7 (7522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.948722 sec): 2 clusters Score: Raw -405306.188170 + Penalty 424.802343 = -404881.385827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.962489 sec): 3 clusters Score: Raw -400216.069754 + Penalty 851.669997 = -399364.399758 nChanged 3451 SP:Iteration 1F (24.975865 sec): 3 clusters Score: Raw -402466.242669 + Penalty 860.006421 = -401606.236248 nChanged 1028 SP:Iteration 2F (24.989210 sec): 3 clusters Score: Raw -403323.735755 + Penalty 884.097335 = -402439.638420 nChanged 863 SP:Iteration 3F (25.002487 sec): 3 clusters Score: Raw -404127.524472 + Penalty 921.352857 = -403206.171615 nChanged 685 SP:Iteration 4F (25.015739 sec): 3 clusters Score: Raw -404619.220022 + Penalty 959.416357 = -403659.803665 nChanged 445 SP:Iteration 5F (25.028973 sec): 3 clusters Score: Raw -404928.763403 + Penalty 992.852206 = -403935.911197 nChanged 307 SP:Iteration 6Q (25.042385 sec): 3 clusters Score: Raw -405171.106407 + Penalty 1025.557417 = -404145.548990 nChanged 213 SP:Iteration 7Q (25.055314 sec): 3 clusters Score: Raw -405340.471662 + Penalty 1049.830853 = -404290.640808 nChanged 160 SP:Iteration 8Q (25.067873 sec): 3 clusters Score: Raw -405445.717344 + Penalty 1074.370239 = -404371.347106 nChanged 126 SP:Iteration 9Q (25.079576 sec): 3 clusters Score: Raw -405520.234842 + Penalty 1091.726116 = -404428.508726 nChanged 101 SP:Iteration 10F (25.092846 sec): 3 clusters Score: Raw -405573.171665 + Penalty 1107.559116 = -404465.612549 nChanged 81 SP:Iteration 11Q (25.103922 sec): 3 clusters Score: Raw -405604.602021 + Penalty 1121.179747 = -404483.422274 nChanged 73 SP:Iteration 12Q (25.114827 sec): 3 clusters Score: Raw -405631.119045 + Penalty 1129.603505 = -404501.515540 nChanged 42 SP:Iteration 13Q (25.125591 sec): 3 clusters Score: Raw -405635.080127 + Penalty 1139.373924 = -404495.706203 nChanged 32 SP:Iteration 14F (25.138841 sec): 3 clusters Score: Raw -405628.795440 + Penalty 1149.292577 = -404479.502863 nChanged 25 SP:Iteration 15F (25.152398 sec): 3 clusters Score: Raw -405619.292758 + Penalty 1152.466800 = -404466.825958 nChanged 12 SP:Iteration 16F (25.165871 sec): 3 clusters Score: Raw -405614.483217 + Penalty 1154.754518 = -404459.728699 nChanged 11 SP:Iteration 17F (25.179459 sec): 3 clusters Score: Raw -405610.245289 + Penalty 1154.179997 = -404456.065292 nChanged 10 SP:Iteration 18F (25.192686 sec): 3 clusters Score: Raw -405607.323943 + Penalty 1155.129860 = -404452.194083 nChanged 8 SP:Iteration 19F (25.205965 sec): 3 clusters Score: Raw -405603.037576 + Penalty 1155.532737 = -404447.504839 nChanged 3 SP:Iteration 20F (25.219183 sec): 3 clusters Score: Raw -405601.261978 + Penalty 1155.699782 = -404445.562196 nChanged 4 SP:Iteration 21F (25.232413 sec): 3 clusters Score: Raw -405599.504775 + Penalty 1158.448054 = -404441.056720 nChanged 5 SP:Iteration 22F (25.245672 sec): 3 clusters Score: Raw -405597.393456 + Penalty 1161.360711 = -404436.032745 nChanged 6 SP:Iteration 23F (25.259076 sec): 3 clusters Score: Raw -405594.956413 + Penalty 1164.420399 = -404430.536014 nChanged 10 SP:Iteration 24F (25.272354 sec): 3 clusters Score: Raw -405590.703010 + Penalty 1164.168804 = -404426.534206 nChanged 8 SP:Iteration 25F (25.285601 sec): 3 clusters Score: Raw -405587.051852 + Penalty 1170.530852 = -404416.521000 nChanged 7 SP:Iteration 26F (25.298885 sec): 3 clusters Score: Raw -405583.802408 + Penalty 1170.496494 = -404413.305915 nChanged 4 SP:Iteration 27F (25.312258 sec): 3 clusters Score: Raw -405582.258617 + Penalty 1173.048394 = -404409.210223 nChanged 6 SP:Iteration 28F (25.325485 sec): 3 clusters Score: Raw -405580.941852 + Penalty 1177.342393 = -404403.599459 nChanged 5 SP:Iteration 29F (25.338735 sec): 3 clusters Score: Raw -405578.207524 + Penalty 1177.512265 = -404400.695259 nChanged 2 SP:Iteration 30F (25.352295 sec): 3 clusters Score: Raw -405577.470217 + Penalty 1178.913578 = -404398.556639 nChanged 2 SP:Iteration 31F (25.365576 sec): 3 clusters Score: Raw -405576.303965 + Penalty 1178.444044 = -404397.859922 nChanged 2 SP:Iteration 32F (25.378867 sec): 3 clusters Score: Raw -405575.496279 + Penalty 1177.383500 = -404398.112779 nChanged 1 SP:Iteration 33Q (25.389392 sec): 3 clusters Score: Raw -405575.049532 + Penalty 1177.383500 = -404397.666033 nChanged 0 SP:Iteration 34F (25.402660 sec): 3 clusters Score: Raw -405575.049532 + Penalty 1177.383500 = -404397.666033 nChanged 0 Memory request: 0.02 GB would take us to total of 0.45 GB. Trying to split cluster 8 (3599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.423869 sec): 2 clusters Score: Raw -163384.725248 + Penalty 202.366119 = -163182.359129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.430412 sec): 3 clusters Score: Raw -161073.548563 + Penalty 461.639392 = -160611.909171 nChanged 1637 SP:Iteration 1F (25.436812 sec): 3 clusters Score: Raw -162489.721553 + Penalty 501.826032 = -161987.895520 nChanged 448 SP:Iteration 2F (25.443234 sec): 3 clusters Score: Raw -162853.791490 + Penalty 537.161529 = -162316.629962 nChanged 233 SP:Iteration 3F (25.449638 sec): 3 clusters Score: Raw -163058.906950 + Penalty 583.259001 = -162475.647949 nChanged 155 SP:Iteration 4Q (25.456107 sec): 3 clusters Score: Raw -163208.287438 + Penalty 627.590800 = -162580.696638 nChanged 107 SP:Iteration 5Q (25.462587 sec): 3 clusters Score: Raw -163304.429553 + Penalty 661.530977 = -162642.898576 nChanged 54 SP:Iteration 6Q (25.469004 sec): 3 clusters Score: Raw -163354.178262 + Penalty 679.601996 = -162674.576267 nChanged 27 SP:Iteration 7Q (25.474818 sec): 3 clusters Score: Raw -163373.995274 + Penalty 687.863149 = -162686.132125 nChanged 15 SP:Iteration 8Q (25.480335 sec): 3 clusters Score: Raw -163383.545988 + Penalty 698.955946 = -162684.590042 nChanged 8 SP:Iteration 9F (25.486729 sec): 3 clusters Score: Raw -163389.497508 + Penalty 725.648345 = -162663.849162 nChanged 6 SP:Iteration 10F (25.493130 sec): 3 clusters Score: Raw -163396.723423 + Penalty 734.436886 = -162662.286537 nChanged 3 SP:Iteration 11F (25.499614 sec): 3 clusters Score: Raw -163398.932951 + Penalty 738.019527 = -162660.913424 nChanged 3 SP:Iteration 12F (25.506000 sec): 3 clusters Score: Raw -163400.129905 + Penalty 736.206818 = -162663.923087 nChanged 3 SP:Iteration 13Q (25.511237 sec): 3 clusters Score: Raw -163401.603979 + Penalty 741.208317 = -162660.395662 nChanged 2 SP:Iteration 14F (25.517609 sec): 3 clusters Score: Raw -163403.465753 + Penalty 741.114219 = -162662.351535 nChanged 1 SP:Iteration 15Q (25.522861 sec): 3 clusters Score: Raw -163404.495766 + Penalty 740.054542 = -162664.441224 nChanged 2 SP:Iteration 16Q (25.528200 sec): 3 clusters Score: Raw -163405.375925 + Penalty 740.054542 = -162665.321383 nChanged 0 SP:Iteration 17F (25.534570 sec): 3 clusters Score: Raw -163405.375925 + Penalty 740.054542 = -162665.321383 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 9 (1033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.541959 sec): 2 clusters Score: Raw -53196.951591 + Penalty 782.654108 = -52414.297483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.543941 sec): 3 clusters Score: Raw -52249.853295 + Penalty 1564.952188 = -50684.901108 nChanged 367 SP:Iteration 1F (25.545889 sec): 3 clusters Score: Raw -52692.811450 + Penalty 1566.109093 = -51126.702357 nChanged 129 SP:Iteration 2F (25.547835 sec): 3 clusters Score: Raw -52971.245037 + Penalty 1565.386823 = -51405.858215 nChanged 89 SP:Iteration 3F (25.549808 sec): 3 clusters Score: Raw -53101.382171 + Penalty 1565.334387 = -51536.047784 nChanged 60 SP:Iteration 4F (25.551751 sec): 3 clusters Score: Raw -53190.126973 + Penalty 1566.098043 = -51624.028930 nChanged 48 SP:Iteration 5Q (25.553554 sec): 3 clusters Score: Raw -53269.986429 + Penalty 1567.786236 = -51702.200193 nChanged 36 SP:Iteration 6Q (25.555494 sec): 3 clusters Score: Raw -53318.979568 + Penalty 1569.775757 = -51749.203811 nChanged 30 SP:Iteration 7Q (25.557356 sec): 3 clusters Score: Raw -53357.156005 + Penalty 1568.818915 = -51788.337090 nChanged 17 SP:Iteration 8Q (25.559118 sec): 3 clusters Score: Raw -53365.078405 + Penalty 1568.193897 = -51796.884508 nChanged 10 SP:Iteration 9Q (25.560820 sec): 3 clusters Score: Raw -53366.971359 + Penalty 1569.261308 = -51797.710051 nChanged 6 SP:Iteration 10F (25.562785 sec): 3 clusters Score: Raw -53369.750377 + Penalty 1570.003900 = -51799.746477 nChanged 6 SP:Iteration 11Q (25.564534 sec): 3 clusters Score: Raw -53369.849651 + Penalty 1570.393423 = -51799.456228 nChanged 2 SP:Iteration 12F (25.566514 sec): 3 clusters Score: Raw -53370.338180 + Penalty 1570.196803 = -51800.141378 nChanged 1 SP:Iteration 13Q (25.568251 sec): 3 clusters Score: Raw -53370.164276 + Penalty 1569.864299 = -51800.299977 nChanged 1 SP:Iteration 14Q (25.569959 sec): 3 clusters Score: Raw -53370.024900 + Penalty 1569.864299 = -51800.160601 nChanged 0 SP:Iteration 15F (25.571899 sec): 3 clusters Score: Raw -53370.024900 + Penalty 1569.864299 = -51800.160601 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 10 (1202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.581429 sec): 2 clusters Score: Raw -64970.038608 + Penalty 418.159746 = -64551.878861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.583710 sec): 3 clusters Score: Raw -63965.244863 + Penalty 885.051578 = -63080.193285 nChanged 501 SP:Iteration 1F (25.585944 sec): 3 clusters Score: Raw -64580.659822 + Penalty 945.215416 = -63635.444406 nChanged 171 SP:Iteration 2F (25.588205 sec): 3 clusters Score: Raw -64799.158781 + Penalty 1003.321955 = -63795.836825 nChanged 73 SP:Iteration 3F (25.590482 sec): 3 clusters Score: Raw -64909.366267 + Penalty 1032.430762 = -63876.935505 nChanged 47 SP:Iteration 4Q (25.592413 sec): 3 clusters Score: Raw -64979.811748 + Penalty 1021.533276 = -63958.278472 nChanged 23 SP:Iteration 5Q (25.594276 sec): 3 clusters Score: Raw -65002.158047 + Penalty 1057.004277 = -63945.153770 nChanged 8 SP:Iteration 6F (25.596512 sec): 3 clusters Score: Raw -65009.042209 + Penalty 1045.017312 = -63964.024897 nChanged 4 SP:Iteration 7Q (25.598278 sec): 3 clusters Score: Raw -65011.231964 + Penalty 1046.392622 = -63964.839342 nChanged 1 SP:Iteration 8Q (25.600034 sec): 3 clusters Score: Raw -65010.705643 + Penalty 1046.392622 = -63964.313021 nChanged 0 SP:Iteration 9F (25.602298 sec): 3 clusters Score: Raw -65010.705643 + Penalty 1046.392622 = -63964.313021 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 11 (575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.606239 sec): 2 clusters Score: Raw -30017.130684 + Penalty 476.940689 = -29540.189995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.607451 sec): 3 clusters Score: Raw -29532.705300 + Penalty 957.522568 = -28575.182733 nChanged 189 SP:Iteration 1F (25.608652 sec): 3 clusters Score: Raw -29693.272458 + Penalty 959.404142 = -28733.868316 nChanged 67 SP:Iteration 2F (25.609845 sec): 3 clusters Score: Raw -29773.131820 + Penalty 959.611247 = -28813.520573 nChanged 43 SP:Iteration 3F (25.611034 sec): 3 clusters Score: Raw -29831.122355 + Penalty 957.533025 = -28873.589330 nChanged 29 SP:Iteration 4F (25.612229 sec): 3 clusters Score: Raw -29882.812551 + Penalty 952.211565 = -28930.600986 nChanged 31 SP:Iteration 5F (25.613418 sec): 3 clusters Score: Raw -29936.175636 + Penalty 946.387994 = -28989.787641 nChanged 38 SP:Iteration 6F (25.614607 sec): 3 clusters Score: Raw -29984.102808 + Penalty 942.839871 = -29041.262937 nChanged 33 SP:Iteration 7F (25.615795 sec): 3 clusters Score: Raw -30016.462386 + Penalty 941.274131 = -29075.188255 nChanged 21 SP:Iteration 8Q (25.616890 sec): 3 clusters Score: Raw -30034.532269 + Penalty 943.912395 = -29090.619873 nChanged 21 SP:Iteration 9Q (25.618044 sec): 3 clusters Score: Raw -30054.678880 + Penalty 947.535219 = -29107.143660 nChanged 21 SP:Iteration 10F (25.619241 sec): 3 clusters Score: Raw -30076.090178 + Penalty 947.613873 = -29128.476305 nChanged 9 SP:Iteration 11Q (25.620295 sec): 3 clusters Score: Raw -30087.519153 + Penalty 947.870902 = -29139.648251 nChanged 7 SP:Iteration 12Q (25.621334 sec): 3 clusters Score: Raw -30095.017793 + Penalty 948.406908 = -29146.610886 nChanged 1 SP:Iteration 13Q (25.622354 sec): 3 clusters Score: Raw -30094.854026 + Penalty 948.406908 = -29146.447119 nChanged 0 SP:Iteration 14F (25.623544 sec): 3 clusters Score: Raw -30094.854026 + Penalty 948.406908 = -29146.447119 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 12 (1634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.631624 sec): 2 clusters Score: Raw -79307.873557 + Penalty 207.776653 = -79100.096905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.634653 sec): 3 clusters Score: Raw -78326.093112 + Penalty 415.083379 = -77911.009733 nChanged 691 SP:Iteration 1F (25.637659 sec): 3 clusters Score: Raw -78816.539412 + Penalty 417.290016 = -78399.249396 nChanged 162 SP:Iteration 2F (25.640640 sec): 3 clusters Score: Raw -78888.104203 + Penalty 420.638753 = -78467.465450 nChanged 101 SP:Iteration 3F (25.643622 sec): 3 clusters Score: Raw -78934.503014 + Penalty 425.432014 = -78509.071000 nChanged 86 SP:Iteration 4F (25.646582 sec): 3 clusters Score: Raw -78990.712021 + Penalty 432.972215 = -78557.739806 nChanged 91 SP:Iteration 5F (25.649542 sec): 3 clusters Score: Raw -79074.182553 + Penalty 436.273683 = -78637.908871 nChanged 81 SP:Iteration 6Q (25.652557 sec): 3 clusters Score: Raw -79139.379216 + Penalty 439.551773 = -78699.827443 nChanged 56 SP:Iteration 7Q (25.655563 sec): 3 clusters Score: Raw -79182.850509 + Penalty 437.354831 = -78745.495678 nChanged 37 SP:Iteration 8Q (25.658489 sec): 3 clusters Score: Raw -79213.003769 + Penalty 437.202992 = -78775.800778 nChanged 25 SP:Iteration 9Q (25.661326 sec): 3 clusters Score: Raw -79227.583407 + Penalty 436.945938 = -78790.637468 nChanged 15 SP:Iteration 10F (25.664290 sec): 3 clusters Score: Raw -79235.412989 + Penalty 435.116624 = -78800.296365 nChanged 16 SP:Iteration 11Q (25.667032 sec): 3 clusters Score: Raw -79242.775721 + Penalty 436.013673 = -78806.762048 nChanged 11 SP:Iteration 12Q (25.669757 sec): 3 clusters Score: Raw -79246.488103 + Penalty 435.694009 = -78810.794094 nChanged 16 SP:Iteration 13Q (25.672471 sec): 3 clusters Score: Raw -79253.048511 + Penalty 439.224213 = -78813.824298 nChanged 14 SP:Iteration 14Q (25.675138 sec): 3 clusters Score: Raw -79258.450144 + Penalty 438.710667 = -78819.739477 nChanged 10 SP:Iteration 15Q (25.677777 sec): 3 clusters Score: Raw -79262.671623 + Penalty 439.196438 = -78823.475185 nChanged 9 SP:Iteration 16Q (25.680392 sec): 3 clusters Score: Raw -79265.613140 + Penalty 436.506546 = -78829.106594 nChanged 12 SP:Iteration 17Q (25.682996 sec): 3 clusters Score: Raw -79269.709526 + Penalty 437.438370 = -78832.271156 nChanged 12 SP:Iteration 18Q (25.685582 sec): 3 clusters Score: Raw -79275.376054 + Penalty 436.422467 = -78838.953587 nChanged 9 SP:Iteration 19Q (25.688180 sec): 3 clusters Score: Raw -79280.148973 + Penalty 435.651406 = -78844.497568 nChanged 10 SP:Iteration 20F (25.691151 sec): 3 clusters Score: Raw -79284.314178 + Penalty 440.411846 = -78843.902332 nChanged 12 SP:Iteration 21F (25.694127 sec): 3 clusters Score: Raw -79289.474757 + Penalty 438.882015 = -78850.592742 nChanged 11 SP:Iteration 22Q (25.696657 sec): 3 clusters Score: Raw -79299.327080 + Penalty 434.394607 = -78864.932473 nChanged 8 SP:Iteration 23Q (25.699164 sec): 3 clusters Score: Raw -79307.115978 + Penalty 433.346808 = -78873.769170 nChanged 11 SP:Iteration 24Q (25.701652 sec): 3 clusters Score: Raw -79317.305863 + Penalty 434.242902 = -78883.062961 nChanged 11 SP:Iteration 25Q (25.704182 sec): 3 clusters Score: Raw -79322.663087 + Penalty 435.172947 = -78887.490140 nChanged 5 SP:Iteration 26Q (25.706691 sec): 3 clusters Score: Raw -79323.898755 + Penalty 436.630442 = -78887.268313 nChanged 4 SP:Iteration 27F (25.709646 sec): 3 clusters Score: Raw -79324.866034 + Penalty 436.923055 = -78887.942980 nChanged 4 SP:Iteration 28Q (25.712124 sec): 3 clusters Score: Raw -79325.893979 + Penalty 436.759007 = -78889.134972 nChanged 2 SP:Iteration 29Q (25.714593 sec): 3 clusters Score: Raw -79325.973011 + Penalty 438.616629 = -78887.356382 nChanged 2 SP:Iteration 30F (25.717607 sec): 3 clusters Score: Raw -79325.894644 + Penalty 439.696114 = -78886.198530 nChanged 1 SP:Iteration 31F (25.720561 sec): 3 clusters Score: Raw -79325.877416 + Penalty 439.696114 = -78886.181302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 13 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.722809 sec): 2 clusters Score: Raw -6558.412611 + Penalty 164.113134 = -6394.299477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.723290 sec): 3 clusters Score: Raw -6498.557198 + Penalty 335.613658 = -6162.943540 nChanged 56 SP:Iteration 1F (25.723802 sec): 3 clusters Score: Raw -6545.121203 + Penalty 335.611642 = -6209.509560 nChanged 13 SP:Iteration 2F (25.724267 sec): 3 clusters Score: Raw -6566.373434 + Penalty 345.577639 = -6220.795795 nChanged 6 SP:Iteration 3Q (25.724722 sec): 3 clusters Score: Raw -6571.638416 + Penalty 352.647158 = -6218.991257 nChanged 4 SP:Iteration 4F (25.725188 sec): 3 clusters Score: Raw -6576.774764 + Penalty 345.569933 = -6231.204830 nChanged 3 SP:Iteration 5Q (25.725636 sec): 3 clusters Score: Raw -6579.611643 + Penalty 345.569933 = -6234.041710 nChanged 0 SP:Iteration 6F (25.726101 sec): 3 clusters Score: Raw -6579.611643 + Penalty 345.569933 = -6234.041710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 14 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.726635 sec): 2 clusters Score: Raw -224.439645 + Penalty 143.565160 = -80.874486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.726857 sec): 3 clusters Score: Raw -215.904581 + Penalty 287.130319 = 71.225738 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 15 (763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.729649 sec): 2 clusters Score: Raw -44529.058322 + Penalty 1043.893901 = -43485.164420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.731268 sec): 3 clusters Score: Raw -43815.070797 + Penalty 2087.798965 = -41727.271831 nChanged 250 SP:Iteration 1F (25.732804 sec): 3 clusters Score: Raw -44153.663522 + Penalty 2087.813667 = -42065.849855 nChanged 90 SP:Iteration 2F (25.734317 sec): 3 clusters Score: Raw -44255.021372 + Penalty 2087.693805 = -42167.327567 nChanged 36 SP:Iteration 3Q (25.735757 sec): 3 clusters Score: Raw -44292.404606 + Penalty 2086.515727 = -42205.888879 nChanged 40 SP:Iteration 4F (25.737243 sec): 3 clusters Score: Raw -44392.629746 + Penalty 2084.811928 = -42307.817817 nChanged 53 SP:Iteration 5F (25.738764 sec): 3 clusters Score: Raw -44525.892046 + Penalty 2083.087746 = -42442.804300 nChanged 42 SP:Iteration 6F (25.740275 sec): 3 clusters Score: Raw -44578.922762 + Penalty 2081.958547 = -42496.964216 nChanged 33 SP:Iteration 7Q (25.741665 sec): 3 clusters Score: Raw -44638.863302 + Penalty 2081.919037 = -42556.944264 nChanged 26 SP:Iteration 8Q (25.743036 sec): 3 clusters Score: Raw -44681.101172 + Penalty 2080.997726 = -42600.103446 nChanged 23 SP:Iteration 9Q (25.744415 sec): 3 clusters Score: Raw -44714.041026 + Penalty 2080.039624 = -42634.001402 nChanged 14 SP:Iteration 10F (25.745924 sec): 3 clusters Score: Raw -44726.159683 + Penalty 2079.818674 = -42646.341009 nChanged 18 SP:Iteration 11Q (25.747295 sec): 3 clusters Score: Raw -44742.169472 + Penalty 2080.978020 = -42661.191452 nChanged 14 SP:Iteration 12Q (25.748670 sec): 3 clusters Score: Raw -44744.565089 + Penalty 2081.643854 = -42662.921235 nChanged 10 SP:Iteration 13Q (25.750019 sec): 3 clusters Score: Raw -44750.118297 + Penalty 2083.547777 = -42666.570519 nChanged 6 SP:Iteration 14Q (25.751363 sec): 3 clusters Score: Raw -44748.427963 + Penalty 2082.532144 = -42665.895818 nChanged 5 SP:Iteration 15F (25.752896 sec): 3 clusters Score: Raw -44747.715359 + Penalty 2083.536789 = -42664.178571 nChanged 6 SP:Iteration 16F (25.754419 sec): 3 clusters Score: Raw -44748.397918 + Penalty 2083.795440 = -42664.602478 nChanged 6 SP:Iteration 17Q (25.755754 sec): 3 clusters Score: Raw -44749.888090 + Penalty 2082.904131 = -42666.983959 nChanged 7 SP:Iteration 18Q (25.757093 sec): 3 clusters Score: Raw -44751.502467 + Penalty 2083.059994 = -42668.442472 nChanged 11 SP:Iteration 19Q (25.758421 sec): 3 clusters Score: Raw -44754.059013 + Penalty 2083.429207 = -42670.629806 nChanged 5 SP:Iteration 20F (25.759921 sec): 3 clusters Score: Raw -44755.059880 + Penalty 2084.129327 = -42670.930553 nChanged 5 SP:Iteration 21Q (25.761215 sec): 3 clusters Score: Raw -44761.294020 + Penalty 2083.557093 = -42677.736927 nChanged 2 SP:Iteration 22Q (25.762571 sec): 3 clusters Score: Raw -44760.619049 + Penalty 2084.655905 = -42675.963145 nChanged 1 SP:Iteration 23F (25.764090 sec): 3 clusters Score: Raw -44762.574689 + Penalty 2085.839924 = -42676.734765 nChanged 2 SP:Iteration 24Q (25.765391 sec): 3 clusters Score: Raw -44762.544741 + Penalty 2087.167614 = -42675.377127 nChanged 3 SP:Iteration 25F (25.766921 sec): 3 clusters Score: Raw -44758.729270 + Penalty 2086.583614 = -42672.145656 nChanged 3 SP:Iteration 26F (25.768431 sec): 3 clusters Score: Raw -44758.248498 + Penalty 2087.343697 = -42670.904801 nChanged 1 SP:Iteration 27F (25.769946 sec): 3 clusters Score: Raw -44758.573095 + Penalty 2087.381499 = -42671.191596 nChanged 2 SP:Iteration 28Q (25.771217 sec): 3 clusters Score: Raw -44759.013392 + Penalty 2087.381499 = -42671.631893 nChanged 0 SP:Iteration 29F (25.772749 sec): 3 clusters Score: Raw -44759.013392 + Penalty 2087.381499 = -42671.631893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 16 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.773824 sec): 2 clusters Score: Raw -1960.511583 + Penalty 240.902855 = -1719.608729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.774112 sec): 3 clusters Score: Raw -1956.575513 + Penalty 471.567557 = -1485.007956 nChanged 6 SP:Iteration 1F (25.774398 sec): 3 clusters Score: Raw -1963.279387 + Penalty 481.442938 = -1481.836449 nChanged 3 SP:Iteration 2F (25.774680 sec): 3 clusters Score: Raw -1967.369403 + Penalty 481.442938 = -1485.926466 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 17 (641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.776899 sec): 2 clusters Score: Raw -31966.873879 + Penalty 217.966222 = -31748.907657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.778227 sec): 3 clusters Score: Raw -31562.300037 + Penalty 427.799496 = -31134.500540 nChanged 282 SP:Iteration 1F (25.779536 sec): 3 clusters Score: Raw -31818.095660 + Penalty 420.602910 = -31397.492751 nChanged 80 SP:Iteration 2F (25.780840 sec): 3 clusters Score: Raw -31876.496876 + Penalty 419.482960 = -31457.013916 nChanged 32 SP:Iteration 3Q (25.782126 sec): 3 clusters Score: Raw -31899.976921 + Penalty 421.876477 = -31478.100444 nChanged 26 SP:Iteration 4Q (25.783398 sec): 3 clusters Score: Raw -31913.585162 + Penalty 424.679679 = -31488.905483 nChanged 19 SP:Iteration 5Q (25.784696 sec): 3 clusters Score: Raw -31926.216839 + Penalty 426.389529 = -31499.827310 nChanged 12 SP:Iteration 6Q (25.785966 sec): 3 clusters Score: Raw -31929.983880 + Penalty 426.820966 = -31503.162914 nChanged 4 SP:Iteration 7Q (25.787235 sec): 3 clusters Score: Raw -31930.816998 + Penalty 427.561813 = -31503.255186 nChanged 3 SP:Iteration 8Q (25.788515 sec): 3 clusters Score: Raw -31931.173566 + Penalty 428.162349 = -31503.011217 nChanged 3 SP:Iteration 9F (25.789817 sec): 3 clusters Score: Raw -31931.558061 + Penalty 428.416268 = -31503.141793 nChanged 1 SP:Iteration 10F (25.791124 sec): 3 clusters Score: Raw -31931.608041 + Penalty 428.416268 = -31503.191773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 18 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.793386 sec): 2 clusters Score: Raw -18210.937009 + Penalty 400.451692 = -17810.485317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.794268 sec): 3 clusters Score: Raw -17906.139840 + Penalty 844.250825 = -17061.889015 nChanged 126 SP:Iteration 1F (25.795133 sec): 3 clusters Score: Raw -18102.210924 + Penalty 865.921033 = -17236.289891 nChanged 52 SP:Iteration 2F (25.795996 sec): 3 clusters Score: Raw -18195.933879 + Penalty 842.178016 = -17353.755863 nChanged 28 SP:Iteration 3F (25.796871 sec): 3 clusters Score: Raw -18250.271406 + Penalty 828.852289 = -17421.419117 nChanged 9 SP:Iteration 4Q (25.797667 sec): 3 clusters Score: Raw -18270.392051 + Penalty 828.852289 = -17441.539762 nChanged 0 SP:Iteration 5F (25.798543 sec): 3 clusters Score: Raw -18270.392051 + Penalty 828.852289 = -17441.539762 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 19 (1218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.803084 sec): 2 clusters Score: Raw -66665.312341 + Penalty 780.029608 = -65885.282733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.805381 sec): 3 clusters Score: Raw -65783.048982 + Penalty 1560.110988 = -64222.937993 nChanged 448 SP:Iteration 1F (25.807646 sec): 3 clusters Score: Raw -66257.296640 + Penalty 1562.157142 = -64695.139498 nChanged 198 SP:Iteration 2F (25.809908 sec): 3 clusters Score: Raw -66628.060713 + Penalty 1565.900683 = -65062.160030 nChanged 147 SP:Iteration 3F (25.812172 sec): 3 clusters Score: Raw -66844.827606 + Penalty 1574.377710 = -65270.449896 nChanged 79 SP:Iteration 4F (25.814429 sec): 3 clusters Score: Raw -66910.307743 + Penalty 1574.534882 = -65335.772861 nChanged 40 SP:Iteration 5Q (25.816614 sec): 3 clusters Score: Raw -66944.060881 + Penalty 1578.848140 = -65365.212741 nChanged 32 SP:Iteration 6Q (25.818761 sec): 3 clusters Score: Raw -66977.841439 + Penalty 1581.855489 = -65395.985950 nChanged 33 SP:Iteration 7Q (25.820897 sec): 3 clusters Score: Raw -66997.050500 + Penalty 1584.286442 = -65412.764058 nChanged 16 SP:Iteration 8Q (25.823019 sec): 3 clusters Score: Raw -67003.045550 + Penalty 1583.083117 = -65419.962433 nChanged 9 SP:Iteration 9Q (25.825129 sec): 3 clusters Score: Raw -67005.110458 + Penalty 1581.566273 = -65423.544184 nChanged 8 SP:Iteration 10F (25.827386 sec): 3 clusters Score: Raw -67007.052280 + Penalty 1584.576584 = -65422.475695 nChanged 7 SP:Iteration 11F (25.829643 sec): 3 clusters Score: Raw -67006.833495 + Penalty 1588.053230 = -65418.780265 nChanged 6 SP:Iteration 12F (25.831901 sec): 3 clusters Score: Raw -67007.169768 + Penalty 1590.322006 = -65416.847762 nChanged 7 SP:Iteration 13F (25.834157 sec): 3 clusters Score: Raw -67007.673569 + Penalty 1592.150902 = -65415.522667 nChanged 6 SP:Iteration 14F (25.836412 sec): 3 clusters Score: Raw -67007.929807 + Penalty 1592.106682 = -65415.823125 nChanged 2 SP:Iteration 15Q (25.838490 sec): 3 clusters Score: Raw -67007.440076 + Penalty 1591.789263 = -65415.650813 nChanged 2 SP:Iteration 16F (25.840750 sec): 3 clusters Score: Raw -67007.393704 + Penalty 1591.789263 = -65415.604441 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 20 (2318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.852946 sec): 2 clusters Score: Raw -136551.454175 + Penalty 783.280138 = -135768.174037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.857201 sec): 3 clusters Score: Raw -134780.643165 + Penalty 1565.378746 = -133215.264419 nChanged 920 SP:Iteration 1F (25.861386 sec): 3 clusters Score: Raw -135789.605834 + Penalty 1580.450972 = -134209.154862 nChanged 413 SP:Iteration 2F (25.865717 sec): 3 clusters Score: Raw -136418.121337 + Penalty 1614.538470 = -134803.582867 nChanged 279 SP:Iteration 3F (25.869861 sec): 3 clusters Score: Raw -136723.549441 + Penalty 1643.814870 = -135079.734571 nChanged 127 SP:Iteration 4F (25.874002 sec): 3 clusters Score: Raw -136866.267550 + Penalty 1664.701735 = -135201.565814 nChanged 62 SP:Iteration 5Q (25.877765 sec): 3 clusters Score: Raw -136937.610360 + Penalty 1682.009788 = -135255.600572 nChanged 34 SP:Iteration 6Q (25.881358 sec): 3 clusters Score: Raw -137007.974947 + Penalty 1691.851951 = -135316.122996 nChanged 28 SP:Iteration 7Q (25.884796 sec): 3 clusters Score: Raw -137045.160963 + Penalty 1694.149549 = -135351.011414 nChanged 14 SP:Iteration 8Q (25.888145 sec): 3 clusters Score: Raw -137091.383659 + Penalty 1691.734722 = -135399.648938 nChanged 10 SP:Iteration 9Q (25.891461 sec): 3 clusters Score: Raw -137113.361519 + Penalty 1691.349829 = -135422.011690 nChanged 3 SP:Iteration 10F (25.895640 sec): 3 clusters Score: Raw -137116.116085 + Penalty 1691.349829 = -135424.766256 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 21 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.898429 sec): 2 clusters Score: Raw -320.279654 + Penalty 198.251494 = -122.028159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.898670 sec): 3 clusters Score: Raw -322.311080 + Penalty 412.119997 = 89.808916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 22 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.900078 sec): 2 clusters Score: Raw -9860.591320 + Penalty 209.760769 = -9650.830551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.900648 sec): 3 clusters Score: Raw -9758.697552 + Penalty 419.501710 = -9339.195842 nChanged 62 SP:Iteration 1F (25.901209 sec): 3 clusters Score: Raw -9816.194506 + Penalty 419.880796 = -9396.313709 nChanged 25 SP:Iteration 2F (25.901750 sec): 3 clusters Score: Raw -9850.074880 + Penalty 417.694335 = -9432.380544 nChanged 11 SP:Iteration 3F (25.902292 sec): 3 clusters Score: Raw -9865.556394 + Penalty 415.130054 = -9450.426340 nChanged 4 SP:Iteration 4Q (25.902816 sec): 3 clusters Score: Raw -9870.710027 + Penalty 413.517204 = -9457.192824 nChanged 3 SP:Iteration 5Q (25.903335 sec): 3 clusters Score: Raw -9873.600200 + Penalty 412.940782 = -9460.659419 nChanged 2 SP:Iteration 6Q (25.903839 sec): 3 clusters Score: Raw -9874.138774 + Penalty 412.940782 = -9461.197993 nChanged 0 SP:Iteration 7F (25.904366 sec): 3 clusters Score: Raw -9874.138774 + Penalty 412.940782 = -9461.197993 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 23 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.907746 sec): 2 clusters Score: Raw -29712.947696 + Penalty 141.157636 = -29571.790059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.909055 sec): 3 clusters Score: Raw -29344.752958 + Penalty 283.595548 = -29061.157410 nChanged 256 SP:Iteration 1F (25.910324 sec): 3 clusters Score: Raw -29506.188260 + Penalty 287.756941 = -29218.431319 nChanged 61 SP:Iteration 2F (25.911587 sec): 3 clusters Score: Raw -29534.252148 + Penalty 294.853885 = -29239.398264 nChanged 54 SP:Iteration 3F (25.912854 sec): 3 clusters Score: Raw -29577.811107 + Penalty 300.363622 = -29277.447485 nChanged 52 SP:Iteration 4F (25.914097 sec): 3 clusters Score: Raw -29622.182736 + Penalty 303.350065 = -29318.832671 nChanged 48 SP:Iteration 5F (25.915342 sec): 3 clusters Score: Raw -29671.038265 + Penalty 310.453201 = -29360.585063 nChanged 31 SP:Iteration 6Q (25.916637 sec): 3 clusters Score: Raw -29707.284703 + Penalty 283.112300 = -29424.172403 nChanged 16 SP:Iteration 7Q (25.917888 sec): 3 clusters Score: Raw -29727.783987 + Penalty 285.287329 = -29442.496658 nChanged 5 SP:Iteration 8Q (25.918984 sec): 3 clusters Score: Raw -29733.241476 + Penalty 299.771885 = -29433.469591 nChanged 2 SP:Iteration 9F (25.920250 sec): 3 clusters Score: Raw -29733.589519 + Penalty 299.771885 = -29433.817634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 24 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.922248 sec): 2 clusters Score: Raw -18525.392619 + Penalty 311.846529 = -18213.546090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.923124 sec): 3 clusters Score: Raw -18301.962769 + Penalty 623.089854 = -17678.872915 nChanged 128 SP:Iteration 1F (25.923981 sec): 3 clusters Score: Raw -18377.820866 + Penalty 623.009039 = -17754.811828 nChanged 42 SP:Iteration 2F (25.924837 sec): 3 clusters Score: Raw -18403.635908 + Penalty 620.967743 = -17782.668165 nChanged 18 SP:Iteration 3Q (25.925692 sec): 3 clusters Score: Raw -18428.160641 + Penalty 616.771562 = -17811.389078 nChanged 23 SP:Iteration 4F (25.926581 sec): 3 clusters Score: Raw -18447.278384 + Penalty 613.674253 = -17833.604131 nChanged 17 SP:Iteration 5Q (25.927429 sec): 3 clusters Score: Raw -18468.346857 + Penalty 607.132593 = -17861.214264 nChanged 24 SP:Iteration 6F (25.928284 sec): 3 clusters Score: Raw -18511.520734 + Penalty 602.628233 = -17908.892501 nChanged 24 SP:Iteration 7F (25.929138 sec): 3 clusters Score: Raw -18563.022348 + Penalty 605.836378 = -17957.185970 nChanged 28 SP:Iteration 8F (25.929992 sec): 3 clusters Score: Raw -18625.102890 + Penalty 609.470920 = -18015.631970 nChanged 23 SP:Iteration 9F (25.930845 sec): 3 clusters Score: Raw -18651.091888 + Penalty 611.841749 = -18039.250140 nChanged 11 SP:Iteration 10F (25.931698 sec): 3 clusters Score: Raw -18657.850652 + Penalty 612.688647 = -18045.162005 nChanged 5 SP:Iteration 11Q (25.932483 sec): 3 clusters Score: Raw -18662.123558 + Penalty 615.171092 = -18046.952466 nChanged 5 SP:Iteration 12Q (25.933265 sec): 3 clusters Score: Raw -18665.328553 + Penalty 617.933622 = -18047.394930 nChanged 5 SP:Iteration 13Q (25.934046 sec): 3 clusters Score: Raw -18666.931398 + Penalty 618.874623 = -18048.056775 nChanged 1 SP:Iteration 14Q (25.934822 sec): 3 clusters Score: Raw -18667.298757 + Penalty 618.874623 = -18048.424134 nChanged 0 SP:Iteration 15F (25.935676 sec): 3 clusters Score: Raw -18667.298757 + Penalty 618.874623 = -18048.424134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 25 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.936237 sec): 2 clusters Score: Raw -802.064528 + Penalty 110.624292 = -691.440236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.936477 sec): 3 clusters Score: Raw -804.171060 + Penalty 235.402939 = -568.768121 nChanged 2 SP:Iteration 1F (25.936711 sec): 3 clusters Score: Raw -810.140874 + Penalty 235.402939 = -574.737935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 26 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.937220 sec): 2 clusters Score: Raw -717.176979 + Penalty 228.861364 = -488.315615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.937455 sec): 3 clusters Score: Raw -744.620418 + Penalty 464.039750 = -280.580668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 27 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.937997 sec): 2 clusters Score: Raw -1499.940439 + Penalty 501.583262 = -998.357177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.938259 sec): 3 clusters Score: Raw -1571.605637 + Penalty 1003.166523 = -568.439113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 29 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.938737 sec): 2 clusters Score: Raw -180.203178 + Penalty 149.798452 = -30.404726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.938948 sec): 3 clusters Score: Raw -168.753517 + Penalty 299.403432 = 130.649916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 31 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.939463 sec): 2 clusters Score: Raw -932.951621 + Penalty 151.537659 = -781.413963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.939702 sec): 3 clusters Score: Raw -923.079444 + Penalty 304.418967 = -618.660477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 32 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.941243 sec): 2 clusters Score: Raw -13079.448201 + Penalty 484.438138 = -12595.010063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.941897 sec): 3 clusters Score: Raw -12890.829935 + Penalty 972.151554 = -11918.678381 nChanged 67 SP:Iteration 1F (25.942530 sec): 3 clusters Score: Raw -13002.364139 + Penalty 985.865277 = -12016.498862 nChanged 23 SP:Iteration 2F (25.943135 sec): 3 clusters Score: Raw -13038.340544 + Penalty 1003.504553 = -12034.835991 nChanged 18 SP:Iteration 3F (25.943738 sec): 3 clusters Score: Raw -13065.121737 + Penalty 1009.139281 = -12055.982457 nChanged 9 SP:Iteration 4Q (25.944319 sec): 3 clusters Score: Raw -13075.283366 + Penalty 1017.893765 = -12057.389601 nChanged 8 SP:Iteration 5Q (25.944895 sec): 3 clusters Score: Raw -13079.221968 + Penalty 1019.222502 = -12059.999466 nChanged 3 SP:Iteration 6Q (25.945469 sec): 3 clusters Score: Raw -13080.977667 + Penalty 1020.142101 = -12060.835566 nChanged 2 SP:Iteration 7Q (25.946040 sec): 3 clusters Score: Raw -13082.597614 + Penalty 1023.610842 = -12058.986772 nChanged 2 SP:Iteration 8F (25.946641 sec): 3 clusters Score: Raw -13083.601461 + Penalty 1023.723880 = -12059.877581 nChanged 1 SP:Iteration 9Q (25.947212 sec): 3 clusters Score: Raw -13084.929111 + Penalty 1030.479754 = -12054.449358 nChanged 2 SP:Iteration 10F (25.947813 sec): 3 clusters Score: Raw -13083.359666 + Penalty 1030.479754 = -12052.879913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 33 (388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.950446 sec): 2 clusters Score: Raw -20581.900875 + Penalty 470.549253 = -20111.351622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.951332 sec): 3 clusters Score: Raw -20223.578515 + Penalty 946.115365 = -19277.463150 nChanged 140 SP:Iteration 1F (25.952206 sec): 3 clusters Score: Raw -20341.573647 + Penalty 965.124556 = -19376.449090 nChanged 53 SP:Iteration 2F (25.953074 sec): 3 clusters Score: Raw -20421.063912 + Penalty 977.593366 = -19443.470546 nChanged 32 SP:Iteration 3F (25.953942 sec): 3 clusters Score: Raw -20481.006406 + Penalty 996.183469 = -19484.822938 nChanged 24 SP:Iteration 4F (25.954809 sec): 3 clusters Score: Raw -20563.126548 + Penalty 1001.675310 = -19561.451237 nChanged 20 SP:Iteration 5F (25.955676 sec): 3 clusters Score: Raw -20687.599893 + Penalty 1000.904687 = -19686.695206 nChanged 23 SP:Iteration 6F (25.956543 sec): 3 clusters Score: Raw -20765.504171 + Penalty 996.209144 = -19769.295027 nChanged 16 SP:Iteration 7Q (25.957307 sec): 3 clusters Score: Raw -20832.658636 + Penalty 991.438283 = -19841.220352 nChanged 10 SP:Iteration 8Q (25.958064 sec): 3 clusters Score: Raw -20872.787014 + Penalty 989.904541 = -19882.882473 nChanged 8 SP:Iteration 9Q (25.958813 sec): 3 clusters Score: Raw -20904.127075 + Penalty 988.187274 = -19915.939800 nChanged 5 SP:Iteration 10F (25.959687 sec): 3 clusters Score: Raw -20921.178699 + Penalty 988.987138 = -19932.191561 nChanged 2 SP:Iteration 11Q (25.960430 sec): 3 clusters Score: Raw -20927.805248 + Penalty 988.636375 = -19939.168872 nChanged 1 SP:Iteration 12Q (25.961170 sec): 3 clusters Score: Raw -20931.651103 + Penalty 989.578450 = -19942.072653 nChanged 1 SP:Iteration 13Q (25.961908 sec): 3 clusters Score: Raw -20934.800804 + Penalty 989.578450 = -19945.222354 nChanged 0 SP:Iteration 14F (25.962786 sec): 3 clusters Score: Raw -20934.800804 + Penalty 989.578450 = -19945.222354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 34 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.963322 sec): 2 clusters Score: Raw -322.500791 + Penalty 148.362816 = -174.137975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.963542 sec): 3 clusters Score: Raw -316.773625 + Penalty 331.695812 = 14.922186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 35 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.964023 sec): 2 clusters Score: Raw -166.081308 + Penalty 129.093434 = -36.987874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.964234 sec): 3 clusters Score: Raw -159.149460 + Penalty 254.909034 = 95.759574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 36 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.964805 sec): 2 clusters Score: Raw -1227.608322 + Penalty 296.267256 = -931.341066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.965062 sec): 3 clusters Score: Raw -1243.684659 + Penalty 598.089783 = -645.594877 nChanged 2 SP:Iteration 1F (25.965315 sec): 3 clusters Score: Raw -1249.327370 + Penalty 598.089783 = -651.237588 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 37 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.965790 sec): 2 clusters Score: Raw -105.499885 + Penalty 61.006767 = -44.493118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.965982 sec): 2 clusters Score: Raw -105.499885 + Penalty 61.006767 = -44.493118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 38 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.967009 sec): 2 clusters Score: Raw -9710.547199 + Penalty 168.845227 = -9541.701972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.967626 sec): 3 clusters Score: Raw -9615.450823 + Penalty 340.975987 = -9274.474836 nChanged 72 SP:Iteration 1F (25.968202 sec): 3 clusters Score: Raw -9683.351181 + Penalty 338.601991 = -9344.749190 nChanged 19 SP:Iteration 2F (25.968792 sec): 3 clusters Score: Raw -9695.379262 + Penalty 334.777156 = -9360.602106 nChanged 12 SP:Iteration 3F (25.969376 sec): 3 clusters Score: Raw -9710.693823 + Penalty 340.235344 = -9370.458480 nChanged 13 SP:Iteration 4F (25.969978 sec): 3 clusters Score: Raw -9720.299468 + Penalty 336.970380 = -9383.329089 nChanged 6 SP:Iteration 5Q (25.970553 sec): 3 clusters Score: Raw -9724.780682 + Penalty 346.119014 = -9378.661668 nChanged 5 SP:Iteration 6F (25.971136 sec): 3 clusters Score: Raw -9728.514252 + Penalty 351.246082 = -9377.268170 nChanged 5 SP:Iteration 7F (25.971719 sec): 3 clusters Score: Raw -9733.609870 + Penalty 352.055808 = -9381.554062 nChanged 1 SP:Iteration 8Q (25.972306 sec): 3 clusters Score: Raw -9733.878531 + Penalty 352.055808 = -9381.822722 nChanged 0 SP:Iteration 9F (25.972886 sec): 3 clusters Score: Raw -9733.878531 + Penalty 352.055808 = -9381.822722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 39 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.973435 sec): 2 clusters Score: Raw -1075.452584 + Penalty 366.965652 = -708.486932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.973684 sec): 3 clusters Score: Raw -1105.742362 + Penalty 748.708151 = -357.034211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 40 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.974334 sec): 2 clusters Score: Raw -3405.821082 + Penalty 311.378355 = -3094.442727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.974666 sec): 3 clusters Score: Raw -3393.743882 + Penalty 619.294548 = -2774.449334 nChanged 16 SP:Iteration 1F (25.974991 sec): 3 clusters Score: Raw -3432.826227 + Penalty 628.764086 = -2804.062141 nChanged 6 SP:Iteration 2F (25.975317 sec): 3 clusters Score: Raw -3454.122019 + Penalty 633.417780 = -2820.704239 nChanged 2 SP:Iteration 3Q (25.975623 sec): 3 clusters Score: Raw -3465.019271 + Penalty 633.417780 = -2831.601491 nChanged 0 SP:Iteration 4F (25.975950 sec): 3 clusters Score: Raw -3465.019271 + Penalty 633.417780 = -2831.601491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 41 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.976438 sec): 2 clusters Score: Raw -212.171247 + Penalty 104.228124 = -107.943124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.976645 sec): 3 clusters Score: Raw -209.878947 + Penalty 200.016957 = -9.861990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 42 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.978423 sec): 2 clusters Score: Raw -15094.698744 + Penalty 563.292440 = -14531.406304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.979124 sec): 3 clusters Score: Raw -14868.249335 + Penalty 1122.062701 = -13746.186634 nChanged 79 SP:Iteration 1F (25.979826 sec): 3 clusters Score: Raw -14961.015208 + Penalty 1117.330923 = -13843.684285 nChanged 27 SP:Iteration 2F (25.980513 sec): 3 clusters Score: Raw -15012.467312 + Penalty 1114.987476 = -13897.479836 nChanged 21 SP:Iteration 3F (25.981199 sec): 3 clusters Score: Raw -15045.291640 + Penalty 1112.604729 = -13932.686911 nChanged 15 SP:Iteration 4F (25.981886 sec): 3 clusters Score: Raw -15068.038350 + Penalty 1110.973792 = -13957.064557 nChanged 13 SP:Iteration 5Q (25.982541 sec): 3 clusters Score: Raw -15087.502964 + Penalty 1124.235423 = -13963.267541 nChanged 10 SP:Iteration 6Q (25.983184 sec): 3 clusters Score: Raw -15094.843574 + Penalty 1124.508202 = -13970.335372 nChanged 6 SP:Iteration 7Q (25.983822 sec): 3 clusters Score: Raw -15097.543890 + Penalty 1130.650239 = -13966.893651 nChanged 4 SP:Iteration 8F (25.984507 sec): 3 clusters Score: Raw -15100.769326 + Penalty 1125.591136 = -13975.178190 nChanged 3 SP:Iteration 9Q (25.985139 sec): 3 clusters Score: Raw -15103.005840 + Penalty 1124.105128 = -13978.900711 nChanged 2 SP:Iteration 10F (25.985823 sec): 3 clusters Score: Raw -15106.372528 + Penalty 1124.575813 = -13981.796715 nChanged 2 SP:Iteration 11Q (25.986446 sec): 3 clusters Score: Raw -15105.930463 + Penalty 1124.575813 = -13981.354650 nChanged 0 SP:Iteration 12F (25.987131 sec): 3 clusters Score: Raw -15105.930463 + Penalty 1124.575813 = -13981.354650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 43 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.987717 sec): 2 clusters Score: Raw -782.794720 + Penalty 239.419835 = -543.374885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.987961 sec): 3 clusters Score: Raw -792.312872 + Penalty 478.839670 = -313.473201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 44 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.988444 sec): 2 clusters Score: Raw -219.607084 + Penalty 151.176252 = -68.430832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.988657 sec): 3 clusters Score: Raw -215.609744 + Penalty 325.694189 = 110.084445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 45 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.989273 sec): 2 clusters Score: Raw -3025.339790 + Penalty 495.641420 = -2529.698370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.989583 sec): 3 clusters Score: Raw -2997.468321 + Penalty 1017.066174 = -1980.402147 nChanged 4 SP:Iteration 1F (25.989888 sec): 3 clusters Score: Raw -3022.916067 + Penalty 1024.690745 = -1998.225322 nChanged 1 SP:Iteration 2Q (25.990175 sec): 3 clusters Score: Raw -3024.783390 + Penalty 1031.014235 = -1993.769155 nChanged 1 SP:Iteration 3F (25.990484 sec): 3 clusters Score: Raw -3028.483593 + Penalty 1031.014235 = -1997.469359 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 46 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.991416 sec): 2 clusters Score: Raw -6845.321714 + Penalty 229.535713 = -6615.786001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.991949 sec): 3 clusters Score: Raw -6783.808450 + Penalty 458.703061 = -6325.105388 nChanged 53 SP:Iteration 1F (25.992456 sec): 3 clusters Score: Raw -6852.406542 + Penalty 459.153739 = -6393.252803 nChanged 20 SP:Iteration 2F (25.992996 sec): 3 clusters Score: Raw -6869.523177 + Penalty 459.115433 = -6410.407745 nChanged 9 SP:Iteration 3F (25.993506 sec): 3 clusters Score: Raw -6877.076435 + Penalty 459.011467 = -6418.064967 nChanged 5 SP:Iteration 4Q (25.994003 sec): 3 clusters Score: Raw -6882.666779 + Penalty 458.623000 = -6424.043779 nChanged 3 SP:Iteration 5Q (25.994501 sec): 3 clusters Score: Raw -6885.162534 + Penalty 458.569993 = -6426.592541 nChanged 2 SP:Iteration 6Q (25.994995 sec): 3 clusters Score: Raw -6888.291373 + Penalty 457.411227 = -6430.880145 nChanged 2 SP:Iteration 7Q (25.995489 sec): 3 clusters Score: Raw -6890.450253 + Penalty 457.761386 = -6432.688867 nChanged 1 SP:Iteration 8Q (25.996013 sec): 3 clusters Score: Raw -6892.930925 + Penalty 456.950699 = -6435.980226 nChanged 2 SP:Iteration 9Q (25.996516 sec): 3 clusters Score: Raw -6900.779607 + Penalty 455.646580 = -6445.133027 nChanged 2 SP:Iteration 10F (25.997037 sec): 3 clusters Score: Raw -6903.601455 + Penalty 454.776430 = -6448.825025 nChanged 2 SP:Iteration 11Q (25.997538 sec): 3 clusters Score: Raw -6905.285994 + Penalty 454.064353 = -6451.221641 nChanged 2 SP:Iteration 12Q (25.998040 sec): 3 clusters Score: Raw -6909.497062 + Penalty 453.174906 = -6456.322156 nChanged 2 SP:Iteration 13Q (25.998539 sec): 3 clusters Score: Raw -6913.031182 + Penalty 453.174906 = -6459.856276 nChanged 0 SP:Iteration 14F (25.999060 sec): 3 clusters Score: Raw -6913.031182 + Penalty 453.174906 = -6459.856276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 47 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.999555 sec): 2 clusters Score: Raw -213.217179 + Penalty 136.365077 = -76.852102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.999760 sec): 2 clusters Score: Raw -213.217179 + Penalty 136.365077 = -76.852102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 48 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.000269 sec): 2 clusters Score: Raw -763.719412 + Penalty 327.867992 = -435.851420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.000503 sec): 3 clusters Score: Raw -808.375320 + Penalty 657.047352 = -151.327968 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 49 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.001008 sec): 2 clusters Score: Raw -611.820826 + Penalty 181.510083 = -430.310743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.001238 sec): 3 clusters Score: Raw -619.774409 + Penalty 357.952054 = -261.822355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 50 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.001745 sec): 2 clusters Score: Raw -643.500502 + Penalty 97.205019 = -546.295483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.001978 sec): 3 clusters Score: Raw -650.728960 + Penalty 194.463313 = -456.265647 nChanged 1 SP:Iteration 1F (26.002211 sec): 3 clusters Score: Raw -655.409308 + Penalty 194.463313 = -460.945995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 51 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.003953 sec): 2 clusters Score: Raw -23360.380652 + Penalty 230.347692 = -23130.032959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.005002 sec): 3 clusters Score: Raw -23081.028675 + Penalty 470.702966 = -22610.325710 nChanged 187 SP:Iteration 1F (26.006053 sec): 3 clusters Score: Raw -23285.208397 + Penalty 489.930721 = -22795.277676 nChanged 60 SP:Iteration 2F (26.007095 sec): 3 clusters Score: Raw -23336.161056 + Penalty 523.123782 = -22813.037275 nChanged 27 SP:Iteration 3F (26.008135 sec): 3 clusters Score: Raw -23367.559774 + Penalty 550.543161 = -22817.016613 nChanged 15 SP:Iteration 4Q (26.009158 sec): 3 clusters Score: Raw -23377.526430 + Penalty 564.982966 = -22812.543463 nChanged 5 SP:Iteration 5F (26.010228 sec): 3 clusters Score: Raw -23377.468093 + Penalty 571.831184 = -22805.636909 nChanged 1 SP:Iteration 6F (26.011269 sec): 3 clusters Score: Raw -23378.639383 + Penalty 579.088939 = -22799.550443 nChanged 1 SP:Iteration 7F (26.012311 sec): 3 clusters Score: Raw -23379.065431 + Penalty 577.235119 = -22801.830312 nChanged 1 SP:Iteration 8Q (26.013305 sec): 3 clusters Score: Raw -23381.376515 + Penalty 570.574752 = -22810.801763 nChanged 2 SP:Iteration 9Q (26.014293 sec): 3 clusters Score: Raw -23392.191873 + Penalty 571.977004 = -22820.214870 nChanged 2 SP:Iteration 10F (26.015337 sec): 3 clusters Score: Raw -23397.788489 + Penalty 571.977004 = -22825.811486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 52 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.015841 sec): 2 clusters Score: Raw -52.993690 + Penalty 0.000000 = -52.993690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.016032 sec): 2 clusters Score: Raw -52.993690 + Penalty 0.000000 = -52.993690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 53 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.016528 sec): 2 clusters Score: Raw -499.898564 + Penalty 252.322161 = -247.576403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.016752 sec): 3 clusters Score: Raw -507.426514 + Penalty 488.272793 = -19.153721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 54 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.017326 sec): 2 clusters Score: Raw -1754.724834 + Penalty 161.315287 = -1593.409547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.017602 sec): 3 clusters Score: Raw -1761.865067 + Penalty 338.539881 = -1423.325186 nChanged 4 SP:Iteration 1F (26.017875 sec): 3 clusters Score: Raw -1769.734952 + Penalty 348.420104 = -1421.314848 nChanged 2 SP:Iteration 2F (26.018145 sec): 3 clusters Score: Raw -1772.231162 + Penalty 349.361077 = -1422.870086 nChanged 1 SP:Iteration 3Q (26.018410 sec): 3 clusters Score: Raw -1774.249134 + Penalty 354.886205 = -1419.362929 nChanged 1 SP:Iteration 4F (26.018682 sec): 3 clusters Score: Raw -1775.589038 + Penalty 354.886205 = -1420.702833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 55 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.019210 sec): 2 clusters Score: Raw -1033.247840 + Penalty 380.531782 = -652.716057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.019457 sec): 3 clusters Score: Raw -1071.538270 + Penalty 760.196759 = -311.341511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 56 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.019952 sec): 2 clusters Score: Raw -470.333085 + Penalty 191.390657 = -278.942428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.020178 sec): 3 clusters Score: Raw -478.987581 + Penalty 384.302338 = -94.685243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 58 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.020676 sec): 2 clusters Score: Raw -584.791102 + Penalty 201.629488 = -383.161615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.020904 sec): 3 clusters Score: Raw -588.770810 + Penalty 410.296979 = -178.473832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 59 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.021399 sec): 2 clusters Score: Raw -535.035539 + Penalty 251.782445 = -283.253094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.021625 sec): 3 clusters Score: Raw -553.051720 + Penalty 504.009777 = -49.041943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 61 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.022584 sec): 2 clusters Score: Raw -8905.913434 + Penalty 236.150506 = -8669.762929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.023130 sec): 3 clusters Score: Raw -8812.010154 + Penalty 471.383975 = -8340.626179 nChanged 56 SP:Iteration 1F (26.023650 sec): 3 clusters Score: Raw -8869.690077 + Penalty 470.235945 = -8399.454132 nChanged 23 SP:Iteration 2F (26.024178 sec): 3 clusters Score: Raw -8894.520530 + Penalty 473.177553 = -8421.342977 nChanged 8 SP:Iteration 3Q (26.024694 sec): 3 clusters Score: Raw -8907.446801 + Penalty 475.168074 = -8432.278727 nChanged 8 SP:Iteration 4Q (26.025204 sec): 3 clusters Score: Raw -8913.790599 + Penalty 475.521625 = -8438.268974 nChanged 5 SP:Iteration 5Q (26.025711 sec): 3 clusters Score: Raw -8916.406199 + Penalty 477.828844 = -8438.577355 nChanged 3 SP:Iteration 6Q (26.026216 sec): 3 clusters Score: Raw -8917.680491 + Penalty 479.050347 = -8438.630144 nChanged 1 SP:Iteration 7Q (26.026727 sec): 3 clusters Score: Raw -8918.521532 + Penalty 479.703225 = -8438.818307 nChanged 1 SP:Iteration 8Q (26.027238 sec): 3 clusters Score: Raw -8918.820817 + Penalty 479.892733 = -8438.928085 nChanged 2 SP:Iteration 9Q (26.027748 sec): 3 clusters Score: Raw -8919.110388 + Penalty 479.892733 = -8439.217655 nChanged 0 SP:Iteration 10F (26.028275 sec): 3 clusters Score: Raw -8919.110388 + Penalty 479.892733 = -8439.217655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 62 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.028768 sec): 2 clusters Score: Raw -43.867205 + Penalty 0.000000 = -43.867205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.028958 sec): 2 clusters Score: Raw -43.867205 + Penalty 0.000000 = -43.867205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 63 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.029428 sec): 2 clusters Score: Raw -50.595501 + Penalty 0.000000 = -50.595501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.029617 sec): 2 clusters Score: Raw -50.595501 + Penalty 0.000000 = -50.595501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 64 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.030103 sec): 2 clusters Score: Raw -286.430555 + Penalty 116.885850 = -169.544705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.030314 sec): 3 clusters Score: Raw -287.237905 + Penalty 220.938218 = -66.299688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 65 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.030803 sec): 2 clusters Score: Raw -226.495518 + Penalty 172.765121 = -53.730396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.031019 sec): 3 clusters Score: Raw -217.920365 + Penalty 362.692372 = 144.772007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 66 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.031504 sec): 2 clusters Score: Raw -217.540379 + Penalty 157.590047 = -59.950331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.031717 sec): 3 clusters Score: Raw -213.725930 + Penalty 315.180095 = 101.454165 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 67 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.032222 sec): 2 clusters Score: Raw -638.847798 + Penalty 216.637434 = -422.210364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.032450 sec): 3 clusters Score: Raw -645.322604 + Penalty 436.549240 = -208.773364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 68 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.032958 sec): 2 clusters Score: Raw -285.309095 + Penalty 211.915896 = -73.393199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.033172 sec): 3 clusters Score: Raw -280.423011 + Penalty 436.873055 = 156.450044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 69 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.033661 sec): 2 clusters Score: Raw -354.124101 + Penalty 176.553149 = -177.570952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.033880 sec): 3 clusters Score: Raw -371.450345 + Penalty 353.319163 = -18.131183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 70 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.034364 sec): 2 clusters Score: Raw -275.750404 + Penalty 163.983903 = -111.766501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.034580 sec): 3 clusters Score: Raw -273.166957 + Penalty 336.046519 = 62.879563 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 71 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.035073 sec): 2 clusters Score: Raw -461.183774 + Penalty 234.449223 = -226.734550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.035297 sec): 3 clusters Score: Raw -481.362765 + Penalty 463.758838 = -17.603927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 72 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.035930 sec): 2 clusters Score: Raw -2719.029649 + Penalty 371.277287 = -2347.752362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.036247 sec): 3 clusters Score: Raw -2759.348267 + Penalty 742.247628 = -2017.100639 nChanged 6 SP:Iteration 1F (26.036559 sec): 3 clusters Score: Raw -2777.147438 + Penalty 742.247628 = -2034.899810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 73 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.037039 sec): 2 clusters Score: Raw -165.060578 + Penalty 99.287377 = -65.773202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.037246 sec): 3 clusters Score: Raw -156.744876 + Penalty 184.663645 = 27.918769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.037734 sec): 2 clusters Score: Raw -371.412529 + Penalty 199.865082 = -171.547447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.037954 sec): 3 clusters Score: Raw -373.550633 + Penalty 398.628010 = 25.077377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 75 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.038514 sec): 2 clusters Score: Raw -1651.947876 + Penalty 215.303041 = -1436.644835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.038789 sec): 3 clusters Score: Raw -1658.676501 + Penalty 437.133821 = -1221.542681 nChanged 3 SP:Iteration 1F (26.039058 sec): 3 clusters Score: Raw -1664.460301 + Penalty 437.133821 = -1227.326480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 76 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.039539 sec): 2 clusters Score: Raw -214.446304 + Penalty 141.624315 = -72.821989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.039734 sec): 2 clusters Score: Raw -214.446304 + Penalty 141.624315 = -72.821989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 77 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.040250 sec): 2 clusters Score: Raw -553.072960 + Penalty 280.707684 = -272.365277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.040477 sec): 3 clusters Score: Raw -573.798871 + Penalty 565.379569 = -8.419303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 78 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.040946 sec): 2 clusters Score: Raw -94.713837 + Penalty 37.503241 = -57.210595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.041143 sec): 3 clusters Score: Raw -90.297551 + Penalty 75.006483 = -15.291068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 79 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.041628 sec): 2 clusters Score: Raw -304.983789 + Penalty 158.816775 = -146.167015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.041827 sec): 2 clusters Score: Raw -304.983789 + Penalty 158.816775 = -146.167015 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 81 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.042308 sec): 2 clusters Score: Raw -208.327232 + Penalty 138.365384 = -69.961848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.042520 sec): 3 clusters Score: Raw -205.609020 + Penalty 284.928706 = 79.319686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 82 (309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.044313 sec): 2 clusters Score: Raw -14914.213161 + Penalty 130.104750 = -14784.108411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.045056 sec): 3 clusters Score: Raw -14625.506646 + Penalty 276.393404 = -14349.113242 nChanged 123 SP:Iteration 1F (26.045797 sec): 3 clusters Score: Raw -14774.170154 + Penalty 308.372682 = -14465.797472 nChanged 50 SP:Iteration 2F (26.046528 sec): 3 clusters Score: Raw -14839.291526 + Penalty 355.096804 = -14484.194721 nChanged 24 SP:Iteration 3F (26.047261 sec): 3 clusters Score: Raw -14883.704334 + Penalty 490.826843 = -14392.877491 nChanged 15 SP:Iteration 4F (26.047990 sec): 3 clusters Score: Raw -14912.706275 + Penalty 518.438422 = -14394.267853 nChanged 3 SP:Iteration 5Q (26.048600 sec): 3 clusters Score: Raw -14918.322162 + Penalty 518.438422 = -14399.883740 nChanged 0 SP:Iteration 6F (26.049328 sec): 3 clusters Score: Raw -14918.322162 + Penalty 518.438422 = -14399.883740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 83 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.049878 sec): 2 clusters Score: Raw -169.925994 + Penalty 133.743058 = -36.182936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.050094 sec): 3 clusters Score: Raw -162.121883 + Penalty 270.669076 = 108.547193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 85 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.050575 sec): 2 clusters Score: Raw -159.337566 + Penalty 80.504900 = -78.832666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.050783 sec): 3 clusters Score: Raw -150.942895 + Penalty 158.356348 = 7.413453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 86 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.051267 sec): 2 clusters Score: Raw -329.016254 + Penalty 179.473338 = -149.542916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.051484 sec): 3 clusters Score: Raw -321.561730 + Penalty 371.803315 = 50.241586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 87 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.051967 sec): 2 clusters Score: Raw -298.779943 + Penalty 216.222198 = -82.557744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.052211 sec): 3 clusters Score: Raw -292.807054 + Penalty 438.728764 = 145.921710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 89 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.052690 sec): 2 clusters Score: Raw -156.422809 + Penalty 79.401850 = -77.020959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.052899 sec): 3 clusters Score: Raw -149.972333 + Penalty 170.690613 = 20.718279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 91 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.053392 sec): 2 clusters Score: Raw -521.409241 + Penalty 283.894048 = -237.515194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.053617 sec): 3 clusters Score: Raw -528.937046 + Penalty 569.522343 = 40.585297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 93 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.054099 sec): 2 clusters Score: Raw -278.558412 + Penalty 116.423145 = -162.135267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.054315 sec): 3 clusters Score: Raw -271.584933 + Penalty 234.929281 = -36.655652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 95 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.054788 sec): 2 clusters Score: Raw -112.278402 + Penalty 90.786474 = -21.491927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.054979 sec): 2 clusters Score: Raw -112.278402 + Penalty 90.786474 = -21.491927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 97 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.055448 sec): 2 clusters Score: Raw -49.277200 + Penalty 0.000000 = -49.277200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.055638 sec): 2 clusters Score: Raw -49.277200 + Penalty 0.000000 = -49.277200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 99 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.056122 sec): 2 clusters Score: Raw -324.948911 + Penalty 150.371880 = -174.577031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.056340 sec): 3 clusters Score: Raw -321.591411 + Penalty 300.743760 = -20.847651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 100 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.056826 sec): 2 clusters Score: Raw -313.805790 + Penalty 182.669268 = -131.136522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.057041 sec): 3 clusters Score: Raw -315.703919 + Penalty 352.914719 = 37.210800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 102 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.057525 sec): 2 clusters Score: Raw -296.501852 + Penalty 201.383474 = -95.118378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.057737 sec): 3 clusters Score: Raw -290.368235 + Penalty 407.352017 = 116.983783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 103 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.058211 sec): 2 clusters Score: Raw -222.028041 + Penalty 88.328887 = -133.699153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.058413 sec): 3 clusters Score: Raw -215.984972 + Penalty 88.328887 = -127.656084 nChanged 1 SP:Iteration 1F (26.058598 sec): 2 clusters Score: Raw -222.028041 + Penalty 88.328887 = -133.699153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 104 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.059086 sec): 2 clusters Score: Raw -112.401326 + Penalty 95.359746 = -17.041580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.059293 sec): 3 clusters Score: Raw -102.934932 + Penalty 190.719492 = 87.784560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 109 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.059760 sec): 2 clusters Score: Raw -50.869761 + Penalty 0.000000 = -50.869761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.059946 sec): 2 clusters Score: Raw -50.869761 + Penalty 0.000000 = -50.869761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 110 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.060454 sec): 2 clusters Score: Raw -668.141720 + Penalty 123.375097 = -544.766623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.060690 sec): 3 clusters Score: Raw -684.535414 + Penalty 246.940203 = -437.595212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 111 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.061164 sec): 2 clusters Score: Raw -105.563262 + Penalty 66.011310 = -39.551952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.061371 sec): 3 clusters Score: Raw -99.611091 + Penalty 132.022620 = 32.411529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 112 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.061851 sec): 2 clusters Score: Raw -109.617375 + Penalty 73.056269 = -36.561105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.062058 sec): 3 clusters Score: Raw -101.686336 + Penalty 146.112539 = 44.426203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 114 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.062536 sec): 2 clusters Score: Raw -107.337582 + Penalty 65.246488 = -42.091094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.062728 sec): 2 clusters Score: Raw -107.337582 + Penalty 65.246488 = -42.091094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 116 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.063208 sec): 2 clusters Score: Raw -239.715301 + Penalty 193.243775 = -46.471526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.063421 sec): 3 clusters Score: Raw -228.059183 + Penalty 386.487549 = 158.428366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 118 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.063893 sec): 2 clusters Score: Raw -111.987661 + Penalty 88.524711 = -23.462950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.064101 sec): 3 clusters Score: Raw -103.374644 + Penalty 177.049422 = 73.674778 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 119 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.064583 sec): 2 clusters Score: Raw -284.804766 + Penalty 188.650243 = -96.154523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.064800 sec): 3 clusters Score: Raw -278.647973 + Penalty 372.037129 = 93.389156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 120 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.065278 sec): 2 clusters Score: Raw -224.533677 + Penalty 101.199962 = -123.333715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.065486 sec): 3 clusters Score: Raw -213.211136 + Penalty 202.399924 = -10.811212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 122 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.065970 sec): 2 clusters Score: Raw -51.061070 + Penalty 0.000000 = -51.061070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.066164 sec): 2 clusters Score: Raw -51.061070 + Penalty 0.000000 = -51.061070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 126 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.066653 sec): 2 clusters Score: Raw -406.511378 + Penalty 224.324563 = -182.186815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.066874 sec): 3 clusters Score: Raw -405.051070 + Penalty 449.682322 = 44.631252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 127 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.067347 sec): 2 clusters Score: Raw -105.614666 + Penalty 59.400879 = -46.213787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.067539 sec): 2 clusters Score: Raw -105.614666 + Penalty 59.400879 = -46.213787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 132 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.068026 sec): 2 clusters Score: Raw -376.845647 + Penalty 129.658263 = -247.187383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.068247 sec): 3 clusters Score: Raw -381.670289 + Penalty 255.243630 = -126.426659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 137 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.068723 sec): 2 clusters Score: Raw -176.651691 + Penalty 132.927476 = -43.724215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.068934 sec): 3 clusters Score: Raw -165.944950 + Penalty 283.915089 = 117.970139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 140 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.069407 sec): 2 clusters Score: Raw -105.528877 + Penalty 53.599824 = -51.929053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.069598 sec): 2 clusters Score: Raw -105.528877 + Penalty 53.599824 = -51.929053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 141 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.070067 sec): 2 clusters Score: Raw -106.652483 + Penalty 61.212396 = -45.440087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.070269 sec): 3 clusters Score: Raw -99.177044 + Penalty 122.424793 = 23.247749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 142 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.070740 sec): 2 clusters Score: Raw -112.390669 + Penalty 83.236740 = -29.153929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.070932 sec): 2 clusters Score: Raw -112.390669 + Penalty 83.236740 = -29.153929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 145 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.071399 sec): 2 clusters Score: Raw -51.685198 + Penalty 0.000000 = -51.685198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.071588 sec): 2 clusters Score: Raw -51.685198 + Penalty 0.000000 = -51.685198 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 146 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.072058 sec): 2 clusters Score: Raw -105.843653 + Penalty 45.087353 = -60.756300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.072253 sec): 3 clusters Score: Raw -97.561213 + Penalty 90.174706 = -7.386508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 147 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.072736 sec): 2 clusters Score: Raw -50.543681 + Penalty 0.000000 = -50.543681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.072925 sec): 2 clusters Score: Raw -50.543681 + Penalty 0.000000 = -50.543681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 151 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.073418 sec): 2 clusters Score: Raw -393.240298 + Penalty 100.450188 = -292.790109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.073641 sec): 3 clusters Score: Raw -400.745543 + Penalty 195.070533 = -205.675010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 153 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.074165 sec): 2 clusters Score: Raw -1032.656412 + Penalty 97.337959 = -935.318453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.074401 sec): 3 clusters Score: Raw -1041.052429 + Penalty 202.537090 = -838.515338 nChanged 2 SP:Iteration 1F (26.074632 sec): 3 clusters Score: Raw -1047.244350 + Penalty 199.141279 = -848.103071 nChanged 1 SP:Iteration 2Q (26.074857 sec): 3 clusters Score: Raw -1048.212201 + Penalty 199.141279 = -849.070922 nChanged 0 SP:Iteration 3F (26.075087 sec): 3 clusters Score: Raw -1048.212201 + Penalty 199.141279 = -849.070922 nChanged 0 Deleting Class 29 (3 points): Lose 9.741100 but Gain 1468.113723 Iteration 20F (28.595383 sec): 115 clusters Score: Raw -2300606.986794 + Penalty 105397.682008 = -2195209.304786 nChanged 254 Deleting Class 104 (2 points): Lose 26.225159 but Gain 1481.277582 Iteration 21Q (28.876231 sec): 114 clusters Score: Raw -2300777.181406 + Penalty 103897.268945 = -2196879.912460 nChanged 140 Deleting Class 116 (4 points): Lose 48.963209 but Gain 1500.883148 Iteration 22Q (29.147276 sec): 113 clusters Score: Raw -2300831.614438 + Penalty 102383.132981 = -2198448.481457 nChanged 111 Deleting Class 122 (1 points): Lose 16.087651 but Gain 1460.123757 Iteration 23Q (29.413875 sec): 112 clusters Score: Raw -2300893.096596 + Penalty 100931.257489 = -2199961.839107 nChanged 89 Deleting Class 87 (5 points): Lose 25.907418 but Gain 1446.514786 Iteration 24Q (29.677862 sec): 111 clusters Score: Raw -2300933.180652 + Penalty 99502.497079 = -2201430.683573 nChanged 65 Deleting Class 95 (2 points): Lose 28.197075 but Gain 1410.238336 Iteration 25Q (29.938681 sec): 110 clusters Score: Raw -2300954.321567 + Penalty 98121.290640 = -2202833.030927 nChanged 54 Deleting Class 52 (1 points): Lose 0.758481 but Gain 1380.221105 Iteration 26Q (30.198261 sec): 109 clusters Score: Raw -2300993.849711 + Penalty 96740.463745 = -2204253.385966 nChanged 45 Deleting Class 27 (26 points): Lose 271.953846 but Gain 1627.999793 Iteration 27Q (30.455642 sec): 108 clusters Score: Raw -2300769.637035 + Penalty 95123.206162 = -2205646.430873 nChanged 69 Deleting Class 68 (5 points): Lose 61.192972 but Gain 1417.705856 Iteration 28Q (30.712793 sec): 107 clusters Score: Raw -2300831.313548 + Penalty 93722.006154 = -2207109.307394 nChanged 47 Deleting Class 118 (2 points): Lose 27.772254 but Gain 1375.105067 Iteration 29Q (30.968317 sec): 106 clusters Score: Raw -2300873.989874 + Penalty 92362.873091 = -2208511.116783 nChanged 37 Deleting Class 91 (9 points): Lose 44.489433 but Gain 1391.165070 Iteration 30F (33.270420 sec): 105 clusters Score: Raw -2300886.472047 + Penalty 90970.732603 = -2209915.739444 nChanged 48 Deleting Class 145 (1 points): Lose 5.509765 but Gain 1337.800716 Iteration 31Q (33.513642 sec): 104 clusters Score: Raw -2300935.127629 + Penalty 89652.739426 = -2211282.388202 nChanged 28 Deleting Class 65 (4 points): Lose 18.844278 but Gain 1341.829819 Iteration 32Q (33.753809 sec): 103 clusters Score: Raw -2300941.779010 + Penalty 88309.507277 = -2212632.271733 nChanged 31 Deleting Class 102 (5 points): Lose 38.195301 but Gain 1347.244525 Iteration 33Q (33.994725 sec): 102 clusters Score: Raw -2300927.686211 + Penalty 86977.197319 = -2213950.488892 nChanged 23 Deleting Class 83 (3 points): Lose 9.042004 but Gain 1310.761335 Iteration 34Q (34.232536 sec): 101 clusters Score: Raw -2300939.427048 + Penalty 85664.083569 = -2215275.343479 nChanged 25 Deleting Class 137 (3 points): Lose 16.230461 but Gain 1302.768153 Iteration 35Q (34.468433 sec): 100 clusters Score: Raw -2300942.329257 + Penalty 84358.606874 = -2216583.722383 nChanged 27 Deleting Class 142 (2 points): Lose 15.077280 but Gain 1292.963978 Iteration 36Q (34.702297 sec): 99 clusters Score: Raw -2300943.771945 + Penalty 83105.723996 = -2217838.047949 nChanged 21 Deleting Class 35 (3 points): Lose 21.204060 but Gain 1265.192265 Iteration 37Q (34.934649 sec): 98 clusters Score: Raw -2300939.689794 + Penalty 81838.707487 = -2219100.982307 nChanged 19 Deleting Class 119 (5 points): Lose 18.681996 but Gain 1262.059898 Iteration 38Q (35.166161 sec): 97 clusters Score: Raw -2300934.909097 + Penalty 80572.727335 = -2220362.181762 nChanged 28 Deleting Class 126 (8 points): Lose 52.034821 but Gain 1264.885823 Iteration 39Q (35.397659 sec): 96 clusters Score: Raw -2300903.098810 + Penalty 79324.347809 = -2221578.751001 nChanged 35 Deleting Class 66 (4 points): Lose 25.163128 but Gain 1223.968259 Iteration 40F (37.467964 sec): 95 clusters Score: Raw -2300912.773842 + Penalty 78126.903793 = -2222785.870049 nChanged 27 Deleting Class 53 (9 points): Lose 45.950264 but Gain 1236.453457 Iteration 41Q (37.698436 sec): 94 clusters Score: Raw -2300896.947140 + Penalty 76891.742918 = -2224005.204222 nChanged 32 Deleting Class 48 (16 points): Lose 120.255839 but Gain 1308.374141 Iteration 42Q (37.925958 sec): 93 clusters Score: Raw -2300807.138873 + Penalty 75608.473559 = -2225198.665314 nChanged 37 Deleting Class 147 (1 points): Lose 5.820719 but Gain 1191.098675 Iteration 43Q (38.153685 sec): 92 clusters Score: Raw -2300874.342821 + Penalty 74419.509579 = -2226454.833242 nChanged 20 Deleting Class 77 (11 points): Lose 94.212521 but Gain 1260.436337 Iteration 44Q (38.380251 sec): 91 clusters Score: Raw -2300788.604536 + Penalty 73167.573023 = -2227621.031513 nChanged 24 Deleting Class 44 (4 points): Lose 16.242717 but Gain 1174.153680 Iteration 45Q (38.605792 sec): 90 clusters Score: Raw -2300810.486998 + Penalty 71995.747350 = -2228814.739649 nChanged 15 Deleting Class 39 (22 points): Lose 131.179047 but Gain 1278.254330 Iteration 46Q (38.830805 sec): 89 clusters Score: Raw -2300692.285007 + Penalty 70742.212728 = -2229950.072279 nChanged 33 Deleting Class 21 (6 points): Lose 50.147923 but Gain 1191.334139 Iteration 47Q (39.052890 sec): 88 clusters Score: Raw -2300707.867906 + Penalty 69569.922505 = -2231137.945401 nChanged 15 Deleting Class 112 (2 points): Lose 9.851369 but Gain 1134.824901 Iteration 48Q (39.273350 sec): 87 clusters Score: Raw -2300718.094690 + Penalty 68437.305917 = -2232280.788773 nChanged 14 Deleting Class 97 (1 points): Lose 10.461348 but Gain 1130.223257 Iteration 49Q (39.493070 sec): 86 clusters Score: Raw -2300719.043995 + Penalty 67327.449832 = -2233391.594163 nChanged 10 Deleting Class 55 (23 points): Lose 270.054024 but Gain 1358.994784 Iteration 50F (41.353447 sec): 85 clusters Score: Raw -2300461.315953 + Penalty 65983.754115 = -2234477.561838 nChanged 32 Deleting Class 71 (9 points): Lose 60.230329 but Gain 1148.870760 Iteration 51Q (41.575172 sec): 84 clusters Score: Raw -2300469.704720 + Penalty 64851.854025 = -2235617.850694 nChanged 31 Deleting Class 14 (4 points): Lose 30.966117 but Gain 1115.039949 Iteration 52Q (41.793989 sec): 83 clusters Score: Raw -2300482.836398 + Penalty 63751.641757 = -2236731.194641 nChanged 23 Deleting Class 76 (4 points): Lose 19.711361 but Gain 1099.965821 Iteration 53Q (42.009840 sec): 82 clusters Score: Raw -2300473.482321 + Penalty 62651.584523 = -2237821.897798 nChanged 23 Deleting Class 70 (6 points): Lose 38.433354 but Gain 1115.884843 Iteration 54Q (42.228951 sec): 81 clusters Score: Raw -2300439.648695 + Penalty 61532.835348 = -2238906.813347 nChanged 17 Deleting Class 59 (9 points): Lose 119.654275 but Gain 1189.272052 Iteration 55Q (42.447575 sec): 80 clusters Score: Raw -2300328.511296 + Penalty 60353.773686 = -2239974.737610 nChanged 17 Deleting Class 74 (7 points): Lose 40.990662 but Gain 1105.887553 Iteration 56Q (42.661254 sec): 79 clusters Score: Raw -2300327.036012 + Penalty 59270.150644 = -2241056.885368 nChanged 16 Deleting Class 81 (4 points): Lose 15.426369 but Gain 1074.654403 Iteration 57Q (42.872733 sec): 78 clusters Score: Raw -2300321.197069 + Penalty 58200.804791 = -2242120.392278 nChanged 12 Deleting Class 86 (6 points): Lose 28.064356 but Gain 1078.492321 Iteration 58Q (43.083705 sec): 77 clusters Score: Raw -2300303.365108 + Penalty 57130.838763 = -2243172.526345 nChanged 10 Deleting Class 47 (4 points): Lose 21.963304 but Gain 1059.118444 Iteration 59Q (43.292583 sec): 76 clusters Score: Raw -2300291.728047 + Penalty 56072.678721 = -2244219.049326 nChanged 6 Deleting Class 100 (6 points): Lose 67.068107 but Gain 1097.697327 Iteration 60F (44.945865 sec): 75 clusters Score: Raw -2300232.075244 + Penalty 55027.360542 = -2245204.714702 nChanged 12 Deleting Class 111 (2 points): Lose 10.372071 but Gain 1025.391509 Iteration 61Q (45.153749 sec): 74 clusters Score: Raw -2300248.238480 + Penalty 54032.085443 = -2246216.153037 nChanged 10 Deleting Class 45 (56 points): Lose 336.564476 but Gain 1324.336885 Iteration 62Q (45.359751 sec): 73 clusters Score: Raw -2299926.529063 + Penalty 52805.500718 = -2247121.028345 nChanged 67 Deleting Class 114 (2 points): Lose 28.602136 but Gain 1013.511088 Iteration 63Q (45.568226 sec): 72 clusters Score: Raw -2300065.422337 + Penalty 51795.083796 = -2248270.338542 nChanged 17 Deleting Class 73 (3 points): Lose 10.125849 but Gain 973.075212 Iteration 64Q (45.772176 sec): 71 clusters Score: Raw -2300066.170971 + Penalty 50824.799790 = -2249241.371181 nChanged 7 Deleting Class 109 (1 points): Lose 4.390476 but Gain 953.233004 Iteration 65Q (45.975409 sec): 70 clusters Score: Raw -2300066.128727 + Penalty 49872.497474 = -2250193.631253 nChanged 3 Deleting Class 37 (2 points): Lose 3.452554 but Gain 947.653069 Iteration 66Q (46.177503 sec): 69 clusters Score: Raw -2300064.795945 + Penalty 48925.572592 = -2251139.223353 nChanged 2 Deleting Class 69 (7 points): Lose 41.290695 but Gain 976.898654 Iteration 67Q (46.377284 sec): 68 clusters Score: Raw -2300027.223654 + Penalty 47951.411905 = -2252075.811749 nChanged 8 Deleting Class 63 (1 points): Lose 4.761398 but Gain 935.694979 Iteration 68Q (46.576610 sec): 67 clusters Score: Raw -2300037.737086 + Penalty 47016.007484 = -2253021.729602 nChanged 7 Deleting Class 141 (2 points): Lose 25.649813 but Gain 950.847232 Iteration 69Q (46.776100 sec): 66 clusters Score: Raw -2300016.156724 + Penalty 46102.017162 = -2253914.139563 nChanged 8 Deleting Class 79 (6 points): Lose 42.139367 but Gain 954.362771 Iteration 70F (48.249760 sec): 65 clusters Score: Raw -2299990.267907 + Penalty 45159.709124 = -2254830.558782 nChanged 13 Deleting Class 127 (2 points): Lose 14.376134 but Gain 922.707902 Iteration 71Q (48.446945 sec): 64 clusters Score: Raw -2299984.651627 + Penalty 44241.072186 = -2255743.579441 nChanged 6 Deleting Class 56 (9 points): Lose 37.240679 but Gain 937.871007 Iteration 72Q (48.641996 sec): 63 clusters Score: Raw -2299951.357698 + Penalty 43316.231739 = -2256635.125959 nChanged 12 Deleting Class 67 (12 points): Lose 51.362875 but Gain 938.685807 Iteration 73Q (48.837664 sec): 62 clusters Score: Raw -2299909.066600 + Penalty 42387.746619 = -2257521.319981 nChanged 16 Deleting Class 34 (6 points): Lose 21.402218 but Gain 891.542776 Iteration 74Q (49.030095 sec): 61 clusters Score: Raw -2299905.739180 + Penalty 41497.728747 = -2258408.010433 nChanged 11 Deleting Class 99 (6 points): Lose 33.572311 but Gain 903.615655 Iteration 75Q (49.222040 sec): 60 clusters Score: Raw -2299880.681845 + Penalty 40640.181408 = -2259240.500438 nChanged 12 Deleting Class 43 (14 points): Lose 81.159275 but Gain 944.923445 Iteration 76Q (49.412875 sec): 59 clusters Score: Raw -2299808.103496 + Penalty 39713.349242 = -2260094.754253 nChanged 19 Deleting Class 26 (12 points): Lose 86.696814 but Gain 939.820600 Iteration 77Q (49.603923 sec): 58 clusters Score: Raw -2299757.475477 + Penalty 38904.561234 = -2260852.914243 nChanged 20 Deleting Class 58 (11 points): Lose 57.051696 but Gain 905.358663 Iteration 78Q (49.794385 sec): 57 clusters Score: Raw -2299747.847302 + Penalty 37989.116991 = -2261758.730311 nChanged 22 Deleting Class 36 (31 points): Lose 238.232910 but Gain 1066.560482 Iteration 79Q (49.982184 sec): 56 clusters Score: Raw -2299529.332278 + Penalty 36956.161904 = -2262573.170373 nChanged 38 Deleting Class 140 (2 points): Lose 30.269221 but Gain 832.596788 Iteration 80F (51.211734 sec): 55 clusters Score: Raw -2299596.193862 + Penalty 36116.497500 = -2263479.696362 nChanged 23 Deleting Class 41 (4 points): Lose 21.284076 but Gain 809.517590 Iteration 81Q (51.397703 sec): 54 clusters Score: Raw -2299601.135924 + Penalty 35300.612152 = -2264300.523772 nChanged 26 Deleting Class 85 (3 points): Lose 12.585544 but Gain 788.995795 Iteration 82Q (51.582942 sec): 53 clusters Score: Raw -2299611.460038 + Penalty 34510.599984 = -2265100.860054 nChanged 18 Deleting Class 93 (5 points): Lose 14.107426 but Gain 778.864531 Iteration 83Q (51.766909 sec): 52 clusters Score: Raw -2299608.150213 + Penalty 33751.281251 = -2265856.868962 nChanged 10 Deleting Class 120 (4 points): Lose 21.668191 but Gain 785.998503 Iteration 84Q (51.950637 sec): 51 clusters Score: Raw -2299597.713264 + Penalty 32971.409194 = -2266626.304070 nChanged 10 Deleting Class 89 (3 points): Lose 14.070541 but Gain 778.185248 Iteration 85Q (52.133069 sec): 50 clusters Score: Raw -2299592.365135 + Penalty 32228.847767 = -2267363.517367 nChanged 8 Deleting Class 49 (18 points): Lose 128.631018 but Gain 844.436353 Iteration 86Q (52.312140 sec): 49 clusters Score: Raw -2299470.151099 + Penalty 31423.188122 = -2268046.962977 nChanged 20 Deleting Class 146 (2 points): Lose 8.629731 but Gain 700.367692 Iteration 87Q (52.492252 sec): 48 clusters Score: Raw -2299508.222149 + Penalty 30729.241441 = -2268778.980708 nChanged 27 Deleting Class 16 (26 points): Lose 87.098266 but Gain 770.001360 Iteration 88Q (52.669556 sec): 47 clusters Score: Raw -2299437.642864 + Penalty 29996.211018 = -2269441.431846 nChanged 44 Deleting Class 103 (4 points): Lose 16.805589 but Gain 686.031614 Iteration 89Q (52.846375 sec): 46 clusters Score: Raw -2299466.892788 + Penalty 29315.197439 = -2270151.695349 nChanged 37 Deleting Class 64 (6 points): Lose 30.736621 but Gain 702.391193 Iteration 90F (53.868293 sec): 45 clusters Score: Raw -2299457.884601 + Penalty 28644.586377 = -2270813.298224 nChanged 27 Deleting Class 72 (74 points): Lose 390.754169 but Gain 1037.638582 Iteration 91Q (54.042893 sec): 44 clusters Score: Raw -2299094.959936 + Penalty 28479.099557 = -2270615.860380 nChanged 88 Deleting Class 62 (2 points): Lose 39.856985 but Gain 840.335363 Iteration 92F (55.031890 sec): 43 clusters Score: Raw -2299288.581039 + Penalty 27623.982032 = -2271664.599008 nChanged 39 Deleting Class 78 (3 points): Lose 21.115230 but Gain 695.201958 Iteration 93Q (55.202374 sec): 42 clusters Score: Raw -2299294.576893 + Penalty 26933.465162 = -2272361.111731 nChanged 22 Deleting Class 132 (9 points): Lose 60.422384 but Gain 694.260875 Iteration 94Q (55.370741 sec): 41 clusters Score: Raw -2299250.809835 + Penalty 26274.272507 = -2272976.537328 nChanged 19 Deleting Class 31 (22 points): Lose 67.294166 but Gain 660.601793 Iteration 95Q (55.538629 sec): 40 clusters Score: Raw -2299207.175102 + Penalty 25621.416241 = -2273585.758861 nChanged 31 Deleting Class 151 (14 points): Lose 111.764612 but Gain 665.548493 Iteration 96Q (55.706361 sec): 39 clusters Score: Raw -2299130.097444 + Penalty 24962.853186 = -2274167.244257 nChanged 23 Deleting Class 75 (44 points): Lose 159.092607 but Gain 699.203972 Iteration 97Q (55.871694 sec): 38 clusters Score: Raw -2299016.503003 + Penalty 24344.557714 = -2274671.945289 nChanged 52 Deleting Class 110 (18 points): Lose 92.552113 but Gain 600.805326 Iteration 98Q (56.037847 sec): 37 clusters Score: Raw -2299030.642299 + Penalty 23766.777023 = -2275263.865276 nChanged 30 Deleting Class 25 (15 points): Lose 59.318293 but Gain 521.556881 Iteration 99Q (56.201733 sec): 36 clusters Score: Raw -2299010.823905 + Penalty 23252.551581 = -2275758.272324 nChanged 28 Deleting Class 40 (76 points): Lose 398.159760 but Gain 853.859588 Iteration 100F (57.016677 sec): 35 clusters Score: Raw -2298642.002171 + Penalty 21864.038032 = -2276777.964139 nChanged 102 Deleting Class 54 (45 points): Lose 137.045763 but Gain 481.601501 Iteration 101Q (57.179054 sec): 34 clusters Score: Raw -2298707.928258 + Penalty 21393.482820 = -2277314.445438 nChanged 93 Deleting Class 153 (32 points): Lose 131.659243 but Gain 388.967097 Iteration 102Q (57.342388 sec): 33 clusters Score: Raw -2298686.118372 + Penalty 20995.535346 = -2277690.583026 nChanged 84 Deleting Class 50 (42 points): Lose 270.439131 but Gain 445.012204 Iteration 103Q (57.504041 sec): 32 clusters Score: Raw -2298527.085984 + Penalty 21129.170960 = -2277397.915024 nChanged 95 Deleting Class 22 (184 points): Lose 353.822488 but Gain 433.730697 Iteration 104F (58.230868 sec): 31 clusters Score: Raw -2298317.312171 + Penalty 20712.945877 = -2277604.366294 nChanged 232 Iteration 105Q (58.389378 sec): 31 clusters Score: Raw -2298552.956061 + Penalty 20714.650783 = -2277838.305279 nChanged 65 Iteration 106Q (58.545492 sec): 31 clusters Score: Raw -2298571.953455 + Penalty 20715.125937 = -2277856.827518 nChanged 39 Iteration 107Q (58.700979 sec): 31 clusters Score: Raw -2298585.340727 + Penalty 20715.741078 = -2277869.599649 nChanged 43 Iteration 108Q (58.857472 sec): 31 clusters Score: Raw -2298596.444554 + Penalty 20715.894950 = -2277880.549604 nChanged 36 Iteration 109Q (59.012520 sec): 31 clusters Score: Raw -2298603.955984 + Penalty 20714.324466 = -2277889.631518 nChanged 27 Iteration 110F (59.718861 sec): 31 clusters Score: Raw -2298609.664083 + Penalty 20713.528870 = -2277896.135213 nChanged 22 Iteration 111Q (59.876132 sec): 31 clusters Score: Raw -2298612.022797 + Penalty 20711.220773 = -2277900.802025 nChanged 21 Iteration 112Q (60.032007 sec): 31 clusters Score: Raw -2298616.562728 + Penalty 20706.766051 = -2277909.796677 nChanged 25 Iteration 113Q (60.188773 sec): 31 clusters Score: Raw -2298622.065398 + Penalty 20705.596227 = -2277916.469171 nChanged 27 Iteration 114Q (60.344589 sec): 31 clusters Score: Raw -2298631.348734 + Penalty 20702.859196 = -2277928.489538 nChanged 23 Iteration 115Q (60.500443 sec): 31 clusters Score: Raw -2298632.663848 + Penalty 20701.948357 = -2277930.715492 nChanged 23 Iteration 116Q (60.656561 sec): 31 clusters Score: Raw -2298636.369631 + Penalty 20701.509183 = -2277934.860448 nChanged 23 Iteration 117Q (60.812641 sec): 31 clusters Score: Raw -2298639.903409 + Penalty 20700.935242 = -2277938.968167 nChanged 24 Iteration 118Q (60.968616 sec): 31 clusters Score: Raw -2298643.216621 + Penalty 20700.815003 = -2277942.401617 nChanged 20 Writing temp clu file Memory request: 0.22 GB would take us to total of 0.43 GB. Compute initial score before splitting: Score: Raw -2298643.216621 + Penalty 20700.815003 = -2277942.401617Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 1 (973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.120228 sec): 2 clusters Score: Raw -51768.531719 + Penalty 402.384026 = -51366.147694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.122210 sec): 3 clusters Score: Raw -51170.808312 + Penalty 803.655296 = -50367.153016 nChanged 360 SP:Iteration 1F (61.124083 sec): 3 clusters Score: Raw -51439.255511 + Penalty 803.271601 = -50635.983910 nChanged 110 SP:Iteration 2F (61.125943 sec): 3 clusters Score: Raw -51517.203143 + Penalty 803.320597 = -50713.882546 nChanged 85 SP:Iteration 3F (61.127804 sec): 3 clusters Score: Raw -51613.704017 + Penalty 803.003097 = -50810.700920 nChanged 77 SP:Iteration 4F (61.129764 sec): 3 clusters Score: Raw -51739.550223 + Penalty 802.409808 = -50937.140415 nChanged 86 SP:Iteration 5F (61.131659 sec): 3 clusters Score: Raw -51891.889616 + Penalty 800.700022 = -51091.189594 nChanged 52 SP:Iteration 6F (61.133522 sec): 3 clusters Score: Raw -52002.067385 + Penalty 801.578574 = -51200.488811 nChanged 35 SP:Iteration 7Q (61.135209 sec): 3 clusters Score: Raw -52089.307398 + Penalty 801.754966 = -51287.552432 nChanged 33 SP:Iteration 8Q (61.136816 sec): 3 clusters Score: Raw -52155.590327 + Penalty 802.056517 = -51353.533809 nChanged 14 SP:Iteration 9Q (61.138357 sec): 3 clusters Score: Raw -52175.342792 + Penalty 802.502836 = -51372.839956 nChanged 12 SP:Iteration 10F (61.140216 sec): 3 clusters Score: Raw -52198.545961 + Penalty 802.250874 = -51396.295087 nChanged 6 SP:Iteration 11Q (61.141750 sec): 3 clusters Score: Raw -52203.326970 + Penalty 802.250874 = -51401.076096 nChanged 0 SP:Iteration 12F (61.143731 sec): 3 clusters Score: Raw -52203.326970 + Penalty 802.250874 = -51401.076096 nChanged 0 Score: Raw -2332156.115570 + Penalty 21326.563109 = -2310829.552461 Splitting cluster 1 changes total score from -2277942.401617 to -2310829.552461 So it's getting split into cluster 14. Memory request: 0.04 GB would take us to total of 0.47 GB. Trying to split cluster 2 (8717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.903358 sec): 2 clusters Score: Raw -457238.719852 + Penalty 234.139732 = -457004.580121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.919131 sec): 3 clusters Score: Raw -451566.049624 + Penalty 464.757269 = -451101.292354 nChanged 4162 SP:Iteration 1F (61.934650 sec): 3 clusters Score: Raw -455120.883901 + Penalty 466.999913 = -454653.883988 nChanged 955 SP:Iteration 2F (61.950218 sec): 3 clusters Score: Raw -455929.563895 + Penalty 464.174912 = -455465.388983 nChanged 595 SP:Iteration 3F (61.965620 sec): 3 clusters Score: Raw -456519.403205 + Penalty 462.138304 = -456057.264902 nChanged 328 SP:Iteration 4Q (61.980659 sec): 3 clusters Score: Raw -456859.719952 + Penalty 458.278193 = -456401.441759 nChanged 215 SP:Iteration 5Q (61.994635 sec): 3 clusters Score: Raw -457031.654867 + Penalty 455.567649 = -456576.087218 nChanged 159 SP:Iteration 6Q (62.008267 sec): 3 clusters Score: Raw -457138.087174 + Penalty 453.617624 = -456684.469550 nChanged 113 SP:Iteration 7Q (62.021800 sec): 3 clusters Score: Raw -457185.854238 + Penalty 452.153284 = -456733.700954 nChanged 72 SP:Iteration 8Q (62.035382 sec): 3 clusters Score: Raw -457203.109893 + Penalty 450.482831 = -456752.627062 nChanged 45 SP:Iteration 9Q (62.048746 sec): 3 clusters Score: Raw -457214.571200 + Penalty 449.565406 = -456765.005793 nChanged 36 SP:Iteration 10F (62.064150 sec): 3 clusters Score: Raw -457222.083392 + Penalty 448.743292 = -456773.340100 nChanged 25 SP:Iteration 11Q (62.077575 sec): 3 clusters Score: Raw -457226.115929 + Penalty 449.026936 = -456777.088993 nChanged 16 SP:Iteration 12Q (62.091036 sec): 3 clusters Score: Raw -457228.086055 + Penalty 448.999440 = -456779.086614 nChanged 9 SP:Iteration 13Q (62.104478 sec): 3 clusters Score: Raw -457229.779399 + Penalty 448.809093 = -456780.970306 nChanged 11 SP:Iteration 14Q (62.117994 sec): 3 clusters Score: Raw -457230.422329 + Penalty 448.519170 = -456781.903159 nChanged 10 SP:Iteration 15Q (62.131995 sec): 3 clusters Score: Raw -457231.662032 + Penalty 448.515215 = -456783.146817 nChanged 5 SP:Iteration 16Q (62.145582 sec): 3 clusters Score: Raw -457232.549945 + Penalty 448.564984 = -456783.984961 nChanged 2 SP:Iteration 17Q (62.158998 sec): 3 clusters Score: Raw -457232.429370 + Penalty 448.570023 = -456783.859347 nChanged 2 SP:Iteration 18F (62.174802 sec): 3 clusters Score: Raw -457232.587305 + Penalty 448.529884 = -456784.057420 nChanged 1 SP:Iteration 19Q (62.188248 sec): 3 clusters Score: Raw -457232.766028 + Penalty 448.499168 = -456784.266859 nChanged 1 SP:Iteration 20F (62.203703 sec): 3 clusters Score: Raw -457232.656293 + Penalty 448.499168 = -456784.157124 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 3 (756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.210402 sec): 2 clusters Score: Raw -51120.148241 + Penalty 546.108554 = -50574.039687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.211950 sec): 3 clusters Score: Raw -50309.964804 + Penalty 1092.362486 = -49217.602318 nChanged 276 SP:Iteration 1F (62.213466 sec): 3 clusters Score: Raw -50490.665675 + Penalty 1094.386397 = -49396.279278 nChanged 82 SP:Iteration 2F (62.214998 sec): 3 clusters Score: Raw -50589.264639 + Penalty 1100.522222 = -49488.742416 nChanged 84 SP:Iteration 3F (62.216517 sec): 3 clusters Score: Raw -50769.102591 + Penalty 1107.631222 = -49661.471369 nChanged 114 SP:Iteration 4F (62.218028 sec): 3 clusters Score: Raw -51023.642633 + Penalty 1114.134702 = -49909.507931 nChanged 64 SP:Iteration 5F (62.219534 sec): 3 clusters Score: Raw -51221.679464 + Penalty 1117.772432 = -50103.907031 nChanged 22 SP:Iteration 6Q (62.220764 sec): 3 clusters Score: Raw -51335.030037 + Penalty 1119.584919 = -50215.445118 nChanged 6 SP:Iteration 7Q (62.221956 sec): 3 clusters Score: Raw -51361.030833 + Penalty 1119.889542 = -50241.141290 nChanged 1 SP:Iteration 8Q (62.223137 sec): 3 clusters Score: Raw -51363.621820 + Penalty 1119.889542 = -50243.732278 nChanged 0 SP:Iteration 9F (62.224663 sec): 3 clusters Score: Raw -51363.621820 + Penalty 1119.889542 = -50243.732278 nChanged 0 Memory request: 0.03 GB would take us to total of 0.46 GB. Trying to split cluster 4 (6579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.245103 sec): 2 clusters Score: Raw -339009.918279 + Penalty 229.587121 = -338780.331158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.256991 sec): 3 clusters Score: Raw -334591.980620 + Penalty 468.809737 = -334123.170884 nChanged 3066 SP:Iteration 1F (62.268593 sec): 3 clusters Score: Raw -337342.531681 + Penalty 471.159679 = -336871.372003 nChanged 890 SP:Iteration 2F (62.280166 sec): 3 clusters Score: Raw -337985.364057 + Penalty 475.358205 = -337510.005852 nChanged 529 SP:Iteration 3F (62.291710 sec): 3 clusters Score: Raw -338296.428125 + Penalty 477.953419 = -337818.474707 nChanged 279 SP:Iteration 4Q (62.303388 sec): 3 clusters Score: Raw -338444.807071 + Penalty 474.383429 = -337970.423642 nChanged 175 SP:Iteration 5Q (62.315058 sec): 3 clusters Score: Raw -338563.427692 + Penalty 470.705456 = -338092.722236 nChanged 127 SP:Iteration 6Q (62.326726 sec): 3 clusters Score: Raw -338714.839883 + Penalty 466.159389 = -338248.680494 nChanged 107 SP:Iteration 7Q (62.338258 sec): 3 clusters Score: Raw -338879.573881 + Penalty 466.138184 = -338413.435697 nChanged 86 SP:Iteration 8Q (62.348606 sec): 3 clusters Score: Raw -338954.837412 + Penalty 463.701666 = -338491.135746 nChanged 71 SP:Iteration 9Q (62.358623 sec): 3 clusters Score: Raw -338989.369004 + Penalty 463.739590 = -338525.629414 nChanged 37 SP:Iteration 10F (62.370146 sec): 3 clusters Score: Raw -338997.948981 + Penalty 462.141244 = -338535.807737 nChanged 22 SP:Iteration 11Q (62.379927 sec): 3 clusters Score: Raw -339004.190876 + Penalty 459.618447 = -338544.572428 nChanged 25 SP:Iteration 12Q (62.389707 sec): 3 clusters Score: Raw -339009.108353 + Penalty 458.198655 = -338550.909698 nChanged 22 SP:Iteration 13Q (62.399424 sec): 3 clusters Score: Raw -339014.985865 + Penalty 456.980234 = -338558.005631 nChanged 21 SP:Iteration 14Q (62.409088 sec): 3 clusters Score: Raw -339018.893457 + Penalty 456.228037 = -338562.665420 nChanged 28 SP:Iteration 15Q (62.418741 sec): 3 clusters Score: Raw -339022.457948 + Penalty 455.486202 = -338566.971745 nChanged 22 SP:Iteration 16Q (62.428566 sec): 3 clusters Score: Raw -339022.476683 + Penalty 454.946304 = -338567.530379 nChanged 18 SP:Iteration 17Q (62.438113 sec): 3 clusters Score: Raw -339020.005080 + Penalty 454.783338 = -338565.221742 nChanged 23 SP:Iteration 18F (62.449834 sec): 3 clusters Score: Raw -339018.397997 + Penalty 454.634793 = -338563.763204 nChanged 25 SP:Iteration 19F (62.461464 sec): 3 clusters Score: Raw -339014.592883 + Penalty 452.401451 = -338562.191432 nChanged 29 SP:Iteration 20F (62.472989 sec): 3 clusters Score: Raw -339012.997387 + Penalty 451.977787 = -338561.019600 nChanged 31 SP:Iteration 21F (62.484545 sec): 3 clusters Score: Raw -339013.049222 + Penalty 453.413455 = -338559.635767 nChanged 37 SP:Iteration 22F (62.496075 sec): 3 clusters Score: Raw -339013.010926 + Penalty 451.343653 = -338561.667273 nChanged 37 SP:Iteration 23Q (62.505448 sec): 3 clusters Score: Raw -339010.989271 + Penalty 443.834045 = -338567.155226 nChanged 27 SP:Iteration 24Q (62.514821 sec): 3 clusters Score: Raw -339011.624962 + Penalty 444.046401 = -338567.578562 nChanged 18 SP:Iteration 25Q (62.524273 sec): 3 clusters Score: Raw -339010.399905 + Penalty 441.556364 = -338568.843541 nChanged 14 SP:Iteration 26Q (62.533534 sec): 3 clusters Score: Raw -339009.701848 + Penalty 439.011139 = -338570.690709 nChanged 13 SP:Iteration 27Q (62.542802 sec): 3 clusters Score: Raw -339008.210317 + Penalty 436.537220 = -338571.673096 nChanged 18 SP:Iteration 28Q (62.552042 sec): 3 clusters Score: Raw -339004.035730 + Penalty 434.164604 = -338569.871126 nChanged 14 SP:Iteration 29F (62.563721 sec): 3 clusters Score: Raw -339000.539345 + Penalty 433.594137 = -338566.945208 nChanged 15 SP:Iteration 30F (62.575303 sec): 3 clusters Score: Raw -339001.891361 + Penalty 432.995710 = -338568.895651 nChanged 20 SP:Iteration 31Q (62.584458 sec): 3 clusters Score: Raw -339002.007359 + Penalty 431.958081 = -338570.049277 nChanged 9 SP:Iteration 32Q (62.593598 sec): 3 clusters Score: Raw -338999.785477 + Penalty 433.581225 = -338566.204252 nChanged 11 SP:Iteration 33F (62.605495 sec): 3 clusters Score: Raw -338998.163801 + Penalty 432.159876 = -338566.003925 nChanged 13 SP:Iteration 34F (62.617191 sec): 3 clusters Score: Raw -338996.328939 + Penalty 430.768198 = -338565.560740 nChanged 7 SP:Iteration 35F (62.628879 sec): 3 clusters Score: Raw -338994.455570 + Penalty 428.979880 = -338565.475691 nChanged 4 SP:Iteration 36F (62.640396 sec): 3 clusters Score: Raw -338992.443835 + Penalty 430.097676 = -338562.346159 nChanged 3 SP:Iteration 37F (62.652042 sec): 3 clusters Score: Raw -338990.586439 + Penalty 431.160624 = -338559.425815 nChanged 4 SP:Iteration 38F (62.663590 sec): 3 clusters Score: Raw -338988.758080 + Penalty 432.257528 = -338556.500552 nChanged 3 SP:Iteration 39F (62.675232 sec): 3 clusters Score: Raw -338987.168835 + Penalty 434.038005 = -338553.130831 nChanged 6 SP:Iteration 40F (62.687720 sec): 3 clusters Score: Raw -338984.020378 + Penalty 434.577629 = -338549.442748 nChanged 4 SP:Iteration 41F (62.699407 sec): 3 clusters Score: Raw -338981.542812 + Penalty 435.593365 = -338545.949447 nChanged 4 SP:Iteration 42F (62.711108 sec): 3 clusters Score: Raw -338979.395148 + Penalty 431.639489 = -338547.755659 nChanged 3 SP:Iteration 43Q (62.720352 sec): 3 clusters Score: Raw -338979.697648 + Penalty 432.701202 = -338546.996446 nChanged 6 SP:Iteration 44F (62.732584 sec): 3 clusters Score: Raw -338977.026906 + Penalty 426.279207 = -338550.747699 nChanged 6 SP:Iteration 45Q (62.741709 sec): 3 clusters Score: Raw -338975.895647 + Penalty 427.838600 = -338548.057048 nChanged 8 SP:Iteration 46F (62.753429 sec): 3 clusters Score: Raw -338973.213823 + Penalty 426.846235 = -338546.367588 nChanged 4 SP:Iteration 47F (62.765015 sec): 3 clusters Score: Raw -338970.901096 + Penalty 422.310743 = -338548.590353 nChanged 4 SP:Iteration 48Q (62.775069 sec): 3 clusters Score: Raw -338968.851442 + Penalty 420.767534 = -338548.083908 nChanged 5 SP:Iteration 49F (62.787759 sec): 3 clusters Score: Raw -338966.138347 + Penalty 414.661250 = -338551.477098 nChanged 3 SP:Iteration 50F (62.799315 sec): 3 clusters Score: Raw -338965.268470 + Penalty 416.509122 = -338548.759348 nChanged 6 SP:Iteration 51F (62.810984 sec): 3 clusters Score: Raw -338961.807165 + Penalty 418.606378 = -338543.200787 nChanged 6 SP:Iteration 52F (62.822567 sec): 3 clusters Score: Raw -338958.549529 + Penalty 421.378963 = -338537.170567 nChanged 7 SP:Iteration 53F (62.834568 sec): 3 clusters Score: Raw -338954.783569 + Penalty 424.941269 = -338529.842300 nChanged 11 SP:Iteration 54F (62.846148 sec): 3 clusters Score: Raw -338951.224688 + Penalty 422.233377 = -338528.991311 nChanged 11 SP:Iteration 55F (62.857679 sec): 3 clusters Score: Raw -338948.874859 + Penalty 414.682425 = -338534.192434 nChanged 16 SP:Iteration 56Q (62.866712 sec): 3 clusters Score: Raw -338952.269047 + Penalty 427.014668 = -338525.254379 nChanged 24 SP:Iteration 57F (62.878366 sec): 3 clusters Score: Raw -338965.131289 + Penalty 461.209642 = -338503.921647 nChanged 29 SP:Iteration 58F (62.890015 sec): 3 clusters Score: Raw -338990.714151 + Penalty 804.119774 = -338186.594377 nChanged 17 SP:Iteration 59F (62.902178 sec): 3 clusters Score: Raw -339007.207750 + Penalty 229.587121 = -338777.620629 nChanged 2 SP:Iteration 60F (62.910957 sec): 2 clusters Score: Raw -339009.918279 + Penalty 229.587121 = -338780.331158 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 5 (2404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.926128 sec): 2 clusters Score: Raw -112695.676590 + Penalty 215.653362 = -112480.023228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.931027 sec): 3 clusters Score: Raw -111243.383294 + Penalty 431.701607 = -110811.681687 nChanged 1088 SP:Iteration 1F (62.935483 sec): 3 clusters Score: Raw -112128.381631 + Penalty 432.725220 = -111695.656411 nChanged 175 SP:Iteration 2F (62.939819 sec): 3 clusters Score: Raw -112189.176943 + Penalty 433.817243 = -111755.359700 nChanged 72 SP:Iteration 3Q (62.944152 sec): 3 clusters Score: Raw -112215.361274 + Penalty 434.204218 = -111781.157056 nChanged 62 SP:Iteration 4Q (62.948481 sec): 3 clusters Score: Raw -112237.483655 + Penalty 434.529751 = -111802.953904 nChanged 53 SP:Iteration 5Q (62.952825 sec): 3 clusters Score: Raw -112252.002097 + Penalty 434.460491 = -111817.541606 nChanged 40 SP:Iteration 6Q (62.957145 sec): 3 clusters Score: Raw -112258.464312 + Penalty 434.141077 = -111824.323235 nChanged 21 SP:Iteration 7Q (62.961457 sec): 3 clusters Score: Raw -112260.931570 + Penalty 433.905396 = -111827.026174 nChanged 16 SP:Iteration 8Q (62.965799 sec): 3 clusters Score: Raw -112262.750320 + Penalty 433.609322 = -111829.140998 nChanged 17 SP:Iteration 9Q (62.970110 sec): 3 clusters Score: Raw -112264.593334 + Penalty 433.516312 = -111831.077023 nChanged 21 SP:Iteration 10F (62.974452 sec): 3 clusters Score: Raw -112266.616985 + Penalty 433.126369 = -111833.490616 nChanged 19 SP:Iteration 11Q (62.978773 sec): 3 clusters Score: Raw -112268.575253 + Penalty 432.783598 = -111835.791655 nChanged 24 SP:Iteration 12Q (62.983092 sec): 3 clusters Score: Raw -112271.649804 + Penalty 432.562102 = -111839.087702 nChanged 22 SP:Iteration 13Q (62.987401 sec): 3 clusters Score: Raw -112274.677488 + Penalty 432.205025 = -111842.472463 nChanged 28 SP:Iteration 14Q (62.991703 sec): 3 clusters Score: Raw -112278.723108 + Penalty 432.002271 = -111846.720837 nChanged 33 SP:Iteration 15Q (62.996006 sec): 3 clusters Score: Raw -112285.113919 + Penalty 431.766984 = -111853.346936 nChanged 42 SP:Iteration 16Q (63.000292 sec): 3 clusters Score: Raw -112295.513930 + Penalty 431.299384 = -111864.214546 nChanged 55 SP:Iteration 17Q (63.004688 sec): 3 clusters Score: Raw -112309.533751 + Penalty 430.890722 = -111878.643029 nChanged 61 SP:Iteration 18Q (63.009061 sec): 3 clusters Score: Raw -112331.829227 + Penalty 430.676156 = -111901.153070 nChanged 69 SP:Iteration 19Q (63.013301 sec): 3 clusters Score: Raw -112353.873652 + Penalty 430.635114 = -111923.238537 nChanged 82 SP:Iteration 20F (63.017639 sec): 3 clusters Score: Raw -112381.843830 + Penalty 430.727685 = -111951.116145 nChanged 83 SP:Iteration 21Q (63.021816 sec): 3 clusters Score: Raw -112412.545637 + Penalty 430.598803 = -111981.946834 nChanged 81 SP:Iteration 22Q (63.026005 sec): 3 clusters Score: Raw -112444.372146 + Penalty 430.518785 = -112013.853362 nChanged 87 SP:Iteration 23Q (63.030215 sec): 3 clusters Score: Raw -112481.701512 + Penalty 430.365875 = -112051.335637 nChanged 84 SP:Iteration 24Q (63.034497 sec): 3 clusters Score: Raw -112513.731207 + Penalty 430.229301 = -112083.501906 nChanged 70 SP:Iteration 25Q (63.038581 sec): 3 clusters Score: Raw -112543.968439 + Penalty 429.361877 = -112114.606563 nChanged 77 SP:Iteration 26Q (63.042582 sec): 3 clusters Score: Raw -112585.396023 + Penalty 428.973106 = -112156.422917 nChanged 64 SP:Iteration 27Q (63.046567 sec): 3 clusters Score: Raw -112618.409919 + Penalty 427.591047 = -112190.818873 nChanged 57 SP:Iteration 28Q (63.050549 sec): 3 clusters Score: Raw -112649.070187 + Penalty 429.072645 = -112219.997542 nChanged 46 SP:Iteration 29Q (63.054389 sec): 3 clusters Score: Raw -112666.047624 + Penalty 429.964783 = -112236.082842 nChanged 30 SP:Iteration 30F (63.058723 sec): 3 clusters Score: Raw -112675.868611 + Penalty 430.620017 = -112245.248594 nChanged 28 SP:Iteration 31Q (63.062500 sec): 3 clusters Score: Raw -112683.175198 + Penalty 432.025045 = -112251.150153 nChanged 25 SP:Iteration 32Q (63.066279 sec): 3 clusters Score: Raw -112689.177057 + Penalty 434.174563 = -112255.002494 nChanged 20 SP:Iteration 33Q (63.070100 sec): 3 clusters Score: Raw -112693.240317 + Penalty 436.828148 = -112256.412169 nChanged 16 SP:Iteration 34Q (63.073842 sec): 3 clusters Score: Raw -112697.003123 + Penalty 439.503071 = -112257.500052 nChanged 18 SP:Iteration 35Q (63.077557 sec): 3 clusters Score: Raw -112702.931305 + Penalty 445.475252 = -112257.456053 nChanged 20 SP:Iteration 36F (63.082002 sec): 3 clusters Score: Raw -112711.164285 + Penalty 451.824513 = -112259.339772 nChanged 26 SP:Iteration 37Q (63.085711 sec): 3 clusters Score: Raw -112720.439768 + Penalty 454.989548 = -112265.450219 nChanged 16 SP:Iteration 38Q (63.089371 sec): 3 clusters Score: Raw -112726.045873 + Penalty 458.927307 = -112267.118566 nChanged 15 SP:Iteration 39Q (63.093025 sec): 3 clusters Score: Raw -112730.883177 + Penalty 460.549082 = -112270.334095 nChanged 9 SP:Iteration 40F (63.097357 sec): 3 clusters Score: Raw -112732.875818 + Penalty 462.168400 = -112270.707418 nChanged 6 SP:Iteration 41Q (63.100996 sec): 3 clusters Score: Raw -112733.636356 + Penalty 462.088187 = -112271.548169 nChanged 3 SP:Iteration 42Q (63.104626 sec): 3 clusters Score: Raw -112733.729888 + Penalty 462.785242 = -112270.944647 nChanged 2 SP:Iteration 43F (63.108966 sec): 3 clusters Score: Raw -112734.003014 + Penalty 463.574020 = -112270.428994 nChanged 5 SP:Iteration 44F (63.113304 sec): 3 clusters Score: Raw -112735.657486 + Penalty 464.666820 = -112270.990666 nChanged 9 SP:Iteration 45Q (63.116922 sec): 3 clusters Score: Raw -112737.696097 + Penalty 467.445341 = -112270.250756 nChanged 6 SP:Iteration 46F (63.121351 sec): 3 clusters Score: Raw -112739.226936 + Penalty 468.359216 = -112270.867721 nChanged 6 SP:Iteration 47Q (63.125089 sec): 3 clusters Score: Raw -112740.098316 + Penalty 469.978620 = -112270.119695 nChanged 4 SP:Iteration 48F (63.129462 sec): 3 clusters Score: Raw -112740.714276 + Penalty 470.707678 = -112270.006598 nChanged 3 SP:Iteration 49F (63.133939 sec): 3 clusters Score: Raw -112741.556192 + Penalty 472.412791 = -112269.143401 nChanged 3 SP:Iteration 50F (63.138550 sec): 3 clusters Score: Raw -112742.277296 + Penalty 472.412791 = -112269.864505 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 6 (823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.144552 sec): 2 clusters Score: Raw -37631.189979 + Penalty 613.430264 = -37017.759716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.146207 sec): 3 clusters Score: Raw -37045.497658 + Penalty 1227.072967 = -35818.424690 nChanged 310 SP:Iteration 1F (63.147835 sec): 3 clusters Score: Raw -37626.414046 + Penalty 1234.342086 = -36392.071961 nChanged 115 SP:Iteration 2F (63.149488 sec): 3 clusters Score: Raw -37880.379142 + Penalty 1237.069363 = -36643.309779 nChanged 55 SP:Iteration 3F (63.151113 sec): 3 clusters Score: Raw -37979.490908 + Penalty 1236.355020 = -36743.135887 nChanged 30 SP:Iteration 4Q (63.152608 sec): 3 clusters Score: Raw -38018.969631 + Penalty 1235.486874 = -36783.482757 nChanged 27 SP:Iteration 5Q (63.154091 sec): 3 clusters Score: Raw -38060.590011 + Penalty 1234.741830 = -36825.848181 nChanged 20 SP:Iteration 6Q (63.155574 sec): 3 clusters Score: Raw -38083.214245 + Penalty 1233.912925 = -36849.301320 nChanged 12 SP:Iteration 7Q (63.157077 sec): 3 clusters Score: Raw -38094.173139 + Penalty 1234.486327 = -36859.686812 nChanged 9 SP:Iteration 8Q (63.158566 sec): 3 clusters Score: Raw -38098.949758 + Penalty 1235.017393 = -36863.932365 nChanged 6 SP:Iteration 9Q (63.160031 sec): 3 clusters Score: Raw -38103.234385 + Penalty 1235.494925 = -36867.739460 nChanged 8 SP:Iteration 10F (63.161650 sec): 3 clusters Score: Raw -38106.397771 + Penalty 1236.178469 = -36870.219302 nChanged 5 SP:Iteration 11Q (63.163120 sec): 3 clusters Score: Raw -38107.727868 + Penalty 1236.234515 = -36871.493353 nChanged 1 SP:Iteration 12Q (63.164628 sec): 3 clusters Score: Raw -38107.979353 + Penalty 1236.234515 = -36871.744837 nChanged 0 SP:Iteration 13F (63.166294 sec): 3 clusters Score: Raw -38107.979353 + Penalty 1236.234515 = -36871.744837 nChanged 0 Memory request: 0.04 GB would take us to total of 0.47 GB. Trying to split cluster 7 (7632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.206718 sec): 2 clusters Score: Raw -410822.405496 + Penalty 427.398436 = -410395.007060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.221969 sec): 3 clusters Score: Raw -405736.716252 + Penalty 864.492043 = -404872.224209 nChanged 3539 SP:Iteration 1F (63.236309 sec): 3 clusters Score: Raw -408602.535381 + Penalty 885.498039 = -407717.037342 nChanged 1072 SP:Iteration 2F (63.250225 sec): 3 clusters Score: Raw -409463.014699 + Penalty 908.804900 = -408554.209799 nChanged 685 SP:Iteration 3F (63.263985 sec): 3 clusters Score: Raw -409858.469424 + Penalty 934.111055 = -408924.358370 nChanged 441 SP:Iteration 4F (63.277757 sec): 3 clusters Score: Raw -410122.530695 + Penalty 960.856419 = -409161.674276 nChanged 351 SP:Iteration 5Q (63.291510 sec): 3 clusters Score: Raw -410360.172584 + Penalty 984.077229 = -409376.095355 nChanged 274 SP:Iteration 6Q (63.305217 sec): 3 clusters Score: Raw -410523.410493 + Penalty 1005.686108 = -409517.724386 nChanged 226 SP:Iteration 7Q (63.319027 sec): 3 clusters Score: Raw -410649.216291 + Penalty 1025.500165 = -409623.716126 nChanged 189 SP:Iteration 8Q (63.332558 sec): 3 clusters Score: Raw -410761.341179 + Penalty 1044.825547 = -409716.515632 nChanged 178 SP:Iteration 9Q (63.346525 sec): 3 clusters Score: Raw -410857.408753 + Penalty 1060.398746 = -409797.010007 nChanged 141 SP:Iteration 10F (63.360296 sec): 3 clusters Score: Raw -410931.213875 + Penalty 1084.318413 = -409846.895462 nChanged 138 SP:Iteration 11Q (63.372975 sec): 3 clusters Score: Raw -410986.454537 + Penalty 1097.346869 = -409889.107667 nChanged 120 SP:Iteration 12Q (63.385168 sec): 3 clusters Score: Raw -411030.455148 + Penalty 1116.393836 = -409914.061312 nChanged 112 SP:Iteration 13Q (63.397232 sec): 3 clusters Score: Raw -411070.887534 + Penalty 1128.712897 = -409942.174637 nChanged 77 SP:Iteration 14Q (63.408866 sec): 3 clusters Score: Raw -411085.685772 + Penalty 1133.734396 = -409951.951375 nChanged 60 SP:Iteration 15Q (63.420337 sec): 3 clusters Score: Raw -411096.026512 + Penalty 1138.692937 = -409957.333575 nChanged 40 SP:Iteration 16Q (63.431671 sec): 3 clusters Score: Raw -411102.787650 + Penalty 1151.818554 = -409950.969096 nChanged 38 SP:Iteration 17F (63.446004 sec): 3 clusters Score: Raw -411107.435569 + Penalty 1163.117764 = -409944.317805 nChanged 34 SP:Iteration 18F (63.459788 sec): 3 clusters Score: Raw -411114.868706 + Penalty 1171.811311 = -409943.057395 nChanged 26 SP:Iteration 19F (63.473645 sec): 3 clusters Score: Raw -411123.881928 + Penalty 1179.722053 = -409944.159875 nChanged 29 SP:Iteration 20F (63.487492 sec): 3 clusters Score: Raw -411128.774900 + Penalty 1178.685327 = -409950.089573 nChanged 16 SP:Iteration 21Q (63.498807 sec): 3 clusters Score: Raw -411127.529864 + Penalty 1179.685076 = -409947.844789 nChanged 13 SP:Iteration 22F (63.512684 sec): 3 clusters Score: Raw -411124.345948 + Penalty 1175.729064 = -409948.616884 nChanged 8 SP:Iteration 23Q (63.523665 sec): 3 clusters Score: Raw -411121.718133 + Penalty 1176.883360 = -409944.834773 nChanged 3 SP:Iteration 24F (63.537482 sec): 3 clusters Score: Raw -411120.661203 + Penalty 1178.700453 = -409941.960750 nChanged 4 SP:Iteration 25F (63.551953 sec): 3 clusters Score: Raw -411118.870905 + Penalty 1178.700453 = -409940.170452 nChanged 0 Memory request: 0.02 GB would take us to total of 0.45 GB. Trying to split cluster 8 (3782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.572971 sec): 2 clusters Score: Raw -171070.795771 + Penalty 202.077434 = -170868.718337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.580000 sec): 3 clusters Score: Raw -168598.378262 + Penalty 414.958704 = -168183.419558 nChanged 1781 SP:Iteration 1F (63.586778 sec): 3 clusters Score: Raw -169811.732482 + Penalty 449.305514 = -169362.426968 nChanged 569 SP:Iteration 2F (63.593619 sec): 3 clusters Score: Raw -170486.508593 + Penalty 467.925680 = -170018.582913 nChanged 244 SP:Iteration 3F (63.600479 sec): 3 clusters Score: Raw -170674.115175 + Penalty 481.973967 = -170192.141208 nChanged 166 SP:Iteration 4Q (63.607145 sec): 3 clusters Score: Raw -170774.457090 + Penalty 497.644667 = -170276.812423 nChanged 141 SP:Iteration 5Q (63.613576 sec): 3 clusters Score: Raw -170860.785947 + Penalty 511.907230 = -170348.878717 nChanged 115 SP:Iteration 6Q (63.619983 sec): 3 clusters Score: Raw -170927.744250 + Penalty 524.489459 = -170403.254791 nChanged 93 SP:Iteration 7Q (63.626115 sec): 3 clusters Score: Raw -170978.736682 + Penalty 534.730604 = -170444.006079 nChanged 67 SP:Iteration 8Q (63.632117 sec): 3 clusters Score: Raw -171006.625542 + Penalty 542.911737 = -170463.713805 nChanged 39 SP:Iteration 9Q (63.638018 sec): 3 clusters Score: Raw -171019.636447 + Penalty 548.200115 = -170471.436332 nChanged 26 SP:Iteration 10F (63.645074 sec): 3 clusters Score: Raw -171027.736040 + Penalty 555.867691 = -170471.868348 nChanged 23 SP:Iteration 11Q (63.651223 sec): 3 clusters Score: Raw -171034.025456 + Penalty 563.272780 = -170470.752676 nChanged 24 SP:Iteration 12F (63.657972 sec): 3 clusters Score: Raw -171040.658221 + Penalty 571.591048 = -170469.067173 nChanged 23 SP:Iteration 13F (63.664740 sec): 3 clusters Score: Raw -171046.984947 + Penalty 577.822470 = -170469.162477 nChanged 21 SP:Iteration 14Q (63.670497 sec): 3 clusters Score: Raw -171052.809401 + Penalty 585.918781 = -170466.890620 nChanged 22 SP:Iteration 15F (63.677265 sec): 3 clusters Score: Raw -171059.921480 + Penalty 599.157138 = -170460.764342 nChanged 33 SP:Iteration 16F (63.683999 sec): 3 clusters Score: Raw -171075.196352 + Penalty 615.958395 = -170459.237957 nChanged 34 SP:Iteration 17F (63.690738 sec): 3 clusters Score: Raw -171089.820374 + Penalty 628.041822 = -170461.778552 nChanged 27 SP:Iteration 18Q (63.696587 sec): 3 clusters Score: Raw -171102.021379 + Penalty 630.342998 = -170471.678382 nChanged 22 SP:Iteration 19Q (63.702176 sec): 3 clusters Score: Raw -171112.900229 + Penalty 641.365937 = -170471.534292 nChanged 19 SP:Iteration 20F (63.708915 sec): 3 clusters Score: Raw -171126.876759 + Penalty 658.574254 = -170468.302505 nChanged 16 SP:Iteration 21F (63.715713 sec): 3 clusters Score: Raw -171136.681492 + Penalty 673.091107 = -170463.590386 nChanged 13 SP:Iteration 22F (63.722563 sec): 3 clusters Score: Raw -171143.110482 + Penalty 692.864910 = -170450.245573 nChanged 13 SP:Iteration 23F (63.729406 sec): 3 clusters Score: Raw -171148.566166 + Penalty 700.653886 = -170447.912281 nChanged 8 SP:Iteration 24F (63.736287 sec): 3 clusters Score: Raw -171151.641083 + Penalty 705.742185 = -170445.898898 nChanged 5 SP:Iteration 25F (63.743026 sec): 3 clusters Score: Raw -171153.345639 + Penalty 713.708408 = -170439.637231 nChanged 4 SP:Iteration 26F (63.750388 sec): 3 clusters Score: Raw -171154.476352 + Penalty 715.307858 = -170439.168494 nChanged 1 SP:Iteration 27F (63.757335 sec): 3 clusters Score: Raw -171154.711889 + Penalty 717.867950 = -170436.843940 nChanged 1 SP:Iteration 28F (63.764181 sec): 3 clusters Score: Raw -171154.817153 + Penalty 717.867950 = -170436.949203 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 9 (1074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.771994 sec): 2 clusters Score: Raw -54877.537271 + Penalty 790.072089 = -54087.465182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.774060 sec): 3 clusters Score: Raw -53920.054763 + Penalty 1603.004537 = -52317.050227 nChanged 415 SP:Iteration 1F (63.776091 sec): 3 clusters Score: Raw -54624.167203 + Penalty 1626.039503 = -52998.127701 nChanged 149 SP:Iteration 2F (63.778118 sec): 3 clusters Score: Raw -54846.814423 + Penalty 1654.964416 = -53191.850006 nChanged 82 SP:Iteration 3F (63.780146 sec): 3 clusters Score: Raw -54987.411083 + Penalty 1676.102867 = -53311.308216 nChanged 52 SP:Iteration 4Q (63.782018 sec): 3 clusters Score: Raw -55057.940206 + Penalty 1684.191342 = -53373.748864 nChanged 32 SP:Iteration 5Q (63.783833 sec): 3 clusters Score: Raw -55096.480420 + Penalty 1693.161137 = -53403.319283 nChanged 20 SP:Iteration 6Q (63.785686 sec): 3 clusters Score: Raw -55108.575588 + Penalty 1698.454357 = -53410.121231 nChanged 17 SP:Iteration 7Q (63.787630 sec): 3 clusters Score: Raw -55111.741900 + Penalty 1708.858416 = -53402.883484 nChanged 8 SP:Iteration 8F (63.789912 sec): 3 clusters Score: Raw -55118.863079 + Penalty 1714.082280 = -53404.780799 nChanged 5 SP:Iteration 9Q (63.791706 sec): 3 clusters Score: Raw -55122.694828 + Penalty 1714.188809 = -53408.506019 nChanged 1 SP:Iteration 10F (63.793896 sec): 3 clusters Score: Raw -55122.363734 + Penalty 1712.613286 = -53409.750447 nChanged 1 SP:Iteration 11Q (63.795703 sec): 3 clusters Score: Raw -55121.716512 + Penalty 1716.792313 = -53404.924199 nChanged 1 SP:Iteration 12F (63.797865 sec): 3 clusters Score: Raw -55122.070014 + Penalty 1716.792313 = -53405.277701 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 10 (1117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.807339 sec): 2 clusters Score: Raw -60505.770863 + Penalty 414.497387 = -60091.273476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.809480 sec): 3 clusters Score: Raw -59571.569194 + Penalty 836.546890 = -58735.022304 nChanged 444 SP:Iteration 1F (63.811580 sec): 3 clusters Score: Raw -59947.235405 + Penalty 861.382452 = -59085.852953 nChanged 180 SP:Iteration 2F (63.813678 sec): 3 clusters Score: Raw -60173.067354 + Penalty 895.114114 = -59277.953240 nChanged 137 SP:Iteration 3F (63.815776 sec): 3 clusters Score: Raw -60384.404507 + Penalty 950.419610 = -59433.984898 nChanged 83 SP:Iteration 4F (63.817986 sec): 3 clusters Score: Raw -60501.530978 + Penalty 945.331717 = -59556.199261 nChanged 21 SP:Iteration 5Q (63.819702 sec): 3 clusters Score: Raw -60541.635500 + Penalty 957.885093 = -59583.750406 nChanged 3 SP:Iteration 6Q (63.821414 sec): 3 clusters Score: Raw -60546.839710 + Penalty 950.340254 = -59596.499457 nChanged 1 SP:Iteration 7Q (63.823102 sec): 3 clusters Score: Raw -60548.305682 + Penalty 950.340254 = -59597.965428 nChanged 0 SP:Iteration 8F (63.825192 sec): 3 clusters Score: Raw -60548.305682 + Penalty 950.340254 = -59597.965428 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 11 (589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.829297 sec): 2 clusters Score: Raw -30690.267785 + Penalty 492.126634 = -30198.141151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.830619 sec): 3 clusters Score: Raw -30175.933634 + Penalty 990.811549 = -29185.122086 nChanged 198 SP:Iteration 1F (63.831862 sec): 3 clusters Score: Raw -30350.583250 + Penalty 997.729864 = -29352.853386 nChanged 69 SP:Iteration 2F (63.833115 sec): 3 clusters Score: Raw -30430.461511 + Penalty 1006.191884 = -29424.269628 nChanged 40 SP:Iteration 3F (63.834368 sec): 3 clusters Score: Raw -30473.174859 + Penalty 1017.492602 = -29455.682257 nChanged 27 SP:Iteration 4Q (63.835569 sec): 3 clusters Score: Raw -30499.453682 + Penalty 1031.229640 = -29468.224042 nChanged 29 SP:Iteration 5Q (63.836753 sec): 3 clusters Score: Raw -30522.142196 + Penalty 1043.551320 = -29478.590876 nChanged 27 SP:Iteration 6Q (63.837912 sec): 3 clusters Score: Raw -30564.780126 + Penalty 1057.551792 = -29507.228334 nChanged 31 SP:Iteration 7F (63.839150 sec): 3 clusters Score: Raw -30621.307652 + Penalty 1071.910735 = -29549.396917 nChanged 23 SP:Iteration 8Q (63.840261 sec): 3 clusters Score: Raw -30655.183826 + Penalty 1071.031544 = -29584.152283 nChanged 11 SP:Iteration 9Q (63.841354 sec): 3 clusters Score: Raw -30688.178154 + Penalty 1068.577942 = -29619.600212 nChanged 8 SP:Iteration 10F (63.842593 sec): 3 clusters Score: Raw -30698.720470 + Penalty 1069.900696 = -29628.819775 nChanged 3 SP:Iteration 11Q (63.843665 sec): 3 clusters Score: Raw -30700.884797 + Penalty 1069.160293 = -29631.724503 nChanged 1 SP:Iteration 12Q (63.844732 sec): 3 clusters Score: Raw -30701.775080 + Penalty 1069.160293 = -29632.614786 nChanged 0 SP:Iteration 13F (63.845991 sec): 3 clusters Score: Raw -30701.775080 + Penalty 1069.160293 = -29632.614786 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 12 (1628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.854146 sec): 2 clusters Score: Raw -78907.625152 + Penalty 215.115596 = -78692.509556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.857351 sec): 3 clusters Score: Raw -77912.963263 + Penalty 439.244500 = -77473.718763 nChanged 703 SP:Iteration 1F (63.860328 sec): 3 clusters Score: Raw -78401.777096 + Penalty 448.033089 = -77953.744007 nChanged 188 SP:Iteration 2F (63.863323 sec): 3 clusters Score: Raw -78495.018278 + Penalty 459.348495 = -78035.669782 nChanged 105 SP:Iteration 3F (63.866291 sec): 3 clusters Score: Raw -78546.095234 + Penalty 472.915144 = -78073.180090 nChanged 84 SP:Iteration 4F (63.869277 sec): 3 clusters Score: Raw -78592.931768 + Penalty 489.142052 = -78103.789716 nChanged 79 SP:Iteration 5Q (63.872252 sec): 3 clusters Score: Raw -78646.795863 + Penalty 511.633532 = -78135.162331 nChanged 84 SP:Iteration 6F (63.875239 sec): 3 clusters Score: Raw -78707.534686 + Penalty 531.444146 = -78176.090541 nChanged 79 SP:Iteration 7Q (63.878234 sec): 3 clusters Score: Raw -78777.027794 + Penalty 571.568563 = -78205.459231 nChanged 72 SP:Iteration 8Q (63.881245 sec): 3 clusters Score: Raw -78854.096127 + Penalty 627.997325 = -78226.098802 nChanged 48 SP:Iteration 9Q (63.884277 sec): 3 clusters Score: Raw -78906.728313 + Penalty 694.788787 = -78211.939526 nChanged 22 SP:Iteration 10F (63.887252 sec): 3 clusters Score: Raw -78928.872380 + Penalty 729.447901 = -78199.424478 nChanged 16 SP:Iteration 11F (63.890213 sec): 3 clusters Score: Raw -78943.662559 + Penalty 747.920786 = -78195.741773 nChanged 7 SP:Iteration 12F (63.893204 sec): 3 clusters Score: Raw -78950.608460 + Penalty 761.543904 = -78189.064556 nChanged 6 SP:Iteration 13F (63.896255 sec): 3 clusters Score: Raw -78957.240581 + Penalty 775.176982 = -78182.063599 nChanged 3 SP:Iteration 14F (63.899226 sec): 3 clusters Score: Raw -78960.193843 + Penalty 775.528185 = -78184.665658 nChanged 1 SP:Iteration 15Q (63.901729 sec): 3 clusters Score: Raw -78962.647676 + Penalty 775.528185 = -78187.119491 nChanged 0 SP:Iteration 16F (63.904716 sec): 3 clusters Score: Raw -78962.647676 + Penalty 775.528185 = -78187.119491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 13 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.907014 sec): 2 clusters Score: Raw -7293.096271 + Penalty 190.157178 = -7102.939092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.907524 sec): 3 clusters Score: Raw -7224.162447 + Penalty 397.446424 = -6826.716022 nChanged 51 SP:Iteration 1F (63.908027 sec): 3 clusters Score: Raw -7273.379278 + Penalty 405.828869 = -6867.550409 nChanged 12 SP:Iteration 2F (63.908523 sec): 3 clusters Score: Raw -7290.520178 + Penalty 416.011264 = -6874.508914 nChanged 10 SP:Iteration 3F (63.909017 sec): 3 clusters Score: Raw -7307.076689 + Penalty 440.437281 = -6866.639408 nChanged 12 SP:Iteration 4F (63.909508 sec): 3 clusters Score: Raw -7337.468917 + Penalty 443.464635 = -6894.004281 nChanged 4 SP:Iteration 5Q (63.909966 sec): 3 clusters Score: Raw -7344.979205 + Penalty 441.947667 = -6903.031538 nChanged 2 SP:Iteration 6Q (63.910417 sec): 3 clusters Score: Raw -7349.085889 + Penalty 441.947667 = -6907.138222 nChanged 0 SP:Iteration 7F (63.910911 sec): 3 clusters Score: Raw -7349.085889 + Penalty 441.947667 = -6907.138222 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 15 (776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.913700 sec): 2 clusters Score: Raw -45136.616011 + Penalty 1045.917096 = -44090.698915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.915330 sec): 3 clusters Score: Raw -44394.051314 + Penalty 2091.998099 = -42302.053215 nChanged 239 SP:Iteration 1F (63.916894 sec): 3 clusters Score: Raw -44667.959939 + Penalty 2092.372054 = -42575.587885 nChanged 90 SP:Iteration 2F (63.918442 sec): 3 clusters Score: Raw -44798.419116 + Penalty 2093.055997 = -42705.363119 nChanged 79 SP:Iteration 3F (63.919987 sec): 3 clusters Score: Raw -44953.032892 + Penalty 2093.981879 = -42859.051013 nChanged 77 SP:Iteration 4F (63.921526 sec): 3 clusters Score: Raw -45079.483795 + Penalty 2091.676846 = -42987.806950 nChanged 64 SP:Iteration 5F (63.923097 sec): 3 clusters Score: Raw -45192.291126 + Penalty 2096.929723 = -43095.361403 nChanged 49 SP:Iteration 6F (63.924643 sec): 3 clusters Score: Raw -45270.561966 + Penalty 2102.017927 = -43168.544038 nChanged 27 SP:Iteration 7Q (63.925952 sec): 3 clusters Score: Raw -45317.602055 + Penalty 2109.847509 = -43207.754546 nChanged 10 SP:Iteration 8Q (63.927220 sec): 3 clusters Score: Raw -45323.870752 + Penalty 2111.710734 = -43212.160018 nChanged 6 SP:Iteration 9Q (63.928501 sec): 3 clusters Score: Raw -45325.243320 + Penalty 2115.063321 = -43210.179999 nChanged 4 SP:Iteration 10F (63.930046 sec): 3 clusters Score: Raw -45327.246415 + Penalty 2116.256478 = -43210.989937 nChanged 4 SP:Iteration 11Q (63.931300 sec): 3 clusters Score: Raw -45328.486383 + Penalty 2116.256478 = -43212.229905 nChanged 0 SP:Iteration 12F (63.932867 sec): 3 clusters Score: Raw -45328.486383 + Penalty 2116.256478 = -43212.229905 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 17 (845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.935657 sec): 2 clusters Score: Raw -41669.861048 + Penalty 258.019597 = -41411.841451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.937323 sec): 3 clusters Score: Raw -41160.873588 + Penalty 515.813957 = -40645.059632 nChanged 349 SP:Iteration 1F (63.939009 sec): 3 clusters Score: Raw -41451.347199 + Penalty 519.748950 = -40931.598249 nChanged 118 SP:Iteration 2F (63.940675 sec): 3 clusters Score: Raw -41514.159905 + Penalty 525.237628 = -40988.922277 nChanged 57 SP:Iteration 3F (63.942309 sec): 3 clusters Score: Raw -41540.937404 + Penalty 530.611127 = -41010.326277 nChanged 38 SP:Iteration 4Q (63.943937 sec): 3 clusters Score: Raw -41553.448422 + Penalty 532.914297 = -41020.534125 nChanged 28 SP:Iteration 5Q (63.945589 sec): 3 clusters Score: Raw -41562.699225 + Penalty 535.102656 = -41027.596569 nChanged 24 SP:Iteration 6Q (63.947211 sec): 3 clusters Score: Raw -41570.006648 + Penalty 537.324965 = -41032.681682 nChanged 21 SP:Iteration 7Q (63.948875 sec): 3 clusters Score: Raw -41578.403271 + Penalty 538.598305 = -41039.804965 nChanged 31 SP:Iteration 8Q (63.950547 sec): 3 clusters Score: Raw -41594.974208 + Penalty 539.964784 = -41055.009423 nChanged 28 SP:Iteration 9Q (63.952284 sec): 3 clusters Score: Raw -41608.654633 + Penalty 542.197974 = -41066.456658 nChanged 23 SP:Iteration 10F (63.953995 sec): 3 clusters Score: Raw -41620.477491 + Penalty 544.871340 = -41075.606152 nChanged 23 SP:Iteration 11Q (63.955737 sec): 3 clusters Score: Raw -41633.454803 + Penalty 538.594453 = -41094.860350 nChanged 23 SP:Iteration 12Q (63.957483 sec): 3 clusters Score: Raw -41646.402692 + Penalty 538.434257 = -41107.968435 nChanged 20 SP:Iteration 13Q (63.959152 sec): 3 clusters Score: Raw -41655.952461 + Penalty 533.586186 = -41122.366275 nChanged 9 SP:Iteration 14Q (63.960787 sec): 3 clusters Score: Raw -41660.368624 + Penalty 536.389420 = -41123.979204 nChanged 8 SP:Iteration 15Q (63.962429 sec): 3 clusters Score: Raw -41663.389868 + Penalty 538.297000 = -41125.092867 nChanged 4 SP:Iteration 16Q (63.964065 sec): 3 clusters Score: Raw -41665.106490 + Penalty 537.534031 = -41127.572460 nChanged 4 SP:Iteration 17Q (63.965700 sec): 3 clusters Score: Raw -41666.966794 + Penalty 531.778940 = -41135.187854 nChanged 5 SP:Iteration 18Q (63.967334 sec): 3 clusters Score: Raw -41669.437535 + Penalty 534.908400 = -41134.529135 nChanged 6 SP:Iteration 19F (63.969015 sec): 3 clusters Score: Raw -41671.025323 + Penalty 534.837528 = -41136.187795 nChanged 2 SP:Iteration 20F (63.970674 sec): 3 clusters Score: Raw -41671.033539 + Penalty 536.637210 = -41134.396329 nChanged 1 SP:Iteration 21F (63.972302 sec): 3 clusters Score: Raw -41671.349978 + Penalty 538.205455 = -41133.144523 nChanged 1 SP:Iteration 22F (63.973931 sec): 3 clusters Score: Raw -41671.912254 + Penalty 539.287072 = -41132.625182 nChanged 1 SP:Iteration 23F (63.975559 sec): 3 clusters Score: Raw -41672.167023 + Penalty 537.804550 = -41134.362474 nChanged 2 SP:Iteration 24Q (63.977193 sec): 3 clusters Score: Raw -41673.081138 + Penalty 542.752835 = -41130.328303 nChanged 2 SP:Iteration 25F (63.978870 sec): 3 clusters Score: Raw -41673.874591 + Penalty 541.186602 = -41132.687989 nChanged 3 SP:Iteration 26Q (63.980537 sec): 3 clusters Score: Raw -41675.568926 + Penalty 544.601642 = -41130.967284 nChanged 1 SP:Iteration 27F (63.982201 sec): 3 clusters Score: Raw -41675.823613 + Penalty 547.430290 = -41128.393322 nChanged 1 SP:Iteration 28F (63.983843 sec): 3 clusters Score: Raw -41676.087393 + Penalty 547.430290 = -41128.657103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 18 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.986413 sec): 2 clusters Score: Raw -21534.318978 + Penalty 451.502903 = -21082.816075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.987457 sec): 3 clusters Score: Raw -21201.515674 + Penalty 908.959795 = -20292.555879 nChanged 152 SP:Iteration 1F (63.988466 sec): 3 clusters Score: Raw -21366.063327 + Penalty 902.464271 = -20463.599056 nChanged 55 SP:Iteration 2F (63.989468 sec): 3 clusters Score: Raw -21444.025603 + Penalty 897.069463 = -20546.956141 nChanged 30 SP:Iteration 3F (63.990468 sec): 3 clusters Score: Raw -21475.272175 + Penalty 892.833895 = -20582.438280 nChanged 20 SP:Iteration 4Q (63.991446 sec): 3 clusters Score: Raw -21501.202085 + Penalty 891.466647 = -20609.735438 nChanged 18 SP:Iteration 5Q (63.992425 sec): 3 clusters Score: Raw -21521.985892 + Penalty 890.347468 = -20631.638424 nChanged 11 SP:Iteration 6Q (63.993394 sec): 3 clusters Score: Raw -21531.382163 + Penalty 888.923985 = -20642.458178 nChanged 9 SP:Iteration 7Q (63.994372 sec): 3 clusters Score: Raw -21536.295805 + Penalty 888.922291 = -20647.373514 nChanged 4 SP:Iteration 8Q (63.995371 sec): 3 clusters Score: Raw -21538.279471 + Penalty 889.834310 = -20648.445161 nChanged 4 SP:Iteration 9Q (63.996342 sec): 3 clusters Score: Raw -21539.822124 + Penalty 890.309977 = -20649.512147 nChanged 4 SP:Iteration 10F (63.997340 sec): 3 clusters Score: Raw -21539.922371 + Penalty 890.309977 = -20649.612394 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 19 (1481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.003639 sec): 2 clusters Score: Raw -83201.782294 + Penalty 767.734807 = -82434.047487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.006437 sec): 3 clusters Score: Raw -82170.569937 + Penalty 1538.763142 = -80631.806794 nChanged 582 SP:Iteration 1F (64.009182 sec): 3 clusters Score: Raw -82764.427516 + Penalty 1546.401048 = -81218.026468 nChanged 196 SP:Iteration 2F (64.011922 sec): 3 clusters Score: Raw -83034.910819 + Penalty 1556.204362 = -81478.706457 nChanged 156 SP:Iteration 3F (64.014663 sec): 3 clusters Score: Raw -83232.124146 + Penalty 1569.860128 = -81662.264018 nChanged 110 SP:Iteration 4F (64.017396 sec): 3 clusters Score: Raw -83331.948659 + Penalty 1571.736141 = -81760.212517 nChanged 64 SP:Iteration 5Q (64.020081 sec): 3 clusters Score: Raw -83370.561508 + Penalty 1593.564502 = -81776.997005 nChanged 45 SP:Iteration 6Q (64.022682 sec): 3 clusters Score: Raw -83391.363400 + Penalty 1598.669374 = -81792.694026 nChanged 32 SP:Iteration 7Q (64.025220 sec): 3 clusters Score: Raw -83404.917089 + Penalty 1616.838142 = -81788.078947 nChanged 19 SP:Iteration 8F (64.027954 sec): 3 clusters Score: Raw -83406.646824 + Penalty 1623.113263 = -81783.533561 nChanged 18 SP:Iteration 9F (64.030754 sec): 3 clusters Score: Raw -83406.750465 + Penalty 1625.101799 = -81781.648666 nChanged 11 SP:Iteration 10F (64.033583 sec): 3 clusters Score: Raw -83403.729992 + Penalty 1628.440359 = -81775.289633 nChanged 8 SP:Iteration 11F (64.036349 sec): 3 clusters Score: Raw -83400.889698 + Penalty 1626.817045 = -81774.072653 nChanged 5 SP:Iteration 12F (64.039083 sec): 3 clusters Score: Raw -83402.406985 + Penalty 1627.300410 = -81775.106575 nChanged 2 SP:Iteration 13Q (64.041421 sec): 3 clusters Score: Raw -83402.660223 + Penalty 1625.657520 = -81777.002703 nChanged 2 SP:Iteration 14Q (64.043762 sec): 3 clusters Score: Raw -83402.823475 + Penalty 1623.741059 = -81779.082416 nChanged 1 SP:Iteration 15Q (64.046096 sec): 3 clusters Score: Raw -83402.299731 + Penalty 1623.741059 = -81778.558672 nChanged 0 SP:Iteration 16F (64.048831 sec): 3 clusters Score: Raw -83402.299731 + Penalty 1623.741059 = -81778.558672 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 20 (2328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.060632 sec): 2 clusters Score: Raw -137074.113337 + Penalty 785.320212 = -136288.793125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.064946 sec): 3 clusters Score: Raw -135280.214892 + Penalty 1570.125930 = -133710.088961 nChanged 926 SP:Iteration 1F (64.069160 sec): 3 clusters Score: Raw -136105.354594 + Penalty 1569.020078 = -134536.334517 nChanged 337 SP:Iteration 2F (64.073360 sec): 3 clusters Score: Raw -136526.617324 + Penalty 1565.445274 = -134961.172050 nChanged 226 SP:Iteration 3F (64.077549 sec): 3 clusters Score: Raw -136783.596454 + Penalty 1566.390070 = -135217.206385 nChanged 142 SP:Iteration 4F (64.081765 sec): 3 clusters Score: Raw -136918.552516 + Penalty 1563.888751 = -135354.663766 nChanged 78 SP:Iteration 5Q (64.085784 sec): 3 clusters Score: Raw -136983.319022 + Penalty 1559.981724 = -135423.337298 nChanged 62 SP:Iteration 6Q (64.089573 sec): 3 clusters Score: Raw -137028.073891 + Penalty 1556.047677 = -135472.026214 nChanged 67 SP:Iteration 7Q (64.093270 sec): 3 clusters Score: Raw -137066.581415 + Penalty 1558.211917 = -135508.369498 nChanged 71 SP:Iteration 8Q (64.096937 sec): 3 clusters Score: Raw -137112.861584 + Penalty 1561.425676 = -135551.435907 nChanged 59 SP:Iteration 9Q (64.100527 sec): 3 clusters Score: Raw -137143.799597 + Penalty 1569.404125 = -135574.395473 nChanged 51 SP:Iteration 10F (64.104831 sec): 3 clusters Score: Raw -137158.136850 + Penalty 1576.863328 = -135581.273523 nChanged 52 SP:Iteration 11Q (64.108353 sec): 3 clusters Score: Raw -137187.116108 + Penalty 1566.962714 = -135620.153394 nChanged 50 SP:Iteration 12Q (64.111725 sec): 3 clusters Score: Raw -137220.974174 + Penalty 1554.038081 = -135666.936092 nChanged 38 SP:Iteration 13Q (64.115053 sec): 3 clusters Score: Raw -137248.408192 + Penalty 1542.978474 = -135705.429718 nChanged 20 SP:Iteration 14Q (64.118334 sec): 3 clusters Score: Raw -137272.655535 + Penalty 1534.252754 = -135738.402781 nChanged 5 SP:Iteration 15Q (64.121585 sec): 3 clusters Score: Raw -137316.749295 + Penalty 1533.024363 = -135783.724932 nChanged 2 SP:Iteration 16Q (64.125118 sec): 3 clusters Score: Raw -137319.608933 + Penalty 1533.216094 = -135786.392839 nChanged 1 SP:Iteration 17Q (64.128793 sec): 3 clusters Score: Raw -137320.154823 + Penalty 1530.540627 = -135789.614196 nChanged 1 SP:Iteration 18Q (64.132215 sec): 3 clusters Score: Raw -137319.645558 + Penalty 1530.540627 = -135789.104930 nChanged 0 SP:Iteration 19F (64.136394 sec): 3 clusters Score: Raw -137319.645558 + Penalty 1530.540627 = -135789.104930 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 23 (631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.141673 sec): 2 clusters Score: Raw -30197.145850 + Penalty 146.597349 = -30050.548501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.142983 sec): 3 clusters Score: Raw -29832.511764 + Penalty 287.724792 = -29544.786972 nChanged 275 SP:Iteration 1F (64.144286 sec): 3 clusters Score: Raw -30038.469872 + Penalty 289.346678 = -29749.123194 nChanged 67 SP:Iteration 2F (64.145579 sec): 3 clusters Score: Raw -30121.048167 + Penalty 292.245240 = -29828.802927 nChanged 36 SP:Iteration 3F (64.146871 sec): 3 clusters Score: Raw -30162.458170 + Penalty 282.184073 = -29880.274097 nChanged 18 SP:Iteration 4Q (64.148044 sec): 3 clusters Score: Raw -30178.686889 + Penalty 274.456916 = -29904.229974 nChanged 12 SP:Iteration 5Q (64.149184 sec): 3 clusters Score: Raw -30188.311381 + Penalty 273.971919 = -29914.339462 nChanged 9 SP:Iteration 6Q (64.150291 sec): 3 clusters Score: Raw -30195.444813 + Penalty 274.825812 = -29920.619001 nChanged 6 SP:Iteration 7Q (64.151378 sec): 3 clusters Score: Raw -30199.296936 + Penalty 274.707823 = -29924.589113 nChanged 4 SP:Iteration 8Q (64.152447 sec): 3 clusters Score: Raw -30201.914244 + Penalty 288.552940 = -29913.361304 nChanged 2 SP:Iteration 9F (64.153753 sec): 3 clusters Score: Raw -30202.543929 + Penalty 288.552940 = -29913.990989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 24 (450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.156195 sec): 2 clusters Score: Raw -21659.172497 + Penalty 360.046674 = -21299.125823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.157192 sec): 3 clusters Score: Raw -21410.775135 + Penalty 717.431619 = -20693.343515 nChanged 167 SP:Iteration 1F (64.158172 sec): 3 clusters Score: Raw -21530.645821 + Penalty 718.739124 = -20811.906697 nChanged 50 SP:Iteration 2F (64.159148 sec): 3 clusters Score: Raw -21590.657921 + Penalty 721.993120 = -20868.664801 nChanged 36 SP:Iteration 3F (64.160145 sec): 3 clusters Score: Raw -21627.433585 + Penalty 729.205804 = -20898.227782 nChanged 29 SP:Iteration 4F (64.161122 sec): 3 clusters Score: Raw -21649.815621 + Penalty 741.155685 = -20908.659937 nChanged 26 SP:Iteration 5F (64.162097 sec): 3 clusters Score: Raw -21666.585520 + Penalty 751.318896 = -20915.266624 nChanged 21 SP:Iteration 6Q (64.163063 sec): 3 clusters Score: Raw -21688.207699 + Penalty 784.290211 = -20903.917488 nChanged 33 SP:Iteration 7F (64.164068 sec): 3 clusters Score: Raw -21721.754042 + Penalty 819.120389 = -20902.633653 nChanged 21 SP:Iteration 8F (64.165041 sec): 3 clusters Score: Raw -21746.562855 + Penalty 847.754675 = -20898.808180 nChanged 14 SP:Iteration 9F (64.166014 sec): 3 clusters Score: Raw -21765.842268 + Penalty 854.887320 = -20910.954948 nChanged 5 SP:Iteration 10F (64.166984 sec): 3 clusters Score: Raw -21769.452795 + Penalty 854.887320 = -20914.565475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 28 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.168441 sec): 2 clusters Score: Raw -24050.059279 + Penalty 349.826907 = -23700.232372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.169333 sec): 3 clusters Score: Raw -23649.867203 + Penalty 701.140438 = -22948.726765 nChanged 136 SP:Iteration 1F (64.170207 sec): 3 clusters Score: Raw -23731.135811 + Penalty 705.930724 = -23025.205088 nChanged 42 SP:Iteration 2F (64.171083 sec): 3 clusters Score: Raw -23780.154651 + Penalty 714.612505 = -23065.542146 nChanged 57 SP:Iteration 3F (64.171957 sec): 3 clusters Score: Raw -23886.788330 + Penalty 739.324349 = -23147.463981 nChanged 61 SP:Iteration 4F (64.172835 sec): 3 clusters Score: Raw -24022.827823 + Penalty 774.300434 = -23248.527389 nChanged 19 SP:Iteration 5Q (64.173590 sec): 3 clusters Score: Raw -24048.002801 + Penalty 349.826907 = -23698.175894 nChanged 2 SP:Iteration 6Q (64.174282 sec): 2 clusters Score: Raw -24050.059279 + Penalty 349.826907 = -23700.232372 nChanged 0 SP:Iteration 7F (64.174973 sec): 2 clusters Score: Raw -24050.059279 + Penalty 349.826907 = -23700.232372 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 30 (732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.179106 sec): 2 clusters Score: Raw -44880.054729 + Penalty 550.271243 = -44329.783486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.180623 sec): 3 clusters Score: Raw -44194.190712 + Penalty 1107.990244 = -43086.200468 nChanged 268 SP:Iteration 1F (64.182103 sec): 3 clusters Score: Raw -44492.770796 + Penalty 1119.224834 = -43373.545962 nChanged 90 SP:Iteration 2F (64.183585 sec): 3 clusters Score: Raw -44612.772073 + Penalty 1132.127563 = -43480.644510 nChanged 67 SP:Iteration 3F (64.185069 sec): 3 clusters Score: Raw -44707.291637 + Penalty 1159.625790 = -43547.665847 nChanged 53 SP:Iteration 4F (64.186558 sec): 3 clusters Score: Raw -44780.603710 + Penalty 1194.268546 = -43586.335164 nChanged 41 SP:Iteration 5F (64.188034 sec): 3 clusters Score: Raw -44829.666748 + Penalty 1224.207251 = -43605.459496 nChanged 23 SP:Iteration 6Q (64.189309 sec): 3 clusters Score: Raw -44884.564707 + Penalty 1225.705410 = -43658.859297 nChanged 7 SP:Iteration 7Q (64.190552 sec): 3 clusters Score: Raw -44906.482168 + Penalty 1232.233175 = -43674.248993 nChanged 2 SP:Iteration 8Q (64.191749 sec): 3 clusters Score: Raw -44913.645551 + Penalty 1233.081097 = -43680.564453 nChanged 1 SP:Iteration 9Q (64.192946 sec): 3 clusters Score: Raw -44914.741547 + Penalty 1233.890500 = -43680.851047 nChanged 1 SP:Iteration 10F (64.194426 sec): 3 clusters Score: Raw -44916.422583 + Penalty 1233.890500 = -43682.532082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 32 (448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.197325 sec): 2 clusters Score: Raw -25523.517919 + Penalty 567.745644 = -24955.772274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.198343 sec): 3 clusters Score: Raw -25144.725338 + Penalty 1161.451169 = -23983.274168 nChanged 144 SP:Iteration 1F (64.199320 sec): 3 clusters Score: Raw -25368.564510 + Penalty 1196.014675 = -24172.549836 nChanged 57 SP:Iteration 2F (64.200297 sec): 3 clusters Score: Raw -25464.636258 + Penalty 1222.523857 = -24242.112401 nChanged 42 SP:Iteration 3F (64.201273 sec): 3 clusters Score: Raw -25515.737001 + Penalty 1234.441800 = -24281.295202 nChanged 28 SP:Iteration 4F (64.202288 sec): 3 clusters Score: Raw -25548.080418 + Penalty 1264.711042 = -24283.369376 nChanged 15 SP:Iteration 5Q (64.203122 sec): 3 clusters Score: Raw -25564.320398 + Penalty 1286.694884 = -24277.625514 nChanged 5 SP:Iteration 6F (64.204099 sec): 3 clusters Score: Raw -25569.716223 + Penalty 1289.526880 = -24280.189342 nChanged 3 SP:Iteration 7Q (64.204894 sec): 3 clusters Score: Raw -25579.545438 + Penalty 1289.526880 = -24290.018557 nChanged 0 SP:Iteration 8F (64.205867 sec): 3 clusters Score: Raw -25579.545438 + Penalty 1289.526880 = -24290.018557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 33 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.207871 sec): 2 clusters Score: Raw -16298.293499 + Penalty 452.575877 = -15845.717622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.208636 sec): 3 clusters Score: Raw -16029.809391 + Penalty 907.451687 = -15122.357704 nChanged 110 SP:Iteration 1F (64.209387 sec): 3 clusters Score: Raw -16152.082343 + Penalty 935.841056 = -15216.241287 nChanged 51 SP:Iteration 2F (64.210137 sec): 3 clusters Score: Raw -16259.401536 + Penalty 1001.187601 = -15258.213936 nChanged 40 SP:Iteration 3F (64.210887 sec): 3 clusters Score: Raw -16354.894719 + Penalty 1036.641636 = -15318.253083 nChanged 17 SP:Iteration 4F (64.211635 sec): 3 clusters Score: Raw -16387.510709 + Penalty 1046.215889 = -15341.294820 nChanged 6 SP:Iteration 5Q (64.212315 sec): 3 clusters Score: Raw -16400.468775 + Penalty 1067.316199 = -15333.152575 nChanged 4 SP:Iteration 6F (64.213068 sec): 3 clusters Score: Raw -16407.280094 + Penalty 1070.675812 = -15336.604282 nChanged 1 SP:Iteration 7Q (64.213725 sec): 3 clusters Score: Raw -16409.495504 + Penalty 1070.675812 = -15338.819692 nChanged 0 SP:Iteration 8F (64.214475 sec): 3 clusters Score: Raw -16409.495504 + Penalty 1070.675812 = -15338.819692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 38 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.215752 sec): 2 clusters Score: Raw -12409.788687 + Penalty 207.530060 = -12202.258627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.216490 sec): 3 clusters Score: Raw -12262.937216 + Penalty 412.684220 = -11850.252996 nChanged 101 SP:Iteration 1F (64.217214 sec): 3 clusters Score: Raw -12327.282242 + Penalty 404.153826 = -11923.128417 nChanged 38 SP:Iteration 2F (64.217935 sec): 3 clusters Score: Raw -12357.574650 + Penalty 403.084983 = -11954.489667 nChanged 18 SP:Iteration 3F (64.218656 sec): 3 clusters Score: Raw -12369.636339 + Penalty 398.715824 = -11970.920515 nChanged 11 SP:Iteration 4Q (64.219360 sec): 3 clusters Score: Raw -12377.069649 + Penalty 396.320709 = -11980.748940 nChanged 5 SP:Iteration 5Q (64.220051 sec): 3 clusters Score: Raw -12378.646597 + Penalty 395.940404 = -11982.706193 nChanged 4 SP:Iteration 6Q (64.220741 sec): 3 clusters Score: Raw -12380.297101 + Penalty 395.771659 = -11984.525443 nChanged 4 SP:Iteration 7Q (64.221431 sec): 3 clusters Score: Raw -12381.417638 + Penalty 395.085919 = -11986.331719 nChanged 2 SP:Iteration 8Q (64.222120 sec): 3 clusters Score: Raw -12382.091688 + Penalty 393.454800 = -11988.636888 nChanged 1 SP:Iteration 9Q (64.222821 sec): 3 clusters Score: Raw -12384.106132 + Penalty 392.649531 = -11991.456601 nChanged 3 SP:Iteration 10F (64.223515 sec): 3 clusters Score: Raw -12387.988161 + Penalty 392.649531 = -11995.338631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 42 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.224791 sec): 2 clusters Score: Raw -16256.771178 + Penalty 584.547489 = -15672.223689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.225539 sec): 3 clusters Score: Raw -16029.175631 + Penalty 1176.212110 = -14852.963521 nChanged 96 SP:Iteration 1F (64.226306 sec): 3 clusters Score: Raw -16222.963152 + Penalty 1189.470740 = -15033.492412 nChanged 38 SP:Iteration 2F (64.227042 sec): 3 clusters Score: Raw -16291.933285 + Penalty 1206.704546 = -15085.228739 nChanged 21 SP:Iteration 3F (64.227776 sec): 3 clusters Score: Raw -16320.368045 + Penalty 1234.741043 = -15085.627002 nChanged 11 SP:Iteration 4Q (64.228430 sec): 3 clusters Score: Raw -16328.898394 + Penalty 1227.372978 = -15101.525416 nChanged 3 SP:Iteration 5Q (64.229058 sec): 3 clusters Score: Raw -16336.672572 + Penalty 1220.421296 = -15116.251276 nChanged 1 SP:Iteration 6Q (64.229679 sec): 3 clusters Score: Raw -16339.920621 + Penalty 1220.421296 = -15119.499325 nChanged 0 SP:Iteration 7F (64.230413 sec): 3 clusters Score: Raw -16339.920621 + Penalty 1220.421296 = -15119.499325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 46 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.231541 sec): 2 clusters Score: Raw -9472.668963 + Penalty 284.421024 = -9188.247939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.232193 sec): 3 clusters Score: Raw -9413.528280 + Penalty 569.426901 = -8844.101379 nChanged 74 SP:Iteration 1F (64.232841 sec): 3 clusters Score: Raw -9523.997852 + Penalty 571.235820 = -8952.762032 nChanged 32 SP:Iteration 2F (64.233483 sec): 3 clusters Score: Raw -9582.560047 + Penalty 572.625991 = -9009.934057 nChanged 14 SP:Iteration 3F (64.234127 sec): 3 clusters Score: Raw -9613.618037 + Penalty 576.326019 = -9037.292018 nChanged 7 SP:Iteration 4Q (64.234742 sec): 3 clusters Score: Raw -9628.604194 + Penalty 577.016731 = -9051.587463 nChanged 6 SP:Iteration 5Q (64.235352 sec): 3 clusters Score: Raw -9638.085229 + Penalty 577.873239 = -9060.211990 nChanged 6 SP:Iteration 6Q (64.235961 sec): 3 clusters Score: Raw -9652.922536 + Penalty 576.014891 = -9076.907645 nChanged 2 SP:Iteration 7Q (64.236564 sec): 3 clusters Score: Raw -9655.750897 + Penalty 576.014891 = -9079.736006 nChanged 0 SP:Iteration 8F (64.237204 sec): 3 clusters Score: Raw -9655.750897 + Penalty 576.014891 = -9079.736006 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 51 (587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.239238 sec): 2 clusters Score: Raw -27751.607887 + Penalty 271.068871 = -27480.539016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.240480 sec): 3 clusters Score: Raw -27438.336513 + Penalty 544.314686 = -26894.021827 nChanged 226 SP:Iteration 1F (64.241703 sec): 3 clusters Score: Raw -27658.091234 + Penalty 548.127601 = -27109.963633 nChanged 62 SP:Iteration 2F (64.242929 sec): 3 clusters Score: Raw -27702.055299 + Penalty 549.763261 = -27152.292038 nChanged 27 SP:Iteration 3Q (64.244134 sec): 3 clusters Score: Raw -27718.703047 + Penalty 552.085565 = -27166.617482 nChanged 17 SP:Iteration 4Q (64.245332 sec): 3 clusters Score: Raw -27727.866468 + Penalty 554.922114 = -27172.944354 nChanged 16 SP:Iteration 5Q (64.246530 sec): 3 clusters Score: Raw -27742.369554 + Penalty 559.641964 = -27182.727590 nChanged 22 SP:Iteration 6Q (64.247728 sec): 3 clusters Score: Raw -27761.280573 + Penalty 565.655238 = -27195.625335 nChanged 21 SP:Iteration 7Q (64.248925 sec): 3 clusters Score: Raw -27776.561104 + Penalty 570.476492 = -27206.084611 nChanged 16 SP:Iteration 8Q (64.250123 sec): 3 clusters Score: Raw -27784.486851 + Penalty 572.472255 = -27212.014596 nChanged 9 SP:Iteration 9Q (64.251317 sec): 3 clusters Score: Raw -27787.856714 + Penalty 577.166600 = -27210.690114 nChanged 11 SP:Iteration 10F (64.252543 sec): 3 clusters Score: Raw -27794.681793 + Penalty 580.561145 = -27214.120648 nChanged 12 SP:Iteration 11Q (64.253745 sec): 3 clusters Score: Raw -27801.797865 + Penalty 583.353524 = -27218.444340 nChanged 4 SP:Iteration 12Q (64.254943 sec): 3 clusters Score: Raw -27803.379166 + Penalty 583.164865 = -27220.214302 nChanged 1 SP:Iteration 13Q (64.256170 sec): 3 clusters Score: Raw -27803.419821 + Penalty 583.164865 = -27220.254956 nChanged 0 SP:Iteration 14F (64.257513 sec): 3 clusters Score: Raw -27803.419821 + Penalty 583.164865 = -27220.254956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 61 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.259315 sec): 2 clusters Score: Raw -22845.185088 + Penalty 232.645326 = -22612.539762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.260436 sec): 3 clusters Score: Raw -22579.377943 + Penalty 470.252007 = -22109.125936 nChanged 185 SP:Iteration 1F (64.261537 sec): 3 clusters Score: Raw -22757.962716 + Penalty 482.846926 = -22275.115790 nChanged 64 SP:Iteration 2F (64.262639 sec): 3 clusters Score: Raw -22854.122846 + Penalty 497.889688 = -22356.233158 nChanged 40 SP:Iteration 3F (64.263697 sec): 3 clusters Score: Raw -22975.395529 + Penalty 513.683669 = -22461.711860 nChanged 38 SP:Iteration 4F (64.264745 sec): 3 clusters Score: Raw -23049.691033 + Penalty 516.270582 = -22533.420451 nChanged 15 SP:Iteration 5Q (64.265757 sec): 3 clusters Score: Raw -23067.613976 + Penalty 517.028539 = -22550.585437 nChanged 5 SP:Iteration 6Q (64.266738 sec): 3 clusters Score: Raw -23075.165054 + Penalty 518.341633 = -22556.823421 nChanged 1 SP:Iteration 7Q (64.267677 sec): 3 clusters Score: Raw -23075.358905 + Penalty 518.341633 = -22557.017272 nChanged 0 SP:Iteration 8F (64.268724 sec): 3 clusters Score: Raw -23075.358905 + Penalty 518.341633 = -22557.017272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 82 (405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.270228 sec): 2 clusters Score: Raw -19466.411185 + Penalty 151.055525 = -19315.355660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.271147 sec): 3 clusters Score: Raw -19109.939160 + Penalty 321.753936 = -18788.185224 nChanged 163 SP:Iteration 1F (64.272052 sec): 3 clusters Score: Raw -19305.730302 + Penalty 337.985024 = -18967.745278 nChanged 63 SP:Iteration 2F (64.272960 sec): 3 clusters Score: Raw -19380.922235 + Penalty 335.377700 = -19045.544536 nChanged 26 SP:Iteration 3F (64.273864 sec): 3 clusters Score: Raw -19411.454347 + Penalty 338.813703 = -19072.640644 nChanged 15 SP:Iteration 4Q (64.274736 sec): 3 clusters Score: Raw -19436.289873 + Penalty 316.225154 = -19120.064719 nChanged 11 SP:Iteration 5Q (64.275573 sec): 3 clusters Score: Raw -19454.521648 + Penalty 342.743086 = -19111.778562 nChanged 7 SP:Iteration 6F (64.276476 sec): 3 clusters Score: Raw -19460.398909 + Penalty 359.193808 = -19101.205101 nChanged 5 SP:Iteration 7F (64.277379 sec): 3 clusters Score: Raw -19467.212306 + Penalty 466.249128 = -19000.963178 nChanged 6 SP:Iteration 8F (64.278277 sec): 3 clusters Score: Raw -19479.980288 + Penalty 505.171179 = -18974.809108 nChanged 1 SP:Iteration 9F (64.279175 sec): 3 clusters Score: Raw -19478.121979 + Penalty 505.171179 = -18972.950799 nChanged 0 Iteration 119Q (64.461668 sec): 32 clusters Score: Raw -2299139.667496 + Penalty 21334.907382 = -2277804.760114 nChanged 98 Iteration 120F (65.187990 sec): 32 clusters Score: Raw -2299195.118374 + Penalty 21334.388812 = -2277860.729563 nChanged 84 Iteration 121Q (65.346241 sec): 32 clusters Score: Raw -2299209.005992 + Penalty 21330.690025 = -2277878.315966 nChanged 32 Iteration 122Q (65.503315 sec): 32 clusters Score: Raw -2299218.306166 + Penalty 21333.877814 = -2277884.428352 nChanged 20 Iteration 123Q (65.660348 sec): 32 clusters Score: Raw -2299219.439362 + Penalty 21334.271314 = -2277885.168048 nChanged 11 Iteration 124Q (65.817100 sec): 32 clusters Score: Raw -2299222.564565 + Penalty 21334.550156 = -2277888.014409 nChanged 12 Iteration 125Q (65.974413 sec): 32 clusters Score: Raw -2299223.072075 + Penalty 21335.320393 = -2277887.751682 nChanged 12 Iteration 126F (66.701805 sec): 32 clusters Score: Raw -2299226.342261 + Penalty 21337.161649 = -2277889.180612 nChanged 10 Iteration 127Q (66.859899 sec): 32 clusters Score: Raw -2299228.078327 + Penalty 21338.647760 = -2277889.430567 nChanged 11 Iteration 128Q (67.016375 sec): 32 clusters Score: Raw -2299228.955532 + Penalty 21338.888867 = -2277890.066666 nChanged 9 Iteration 129Q (67.173196 sec): 32 clusters Score: Raw -2299232.588204 + Penalty 21338.050007 = -2277894.538197 nChanged 8 Iteration 130F (67.903756 sec): 32 clusters Score: Raw -2299235.069501 + Penalty 21337.498952 = -2277897.570549 nChanged 7 Iteration 131Q (68.062402 sec): 32 clusters Score: Raw -2299237.792585 + Penalty 21336.703091 = -2277901.089494 nChanged 1 Iteration 132Q (68.221382 sec): 32 clusters Score: Raw -2299238.329768 + Penalty 21336.405698 = -2277901.924070 nChanged 1 Iteration 133Q (68.380024 sec): 32 clusters Score: Raw -2299238.796445 + Penalty 21335.879670 = -2277902.916775 nChanged 1 Iteration 134Q (68.536308 sec): 32 clusters Score: Raw -2299239.759745 + Penalty 21336.421732 = -2277903.338013 nChanged 2 Iteration 135Q (68.692351 sec): 32 clusters Score: Raw -2299241.746847 + Penalty 21336.278269 = -2277905.468578 nChanged 1 Iteration 136Q (68.847607 sec): 32 clusters Score: Raw -2299241.541621 + Penalty 21336.278269 = -2277905.263352 nChanged 0 Iteration 137F (69.573586 sec): 32 clusters Score: Raw -2299241.541621 + Penalty 21336.278269 = -2277905.263352 nChanged 0 Writing temp clu file Memory request: 0.22 GB would take us to total of 0.43 GB. Compute initial score before splitting: Score: Raw -2299241.541621 + Penalty 21336.278269 = -2277905.263352Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 1 (626 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.729323 sec): 2 clusters Score: Raw -34037.252364 + Penalty 377.686759 = -33659.565604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.730645 sec): 3 clusters Score: Raw -33628.400670 + Penalty 758.845222 = -32869.555448 nChanged 221 SP:Iteration 1F (69.731923 sec): 3 clusters Score: Raw -33827.904386 + Penalty 769.170317 = -33058.734069 nChanged 105 SP:Iteration 2F (69.733201 sec): 3 clusters Score: Raw -33978.117803 + Penalty 776.379772 = -33201.738030 nChanged 50 SP:Iteration 3F (69.734487 sec): 3 clusters Score: Raw -34115.551324 + Penalty 780.323222 = -33335.228102 nChanged 39 SP:Iteration 4F (69.735763 sec): 3 clusters Score: Raw -34242.242793 + Penalty 781.034648 = -33461.208145 nChanged 15 SP:Iteration 5Q (69.736824 sec): 3 clusters Score: Raw -34271.454356 + Penalty 782.829200 = -33488.625155 nChanged 3 SP:Iteration 6Q (69.737940 sec): 3 clusters Score: Raw -34274.297695 + Penalty 782.502550 = -33491.795146 nChanged 1 SP:Iteration 7Q (69.738976 sec): 3 clusters Score: Raw -34274.883320 + Penalty 782.502550 = -33492.380770 nChanged 0 SP:Iteration 8F (69.740247 sec): 3 clusters Score: Raw -34274.883320 + Penalty 782.502550 = -33492.380770 nChanged 0 Memory request: 0.04 GB would take us to total of 0.47 GB. Trying to split cluster 2 (8731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.778773 sec): 2 clusters Score: Raw -457919.070610 + Penalty 234.525967 = -457684.544643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.794507 sec): 3 clusters Score: Raw -452279.039453 + Penalty 482.204429 = -451796.835024 nChanged 4092 SP:Iteration 1F (69.809945 sec): 3 clusters Score: Raw -455873.971709 + Penalty 493.818946 = -455380.152762 nChanged 863 SP:Iteration 2F (69.825291 sec): 3 clusters Score: Raw -456427.401287 + Penalty 505.412545 = -455921.988742 nChanged 601 SP:Iteration 3F (69.840698 sec): 3 clusters Score: Raw -456845.834650 + Penalty 513.638786 = -456332.195863 nChanged 455 SP:Iteration 4F (69.856023 sec): 3 clusters Score: Raw -457174.265841 + Penalty 513.357354 = -456660.908487 nChanged 325 SP:Iteration 5Q (69.871664 sec): 3 clusters Score: Raw -457428.173590 + Penalty 515.540522 = -456912.633067 nChanged 258 SP:Iteration 6Q (69.887430 sec): 3 clusters Score: Raw -457631.752878 + Penalty 520.402239 = -457111.350639 nChanged 163 SP:Iteration 7Q (69.903437 sec): 3 clusters Score: Raw -457757.548303 + Penalty 540.517356 = -457217.030948 nChanged 94 SP:Iteration 8Q (69.917650 sec): 3 clusters Score: Raw -457837.222511 + Penalty 572.201164 = -457265.021347 nChanged 64 SP:Iteration 9Q (69.930303 sec): 3 clusters Score: Raw -457900.120563 + Penalty 635.406449 = -457264.714114 nChanged 20 SP:Iteration 10F (69.945404 sec): 3 clusters Score: Raw -457918.202630 + Penalty 745.397854 = -457172.804776 nChanged 2 SP:Iteration 11F (69.961330 sec): 3 clusters Score: Raw -457917.937787 + Penalty 891.214509 = -457026.723278 nChanged 1 SP:Iteration 12F (69.975885 sec): 3 clusters Score: Raw -457917.073945 + Penalty 234.525967 = -457682.547978 nChanged 1 SP:Iteration 13Q (69.987647 sec): 2 clusters Score: Raw -457919.070610 + Penalty 234.525967 = -457684.544643 nChanged 0 SP:Iteration 14F (69.999520 sec): 2 clusters Score: Raw -457919.070610 + Penalty 234.525967 = -457684.544643 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 3 (757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.007570 sec): 2 clusters Score: Raw -51183.097488 + Penalty 546.307650 = -50636.789838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.009080 sec): 3 clusters Score: Raw -50379.066858 + Penalty 1092.616878 = -49286.449980 nChanged 256 SP:Iteration 1F (70.010603 sec): 3 clusters Score: Raw -50589.075362 + Penalty 1092.666650 = -49496.408712 nChanged 91 SP:Iteration 2F (70.012109 sec): 3 clusters Score: Raw -50784.409736 + Penalty 1094.698838 = -49689.710898 nChanged 103 SP:Iteration 3F (70.013636 sec): 3 clusters Score: Raw -51077.705455 + Penalty 1101.672116 = -49976.033339 nChanged 79 SP:Iteration 4F (70.015144 sec): 3 clusters Score: Raw -51281.069187 + Penalty 1105.229425 = -50175.839763 nChanged 33 SP:Iteration 5Q (70.016556 sec): 3 clusters Score: Raw -51318.224194 + Penalty 1108.865085 = -50209.359109 nChanged 21 SP:Iteration 6Q (70.017927 sec): 3 clusters Score: Raw -51333.197775 + Penalty 1113.426358 = -50219.771417 nChanged 14 SP:Iteration 7Q (70.019273 sec): 3 clusters Score: Raw -51340.373853 + Penalty 1113.844622 = -50226.529231 nChanged 6 SP:Iteration 8Q (70.020598 sec): 3 clusters Score: Raw -51341.661715 + Penalty 1114.703570 = -50226.958144 nChanged 8 SP:Iteration 9Q (70.021896 sec): 3 clusters Score: Raw -51350.887365 + Penalty 1116.682163 = -50234.205202 nChanged 7 SP:Iteration 10F (70.023398 sec): 3 clusters Score: Raw -51365.257161 + Penalty 1118.166104 = -50247.091057 nChanged 7 SP:Iteration 11Q (70.024660 sec): 3 clusters Score: Raw -51390.734831 + Penalty 1119.447843 = -50271.286988 nChanged 7 SP:Iteration 12Q (70.025884 sec): 3 clusters Score: Raw -51424.423448 + Penalty 1120.236728 = -50304.186720 nChanged 1 SP:Iteration 13Q (70.027082 sec): 3 clusters Score: Raw -51426.808788 + Penalty 1120.236728 = -50306.572059 nChanged 0 SP:Iteration 14F (70.028601 sec): 3 clusters Score: Raw -51426.808788 + Penalty 1120.236728 = -50306.572059 nChanged 0 Memory request: 0.03 GB would take us to total of 0.46 GB. Trying to split cluster 4 (6579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.049587 sec): 2 clusters Score: Raw -339009.918279 + Penalty 229.587121 = -338780.331158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.061422 sec): 3 clusters Score: Raw -334552.767046 + Penalty 459.325349 = -334093.441697 nChanged 3162 SP:Iteration 1F (70.073082 sec): 3 clusters Score: Raw -336328.313869 + Penalty 459.038205 = -335869.275663 nChanged 512 SP:Iteration 2F (70.084756 sec): 3 clusters Score: Raw -336508.848487 + Penalty 458.913906 = -336049.934581 nChanged 433 SP:Iteration 3F (70.096425 sec): 3 clusters Score: Raw -336812.951659 + Penalty 460.101382 = -336352.850278 nChanged 497 SP:Iteration 4F (70.108191 sec): 3 clusters Score: Raw -337278.301853 + Penalty 462.516749 = -336815.785103 nChanged 586 SP:Iteration 5F (70.120021 sec): 3 clusters Score: Raw -337798.931221 + Penalty 463.871986 = -337335.059236 nChanged 457 SP:Iteration 6F (70.131752 sec): 3 clusters Score: Raw -338157.326531 + Penalty 463.064241 = -337694.262291 nChanged 359 SP:Iteration 7F (70.144077 sec): 3 clusters Score: Raw -338373.051777 + Penalty 460.948047 = -337912.103730 nChanged 254 SP:Iteration 8Q (70.155536 sec): 3 clusters Score: Raw -338520.030266 + Penalty 458.503105 = -338061.527160 nChanged 203 SP:Iteration 9Q (70.166917 sec): 3 clusters Score: Raw -338641.999946 + Penalty 456.052446 = -338185.947499 nChanged 164 SP:Iteration 10F (70.178698 sec): 3 clusters Score: Raw -338726.455915 + Penalty 454.285770 = -338272.170144 nChanged 150 SP:Iteration 11Q (70.189906 sec): 3 clusters Score: Raw -338783.903463 + Penalty 454.513449 = -338329.390014 nChanged 143 SP:Iteration 12Q (70.201218 sec): 3 clusters Score: Raw -338845.820044 + Penalty 454.264281 = -338391.555764 nChanged 131 SP:Iteration 13Q (70.212480 sec): 3 clusters Score: Raw -338918.006786 + Penalty 453.304356 = -338464.702430 nChanged 126 SP:Iteration 14Q (70.223479 sec): 3 clusters Score: Raw -338974.148915 + Penalty 453.808420 = -338520.340495 nChanged 115 SP:Iteration 15Q (70.234352 sec): 3 clusters Score: Raw -339018.564867 + Penalty 454.526022 = -338564.038845 nChanged 100 SP:Iteration 16Q (70.245098 sec): 3 clusters Score: Raw -339050.408084 + Penalty 453.790624 = -338596.617460 nChanged 76 SP:Iteration 17Q (70.255739 sec): 3 clusters Score: Raw -339064.830168 + Penalty 454.414496 = -338610.415672 nChanged 60 SP:Iteration 18Q (70.266220 sec): 3 clusters Score: Raw -339069.673742 + Penalty 454.615250 = -338615.058492 nChanged 48 SP:Iteration 19Q (70.276623 sec): 3 clusters Score: Raw -339073.040711 + Penalty 454.376045 = -338618.664666 nChanged 40 SP:Iteration 20F (70.288238 sec): 3 clusters Score: Raw -339074.511184 + Penalty 455.090677 = -338619.420507 nChanged 35 SP:Iteration 21Q (70.298575 sec): 3 clusters Score: Raw -339076.713786 + Penalty 455.230433 = -338621.483353 nChanged 34 SP:Iteration 22Q (70.308964 sec): 3 clusters Score: Raw -339077.174282 + Penalty 455.296418 = -338621.877863 nChanged 33 SP:Iteration 23Q (70.319193 sec): 3 clusters Score: Raw -339078.659069 + Penalty 455.681114 = -338622.977955 nChanged 38 SP:Iteration 24Q (70.329385 sec): 3 clusters Score: Raw -339081.911495 + Penalty 455.129400 = -338626.782094 nChanged 24 SP:Iteration 25Q (70.339527 sec): 3 clusters Score: Raw -339081.766671 + Penalty 454.332427 = -338627.434243 nChanged 24 SP:Iteration 26Q (70.349625 sec): 3 clusters Score: Raw -339081.039353 + Penalty 454.382182 = -338626.657171 nChanged 21 SP:Iteration 27F (70.361203 sec): 3 clusters Score: Raw -339080.053785 + Penalty 453.467778 = -338626.586007 nChanged 22 SP:Iteration 28F (70.372783 sec): 3 clusters Score: Raw -339079.480193 + Penalty 452.487063 = -338626.993131 nChanged 18 SP:Iteration 29Q (70.382824 sec): 3 clusters Score: Raw -339078.165147 + Penalty 452.090433 = -338626.074715 nChanged 16 SP:Iteration 30F (70.394440 sec): 3 clusters Score: Raw -339076.545192 + Penalty 451.628074 = -338624.917118 nChanged 19 SP:Iteration 31F (70.406223 sec): 3 clusters Score: Raw -339075.078823 + Penalty 450.514095 = -338624.564729 nChanged 19 SP:Iteration 32F (70.418059 sec): 3 clusters Score: Raw -339073.372857 + Penalty 450.662566 = -338622.710291 nChanged 18 SP:Iteration 33F (70.429796 sec): 3 clusters Score: Raw -339071.618522 + Penalty 450.350807 = -338621.267714 nChanged 23 SP:Iteration 34F (70.441364 sec): 3 clusters Score: Raw -339069.876565 + Penalty 449.902184 = -338619.974380 nChanged 23 SP:Iteration 35F (70.452923 sec): 3 clusters Score: Raw -339067.486031 + Penalty 451.190133 = -338616.295898 nChanged 16 SP:Iteration 36F (70.464503 sec): 3 clusters Score: Raw -339065.468945 + Penalty 452.196933 = -338613.272013 nChanged 12 SP:Iteration 37F (70.476069 sec): 3 clusters Score: Raw -339063.828525 + Penalty 452.293078 = -338611.535447 nChanged 14 SP:Iteration 38F (70.487633 sec): 3 clusters Score: Raw -339061.983869 + Penalty 452.578516 = -338609.405353 nChanged 12 SP:Iteration 39F (70.499269 sec): 3 clusters Score: Raw -339061.481842 + Penalty 451.643522 = -338609.838321 nChanged 19 SP:Iteration 40F (70.511088 sec): 3 clusters Score: Raw -339060.407854 + Penalty 451.280818 = -338609.127037 nChanged 22 SP:Iteration 41F (70.522651 sec): 3 clusters Score: Raw -339059.325343 + Penalty 452.595195 = -338606.730148 nChanged 19 SP:Iteration 42F (70.534231 sec): 3 clusters Score: Raw -339056.406317 + Penalty 453.353351 = -338603.052966 nChanged 18 SP:Iteration 43F (70.545806 sec): 3 clusters Score: Raw -339054.208159 + Penalty 452.544257 = -338601.663902 nChanged 25 SP:Iteration 44F (70.557396 sec): 3 clusters Score: Raw -339052.880658 + Penalty 453.378611 = -338599.502047 nChanged 17 SP:Iteration 45F (70.568943 sec): 3 clusters Score: Raw -339049.620581 + Penalty 453.287810 = -338596.332771 nChanged 17 SP:Iteration 46F (70.580503 sec): 3 clusters Score: Raw -339046.428206 + Penalty 453.057669 = -338593.370537 nChanged 17 SP:Iteration 47F (70.592058 sec): 3 clusters Score: Raw -339044.174368 + Penalty 452.842899 = -338591.331469 nChanged 16 SP:Iteration 48F (70.603755 sec): 3 clusters Score: Raw -339041.058508 + Penalty 452.550660 = -338588.507848 nChanged 14 SP:Iteration 49F (70.615436 sec): 3 clusters Score: Raw -339037.902880 + Penalty 452.587518 = -338585.315362 nChanged 12 SP:Iteration 50F (70.626983 sec): 3 clusters Score: Raw -339035.861228 + Penalty 452.818116 = -338583.043112 nChanged 10 SP:Iteration 51F (70.638642 sec): 3 clusters Score: Raw -339033.548219 + Penalty 452.006793 = -338581.541426 nChanged 8 SP:Iteration 52F (70.650245 sec): 3 clusters Score: Raw -339031.940106 + Penalty 452.382853 = -338579.557253 nChanged 3 SP:Iteration 53F (70.661897 sec): 3 clusters Score: Raw -339030.720071 + Penalty 451.628243 = -338579.091828 nChanged 2 SP:Iteration 54F (70.673511 sec): 3 clusters Score: Raw -339030.381921 + Penalty 451.177340 = -338579.204581 nChanged 8 SP:Iteration 55Q (70.683103 sec): 3 clusters Score: Raw -339029.299695 + Penalty 451.015980 = -338578.283715 nChanged 12 SP:Iteration 56F (70.694703 sec): 3 clusters Score: Raw -339028.567594 + Penalty 447.379335 = -338581.188259 nChanged 16 SP:Iteration 57Q (70.704385 sec): 3 clusters Score: Raw -339027.464065 + Penalty 446.509630 = -338580.954436 nChanged 19 SP:Iteration 58F (70.716049 sec): 3 clusters Score: Raw -339023.929196 + Penalty 447.768929 = -338576.160267 nChanged 17 SP:Iteration 59F (70.727606 sec): 3 clusters Score: Raw -339020.061160 + Penalty 448.898351 = -338571.162809 nChanged 27 SP:Iteration 60F (70.739151 sec): 3 clusters Score: Raw -339018.641779 + Penalty 447.369381 = -338571.272398 nChanged 34 SP:Iteration 61Q (70.748672 sec): 3 clusters Score: Raw -339015.937859 + Penalty 449.077736 = -338566.860123 nChanged 31 SP:Iteration 62F (70.760666 sec): 3 clusters Score: Raw -339015.135249 + Penalty 448.699745 = -338566.435505 nChanged 28 SP:Iteration 63F (70.772210 sec): 3 clusters Score: Raw -339013.853432 + Penalty 442.934676 = -338570.918756 nChanged 28 SP:Iteration 64Q (70.781566 sec): 3 clusters Score: Raw -339015.074638 + Penalty 442.238759 = -338572.835879 nChanged 27 SP:Iteration 65Q (70.790883 sec): 3 clusters Score: Raw -339013.975782 + Penalty 439.658998 = -338574.316784 nChanged 24 SP:Iteration 66Q (70.800239 sec): 3 clusters Score: Raw -339011.173792 + Penalty 436.988149 = -338574.185643 nChanged 17 SP:Iteration 67F (70.811856 sec): 3 clusters Score: Raw -339007.716882 + Penalty 436.987713 = -338570.729169 nChanged 14 SP:Iteration 68F (70.823593 sec): 3 clusters Score: Raw -339003.519304 + Penalty 433.899438 = -338569.619866 nChanged 16 SP:Iteration 69F (70.835181 sec): 3 clusters Score: Raw -339001.754334 + Penalty 434.489892 = -338567.264442 nChanged 16 SP:Iteration 70F (70.846719 sec): 3 clusters Score: Raw -339001.313380 + Penalty 431.879747 = -338569.433633 nChanged 19 SP:Iteration 71Q (70.855882 sec): 3 clusters Score: Raw -339002.396070 + Penalty 431.971286 = -338570.424784 nChanged 13 SP:Iteration 72Q (70.865053 sec): 3 clusters Score: Raw -338998.963697 + Penalty 432.423004 = -338566.540693 nChanged 17 SP:Iteration 73F (70.876742 sec): 3 clusters Score: Raw -338996.558298 + Penalty 430.768198 = -338565.790100 nChanged 8 SP:Iteration 74F (70.888283 sec): 3 clusters Score: Raw -338994.455570 + Penalty 428.979880 = -338565.475691 nChanged 4 SP:Iteration 75F (70.899845 sec): 3 clusters Score: Raw -338992.443835 + Penalty 430.097676 = -338562.346159 nChanged 3 SP:Iteration 76F (70.911944 sec): 3 clusters Score: Raw -338990.586439 + Penalty 431.160624 = -338559.425815 nChanged 4 SP:Iteration 77F (70.923752 sec): 3 clusters Score: Raw -338988.758080 + Penalty 432.257528 = -338556.500552 nChanged 3 SP:Iteration 78F (70.935289 sec): 3 clusters Score: Raw -338987.168835 + Penalty 434.038005 = -338553.130831 nChanged 6 SP:Iteration 79F (70.946818 sec): 3 clusters Score: Raw -338984.020378 + Penalty 434.577629 = -338549.442748 nChanged 4 SP:Iteration 80F (70.958344 sec): 3 clusters Score: Raw -338981.542812 + Penalty 435.593365 = -338545.949447 nChanged 4 SP:Iteration 81F (70.969907 sec): 3 clusters Score: Raw -338979.395148 + Penalty 431.639489 = -338547.755659 nChanged 3 SP:Iteration 82Q (70.978955 sec): 3 clusters Score: Raw -338979.697648 + Penalty 432.701202 = -338546.996446 nChanged 6 SP:Iteration 83F (70.990499 sec): 3 clusters Score: Raw -338977.026906 + Penalty 426.279207 = -338550.747699 nChanged 6 SP:Iteration 84Q (70.999544 sec): 3 clusters Score: Raw -338975.895647 + Penalty 427.838600 = -338548.057048 nChanged 8 SP:Iteration 85F (71.011122 sec): 3 clusters Score: Raw -338973.213823 + Penalty 426.846235 = -338546.367588 nChanged 4 SP:Iteration 86F (71.022780 sec): 3 clusters Score: Raw -338970.901096 + Penalty 422.310743 = -338548.590353 nChanged 4 SP:Iteration 87Q (71.032157 sec): 3 clusters Score: Raw -338968.851442 + Penalty 420.767534 = -338548.083908 nChanged 5 SP:Iteration 88F (71.043774 sec): 3 clusters Score: Raw -338966.138347 + Penalty 414.661250 = -338551.477098 nChanged 3 SP:Iteration 89Q (71.052829 sec): 3 clusters Score: Raw -338965.268470 + Penalty 416.509122 = -338548.759348 nChanged 6 SP:Iteration 90F (71.064383 sec): 3 clusters Score: Raw -338961.807165 + Penalty 418.606378 = -338543.200787 nChanged 6 SP:Iteration 91F (71.075967 sec): 3 clusters Score: Raw -338958.549529 + Penalty 421.378963 = -338537.170567 nChanged 7 SP:Iteration 92F (71.087555 sec): 3 clusters Score: Raw -338954.783569 + Penalty 424.941269 = -338529.842300 nChanged 11 SP:Iteration 93F (71.099078 sec): 3 clusters Score: Raw -338951.224688 + Penalty 422.233377 = -338528.991311 nChanged 11 SP:Iteration 94F (71.110633 sec): 3 clusters Score: Raw -338948.874859 + Penalty 414.682425 = -338534.192434 nChanged 16 SP:Iteration 95Q (71.119662 sec): 3 clusters Score: Raw -338952.269047 + Penalty 427.014668 = -338525.254379 nChanged 24 SP:Iteration 96F (71.131285 sec): 3 clusters Score: Raw -338965.131289 + Penalty 461.209642 = -338503.921647 nChanged 29 SP:Iteration 97F (71.142888 sec): 3 clusters Score: Raw -338990.714151 + Penalty 804.119774 = -338186.594377 nChanged 17 SP:Iteration 98F (71.154384 sec): 3 clusters Score: Raw -339007.207750 + Penalty 229.587121 = -338777.620629 nChanged 2 SP:Iteration 99Q (71.163184 sec): 2 clusters Score: Raw -339009.918279 + Penalty 229.587121 = -338780.331158 nChanged 0 SP:Iteration 100F (71.171974 sec): 2 clusters Score: Raw -339009.918279 + Penalty 229.587121 = -338780.331158 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 5 (2304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.186643 sec): 2 clusters Score: Raw -108328.332163 + Penalty 216.160141 = -108112.172021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.190867 sec): 3 clusters Score: Raw -106910.362368 + Penalty 439.033379 = -106471.328989 nChanged 1071 SP:Iteration 1F (71.195009 sec): 3 clusters Score: Raw -107757.038750 + Penalty 440.224841 = -107316.813909 nChanged 169 SP:Iteration 2F (71.199140 sec): 3 clusters Score: Raw -107814.903759 + Penalty 439.995320 = -107374.908439 nChanged 63 SP:Iteration 3Q (71.203300 sec): 3 clusters Score: Raw -107836.727088 + Penalty 440.535859 = -107396.191230 nChanged 53 SP:Iteration 4Q (71.207428 sec): 3 clusters Score: Raw -107851.559778 + Penalty 441.086021 = -107410.473756 nChanged 49 SP:Iteration 5Q (71.211550 sec): 3 clusters Score: Raw -107864.466851 + Penalty 440.789728 = -107423.677124 nChanged 50 SP:Iteration 6Q (71.215679 sec): 3 clusters Score: Raw -107878.803071 + Penalty 442.441891 = -107436.361180 nChanged 49 SP:Iteration 7Q (71.219844 sec): 3 clusters Score: Raw -107893.229008 + Penalty 443.888093 = -107449.340915 nChanged 36 SP:Iteration 8Q (71.224340 sec): 3 clusters Score: Raw -107900.802638 + Penalty 444.667365 = -107456.135273 nChanged 38 SP:Iteration 9Q (71.228547 sec): 3 clusters Score: Raw -107907.474162 + Penalty 446.263671 = -107461.210491 nChanged 33 SP:Iteration 10F (71.232681 sec): 3 clusters Score: Raw -107913.102470 + Penalty 447.908210 = -107465.194260 nChanged 20 SP:Iteration 11Q (71.236850 sec): 3 clusters Score: Raw -107918.014945 + Penalty 450.074459 = -107467.940485 nChanged 23 SP:Iteration 12Q (71.241134 sec): 3 clusters Score: Raw -107922.976792 + Penalty 452.318660 = -107470.658133 nChanged 18 SP:Iteration 13Q (71.245301 sec): 3 clusters Score: Raw -107926.759860 + Penalty 454.571478 = -107472.188381 nChanged 16 SP:Iteration 14Q (71.249550 sec): 3 clusters Score: Raw -107930.879694 + Penalty 458.083187 = -107472.796507 nChanged 26 SP:Iteration 15Q (71.253671 sec): 3 clusters Score: Raw -107940.853384 + Penalty 463.619801 = -107477.233583 nChanged 33 SP:Iteration 16Q (71.257800 sec): 3 clusters Score: Raw -107958.579974 + Penalty 468.828460 = -107489.751515 nChanged 34 SP:Iteration 17Q (71.261922 sec): 3 clusters Score: Raw -107976.015538 + Penalty 473.116376 = -107502.899163 nChanged 34 SP:Iteration 18Q (71.266041 sec): 3 clusters Score: Raw -107990.031741 + Penalty 477.259516 = -107512.772226 nChanged 37 SP:Iteration 19Q (71.270163 sec): 3 clusters Score: Raw -108006.119303 + Penalty 484.989759 = -107521.129544 nChanged 40 SP:Iteration 20F (71.274322 sec): 3 clusters Score: Raw -108031.406980 + Penalty 490.996257 = -107540.410723 nChanged 50 SP:Iteration 21Q (71.278564 sec): 3 clusters Score: Raw -108066.221324 + Penalty 500.032476 = -107566.188849 nChanged 46 SP:Iteration 22Q (71.282690 sec): 3 clusters Score: Raw -108099.179305 + Penalty 512.889879 = -107586.289427 nChanged 47 SP:Iteration 23Q (71.286814 sec): 3 clusters Score: Raw -108181.182713 + Penalty 521.834519 = -107659.348193 nChanged 37 SP:Iteration 24Q (71.290860 sec): 3 clusters Score: Raw -108259.748878 + Penalty 523.168310 = -107736.580567 nChanged 33 SP:Iteration 25Q (71.294611 sec): 3 clusters Score: Raw -108296.552580 + Penalty 524.244294 = -107772.308287 nChanged 25 SP:Iteration 26Q (71.298198 sec): 3 clusters Score: Raw -108305.752996 + Penalty 528.758919 = -107776.994078 nChanged 11 SP:Iteration 27Q (71.301737 sec): 3 clusters Score: Raw -108308.999740 + Penalty 530.199926 = -107778.799814 nChanged 11 SP:Iteration 28Q (71.305286 sec): 3 clusters Score: Raw -108312.179937 + Penalty 532.550206 = -107779.629731 nChanged 8 SP:Iteration 29Q (71.308903 sec): 3 clusters Score: Raw -108313.806736 + Penalty 534.959698 = -107778.847038 nChanged 8 SP:Iteration 30F (71.313005 sec): 3 clusters Score: Raw -108314.943919 + Penalty 535.667308 = -107779.276611 nChanged 6 SP:Iteration 31Q (71.316601 sec): 3 clusters Score: Raw -108315.756210 + Penalty 534.532433 = -107781.223777 nChanged 4 SP:Iteration 32Q (71.320094 sec): 3 clusters Score: Raw -108316.274191 + Penalty 536.597597 = -107779.676594 nChanged 7 SP:Iteration 33F (71.324253 sec): 3 clusters Score: Raw -108318.181001 + Penalty 537.846641 = -107780.334360 nChanged 7 SP:Iteration 34Q (71.327808 sec): 3 clusters Score: Raw -108320.081456 + Penalty 538.839927 = -107781.241530 nChanged 2 SP:Iteration 35Q (71.331379 sec): 3 clusters Score: Raw -108320.536396 + Penalty 540.965060 = -107779.571336 nChanged 3 SP:Iteration 36F (71.335567 sec): 3 clusters Score: Raw -108321.331412 + Penalty 542.441336 = -107778.890076 nChanged 3 SP:Iteration 37F (71.339679 sec): 3 clusters Score: Raw -108321.919161 + Penalty 542.441336 = -107779.477825 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 6 (827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.345551 sec): 2 clusters Score: Raw -37772.091416 + Penalty 613.541169 = -37158.550247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.347187 sec): 3 clusters Score: Raw -37173.111621 + Penalty 1230.949748 = -35942.161873 nChanged 291 SP:Iteration 1F (71.348833 sec): 3 clusters Score: Raw -37575.305175 + Penalty 1235.714939 = -36339.590236 nChanged 107 SP:Iteration 2F (71.350455 sec): 3 clusters Score: Raw -37701.253866 + Penalty 1237.193609 = -36464.060257 nChanged 42 SP:Iteration 3F (71.352054 sec): 3 clusters Score: Raw -37760.076260 + Penalty 1237.175077 = -36522.901183 nChanged 30 SP:Iteration 4Q (71.353587 sec): 3 clusters Score: Raw -37793.054524 + Penalty 1236.949291 = -36556.105233 nChanged 19 SP:Iteration 5Q (71.355111 sec): 3 clusters Score: Raw -37813.772971 + Penalty 1239.485794 = -36574.287177 nChanged 12 SP:Iteration 6Q (71.356679 sec): 3 clusters Score: Raw -37823.232138 + Penalty 1241.500426 = -36581.731712 nChanged 8 SP:Iteration 7Q (71.358218 sec): 3 clusters Score: Raw -37827.514271 + Penalty 1243.447571 = -36584.066700 nChanged 5 SP:Iteration 8Q (71.359737 sec): 3 clusters Score: Raw -37828.894940 + Penalty 1245.630346 = -36583.264594 nChanged 5 SP:Iteration 9F (71.361326 sec): 3 clusters Score: Raw -37830.568803 + Penalty 1247.725633 = -36582.843170 nChanged 4 SP:Iteration 10F (71.362950 sec): 3 clusters Score: Raw -37833.278460 + Penalty 1249.631026 = -36583.647434 nChanged 5 SP:Iteration 11Q (71.364480 sec): 3 clusters Score: Raw -37838.174582 + Penalty 1250.058757 = -36588.115825 nChanged 2 SP:Iteration 12Q (71.365992 sec): 3 clusters Score: Raw -37841.699761 + Penalty 1250.963482 = -36590.736279 nChanged 3 SP:Iteration 13Q (71.367496 sec): 3 clusters Score: Raw -37844.443401 + Penalty 1253.189899 = -36591.253503 nChanged 6 SP:Iteration 14Q (71.369029 sec): 3 clusters Score: Raw -37848.902557 + Penalty 1255.750244 = -36593.152313 nChanged 6 SP:Iteration 15Q (71.370549 sec): 3 clusters Score: Raw -37852.458542 + Penalty 1258.621314 = -36593.837227 nChanged 6 SP:Iteration 16Q (71.372044 sec): 3 clusters Score: Raw -37862.227604 + Penalty 1260.485484 = -36601.742120 nChanged 6 SP:Iteration 17Q (71.373535 sec): 3 clusters Score: Raw -37868.180546 + Penalty 1262.799712 = -36605.380834 nChanged 6 SP:Iteration 18Q (71.375021 sec): 3 clusters Score: Raw -37873.719650 + Penalty 1267.127391 = -36606.592259 nChanged 8 SP:Iteration 19Q (71.376549 sec): 3 clusters Score: Raw -37878.438387 + Penalty 1268.518852 = -36609.919535 nChanged 5 SP:Iteration 20F (71.378167 sec): 3 clusters Score: Raw -37881.928761 + Penalty 1271.681895 = -36610.246866 nChanged 5 SP:Iteration 21Q (71.379656 sec): 3 clusters Score: Raw -37883.232109 + Penalty 1272.399751 = -36610.832358 nChanged 2 SP:Iteration 22Q (71.381129 sec): 3 clusters Score: Raw -37883.679306 + Penalty 1273.335945 = -36610.343362 nChanged 2 SP:Iteration 23F (71.382763 sec): 3 clusters Score: Raw -37883.400555 + Penalty 1273.335945 = -36610.064610 nChanged 0 Memory request: 0.04 GB would take us to total of 0.47 GB. Trying to split cluster 7 (7628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.421174 sec): 2 clusters Score: Raw -410599.747394 + Penalty 427.309176 = -410172.438218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.435113 sec): 3 clusters Score: Raw -405498.652290 + Penalty 852.335366 = -404646.316924 nChanged 3511 SP:Iteration 1F (71.448714 sec): 3 clusters Score: Raw -407625.403224 + Penalty 863.026567 = -406762.376657 nChanged 1164 SP:Iteration 2F (71.462313 sec): 3 clusters Score: Raw -408765.628475 + Penalty 897.215034 = -407868.413441 nChanged 976 SP:Iteration 3F (71.475864 sec): 3 clusters Score: Raw -409625.410334 + Penalty 929.924333 = -408695.486001 nChanged 547 SP:Iteration 4F (71.489382 sec): 3 clusters Score: Raw -410044.462048 + Penalty 955.681442 = -409088.780606 nChanged 306 SP:Iteration 5Q (71.502887 sec): 3 clusters Score: Raw -410281.990722 + Penalty 962.716257 = -409319.274465 nChanged 197 SP:Iteration 6Q (71.515980 sec): 3 clusters Score: Raw -410432.625005 + Penalty 966.622693 = -409466.002312 nChanged 129 SP:Iteration 7Q (71.527641 sec): 3 clusters Score: Raw -410506.532773 + Penalty 985.796349 = -409520.736424 nChanged 72 SP:Iteration 8Q (71.538991 sec): 3 clusters Score: Raw -410553.690387 + Penalty 968.619978 = -409585.070409 nChanged 42 SP:Iteration 9Q (71.549634 sec): 3 clusters Score: Raw -410585.576408 + Penalty 901.312774 = -409684.263634 nChanged 26 SP:Iteration 10F (71.563141 sec): 3 clusters Score: Raw -410608.771532 + Penalty 981.265564 = -409627.505968 nChanged 8 SP:Iteration 11F (71.576779 sec): 3 clusters Score: Raw -410618.858488 + Penalty 981.265564 = -409637.592924 nChanged 0 Memory request: 0.02 GB would take us to total of 0.45 GB. Trying to split cluster 8 (3876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.594137 sec): 2 clusters Score: Raw -175097.229788 + Penalty 201.497943 = -174895.731845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.601178 sec): 3 clusters Score: Raw -172553.422861 + Penalty 419.993913 = -172133.428948 nChanged 1813 SP:Iteration 1F (71.608066 sec): 3 clusters Score: Raw -173943.416828 + Penalty 421.939159 = -173521.477669 nChanged 452 SP:Iteration 2F (71.615091 sec): 3 clusters Score: Raw -174151.917439 + Penalty 419.886329 = -173732.031109 nChanged 241 SP:Iteration 3F (71.622105 sec): 3 clusters Score: Raw -174267.850102 + Penalty 416.891996 = -173850.958106 nChanged 145 SP:Iteration 4Q (71.629030 sec): 3 clusters Score: Raw -174327.941029 + Penalty 416.365726 = -173911.575303 nChanged 71 SP:Iteration 5Q (71.636095 sec): 3 clusters Score: Raw -174344.348783 + Penalty 416.317322 = -173928.031460 nChanged 36 SP:Iteration 6Q (71.643083 sec): 3 clusters Score: Raw -174348.925675 + Penalty 416.215997 = -173932.709678 nChanged 28 SP:Iteration 7Q (71.649977 sec): 3 clusters Score: Raw -174351.638077 + Penalty 416.267148 = -173935.370929 nChanged 16 SP:Iteration 8Q (71.656862 sec): 3 clusters Score: Raw -174352.895204 + Penalty 416.708814 = -173936.186390 nChanged 12 SP:Iteration 9Q (71.663741 sec): 3 clusters Score: Raw -174353.475659 + Penalty 416.709702 = -173936.765957 nChanged 7 SP:Iteration 10F (71.670641 sec): 3 clusters Score: Raw -174353.734734 + Penalty 416.561191 = -173937.173542 nChanged 2 SP:Iteration 11Q (71.677527 sec): 3 clusters Score: Raw -174353.766312 + Penalty 416.730102 = -173937.036211 nChanged 1 SP:Iteration 12F (71.684387 sec): 3 clusters Score: Raw -174353.821899 + Penalty 416.730102 = -173937.091797 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 9 (1076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.693854 sec): 2 clusters Score: Raw -54961.245124 + Penalty 790.529442 = -54170.715682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.696221 sec): 3 clusters Score: Raw -54031.508708 + Penalty 1590.751439 = -52440.757269 nChanged 392 SP:Iteration 1F (71.698676 sec): 3 clusters Score: Raw -54597.001635 + Penalty 1601.704339 = -52995.297296 nChanged 137 SP:Iteration 2F (71.701103 sec): 3 clusters Score: Raw -54809.712846 + Penalty 1612.421810 = -53197.291036 nChanged 78 SP:Iteration 3F (71.703487 sec): 3 clusters Score: Raw -54905.075685 + Penalty 1621.174031 = -53283.901653 nChanged 40 SP:Iteration 4Q (71.705749 sec): 3 clusters Score: Raw -54938.252831 + Penalty 1627.329633 = -53310.923198 nChanged 27 SP:Iteration 5Q (71.707880 sec): 3 clusters Score: Raw -54958.135227 + Penalty 1636.222288 = -53321.912939 nChanged 35 SP:Iteration 6Q (71.709905 sec): 3 clusters Score: Raw -54975.417430 + Penalty 1649.340121 = -53326.077309 nChanged 25 SP:Iteration 7Q (71.711859 sec): 3 clusters Score: Raw -54989.604695 + Penalty 1662.269158 = -53327.335536 nChanged 31 SP:Iteration 8Q (71.713807 sec): 3 clusters Score: Raw -55006.186595 + Penalty 1679.615837 = -53326.570758 nChanged 24 SP:Iteration 9F (71.715891 sec): 3 clusters Score: Raw -55025.993070 + Penalty 1702.467606 = -53323.525463 nChanged 32 SP:Iteration 10F (71.717941 sec): 3 clusters Score: Raw -55058.065000 + Penalty 1733.137021 = -53324.927979 nChanged 27 SP:Iteration 11Q (71.719784 sec): 3 clusters Score: Raw -55076.952992 + Penalty 1750.981058 = -53325.971933 nChanged 19 SP:Iteration 12Q (71.721589 sec): 3 clusters Score: Raw -55082.328989 + Penalty 1772.747823 = -53309.581166 nChanged 14 SP:Iteration 13F (71.723666 sec): 3 clusters Score: Raw -55094.552641 + Penalty 1798.907476 = -53295.645165 nChanged 14 SP:Iteration 14F (71.725728 sec): 3 clusters Score: Raw -55103.470510 + Penalty 1814.362116 = -53289.108394 nChanged 12 SP:Iteration 15F (71.727778 sec): 3 clusters Score: Raw -55127.888920 + Penalty 1827.691728 = -53300.197192 nChanged 12 SP:Iteration 16Q (71.729490 sec): 3 clusters Score: Raw -55136.946266 + Penalty 1844.979262 = -53291.967004 nChanged 8 SP:Iteration 17F (71.731547 sec): 3 clusters Score: Raw -55140.520228 + Penalty 1849.875735 = -53290.644493 nChanged 1 SP:Iteration 18F (71.733600 sec): 3 clusters Score: Raw -55140.979056 + Penalty 1849.875735 = -53291.103321 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 10 (1114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.740214 sec): 2 clusters Score: Raw -60373.312823 + Penalty 413.968305 = -59959.344518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.742408 sec): 3 clusters Score: Raw -59437.118498 + Penalty 836.575578 = -58600.542920 nChanged 440 SP:Iteration 1F (71.744521 sec): 3 clusters Score: Raw -59853.135884 + Penalty 845.239119 = -59007.896765 nChanged 163 SP:Iteration 2F (71.746635 sec): 3 clusters Score: Raw -60089.534229 + Penalty 835.522347 = -59254.011882 nChanged 130 SP:Iteration 3F (71.748744 sec): 3 clusters Score: Raw -60284.489261 + Penalty 828.538057 = -59455.951204 nChanged 69 SP:Iteration 4F (71.750850 sec): 3 clusters Score: Raw -60351.599977 + Penalty 828.102234 = -59523.497743 nChanged 23 SP:Iteration 5Q (71.752686 sec): 3 clusters Score: Raw -60368.168909 + Penalty 847.394283 = -59520.774626 nChanged 16 SP:Iteration 6F (71.754897 sec): 3 clusters Score: Raw -60382.321929 + Penalty 831.193426 = -59551.128503 nChanged 5 SP:Iteration 7Q (71.756590 sec): 3 clusters Score: Raw -60391.097637 + Penalty 845.013683 = -59546.083954 nChanged 1 SP:Iteration 8F (71.758690 sec): 3 clusters Score: Raw -60393.432262 + Penalty 857.977870 = -59535.454392 nChanged 1 SP:Iteration 9F (71.760791 sec): 3 clusters Score: Raw -60393.967199 + Penalty 857.977870 = -59535.989329 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 11 (589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.766227 sec): 2 clusters Score: Raw -30690.267785 + Penalty 492.126634 = -30198.141151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.767491 sec): 3 clusters Score: Raw -30164.644087 + Penalty 985.694259 = -29178.949828 nChanged 220 SP:Iteration 1F (71.768737 sec): 3 clusters Score: Raw -30358.703132 + Penalty 988.656729 = -29370.046403 nChanged 85 SP:Iteration 2F (71.769981 sec): 3 clusters Score: Raw -30491.547561 + Penalty 991.429927 = -29500.117634 nChanged 59 SP:Iteration 3F (71.771226 sec): 3 clusters Score: Raw -30615.550829 + Penalty 988.158079 = -29627.392750 nChanged 32 SP:Iteration 4F (71.772471 sec): 3 clusters Score: Raw -30676.393354 + Penalty 984.361739 = -29692.031615 nChanged 24 SP:Iteration 5Q (71.773634 sec): 3 clusters Score: Raw -30721.220757 + Penalty 981.472976 = -29739.747781 nChanged 11 SP:Iteration 6Q (71.774808 sec): 3 clusters Score: Raw -30729.742577 + Penalty 975.992527 = -29753.750050 nChanged 8 SP:Iteration 7Q (71.775937 sec): 3 clusters Score: Raw -30738.840282 + Penalty 973.502907 = -29765.337374 nChanged 8 SP:Iteration 8Q (71.777047 sec): 3 clusters Score: Raw -30748.890797 + Penalty 973.083847 = -29775.806950 nChanged 8 SP:Iteration 9Q (71.778155 sec): 3 clusters Score: Raw -30759.405066 + Penalty 970.926936 = -29788.478131 nChanged 9 SP:Iteration 10F (71.779395 sec): 3 clusters Score: Raw -30775.361877 + Penalty 970.550873 = -29804.811004 nChanged 4 SP:Iteration 11Q (71.780471 sec): 3 clusters Score: Raw -30787.921097 + Penalty 970.579164 = -29817.341933 nChanged 2 SP:Iteration 12Q (71.781529 sec): 3 clusters Score: Raw -30788.215205 + Penalty 970.579164 = -29817.636040 nChanged 0 SP:Iteration 13F (71.782769 sec): 3 clusters Score: Raw -30788.215205 + Penalty 970.579164 = -29817.636040 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 12 (1631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.791432 sec): 2 clusters Score: Raw -79040.636025 + Penalty 215.700430 = -78824.935595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.794468 sec): 3 clusters Score: Raw -78032.499738 + Penalty 436.245562 = -77596.254176 nChanged 728 SP:Iteration 1F (71.797445 sec): 3 clusters Score: Raw -78530.394263 + Penalty 457.959996 = -78072.434267 nChanged 261 SP:Iteration 2F (71.800405 sec): 3 clusters Score: Raw -78747.069614 + Penalty 485.226995 = -78261.842618 nChanged 137 SP:Iteration 3F (71.803360 sec): 3 clusters Score: Raw -78885.184904 + Penalty 528.917440 = -78356.267464 nChanged 82 SP:Iteration 4F (71.806318 sec): 3 clusters Score: Raw -78981.388533 + Penalty 632.439689 = -78348.948844 nChanged 47 SP:Iteration 5F (71.809271 sec): 3 clusters Score: Raw -79044.168366 + Penalty 782.869730 = -78261.298637 nChanged 17 SP:Iteration 6F (71.812268 sec): 3 clusters Score: Raw -79079.043732 + Penalty 792.661657 = -78286.382075 nChanged 2 SP:Iteration 7Q (71.814681 sec): 3 clusters Score: Raw -79083.460740 + Penalty 810.338512 = -78273.122228 nChanged 1 SP:Iteration 8F (71.817694 sec): 3 clusters Score: Raw -79089.017731 + Penalty 824.930308 = -78264.087423 nChanged 1 SP:Iteration 9F (71.820648 sec): 3 clusters Score: Raw -79091.834871 + Penalty 824.930308 = -78266.904563 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 13 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.823117 sec): 2 clusters Score: Raw -7341.752668 + Penalty 190.622699 = -7151.129968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.823619 sec): 3 clusters Score: Raw -7276.914543 + Penalty 381.827757 = -6895.086786 nChanged 46 SP:Iteration 1F (71.824112 sec): 3 clusters Score: Raw -7308.877569 + Penalty 382.940819 = -6925.936749 nChanged 15 SP:Iteration 2F (71.824606 sec): 3 clusters Score: Raw -7331.236176 + Penalty 382.772972 = -6948.463204 nChanged 11 SP:Iteration 3F (71.825098 sec): 3 clusters Score: Raw -7358.827919 + Penalty 381.398322 = -6977.429597 nChanged 13 SP:Iteration 4F (71.825592 sec): 3 clusters Score: Raw -7378.995737 + Penalty 381.004720 = -6997.991017 nChanged 6 SP:Iteration 5Q (71.826070 sec): 3 clusters Score: Raw -7390.150898 + Penalty 380.127543 = -7010.023355 nChanged 5 SP:Iteration 6Q (71.826543 sec): 3 clusters Score: Raw -7392.458632 + Penalty 379.761049 = -7012.697583 nChanged 4 SP:Iteration 7Q (71.827014 sec): 3 clusters Score: Raw -7396.913235 + Penalty 379.125789 = -7017.787446 nChanged 4 SP:Iteration 8Q (71.827484 sec): 3 clusters Score: Raw -7401.496619 + Penalty 379.041043 = -7022.455575 nChanged 4 SP:Iteration 9Q (71.827950 sec): 3 clusters Score: Raw -7405.634251 + Penalty 377.335509 = -7028.298742 nChanged 7 SP:Iteration 10F (71.828442 sec): 3 clusters Score: Raw -7413.932423 + Penalty 376.137155 = -7037.795268 nChanged 3 SP:Iteration 11Q (71.828908 sec): 3 clusters Score: Raw -7417.012058 + Penalty 373.932038 = -7043.080019 nChanged 1 SP:Iteration 12Q (71.829401 sec): 3 clusters Score: Raw -7420.427934 + Penalty 373.932038 = -7046.495896 nChanged 0 SP:Iteration 13F (71.829891 sec): 3 clusters Score: Raw -7420.427934 + Penalty 373.932038 = -7046.495896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 14 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.831874 sec): 2 clusters Score: Raw -18691.795613 + Penalty 338.255790 = -18353.539823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.832681 sec): 3 clusters Score: Raw -18467.988050 + Penalty 699.974887 = -17768.013163 nChanged 119 SP:Iteration 1F (71.833485 sec): 3 clusters Score: Raw -18577.414895 + Penalty 723.809589 = -17853.605306 nChanged 40 SP:Iteration 2F (71.834284 sec): 3 clusters Score: Raw -18613.300667 + Penalty 740.148488 = -17873.152179 nChanged 18 SP:Iteration 3F (71.835084 sec): 3 clusters Score: Raw -18630.515224 + Penalty 755.635879 = -17874.879345 nChanged 14 SP:Iteration 4Q (71.835878 sec): 3 clusters Score: Raw -18645.195455 + Penalty 775.859838 = -17869.335617 nChanged 14 SP:Iteration 5F (71.836684 sec): 3 clusters Score: Raw -18659.690302 + Penalty 773.403266 = -17886.287036 nChanged 15 SP:Iteration 6Q (71.837424 sec): 3 clusters Score: Raw -18673.358451 + Penalty 791.911685 = -17881.446767 nChanged 9 SP:Iteration 7F (71.838221 sec): 3 clusters Score: Raw -18687.637574 + Penalty 786.015783 = -17901.621791 nChanged 2 SP:Iteration 8Q (71.838903 sec): 3 clusters Score: Raw -18694.168446 + Penalty 783.298443 = -17910.870003 nChanged 1 SP:Iteration 9Q (71.839581 sec): 3 clusters Score: Raw -18692.547941 + Penalty 783.298443 = -17909.249498 nChanged 0 SP:Iteration 10F (71.840434 sec): 3 clusters Score: Raw -18692.547941 + Penalty 783.298443 = -17909.249498 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 15 (775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.843310 sec): 2 clusters Score: Raw -45095.621359 + Penalty 1045.668764 = -44049.952595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.844973 sec): 3 clusters Score: Raw -44393.254562 + Penalty 2089.932784 = -42303.321778 nChanged 238 SP:Iteration 1F (71.846607 sec): 3 clusters Score: Raw -44766.495030 + Penalty 2086.334687 = -42680.160343 nChanged 107 SP:Iteration 2F (71.848131 sec): 3 clusters Score: Raw -44985.128769 + Penalty 2084.765021 = -42900.363748 nChanged 75 SP:Iteration 3F (71.849647 sec): 3 clusters Score: Raw -45134.911818 + Penalty 2089.597440 = -43045.314377 nChanged 47 SP:Iteration 4F (71.851164 sec): 3 clusters Score: Raw -45228.122980 + Penalty 2093.289468 = -43134.833513 nChanged 26 SP:Iteration 5Q (71.852455 sec): 3 clusters Score: Raw -45285.761593 + Penalty 2093.959009 = -43191.802584 nChanged 13 SP:Iteration 6Q (71.853714 sec): 3 clusters Score: Raw -45303.290939 + Penalty 2097.001549 = -43206.289390 nChanged 7 SP:Iteration 7Q (71.854959 sec): 3 clusters Score: Raw -45309.660245 + Penalty 2106.540791 = -43203.119454 nChanged 5 SP:Iteration 8F (71.856516 sec): 3 clusters Score: Raw -45313.750019 + Penalty 2111.377294 = -43202.372725 nChanged 2 SP:Iteration 9F (71.858058 sec): 3 clusters Score: Raw -45312.588301 + Penalty 2110.663285 = -43201.925015 nChanged 3 SP:Iteration 10F (71.859591 sec): 3 clusters Score: Raw -45314.471597 + Penalty 2110.123797 = -43204.347800 nChanged 2 SP:Iteration 11Q (71.860818 sec): 3 clusters Score: Raw -45317.935263 + Penalty 2109.832498 = -43208.102764 nChanged 1 SP:Iteration 12Q (71.862066 sec): 3 clusters Score: Raw -45322.130709 + Penalty 2109.832498 = -43212.298211 nChanged 0 SP:Iteration 13F (71.863608 sec): 3 clusters Score: Raw -45322.130709 + Penalty 2109.832498 = -43212.298211 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 17 (853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.866934 sec): 2 clusters Score: Raw -42076.600686 + Penalty 260.454594 = -41816.146092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.868657 sec): 3 clusters Score: Raw -41572.771171 + Penalty 532.715215 = -41040.055956 nChanged 352 SP:Iteration 1F (71.870319 sec): 3 clusters Score: Raw -41796.028685 + Penalty 532.790650 = -41263.238035 nChanged 124 SP:Iteration 2F (71.871980 sec): 3 clusters Score: Raw -41878.070026 + Penalty 530.457115 = -41347.612911 nChanged 48 SP:Iteration 3F (71.873694 sec): 3 clusters Score: Raw -41912.232851 + Penalty 526.170509 = -41386.062342 nChanged 32 SP:Iteration 4Q (71.875382 sec): 3 clusters Score: Raw -41929.223030 + Penalty 523.168944 = -41406.054086 nChanged 28 SP:Iteration 5Q (71.877068 sec): 3 clusters Score: Raw -41951.410284 + Penalty 519.451675 = -41431.958609 nChanged 27 SP:Iteration 6Q (71.878742 sec): 3 clusters Score: Raw -41970.715736 + Penalty 511.465114 = -41459.250622 nChanged 21 SP:Iteration 7Q (71.880362 sec): 3 clusters Score: Raw -41987.659038 + Penalty 501.178662 = -41486.480375 nChanged 15 SP:Iteration 8Q (71.881970 sec): 3 clusters Score: Raw -42005.531631 + Penalty 490.260332 = -41515.271299 nChanged 13 SP:Iteration 9Q (71.883563 sec): 3 clusters Score: Raw -42020.898638 + Penalty 481.436832 = -41539.461806 nChanged 10 SP:Iteration 10F (71.885222 sec): 3 clusters Score: Raw -42026.228940 + Penalty 474.581444 = -41551.647496 nChanged 7 SP:Iteration 11Q (71.886823 sec): 3 clusters Score: Raw -42028.471071 + Penalty 471.871200 = -41556.599871 nChanged 5 SP:Iteration 12Q (71.888391 sec): 3 clusters Score: Raw -42029.290453 + Penalty 470.476288 = -41558.814165 nChanged 5 SP:Iteration 13Q (71.889933 sec): 3 clusters Score: Raw -42031.172070 + Penalty 466.028765 = -41565.143305 nChanged 6 SP:Iteration 14Q (71.891460 sec): 3 clusters Score: Raw -42035.872249 + Penalty 458.272980 = -41577.599269 nChanged 7 SP:Iteration 15Q (71.892979 sec): 3 clusters Score: Raw -42046.426304 + Penalty 451.541476 = -41594.884829 nChanged 8 SP:Iteration 16Q (71.894483 sec): 3 clusters Score: Raw -42057.060941 + Penalty 442.855691 = -41614.205250 nChanged 8 SP:Iteration 17Q (71.895977 sec): 3 clusters Score: Raw -42064.844475 + Penalty 440.827161 = -41624.017313 nChanged 4 SP:Iteration 18Q (71.897449 sec): 3 clusters Score: Raw -42066.891962 + Penalty 437.140178 = -41629.751784 nChanged 4 SP:Iteration 19Q (71.898917 sec): 3 clusters Score: Raw -42069.578519 + Penalty 430.956127 = -41638.622392 nChanged 4 SP:Iteration 20F (71.900574 sec): 3 clusters Score: Raw -42076.260108 + Penalty 429.448235 = -41646.811873 nChanged 2 SP:Iteration 21Q (71.902026 sec): 3 clusters Score: Raw -42076.467753 + Penalty 428.560651 = -41647.907102 nChanged 2 SP:Iteration 22Q (71.903475 sec): 3 clusters Score: Raw -42077.378771 + Penalty 428.663071 = -41648.715701 nChanged 2 SP:Iteration 23Q (71.904922 sec): 3 clusters Score: Raw -42077.770381 + Penalty 427.831627 = -41649.938754 nChanged 2 SP:Iteration 24Q (71.906373 sec): 3 clusters Score: Raw -42077.662435 + Penalty 427.831627 = -41649.830809 nChanged 0 SP:Iteration 25F (71.908030 sec): 3 clusters Score: Raw -42077.662435 + Penalty 427.831627 = -41649.830809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 18 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.910680 sec): 2 clusters Score: Raw -21534.318978 + Penalty 451.502903 = -21082.816075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.911702 sec): 3 clusters Score: Raw -21186.253053 + Penalty 914.665869 = -20271.587184 nChanged 152 SP:Iteration 1F (71.912702 sec): 3 clusters Score: Raw -21403.358036 + Penalty 929.945418 = -20473.412618 nChanged 61 SP:Iteration 2F (71.913700 sec): 3 clusters Score: Raw -21503.990647 + Penalty 928.110605 = -20575.880042 nChanged 39 SP:Iteration 3F (71.914698 sec): 3 clusters Score: Raw -21569.918432 + Penalty 933.426879 = -20636.491552 nChanged 25 SP:Iteration 4F (71.915698 sec): 3 clusters Score: Raw -21603.422346 + Penalty 945.222922 = -20658.199424 nChanged 11 SP:Iteration 5Q (71.916700 sec): 3 clusters Score: Raw -21615.756224 + Penalty 949.497975 = -20666.258250 nChanged 5 SP:Iteration 6Q (71.917652 sec): 3 clusters Score: Raw -21620.866921 + Penalty 963.224929 = -20657.641992 nChanged 5 SP:Iteration 7F (71.918667 sec): 3 clusters Score: Raw -21626.942603 + Penalty 972.770070 = -20654.172533 nChanged 4 SP:Iteration 8F (71.919683 sec): 3 clusters Score: Raw -21630.497952 + Penalty 987.113914 = -20643.384038 nChanged 3 SP:Iteration 9F (71.920697 sec): 3 clusters Score: Raw -21632.336150 + Penalty 987.113914 = -20645.222237 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 19 (1489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.926181 sec): 2 clusters Score: Raw -83708.373425 + Penalty 767.137743 = -82941.235682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.929385 sec): 3 clusters Score: Raw -82599.962257 + Penalty 1534.812158 = -81065.150099 nChanged 554 SP:Iteration 1F (71.932569 sec): 3 clusters Score: Raw -82971.152322 + Penalty 1534.547445 = -81436.604877 nChanged 176 SP:Iteration 2F (71.935587 sec): 3 clusters Score: Raw -83119.314088 + Penalty 1535.565848 = -81583.748240 nChanged 117 SP:Iteration 3F (71.938603 sec): 3 clusters Score: Raw -83203.058017 + Penalty 1538.088704 = -81664.969312 nChanged 79 SP:Iteration 4F (71.941591 sec): 3 clusters Score: Raw -83278.969674 + Penalty 1542.417025 = -81736.552649 nChanged 77 SP:Iteration 5F (71.944608 sec): 3 clusters Score: Raw -83403.728522 + Penalty 1552.175258 = -81851.553265 nChanged 103 SP:Iteration 6F (71.947710 sec): 3 clusters Score: Raw -83553.112901 + Penalty 1559.855507 = -81993.257394 nChanged 81 SP:Iteration 7F (71.950876 sec): 3 clusters Score: Raw -83634.812819 + Penalty 1568.330565 = -82066.482253 nChanged 62 SP:Iteration 8Q (71.953770 sec): 3 clusters Score: Raw -83697.470943 + Penalty 1573.791311 = -82123.679632 nChanged 48 SP:Iteration 9Q (71.956661 sec): 3 clusters Score: Raw -83746.969000 + Penalty 1576.158660 = -82170.810340 nChanged 35 SP:Iteration 10F (71.959641 sec): 3 clusters Score: Raw -83777.156987 + Penalty 1579.227786 = -82197.929201 nChanged 28 SP:Iteration 11Q (71.962399 sec): 3 clusters Score: Raw -83810.115375 + Penalty 1582.511306 = -82227.604069 nChanged 27 SP:Iteration 12Q (71.965145 sec): 3 clusters Score: Raw -83830.393900 + Penalty 1586.245341 = -82244.148559 nChanged 25 SP:Iteration 13Q (71.967988 sec): 3 clusters Score: Raw -83853.025616 + Penalty 1588.415301 = -82264.610315 nChanged 15 SP:Iteration 14Q (71.970573 sec): 3 clusters Score: Raw -83867.716615 + Penalty 1590.608379 = -82277.108236 nChanged 14 SP:Iteration 15Q (71.973085 sec): 3 clusters Score: Raw -83885.050477 + Penalty 1591.262494 = -82293.787983 nChanged 13 SP:Iteration 16Q (71.975630 sec): 3 clusters Score: Raw -83908.981539 + Penalty 1594.144556 = -82314.836983 nChanged 17 SP:Iteration 17Q (71.978120 sec): 3 clusters Score: Raw -83931.617864 + Penalty 1595.052628 = -82336.565236 nChanged 12 SP:Iteration 18Q (71.980595 sec): 3 clusters Score: Raw -83936.567207 + Penalty 1594.444673 = -82342.122534 nChanged 8 SP:Iteration 19Q (71.983066 sec): 3 clusters Score: Raw -83940.499601 + Penalty 1595.184272 = -82345.315329 nChanged 5 SP:Iteration 20F (71.985811 sec): 3 clusters Score: Raw -83943.021330 + Penalty 1595.728382 = -82347.292949 nChanged 7 SP:Iteration 21Q (71.988288 sec): 3 clusters Score: Raw -83945.154755 + Penalty 1595.698416 = -82349.456340 nChanged 5 SP:Iteration 22Q (71.990762 sec): 3 clusters Score: Raw -83946.392755 + Penalty 1595.832895 = -82350.559860 nChanged 1 SP:Iteration 23Q (71.993231 sec): 3 clusters Score: Raw -83946.649332 + Penalty 1596.057580 = -82350.591752 nChanged 1 SP:Iteration 24Q (71.995704 sec): 3 clusters Score: Raw -83946.759189 + Penalty 1596.282865 = -82350.476324 nChanged 1 SP:Iteration 25F (71.998447 sec): 3 clusters Score: Raw -83949.917560 + Penalty 1596.347653 = -82353.569906 nChanged 1 SP:Iteration 26Q (72.000957 sec): 3 clusters Score: Raw -83953.312641 + Penalty 1596.347653 = -82356.964987 nChanged 0 SP:Iteration 27F (72.003700 sec): 3 clusters Score: Raw -83953.312641 + Penalty 1596.347653 = -82356.964987 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 20 (2328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.016118 sec): 2 clusters Score: Raw -137077.838589 + Penalty 785.333128 = -136292.505461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.020428 sec): 3 clusters Score: Raw -135314.071637 + Penalty 1576.265576 = -133737.806061 nChanged 942 SP:Iteration 1F (72.024675 sec): 3 clusters Score: Raw -136520.069432 + Penalty 1601.565576 = -134918.503856 nChanged 400 SP:Iteration 2F (72.029010 sec): 3 clusters Score: Raw -137016.960852 + Penalty 1632.040603 = -135384.920249 nChanged 176 SP:Iteration 3F (72.033343 sec): 3 clusters Score: Raw -137206.957091 + Penalty 1660.093819 = -135546.863272 nChanged 99 SP:Iteration 4Q (72.037278 sec): 3 clusters Score: Raw -137279.715533 + Penalty 1678.254456 = -135601.461078 nChanged 58 SP:Iteration 5Q (72.041083 sec): 3 clusters Score: Raw -137306.721537 + Penalty 1699.011069 = -135607.710468 nChanged 50 SP:Iteration 6Q (72.044885 sec): 3 clusters Score: Raw -137329.152875 + Penalty 1714.498894 = -135614.653981 nChanged 35 SP:Iteration 7Q (72.048575 sec): 3 clusters Score: Raw -137354.826755 + Penalty 1723.671021 = -135631.155734 nChanged 21 SP:Iteration 8Q (72.052098 sec): 3 clusters Score: Raw -137371.254639 + Penalty 1726.914823 = -135644.339816 nChanged 9 SP:Iteration 9Q (72.055575 sec): 3 clusters Score: Raw -137403.663974 + Penalty 1731.633048 = -135672.030926 nChanged 13 SP:Iteration 10F (72.059770 sec): 3 clusters Score: Raw -137411.547451 + Penalty 1738.614413 = -135672.933038 nChanged 13 SP:Iteration 11Q (72.063200 sec): 3 clusters Score: Raw -137415.693824 + Penalty 1745.961780 = -135669.732043 nChanged 7 SP:Iteration 12F (72.067379 sec): 3 clusters Score: Raw -137417.612587 + Penalty 1751.820174 = -135665.792413 nChanged 8 SP:Iteration 13F (72.071553 sec): 3 clusters Score: Raw -137418.654939 + Penalty 1753.851846 = -135664.803093 nChanged 5 SP:Iteration 14F (72.075727 sec): 3 clusters Score: Raw -137421.528512 + Penalty 1759.777879 = -135661.750633 nChanged 5 SP:Iteration 15F (72.079935 sec): 3 clusters Score: Raw -137422.666463 + Penalty 1763.217169 = -135659.449294 nChanged 8 SP:Iteration 16F (72.084110 sec): 3 clusters Score: Raw -137428.807184 + Penalty 1765.247843 = -135663.559341 nChanged 7 SP:Iteration 17Q (72.087464 sec): 3 clusters Score: Raw -137443.952201 + Penalty 1764.347762 = -135679.604438 nChanged 6 SP:Iteration 18Q (72.090809 sec): 3 clusters Score: Raw -137453.426152 + Penalty 1767.986730 = -135685.439422 nChanged 4 SP:Iteration 19Q (72.094148 sec): 3 clusters Score: Raw -137457.292384 + Penalty 1768.608090 = -135688.684295 nChanged 5 SP:Iteration 20F (72.098328 sec): 3 clusters Score: Raw -137460.648524 + Penalty 1768.271638 = -135692.376886 nChanged 4 SP:Iteration 21Q (72.101646 sec): 3 clusters Score: Raw -137465.185993 + Penalty 1770.724552 = -135694.461441 nChanged 3 SP:Iteration 22Q (72.104956 sec): 3 clusters Score: Raw -137472.600692 + Penalty 1771.741918 = -135700.858775 nChanged 5 SP:Iteration 23Q (72.108267 sec): 3 clusters Score: Raw -137485.500368 + Penalty 1768.909159 = -135716.591210 nChanged 7 SP:Iteration 24Q (72.111566 sec): 3 clusters Score: Raw -137490.432504 + Penalty 1770.613182 = -135719.819322 nChanged 4 SP:Iteration 25Q (72.114885 sec): 3 clusters Score: Raw -137488.512230 + Penalty 1770.677165 = -135717.835065 nChanged 3 SP:Iteration 26F (72.119185 sec): 3 clusters Score: Raw -137487.496925 + Penalty 1771.989210 = -135715.507715 nChanged 2 SP:Iteration 27F (72.123358 sec): 3 clusters Score: Raw -137486.926974 + Penalty 1771.953133 = -135714.973841 nChanged 3 SP:Iteration 28F (72.127571 sec): 3 clusters Score: Raw -137493.091349 + Penalty 1770.957843 = -135722.133506 nChanged 2 SP:Iteration 29Q (72.130969 sec): 3 clusters Score: Raw -137496.609867 + Penalty 1772.072504 = -135724.537363 nChanged 3 SP:Iteration 30F (72.135279 sec): 3 clusters Score: Raw -137501.608191 + Penalty 1774.035677 = -135727.572513 nChanged 4 SP:Iteration 31Q (72.138884 sec): 3 clusters Score: Raw -137500.900489 + Penalty 1773.995604 = -135726.904884 nChanged 2 SP:Iteration 32F (72.143448 sec): 3 clusters Score: Raw -137499.004546 + Penalty 1776.675885 = -135722.328662 nChanged 2 SP:Iteration 33F (72.147819 sec): 3 clusters Score: Raw -137497.437442 + Penalty 1776.675885 = -135720.761557 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 23 (630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.153479 sec): 2 clusters Score: Raw -30151.019191 + Penalty 146.652267 = -30004.366924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.154774 sec): 3 clusters Score: Raw -29788.828936 + Penalty 292.626366 = -29496.202570 nChanged 271 SP:Iteration 1F (72.156075 sec): 3 clusters Score: Raw -29985.484502 + Penalty 288.824310 = -29696.660192 nChanged 72 SP:Iteration 2F (72.157367 sec): 3 clusters Score: Raw -30023.805541 + Penalty 285.713319 = -29738.092222 nChanged 32 SP:Iteration 3F (72.158657 sec): 3 clusters Score: Raw -30048.116245 + Penalty 292.128755 = -29755.987490 nChanged 35 SP:Iteration 4F (72.159946 sec): 3 clusters Score: Raw -30082.761348 + Penalty 291.426199 = -29791.335149 nChanged 40 SP:Iteration 5F (72.161237 sec): 3 clusters Score: Raw -30124.578383 + Penalty 290.981668 = -29833.596715 nChanged 27 SP:Iteration 6Q (72.162550 sec): 3 clusters Score: Raw -30152.345530 + Penalty 299.662198 = -29852.683332 nChanged 19 SP:Iteration 7Q (72.163843 sec): 3 clusters Score: Raw -30163.864609 + Penalty 311.285223 = -29852.579385 nChanged 13 SP:Iteration 8F (72.165137 sec): 3 clusters Score: Raw -30171.315203 + Penalty 307.878840 = -29863.436363 nChanged 2 SP:Iteration 9Q (72.166450 sec): 3 clusters Score: Raw -30171.919840 + Penalty 304.220852 = -29867.698988 nChanged 1 SP:Iteration 10F (72.167741 sec): 3 clusters Score: Raw -30172.230819 + Penalty 304.220852 = -29868.009966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 24 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.169455 sec): 2 clusters Score: Raw -20583.078598 + Penalty 361.224094 = -20221.854504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.170421 sec): 3 clusters Score: Raw -20383.051979 + Penalty 743.457857 = -19639.594122 nChanged 128 SP:Iteration 1F (72.171366 sec): 3 clusters Score: Raw -20524.142054 + Penalty 761.596413 = -19762.545641 nChanged 50 SP:Iteration 2F (72.172307 sec): 3 clusters Score: Raw -20575.010669 + Penalty 767.719257 = -19807.291412 nChanged 29 SP:Iteration 3F (72.173249 sec): 3 clusters Score: Raw -20596.111436 + Penalty 783.468699 = -19812.642738 nChanged 18 SP:Iteration 4Q (72.174180 sec): 3 clusters Score: Raw -20611.512829 + Penalty 822.950214 = -19788.562615 nChanged 12 SP:Iteration 5F (72.175123 sec): 3 clusters Score: Raw -20623.040588 + Penalty 863.405457 = -19759.635131 nChanged 8 SP:Iteration 6F (72.176069 sec): 3 clusters Score: Raw -20632.470385 + Penalty 894.662273 = -19737.808112 nChanged 9 SP:Iteration 7F (72.177011 sec): 3 clusters Score: Raw -20647.246845 + Penalty 902.328704 = -19744.918141 nChanged 1 SP:Iteration 8Q (72.177882 sec): 3 clusters Score: Raw -20647.981466 + Penalty 902.328704 = -19745.652761 nChanged 0 SP:Iteration 9F (72.178821 sec): 3 clusters Score: Raw -20647.981466 + Penalty 902.328704 = -19745.652761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 28 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.180278 sec): 2 clusters Score: Raw -23991.796134 + Penalty 349.441062 = -23642.355071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.181199 sec): 3 clusters Score: Raw -23596.189395 + Penalty 700.514896 = -22895.674499 nChanged 153 SP:Iteration 1F (72.182073 sec): 3 clusters Score: Raw -23751.600879 + Penalty 703.187402 = -23048.413477 nChanged 78 SP:Iteration 2F (72.182945 sec): 3 clusters Score: Raw -23920.193087 + Penalty 723.311960 = -23196.881127 nChanged 36 SP:Iteration 3F (72.183817 sec): 3 clusters Score: Raw -23979.295591 + Penalty 349.441062 = -23629.854528 nChanged 8 SP:Iteration 4Q (72.184509 sec): 2 clusters Score: Raw -23991.796134 + Penalty 349.441062 = -23642.355071 nChanged 0 SP:Iteration 5F (72.185199 sec): 2 clusters Score: Raw -23991.796134 + Penalty 349.441062 = -23642.355071 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 30 (726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.189179 sec): 2 clusters Score: Raw -44519.260457 + Penalty 549.232440 = -43970.028016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.190681 sec): 3 clusters Score: Raw -43791.658967 + Penalty 1105.163477 = -42686.495490 nChanged 268 SP:Iteration 1F (72.192160 sec): 3 clusters Score: Raw -44081.301425 + Penalty 1114.362465 = -42966.938959 nChanged 107 SP:Iteration 2F (72.193652 sec): 3 clusters Score: Raw -44244.745166 + Penalty 1132.365946 = -43112.379220 nChanged 92 SP:Iteration 3F (72.195081 sec): 3 clusters Score: Raw -44411.565364 + Penalty 1187.104888 = -43224.460476 nChanged 62 SP:Iteration 4F (72.196552 sec): 3 clusters Score: Raw -44498.052477 + Penalty 1222.688194 = -43275.364283 nChanged 21 SP:Iteration 5Q (72.197778 sec): 3 clusters Score: Raw -44522.829359 + Penalty 1250.582641 = -43272.246717 nChanged 9 SP:Iteration 6F (72.199229 sec): 3 clusters Score: Raw -44528.722482 + Penalty 1259.285574 = -43269.436908 nChanged 7 SP:Iteration 7F (72.200696 sec): 3 clusters Score: Raw -44531.021980 + Penalty 1276.306587 = -43254.715393 nChanged 4 SP:Iteration 8F (72.202144 sec): 3 clusters Score: Raw -44528.620083 + Penalty 1282.834150 = -43245.785933 nChanged 2 SP:Iteration 9F (72.203581 sec): 3 clusters Score: Raw -44528.839709 + Penalty 1282.834150 = -43246.005560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 32 (448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.206475 sec): 2 clusters Score: Raw -25511.663974 + Penalty 567.938323 = -24943.725651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.207468 sec): 3 clusters Score: Raw -25128.151093 + Penalty 1137.579624 = -23990.571468 nChanged 137 SP:Iteration 1F (72.208444 sec): 3 clusters Score: Raw -25286.372186 + Penalty 1144.037390 = -24142.334796 nChanged 50 SP:Iteration 2F (72.209419 sec): 3 clusters Score: Raw -25367.318077 + Penalty 1163.052682 = -24204.265395 nChanged 47 SP:Iteration 3F (72.210391 sec): 3 clusters Score: Raw -25434.295542 + Penalty 1190.064702 = -24244.230840 nChanged 40 SP:Iteration 4F (72.211362 sec): 3 clusters Score: Raw -25489.271083 + Penalty 1203.780727 = -24285.490356 nChanged 21 SP:Iteration 5Q (72.212277 sec): 3 clusters Score: Raw -25513.797791 + Penalty 1222.038382 = -24291.759409 nChanged 15 SP:Iteration 6Q (72.213157 sec): 3 clusters Score: Raw -25524.038753 + Penalty 1222.341078 = -24301.697674 nChanged 14 SP:Iteration 7Q (72.214006 sec): 3 clusters Score: Raw -25539.552526 + Penalty 1240.526232 = -24299.026294 nChanged 13 SP:Iteration 8F (72.214975 sec): 3 clusters Score: Raw -25548.710154 + Penalty 1262.111442 = -24286.598712 nChanged 4 SP:Iteration 9F (72.215978 sec): 3 clusters Score: Raw -25557.853715 + Penalty 1311.231755 = -24246.621960 nChanged 4 SP:Iteration 10F (72.216979 sec): 3 clusters Score: Raw -25574.945454 + Penalty 1335.209209 = -24239.736245 nChanged 1 SP:Iteration 11F (72.217979 sec): 3 clusters Score: Raw -25583.552658 + Penalty 1335.209209 = -24248.343449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 33 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.220002 sec): 2 clusters Score: Raw -16298.293499 + Penalty 452.575877 = -15845.717622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.220761 sec): 3 clusters Score: Raw -16022.500111 + Penalty 952.933016 = -15069.567095 nChanged 99 SP:Iteration 1F (72.221507 sec): 3 clusters Score: Raw -16179.773933 + Penalty 1047.094304 = -15132.679629 nChanged 47 SP:Iteration 2F (72.222251 sec): 3 clusters Score: Raw -16320.078189 + Penalty 1112.459400 = -15207.618789 nChanged 19 SP:Iteration 3F (72.222993 sec): 3 clusters Score: Raw -16355.294121 + Penalty 1113.884649 = -15241.409472 nChanged 4 SP:Iteration 4Q (72.223630 sec): 3 clusters Score: Raw -16364.111847 + Penalty 1122.368434 = -15241.743414 nChanged 2 SP:Iteration 5Q (72.224258 sec): 3 clusters Score: Raw -16369.236911 + Penalty 1122.368434 = -15246.868478 nChanged 0 SP:Iteration 6F (72.225000 sec): 3 clusters Score: Raw -16369.236911 + Penalty 1122.368434 = -15246.868478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 38 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.226257 sec): 2 clusters Score: Raw -12054.884101 + Penalty 207.523438 = -11847.360662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.226957 sec): 3 clusters Score: Raw -11948.296817 + Penalty 405.357089 = -11542.939728 nChanged 89 SP:Iteration 1F (72.227645 sec): 3 clusters Score: Raw -12016.558821 + Penalty 396.560246 = -11619.998575 nChanged 22 SP:Iteration 2F (72.228338 sec): 3 clusters Score: Raw -12035.100422 + Penalty 392.226594 = -11642.873828 nChanged 11 SP:Iteration 3Q (72.229029 sec): 3 clusters Score: Raw -12046.267656 + Penalty 392.195449 = -11654.072207 nChanged 4 SP:Iteration 4Q (72.229744 sec): 3 clusters Score: Raw -12049.783526 + Penalty 390.488022 = -11659.295504 nChanged 2 SP:Iteration 5Q (72.230417 sec): 3 clusters Score: Raw -12050.369697 + Penalty 390.279642 = -11660.090055 nChanged 1 SP:Iteration 6Q (72.231092 sec): 3 clusters Score: Raw -12050.525502 + Penalty 390.279642 = -11660.245861 nChanged 0 SP:Iteration 7F (72.231777 sec): 3 clusters Score: Raw -12050.525502 + Penalty 390.279642 = -11660.245861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 42 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.233077 sec): 2 clusters Score: Raw -16202.192110 + Penalty 584.243418 = -15617.948691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.233823 sec): 3 clusters Score: Raw -15979.191156 + Penalty 1172.644343 = -14806.546813 nChanged 75 SP:Iteration 1F (72.234556 sec): 3 clusters Score: Raw -16084.263560 + Penalty 1192.548913 = -14891.714647 nChanged 41 SP:Iteration 2F (72.235289 sec): 3 clusters Score: Raw -16161.534294 + Penalty 1222.148082 = -14939.386212 nChanged 29 SP:Iteration 3F (72.236024 sec): 3 clusters Score: Raw -16210.971263 + Penalty 1246.613724 = -14964.357539 nChanged 15 SP:Iteration 4Q (72.236717 sec): 3 clusters Score: Raw -16248.726550 + Penalty 1250.204341 = -14998.522209 nChanged 11 SP:Iteration 5Q (72.237370 sec): 3 clusters Score: Raw -16277.187204 + Penalty 1248.990736 = -15028.196468 nChanged 10 SP:Iteration 6Q (72.238002 sec): 3 clusters Score: Raw -16292.630421 + Penalty 1237.773588 = -15054.856833 nChanged 4 SP:Iteration 7Q (72.238621 sec): 3 clusters Score: Raw -16303.367051 + Penalty 1231.731908 = -15071.635143 nChanged 1 SP:Iteration 8Q (72.239237 sec): 3 clusters Score: Raw -16305.279685 + Penalty 1231.731908 = -15073.547777 nChanged 0 SP:Iteration 9F (72.239968 sec): 3 clusters Score: Raw -16305.279685 + Penalty 1231.731908 = -15073.547777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 46 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.241113 sec): 2 clusters Score: Raw -9452.391284 + Penalty 282.199324 = -9170.191960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.241792 sec): 3 clusters Score: Raw -9392.178702 + Penalty 562.834855 = -8829.343847 nChanged 78 SP:Iteration 1F (72.242432 sec): 3 clusters Score: Raw -9467.780935 + Penalty 561.387838 = -8906.393098 nChanged 15 SP:Iteration 2F (72.243072 sec): 3 clusters Score: Raw -9482.665089 + Penalty 560.561324 = -8922.103765 nChanged 15 SP:Iteration 3F (72.243710 sec): 3 clusters Score: Raw -9516.494043 + Penalty 558.236795 = -8958.257249 nChanged 15 SP:Iteration 4F (72.244349 sec): 3 clusters Score: Raw -9573.467352 + Penalty 560.982910 = -9012.484442 nChanged 22 SP:Iteration 5F (72.244987 sec): 3 clusters Score: Raw -9631.119090 + Penalty 562.425400 = -9068.693690 nChanged 9 SP:Iteration 6Q (72.245610 sec): 3 clusters Score: Raw -9649.446564 + Penalty 561.181858 = -9088.264706 nChanged 5 SP:Iteration 7Q (72.246202 sec): 3 clusters Score: Raw -9654.675026 + Penalty 559.571499 = -9095.103526 nChanged 3 SP:Iteration 8Q (72.246790 sec): 3 clusters Score: Raw -9658.253197 + Penalty 557.253535 = -9100.999663 nChanged 3 SP:Iteration 9Q (72.247374 sec): 3 clusters Score: Raw -9661.492525 + Penalty 554.589890 = -9106.902635 nChanged 3 SP:Iteration 10F (72.248011 sec): 3 clusters Score: Raw -9663.303989 + Penalty 554.589890 = -9108.714099 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 51 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.250123 sec): 2 clusters Score: Raw -28311.870547 + Penalty 273.124134 = -28038.746413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.251439 sec): 3 clusters Score: Raw -27983.358734 + Penalty 537.178013 = -27446.180721 nChanged 222 SP:Iteration 1F (72.252683 sec): 3 clusters Score: Raw -28177.636123 + Penalty 542.601950 = -27635.034173 nChanged 64 SP:Iteration 2F (72.253935 sec): 3 clusters Score: Raw -28236.631164 + Penalty 551.548829 = -27685.082335 nChanged 38 SP:Iteration 3F (72.255245 sec): 3 clusters Score: Raw -28269.549738 + Penalty 564.342128 = -27705.207610 nChanged 28 SP:Iteration 4Q (72.256480 sec): 3 clusters Score: Raw -28298.041485 + Penalty 587.712067 = -27710.329418 nChanged 25 SP:Iteration 5Q (72.257678 sec): 3 clusters Score: Raw -28324.039157 + Penalty 624.117757 = -27699.921400 nChanged 24 SP:Iteration 6F (72.258933 sec): 3 clusters Score: Raw -28351.310652 + Penalty 667.571655 = -27683.738998 nChanged 24 SP:Iteration 7F (72.260244 sec): 3 clusters Score: Raw -28376.173697 + Penalty 720.673476 = -27655.500222 nChanged 13 SP:Iteration 8F (72.261489 sec): 3 clusters Score: Raw -28388.588616 + Penalty 751.570798 = -27637.017817 nChanged 6 SP:Iteration 9F (72.262732 sec): 3 clusters Score: Raw -28391.244644 + Penalty 757.758046 = -27633.486598 nChanged 1 SP:Iteration 10F (72.263976 sec): 3 clusters Score: Raw -28393.679001 + Penalty 757.758046 = -27635.920955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 61 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.265718 sec): 2 clusters Score: Raw -23107.210520 + Penalty 232.664763 = -22874.545757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.266796 sec): 3 clusters Score: Raw -22863.211499 + Penalty 466.214589 = -22396.996910 nChanged 197 SP:Iteration 1F (72.267856 sec): 3 clusters Score: Raw -23183.278416 + Penalty 479.318734 = -22703.959682 nChanged 66 SP:Iteration 2F (72.268921 sec): 3 clusters Score: Raw -23290.534293 + Penalty 495.840655 = -22794.693637 nChanged 29 SP:Iteration 3F (72.270094 sec): 3 clusters Score: Raw -23326.878638 + Penalty 503.952460 = -22822.926179 nChanged 13 SP:Iteration 4Q (72.271280 sec): 3 clusters Score: Raw -23337.123800 + Penalty 511.143986 = -22825.979815 nChanged 9 SP:Iteration 5Q (72.272553 sec): 3 clusters Score: Raw -23342.008173 + Penalty 513.347069 = -22828.661104 nChanged 4 SP:Iteration 6Q (72.273756 sec): 3 clusters Score: Raw -23343.088846 + Penalty 514.075887 = -22829.012959 nChanged 1 SP:Iteration 7Q (72.274943 sec): 3 clusters Score: Raw -23343.386931 + Penalty 515.069546 = -22828.317385 nChanged 1 SP:Iteration 8F (72.276298 sec): 3 clusters Score: Raw -23343.951148 + Penalty 514.974786 = -22828.976362 nChanged 1 SP:Iteration 9Q (72.277534 sec): 3 clusters Score: Raw -23344.241695 + Penalty 514.974786 = -22829.266908 nChanged 0 SP:Iteration 10F (72.278839 sec): 3 clusters Score: Raw -23344.241695 + Penalty 514.974786 = -22829.266908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 82 (405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.280698 sec): 2 clusters Score: Raw -19466.411185 + Penalty 151.055525 = -19315.355660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.281874 sec): 3 clusters Score: Raw -19110.724688 + Penalty 318.265408 = -18792.459280 nChanged 160 SP:Iteration 1F (72.283071 sec): 3 clusters Score: Raw -19295.069357 + Penalty 334.699090 = -18960.370268 nChanged 53 SP:Iteration 2F (72.284256 sec): 3 clusters Score: Raw -19361.762623 + Penalty 351.583737 = -19010.178885 nChanged 37 SP:Iteration 3F (72.285439 sec): 3 clusters Score: Raw -19415.643061 + Penalty 325.922344 = -19089.720717 nChanged 19 SP:Iteration 4Q (72.286588 sec): 3 clusters Score: Raw -19447.627711 + Penalty 315.489454 = -19132.138256 nChanged 10 SP:Iteration 5Q (72.287596 sec): 3 clusters Score: Raw -19463.750047 + Penalty 301.140628 = -19162.609419 nChanged 4 SP:Iteration 6Q (72.288587 sec): 3 clusters Score: Raw -19474.441248 + Penalty 304.849196 = -19169.592052 nChanged 1 SP:Iteration 7Q (72.289608 sec): 3 clusters Score: Raw -19474.344052 + Penalty 309.043824 = -19165.300228 nChanged 1 SP:Iteration 8F (72.290840 sec): 3 clusters Score: Raw -19474.487280 + Penalty 309.901043 = -19164.586238 nChanged 1 SP:Iteration 9F (72.292077 sec): 3 clusters Score: Raw -19474.185760 + Penalty 308.196930 = -19165.988830 nChanged 1 SP:Iteration 10F (72.293301 sec): 3 clusters Score: Raw -19473.874368 + Penalty 308.196930 = -19165.677437 nChanged 0 Time taken for this iteration:71.004249 seconds. 300->32 Clusters: Score -2277905.263352, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 138 (time per iteration =524.277739 ms) Total iterations: 1978 (time per iteration =36.577517 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 6723458750.000000 (time per metric unit =10.760879ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 168086468750.000000 (time per metric unit=430.435171ps) That took 72.350328 seconds. FileBase PeterP-2014-03-27_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 0.20 and 0.30 GB of RAM. Memory request: 0.10 GB would take us to total of 0.10 GB. ---------------------------------------------------------- Loaded 21726 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 21726 points ------ Starting initial clusters from distinct float masks Not enough masks (231) to generate starting clusters (300), so starting with (232) clusters instead. Assigned 232 initial classes from 231 unique masks. Deleting Class 164 (1 points): Lose 17.152174 but Gain 1592.565408 Iteration 0F (2.954925 sec): 231 clusters Score: Raw -863057.470397 + Penalty 241858.982258 = -621198.488138 nChanged 6159 Deleting Class 159 (1 points): Lose 7.960559 but Gain 1578.412860 Iteration 1F (5.195699 sec): 225 clusters Score: Raw -876117.869349 + Penalty 237810.415304 = -638307.454045 nChanged 2229 Deleting Class 155 (2 points): Lose 31.579553 but Gain 1510.277254 Iteration 2F (7.440474 sec): 222 clusters Score: Raw -881374.481194 + Penalty 235856.871086 = -645517.610108 nChanged 1505 Deleting Class 220 (2 points): Lose 18.501987 but Gain 1452.813094 Iteration 3F (9.635921 sec): 220 clusters Score: Raw -884406.758936 + Penalty 234795.844959 = -649610.913977 nChanged 1167 Deleting Class 209 (3 points): Lose 74.466076 but Gain 1503.754804 Iteration 4F (11.812206 sec): 219 clusters Score: Raw -886403.185317 + Penalty 233622.310533 = -652780.874784 nChanged 1063 Deleting Class 221 (1 points): Lose 5.079338 but Gain 1418.483425 Iteration 5Q (12.075992 sec): 218 clusters Score: Raw -887817.502905 + Penalty 232687.009227 = -655130.493678 nChanged 933 Deleting Class 137 (11 points): Lose 154.335360 but Gain 1561.736042 Iteration 6Q (12.318284 sec): 217 clusters Score: Raw -888819.954907 + Penalty 231392.749450 = -657427.205457 nChanged 940 Deleting Class 104 (5 points): Lose 59.613732 but Gain 1452.005648 Iteration 7Q (12.557379 sec): 216 clusters Score: Raw -889738.698663 + Penalty 230271.196603 = -659467.502060 nChanged 900 Deleting Class 197 (1 points): Lose 7.321594 but Gain 1397.526219 Iteration 8Q (12.792429 sec): 215 clusters Score: Raw -890533.804878 + Penalty 229325.803912 = -661208.000965 nChanged 851 Deleting Class 176 (1 points): Lose 19.611604 but Gain 1401.425806 Iteration 9Q (13.019552 sec): 214 clusters Score: Raw -891213.874034 + Penalty 228141.457634 = -663072.416400 nChanged 796 Deleting Class 193 (3 points): Lose 30.831668 but Gain 1409.180977 Iteration 10F (15.135874 sec): 213 clusters Score: Raw -891761.106841 + Penalty 227030.521198 = -664730.585643 nChanged 702 Deleting Class 198 (3 points): Lose 28.446688 but Gain 1401.823852 Iteration 11Q (15.337861 sec): 212 clusters Score: Raw -892249.003338 + Penalty 225859.004937 = -666389.998401 nChanged 602 Deleting Class 90 (20 points): Lose 194.910850 but Gain 1563.356700 Iteration 12Q (15.526459 sec): 211 clusters Score: Raw -892486.480212 + Penalty 224370.507889 = -668115.972324 nChanged 547 Deleting Class 61 (31 points): Lose 200.774447 but Gain 1567.408011 Iteration 13Q (15.707807 sec): 210 clusters Score: Raw -892701.158588 + Penalty 222968.442134 = -669732.716454 nChanged 469 Deleting Class 210 (3 points): Lose 69.973027 but Gain 1436.368105 Iteration 14Q (15.880600 sec): 209 clusters Score: Raw -893054.270198 + Penalty 221715.548735 = -671338.721463 nChanged 380 Deleting Class 161 (5 points): Lose 58.298054 but Gain 1422.832307 Iteration 15Q (16.043434 sec): 208 clusters Score: Raw -893277.667248 + Penalty 220521.325210 = -672756.342038 nChanged 307 Deleting Class 204 (1 points): Lose 7.823913 but Gain 1370.204938 Iteration 16Q (16.196506 sec): 207 clusters Score: Raw -893516.680155 + Penalty 219278.364991 = -674238.315164 nChanged 275 Deleting Class 158 (4 points): Lose 52.104567 but Gain 1395.362655 Iteration 17Q (16.344008 sec): 206 clusters Score: Raw -893694.476968 + Penalty 217972.318871 = -675722.158097 nChanged 223 Deleting Class 126 (3 points): Lose 34.337044 but Gain 1373.174687 Iteration 18Q (16.486032 sec): 205 clusters Score: Raw -893844.546498 + Penalty 216655.665781 = -677188.880717 nChanged 176 Deleting Class 102 (9 points): Lose 116.151346 but Gain 1452.823492 Iteration 19Q (16.623002 sec): 204 clusters Score: Raw -893879.708185 + Penalty 215334.358825 = -678545.349360 nChanged 174 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.20 GB. Compute initial score before splitting: Score: Raw -893879.708185 + Penalty 215334.358825 = -678545.349360Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 1 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.697625 sec): 2 clusters Score: Raw -2527.608144 + Penalty 368.013813 = -2159.594331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.697957 sec): 3 clusters Score: Raw -2524.870415 + Penalty 733.868869 = -1791.001546 nChanged 2 SP:Iteration 1Q (16.698261 sec): 3 clusters Score: Raw -2528.998896 + Penalty 735.488281 = -1793.510615 nChanged 3 SP:Iteration 2F (16.698562 sec): 3 clusters Score: Raw -2535.064753 + Penalty 731.863042 = -1803.201711 nChanged 1 SP:Iteration 3Q (16.698858 sec): 3 clusters Score: Raw -2536.030214 + Penalty 731.863042 = -1804.167172 nChanged 0 SP:Iteration 4F (16.699156 sec): 3 clusters Score: Raw -2536.030214 + Penalty 731.863042 = -1804.167172 nChanged 0 Memory request: 0.02 GB would take us to total of 0.22 GB. Trying to split cluster 2 (3187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.713759 sec): 2 clusters Score: Raw -144277.672668 + Penalty 321.065930 = -143956.606738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.719600 sec): 3 clusters Score: Raw -142231.330485 + Penalty 642.150501 = -141589.179984 nChanged 1431 SP:Iteration 1F (16.725305 sec): 3 clusters Score: Raw -143213.047453 + Penalty 642.213404 = -142570.834049 nChanged 345 SP:Iteration 2F (16.730998 sec): 3 clusters Score: Raw -143457.965909 + Penalty 636.922786 = -142821.043123 nChanged 247 SP:Iteration 3F (16.736691 sec): 3 clusters Score: Raw -143654.525306 + Penalty 631.986335 = -143022.538971 nChanged 172 SP:Iteration 4F (16.742376 sec): 3 clusters Score: Raw -143742.661185 + Penalty 629.266604 = -143113.394581 nChanged 92 SP:Iteration 5Q (16.748007 sec): 3 clusters Score: Raw -143770.069947 + Penalty 626.881030 = -143143.188917 nChanged 51 SP:Iteration 6Q (16.753659 sec): 3 clusters Score: Raw -143781.787274 + Penalty 624.734249 = -143157.053025 nChanged 35 SP:Iteration 7Q (16.759200 sec): 3 clusters Score: Raw -143788.377806 + Penalty 622.271128 = -143166.106678 nChanged 27 SP:Iteration 8Q (16.764743 sec): 3 clusters Score: Raw -143794.738599 + Penalty 619.506149 = -143175.232450 nChanged 25 SP:Iteration 9Q (16.770256 sec): 3 clusters Score: Raw -143799.670662 + Penalty 616.435707 = -143183.234955 nChanged 30 SP:Iteration 10F (16.775942 sec): 3 clusters Score: Raw -143808.910998 + Penalty 613.531260 = -143195.379738 nChanged 30 SP:Iteration 11Q (16.781651 sec): 3 clusters Score: Raw -143818.241406 + Penalty 610.386836 = -143207.854570 nChanged 32 SP:Iteration 12Q (16.787512 sec): 3 clusters Score: Raw -143824.351375 + Penalty 608.460693 = -143215.890682 nChanged 25 SP:Iteration 13Q (16.792979 sec): 3 clusters Score: Raw -143828.629811 + Penalty 605.784818 = -143222.844993 nChanged 29 SP:Iteration 14Q (16.798388 sec): 3 clusters Score: Raw -143835.173625 + Penalty 603.791309 = -143231.382315 nChanged 31 SP:Iteration 15Q (16.803772 sec): 3 clusters Score: Raw -143844.548005 + Penalty 600.390906 = -143244.157099 nChanged 38 SP:Iteration 16Q (16.809138 sec): 3 clusters Score: Raw -143857.277371 + Penalty 595.996071 = -143261.281300 nChanged 43 SP:Iteration 17Q (16.814508 sec): 3 clusters Score: Raw -143870.871893 + Penalty 590.332754 = -143280.539139 nChanged 57 SP:Iteration 18Q (16.819842 sec): 3 clusters Score: Raw -143890.242461 + Penalty 583.990778 = -143306.251683 nChanged 65 SP:Iteration 19Q (16.825116 sec): 3 clusters Score: Raw -143912.095718 + Penalty 577.358713 = -143334.737005 nChanged 69 SP:Iteration 20F (16.830761 sec): 3 clusters Score: Raw -143935.137949 + Penalty 572.271039 = -143362.866911 nChanged 65 SP:Iteration 21Q (16.835953 sec): 3 clusters Score: Raw -143958.021208 + Penalty 567.896905 = -143390.124303 nChanged 61 SP:Iteration 22Q (16.841102 sec): 3 clusters Score: Raw -143980.062401 + Penalty 565.122783 = -143414.939618 nChanged 52 SP:Iteration 23Q (16.846242 sec): 3 clusters Score: Raw -143996.596000 + Penalty 557.778776 = -143438.817224 nChanged 51 SP:Iteration 24Q (16.851351 sec): 3 clusters Score: Raw -144012.997490 + Penalty 547.220235 = -143465.777255 nChanged 56 SP:Iteration 25Q (16.856384 sec): 3 clusters Score: Raw -144034.090139 + Penalty 538.637143 = -143495.452996 nChanged 63 SP:Iteration 26Q (16.861367 sec): 3 clusters Score: Raw -144061.575446 + Penalty 532.436248 = -143529.139199 nChanged 60 SP:Iteration 27Q (16.866296 sec): 3 clusters Score: Raw -144091.892475 + Penalty 527.204087 = -143564.688389 nChanged 51 SP:Iteration 28Q (16.871179 sec): 3 clusters Score: Raw -144118.000508 + Penalty 526.109679 = -143591.890828 nChanged 44 SP:Iteration 29Q (16.875994 sec): 3 clusters Score: Raw -144138.052452 + Penalty 524.632264 = -143613.420187 nChanged 34 SP:Iteration 30F (16.881628 sec): 3 clusters Score: Raw -144154.433323 + Penalty 516.345026 = -143638.088297 nChanged 33 SP:Iteration 31Q (16.886581 sec): 3 clusters Score: Raw -144169.628723 + Penalty 518.784676 = -143650.844048 nChanged 34 SP:Iteration 32Q (16.891434 sec): 3 clusters Score: Raw -144181.818020 + Penalty 518.520812 = -143663.297208 nChanged 27 SP:Iteration 33Q (16.896130 sec): 3 clusters Score: Raw -144192.054619 + Penalty 514.708253 = -143677.346366 nChanged 29 SP:Iteration 34Q (16.900795 sec): 3 clusters Score: Raw -144206.713848 + Penalty 524.705997 = -143682.007850 nChanged 30 SP:Iteration 35Q (16.905425 sec): 3 clusters Score: Raw -144222.383173 + Penalty 527.133376 = -143695.249797 nChanged 29 SP:Iteration 36Q (16.910010 sec): 3 clusters Score: Raw -144240.785271 + Penalty 580.832341 = -143659.952930 nChanged 22 SP:Iteration 37F (16.915689 sec): 3 clusters Score: Raw -144259.635717 + Penalty 995.024035 = -143264.611682 nChanged 18 SP:Iteration 38F (16.921470 sec): 3 clusters Score: Raw -144276.081969 + Penalty 1020.726525 = -143255.355444 nChanged 1 SP:Iteration 39F (16.927111 sec): 3 clusters Score: Raw -144276.118612 + Penalty 996.506775 = -143279.611837 nChanged 1 SP:Iteration 40F (16.932856 sec): 3 clusters Score: Raw -144275.611095 + Penalty 1017.947893 = -143257.663202 nChanged 1 SP:Iteration 41F (16.938805 sec): 3 clusters Score: Raw -144275.641674 + Penalty 321.065930 = -143954.575744 nChanged 1 SP:Iteration 42Q (16.943283 sec): 2 clusters Score: Raw -144277.672668 + Penalty 321.065930 = -143956.606738 nChanged 0 SP:Iteration 43F (16.947720 sec): 2 clusters Score: Raw -144277.672668 + Penalty 321.065930 = -143956.606738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 3 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.949463 sec): 2 clusters Score: Raw -9071.748343 + Penalty 465.867673 = -8605.880671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.950021 sec): 3 clusters Score: Raw -9003.600949 + Penalty 942.960187 = -8060.640762 nChanged 40 SP:Iteration 1F (16.950566 sec): 3 clusters Score: Raw -9049.199700 + Penalty 948.123897 = -8101.075803 nChanged 11 SP:Iteration 2F (16.951108 sec): 3 clusters Score: Raw -9062.520132 + Penalty 954.460908 = -8108.059223 nChanged 8 SP:Iteration 3Q (16.951645 sec): 3 clusters Score: Raw -9076.670733 + Penalty 955.748338 = -8120.922395 nChanged 5 SP:Iteration 4Q (16.952171 sec): 3 clusters Score: Raw -9083.472296 + Penalty 959.557524 = -8123.914771 nChanged 2 SP:Iteration 5Q (16.952693 sec): 3 clusters Score: Raw -9086.066574 + Penalty 959.851365 = -8126.215210 nChanged 3 SP:Iteration 6Q (16.953214 sec): 3 clusters Score: Raw -9093.868859 + Penalty 959.574536 = -8134.294323 nChanged 2 SP:Iteration 7Q (16.953716 sec): 3 clusters Score: Raw -9095.017074 + Penalty 957.804136 = -8137.212938 nChanged 1 SP:Iteration 8Q (16.954221 sec): 3 clusters Score: Raw -9097.207857 + Penalty 957.804136 = -8139.403721 nChanged 0 SP:Iteration 9F (16.954747 sec): 3 clusters Score: Raw -9097.207857 + Penalty 957.804136 = -8139.403721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 4 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.955722 sec): 2 clusters Score: Raw -462.004014 + Penalty 122.059869 = -339.944145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.955953 sec): 3 clusters Score: Raw -462.695627 + Penalty 234.240753 = -228.454874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 5 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.957083 sec): 2 clusters Score: Raw -7023.003055 + Penalty 764.784733 = -6258.218322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.957563 sec): 3 clusters Score: Raw -7105.585685 + Penalty 1529.765089 = -5575.820595 nChanged 14 SP:Iteration 1F (16.958036 sec): 3 clusters Score: Raw -7146.686489 + Penalty 1530.014805 = -5616.671685 nChanged 5 SP:Iteration 2Q (16.958489 sec): 3 clusters Score: Raw -7167.011027 + Penalty 1529.809066 = -5637.201961 nChanged 1 SP:Iteration 3Q (16.958935 sec): 3 clusters Score: Raw -7171.385341 + Penalty 1529.477810 = -5641.907531 nChanged 2 SP:Iteration 4Q (16.959409 sec): 3 clusters Score: Raw -7179.723478 + Penalty 1529.267039 = -5650.456439 nChanged 1 SP:Iteration 5Q (16.959852 sec): 3 clusters Score: Raw -7185.457246 + Penalty 1529.267039 = -5656.190207 nChanged 0 SP:Iteration 6F (16.960325 sec): 3 clusters Score: Raw -7185.457246 + Penalty 1529.267039 = -5656.190207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 6 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.962704 sec): 2 clusters Score: Raw -16543.976176 + Penalty 346.260889 = -16197.715287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.963523 sec): 3 clusters Score: Raw -16380.520888 + Penalty 698.705467 = -15681.815421 nChanged 117 SP:Iteration 1F (16.964325 sec): 3 clusters Score: Raw -16499.349837 + Penalty 713.321639 = -15786.028198 nChanged 38 SP:Iteration 2F (16.965128 sec): 3 clusters Score: Raw -16547.112845 + Penalty 727.516485 = -15819.596360 nChanged 20 SP:Iteration 3F (16.965934 sec): 3 clusters Score: Raw -16575.355456 + Penalty 730.899056 = -15844.456400 nChanged 6 SP:Iteration 4Q (16.966720 sec): 3 clusters Score: Raw -16583.232746 + Penalty 731.811904 = -15851.420842 nChanged 3 SP:Iteration 5Q (16.967493 sec): 3 clusters Score: Raw -16585.621151 + Penalty 731.811904 = -15853.809247 nChanged 0 SP:Iteration 6F (16.968293 sec): 3 clusters Score: Raw -16585.621151 + Penalty 731.811904 = -15853.809247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 7 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.970058 sec): 2 clusters Score: Raw -12794.185365 + Penalty 709.029244 = -12085.156121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.970728 sec): 3 clusters Score: Raw -12788.019963 + Penalty 1417.795324 = -11370.224638 nChanged 47 SP:Iteration 1F (16.971386 sec): 3 clusters Score: Raw -12846.208042 + Penalty 1417.946915 = -11428.261127 nChanged 8 SP:Iteration 2Q (16.972031 sec): 3 clusters Score: Raw -12860.049150 + Penalty 1418.320009 = -11441.729141 nChanged 2 SP:Iteration 3Q (16.972672 sec): 3 clusters Score: Raw -12863.163947 + Penalty 1418.567175 = -11444.596772 nChanged 2 SP:Iteration 4Q (16.973310 sec): 3 clusters Score: Raw -12870.105826 + Penalty 1418.663472 = -11451.442354 nChanged 2 SP:Iteration 5Q (16.973951 sec): 3 clusters Score: Raw -12871.419512 + Penalty 1418.943446 = -11452.476067 nChanged 1 SP:Iteration 6Q (16.974589 sec): 3 clusters Score: Raw -12872.730207 + Penalty 1419.558298 = -11453.171909 nChanged 2 SP:Iteration 7Q (16.975224 sec): 3 clusters Score: Raw -12874.367771 + Penalty 1420.331936 = -11454.035835 nChanged 4 SP:Iteration 8Q (16.975867 sec): 3 clusters Score: Raw -12880.626369 + Penalty 1420.953664 = -11459.672705 nChanged 4 SP:Iteration 9Q (16.976503 sec): 3 clusters Score: Raw -12885.347667 + Penalty 1421.546850 = -11463.800818 nChanged 2 SP:Iteration 10F (16.977160 sec): 3 clusters Score: Raw -12887.795948 + Penalty 1423.470998 = -11464.324950 nChanged 4 SP:Iteration 11Q (16.977797 sec): 3 clusters Score: Raw -12891.428612 + Penalty 1426.813000 = -11464.615612 nChanged 5 SP:Iteration 12Q (16.978433 sec): 3 clusters Score: Raw -12899.977225 + Penalty 1429.675733 = -11470.301492 nChanged 6 SP:Iteration 13Q (16.979066 sec): 3 clusters Score: Raw -12914.180038 + Penalty 1433.717856 = -11480.462182 nChanged 6 SP:Iteration 14Q (16.979697 sec): 3 clusters Score: Raw -12921.483626 + Penalty 1434.850429 = -11486.633197 nChanged 3 SP:Iteration 15Q (16.980326 sec): 3 clusters Score: Raw -12926.568621 + Penalty 1436.356771 = -11490.211849 nChanged 1 SP:Iteration 16Q (16.980955 sec): 3 clusters Score: Raw -12927.841530 + Penalty 1436.356771 = -11491.484759 nChanged 0 SP:Iteration 17F (16.981610 sec): 3 clusters Score: Raw -12927.841530 + Penalty 1436.356771 = -11491.484759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 8 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.982901 sec): 2 clusters Score: Raw -4945.927223 + Penalty 433.752811 = -4512.174411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.983324 sec): 3 clusters Score: Raw -4975.372616 + Penalty 866.876087 = -4108.496529 nChanged 19 SP:Iteration 1F (16.983748 sec): 3 clusters Score: Raw -5007.594395 + Penalty 866.822613 = -4140.771782 nChanged 3 SP:Iteration 2Q (16.984153 sec): 3 clusters Score: Raw -5009.660501 + Penalty 866.026554 = -4143.633948 nChanged 2 SP:Iteration 3Q (16.984574 sec): 3 clusters Score: Raw -5016.160434 + Penalty 865.428322 = -4150.732112 nChanged 2 SP:Iteration 4Q (16.984993 sec): 3 clusters Score: Raw -5020.488366 + Penalty 866.385904 = -4154.102461 nChanged 3 SP:Iteration 5Q (16.985403 sec): 3 clusters Score: Raw -5023.390103 + Penalty 867.459176 = -4155.930927 nChanged 2 SP:Iteration 6Q (16.985809 sec): 3 clusters Score: Raw -5024.911879 + Penalty 867.459176 = -4157.452703 nChanged 0 SP:Iteration 7F (16.986229 sec): 3 clusters Score: Raw -5024.911879 + Penalty 867.459176 = -4157.452703 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 9 (1026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.991879 sec): 2 clusters Score: Raw -44802.719207 + Penalty 616.320255 = -44186.398953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.993885 sec): 3 clusters Score: Raw -44277.411347 + Penalty 1234.130489 = -43043.280858 nChanged 383 SP:Iteration 1F (16.995860 sec): 3 clusters Score: Raw -44529.040313 + Penalty 1235.247355 = -43293.792959 nChanged 114 SP:Iteration 2F (16.997800 sec): 3 clusters Score: Raw -44675.129049 + Penalty 1234.881763 = -43440.247286 nChanged 106 SP:Iteration 3F (16.999732 sec): 3 clusters Score: Raw -44821.238120 + Penalty 1233.965612 = -43587.272509 nChanged 84 SP:Iteration 4F (17.001668 sec): 3 clusters Score: Raw -44956.708441 + Penalty 1231.840390 = -43724.868051 nChanged 69 SP:Iteration 5F (17.003601 sec): 3 clusters Score: Raw -45062.861617 + Penalty 1230.301908 = -43832.559709 nChanged 41 SP:Iteration 6Q (17.005407 sec): 3 clusters Score: Raw -45110.903599 + Penalty 1230.229705 = -43880.673894 nChanged 35 SP:Iteration 7Q (17.007199 sec): 3 clusters Score: Raw -45147.956005 + Penalty 1230.605797 = -43917.350208 nChanged 18 SP:Iteration 8Q (17.008977 sec): 3 clusters Score: Raw -45167.868828 + Penalty 1232.778269 = -43935.090559 nChanged 21 SP:Iteration 9Q (17.010747 sec): 3 clusters Score: Raw -45184.933895 + Penalty 1234.284310 = -43950.649585 nChanged 18 SP:Iteration 10F (17.012679 sec): 3 clusters Score: Raw -45196.778806 + Penalty 1235.605670 = -43961.173136 nChanged 14 SP:Iteration 11Q (17.014441 sec): 3 clusters Score: Raw -45205.385098 + Penalty 1236.353210 = -43969.031887 nChanged 9 SP:Iteration 12Q (17.016254 sec): 3 clusters Score: Raw -45209.622117 + Penalty 1236.728584 = -43972.893533 nChanged 12 SP:Iteration 13Q (17.018046 sec): 3 clusters Score: Raw -45218.400319 + Penalty 1236.532814 = -43981.867505 nChanged 10 SP:Iteration 14Q (17.019826 sec): 3 clusters Score: Raw -45227.763377 + Penalty 1236.242865 = -43991.520513 nChanged 9 SP:Iteration 15Q (17.021571 sec): 3 clusters Score: Raw -45233.428247 + Penalty 1235.668404 = -43997.759843 nChanged 9 SP:Iteration 16Q (17.023313 sec): 3 clusters Score: Raw -45240.043826 + Penalty 1235.318524 = -44004.725301 nChanged 8 SP:Iteration 17Q (17.025053 sec): 3 clusters Score: Raw -45242.582208 + Penalty 1235.099791 = -44007.482417 nChanged 3 SP:Iteration 18Q (17.026791 sec): 3 clusters Score: Raw -45244.597622 + Penalty 1234.816686 = -44009.780936 nChanged 4 SP:Iteration 19Q (17.028524 sec): 3 clusters Score: Raw -45246.075233 + Penalty 1234.386630 = -44011.688603 nChanged 3 SP:Iteration 20F (17.030456 sec): 3 clusters Score: Raw -45247.060279 + Penalty 1234.279345 = -44012.780934 nChanged 1 SP:Iteration 21Q (17.032193 sec): 3 clusters Score: Raw -45247.224683 + Penalty 1234.279345 = -44012.945338 nChanged 0 SP:Iteration 22F (17.034123 sec): 3 clusters Score: Raw -45247.224683 + Penalty 1234.279345 = -44012.945338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 10 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.035866 sec): 2 clusters Score: Raw -3584.707590 + Penalty 183.269215 = -3401.438375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.036211 sec): 3 clusters Score: Raw -3556.751414 + Penalty 393.423703 = -3163.327710 nChanged 17 SP:Iteration 1F (17.036550 sec): 3 clusters Score: Raw -3576.556958 + Penalty 425.426515 = -3151.130443 nChanged 7 SP:Iteration 2F (17.036890 sec): 3 clusters Score: Raw -3586.274773 + Penalty 429.933560 = -3156.341213 nChanged 2 SP:Iteration 3Q (17.037228 sec): 3 clusters Score: Raw -3587.574910 + Penalty 445.493950 = -3142.080959 nChanged 2 SP:Iteration 4F (17.037568 sec): 3 clusters Score: Raw -3589.016311 + Penalty 445.493950 = -3143.522361 nChanged 0 Memory request: 0.04 GB would take us to total of 0.24 GB. Trying to split cluster 11 (8674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.075066 sec): 2 clusters Score: Raw -374290.715149 + Penalty 291.511752 = -373999.203398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.091702 sec): 3 clusters Score: Raw -368501.087996 + Penalty 579.487761 = -367921.600235 nChanged 4044 SP:Iteration 1F (17.107365 sec): 3 clusters Score: Raw -370700.373257 + Penalty 575.863417 = -370124.509839 nChanged 1647 SP:Iteration 2F (17.123067 sec): 3 clusters Score: Raw -372359.888927 + Penalty 564.596530 = -371795.292397 nChanged 906 SP:Iteration 3F (17.138656 sec): 3 clusters Score: Raw -373457.541595 + Penalty 555.500494 = -372902.041101 nChanged 348 SP:Iteration 4Q (17.154535 sec): 3 clusters Score: Raw -373872.578217 + Penalty 551.576421 = -373321.001797 nChanged 175 SP:Iteration 5Q (17.167902 sec): 3 clusters Score: Raw -373971.655141 + Penalty 549.653246 = -373422.001896 nChanged 124 SP:Iteration 6Q (17.181084 sec): 3 clusters Score: Raw -374024.508307 + Penalty 547.030720 = -373477.477588 nChanged 93 SP:Iteration 7Q (17.194326 sec): 3 clusters Score: Raw -374057.779253 + Penalty 543.613485 = -373514.165767 nChanged 79 SP:Iteration 8Q (17.207496 sec): 3 clusters Score: Raw -374085.964817 + Penalty 539.259929 = -373546.704888 nChanged 83 SP:Iteration 9Q (17.220425 sec): 3 clusters Score: Raw -374114.634909 + Penalty 528.891429 = -373585.743479 nChanged 73 SP:Iteration 10F (17.236108 sec): 3 clusters Score: Raw -374144.924520 + Penalty 524.333297 = -373620.591222 nChanged 75 SP:Iteration 11Q (17.248945 sec): 3 clusters Score: Raw -374177.579514 + Penalty 521.869070 = -373655.710444 nChanged 59 SP:Iteration 12Q (17.261852 sec): 3 clusters Score: Raw -374201.075905 + Penalty 519.269058 = -373681.806847 nChanged 52 SP:Iteration 13Q (17.274553 sec): 3 clusters Score: Raw -374219.681733 + Penalty 513.757820 = -373705.923913 nChanged 42 SP:Iteration 14Q (17.287399 sec): 3 clusters Score: Raw -374232.968366 + Penalty 515.314453 = -373717.653912 nChanged 29 SP:Iteration 15Q (17.300437 sec): 3 clusters Score: Raw -374241.215934 + Penalty 512.170799 = -373729.045136 nChanged 25 SP:Iteration 16Q (17.313037 sec): 3 clusters Score: Raw -374246.612873 + Penalty 511.580231 = -373735.032642 nChanged 28 SP:Iteration 17Q (17.325687 sec): 3 clusters Score: Raw -374253.753428 + Penalty 510.206352 = -373743.547076 nChanged 25 SP:Iteration 18Q (17.338250 sec): 3 clusters Score: Raw -374259.815691 + Penalty 510.269780 = -373749.545911 nChanged 19 SP:Iteration 19Q (17.350761 sec): 3 clusters Score: Raw -374263.871819 + Penalty 510.370692 = -373753.501127 nChanged 10 SP:Iteration 20F (17.366494 sec): 3 clusters Score: Raw -374265.892164 + Penalty 511.012838 = -373754.879326 nChanged 8 SP:Iteration 21Q (17.379016 sec): 3 clusters Score: Raw -374266.973837 + Penalty 510.649269 = -373756.324568 nChanged 5 SP:Iteration 22Q (17.391618 sec): 3 clusters Score: Raw -374267.361850 + Penalty 510.591058 = -373756.770792 nChanged 7 SP:Iteration 23Q (17.404264 sec): 3 clusters Score: Raw -374268.308195 + Penalty 512.100397 = -373756.207798 nChanged 7 SP:Iteration 24F (17.419988 sec): 3 clusters Score: Raw -374268.835223 + Penalty 511.643345 = -373757.191879 nChanged 5 SP:Iteration 25Q (17.432569 sec): 3 clusters Score: Raw -374269.248899 + Penalty 512.339212 = -373756.909688 nChanged 6 SP:Iteration 26F (17.448122 sec): 3 clusters Score: Raw -374269.889216 + Penalty 512.096091 = -373757.793125 nChanged 6 SP:Iteration 27Q (17.460643 sec): 3 clusters Score: Raw -374271.077208 + Penalty 509.324472 = -373761.752735 nChanged 8 SP:Iteration 28Q (17.473074 sec): 3 clusters Score: Raw -374272.985405 + Penalty 505.918862 = -373767.066543 nChanged 10 SP:Iteration 29Q (17.485621 sec): 3 clusters Score: Raw -374275.234777 + Penalty 501.994986 = -373773.239790 nChanged 6 SP:Iteration 30F (17.501249 sec): 3 clusters Score: Raw -374277.022267 + Penalty 495.222539 = -373781.799729 nChanged 10 SP:Iteration 31Q (17.513790 sec): 3 clusters Score: Raw -374281.026546 + Penalty 490.885156 = -373790.141390 nChanged 10 SP:Iteration 32Q (17.526418 sec): 3 clusters Score: Raw -374283.526276 + Penalty 488.116933 = -373795.409343 nChanged 10 SP:Iteration 33Q (17.538830 sec): 3 clusters Score: Raw -374285.977168 + Penalty 489.015263 = -373796.961904 nChanged 7 SP:Iteration 34Q (17.551388 sec): 3 clusters Score: Raw -374286.953102 + Penalty 484.702726 = -373802.250376 nChanged 9 SP:Iteration 35Q (17.563872 sec): 3 clusters Score: Raw -374289.200638 + Penalty 483.939776 = -373805.260862 nChanged 6 SP:Iteration 36Q (17.576225 sec): 3 clusters Score: Raw -374290.082353 + Penalty 484.954086 = -373805.128267 nChanged 6 SP:Iteration 37F (17.591847 sec): 3 clusters Score: Raw -374290.830153 + Penalty 485.428684 = -373805.401469 nChanged 5 SP:Iteration 38Q (17.604359 sec): 3 clusters Score: Raw -374291.679173 + Penalty 486.447436 = -373805.231738 nChanged 5 SP:Iteration 39F (17.620061 sec): 3 clusters Score: Raw -374292.537379 + Penalty 484.696775 = -373807.840603 nChanged 3 SP:Iteration 40F (17.635596 sec): 3 clusters Score: Raw -374292.840549 + Penalty 482.331113 = -373810.509437 nChanged 4 SP:Iteration 41Q (17.647920 sec): 3 clusters Score: Raw -374293.252236 + Penalty 482.717668 = -373810.534568 nChanged 2 SP:Iteration 42Q (17.660380 sec): 3 clusters Score: Raw -374293.409844 + Penalty 483.928438 = -373809.481406 nChanged 2 SP:Iteration 43F (17.675956 sec): 3 clusters Score: Raw -374293.522016 + Penalty 483.923584 = -373809.598432 nChanged 1 SP:Iteration 44Q (17.688386 sec): 3 clusters Score: Raw -374293.567127 + Penalty 483.923584 = -373809.643543 nChanged 0 SP:Iteration 45F (17.704076 sec): 3 clusters Score: Raw -374293.567127 + Penalty 483.923584 = -373809.643543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 12 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.710871 sec): 2 clusters Score: Raw -537.716915 + Penalty 274.722420 = -262.994494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.711110 sec): 3 clusters Score: Raw -544.842331 + Penalty 545.202236 = 0.359905 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 13 (908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.714504 sec): 2 clusters Score: Raw -44860.211467 + Penalty 452.647284 = -44407.564183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.716323 sec): 3 clusters Score: Raw -44351.786121 + Penalty 926.017264 = -43425.768857 nChanged 354 SP:Iteration 1F (17.718070 sec): 3 clusters Score: Raw -44673.751351 + Penalty 942.960333 = -43730.791017 nChanged 99 SP:Iteration 2F (17.719810 sec): 3 clusters Score: Raw -44769.686620 + Penalty 954.515357 = -43815.171263 nChanged 43 SP:Iteration 3Q (17.721545 sec): 3 clusters Score: Raw -44817.360295 + Penalty 959.889478 = -43857.470817 nChanged 26 SP:Iteration 4Q (17.723228 sec): 3 clusters Score: Raw -44842.367047 + Penalty 959.291748 = -43883.075299 nChanged 14 SP:Iteration 5Q (17.724871 sec): 3 clusters Score: Raw -44858.872603 + Penalty 962.253442 = -43896.619161 nChanged 8 SP:Iteration 6Q (17.726476 sec): 3 clusters Score: Raw -44863.507826 + Penalty 965.523441 = -43897.984385 nChanged 5 SP:Iteration 7Q (17.728071 sec): 3 clusters Score: Raw -44866.769529 + Penalty 971.877597 = -43894.891932 nChanged 7 SP:Iteration 8F (17.729807 sec): 3 clusters Score: Raw -44872.471503 + Penalty 975.391134 = -43897.080369 nChanged 9 SP:Iteration 9Q (17.731386 sec): 3 clusters Score: Raw -44876.680435 + Penalty 979.392533 = -43897.287902 nChanged 6 SP:Iteration 10F (17.733120 sec): 3 clusters Score: Raw -44879.262183 + Penalty 983.730277 = -43895.531906 nChanged 5 SP:Iteration 11F (17.734951 sec): 3 clusters Score: Raw -44881.661206 + Penalty 984.344050 = -43897.317157 nChanged 7 SP:Iteration 12Q (17.736503 sec): 3 clusters Score: Raw -44884.816895 + Penalty 982.166725 = -43902.650170 nChanged 3 SP:Iteration 13Q (17.738044 sec): 3 clusters Score: Raw -44886.237768 + Penalty 981.810590 = -43904.427178 nChanged 4 SP:Iteration 14Q (17.739579 sec): 3 clusters Score: Raw -44889.984486 + Penalty 986.484192 = -43903.500294 nChanged 7 SP:Iteration 15F (17.741371 sec): 3 clusters Score: Raw -44895.724472 + Penalty 987.535463 = -43908.189009 nChanged 5 SP:Iteration 16Q (17.742923 sec): 3 clusters Score: Raw -44899.427336 + Penalty 988.092914 = -43911.334422 nChanged 3 SP:Iteration 17Q (17.744470 sec): 3 clusters Score: Raw -44903.187374 + Penalty 989.828943 = -43913.358431 nChanged 2 SP:Iteration 18Q (17.745984 sec): 3 clusters Score: Raw -44904.269114 + Penalty 989.828943 = -43914.440171 nChanged 0 SP:Iteration 19F (17.747801 sec): 3 clusters Score: Raw -44904.269114 + Penalty 989.828943 = -43914.440171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 14 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.750369 sec): 2 clusters Score: Raw -21562.259444 + Penalty 346.684213 = -21215.575231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.751382 sec): 3 clusters Score: Raw -21332.238701 + Penalty 714.428604 = -20617.810096 nChanged 166 SP:Iteration 1F (17.752381 sec): 3 clusters Score: Raw -21469.090154 + Penalty 730.232066 = -20738.858088 nChanged 39 SP:Iteration 2F (17.753377 sec): 3 clusters Score: Raw -21508.648337 + Penalty 749.868008 = -20758.780329 nChanged 26 SP:Iteration 3F (17.754371 sec): 3 clusters Score: Raw -21547.246285 + Penalty 771.955961 = -20775.290323 nChanged 26 SP:Iteration 4F (17.755363 sec): 3 clusters Score: Raw -21578.859761 + Penalty 781.121475 = -20797.738287 nChanged 7 SP:Iteration 5Q (17.756328 sec): 3 clusters Score: Raw -21586.258029 + Penalty 780.787040 = -20805.470989 nChanged 2 SP:Iteration 6Q (17.757271 sec): 3 clusters Score: Raw -21587.794410 + Penalty 781.024219 = -20806.770191 nChanged 1 SP:Iteration 7Q (17.758214 sec): 3 clusters Score: Raw -21588.503976 + Penalty 780.572166 = -20807.931810 nChanged 2 SP:Iteration 8Q (17.759151 sec): 3 clusters Score: Raw -21589.328065 + Penalty 779.367416 = -20809.960649 nChanged 1 SP:Iteration 9Q (17.760090 sec): 3 clusters Score: Raw -21589.611236 + Penalty 779.367416 = -20810.243820 nChanged 0 SP:Iteration 10F (17.761083 sec): 3 clusters Score: Raw -21589.611236 + Penalty 779.367416 = -20810.243820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 15 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.762692 sec): 2 clusters Score: Raw -17200.228924 + Penalty 515.291954 = -16684.936970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.763586 sec): 3 clusters Score: Raw -17069.693051 + Penalty 1031.447637 = -16038.245413 nChanged 92 SP:Iteration 1F (17.764485 sec): 3 clusters Score: Raw -17162.806967 + Penalty 1031.117513 = -16131.689454 nChanged 28 SP:Iteration 2F (17.765350 sec): 3 clusters Score: Raw -17190.460968 + Penalty 1031.042552 = -16159.418416 nChanged 13 SP:Iteration 3Q (17.766209 sec): 3 clusters Score: Raw -17202.668751 + Penalty 1031.570782 = -16171.097969 nChanged 8 SP:Iteration 4Q (17.767061 sec): 3 clusters Score: Raw -17209.774930 + Penalty 1032.317469 = -16177.457461 nChanged 7 SP:Iteration 5Q (17.767885 sec): 3 clusters Score: Raw -17216.308961 + Penalty 1033.354490 = -16182.954471 nChanged 6 SP:Iteration 6Q (17.768703 sec): 3 clusters Score: Raw -17221.687765 + Penalty 1034.646170 = -16187.041595 nChanged 5 SP:Iteration 7Q (17.769517 sec): 3 clusters Score: Raw -17225.533133 + Penalty 1035.279065 = -16190.254069 nChanged 3 SP:Iteration 8Q (17.770330 sec): 3 clusters Score: Raw -17228.944971 + Penalty 1037.767389 = -16191.177582 nChanged 6 SP:Iteration 9Q (17.771144 sec): 3 clusters Score: Raw -17233.907389 + Penalty 1041.441427 = -16192.465962 nChanged 5 SP:Iteration 10F (17.771974 sec): 3 clusters Score: Raw -17238.207978 + Penalty 1047.785999 = -16190.421979 nChanged 10 SP:Iteration 11F (17.772804 sec): 3 clusters Score: Raw -17247.548994 + Penalty 1054.664515 = -16192.884479 nChanged 9 SP:Iteration 12Q (17.773617 sec): 3 clusters Score: Raw -17252.732005 + Penalty 1055.422708 = -16197.309297 nChanged 2 SP:Iteration 13Q (17.774429 sec): 3 clusters Score: Raw -17253.036374 + Penalty 1055.422708 = -16197.613666 nChanged 0 SP:Iteration 14F (17.775258 sec): 3 clusters Score: Raw -17253.036374 + Penalty 1055.422708 = -16197.613666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 16 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.775807 sec): 2 clusters Score: Raw -864.710813 + Penalty 242.254121 = -622.456692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.776048 sec): 3 clusters Score: Raw -862.299414 + Penalty 483.301081 = -378.998333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 17 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.776522 sec): 2 clusters Score: Raw -453.479041 + Penalty 224.125607 = -229.353433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.776745 sec): 3 clusters Score: Raw -458.756933 + Penalty 447.493402 = -11.263531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 18 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.777469 sec): 2 clusters Score: Raw -5148.855840 + Penalty 601.887342 = -4546.968498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.777865 sec): 3 clusters Score: Raw -5181.686176 + Penalty 1203.947580 = -3977.738596 nChanged 8 SP:Iteration 1F (17.778255 sec): 3 clusters Score: Raw -5203.959625 + Penalty 1203.947580 = -4000.012045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 19 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.779675 sec): 2 clusters Score: Raw -10860.915198 + Penalty 529.321323 = -10331.593876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.780255 sec): 3 clusters Score: Raw -10795.709662 + Penalty 1066.019505 = -9729.690157 nChanged 47 SP:Iteration 1F (17.780819 sec): 3 clusters Score: Raw -10849.388515 + Penalty 1072.694964 = -9776.693551 nChanged 10 SP:Iteration 2Q (17.781380 sec): 3 clusters Score: Raw -10861.643897 + Penalty 1073.209508 = -9788.434390 nChanged 5 SP:Iteration 3Q (17.781938 sec): 3 clusters Score: Raw -10866.241093 + Penalty 1072.431951 = -9793.809141 nChanged 3 SP:Iteration 4Q (17.782497 sec): 3 clusters Score: Raw -10871.266139 + Penalty 1071.957710 = -9799.308428 nChanged 1 SP:Iteration 5Q (17.783055 sec): 3 clusters Score: Raw -10871.953426 + Penalty 1071.957710 = -9799.995715 nChanged 0 SP:Iteration 6F (17.783617 sec): 3 clusters Score: Raw -10871.953426 + Penalty 1071.957710 = -9799.995715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 20 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.784324 sec): 2 clusters Score: Raw -1096.195070 + Penalty 379.890537 = -716.304534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.784576 sec): 3 clusters Score: Raw -1154.318643 + Penalty 759.155918 = -395.162725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 21 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.785179 sec): 2 clusters Score: Raw -3030.249442 + Penalty 443.033902 = -2587.215539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.785496 sec): 3 clusters Score: Raw -3052.008035 + Penalty 886.329497 = -2165.678538 nChanged 2 SP:Iteration 1Q (17.785802 sec): 3 clusters Score: Raw -3057.289285 + Penalty 886.067805 = -2171.221480 nChanged 1 SP:Iteration 2Q (17.786111 sec): 3 clusters Score: Raw -3059.712297 + Penalty 886.067805 = -2173.644492 nChanged 0 SP:Iteration 3F (17.786422 sec): 3 clusters Score: Raw -3059.712297 + Penalty 886.067805 = -2173.644492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 22 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.787184 sec): 2 clusters Score: Raw -4837.272957 + Penalty 745.537952 = -4091.735005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.787598 sec): 3 clusters Score: Raw -4915.585319 + Penalty 1491.135717 = -3424.449603 nChanged 8 SP:Iteration 1F (17.788035 sec): 3 clusters Score: Raw -4953.185954 + Penalty 1491.140151 = -3462.045803 nChanged 1 SP:Iteration 2Q (17.788420 sec): 3 clusters Score: Raw -4957.869488 + Penalty 1491.140151 = -3466.729337 nChanged 0 SP:Iteration 3F (17.788827 sec): 3 clusters Score: Raw -4957.869488 + Penalty 1491.140151 = -3466.729337 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 23 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.790926 sec): 2 clusters Score: Raw -26699.684158 + Penalty 276.414033 = -26423.270125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.792196 sec): 3 clusters Score: Raw -26366.283288 + Penalty 548.906775 = -25817.376513 nChanged 225 SP:Iteration 1F (17.793446 sec): 3 clusters Score: Raw -26490.793572 + Penalty 540.573845 = -25950.219727 nChanged 81 SP:Iteration 2F (17.794731 sec): 3 clusters Score: Raw -26551.705518 + Penalty 532.051355 = -26019.654164 nChanged 53 SP:Iteration 3F (17.796005 sec): 3 clusters Score: Raw -26595.333036 + Penalty 523.735503 = -26071.597533 nChanged 34 SP:Iteration 4F (17.797278 sec): 3 clusters Score: Raw -26629.421657 + Penalty 520.546824 = -26108.874832 nChanged 22 SP:Iteration 5Q (17.798545 sec): 3 clusters Score: Raw -26655.844109 + Penalty 521.758164 = -26134.085945 nChanged 17 SP:Iteration 6Q (17.799788 sec): 3 clusters Score: Raw -26687.298960 + Penalty 528.030805 = -26159.268155 nChanged 9 SP:Iteration 7Q (17.800965 sec): 3 clusters Score: Raw -26697.879925 + Penalty 535.352418 = -26162.527507 nChanged 8 SP:Iteration 8Q (17.802089 sec): 3 clusters Score: Raw -26704.676008 + Penalty 538.178404 = -26166.497603 nChanged 4 SP:Iteration 9Q (17.803203 sec): 3 clusters Score: Raw -26708.703201 + Penalty 537.157756 = -26171.545445 nChanged 2 SP:Iteration 10F (17.804501 sec): 3 clusters Score: Raw -26710.835628 + Penalty 539.765364 = -26171.070264 nChanged 4 SP:Iteration 11F (17.805771 sec): 3 clusters Score: Raw -26715.323933 + Penalty 548.168403 = -26167.155529 nChanged 5 SP:Iteration 12F (17.807044 sec): 3 clusters Score: Raw -26721.716679 + Penalty 549.374660 = -26172.342018 nChanged 4 SP:Iteration 13Q (17.808154 sec): 3 clusters Score: Raw -26728.560182 + Penalty 549.299252 = -26179.260930 nChanged 2 SP:Iteration 14Q (17.809320 sec): 3 clusters Score: Raw -26732.048227 + Penalty 549.299252 = -26182.748975 nChanged 0 SP:Iteration 15F (17.810660 sec): 3 clusters Score: Raw -26732.048227 + Penalty 549.299252 = -26182.748975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 24 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.811290 sec): 2 clusters Score: Raw -3123.880964 + Penalty 484.967290 = -2638.913674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.811606 sec): 3 clusters Score: Raw -3157.863942 + Penalty 969.823774 = -2188.040168 nChanged 4 SP:Iteration 1F (17.811919 sec): 3 clusters Score: Raw -3172.750560 + Penalty 969.823774 = -2202.926786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 25 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.812602 sec): 2 clusters Score: Raw -3929.602807 + Penalty 342.156168 = -3587.446638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.812965 sec): 3 clusters Score: Raw -3910.222428 + Penalty 684.580910 = -3225.641518 nChanged 6 SP:Iteration 1F (17.813319 sec): 3 clusters Score: Raw -3918.757500 + Penalty 687.729699 = -3231.027801 nChanged 4 SP:Iteration 2F (17.813673 sec): 3 clusters Score: Raw -3925.510034 + Penalty 687.729699 = -3237.780335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 26 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.814181 sec): 2 clusters Score: Raw -1114.198087 + Penalty 272.655406 = -841.542681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.814430 sec): 3 clusters Score: Raw -1127.550990 + Penalty 549.669826 = -577.881164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 27 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.814962 sec): 2 clusters Score: Raw -971.477780 + Penalty 199.192326 = -772.285453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.815208 sec): 3 clusters Score: Raw -978.426656 + Penalty 393.648770 = -584.777886 nChanged 1 SP:Iteration 1Q (17.815448 sec): 3 clusters Score: Raw -981.110526 + Penalty 393.648770 = -587.461756 nChanged 0 SP:Iteration 2F (17.815690 sec): 3 clusters Score: Raw -981.110526 + Penalty 393.648770 = -587.461756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 28 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.816435 sec): 2 clusters Score: Raw -3811.564253 + Penalty 572.127816 = -3239.436438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.816836 sec): 3 clusters Score: Raw -3882.195915 + Penalty 1140.284575 = -2741.911340 nChanged 10 SP:Iteration 1F (17.817231 sec): 3 clusters Score: Raw -3919.907940 + Penalty 1139.904992 = -2780.002947 nChanged 3 SP:Iteration 2Q (17.817601 sec): 3 clusters Score: Raw -3930.402788 + Penalty 1140.959225 = -2789.443563 nChanged 1 SP:Iteration 3Q (17.817968 sec): 3 clusters Score: Raw -3937.594519 + Penalty 1142.864714 = -2794.729805 nChanged 1 SP:Iteration 4Q (17.818333 sec): 3 clusters Score: Raw -3942.536149 + Penalty 1142.864714 = -2799.671435 nChanged 0 SP:Iteration 5F (17.818725 sec): 3 clusters Score: Raw -3942.536149 + Penalty 1142.864714 = -2799.671435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 29 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.819201 sec): 2 clusters Score: Raw -441.270790 + Penalty 201.778082 = -239.492708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.819424 sec): 3 clusters Score: Raw -448.189024 + Penalty 428.768888 = -19.420136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 30 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.820315 sec): 2 clusters Score: Raw -8148.599727 + Penalty 336.318855 = -7812.280873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.820838 sec): 3 clusters Score: Raw -8095.200742 + Penalty 674.672468 = -7420.528275 nChanged 45 SP:Iteration 1F (17.821354 sec): 3 clusters Score: Raw -8144.284041 + Penalty 675.884115 = -7468.399926 nChanged 6 SP:Iteration 2Q (17.821866 sec): 3 clusters Score: Raw -8155.228988 + Penalty 677.696609 = -7477.532378 nChanged 7 SP:Iteration 3Q (17.822375 sec): 3 clusters Score: Raw -8160.190664 + Penalty 678.643240 = -7481.547424 nChanged 6 SP:Iteration 4Q (17.822882 sec): 3 clusters Score: Raw -8167.614796 + Penalty 677.903594 = -7489.711202 nChanged 7 SP:Iteration 5Q (17.823389 sec): 3 clusters Score: Raw -8181.444510 + Penalty 676.702764 = -7504.741746 nChanged 6 SP:Iteration 6Q (17.823895 sec): 3 clusters Score: Raw -8187.391329 + Penalty 677.457607 = -7509.933722 nChanged 2 SP:Iteration 7Q (17.824399 sec): 3 clusters Score: Raw -8191.159256 + Penalty 678.755662 = -7512.403594 nChanged 1 SP:Iteration 8Q (17.824903 sec): 3 clusters Score: Raw -8194.011160 + Penalty 680.094900 = -7513.916261 nChanged 1 SP:Iteration 9Q (17.825405 sec): 3 clusters Score: Raw -8195.653265 + Penalty 680.094900 = -7515.558365 nChanged 0 SP:Iteration 10F (17.825917 sec): 3 clusters Score: Raw -8195.653265 + Penalty 680.094900 = -7515.558365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 31 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.826395 sec): 2 clusters Score: Raw -395.452011 + Penalty 196.560762 = -198.891249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.826614 sec): 3 clusters Score: Raw -410.528297 + Penalty 393.121524 = -17.406773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 32 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.827378 sec): 2 clusters Score: Raw -5070.011231 + Penalty 622.415407 = -4447.595824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.827792 sec): 3 clusters Score: Raw -5152.091229 + Penalty 1242.633290 = -3909.457938 nChanged 10 SP:Iteration 1F (17.828198 sec): 3 clusters Score: Raw -5182.513811 + Penalty 1242.726970 = -3939.786841 nChanged 2 SP:Iteration 2Q (17.828583 sec): 3 clusters Score: Raw -5192.722202 + Penalty 1242.726970 = -3949.995231 nChanged 0 SP:Iteration 3F (17.829009 sec): 3 clusters Score: Raw -5192.722202 + Penalty 1242.726970 = -3949.995231 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 33 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.829781 sec): 2 clusters Score: Raw -5690.268420 + Penalty 552.286023 = -5137.982397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.830201 sec): 3 clusters Score: Raw -5699.030022 + Penalty 1102.740115 = -4596.289907 nChanged 14 SP:Iteration 1F (17.830617 sec): 3 clusters Score: Raw -5741.937385 + Penalty 1103.601378 = -4638.336007 nChanged 8 SP:Iteration 2F (17.831030 sec): 3 clusters Score: Raw -5766.861520 + Penalty 1103.601378 = -4663.260143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 34 (303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.832272 sec): 2 clusters Score: Raw -10048.916103 + Penalty 909.278463 = -9139.637640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.833006 sec): 3 clusters Score: Raw -10132.677418 + Penalty 1818.497042 = -8314.180376 nChanged 76 SP:Iteration 1F (17.833727 sec): 3 clusters Score: Raw -10300.782183 + Penalty 1818.589536 = -8482.192647 nChanged 12 SP:Iteration 2Q (17.834408 sec): 3 clusters Score: Raw -10322.653320 + Penalty 1818.638013 = -8504.015307 nChanged 6 SP:Iteration 3Q (17.835075 sec): 3 clusters Score: Raw -10333.400923 + Penalty 1818.701628 = -8514.699295 nChanged 3 SP:Iteration 4Q (17.835740 sec): 3 clusters Score: Raw -10338.362729 + Penalty 1818.701628 = -8519.661101 nChanged 2 SP:Iteration 5Q (17.836408 sec): 3 clusters Score: Raw -10341.084821 + Penalty 1818.701628 = -8522.383194 nChanged 0 SP:Iteration 6F (17.837127 sec): 3 clusters Score: Raw -10341.084821 + Penalty 1818.701628 = -8522.383194 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 35 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.837766 sec): 2 clusters Score: Raw -3092.982605 + Penalty 448.771911 = -2644.210694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.838093 sec): 3 clusters Score: Raw -3121.081116 + Penalty 901.841963 = -2219.239153 nChanged 5 SP:Iteration 1F (17.838414 sec): 3 clusters Score: Raw -3135.270155 + Penalty 901.841963 = -2233.428192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 36 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.838902 sec): 2 clusters Score: Raw -397.641573 + Penalty 204.927968 = -192.713605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.839128 sec): 3 clusters Score: Raw -398.071641 + Penalty 355.389908 = -42.681733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 37 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.839658 sec): 2 clusters Score: Raw -1502.527846 + Penalty 245.996818 = -1256.531029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.839922 sec): 3 clusters Score: Raw -1505.477064 + Penalty 487.560531 = -1017.916533 nChanged 1 SP:Iteration 1Q (17.840180 sec): 3 clusters Score: Raw -1512.323268 + Penalty 487.560531 = -1024.762737 nChanged 0 SP:Iteration 2F (17.840465 sec): 3 clusters Score: Raw -1512.323268 + Penalty 487.560531 = -1024.762737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 38 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.841029 sec): 2 clusters Score: Raw -1979.590113 + Penalty 292.967710 = -1686.622404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.841316 sec): 3 clusters Score: Raw -1998.427870 + Penalty 585.935420 = -1412.492450 nChanged 2 SP:Iteration 1Q (17.841597 sec): 3 clusters Score: Raw -2001.206267 + Penalty 585.935420 = -1415.270847 nChanged 2 SP:Iteration 2Q (17.841875 sec): 3 clusters Score: Raw -2004.783592 + Penalty 585.935420 = -1418.848172 nChanged 0 SP:Iteration 3F (17.842159 sec): 3 clusters Score: Raw -2004.783592 + Penalty 585.935420 = -1418.848172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 39 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.843231 sec): 2 clusters Score: Raw -11724.822846 + Penalty 877.392459 = -10847.430387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.843860 sec): 3 clusters Score: Raw -11794.913886 + Penalty 1753.918323 = -10040.995563 nChanged 33 SP:Iteration 1F (17.844476 sec): 3 clusters Score: Raw -11861.117677 + Penalty 1754.127373 = -10106.990304 nChanged 6 SP:Iteration 2Q (17.845066 sec): 3 clusters Score: Raw -11875.419726 + Penalty 1754.127373 = -10121.292352 nChanged 0 SP:Iteration 3F (17.845685 sec): 3 clusters Score: Raw -11875.419726 + Penalty 1754.127373 = -10121.292352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 40 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.846188 sec): 2 clusters Score: Raw -323.890466 + Penalty 205.531515 = -118.358951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.846413 sec): 3 clusters Score: Raw -322.657830 + Penalty 411.063030 = 88.405200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 41 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.846995 sec): 2 clusters Score: Raw -2474.559089 + Penalty 575.484357 = -1899.074732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.847294 sec): 3 clusters Score: Raw -2567.702926 + Penalty 1150.074085 = -1417.628841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 42 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.847771 sec): 2 clusters Score: Raw -532.790301 + Penalty 236.430993 = -296.359308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.847997 sec): 3 clusters Score: Raw -550.699145 + Penalty 478.277747 = -72.421399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 43 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.848478 sec): 2 clusters Score: Raw -683.570262 + Penalty 301.706062 = -381.864201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.848709 sec): 3 clusters Score: Raw -709.535255 + Penalty 605.123106 = -104.412149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 44 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.849319 sec): 2 clusters Score: Raw -2973.606247 + Penalty 474.263702 = -2499.342545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.849643 sec): 3 clusters Score: Raw -3048.402809 + Penalty 947.661824 = -2100.740985 nChanged 2 SP:Iteration 1Q (17.849955 sec): 3 clusters Score: Raw -3056.949456 + Penalty 947.661824 = -2109.287632 nChanged 0 SP:Iteration 2F (17.850279 sec): 3 clusters Score: Raw -3056.949456 + Penalty 947.661824 = -2109.287632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 45 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.850829 sec): 2 clusters Score: Raw -1399.207540 + Penalty 245.121328 = -1154.086211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.851093 sec): 3 clusters Score: Raw -1413.728456 + Penalty 486.542446 = -927.186010 nChanged 3 SP:Iteration 1F (17.851352 sec): 3 clusters Score: Raw -1420.259955 + Penalty 487.179953 = -933.080002 nChanged 2 SP:Iteration 2F (17.851611 sec): 3 clusters Score: Raw -1422.277872 + Penalty 487.179953 = -935.097919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 46 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.852082 sec): 2 clusters Score: Raw -479.299454 + Penalty 265.937969 = -213.361486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.852304 sec): 3 clusters Score: Raw -481.876344 + Penalty 532.412543 = 50.536199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 47 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.852828 sec): 2 clusters Score: Raw -1285.240116 + Penalty 487.602393 = -797.637723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.853090 sec): 3 clusters Score: Raw -1419.090029 + Penalty 975.327956 = -443.762073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 48 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.853573 sec): 2 clusters Score: Raw -698.357953 + Penalty 316.374464 = -381.983489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.853806 sec): 3 clusters Score: Raw -732.751792 + Penalty 634.323903 = -98.427889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 49 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.854328 sec): 2 clusters Score: Raw -1473.068160 + Penalty 297.907879 = -1175.160281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.854590 sec): 3 clusters Score: Raw -1483.214785 + Penalty 597.377401 = -885.837384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 50 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.855125 sec): 2 clusters Score: Raw -1832.664787 + Penalty 447.225426 = -1385.439360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.855395 sec): 3 clusters Score: Raw -1877.104596 + Penalty 895.249262 = -981.855334 nChanged 1 SP:Iteration 1Q (17.855649 sec): 3 clusters Score: Raw -1882.161962 + Penalty 894.717920 = -987.444042 nChanged 1 SP:Iteration 2Q (17.855902 sec): 3 clusters Score: Raw -1888.284014 + Penalty 894.366218 = -993.917796 nChanged 1 SP:Iteration 3Q (17.856156 sec): 3 clusters Score: Raw -1892.121283 + Penalty 894.366218 = -997.755065 nChanged 0 SP:Iteration 4F (17.856419 sec): 3 clusters Score: Raw -1892.121283 + Penalty 894.366218 = -997.755065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 51 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.856951 sec): 2 clusters Score: Raw -1628.104560 + Penalty 419.418109 = -1208.686452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.857219 sec): 3 clusters Score: Raw -1689.327692 + Penalty 839.392725 = -849.934967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 52 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.857687 sec): 2 clusters Score: Raw -417.882528 + Penalty 215.274762 = -202.607766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.857906 sec): 3 clusters Score: Raw -416.547120 + Penalty 447.203430 = 30.656310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 53 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.858712 sec): 2 clusters Score: Raw -7147.493853 + Penalty 686.768834 = -6460.725019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.859164 sec): 3 clusters Score: Raw -7196.397755 + Penalty 1373.537668 = -5822.860087 nChanged 11 SP:Iteration 1F (17.859609 sec): 3 clusters Score: Raw -7226.205593 + Penalty 1372.500454 = -5853.705138 nChanged 7 SP:Iteration 2F (17.860053 sec): 3 clusters Score: Raw -7264.852739 + Penalty 1371.021726 = -5893.831013 nChanged 4 SP:Iteration 3Q (17.860475 sec): 3 clusters Score: Raw -7274.751957 + Penalty 1370.986433 = -5903.765524 nChanged 1 SP:Iteration 4Q (17.860895 sec): 3 clusters Score: Raw -7276.367935 + Penalty 1370.631970 = -5905.735965 nChanged 1 SP:Iteration 5Q (17.861315 sec): 3 clusters Score: Raw -7278.353827 + Penalty 1371.009530 = -5907.344297 nChanged 1 SP:Iteration 6Q (17.861733 sec): 3 clusters Score: Raw -7285.628075 + Penalty 1371.009530 = -5914.618545 nChanged 0 SP:Iteration 7F (17.862177 sec): 3 clusters Score: Raw -7285.628075 + Penalty 1371.009530 = -5914.618545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 54 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.862882 sec): 2 clusters Score: Raw -5095.659002 + Penalty 649.621856 = -4446.037146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.863276 sec): 3 clusters Score: Raw -5183.151034 + Penalty 1298.864483 = -3884.286550 nChanged 7 SP:Iteration 1F (17.863666 sec): 3 clusters Score: Raw -5211.982159 + Penalty 1298.832081 = -3913.150079 nChanged 2 SP:Iteration 2Q (17.864036 sec): 3 clusters Score: Raw -5214.419574 + Penalty 1298.832081 = -3915.587493 nChanged 0 SP:Iteration 3F (17.864424 sec): 3 clusters Score: Raw -5214.419574 + Penalty 1298.832081 = -3915.587493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 55 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.864901 sec): 2 clusters Score: Raw -425.139914 + Penalty 161.392457 = -263.747457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.865123 sec): 3 clusters Score: Raw -433.181504 + Penalty 327.990049 = -105.191455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 56 (374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.866567 sec): 2 clusters Score: Raw -13389.984844 + Penalty 373.542305 = -13016.442538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.867425 sec): 3 clusters Score: Raw -13251.464506 + Penalty 743.566366 = -12507.898140 nChanged 108 SP:Iteration 1F (17.868270 sec): 3 clusters Score: Raw -13345.447022 + Penalty 751.056545 = -12594.390477 nChanged 41 SP:Iteration 2F (17.869113 sec): 3 clusters Score: Raw -13398.890375 + Penalty 763.599427 = -12635.290949 nChanged 26 SP:Iteration 3F (17.869956 sec): 3 clusters Score: Raw -13422.325047 + Penalty 770.549203 = -12651.775844 nChanged 11 SP:Iteration 4Q (17.870781 sec): 3 clusters Score: Raw -13430.590833 + Penalty 780.032685 = -12650.558148 nChanged 12 SP:Iteration 5F (17.871623 sec): 3 clusters Score: Raw -13448.887153 + Penalty 792.178231 = -12656.708922 nChanged 14 SP:Iteration 6Q (17.872438 sec): 3 clusters Score: Raw -13463.752002 + Penalty 801.693803 = -12662.058200 nChanged 11 SP:Iteration 7Q (17.873246 sec): 3 clusters Score: Raw -13469.630021 + Penalty 806.820505 = -12662.809516 nChanged 6 SP:Iteration 8Q (17.874052 sec): 3 clusters Score: Raw -13474.660839 + Penalty 813.671172 = -12660.989667 nChanged 7 SP:Iteration 9F (17.874895 sec): 3 clusters Score: Raw -13481.938882 + Penalty 829.774311 = -12652.164571 nChanged 8 SP:Iteration 10F (17.875737 sec): 3 clusters Score: Raw -13490.728273 + Penalty 844.051349 = -12646.676924 nChanged 7 SP:Iteration 11F (17.876581 sec): 3 clusters Score: Raw -13496.776769 + Penalty 849.761018 = -12647.015750 nChanged 4 SP:Iteration 12Q (17.877385 sec): 3 clusters Score: Raw -13500.686051 + Penalty 859.491959 = -12641.194091 nChanged 5 SP:Iteration 13F (17.878254 sec): 3 clusters Score: Raw -13505.211631 + Penalty 861.435247 = -12643.776384 nChanged 4 SP:Iteration 14Q (17.879055 sec): 3 clusters Score: Raw -13508.531959 + Penalty 865.476769 = -12643.055189 nChanged 2 SP:Iteration 15F (17.879896 sec): 3 clusters Score: Raw -13510.075701 + Penalty 865.476769 = -12644.598932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 57 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.880404 sec): 2 clusters Score: Raw -680.194810 + Penalty 354.370616 = -325.824194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.880644 sec): 3 clusters Score: Raw -765.281543 + Penalty 706.947503 = -58.334040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 58 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.881324 sec): 2 clusters Score: Raw -4637.690532 + Penalty 704.461830 = -3933.228702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.881689 sec): 3 clusters Score: Raw -4769.877027 + Penalty 1409.210065 = -3360.666963 nChanged 2 SP:Iteration 1Q (17.882029 sec): 3 clusters Score: Raw -4776.616759 + Penalty 1409.210065 = -3367.406694 nChanged 0 SP:Iteration 2F (17.882388 sec): 3 clusters Score: Raw -4776.616759 + Penalty 1409.210065 = -3367.406694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 59 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.882856 sec): 2 clusters Score: Raw -282.013209 + Penalty 139.084251 = -142.928958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.883069 sec): 3 clusters Score: Raw -286.220708 + Penalty 259.535116 = -26.685592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 60 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.883597 sec): 2 clusters Score: Raw -1536.398244 + Penalty 241.146266 = -1295.251977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.883862 sec): 3 clusters Score: Raw -1545.387787 + Penalty 496.625332 = -1048.762454 nChanged 1 SP:Iteration 1Q (17.884119 sec): 3 clusters Score: Raw -1548.681858 + Penalty 496.625332 = -1052.056526 nChanged 0 SP:Iteration 2F (17.884378 sec): 3 clusters Score: Raw -1548.681858 + Penalty 496.625332 = -1052.056526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 62 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.884904 sec): 2 clusters Score: Raw -1478.211513 + Penalty 264.405242 = -1213.806271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.885168 sec): 3 clusters Score: Raw -1490.993600 + Penalty 519.749449 = -971.244152 nChanged 1 SP:Iteration 1Q (17.885428 sec): 3 clusters Score: Raw -1493.605998 + Penalty 519.749449 = -973.856550 nChanged 0 SP:Iteration 2F (17.885688 sec): 3 clusters Score: Raw -1493.605998 + Penalty 519.749449 = -973.856550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 63 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.886228 sec): 2 clusters Score: Raw -1639.072397 + Penalty 328.150250 = -1310.922148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.886502 sec): 3 clusters Score: Raw -1649.454334 + Penalty 658.127404 = -991.326930 nChanged 1 SP:Iteration 1Q (17.886768 sec): 3 clusters Score: Raw -1650.849333 + Penalty 658.127404 = -992.721930 nChanged 0 SP:Iteration 2F (17.887036 sec): 3 clusters Score: Raw -1650.849333 + Penalty 658.127404 = -992.721930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 64 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.887576 sec): 2 clusters Score: Raw -1458.688353 + Penalty 176.843918 = -1281.844435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.887869 sec): 3 clusters Score: Raw -1461.667239 + Penalty 352.437992 = -1109.229247 nChanged 4 SP:Iteration 1F (17.888140 sec): 3 clusters Score: Raw -1471.737741 + Penalty 354.817586 = -1116.920155 nChanged 1 SP:Iteration 2Q (17.888405 sec): 3 clusters Score: Raw -1475.141059 + Penalty 358.751606 = -1116.389453 nChanged 1 SP:Iteration 3F (17.888673 sec): 3 clusters Score: Raw -1478.086505 + Penalty 358.751606 = -1119.334899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 65 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.889142 sec): 2 clusters Score: Raw -408.193458 + Penalty 228.229695 = -179.963763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.889363 sec): 3 clusters Score: Raw -411.214187 + Penalty 472.866536 = 61.652350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 66 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.889873 sec): 2 clusters Score: Raw -1134.840042 + Penalty 352.739675 = -782.100366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.890127 sec): 3 clusters Score: Raw -1191.964388 + Penalty 707.460190 = -484.504198 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 67 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.890630 sec): 2 clusters Score: Raw -1118.701044 + Penalty 350.401195 = -768.299849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.890883 sec): 3 clusters Score: Raw -1150.151043 + Penalty 721.919102 = -428.231940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 68 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.891379 sec): 2 clusters Score: Raw -995.663772 + Penalty 376.270967 = -619.392806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.891620 sec): 3 clusters Score: Raw -1025.154257 + Penalty 756.128962 = -269.025295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 69 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.892076 sec): 2 clusters Score: Raw -210.866411 + Penalty 148.587228 = -62.279183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.892289 sec): 3 clusters Score: Raw -204.875928 + Penalty 300.030174 = 95.154246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 70 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.892750 sec): 2 clusters Score: Raw -266.165307 + Penalty 166.171647 = -99.993661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.892962 sec): 3 clusters Score: Raw -258.804139 + Penalty 348.674817 = 89.870678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 71 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.893458 sec): 2 clusters Score: Raw -1072.140203 + Penalty 403.355320 = -668.784884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.893702 sec): 3 clusters Score: Raw -1108.719142 + Penalty 806.786838 = -301.932305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 72 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.894183 sec): 2 clusters Score: Raw -696.275362 + Penalty 369.785043 = -326.490320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.894413 sec): 3 clusters Score: Raw -744.444804 + Penalty 740.218501 = -4.226304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 73 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.894894 sec): 2 clusters Score: Raw -685.335354 + Penalty 308.001801 = -377.333552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.895138 sec): 3 clusters Score: Raw -714.996086 + Penalty 619.251751 = -95.744335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 74 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.895957 sec): 2 clusters Score: Raw -6437.901823 + Penalty 386.061634 = -6051.840189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.896437 sec): 3 clusters Score: Raw -6441.129422 + Penalty 778.210205 = -5662.919217 nChanged 29 SP:Iteration 1F (17.896909 sec): 3 clusters Score: Raw -6481.846192 + Penalty 783.704214 = -5698.141978 nChanged 4 SP:Iteration 2Q (17.897369 sec): 3 clusters Score: Raw -6488.409748 + Penalty 785.298475 = -5703.111273 nChanged 5 SP:Iteration 3Q (17.897827 sec): 3 clusters Score: Raw -6494.865792 + Penalty 792.281045 = -5702.584747 nChanged 6 SP:Iteration 4F (17.898296 sec): 3 clusters Score: Raw -6504.211874 + Penalty 796.144166 = -5708.067707 nChanged 4 SP:Iteration 5Q (17.898751 sec): 3 clusters Score: Raw -6508.814986 + Penalty 797.456650 = -5711.358335 nChanged 1 SP:Iteration 6Q (17.899205 sec): 3 clusters Score: Raw -6509.749543 + Penalty 797.456650 = -5712.292893 nChanged 0 SP:Iteration 7F (17.899674 sec): 3 clusters Score: Raw -6509.749543 + Penalty 797.456650 = -5712.292893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 75 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.900142 sec): 2 clusters Score: Raw -343.094889 + Penalty 225.874070 = -117.220819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.900359 sec): 3 clusters Score: Raw -334.821868 + Penalty 435.455852 = 100.633984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 76 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.900820 sec): 2 clusters Score: Raw -276.406890 + Penalty 177.782631 = -98.624259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.901035 sec): 3 clusters Score: Raw -266.214368 + Penalty 361.976986 = 95.762618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 77 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.901529 sec): 2 clusters Score: Raw -828.460226 + Penalty 319.428421 = -509.031805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.901767 sec): 3 clusters Score: Raw -854.675428 + Penalty 639.353916 = -215.321511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 78 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.902240 sec): 2 clusters Score: Raw -482.893654 + Penalty 221.345665 = -261.547989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.902466 sec): 3 clusters Score: Raw -497.492127 + Penalty 438.031078 = -59.461048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 79 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.902920 sec): 2 clusters Score: Raw -142.777585 + Penalty 95.801553 = -46.976032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.903127 sec): 3 clusters Score: Raw -141.515674 + Penalty 157.278670 = 15.762996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 80 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.903603 sec): 2 clusters Score: Raw -549.801143 + Penalty 257.097735 = -292.703408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.903829 sec): 3 clusters Score: Raw -561.636684 + Penalty 512.656770 = -48.979915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 82 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.904350 sec): 2 clusters Score: Raw -1595.274444 + Penalty 441.985380 = -1153.289064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.904630 sec): 3 clusters Score: Raw -1652.885711 + Penalty 883.658131 = -769.227581 nChanged 1 SP:Iteration 1Q (17.904880 sec): 3 clusters Score: Raw -1657.152386 + Penalty 883.658131 = -773.494255 nChanged 0 SP:Iteration 2F (17.905138 sec): 3 clusters Score: Raw -1657.152386 + Penalty 883.658131 = -773.494255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 83 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.906671 sec): 2 clusters Score: Raw -16065.328078 + Penalty 865.848341 = -15199.479737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.907542 sec): 3 clusters Score: Raw -16014.223019 + Penalty 1730.335415 = -14283.887603 nChanged 63 SP:Iteration 1F (17.908411 sec): 3 clusters Score: Raw -16115.232066 + Penalty 1730.496166 = -14384.735900 nChanged 17 SP:Iteration 2Q (17.909212 sec): 3 clusters Score: Raw -16151.971113 + Penalty 1730.969542 = -14421.001571 nChanged 12 SP:Iteration 3Q (17.910003 sec): 3 clusters Score: Raw -16176.585687 + Penalty 1731.145949 = -14445.439738 nChanged 13 SP:Iteration 4Q (17.910808 sec): 3 clusters Score: Raw -16202.226803 + Penalty 1731.543824 = -14470.682979 nChanged 10 SP:Iteration 5Q (17.911623 sec): 3 clusters Score: Raw -16239.810258 + Penalty 1731.734201 = -14508.076057 nChanged 10 SP:Iteration 6Q (17.912445 sec): 3 clusters Score: Raw -16258.637041 + Penalty 1731.730925 = -14526.906116 nChanged 2 SP:Iteration 7Q (17.913216 sec): 3 clusters Score: Raw -16260.599868 + Penalty 1731.700801 = -14528.899067 nChanged 1 SP:Iteration 8Q (17.913987 sec): 3 clusters Score: Raw -16261.432076 + Penalty 1731.694795 = -14529.737281 nChanged 1 SP:Iteration 9Q (17.914758 sec): 3 clusters Score: Raw -16262.174345 + Penalty 1731.695632 = -14530.478713 nChanged 1 SP:Iteration 10F (17.915575 sec): 3 clusters Score: Raw -16269.239739 + Penalty 1731.706382 = -14537.533356 nChanged 4 SP:Iteration 11Q (17.916358 sec): 3 clusters Score: Raw -16275.530488 + Penalty 1731.706382 = -14543.824106 nChanged 0 SP:Iteration 12F (17.917177 sec): 3 clusters Score: Raw -16275.530488 + Penalty 1731.706382 = -14543.824106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 84 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.917706 sec): 2 clusters Score: Raw -1306.240930 + Penalty 396.756191 = -909.484739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.917960 sec): 3 clusters Score: Raw -1338.188233 + Penalty 796.477031 = -541.711201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 85 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.918425 sec): 2 clusters Score: Raw -151.679646 + Penalty 84.771998 = -66.907648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.918619 sec): 2 clusters Score: Raw -151.679646 + Penalty 84.771998 = -66.907648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 86 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.919158 sec): 2 clusters Score: Raw -1783.292071 + Penalty 522.983650 = -1260.308421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.919429 sec): 3 clusters Score: Raw -1917.598213 + Penalty 1045.864372 = -871.733841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 87 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.919955 sec): 2 clusters Score: Raw -1537.545825 + Penalty 517.968820 = -1019.577005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.920217 sec): 3 clusters Score: Raw -1683.708307 + Penalty 1035.937640 = -647.770668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 88 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.920723 sec): 2 clusters Score: Raw -659.555634 + Penalty 251.967209 = -407.588425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.920954 sec): 3 clusters Score: Raw -674.385928 + Penalty 504.852007 = -169.533922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 89 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.921411 sec): 2 clusters Score: Raw -229.158383 + Penalty 188.355605 = -40.802779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.921624 sec): 3 clusters Score: Raw -219.075933 + Penalty 381.364722 = 162.288788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 91 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.922077 sec): 2 clusters Score: Raw -147.432764 + Penalty 103.179280 = -44.253483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.922286 sec): 3 clusters Score: Raw -144.031560 + Penalty 198.678153 = 54.646592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 92 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.922782 sec): 2 clusters Score: Raw -925.017338 + Penalty 325.399844 = -599.617494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.923022 sec): 3 clusters Score: Raw -958.406798 + Penalty 656.918552 = -301.488247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 93 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.923551 sec): 2 clusters Score: Raw -1702.351357 + Penalty 429.077941 = -1273.273416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.923815 sec): 3 clusters Score: Raw -1713.953464 + Penalty 857.845647 = -856.107816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 94 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.924288 sec): 2 clusters Score: Raw -491.020639 + Penalty 285.005056 = -206.015583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.924509 sec): 3 clusters Score: Raw -500.986573 + Penalty 570.524195 = 69.537622 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 95 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.924986 sec): 2 clusters Score: Raw -655.955437 + Penalty 315.328064 = -340.627372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.925215 sec): 3 clusters Score: Raw -673.146773 + Penalty 636.322756 = -36.824017 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 96 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.925686 sec): 2 clusters Score: Raw -449.632698 + Penalty 191.038090 = -258.594608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.925907 sec): 3 clusters Score: Raw -451.658220 + Penalty 378.744420 = -72.913801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 97 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.926357 sec): 2 clusters Score: Raw -48.696392 + Penalty 0.000000 = -48.696392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.926545 sec): 2 clusters Score: Raw -48.696392 + Penalty 0.000000 = -48.696392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 98 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.927057 sec): 2 clusters Score: Raw -1226.243271 + Penalty 472.156598 = -754.086673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.927313 sec): 3 clusters Score: Raw -1355.249855 + Penalty 945.430067 = -409.819787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 99 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.927807 sec): 2 clusters Score: Raw -776.170273 + Penalty 368.942279 = -407.227994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.928039 sec): 3 clusters Score: Raw -787.173449 + Penalty 738.609249 = -48.564200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 100 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.928534 sec): 2 clusters Score: Raw -944.650640 + Penalty 305.624606 = -639.026034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.928775 sec): 3 clusters Score: Raw -969.046130 + Penalty 608.130572 = -360.915558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 101 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.929246 sec): 2 clusters Score: Raw -450.450356 + Penalty 231.701350 = -218.749006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.929468 sec): 3 clusters Score: Raw -461.826382 + Penalty 470.591461 = 8.765080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 103 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.929990 sec): 2 clusters Score: Raw -1574.690528 + Penalty 350.536598 = -1224.153929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.930251 sec): 3 clusters Score: Raw -1595.703492 + Penalty 698.665937 = -897.037555 nChanged 1 SP:Iteration 1Q (17.930505 sec): 3 clusters Score: Raw -1599.328549 + Penalty 698.665937 = -900.662613 nChanged 0 SP:Iteration 2F (17.930761 sec): 3 clusters Score: Raw -1599.328549 + Penalty 698.665937 = -900.662613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 105 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.931242 sec): 2 clusters Score: Raw -715.263861 + Penalty 342.854135 = -372.409726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.931472 sec): 3 clusters Score: Raw -729.788320 + Penalty 687.226857 = -42.561463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 106 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.931945 sec): 2 clusters Score: Raw -463.536483 + Penalty 197.510076 = -266.026407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.932169 sec): 3 clusters Score: Raw -482.630803 + Penalty 387.386334 = -95.244469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 107 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.932629 sec): 2 clusters Score: Raw -273.018647 + Penalty 164.503340 = -108.515307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.932841 sec): 3 clusters Score: Raw -264.780418 + Penalty 326.474498 = 61.694080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 108 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.933314 sec): 2 clusters Score: Raw -504.169984 + Penalty 250.036623 = -254.133361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.933538 sec): 3 clusters Score: Raw -523.384625 + Penalty 502.534767 = -20.849858 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 109 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.934032 sec): 2 clusters Score: Raw -819.830181 + Penalty 240.309731 = -579.520450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.934272 sec): 3 clusters Score: Raw -852.345887 + Penalty 483.837289 = -368.508598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 110 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.934746 sec): 2 clusters Score: Raw -603.536252 + Penalty 241.664910 = -361.871342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.934986 sec): 3 clusters Score: Raw -600.700509 + Penalty 479.179465 = -121.521044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 111 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.935442 sec): 2 clusters Score: Raw -227.571941 + Penalty 178.469971 = -49.101971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.935653 sec): 3 clusters Score: Raw -217.739216 + Penalty 349.793533 = 132.054317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 112 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.936132 sec): 2 clusters Score: Raw -591.372778 + Penalty 218.316286 = -373.056493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.936361 sec): 3 clusters Score: Raw -605.431209 + Penalty 432.856899 = -172.574310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 113 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.936832 sec): 2 clusters Score: Raw -516.438945 + Penalty 225.381128 = -291.057817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.937056 sec): 3 clusters Score: Raw -520.100799 + Penalty 453.645964 = -66.454835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 114 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.937515 sec): 2 clusters Score: Raw -275.732583 + Penalty 190.551828 = -85.180756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.937729 sec): 3 clusters Score: Raw -266.372801 + Penalty 377.916202 = 111.543401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 115 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.938199 sec): 2 clusters Score: Raw -457.734025 + Penalty 208.060855 = -249.673169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.938421 sec): 3 clusters Score: Raw -463.144064 + Penalty 423.285050 = -39.859014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 116 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.938871 sec): 2 clusters Score: Raw -97.334980 + Penalty 54.961431 = -42.373550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.939062 sec): 2 clusters Score: Raw -97.334980 + Penalty 54.961431 = -42.373550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 117 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.939643 sec): 2 clusters Score: Raw -2259.314551 + Penalty 341.869606 = -1917.444945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.939945 sec): 3 clusters Score: Raw -2304.033458 + Penalty 684.673214 = -1619.360244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 118 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.940406 sec): 2 clusters Score: Raw -247.920854 + Penalty 135.960273 = -111.960581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.940616 sec): 3 clusters Score: Raw -243.252336 + Penalty 269.417341 = 26.165006 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 119 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.941096 sec): 2 clusters Score: Raw -665.330045 + Penalty 265.706643 = -399.623402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.941327 sec): 3 clusters Score: Raw -676.236113 + Penalty 533.184083 = -143.052030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 120 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.941788 sec): 2 clusters Score: Raw -240.139417 + Penalty 127.601360 = -112.538056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.942016 sec): 3 clusters Score: Raw -237.544378 + Penalty 267.027231 = 29.482854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 121 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.942490 sec): 2 clusters Score: Raw -460.711950 + Penalty 147.823845 = -312.888105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.942712 sec): 3 clusters Score: Raw -463.725297 + Penalty 300.267715 = -163.457581 nChanged 1 SP:Iteration 1F (17.942930 sec): 3 clusters Score: Raw -470.596010 + Penalty 300.267715 = -170.328295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 122 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.943397 sec): 2 clusters Score: Raw -411.313002 + Penalty 218.687958 = -192.625044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.943616 sec): 3 clusters Score: Raw -404.495179 + Penalty 479.653440 = 75.158261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 123 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.944411 sec): 2 clusters Score: Raw -5497.640517 + Penalty 666.952507 = -4830.688010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.944848 sec): 3 clusters Score: Raw -5559.603046 + Penalty 1334.401389 = -4225.201657 nChanged 7 SP:Iteration 1F (17.945271 sec): 3 clusters Score: Raw -5576.092992 + Penalty 1334.699139 = -4241.393853 nChanged 3 SP:Iteration 2Q (17.945676 sec): 3 clusters Score: Raw -5584.666993 + Penalty 1334.699139 = -4249.967855 nChanged 0 SP:Iteration 3F (17.946102 sec): 3 clusters Score: Raw -5584.666993 + Penalty 1334.699139 = -4249.967855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 124 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.946674 sec): 2 clusters Score: Raw -2304.242934 + Penalty 431.532542 = -1872.710392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.946968 sec): 3 clusters Score: Raw -2356.159293 + Penalty 860.641648 = -1495.517645 nChanged 2 SP:Iteration 1Q (17.947248 sec): 3 clusters Score: Raw -2361.899555 + Penalty 860.641648 = -1501.257907 nChanged 0 SP:Iteration 2F (17.947536 sec): 3 clusters Score: Raw -2361.899555 + Penalty 860.641648 = -1501.257907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 125 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.948000 sec): 2 clusters Score: Raw -296.284481 + Penalty 128.791939 = -167.492541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.948218 sec): 3 clusters Score: Raw -293.812016 + Penalty 257.583878 = -36.228138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 127 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.948676 sec): 2 clusters Score: Raw -221.724864 + Penalty 150.766322 = -70.958542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.948885 sec): 3 clusters Score: Raw -211.344299 + Penalty 281.129167 = 69.784868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 128 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.949348 sec): 2 clusters Score: Raw -294.277839 + Penalty 145.423875 = -148.853964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.949546 sec): 2 clusters Score: Raw -294.277839 + Penalty 145.423875 = -148.853964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 129 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.950002 sec): 2 clusters Score: Raw -230.892758 + Penalty 176.483452 = -54.409306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.950230 sec): 3 clusters Score: Raw -217.384402 + Penalty 363.801687 = 146.417286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 130 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.950698 sec): 2 clusters Score: Raw -417.741527 + Penalty 209.711548 = -208.029979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.950916 sec): 3 clusters Score: Raw -419.655606 + Penalty 419.423096 = -0.232511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 131 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.951382 sec): 2 clusters Score: Raw -425.223890 + Penalty 228.892549 = -196.331341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.951603 sec): 3 clusters Score: Raw -422.502126 + Penalty 444.779394 = 22.277268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 132 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.952066 sec): 2 clusters Score: Raw -359.653829 + Penalty 237.893752 = -121.760077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.952284 sec): 3 clusters Score: Raw -369.492877 + Penalty 474.070001 = 104.577124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 134 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.952749 sec): 2 clusters Score: Raw -361.104072 + Penalty 167.410230 = -193.693842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.952966 sec): 3 clusters Score: Raw -356.004163 + Penalty 167.410230 = -188.593932 nChanged 1 SP:Iteration 1F (17.953162 sec): 2 clusters Score: Raw -361.104072 + Penalty 167.410230 = -193.693842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 135 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.953639 sec): 2 clusters Score: Raw -549.132616 + Penalty 175.105790 = -374.026826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.953858 sec): 3 clusters Score: Raw -552.184144 + Penalty 298.753171 = -253.430972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 136 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.954355 sec): 2 clusters Score: Raw -1050.003266 + Penalty 389.648784 = -660.354482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.954597 sec): 3 clusters Score: Raw -1089.657367 + Penalty 780.405617 = -309.251750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 138 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.955084 sec): 2 clusters Score: Raw -886.177923 + Penalty 357.927628 = -528.250295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.955319 sec): 3 clusters Score: Raw -914.958150 + Penalty 717.235682 = -197.722468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 139 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.955857 sec): 2 clusters Score: Raw -1767.399331 + Penalty 384.113757 = -1383.285575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.956132 sec): 3 clusters Score: Raw -1798.670026 + Penalty 774.179469 = -1024.490557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 140 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.956607 sec): 2 clusters Score: Raw -533.467176 + Penalty 283.957623 = -249.509553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.956831 sec): 3 clusters Score: Raw -548.429659 + Penalty 564.146136 = 15.716477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 141 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.957311 sec): 2 clusters Score: Raw -479.509765 + Penalty 265.189632 = -214.320134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.957532 sec): 3 clusters Score: Raw -466.757663 + Penalty 532.681990 = 65.924327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 142 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.958047 sec): 2 clusters Score: Raw -1428.147718 + Penalty 317.658078 = -1110.489641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.958303 sec): 3 clusters Score: Raw -1448.836459 + Penalty 637.573692 = -811.262766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 143 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.958759 sec): 2 clusters Score: Raw -158.135157 + Penalty 113.763867 = -44.371290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.958968 sec): 3 clusters Score: Raw -150.458595 + Penalty 227.794096 = 77.335501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 144 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.959425 sec): 2 clusters Score: Raw -207.785131 + Penalty 131.818190 = -75.966941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.959637 sec): 3 clusters Score: Raw -200.827049 + Penalty 272.825212 = 71.998162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 145 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.960132 sec): 2 clusters Score: Raw -1078.855717 + Penalty 418.975668 = -659.880049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.960373 sec): 3 clusters Score: Raw -1117.940789 + Penalty 831.475737 = -286.465052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 146 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.960844 sec): 2 clusters Score: Raw -522.997164 + Penalty 284.077612 = -238.919552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.961064 sec): 3 clusters Score: Raw -511.516730 + Penalty 570.489186 = 58.972456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 147 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.961556 sec): 2 clusters Score: Raw -222.045485 + Penalty 157.561361 = -64.484124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.961787 sec): 3 clusters Score: Raw -212.449286 + Penalty 306.396332 = 93.947045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 148 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.962382 sec): 2 clusters Score: Raw -2320.262949 + Penalty 480.949759 = -1839.313190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.962673 sec): 3 clusters Score: Raw -2386.083444 + Penalty 959.040179 = -1427.043265 nChanged 1 SP:Iteration 1Q (17.962943 sec): 3 clusters Score: Raw -2395.287678 + Penalty 959.040179 = -1436.247498 nChanged 0 SP:Iteration 2F (17.963226 sec): 3 clusters Score: Raw -2395.287678 + Penalty 959.040179 = -1436.247498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 149 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.963714 sec): 2 clusters Score: Raw -769.172181 + Penalty 326.824647 = -442.347534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.963948 sec): 3 clusters Score: Raw -804.207879 + Penalty 656.941855 = -147.266024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 150 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.964443 sec): 2 clusters Score: Raw -984.653471 + Penalty 347.563440 = -637.090030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.964700 sec): 3 clusters Score: Raw -1000.204382 + Penalty 695.126880 = -305.077501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 151 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.965151 sec): 2 clusters Score: Raw -103.565224 + Penalty 73.833492 = -29.731732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.965343 sec): 2 clusters Score: Raw -103.565224 + Penalty 73.833492 = -29.731732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 152 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.965843 sec): 2 clusters Score: Raw -1132.788387 + Penalty 372.163997 = -760.624389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.966092 sec): 3 clusters Score: Raw -1160.520386 + Penalty 743.877835 = -416.642552 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 153 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.966562 sec): 2 clusters Score: Raw -477.500842 + Penalty 227.068248 = -250.432594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.966783 sec): 3 clusters Score: Raw -483.670005 + Penalty 457.868318 = -25.801687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 154 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.967257 sec): 2 clusters Score: Raw -524.524219 + Penalty 265.816302 = -258.707917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.967481 sec): 3 clusters Score: Raw -538.842772 + Penalty 519.320559 = -19.522214 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 156 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.967940 sec): 2 clusters Score: Raw -234.104134 + Penalty 98.756167 = -135.347966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.968155 sec): 3 clusters Score: Raw -235.787303 + Penalty 189.393710 = -46.393592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 157 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.968616 sec): 2 clusters Score: Raw -281.427532 + Penalty 213.412527 = -68.015004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.968828 sec): 3 clusters Score: Raw -273.773342 + Penalty 413.435511 = 139.662169 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 160 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.969292 sec): 2 clusters Score: Raw -298.955863 + Penalty 141.024423 = -157.931440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.969509 sec): 3 clusters Score: Raw -297.407082 + Penalty 282.048847 = -15.358236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 162 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.969963 sec): 2 clusters Score: Raw -164.285844 + Penalty 123.650179 = -40.635665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.970172 sec): 3 clusters Score: Raw -155.227647 + Penalty 245.550480 = 90.322833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 163 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.970629 sec): 2 clusters Score: Raw -232.620528 + Penalty 188.085576 = -44.534952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.970837 sec): 3 clusters Score: Raw -220.098215 + Penalty 358.811487 = 138.713272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 165 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.971305 sec): 2 clusters Score: Raw -202.567999 + Penalty 119.520202 = -83.047797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.971518 sec): 3 clusters Score: Raw -197.474465 + Penalty 239.040404 = 41.565939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 166 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.971978 sec): 2 clusters Score: Raw -288.650994 + Penalty 196.602448 = -92.048545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.972191 sec): 3 clusters Score: Raw -275.687258 + Penalty 398.723630 = 123.036372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 167 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.972653 sec): 2 clusters Score: Raw -277.791104 + Penalty 208.741080 = -69.050024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.972866 sec): 3 clusters Score: Raw -270.797501 + Penalty 414.742472 = 143.944971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 168 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.973317 sec): 2 clusters Score: Raw -104.389282 + Penalty 77.562414 = -26.826868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.973509 sec): 2 clusters Score: Raw -104.389282 + Penalty 77.562414 = -26.826868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 169 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.973979 sec): 2 clusters Score: Raw -531.246496 + Penalty 286.669839 = -244.576658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.974201 sec): 3 clusters Score: Raw -522.522985 + Penalty 574.334975 = 51.811991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 170 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.974657 sec): 2 clusters Score: Raw -212.282739 + Penalty 135.958855 = -76.323884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.974868 sec): 3 clusters Score: Raw -204.166521 + Penalty 268.480682 = 64.314162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 171 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.975389 sec): 2 clusters Score: Raw -1531.636219 + Penalty 484.808667 = -1046.827552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.975650 sec): 3 clusters Score: Raw -1596.960530 + Penalty 962.363636 = -634.596894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 172 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.976118 sec): 2 clusters Score: Raw -463.000931 + Penalty 278.935726 = -184.065205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.976339 sec): 3 clusters Score: Raw -454.253856 + Penalty 564.211285 = 109.957430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 173 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.976817 sec): 2 clusters Score: Raw -624.278100 + Penalty 232.173182 = -392.104918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.977046 sec): 3 clusters Score: Raw -631.715018 + Penalty 464.346364 = -167.368654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 174 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.977493 sec): 2 clusters Score: Raw -49.269426 + Penalty 0.000000 = -49.269426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.977681 sec): 2 clusters Score: Raw -49.269426 + Penalty 0.000000 = -49.269426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 175 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.978170 sec): 2 clusters Score: Raw -621.822707 + Penalty 196.107013 = -425.715693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.978399 sec): 3 clusters Score: Raw -622.503538 + Penalty 381.246370 = -241.257168 nChanged 2 SP:Iteration 1F (17.978624 sec): 3 clusters Score: Raw -629.464424 + Penalty 371.034724 = -258.429700 nChanged 1 SP:Iteration 2F (17.978848 sec): 3 clusters Score: Raw -632.795498 + Penalty 372.403389 = -260.392109 nChanged 1 SP:Iteration 3F (17.979068 sec): 3 clusters Score: Raw -636.030695 + Penalty 372.403389 = -263.627306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 177 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.979524 sec): 2 clusters Score: Raw -171.909976 + Penalty 148.713801 = -23.196175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.979733 sec): 3 clusters Score: Raw -160.497177 + Penalty 299.201211 = 138.704035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 178 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.980193 sec): 2 clusters Score: Raw -267.531766 + Penalty 177.973881 = -89.557885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.980405 sec): 3 clusters Score: Raw -261.383679 + Penalty 357.475040 = 96.091361 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 179 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.980854 sec): 2 clusters Score: Raw -101.151342 + Penalty 56.273135 = -44.878208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.981055 sec): 3 clusters Score: Raw -93.629962 + Penalty 112.546269 = 18.916307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 180 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.981515 sec): 2 clusters Score: Raw -272.160027 + Penalty 197.636278 = -74.523749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.981712 sec): 2 clusters Score: Raw -272.160027 + Penalty 197.636278 = -74.523749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 181 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.982159 sec): 2 clusters Score: Raw -48.053640 + Penalty 0.000000 = -48.053640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.982348 sec): 2 clusters Score: Raw -48.053640 + Penalty 0.000000 = -48.053640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 182 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.982821 sec): 2 clusters Score: Raw -557.452850 + Penalty 250.144473 = -307.308377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.983044 sec): 3 clusters Score: Raw -549.529129 + Penalty 529.691121 = -19.838008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 183 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.983521 sec): 2 clusters Score: Raw -643.824526 + Penalty 287.641081 = -356.183445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.983749 sec): 3 clusters Score: Raw -656.544119 + Penalty 573.210081 = -83.334039 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 184 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.984211 sec): 2 clusters Score: Raw -317.719941 + Penalty 191.101893 = -126.618047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.984427 sec): 3 clusters Score: Raw -313.850338 + Penalty 385.225842 = 71.375504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 185 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.984902 sec): 2 clusters Score: Raw -323.884071 + Penalty 179.003117 = -144.880954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.985118 sec): 3 clusters Score: Raw -318.189386 + Penalty 331.265938 = 13.076551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 186 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.985573 sec): 2 clusters Score: Raw -151.117672 + Penalty 103.766948 = -47.350724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.985767 sec): 2 clusters Score: Raw -151.117672 + Penalty 103.766948 = -47.350724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 187 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.986230 sec): 2 clusters Score: Raw -268.594716 + Penalty 185.935818 = -82.658898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.986444 sec): 3 clusters Score: Raw -265.340285 + Penalty 373.799506 = 108.459221 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 188 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.986899 sec): 2 clusters Score: Raw -169.321154 + Penalty 139.780902 = -29.540251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.987108 sec): 3 clusters Score: Raw -158.225356 + Penalty 295.273998 = 137.048642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 189 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.987562 sec): 2 clusters Score: Raw -167.891921 + Penalty 149.580934 = -18.310987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.987755 sec): 2 clusters Score: Raw -167.891921 + Penalty 149.580934 = -18.310987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 190 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.988201 sec): 2 clusters Score: Raw -49.017590 + Penalty 0.000000 = -49.017590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.988390 sec): 2 clusters Score: Raw -49.017590 + Penalty 0.000000 = -49.017590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 191 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.988843 sec): 2 clusters Score: Raw -146.415495 + Penalty 103.036303 = -43.379192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.989046 sec): 3 clusters Score: Raw -146.970054 + Penalty 179.061340 = 32.091286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 192 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.989497 sec): 2 clusters Score: Raw -102.077823 + Penalty 75.641034 = -26.436790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.989703 sec): 3 clusters Score: Raw -94.465611 + Penalty 151.282067 = 56.816456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 194 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.990164 sec): 2 clusters Score: Raw -274.285594 + Penalty 167.329750 = -106.955844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.990381 sec): 3 clusters Score: Raw -277.803387 + Penalty 334.659500 = 56.856113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 195 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.990837 sec): 2 clusters Score: Raw -204.477072 + Penalty 143.875354 = -60.601718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.991048 sec): 3 clusters Score: Raw -197.359991 + Penalty 311.764824 = 114.404833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 196 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.991511 sec): 2 clusters Score: Raw -103.138762 + Penalty 67.339130 = -35.799632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.991703 sec): 2 clusters Score: Raw -103.138762 + Penalty 67.339130 = -35.799632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 199 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.992149 sec): 2 clusters Score: Raw -49.248089 + Penalty 0.000000 = -49.248089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.992338 sec): 2 clusters Score: Raw -49.248089 + Penalty 0.000000 = -49.248089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 200 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.992791 sec): 2 clusters Score: Raw -152.536121 + Penalty 93.582716 = -58.953405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.993000 sec): 3 clusters Score: Raw -145.602699 + Penalty 199.673365 = 54.070667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 202 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.993498 sec): 2 clusters Score: Raw -791.269169 + Penalty 46.919504 = -744.349664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.993743 sec): 3 clusters Score: Raw -795.739102 + Penalty 130.033966 = -665.705136 nChanged 5 SP:Iteration 1F (17.993984 sec): 3 clusters Score: Raw -811.740926 + Penalty 130.033966 = -681.706960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 203 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.994439 sec): 2 clusters Score: Raw -175.395013 + Penalty 147.933044 = -27.461969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.994648 sec): 3 clusters Score: Raw -161.250298 + Penalty 299.924900 = 138.674603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 205 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.995106 sec): 2 clusters Score: Raw -198.639015 + Penalty 134.023496 = -64.615519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.995318 sec): 3 clusters Score: Raw -196.860425 + Penalty 268.046992 = 71.186567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 206 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.995769 sec): 2 clusters Score: Raw -108.235420 + Penalty 81.961232 = -26.274188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.995961 sec): 2 clusters Score: Raw -108.235420 + Penalty 81.961232 = -26.274188 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 208 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.996423 sec): 2 clusters Score: Raw -257.105522 + Penalty 149.018525 = -108.086997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.996619 sec): 2 clusters Score: Raw -257.105522 + Penalty 149.018525 = -108.086997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 211 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.997065 sec): 2 clusters Score: Raw -49.125557 + Penalty 0.000000 = -49.125557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.997253 sec): 2 clusters Score: Raw -49.125557 + Penalty 0.000000 = -49.125557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 212 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.997698 sec): 2 clusters Score: Raw -45.124824 + Penalty 0.000000 = -45.124824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.997886 sec): 2 clusters Score: Raw -45.124824 + Penalty 0.000000 = -45.124824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 213 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.998354 sec): 2 clusters Score: Raw -160.802605 + Penalty 127.905438 = -32.897167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.998562 sec): 3 clusters Score: Raw -152.205767 + Penalty 248.767345 = 96.561578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 214 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.999013 sec): 2 clusters Score: Raw -106.151799 + Penalty 75.375900 = -30.775899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.999220 sec): 3 clusters Score: Raw -96.455253 + Penalty 150.751800 = 54.296547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 215 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.999676 sec): 2 clusters Score: Raw -174.447525 + Penalty 72.097570 = -102.349955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.999881 sec): 3 clusters Score: Raw -175.635383 + Penalty 144.195141 = -31.440242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 216 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.000331 sec): 2 clusters Score: Raw -92.408611 + Penalty 40.739814 = -51.668797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.000529 sec): 3 clusters Score: Raw -88.919071 + Penalty 81.479628 = -7.439443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 218 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.000979 sec): 2 clusters Score: Raw -92.178482 + Penalty 43.370684 = -48.807798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.001170 sec): 2 clusters Score: Raw -92.178482 + Penalty 43.370684 = -48.807798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 219 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.001616 sec): 2 clusters Score: Raw -50.259158 + Penalty 0.000000 = -50.259158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.001805 sec): 2 clusters Score: Raw -50.259158 + Penalty 0.000000 = -50.259158 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 224 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.002272 sec): 2 clusters Score: Raw -361.278586 + Penalty 150.718535 = -210.560051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.002489 sec): 3 clusters Score: Raw -361.406646 + Penalty 272.213193 = -89.193453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 225 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.002936 sec): 2 clusters Score: Raw -50.050085 + Penalty 0.000000 = -50.050085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.003124 sec): 2 clusters Score: Raw -50.050085 + Penalty 0.000000 = -50.050085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 226 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.004000 sec): 2 clusters Score: Raw -6054.736931 + Penalty 272.342414 = -5782.394517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.004517 sec): 3 clusters Score: Raw -6043.326700 + Penalty 563.670601 = -5479.656099 nChanged 50 SP:Iteration 1F (18.005023 sec): 3 clusters Score: Raw -6141.948867 + Penalty 618.444933 = -5523.503934 nChanged 26 SP:Iteration 2F (18.005529 sec): 3 clusters Score: Raw -6212.867843 + Penalty 655.975927 = -5556.891916 nChanged 7 SP:Iteration 3Q (18.006015 sec): 3 clusters Score: Raw -6228.004171 + Penalty 655.975927 = -5572.028244 nChanged 0 SP:Iteration 4F (18.006519 sec): 3 clusters Score: Raw -6228.004171 + Penalty 655.975927 = -5572.028244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 228 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.006999 sec): 2 clusters Score: Raw -188.537260 + Penalty 127.669612 = -60.867648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.007211 sec): 3 clusters Score: Raw -187.520534 + Penalty 262.741187 = 75.220653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 229 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.007662 sec): 2 clusters Score: Raw -103.317789 + Penalty 91.004224 = -12.313564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.007855 sec): 2 clusters Score: Raw -103.317789 + Penalty 91.004224 = -12.313564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 230 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.008301 sec): 2 clusters Score: Raw -48.679394 + Penalty 0.000000 = -48.679394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.008489 sec): 2 clusters Score: Raw -48.679394 + Penalty 0.000000 = -48.679394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 231 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.008931 sec): 2 clusters Score: Raw -49.223587 + Penalty 0.000000 = -49.223587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.009117 sec): 2 clusters Score: Raw -49.223587 + Penalty 0.000000 = -49.223587 nChanged 0 Deleting Class 219 (1 points): Lose 2.148212 but Gain 1335.186975 Iteration 20F (20.052082 sec): 203 clusters Score: Raw -894105.410370 + Penalty 214117.437754 = -679987.972616 nChanged 177 Deleting Class 189 (3 points): Lose 28.557793 but Gain 1359.674256 Iteration 21Q (20.188924 sec): 202 clusters Score: Raw -894264.048597 + Penalty 212767.268696 = -681496.779901 nChanged 164 Deleting Class 174 (1 points): Lose 2.114455 but Gain 1332.942977 Iteration 22Q (20.323001 sec): 201 clusters Score: Raw -894432.336516 + Penalty 211497.294503 = -682935.042013 nChanged 148 Deleting Class 177 (3 points): Lose 25.743555 but Gain 1351.792106 Iteration 23Q (20.455046 sec): 200 clusters Score: Raw -894656.373205 + Penalty 210181.120691 = -684475.252513 nChanged 112 Deleting Class 225 (1 points): Lose 0.557315 but Gain 1305.763711 Iteration 24Q (20.583554 sec): 199 clusters Score: Raw -894807.373328 + Penalty 208915.224056 = -685892.149272 nChanged 84 Deleting Class 89 (4 points): Lose 53.207001 but Gain 1356.832311 Iteration 25Q (20.707984 sec): 198 clusters Score: Raw -894814.700886 + Penalty 207587.039882 = -687227.661004 nChanged 87 Deleting Class 203 (3 points): Lose 47.119276 but Gain 1344.695116 Iteration 26Q (20.833880 sec): 197 clusters Score: Raw -894818.361869 + Penalty 206428.503043 = -688389.858826 nChanged 72 Deleting Class 99 (13 points): Lose 143.746531 but Gain 1436.424213 Iteration 27Q (20.958068 sec): 196 clusters Score: Raw -894747.298160 + Penalty 205102.688288 = -689644.609873 nChanged 89 Deleting Class 72 (13 points): Lose 149.454124 but Gain 1439.705393 Iteration 28Q (21.084129 sec): 195 clusters Score: Raw -894670.716688 + Penalty 203699.826312 = -690970.890376 nChanged 98 Deleting Class 41 (48 points): Lose 192.368193 but Gain 1473.978406 Iteration 29Q (21.209734 sec): 194 clusters Score: Raw -894533.619426 + Penalty 202287.084353 = -692246.535073 nChanged 133 Deleting Class 171 (29 points): Lose 153.323022 but Gain 1437.779173 Iteration 30F (23.135151 sec): 193 clusters Score: Raw -894515.749153 + Penalty 200970.730329 = -693545.018824 nChanged 122 Deleting Class 163 (4 points): Lose 76.204751 but Gain 1354.887137 Iteration 31Q (23.261540 sec): 192 clusters Score: Raw -894563.103964 + Penalty 199679.227123 = -694883.876841 nChanged 94 Deleting Class 229 (2 points): Lose 38.091598 but Gain 1311.110142 Iteration 32Q (23.384952 sec): 191 clusters Score: Raw -894567.667367 + Penalty 198385.983329 = -696181.684039 nChanged 80 Deleting Class 172 (9 points): Lose 95.840781 but Gain 1365.093845 Iteration 33Q (23.507184 sec): 190 clusters Score: Raw -894512.596609 + Penalty 197101.018957 = -697411.577652 nChanged 101 Deleting Class 145 (20 points): Lose 148.705183 but Gain 1417.325285 Iteration 34Q (23.629986 sec): 189 clusters Score: Raw -894438.896577 + Penalty 195769.243810 = -698669.652768 nChanged 120 Deleting Class 87 (30 points): Lose 252.709971 but Gain 1520.809676 Iteration 35Q (23.754438 sec): 188 clusters Score: Raw -894266.505116 + Penalty 194347.501723 = -699919.003392 nChanged 134 Deleting Class 157 (5 points): Lose 56.467082 but Gain 1324.185315 Iteration 36Q (23.880336 sec): 187 clusters Score: Raw -894345.330904 + Penalty 192290.420625 = -702054.910279 nChanged 106 Deleting Class 47 (30 points): Lose 171.388805 but Gain 1431.650725 Iteration 37Q (24.002387 sec): 185 clusters Score: Raw -894244.445811 + Penalty 190919.828947 = -703324.616864 nChanged 139 Deleting Class 86 (32 points): Lose 210.045320 but Gain 1467.735618 Iteration 38Q (24.127535 sec): 184 clusters Score: Raw -894142.032005 + Penalty 189617.993899 = -704524.038106 nChanged 154 Deleting Class 98 (26 points): Lose 205.566731 but Gain 1453.509022 Iteration 39Q (24.252401 sec): 183 clusters Score: Raw -894116.497399 + Penalty 188337.171756 = -705779.325643 nChanged 174 Deleting Class 58 (86 points): Lose 323.019388 but Gain 1579.377512 Iteration 40F (26.063852 sec): 182 clusters Score: Raw -893951.100861 + Penalty 186959.956623 = -706991.144237 nChanged 245 Deleting Class 111 (5 points): Lose 74.478483 but Gain 1353.049994 Iteration 41Q (26.196968 sec): 181 clusters Score: Raw -894213.387995 + Penalty 185678.399237 = -708534.988759 nChanged 170 Deleting Class 211 (1 points): Lose 8.829289 but Gain 1250.697159 Iteration 42Q (26.323845 sec): 180 clusters Score: Raw -894311.505235 + Penalty 184535.547371 = -709775.957863 nChanged 155 Deleting Class 167 (5 points): Lose 53.782610 but Gain 1295.199846 Iteration 43Q (26.448238 sec): 179 clusters Score: Raw -894339.595087 + Penalty 183322.580653 = -711017.014434 nChanged 151 Deleting Class 188 (3 points): Lose 29.186607 but Gain 1270.593043 Iteration 44Q (26.574602 sec): 178 clusters Score: Raw -894396.070963 + Penalty 182088.287413 = -712307.783551 nChanged 111 Deleting Class 169 (9 points): Lose 63.812705 but Gain 1302.898666 Iteration 45Q (26.693674 sec): 177 clusters Score: Raw -894392.619024 + Penalty 179827.052689 = -714565.566335 nChanged 109 Deleting Class 105 (16 points): Lose 125.065274 but Gain 1363.072419 Iteration 46Q (26.811245 sec): 175 clusters Score: Raw -894332.382798 + Penalty 178546.969135 = -715785.413663 nChanged 99 Deleting Class 129 (4 points): Lose 41.945261 but Gain 1271.310456 Iteration 47Q (26.928567 sec): 174 clusters Score: Raw -894385.492633 + Penalty 177186.341638 = -717199.150995 nChanged 71 Deleting Class 146 (9 points): Lose 85.304878 but Gain 1291.117137 Iteration 48Q (27.043248 sec): 173 clusters Score: Raw -894342.472217 + Penalty 175923.829832 = -718418.642385 nChanged 67 Deleting Class 230 (1 points): Lose 7.971094 but Gain 1213.739167 Iteration 49Q (27.156711 sec): 172 clusters Score: Raw -894373.143033 + Penalty 174676.099816 = -719697.043217 nChanged 44 Deleting Class 71 (19 points): Lose 160.042020 but Gain 1364.198626 Iteration 50F (28.864117 sec): 171 clusters Score: Raw -894229.522270 + Penalty 173392.374632 = -720837.147638 nChanged 55 Deleting Class 141 (8 points): Lose 70.734630 but Gain 1273.540938 Iteration 51Q (28.977015 sec): 170 clusters Score: Raw -894243.410396 + Penalty 172219.274500 = -722024.135896 nChanged 51 Deleting Class 138 (17 points): Lose 110.369785 but Gain 1308.442948 Iteration 52Q (29.089597 sec): 169 clusters Score: Raw -894192.334984 + Penalty 170944.791112 = -723247.543872 nChanged 53 Deleting Class 136 (20 points): Lose 101.366539 but Gain 1298.893110 Iteration 53Q (29.207422 sec): 168 clusters Score: Raw -894140.523532 + Penalty 169669.577595 = -724470.945937 nChanged 46 Deleting Class 94 (9 points): Lose 98.335577 but Gain 1295.332321 Iteration 54Q (29.317682 sec): 167 clusters Score: Raw -894102.805407 + Penalty 168397.870894 = -725704.934513 nChanged 27 Deleting Class 95 (14 points): Lose 102.050262 but Gain 1295.862070 Iteration 55Q (29.426126 sec): 166 clusters Score: Raw -894027.145262 + Penalty 167151.051440 = -726876.093822 nChanged 31 Deleting Class 57 (17 points): Lose 119.962217 but Gain 1312.075518 Iteration 56Q (29.536099 sec): 165 clusters Score: Raw -893949.720874 + Penalty 165867.022601 = -728082.698273 nChanged 29 Deleting Class 180 (5 points): Lose 35.651975 but Gain 1226.296598 Iteration 57Q (29.643801 sec): 164 clusters Score: Raw -893962.415315 + Penalty 164663.930599 = -729298.484717 nChanged 19 Deleting Class 166 (5 points): Lose 32.613729 but Gain 1219.881879 Iteration 58Q (29.751613 sec): 163 clusters Score: Raw -893950.417335 + Penalty 163451.245046 = -730499.172289 nChanged 18 Deleting Class 75 (7 points): Lose 54.789979 but Gain 1232.170326 Iteration 59Q (29.859481 sec): 162 clusters Score: Raw -893912.803809 + Penalty 162303.584006 = -731609.219803 nChanged 23 Deleting Class 68 (20 points): Lose 150.888032 but Gain 1328.388210 Iteration 60F (31.476778 sec): 161 clusters Score: Raw -893781.977016 + Penalty 161133.023321 = -732648.953695 nChanged 28 Deleting Class 206 (2 points): Lose 3.853076 but Gain 1180.826530 Iteration 61Q (31.583962 sec): 160 clusters Score: Raw -893848.369328 + Penalty 159961.492615 = -733886.876713 nChanged 18 Deleting Class 82 (34 points): Lose 181.039679 but Gain 1341.739944 Iteration 62Q (31.689426 sec): 159 clusters Score: Raw -893685.239291 + Penalty 158725.069025 = -734960.170266 nChanged 40 Deleting Class 43 (15 points): Lose 139.364866 but Gain 1296.298513 Iteration 63Q (31.797533 sec): 158 clusters Score: Raw -893634.806753 + Penalty 157575.959398 = -736058.847355 nChanged 25 Deleting Class 132 (8 points): Lose 71.934671 but Gain 1226.072888 Iteration 64Q (31.905819 sec): 157 clusters Score: Raw -893663.673229 + Penalty 156458.840993 = -737204.832236 nChanged 15 Deleting Class 168 (3 points): Lose 26.601654 but Gain 1209.953066 Iteration 65Q (32.011521 sec): 156 clusters Score: Raw -893682.438404 + Penalty 155352.696661 = -738329.741743 nChanged 7 Deleting Class 46 (10 points): Lose 60.083481 but Gain 1213.869712 Iteration 66Q (32.117582 sec): 155 clusters Score: Raw -893641.294426 + Penalty 154149.595946 = -739491.698479 nChanged 11 Deleting Class 190 (1 points): Lose 3.335674 but Gain 1155.002328 Iteration 67Q (32.221844 sec): 154 clusters Score: Raw -893655.892663 + Penalty 152994.667648 = -740661.225014 nChanged 1 Deleting Class 181 (1 points): Lose 1.971314 but Gain 1149.504686 Iteration 68Q (32.324064 sec): 153 clusters Score: Raw -893655.931150 + Penalty 151845.236486 = -741810.694664 nChanged 1 Deleting Class 114 (5 points): Lose 40.820981 but Gain 1182.338896 Iteration 69Q (32.427906 sec): 152 clusters Score: Raw -893617.119836 + Penalty 150668.712539 = -742948.407297 nChanged 5 Deleting Class 213 (3 points): Lose 22.798462 but Gain 1162.646379 Iteration 70F (33.938918 sec): 151 clusters Score: Raw -893602.627408 + Penalty 149511.205944 = -744091.421464 nChanged 4 Deleting Class 149 (17 points): Lose 103.456117 but Gain 1247.779901 Iteration 71Q (34.041815 sec): 150 clusters Score: Raw -893517.080163 + Penalty 148384.822905 = -745132.257258 nChanged 18 Deleting Class 12 (10 points): Lose 52.864019 but Gain 1191.465581 Iteration 72Q (34.144529 sec): 149 clusters Score: Raw -893515.262990 + Penalty 147209.452493 = -746305.810496 nChanged 15 Deleting Class 93 (33 points): Lose 133.618185 but Gain 1270.898115 Iteration 73Q (34.247654 sec): 148 clusters Score: Raw -893401.722120 + Penalty 146079.966056 = -747321.756064 nChanged 39 Deleting Class 183 (15 points): Lose 108.265015 but Gain 1242.774862 Iteration 74Q (34.351227 sec): 147 clusters Score: Raw -893368.416986 + Penalty 144896.257446 = -748472.159540 nChanged 30 Deleting Class 195 (7 points): Lose 50.232012 but Gain 1182.914608 Iteration 75Q (34.454042 sec): 146 clusters Score: Raw -893368.164108 + Penalty 143762.107433 = -749606.056675 nChanged 19 Deleting Class 178 (8 points): Lose 46.317535 but Gain 1173.279137 Iteration 76Q (34.556325 sec): 145 clusters Score: Raw -893353.640057 + Penalty 142628.547628 = -750725.092429 nChanged 17 Deleting Class 50 (37 points): Lose 167.828445 but Gain 1289.230212 Iteration 77Q (34.657933 sec): 144 clusters Score: Raw -893205.211471 + Penalty 141380.133318 = -751825.078153 nChanged 57 Deleting Class 73 (13 points): Lose 78.786697 but Gain 1199.161143 Iteration 78Q (34.764640 sec): 143 clusters Score: Raw -893222.376382 + Penalty 140241.277579 = -752981.098803 nChanged 34 Deleting Class 152 (26 points): Lose 128.090837 but Gain 1245.065698 Iteration 79Q (34.866595 sec): 142 clusters Score: Raw -893145.490074 + Penalty 139133.879598 = -754011.610476 nChanged 45 Deleting Class 147 (4 points): Lose 19.121348 but Gain 1135.003895 Iteration 80F (36.278038 sec): 141 clusters Score: Raw -893219.432079 + Penalty 138011.836645 = -755207.595434 nChanged 24 Deleting Class 140 (10 points): Lose 118.974668 but Gain 1231.518468 Iteration 81Q (36.379425 sec): 140 clusters Score: Raw -893130.638845 + Penalty 136822.657861 = -756307.980984 nChanged 22 Deleting Class 40 (6 points): Lose 34.182920 but Gain 1145.517690 Iteration 82Q (36.480555 sec): 139 clusters Score: Raw -893129.682456 + Penalty 135701.408924 = -757428.273531 nChanged 14 Deleting Class 187 (5 points): Lose 42.840709 but Gain 1153.697411 Iteration 83Q (36.580289 sec): 138 clusters Score: Raw -893103.112619 + Penalty 134560.514520 = -758542.598099 nChanged 10 Deleting Class 48 (14 points): Lose 89.414612 but Gain 1194.862615 Iteration 84Q (36.679013 sec): 137 clusters Score: Raw -893026.067902 + Penalty 133385.628432 = -759640.439470 nChanged 21 Deleting Class 150 (18 points): Lose 97.390548 but Gain 1200.835360 Iteration 85Q (36.778456 sec): 136 clusters Score: Raw -892955.225258 + Penalty 132189.936891 = -760765.288367 nChanged 24 Deleting Class 154 (9 points): Lose 59.333699 but Gain 1158.634081 Iteration 86Q (36.877003 sec): 135 clusters Score: Raw -892939.419090 + Penalty 131072.720963 = -761866.698127 nChanged 15 Deleting Class 162 (3 points): Lose 37.995184 but Gain 1123.966542 Iteration 87Q (36.975452 sec): 134 clusters Score: Raw -892932.043069 + Penalty 129954.090850 = -762977.952219 nChanged 14 Deleting Class 84 (27 points): Lose 182.812205 but Gain 1264.179290 Iteration 88Q (37.073232 sec): 133 clusters Score: Raw -892760.661645 + Penalty 128734.205353 = -764026.456293 nChanged 33 Deleting Class 51 (30 points): Lose 137.133254 but Gain 1216.628817 Iteration 89Q (37.171961 sec): 132 clusters Score: Raw -892691.198994 + Penalty 127547.132656 = -765144.066338 nChanged 33 Deleting Class 214 (2 points): Lose 6.631038 but Gain 1085.950764 Iteration 90F (38.481406 sec): 131 clusters Score: Raw -892738.946543 + Penalty 126473.513986 = -766265.432557 nChanged 7 Deleting Class 192 (2 points): Lose 11.634005 but Gain 1089.770579 Iteration 91Q (38.578530 sec): 130 clusters Score: Raw -892739.529916 + Penalty 125383.289261 = -767356.240654 nChanged 3 Deleting Class 148 (50 points): Lose 219.210840 but Gain 1292.406905 Iteration 92Q (38.674855 sec): 129 clusters Score: Raw -892525.056029 + Penalty 124164.275860 = -768360.780170 nChanged 52 Deleting Class 67 (21 points): Lose 73.277918 but Gain 1138.749932 Iteration 93Q (38.773941 sec): 128 clusters Score: Raw -892551.939880 + Penalty 123055.856332 = -769496.083548 nChanged 31 Deleting Class 139 (38 points): Lose 116.346572 but Gain 1180.735502 Iteration 94Q (38.871644 sec): 127 clusters Score: Raw -892498.306352 + Penalty 121922.359986 = -770575.946366 nChanged 49 Deleting Class 76 (5 points): Lose 42.412573 but Gain 1103.108390 Iteration 95Q (38.969993 sec): 126 clusters Score: Raw -892548.128251 + Penalty 120825.391781 = -771722.736470 nChanged 17 Deleting Class 77 (26 points): Lose 135.506753 but Gain 1192.917598 Iteration 96Q (39.065764 sec): 125 clusters Score: Raw -892429.797179 + Penalty 119800.663548 = -772629.133631 nChanged 30 Deleting Class 231 (1 points): Lose 1.695470 but Gain 1058.992235 Iteration 97Q (39.161823 sec): 124 clusters Score: Raw -892511.632969 + Penalty 118776.788601 = -773734.844368 nChanged 8 Deleting Class 127 (5 points): Lose 22.064249 but Gain 1075.763601 Iteration 98Q (39.257158 sec): 123 clusters Score: Raw -892517.580357 + Penalty 117718.327094 = -774799.253263 nChanged 8 Deleting Class 17 (9 points): Lose 52.438222 but Gain 1104.268599 Iteration 99Q (39.353205 sec): 122 clusters Score: Raw -892486.384634 + Penalty 116633.058579 = -775853.326054 nChanged 10 Deleting Class 182 (11 points): Lose 56.878158 but Gain 1108.611735 Iteration 100F (40.567457 sec): 121 clusters Score: Raw -892445.565228 + Penalty 115562.673636 = -776882.891592 nChanged 12 Deleting Class 151 (2 points): Lose 12.511675 but Gain 1063.729087 Iteration 101Q (40.665005 sec): 120 clusters Score: Raw -892457.927276 + Penalty 114500.035583 = -777957.891693 nChanged 3 Deleting Class 69 (4 points): Lose 20.810149 but Gain 1070.358127 Iteration 102Q (40.761066 sec): 119 clusters Score: Raw -892440.442745 + Penalty 113430.681758 = -779009.760986 nChanged 4 Deleting Class 92 (16 points): Lose 87.440876 but Gain 1133.759975 Iteration 103Q (40.857032 sec): 118 clusters Score: Raw -892358.342190 + Penalty 112321.139178 = -780037.203011 nChanged 16 Deleting Class 100 (18 points): Lose 82.225680 but Gain 1125.116848 Iteration 104Q (40.950806 sec): 117 clusters Score: Raw -892320.108840 + Penalty 111244.214693 = -781075.894148 nChanged 22 Deleting Class 184 (6 points): Lose 24.408149 but Gain 1065.095050 Iteration 105Q (41.045786 sec): 116 clusters Score: Raw -892346.760045 + Penalty 110206.783764 = -782139.976281 nChanged 14 Deleting Class 65 (8 points): Lose 62.366514 but Gain 1096.045337 Iteration 106Q (41.140544 sec): 115 clusters Score: Raw -892308.275712 + Penalty 109100.013040 = -783208.262671 nChanged 11 Deleting Class 107 (6 points): Lose 33.327549 but Gain 1065.171069 Iteration 107Q (41.233074 sec): 114 clusters Score: Raw -892296.779132 + Penalty 107995.190960 = -784301.588172 nChanged 14 Deleting Class 124 (50 points): Lose 172.758828 but Gain 1203.610592 Iteration 108Q (41.327362 sec): 113 clusters Score: Raw -892138.958264 + Penalty 106899.543036 = -785239.415228 nChanged 53 Deleting Class 108 (10 points): Lose 59.773423 but Gain 1084.403775 Iteration 109Q (41.421988 sec): 112 clusters Score: Raw -892185.603363 + Penalty 105861.614675 = -786323.988688 nChanged 25 Deleting Class 199 (1 points): Lose 15.569756 but Gain 1038.773508 Iteration 110F (42.537781 sec): 111 clusters Score: Raw -892195.472220 + Penalty 104828.401495 = -787367.070725 nChanged 8 Deleting Class 52 (10 points): Lose 63.049449 but Gain 1086.097570 Iteration 111Q (42.628580 sec): 110 clusters Score: Raw -892136.230648 + Penalty 103756.909579 = -788379.321069 nChanged 14 Deleting Class 143 (3 points): Lose 12.196639 but Gain 1034.101051 Iteration 112Q (42.720471 sec): 109 clusters Score: Raw -892146.707697 + Penalty 102723.428525 = -789423.279172 nChanged 4 Deleting Class 80 (11 points): Lose 51.356008 but Gain 1070.708190 Iteration 113Q (42.810625 sec): 108 clusters Score: Raw -892099.395522 + Penalty 101659.799491 = -790439.596031 nChanged 11 Deleting Class 131 (8 points): Lose 83.963352 but Gain 1099.228617 Iteration 114Q (42.900602 sec): 107 clusters Score: Raw -892032.361782 + Penalty 100562.206434 = -791470.155348 nChanged 8 Deleting Class 20 (26 points): Lose 206.352199 but Gain 1212.231732 Iteration 115Q (42.991362 sec): 106 clusters Score: Raw -891838.195176 + Penalty 99355.337339 = -792482.857837 nChanged 26 Deleting Class 70 (5 points): Lose 28.477438 but Gain 1031.064374 Iteration 116Q (43.081774 sec): 105 clusters Score: Raw -891857.218208 + Penalty 98322.983696 = -793534.234512 nChanged 14 Deleting Class 153 (9 points): Lose 33.914682 but Gain 1032.012710 Iteration 117Q (43.171443 sec): 104 clusters Score: Raw -891836.814264 + Penalty 97304.868372 = -794531.945892 nChanged 13 Deleting Class 113 (16 points): Lose 90.062481 but Gain 1072.061592 Iteration 118Q (43.260839 sec): 103 clusters Score: Raw -891763.643648 + Penalty 96241.768419 = -795521.875229 nChanged 19 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.20 GB. Compute initial score before splitting: Score: Raw -891763.643648 + Penalty 96241.768419 = -795521.875229Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 1 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.301588 sec): 2 clusters Score: Raw -1553.647151 + Penalty 364.916816 = -1188.730335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.301871 sec): 3 clusters Score: Raw -1582.170797 + Penalty 729.181411 = -852.989386 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 2 (955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.306942 sec): 2 clusters Score: Raw -45603.773697 + Penalty 475.301421 = -45128.472276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.308837 sec): 3 clusters Score: Raw -45083.175587 + Penalty 951.528692 = -44131.646894 nChanged 363 SP:Iteration 1F (43.310731 sec): 3 clusters Score: Raw -45319.548197 + Penalty 952.150163 = -44367.398034 nChanged 102 SP:Iteration 2F (43.312583 sec): 3 clusters Score: Raw -45400.840984 + Penalty 952.292152 = -44448.548831 nChanged 54 SP:Iteration 3F (43.314439 sec): 3 clusters Score: Raw -45450.504875 + Penalty 951.998710 = -44498.506166 nChanged 33 SP:Iteration 4Q (43.316280 sec): 3 clusters Score: Raw -45472.271947 + Penalty 952.863436 = -44519.408511 nChanged 21 SP:Iteration 5Q (43.318088 sec): 3 clusters Score: Raw -45480.152686 + Penalty 954.119129 = -44526.033557 nChanged 13 SP:Iteration 6Q (43.319874 sec): 3 clusters Score: Raw -45483.760504 + Penalty 954.983340 = -44528.777164 nChanged 10 SP:Iteration 7Q (43.321661 sec): 3 clusters Score: Raw -45486.321362 + Penalty 955.028998 = -44531.292364 nChanged 12 SP:Iteration 8Q (43.323483 sec): 3 clusters Score: Raw -45489.699856 + Penalty 955.538780 = -44534.161076 nChanged 11 SP:Iteration 9Q (43.325291 sec): 3 clusters Score: Raw -45492.695727 + Penalty 956.103355 = -44536.592372 nChanged 7 SP:Iteration 10F (43.327096 sec): 3 clusters Score: Raw -45493.870140 + Penalty 955.679919 = -44538.190221 nChanged 5 SP:Iteration 11Q (43.328869 sec): 3 clusters Score: Raw -45496.515347 + Penalty 955.405966 = -44541.109381 nChanged 6 SP:Iteration 12Q (43.330639 sec): 3 clusters Score: Raw -45499.040379 + Penalty 955.705136 = -44543.335243 nChanged 3 SP:Iteration 13Q (43.332408 sec): 3 clusters Score: Raw -45501.083812 + Penalty 956.472639 = -44544.611173 nChanged 7 SP:Iteration 14Q (43.334179 sec): 3 clusters Score: Raw -45502.947519 + Penalty 956.634184 = -44546.313335 nChanged 6 SP:Iteration 15Q (43.335945 sec): 3 clusters Score: Raw -45504.451150 + Penalty 957.397712 = -44547.053438 nChanged 4 SP:Iteration 16Q (43.337708 sec): 3 clusters Score: Raw -45505.741827 + Penalty 957.503826 = -44548.238001 nChanged 7 SP:Iteration 17Q (43.339469 sec): 3 clusters Score: Raw -45507.977541 + Penalty 957.565290 = -44550.412252 nChanged 4 SP:Iteration 18Q (43.341227 sec): 3 clusters Score: Raw -45509.758796 + Penalty 958.178250 = -44551.580545 nChanged 3 SP:Iteration 19Q (43.342982 sec): 3 clusters Score: Raw -45510.621340 + Penalty 959.422440 = -44551.198899 nChanged 5 SP:Iteration 20F (43.344794 sec): 3 clusters Score: Raw -45512.164756 + Penalty 960.030608 = -44552.134148 nChanged 4 SP:Iteration 21Q (43.346548 sec): 3 clusters Score: Raw -45514.002609 + Penalty 961.074271 = -44552.928338 nChanged 5 SP:Iteration 22Q (43.348300 sec): 3 clusters Score: Raw -45515.648971 + Penalty 961.596351 = -44554.052620 nChanged 4 SP:Iteration 23Q (43.350052 sec): 3 clusters Score: Raw -45517.292633 + Penalty 962.620141 = -44554.672492 nChanged 9 SP:Iteration 24Q (43.351801 sec): 3 clusters Score: Raw -45519.566625 + Penalty 963.708521 = -44555.858104 nChanged 6 SP:Iteration 25Q (43.353548 sec): 3 clusters Score: Raw -45520.988165 + Penalty 965.618123 = -44555.370042 nChanged 6 SP:Iteration 26F (43.355394 sec): 3 clusters Score: Raw -45521.991198 + Penalty 968.297270 = -44553.693928 nChanged 7 SP:Iteration 27F (43.357205 sec): 3 clusters Score: Raw -45523.662555 + Penalty 970.923623 = -44552.738932 nChanged 6 SP:Iteration 28F (43.359016 sec): 3 clusters Score: Raw -45524.942610 + Penalty 972.245612 = -44552.696998 nChanged 6 SP:Iteration 29F (43.360901 sec): 3 clusters Score: Raw -45525.758825 + Penalty 972.861657 = -44552.897168 nChanged 3 SP:Iteration 30F (43.362814 sec): 3 clusters Score: Raw -45526.463091 + Penalty 973.523002 = -44552.940089 nChanged 7 SP:Iteration 31Q (43.364603 sec): 3 clusters Score: Raw -45528.774480 + Penalty 975.939096 = -44552.835384 nChanged 5 SP:Iteration 32F (43.366567 sec): 3 clusters Score: Raw -45529.908365 + Penalty 978.142705 = -44551.765660 nChanged 7 SP:Iteration 33F (43.368521 sec): 3 clusters Score: Raw -45532.569296 + Penalty 979.562104 = -44553.007192 nChanged 8 SP:Iteration 34Q (43.370337 sec): 3 clusters Score: Raw -45534.963639 + Penalty 982.369994 = -44552.593645 nChanged 7 SP:Iteration 35F (43.372222 sec): 3 clusters Score: Raw -45537.291177 + Penalty 984.332331 = -44552.958846 nChanged 6 SP:Iteration 36Q (43.373993 sec): 3 clusters Score: Raw -45539.277521 + Penalty 987.650799 = -44551.626722 nChanged 9 SP:Iteration 37F (43.375876 sec): 3 clusters Score: Raw -45545.157079 + Penalty 992.359780 = -44552.797299 nChanged 11 SP:Iteration 38Q (43.377614 sec): 3 clusters Score: Raw -45550.137837 + Penalty 999.887522 = -44550.250315 nChanged 11 SP:Iteration 39F (43.379458 sec): 3 clusters Score: Raw -45554.170253 + Penalty 1004.908601 = -44549.261651 nChanged 9 SP:Iteration 40F (43.381309 sec): 3 clusters Score: Raw -45556.646977 + Penalty 1008.576730 = -44548.070247 nChanged 6 SP:Iteration 41F (43.383119 sec): 3 clusters Score: Raw -45559.277069 + Penalty 1013.928727 = -44545.348342 nChanged 9 SP:Iteration 42F (43.384931 sec): 3 clusters Score: Raw -45566.394746 + Penalty 1019.275692 = -44547.119054 nChanged 7 SP:Iteration 43Q (43.386610 sec): 3 clusters Score: Raw -45570.511310 + Penalty 1021.380318 = -44549.130992 nChanged 4 SP:Iteration 44Q (43.388280 sec): 3 clusters Score: Raw -45571.313527 + Penalty 1022.509620 = -44548.803907 nChanged 3 SP:Iteration 45F (43.390090 sec): 3 clusters Score: Raw -45571.882648 + Penalty 1025.189983 = -44546.692666 nChanged 2 SP:Iteration 46F (43.391899 sec): 3 clusters Score: Raw -45572.128284 + Penalty 1027.110789 = -44545.017495 nChanged 1 SP:Iteration 47F (43.393710 sec): 3 clusters Score: Raw -45572.436052 + Penalty 1029.834441 = -44542.601611 nChanged 2 SP:Iteration 48F (43.395556 sec): 3 clusters Score: Raw -45573.125881 + Penalty 1031.152516 = -44541.973365 nChanged 4 SP:Iteration 49F (43.397423 sec): 3 clusters Score: Raw -45575.447088 + Penalty 1030.986121 = -44544.460967 nChanged 4 SP:Iteration 50F (43.399267 sec): 3 clusters Score: Raw -45578.094898 + Penalty 1030.720714 = -44547.374184 nChanged 2 SP:Iteration 51Q (43.400932 sec): 3 clusters Score: Raw -45578.411475 + Penalty 1030.720714 = -44547.690761 nChanged 0 SP:Iteration 52F (43.402740 sec): 3 clusters Score: Raw -45578.411475 + Penalty 1030.720714 = -44547.690761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 3 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.405135 sec): 2 clusters Score: Raw -18547.653209 + Penalty 614.251966 = -17933.401243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.406034 sec): 3 clusters Score: Raw -18386.881340 + Penalty 1230.899871 = -17155.981469 nChanged 98 SP:Iteration 1F (43.406909 sec): 3 clusters Score: Raw -18469.252757 + Penalty 1240.260755 = -17228.992002 nChanged 31 SP:Iteration 2F (43.407782 sec): 3 clusters Score: Raw -18506.768248 + Penalty 1250.080021 = -17256.688227 nChanged 28 SP:Iteration 3F (43.408655 sec): 3 clusters Score: Raw -18548.234295 + Penalty 1256.995232 = -17291.239063 nChanged 14 SP:Iteration 4Q (43.409563 sec): 3 clusters Score: Raw -18565.146405 + Penalty 1262.900681 = -17302.245725 nChanged 9 SP:Iteration 5Q (43.410484 sec): 3 clusters Score: Raw -18580.132481 + Penalty 1269.580780 = -17310.551701 nChanged 8 SP:Iteration 6Q (43.411334 sec): 3 clusters Score: Raw -18591.873516 + Penalty 1277.808682 = -17314.064834 nChanged 9 SP:Iteration 7Q (43.412165 sec): 3 clusters Score: Raw -18603.711828 + Penalty 1282.511729 = -17321.200100 nChanged 4 SP:Iteration 8Q (43.412988 sec): 3 clusters Score: Raw -18611.807219 + Penalty 1290.419161 = -17321.388058 nChanged 4 SP:Iteration 9Q (43.413812 sec): 3 clusters Score: Raw -18617.849443 + Penalty 1292.304993 = -17325.544450 nChanged 1 SP:Iteration 10F (43.414686 sec): 3 clusters Score: Raw -18618.507574 + Penalty 1292.304993 = -17326.202581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 4 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.415178 sec): 2 clusters Score: Raw -282.789305 + Penalty 117.553275 = -165.236030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.415401 sec): 3 clusters Score: Raw -279.344947 + Penalty 201.789784 = -77.555164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 5 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.416265 sec): 2 clusters Score: Raw -7071.265121 + Penalty 767.921203 = -6303.343918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.416760 sec): 3 clusters Score: Raw -7161.115618 + Penalty 1535.375641 = -5625.739977 nChanged 17 SP:Iteration 1F (43.417246 sec): 3 clusters Score: Raw -7216.446874 + Penalty 1534.885425 = -5681.561450 nChanged 4 SP:Iteration 2Q (43.417704 sec): 3 clusters Score: Raw -7223.930221 + Penalty 1534.852124 = -5689.078097 nChanged 2 SP:Iteration 3Q (43.418159 sec): 3 clusters Score: Raw -7226.139668 + Penalty 1534.567222 = -5691.572446 nChanged 1 SP:Iteration 4Q (43.418614 sec): 3 clusters Score: Raw -7231.467924 + Penalty 1534.852124 = -5696.615800 nChanged 1 SP:Iteration 5Q (43.419066 sec): 3 clusters Score: Raw -7234.464438 + Penalty 1534.852124 = -5699.612313 nChanged 0 SP:Iteration 6F (43.419551 sec): 3 clusters Score: Raw -7234.464438 + Penalty 1534.852124 = -5699.612313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 6 (384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.421044 sec): 2 clusters Score: Raw -18081.209717 + Penalty 347.896581 = -17733.313136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.421929 sec): 3 clusters Score: Raw -17901.133924 + Penalty 705.509822 = -17195.624101 nChanged 124 SP:Iteration 1F (43.422790 sec): 3 clusters Score: Raw -18009.691871 + Penalty 726.631648 = -17283.060223 nChanged 44 SP:Iteration 2F (43.423654 sec): 3 clusters Score: Raw -18054.382966 + Penalty 739.902975 = -17314.479991 nChanged 17 SP:Iteration 3Q (43.424510 sec): 3 clusters Score: Raw -18070.744416 + Penalty 746.470931 = -17324.273485 nChanged 12 SP:Iteration 4Q (43.425351 sec): 3 clusters Score: Raw -18078.781296 + Penalty 753.679066 = -17325.102230 nChanged 8 SP:Iteration 5Q (43.426179 sec): 3 clusters Score: Raw -18085.148066 + Penalty 759.178630 = -17325.969437 nChanged 8 SP:Iteration 6Q (43.427051 sec): 3 clusters Score: Raw -18091.011900 + Penalty 762.464657 = -17328.547243 nChanged 5 SP:Iteration 7Q (43.427899 sec): 3 clusters Score: Raw -18095.107835 + Penalty 764.426077 = -17330.681758 nChanged 4 SP:Iteration 8Q (43.428751 sec): 3 clusters Score: Raw -18097.432634 + Penalty 764.426077 = -17333.006556 nChanged 0 SP:Iteration 9F (43.429646 sec): 3 clusters Score: Raw -18097.432634 + Penalty 764.426077 = -17333.006556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 7 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.430818 sec): 2 clusters Score: Raw -13374.766636 + Penalty 719.567904 = -12655.198733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.431555 sec): 3 clusters Score: Raw -13357.997838 + Penalty 1441.268917 = -11916.728920 nChanged 58 SP:Iteration 1F (43.432237 sec): 3 clusters Score: Raw -13436.709858 + Penalty 1440.858833 = -11995.851025 nChanged 13 SP:Iteration 2Q (43.432898 sec): 3 clusters Score: Raw -13450.195134 + Penalty 1440.350006 = -12009.845128 nChanged 2 SP:Iteration 3Q (43.433590 sec): 3 clusters Score: Raw -13453.217313 + Penalty 1439.660995 = -12013.556319 nChanged 3 SP:Iteration 4Q (43.434248 sec): 3 clusters Score: Raw -13462.534848 + Penalty 1439.135807 = -12023.399041 nChanged 2 SP:Iteration 5Q (43.434903 sec): 3 clusters Score: Raw -13465.583968 + Penalty 1439.135807 = -12026.448161 nChanged 2 SP:Iteration 6Q (43.435557 sec): 3 clusters Score: Raw -13469.843293 + Penalty 1438.567417 = -12031.275876 nChanged 2 SP:Iteration 7Q (43.436210 sec): 3 clusters Score: Raw -13473.927303 + Penalty 1438.308011 = -12035.619292 nChanged 1 SP:Iteration 8Q (43.436861 sec): 3 clusters Score: Raw -13474.777603 + Penalty 1438.315250 = -12036.462353 nChanged 2 SP:Iteration 9Q (43.437512 sec): 3 clusters Score: Raw -13478.508997 + Penalty 1437.711527 = -12040.797471 nChanged 2 SP:Iteration 10F (43.438190 sec): 3 clusters Score: Raw -13479.740248 + Penalty 1437.512805 = -12042.227443 nChanged 1 SP:Iteration 11Q (43.438841 sec): 3 clusters Score: Raw -13480.633457 + Penalty 1437.512805 = -12043.120652 nChanged 0 SP:Iteration 12F (43.439520 sec): 3 clusters Score: Raw -13480.633457 + Penalty 1437.512805 = -12043.120652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 8 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.440395 sec): 2 clusters Score: Raw -6132.206292 + Penalty 470.178851 = -5662.027441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.440872 sec): 3 clusters Score: Raw -6118.490419 + Penalty 940.167436 = -5178.322983 nChanged 30 SP:Iteration 1F (43.441342 sec): 3 clusters Score: Raw -6165.169797 + Penalty 941.147219 = -5224.022578 nChanged 9 SP:Iteration 2F (43.441809 sec): 3 clusters Score: Raw -6177.717594 + Penalty 944.720766 = -5232.996828 nChanged 7 SP:Iteration 3Q (43.442293 sec): 3 clusters Score: Raw -6190.843193 + Penalty 949.295695 = -5241.547498 nChanged 4 SP:Iteration 4Q (43.442755 sec): 3 clusters Score: Raw -6199.644952 + Penalty 950.937038 = -5248.707913 nChanged 1 SP:Iteration 5Q (43.443213 sec): 3 clusters Score: Raw -6200.444478 + Penalty 950.937038 = -5249.507440 nChanged 0 SP:Iteration 6F (43.443692 sec): 3 clusters Score: Raw -6200.444478 + Penalty 950.937038 = -5249.507440 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 9 (937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.446725 sec): 2 clusters Score: Raw -40920.736727 + Penalty 603.751807 = -40316.984920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.448575 sec): 3 clusters Score: Raw -40457.701409 + Penalty 1209.275421 = -39248.425987 nChanged 314 SP:Iteration 1F (43.450370 sec): 3 clusters Score: Raw -40691.714446 + Penalty 1215.259811 = -39476.454635 nChanged 115 SP:Iteration 2F (43.452154 sec): 3 clusters Score: Raw -40812.573387 + Penalty 1223.536916 = -39589.036471 nChanged 91 SP:Iteration 3F (43.453947 sec): 3 clusters Score: Raw -40905.717333 + Penalty 1227.016573 = -39678.700760 nChanged 69 SP:Iteration 4F (43.455732 sec): 3 clusters Score: Raw -40972.787437 + Penalty 1225.312870 = -39747.474567 nChanged 40 SP:Iteration 5Q (43.457504 sec): 3 clusters Score: Raw -41011.126522 + Penalty 1225.853030 = -39785.273492 nChanged 24 SP:Iteration 6Q (43.459329 sec): 3 clusters Score: Raw -41040.304061 + Penalty 1219.685554 = -39820.618507 nChanged 23 SP:Iteration 7Q (43.461185 sec): 3 clusters Score: Raw -41057.965360 + Penalty 1215.693602 = -39842.271758 nChanged 16 SP:Iteration 8Q (43.462986 sec): 3 clusters Score: Raw -41088.536550 + Penalty 1217.021285 = -39871.515265 nChanged 20 SP:Iteration 9Q (43.464769 sec): 3 clusters Score: Raw -41114.064160 + Penalty 1213.262010 = -39900.802150 nChanged 17 SP:Iteration 10F (43.466554 sec): 3 clusters Score: Raw -41128.710307 + Penalty 1214.453430 = -39914.256877 nChanged 8 SP:Iteration 11Q (43.468288 sec): 3 clusters Score: Raw -41136.790111 + Penalty 1214.520484 = -39922.269627 nChanged 10 SP:Iteration 12Q (43.470018 sec): 3 clusters Score: Raw -41150.556659 + Penalty 1212.062416 = -39938.494242 nChanged 11 SP:Iteration 13Q (43.471740 sec): 3 clusters Score: Raw -41161.613151 + Penalty 1212.350291 = -39949.262860 nChanged 6 SP:Iteration 14Q (43.473461 sec): 3 clusters Score: Raw -41168.421775 + Penalty 1209.657654 = -39958.764121 nChanged 7 SP:Iteration 15Q (43.475166 sec): 3 clusters Score: Raw -41174.943007 + Penalty 1208.212636 = -39966.730372 nChanged 11 SP:Iteration 16Q (43.476869 sec): 3 clusters Score: Raw -41181.543371 + Penalty 1209.051096 = -39972.492276 nChanged 7 SP:Iteration 17Q (43.478571 sec): 3 clusters Score: Raw -41185.748232 + Penalty 1209.276580 = -39976.471652 nChanged 5 SP:Iteration 18Q (43.480269 sec): 3 clusters Score: Raw -41187.678537 + Penalty 1207.406793 = -39980.271744 nChanged 6 SP:Iteration 19Q (43.481964 sec): 3 clusters Score: Raw -41190.570233 + Penalty 1205.997866 = -39984.572367 nChanged 8 SP:Iteration 20F (43.483750 sec): 3 clusters Score: Raw -41195.963361 + Penalty 1204.822604 = -39991.140758 nChanged 7 SP:Iteration 21Q (43.485446 sec): 3 clusters Score: Raw -41200.394681 + Penalty 1204.605398 = -39995.789283 nChanged 9 SP:Iteration 22Q (43.487139 sec): 3 clusters Score: Raw -41205.143049 + Penalty 1204.017387 = -40001.125662 nChanged 7 SP:Iteration 23Q (43.488830 sec): 3 clusters Score: Raw -41209.410261 + Penalty 1203.001721 = -40006.408540 nChanged 6 SP:Iteration 24Q (43.490517 sec): 3 clusters Score: Raw -41212.284687 + Penalty 1202.624168 = -40009.660518 nChanged 2 SP:Iteration 25Q (43.492205 sec): 3 clusters Score: Raw -41212.871826 + Penalty 1202.239737 = -40010.632088 nChanged 3 SP:Iteration 26Q (43.493902 sec): 3 clusters Score: Raw -41213.445790 + Penalty 1202.369584 = -40011.076206 nChanged 1 SP:Iteration 27Q (43.495586 sec): 3 clusters Score: Raw -41213.805635 + Penalty 1202.893633 = -40010.912002 nChanged 3 SP:Iteration 28F (43.497415 sec): 3 clusters Score: Raw -41215.605735 + Penalty 1202.445244 = -40013.160490 nChanged 3 SP:Iteration 29Q (43.499136 sec): 3 clusters Score: Raw -41217.417599 + Penalty 1202.453594 = -40014.964005 nChanged 2 SP:Iteration 30F (43.500912 sec): 3 clusters Score: Raw -41217.968262 + Penalty 1202.396833 = -40015.571429 nChanged 2 SP:Iteration 31Q (43.502599 sec): 3 clusters Score: Raw -41218.462488 + Penalty 1202.381017 = -40016.081471 nChanged 1 SP:Iteration 32Q (43.504291 sec): 3 clusters Score: Raw -41219.205286 + Penalty 1202.685053 = -40016.520233 nChanged 1 SP:Iteration 33Q (43.505979 sec): 3 clusters Score: Raw -41219.472262 + Penalty 1202.685053 = -40016.787209 nChanged 0 SP:Iteration 34F (43.507812 sec): 3 clusters Score: Raw -41219.472262 + Penalty 1202.685053 = -40016.787209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 10 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.508335 sec): 2 clusters Score: Raw -622.633536 + Penalty 164.063335 = -458.570201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.508572 sec): 3 clusters Score: Raw -630.403109 + Penalty 341.459757 = -288.943352 nChanged 0 Memory request: 0.05 GB would take us to total of 0.25 GB. Trying to split cluster 11 (11328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.556918 sec): 2 clusters Score: Raw -488106.161099 + Penalty 312.742711 = -487793.418387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.577827 sec): 3 clusters Score: Raw -480488.837281 + Penalty 667.744264 = -479821.093017 nChanged 5313 SP:Iteration 1F (43.598194 sec): 3 clusters Score: Raw -483592.745985 + Penalty 744.735382 = -482848.010604 nChanged 1992 SP:Iteration 2F (43.618764 sec): 3 clusters Score: Raw -485435.977993 + Penalty 821.136007 = -484614.841986 nChanged 1274 SP:Iteration 3F (43.639349 sec): 3 clusters Score: Raw -486841.167327 + Penalty 872.597799 = -485968.569528 nChanged 664 SP:Iteration 4F (43.659551 sec): 3 clusters Score: Raw -487519.865967 + Penalty 930.011381 = -486589.854586 nChanged 355 SP:Iteration 5Q (43.676916 sec): 3 clusters Score: Raw -487875.174746 + Penalty 984.801497 = -486890.373248 nChanged 168 SP:Iteration 6Q (43.693434 sec): 3 clusters Score: Raw -488049.676782 + Penalty 1077.626060 = -486972.050722 nChanged 65 SP:Iteration 7Q (43.709441 sec): 3 clusters Score: Raw -488117.114979 + Penalty 1138.446682 = -486978.668297 nChanged 18 SP:Iteration 8Q (43.725370 sec): 3 clusters Score: Raw -488141.158327 + Penalty 1162.069199 = -486979.089129 nChanged 5 SP:Iteration 9Q (43.740988 sec): 3 clusters Score: Raw -488147.165405 + Penalty 1170.340552 = -486976.824854 nChanged 1 SP:Iteration 10F (43.761157 sec): 3 clusters Score: Raw -488148.542845 + Penalty 1170.340552 = -486978.202293 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 13 (1000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.771671 sec): 2 clusters Score: Raw -49033.075893 + Penalty 480.803593 = -48552.272300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.773601 sec): 3 clusters Score: Raw -48461.081421 + Penalty 975.912267 = -47485.169154 nChanged 387 SP:Iteration 1F (43.775489 sec): 3 clusters Score: Raw -48701.068323 + Penalty 1010.037004 = -47691.031319 nChanged 137 SP:Iteration 2F (43.777373 sec): 3 clusters Score: Raw -48829.481895 + Penalty 1052.374741 = -47777.107153 nChanged 84 SP:Iteration 3F (43.779254 sec): 3 clusters Score: Raw -48906.769100 + Penalty 1095.857332 = -47810.911769 nChanged 51 SP:Iteration 4F (43.781143 sec): 3 clusters Score: Raw -48971.747613 + Penalty 1141.759547 = -47829.988066 nChanged 41 SP:Iteration 5Q (43.783012 sec): 3 clusters Score: Raw -49022.998049 + Penalty 1172.666476 = -47850.331572 nChanged 21 SP:Iteration 6Q (43.784823 sec): 3 clusters Score: Raw -49052.648680 + Penalty 1196.828225 = -47855.820455 nChanged 19 SP:Iteration 7Q (43.786579 sec): 3 clusters Score: Raw -49074.913382 + Penalty 1209.628084 = -47865.285299 nChanged 9 SP:Iteration 8Q (43.788273 sec): 3 clusters Score: Raw -49083.253694 + Penalty 1223.015045 = -47860.238649 nChanged 4 SP:Iteration 9F (43.790154 sec): 3 clusters Score: Raw -49085.769740 + Penalty 1237.759260 = -47848.010480 nChanged 4 SP:Iteration 10F (43.792090 sec): 3 clusters Score: Raw -49090.769537 + Penalty 1254.255333 = -47836.514204 nChanged 6 SP:Iteration 11F (43.794012 sec): 3 clusters Score: Raw -49099.051888 + Penalty 1265.993095 = -47833.058794 nChanged 5 SP:Iteration 12F (43.795919 sec): 3 clusters Score: Raw -49105.582069 + Penalty 1271.548416 = -47834.033653 nChanged 2 SP:Iteration 13Q (43.797541 sec): 3 clusters Score: Raw -49108.545253 + Penalty 1274.203442 = -47834.341812 nChanged 1 SP:Iteration 14Q (43.799192 sec): 3 clusters Score: Raw -49109.568027 + Penalty 1276.311776 = -47833.256251 nChanged 1 SP:Iteration 15F (43.801110 sec): 3 clusters Score: Raw -49111.459738 + Penalty 1276.311776 = -47835.147962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 14 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.803317 sec): 2 clusters Score: Raw -17482.592890 + Penalty 290.389601 = -17192.203288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.804205 sec): 3 clusters Score: Raw -17278.494159 + Penalty 579.964212 = -16698.529947 nChanged 129 SP:Iteration 1F (43.805072 sec): 3 clusters Score: Raw -17370.477826 + Penalty 580.394074 = -16790.083753 nChanged 43 SP:Iteration 2F (43.805937 sec): 3 clusters Score: Raw -17399.669777 + Penalty 581.102619 = -16818.567158 nChanged 24 SP:Iteration 3F (43.806833 sec): 3 clusters Score: Raw -17421.257984 + Penalty 581.258151 = -16839.999834 nChanged 19 SP:Iteration 4F (43.807696 sec): 3 clusters Score: Raw -17442.940219 + Penalty 581.805073 = -16861.135147 nChanged 13 SP:Iteration 5Q (43.808547 sec): 3 clusters Score: Raw -17450.402957 + Penalty 583.940821 = -16866.462136 nChanged 14 SP:Iteration 6Q (43.809395 sec): 3 clusters Score: Raw -17460.815140 + Penalty 585.206319 = -16875.608821 nChanged 11 SP:Iteration 7Q (43.810241 sec): 3 clusters Score: Raw -17468.026087 + Penalty 587.330671 = -16880.695416 nChanged 10 SP:Iteration 8Q (43.811082 sec): 3 clusters Score: Raw -17477.029825 + Penalty 591.340230 = -16885.689595 nChanged 10 SP:Iteration 9Q (43.811919 sec): 3 clusters Score: Raw -17487.412291 + Penalty 594.735482 = -16892.676809 nChanged 9 SP:Iteration 10F (43.812778 sec): 3 clusters Score: Raw -17494.565236 + Penalty 597.315675 = -16897.249561 nChanged 5 SP:Iteration 11Q (43.813610 sec): 3 clusters Score: Raw -17496.513564 + Penalty 597.702044 = -16898.811520 nChanged 4 SP:Iteration 12Q (43.814445 sec): 3 clusters Score: Raw -17498.326389 + Penalty 598.347263 = -16899.979126 nChanged 1 SP:Iteration 13Q (43.815268 sec): 3 clusters Score: Raw -17499.806482 + Penalty 601.497004 = -16898.309478 nChanged 4 SP:Iteration 14F (43.816125 sec): 3 clusters Score: Raw -17504.058020 + Penalty 604.467906 = -16899.590113 nChanged 3 SP:Iteration 15Q (43.816946 sec): 3 clusters Score: Raw -17506.396511 + Penalty 607.045308 = -16899.351203 nChanged 4 SP:Iteration 16F (43.817806 sec): 3 clusters Score: Raw -17510.043733 + Penalty 613.054813 = -16896.988920 nChanged 5 SP:Iteration 17F (43.818707 sec): 3 clusters Score: Raw -17517.476671 + Penalty 621.980762 = -16895.495909 nChanged 8 SP:Iteration 18F (43.819606 sec): 3 clusters Score: Raw -17524.963184 + Penalty 629.374545 = -16895.588639 nChanged 7 SP:Iteration 19Q (43.820438 sec): 3 clusters Score: Raw -17532.320021 + Penalty 638.704582 = -16893.615439 nChanged 7 SP:Iteration 20F (43.821329 sec): 3 clusters Score: Raw -17537.886338 + Penalty 640.740842 = -16897.145496 nChanged 4 SP:Iteration 21Q (43.822148 sec): 3 clusters Score: Raw -17540.736651 + Penalty 642.928164 = -16897.808487 nChanged 3 SP:Iteration 22Q (43.822951 sec): 3 clusters Score: Raw -17542.855038 + Penalty 642.928164 = -16899.926873 nChanged 0 SP:Iteration 23F (43.823800 sec): 3 clusters Score: Raw -17542.855038 + Penalty 642.928164 = -16899.926873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 15 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.825877 sec): 2 clusters Score: Raw -19989.496662 + Penalty 564.109950 = -19425.386712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.826844 sec): 3 clusters Score: Raw -19820.325925 + Penalty 1130.708062 = -18689.617863 nChanged 121 SP:Iteration 1F (43.827792 sec): 3 clusters Score: Raw -19929.548700 + Penalty 1131.694307 = -18797.854393 nChanged 35 SP:Iteration 2F (43.828738 sec): 3 clusters Score: Raw -19965.957971 + Penalty 1130.500585 = -18835.457386 nChanged 21 SP:Iteration 3Q (43.829671 sec): 3 clusters Score: Raw -19986.529793 + Penalty 1131.632764 = -18854.897029 nChanged 10 SP:Iteration 4Q (43.830598 sec): 3 clusters Score: Raw -19995.612140 + Penalty 1132.007708 = -18863.604432 nChanged 3 SP:Iteration 5Q (43.831524 sec): 3 clusters Score: Raw -19996.840145 + Penalty 1132.659727 = -18864.180418 nChanged 3 SP:Iteration 6Q (43.832445 sec): 3 clusters Score: Raw -19998.564314 + Penalty 1134.382573 = -18864.181741 nChanged 4 SP:Iteration 7Q (43.833366 sec): 3 clusters Score: Raw -20001.834648 + Penalty 1137.382323 = -18864.452325 nChanged 8 SP:Iteration 8Q (43.834290 sec): 3 clusters Score: Raw -20007.971263 + Penalty 1140.688278 = -18867.282985 nChanged 6 SP:Iteration 9Q (43.835208 sec): 3 clusters Score: Raw -20012.420282 + Penalty 1144.655860 = -18867.764422 nChanged 6 SP:Iteration 10F (43.836152 sec): 3 clusters Score: Raw -20018.232030 + Penalty 1146.214897 = -18872.017134 nChanged 7 SP:Iteration 11Q (43.837100 sec): 3 clusters Score: Raw -20026.994707 + Penalty 1150.651583 = -18876.343123 nChanged 10 SP:Iteration 12Q (43.838017 sec): 3 clusters Score: Raw -20036.919591 + Penalty 1154.337978 = -18882.581613 nChanged 8 SP:Iteration 13Q (43.838931 sec): 3 clusters Score: Raw -20041.720642 + Penalty 1155.986622 = -18885.734020 nChanged 5 SP:Iteration 14Q (43.839844 sec): 3 clusters Score: Raw -20047.502409 + Penalty 1157.707597 = -18889.794811 nChanged 2 SP:Iteration 15Q (43.840755 sec): 3 clusters Score: Raw -20048.176353 + Penalty 1159.830062 = -18888.346291 nChanged 2 SP:Iteration 16F (43.841701 sec): 3 clusters Score: Raw -20048.765509 + Penalty 1161.519310 = -18887.246199 nChanged 2 SP:Iteration 17F (43.842644 sec): 3 clusters Score: Raw -20049.688307 + Penalty 1162.405124 = -18887.283182 nChanged 2 SP:Iteration 18Q (43.843557 sec): 3 clusters Score: Raw -20053.225694 + Penalty 1163.710320 = -18889.515374 nChanged 3 SP:Iteration 19Q (43.844467 sec): 3 clusters Score: Raw -20054.576871 + Penalty 1164.312023 = -18890.264848 nChanged 4 SP:Iteration 20F (43.845409 sec): 3 clusters Score: Raw -20058.199808 + Penalty 1167.780991 = -18890.418817 nChanged 3 SP:Iteration 21Q (43.846319 sec): 3 clusters Score: Raw -20058.973091 + Penalty 1170.570589 = -18888.402502 nChanged 3 SP:Iteration 22F (43.847263 sec): 3 clusters Score: Raw -20059.713497 + Penalty 1172.408167 = -18887.305329 nChanged 2 SP:Iteration 23F (43.848207 sec): 3 clusters Score: Raw -20060.383646 + Penalty 1173.783633 = -18886.600013 nChanged 1 SP:Iteration 24F (43.849150 sec): 3 clusters Score: Raw -20060.633595 + Penalty 1173.783633 = -18886.849962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 16 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.850087 sec): 2 clusters Score: Raw -916.343862 + Penalty 254.435734 = -661.908128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.850333 sec): 3 clusters Score: Raw -921.542469 + Penalty 511.871314 = -409.671155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 18 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.851429 sec): 2 clusters Score: Raw -6424.099523 + Penalty 643.242153 = -5780.857370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.851889 sec): 3 clusters Score: Raw -6458.415845 + Penalty 1287.042962 = -5171.372883 nChanged 9 SP:Iteration 1F (43.852340 sec): 3 clusters Score: Raw -6487.924554 + Penalty 1287.317552 = -5200.607002 nChanged 1 SP:Iteration 2Q (43.852776 sec): 3 clusters Score: Raw -6490.357047 + Penalty 1287.317552 = -5203.039495 nChanged 0 SP:Iteration 3F (43.853226 sec): 3 clusters Score: Raw -6490.357047 + Penalty 1287.317552 = -5203.039495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 19 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.855127 sec): 2 clusters Score: Raw -12346.021369 + Penalty 594.208223 = -11751.813146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.855753 sec): 3 clusters Score: Raw -12271.739249 + Penalty 1187.432911 = -11084.306338 nChanged 43 SP:Iteration 1F (43.856395 sec): 3 clusters Score: Raw -12315.203519 + Penalty 1190.054037 = -11125.149482 nChanged 19 SP:Iteration 2F (43.857013 sec): 3 clusters Score: Raw -12337.821300 + Penalty 1198.907767 = -11138.913534 nChanged 14 SP:Iteration 3F (43.857632 sec): 3 clusters Score: Raw -12353.339349 + Penalty 1204.513233 = -11148.826115 nChanged 5 SP:Iteration 4Q (43.858244 sec): 3 clusters Score: Raw -12358.594425 + Penalty 1207.181541 = -11151.412883 nChanged 2 SP:Iteration 5Q (43.858853 sec): 3 clusters Score: Raw -12361.126228 + Penalty 1214.143516 = -11146.982712 nChanged 5 SP:Iteration 6F (43.859471 sec): 3 clusters Score: Raw -12366.125209 + Penalty 1215.768917 = -11150.356292 nChanged 1 SP:Iteration 7Q (43.860081 sec): 3 clusters Score: Raw -12366.292079 + Penalty 1217.652929 = -11148.639150 nChanged 1 SP:Iteration 8F (43.860724 sec): 3 clusters Score: Raw -12366.925341 + Penalty 1218.386139 = -11148.539201 nChanged 1 SP:Iteration 9F (43.861341 sec): 3 clusters Score: Raw -12367.674178 + Penalty 1218.386139 = -11149.288039 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 21 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.862567 sec): 2 clusters Score: Raw -3295.593036 + Penalty 474.913886 = -2820.679149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.862898 sec): 3 clusters Score: Raw -3313.382368 + Penalty 947.355971 = -2366.026397 nChanged 2 SP:Iteration 1Q (43.863218 sec): 3 clusters Score: Raw -3319.177110 + Penalty 947.355971 = -2371.821139 nChanged 0 SP:Iteration 2F (43.863545 sec): 3 clusters Score: Raw -3319.177110 + Penalty 947.355971 = -2371.821139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 22 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.864341 sec): 2 clusters Score: Raw -4860.470521 + Penalty 747.025310 = -4113.445212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.864763 sec): 3 clusters Score: Raw -4966.078065 + Penalty 1494.501721 = -3471.576345 nChanged 5 SP:Iteration 1Q (43.865155 sec): 3 clusters Score: Raw -4992.913359 + Penalty 1494.653628 = -3498.259731 nChanged 1 SP:Iteration 2Q (43.865543 sec): 3 clusters Score: Raw -4997.247652 + Penalty 1494.653628 = -3502.594025 nChanged 0 SP:Iteration 3F (43.865957 sec): 3 clusters Score: Raw -4997.247652 + Penalty 1494.653628 = -3502.594025 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 23 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.868045 sec): 2 clusters Score: Raw -26313.586428 + Penalty 271.747335 = -26041.839093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.869330 sec): 3 clusters Score: Raw -26000.903244 + Penalty 549.209291 = -25451.693953 nChanged 226 SP:Iteration 1F (43.870588 sec): 3 clusters Score: Raw -26148.190836 + Penalty 555.768771 = -25592.422065 nChanged 55 SP:Iteration 2F (43.871846 sec): 3 clusters Score: Raw -26188.989501 + Penalty 568.637592 = -25620.351908 nChanged 40 SP:Iteration 3F (43.873101 sec): 3 clusters Score: Raw -26218.331866 + Penalty 576.496683 = -25641.835183 nChanged 36 SP:Iteration 4F (43.874363 sec): 3 clusters Score: Raw -26247.448523 + Penalty 608.880882 = -25638.567640 nChanged 36 SP:Iteration 5F (43.875619 sec): 3 clusters Score: Raw -26290.001391 + Penalty 638.554221 = -25651.447169 nChanged 22 SP:Iteration 6Q (43.876834 sec): 3 clusters Score: Raw -26319.865672 + Penalty 682.340661 = -25637.525011 nChanged 8 SP:Iteration 7F (43.878089 sec): 3 clusters Score: Raw -26336.779887 + Penalty 702.261934 = -25634.517953 nChanged 2 SP:Iteration 8F (43.879352 sec): 3 clusters Score: Raw -26347.670607 + Penalty 702.261934 = -25645.408673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 24 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.880051 sec): 2 clusters Score: Raw -3852.858692 + Penalty 532.517557 = -3320.341135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.880397 sec): 3 clusters Score: Raw -3888.255086 + Penalty 1066.672116 = -2821.582969 nChanged 3 SP:Iteration 1Q (43.880727 sec): 3 clusters Score: Raw -3904.174357 + Penalty 1066.672116 = -2837.502240 nChanged 0 SP:Iteration 2F (43.881063 sec): 3 clusters Score: Raw -3904.174357 + Penalty 1066.672116 = -2837.502240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 25 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.881716 sec): 2 clusters Score: Raw -3865.054053 + Penalty 383.905459 = -3481.148594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.882093 sec): 3 clusters Score: Raw -3857.966630 + Penalty 766.438288 = -3091.528341 nChanged 9 SP:Iteration 1F (43.882434 sec): 3 clusters Score: Raw -3870.649092 + Penalty 766.484598 = -3104.164494 nChanged 2 SP:Iteration 2Q (43.882771 sec): 3 clusters Score: Raw -3877.811303 + Penalty 766.484598 = -3111.326705 nChanged 0 SP:Iteration 3F (43.883110 sec): 3 clusters Score: Raw -3877.811303 + Penalty 766.484598 = -3111.326705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 26 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.883657 sec): 2 clusters Score: Raw -1747.694387 + Penalty 358.098353 = -1389.596034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.883929 sec): 3 clusters Score: Raw -1776.802341 + Penalty 715.531076 = -1061.271265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 27 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.884433 sec): 2 clusters Score: Raw -1027.945714 + Penalty 217.236215 = -810.709498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.884681 sec): 3 clusters Score: Raw -1027.187221 + Penalty 427.739024 = -599.448196 nChanged 1 SP:Iteration 1Q (43.884925 sec): 3 clusters Score: Raw -1030.639020 + Penalty 427.739024 = -602.899996 nChanged 0 SP:Iteration 2F (43.885168 sec): 3 clusters Score: Raw -1030.639020 + Penalty 427.739024 = -602.899996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 28 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.885891 sec): 2 clusters Score: Raw -3710.625045 + Penalty 589.593373 = -3121.031672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.886284 sec): 3 clusters Score: Raw -3779.277447 + Penalty 1179.418480 = -2599.858967 nChanged 9 SP:Iteration 1F (43.886671 sec): 3 clusters Score: Raw -3816.274969 + Penalty 1178.945739 = -2637.329229 nChanged 3 SP:Iteration 2Q (43.887035 sec): 3 clusters Score: Raw -3823.435315 + Penalty 1178.945739 = -2644.489576 nChanged 0 SP:Iteration 3F (43.887422 sec): 3 clusters Score: Raw -3823.435315 + Penalty 1178.945739 = -2644.489576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 29 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.887890 sec): 2 clusters Score: Raw -336.004818 + Penalty 166.434794 = -169.570024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.888108 sec): 3 clusters Score: Raw -338.779566 + Penalty 326.546252 = -12.233314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 30 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.889103 sec): 2 clusters Score: Raw -9796.903781 + Penalty 360.803035 = -9436.100747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.889691 sec): 3 clusters Score: Raw -9725.834367 + Penalty 723.667964 = -9002.166402 nChanged 48 SP:Iteration 1F (43.890288 sec): 3 clusters Score: Raw -9779.887678 + Penalty 725.733201 = -9054.154477 nChanged 12 SP:Iteration 2F (43.890852 sec): 3 clusters Score: Raw -9794.090916 + Penalty 728.403809 = -9065.687107 nChanged 10 SP:Iteration 3Q (43.891410 sec): 3 clusters Score: Raw -9802.703623 + Penalty 729.275602 = -9073.428021 nChanged 1 SP:Iteration 4Q (43.891965 sec): 3 clusters Score: Raw -9804.101118 + Penalty 730.168406 = -9073.932713 nChanged 1 SP:Iteration 5Q (43.892519 sec): 3 clusters Score: Raw -9804.352877 + Penalty 730.961681 = -9073.391196 nChanged 1 SP:Iteration 6F (43.893082 sec): 3 clusters Score: Raw -9805.017172 + Penalty 730.961681 = -9074.055491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 31 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.893579 sec): 2 clusters Score: Raw -404.929239 + Penalty 211.083178 = -193.846061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.893831 sec): 3 clusters Score: Raw -414.861224 + Penalty 404.882271 = -9.978953 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 32 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.894558 sec): 2 clusters Score: Raw -4681.810328 + Penalty 602.982009 = -4078.828319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.894959 sec): 3 clusters Score: Raw -4749.858568 + Penalty 1212.933979 = -3536.924589 nChanged 11 SP:Iteration 1F (43.895354 sec): 3 clusters Score: Raw -4790.532163 + Penalty 1214.998763 = -3575.533400 nChanged 7 SP:Iteration 2F (43.895747 sec): 3 clusters Score: Raw -4830.807683 + Penalty 1217.663742 = -3613.143941 nChanged 3 SP:Iteration 3Q (43.896109 sec): 3 clusters Score: Raw -4853.614957 + Penalty 1217.663742 = -3635.951215 nChanged 0 SP:Iteration 4F (43.896503 sec): 3 clusters Score: Raw -4853.614957 + Penalty 1217.663742 = -3635.951215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 33 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.897292 sec): 2 clusters Score: Raw -6039.871428 + Penalty 566.015453 = -5473.855975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.897731 sec): 3 clusters Score: Raw -6061.585579 + Penalty 1130.831209 = -4930.754371 nChanged 12 SP:Iteration 1F (43.898165 sec): 3 clusters Score: Raw -6091.779231 + Penalty 1126.818777 = -4964.960454 nChanged 7 SP:Iteration 2F (43.898599 sec): 3 clusters Score: Raw -6107.715982 + Penalty 1125.641590 = -4982.074392 nChanged 2 SP:Iteration 3Q (43.899018 sec): 3 clusters Score: Raw -6111.888887 + Penalty 1125.612379 = -4986.276508 nChanged 1 SP:Iteration 4Q (43.899436 sec): 3 clusters Score: Raw -6114.791249 + Penalty 1125.612379 = -4989.178870 nChanged 0 SP:Iteration 5F (43.899869 sec): 3 clusters Score: Raw -6114.791249 + Penalty 1125.612379 = -4989.178870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 34 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.901249 sec): 2 clusters Score: Raw -11311.879667 + Penalty 901.222881 = -10410.656786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.902069 sec): 3 clusters Score: Raw -11325.657893 + Penalty 1801.463433 = -9524.194460 nChanged 83 SP:Iteration 1F (43.902862 sec): 3 clusters Score: Raw -11463.255751 + Penalty 1801.843460 = -9661.412291 nChanged 24 SP:Iteration 2F (43.903659 sec): 3 clusters Score: Raw -11513.043217 + Penalty 1801.914719 = -9711.128499 nChanged 14 SP:Iteration 3Q (43.904416 sec): 3 clusters Score: Raw -11557.458997 + Penalty 1801.698473 = -9755.760524 nChanged 13 SP:Iteration 4Q (43.905164 sec): 3 clusters Score: Raw -11585.104956 + Penalty 1801.851313 = -9783.253642 nChanged 7 SP:Iteration 5Q (43.905903 sec): 3 clusters Score: Raw -11601.810974 + Penalty 1801.925837 = -9799.885138 nChanged 5 SP:Iteration 6Q (43.906634 sec): 3 clusters Score: Raw -11609.268722 + Penalty 1801.925837 = -9807.342885 nChanged 0 SP:Iteration 7F (43.907424 sec): 3 clusters Score: Raw -11609.268722 + Penalty 1801.925837 = -9807.342885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 35 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.908011 sec): 2 clusters Score: Raw -2210.786320 + Penalty 454.439306 = -1756.347014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.908305 sec): 3 clusters Score: Raw -2267.943384 + Penalty 913.821689 = -1354.121694 nChanged 2 SP:Iteration 1Q (43.908589 sec): 3 clusters Score: Raw -2278.140734 + Penalty 913.821689 = -1364.319045 nChanged 0 SP:Iteration 2F (43.908877 sec): 3 clusters Score: Raw -2278.140734 + Penalty 913.821689 = -1364.319045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 36 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.909380 sec): 2 clusters Score: Raw -447.513167 + Penalty 220.953228 = -226.559939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.909602 sec): 3 clusters Score: Raw -457.383269 + Penalty 368.204755 = -89.178514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 37 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.910103 sec): 2 clusters Score: Raw -1024.314090 + Penalty 243.278439 = -781.035651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.910349 sec): 3 clusters Score: Raw -1031.136764 + Penalty 486.172899 = -544.963865 nChanged 1 SP:Iteration 1Q (43.910589 sec): 3 clusters Score: Raw -1034.455708 + Penalty 486.172899 = -548.282809 nChanged 0 SP:Iteration 2F (43.910831 sec): 3 clusters Score: Raw -1034.455708 + Penalty 486.172899 = -548.282809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 38 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.911347 sec): 2 clusters Score: Raw -1267.872103 + Penalty 273.875021 = -993.997082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.911607 sec): 3 clusters Score: Raw -1294.466167 + Penalty 536.667828 = -757.798339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 39 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.912879 sec): 2 clusters Score: Raw -15926.681985 + Penalty 920.420483 = -15006.261502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.913634 sec): 3 clusters Score: Raw -15919.928565 + Penalty 1840.894918 = -14079.033648 nChanged 60 SP:Iteration 1F (43.914385 sec): 3 clusters Score: Raw -16027.265904 + Penalty 1841.021854 = -14186.244051 nChanged 13 SP:Iteration 2Q (43.915106 sec): 3 clusters Score: Raw -16055.234283 + Penalty 1841.032233 = -14214.202050 nChanged 5 SP:Iteration 3Q (43.915816 sec): 3 clusters Score: Raw -16064.460436 + Penalty 1840.986793 = -14223.473643 nChanged 3 SP:Iteration 4Q (43.916544 sec): 3 clusters Score: Raw -16072.358132 + Penalty 1840.987426 = -14231.370706 nChanged 1 SP:Iteration 5Q (43.917256 sec): 3 clusters Score: Raw -16073.553885 + Penalty 1840.908285 = -14232.645600 nChanged 3 SP:Iteration 6Q (43.917980 sec): 3 clusters Score: Raw -16079.358260 + Penalty 1840.901365 = -14238.456895 nChanged 1 SP:Iteration 7Q (43.918709 sec): 3 clusters Score: Raw -16080.293677 + Penalty 1840.897970 = -14239.395707 nChanged 3 SP:Iteration 8Q (43.919439 sec): 3 clusters Score: Raw -16082.787505 + Penalty 1840.883839 = -14241.903667 nChanged 1 SP:Iteration 9Q (43.920166 sec): 3 clusters Score: Raw -16083.921284 + Penalty 1840.883839 = -14243.037446 nChanged 0 SP:Iteration 10F (43.920934 sec): 3 clusters Score: Raw -16083.921284 + Penalty 1840.883839 = -14243.037446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 42 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.921423 sec): 2 clusters Score: Raw -583.819978 + Penalty 250.611940 = -333.208038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.921652 sec): 3 clusters Score: Raw -604.973332 + Penalty 495.788512 = -109.184820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 44 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.922293 sec): 2 clusters Score: Raw -3367.767662 + Penalty 497.692494 = -2870.075168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.922635 sec): 3 clusters Score: Raw -3442.603138 + Penalty 996.610393 = -2445.992745 nChanged 3 SP:Iteration 1Q (43.922961 sec): 3 clusters Score: Raw -3451.519064 + Penalty 995.384989 = -2456.134076 nChanged 1 SP:Iteration 2Q (43.923285 sec): 3 clusters Score: Raw -3455.016800 + Penalty 995.384989 = -2459.631812 nChanged 0 SP:Iteration 3F (43.923625 sec): 3 clusters Score: Raw -3455.016800 + Penalty 995.384989 = -2459.631812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 45 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.924238 sec): 2 clusters Score: Raw -2447.473518 + Penalty 388.985668 = -2058.487850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.924550 sec): 3 clusters Score: Raw -2466.254551 + Penalty 771.283760 = -1694.970790 nChanged 8 SP:Iteration 1F (43.924851 sec): 3 clusters Score: Raw -2495.260294 + Penalty 774.125876 = -1721.134418 nChanged 1 SP:Iteration 2Q (43.925141 sec): 3 clusters Score: Raw -2502.311438 + Penalty 774.125876 = -1728.185563 nChanged 0 SP:Iteration 3F (43.925440 sec): 3 clusters Score: Raw -2502.311438 + Penalty 774.125876 = -1728.185563 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 49 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.925995 sec): 2 clusters Score: Raw -1918.413753 + Penalty 354.084730 = -1564.329022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.926276 sec): 3 clusters Score: Raw -1928.549384 + Penalty 705.071540 = -1223.477844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 53 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.927192 sec): 2 clusters Score: Raw -9407.425664 + Penalty 718.214574 = -8689.211091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.927725 sec): 3 clusters Score: Raw -9408.140431 + Penalty 1438.520838 = -7969.619593 nChanged 26 SP:Iteration 1F (43.928249 sec): 3 clusters Score: Raw -9458.686209 + Penalty 1439.139204 = -8019.547005 nChanged 8 SP:Iteration 2Q (43.928759 sec): 3 clusters Score: Raw -9473.582306 + Penalty 1439.401605 = -8034.180701 nChanged 4 SP:Iteration 3Q (43.929266 sec): 3 clusters Score: Raw -9479.368329 + Penalty 1439.703947 = -8039.664382 nChanged 2 SP:Iteration 4Q (43.929771 sec): 3 clusters Score: Raw -9483.127802 + Penalty 1439.703947 = -8043.423856 nChanged 0 SP:Iteration 5F (43.930294 sec): 3 clusters Score: Raw -9483.127802 + Penalty 1439.703947 = -8043.423856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 54 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.931089 sec): 2 clusters Score: Raw -7414.061918 + Penalty 698.562197 = -6715.499721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.931540 sec): 3 clusters Score: Raw -7463.082560 + Penalty 1396.488350 = -6066.594210 nChanged 11 SP:Iteration 1F (43.931983 sec): 3 clusters Score: Raw -7481.957216 + Penalty 1396.347415 = -6085.609801 nChanged 2 SP:Iteration 2Q (43.932410 sec): 3 clusters Score: Raw -7489.853740 + Penalty 1396.570977 = -6093.282764 nChanged 1 SP:Iteration 3Q (43.932836 sec): 3 clusters Score: Raw -7493.251707 + Penalty 1396.570977 = -6096.680730 nChanged 0 SP:Iteration 4F (43.933278 sec): 3 clusters Score: Raw -7493.251707 + Penalty 1396.570977 = -6096.680730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 55 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.933774 sec): 2 clusters Score: Raw -474.397132 + Penalty 180.609267 = -293.787865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.934007 sec): 3 clusters Score: Raw -481.340736 + Penalty 366.549596 = -114.791140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 56 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.935597 sec): 2 clusters Score: Raw -14913.247275 + Penalty 422.893283 = -14490.353991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.936577 sec): 3 clusters Score: Raw -14757.974351 + Penalty 877.970665 = -13880.003686 nChanged 120 SP:Iteration 1F (43.937535 sec): 3 clusters Score: Raw -14911.053370 + Penalty 914.630532 = -13996.422838 nChanged 50 SP:Iteration 2F (43.938487 sec): 3 clusters Score: Raw -14991.041675 + Penalty 945.150030 = -14045.891646 nChanged 26 SP:Iteration 3F (43.939415 sec): 3 clusters Score: Raw -15040.943703 + Penalty 986.835576 = -14054.108128 nChanged 19 SP:Iteration 4Q (43.940303 sec): 3 clusters Score: Raw -15068.088988 + Penalty 1010.764453 = -14057.324535 nChanged 13 SP:Iteration 5Q (43.941177 sec): 3 clusters Score: Raw -15084.552607 + Penalty 1018.487111 = -14066.065497 nChanged 3 SP:Iteration 6Q (43.942035 sec): 3 clusters Score: Raw -15089.377738 + Penalty 1021.538516 = -14067.839222 nChanged 1 SP:Iteration 7Q (43.942885 sec): 3 clusters Score: Raw -15089.852537 + Penalty 1022.546448 = -14067.306089 nChanged 1 SP:Iteration 8F (43.943806 sec): 3 clusters Score: Raw -15094.293893 + Penalty 1024.799894 = -14069.493999 nChanged 3 SP:Iteration 9Q (43.944653 sec): 3 clusters Score: Raw -15098.071454 + Penalty 1032.320054 = -14065.751400 nChanged 2 SP:Iteration 10F (43.945573 sec): 3 clusters Score: Raw -15099.856626 + Penalty 1032.320054 = -14067.536572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 59 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.946059 sec): 2 clusters Score: Raw -235.816232 + Penalty 117.278596 = -118.537636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.946276 sec): 3 clusters Score: Raw -235.186993 + Penalty 219.161341 = -16.025652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 60 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.946814 sec): 2 clusters Score: Raw -1537.129264 + Penalty 248.935848 = -1288.193417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.947079 sec): 3 clusters Score: Raw -1552.630438 + Penalty 509.381153 = -1043.249285 nChanged 1 SP:Iteration 1Q (43.947333 sec): 3 clusters Score: Raw -1554.532207 + Penalty 509.381153 = -1045.151054 nChanged 0 SP:Iteration 2F (43.947592 sec): 3 clusters Score: Raw -1554.532207 + Penalty 509.381153 = -1045.151054 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 62 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.948315 sec): 2 clusters Score: Raw -4812.224073 + Penalty 404.044013 = -4408.180060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.948704 sec): 3 clusters Score: Raw -4779.809034 + Penalty 801.185558 = -3978.623476 nChanged 14 SP:Iteration 1F (43.949088 sec): 3 clusters Score: Raw -4798.885494 + Penalty 802.636504 = -3996.248991 nChanged 5 SP:Iteration 2F (43.949471 sec): 3 clusters Score: Raw -4806.379585 + Penalty 802.075347 = -4004.304238 nChanged 1 SP:Iteration 3Q (43.949853 sec): 3 clusters Score: Raw -4808.673107 + Penalty 802.075347 = -4006.597760 nChanged 0 SP:Iteration 4F (43.950235 sec): 3 clusters Score: Raw -4808.673107 + Penalty 802.075347 = -4006.597760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 63 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.950826 sec): 2 clusters Score: Raw -2542.096907 + Penalty 422.543705 = -2119.553202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.951130 sec): 3 clusters Score: Raw -2558.177339 + Penalty 846.120167 = -1712.057172 nChanged 1 SP:Iteration 1Q (43.951425 sec): 3 clusters Score: Raw -2559.588601 + Penalty 846.120167 = -1713.468434 nChanged 0 SP:Iteration 2F (43.951724 sec): 3 clusters Score: Raw -2559.588601 + Penalty 846.120167 = -1713.468434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 64 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.952264 sec): 2 clusters Score: Raw -1424.281854 + Penalty 179.879405 = -1244.402449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.952538 sec): 3 clusters Score: Raw -1435.340990 + Penalty 385.125574 = -1050.215416 nChanged 4 SP:Iteration 1F (43.952826 sec): 3 clusters Score: Raw -1447.243442 + Penalty 385.125574 = -1062.117868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 66 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.953339 sec): 2 clusters Score: Raw -1183.206721 + Penalty 359.470290 = -823.736431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.953596 sec): 3 clusters Score: Raw -1237.940658 + Penalty 718.456669 = -519.483990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 74 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.954436 sec): 2 clusters Score: Raw -6687.185040 + Penalty 399.557952 = -6287.627088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.954926 sec): 3 clusters Score: Raw -6678.680829 + Penalty 798.462279 = -5880.218550 nChanged 39 SP:Iteration 1F (43.955409 sec): 3 clusters Score: Raw -6721.665207 + Penalty 796.864714 = -5924.800492 nChanged 10 SP:Iteration 2F (43.955891 sec): 3 clusters Score: Raw -6733.159572 + Penalty 796.213289 = -5936.946283 nChanged 2 SP:Iteration 3Q (43.956359 sec): 3 clusters Score: Raw -6734.281846 + Penalty 795.515514 = -5938.766333 nChanged 4 SP:Iteration 4Q (43.956827 sec): 3 clusters Score: Raw -6738.295116 + Penalty 799.720983 = -5938.574132 nChanged 7 SP:Iteration 5F (43.957309 sec): 3 clusters Score: Raw -6746.755294 + Penalty 805.466012 = -5941.289281 nChanged 6 SP:Iteration 6Q (43.957778 sec): 3 clusters Score: Raw -6753.069049 + Penalty 807.311731 = -5945.757318 nChanged 2 SP:Iteration 7Q (43.958245 sec): 3 clusters Score: Raw -6756.813250 + Penalty 807.580019 = -5949.233231 nChanged 1 SP:Iteration 8Q (43.958710 sec): 3 clusters Score: Raw -6757.964833 + Penalty 807.580019 = -5950.384814 nChanged 0 SP:Iteration 9F (43.959191 sec): 3 clusters Score: Raw -6757.964833 + Penalty 807.580019 = -5950.384814 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 78 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.959666 sec): 2 clusters Score: Raw -386.852459 + Penalty 199.001226 = -187.851234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.959888 sec): 3 clusters Score: Raw -392.970680 + Penalty 402.370138 = 9.399458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 79 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.960343 sec): 2 clusters Score: Raw -142.777585 + Penalty 95.801553 = -46.976032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.960537 sec): 2 clusters Score: Raw -142.777585 + Penalty 95.801553 = -46.976032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 83 (456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.962319 sec): 2 clusters Score: Raw -20722.830366 + Penalty 915.900665 = -19806.929701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.963310 sec): 3 clusters Score: Raw -20587.916280 + Penalty 1831.071482 = -18756.844798 nChanged 119 SP:Iteration 1F (43.964312 sec): 3 clusters Score: Raw -20710.419412 + Penalty 1829.906338 = -18880.513074 nChanged 25 SP:Iteration 2F (43.965296 sec): 3 clusters Score: Raw -20738.762003 + Penalty 1828.818746 = -18909.943256 nChanged 16 SP:Iteration 3Q (43.966266 sec): 3 clusters Score: Raw -20757.762934 + Penalty 1828.263808 = -18929.499126 nChanged 5 SP:Iteration 4Q (43.967238 sec): 3 clusters Score: Raw -20764.779517 + Penalty 1827.796215 = -18936.983301 nChanged 5 SP:Iteration 5Q (43.968207 sec): 3 clusters Score: Raw -20772.152031 + Penalty 1826.651722 = -18945.500309 nChanged 9 SP:Iteration 6Q (43.969172 sec): 3 clusters Score: Raw -20785.190556 + Penalty 1826.421884 = -18958.768672 nChanged 7 SP:Iteration 7Q (43.970137 sec): 3 clusters Score: Raw -20793.641778 + Penalty 1825.316289 = -18968.325489 nChanged 7 SP:Iteration 8Q (43.971127 sec): 3 clusters Score: Raw -20800.917256 + Penalty 1825.229721 = -18975.687535 nChanged 2 SP:Iteration 9Q (43.972088 sec): 3 clusters Score: Raw -20804.621810 + Penalty 1825.527291 = -18979.094519 nChanged 5 SP:Iteration 10F (43.973071 sec): 3 clusters Score: Raw -20812.872945 + Penalty 1825.489298 = -18987.383647 nChanged 6 SP:Iteration 11Q (43.974034 sec): 3 clusters Score: Raw -20818.981776 + Penalty 1824.842747 = -18994.139028 nChanged 5 SP:Iteration 12Q (43.974992 sec): 3 clusters Score: Raw -20825.811239 + Penalty 1824.842747 = -19000.968491 nChanged 2 SP:Iteration 13Q (43.975948 sec): 3 clusters Score: Raw -20831.798076 + Penalty 1824.686368 = -19007.111707 nChanged 1 SP:Iteration 14Q (43.976903 sec): 3 clusters Score: Raw -20832.501850 + Penalty 1824.688620 = -19007.813230 nChanged 4 SP:Iteration 15Q (43.977858 sec): 3 clusters Score: Raw -20838.300993 + Penalty 1823.810689 = -19014.490304 nChanged 6 SP:Iteration 16Q (43.978813 sec): 3 clusters Score: Raw -20842.842541 + Penalty 1824.029091 = -19018.813450 nChanged 3 SP:Iteration 17Q (43.979767 sec): 3 clusters Score: Raw -20851.797482 + Penalty 1824.763341 = -19027.034141 nChanged 5 SP:Iteration 18Q (43.980723 sec): 3 clusters Score: Raw -20858.241106 + Penalty 1824.530852 = -19033.710254 nChanged 4 SP:Iteration 19Q (43.981674 sec): 3 clusters Score: Raw -20861.614919 + Penalty 1824.191437 = -19037.423481 nChanged 1 SP:Iteration 20F (43.982656 sec): 3 clusters Score: Raw -20863.664578 + Penalty 1824.191437 = -19039.473140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 88 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.983163 sec): 2 clusters Score: Raw -606.224620 + Penalty 242.904799 = -363.319821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.983399 sec): 3 clusters Score: Raw -620.269600 + Penalty 485.809597 = -134.460002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 91 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.983874 sec): 2 clusters Score: Raw -257.817659 + Penalty 162.969462 = -94.848197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.984090 sec): 3 clusters Score: Raw -253.984487 + Penalty 331.846199 = 77.861712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 96 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.984562 sec): 2 clusters Score: Raw -449.632698 + Penalty 191.038090 = -258.594608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.984786 sec): 3 clusters Score: Raw -451.210344 + Penalty 403.016013 = -48.194331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 101 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.985252 sec): 2 clusters Score: Raw -301.741229 + Penalty 182.966672 = -118.774557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.985469 sec): 3 clusters Score: Raw -296.618443 + Penalty 386.591104 = 89.972662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 103 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.985998 sec): 2 clusters Score: Raw -1687.154280 + Penalty 361.182789 = -1325.971490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.986266 sec): 3 clusters Score: Raw -1716.124213 + Penalty 722.773032 = -993.351181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 106 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.986741 sec): 2 clusters Score: Raw -463.536483 + Penalty 197.510076 = -266.026407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.986967 sec): 3 clusters Score: Raw -488.842164 + Penalty 398.525156 = -90.317008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 109 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.987484 sec): 2 clusters Score: Raw -951.781562 + Penalty 274.258912 = -677.522649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.987731 sec): 3 clusters Score: Raw -987.307524 + Penalty 547.508879 = -439.798645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 110 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.988206 sec): 2 clusters Score: Raw -603.536252 + Penalty 241.664910 = -361.871342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.988434 sec): 3 clusters Score: Raw -603.899431 + Penalty 482.999987 = -120.899444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 112 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.988911 sec): 2 clusters Score: Raw -595.926486 + Penalty 224.680102 = -371.246384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.989142 sec): 3 clusters Score: Raw -611.764535 + Penalty 443.524735 = -168.239800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 115 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.989612 sec): 2 clusters Score: Raw -457.734025 + Penalty 208.060855 = -249.673169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.989834 sec): 3 clusters Score: Raw -464.355822 + Penalty 418.137611 = -46.218211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 116 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.990288 sec): 2 clusters Score: Raw -151.991720 + Penalty 97.255689 = -54.736030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.990498 sec): 3 clusters Score: Raw -144.292488 + Penalty 204.655262 = 60.362774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 117 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.991095 sec): 2 clusters Score: Raw -2512.720753 + Penalty 364.229176 = -2148.491577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.991408 sec): 3 clusters Score: Raw -2551.839721 + Penalty 734.043970 = -1817.795751 nChanged 3 SP:Iteration 1F (43.991717 sec): 3 clusters Score: Raw -2561.380789 + Penalty 736.562448 = -1824.818340 nChanged 1 SP:Iteration 2Q (43.992022 sec): 3 clusters Score: Raw -2569.747787 + Penalty 736.678742 = -1833.069044 nChanged 1 SP:Iteration 3Q (43.992326 sec): 3 clusters Score: Raw -2577.139120 + Penalty 736.678742 = -1840.460378 nChanged 0 SP:Iteration 4F (43.992645 sec): 3 clusters Score: Raw -2577.139120 + Penalty 736.678742 = -1840.460378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 118 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.993108 sec): 2 clusters Score: Raw -247.920854 + Penalty 135.960273 = -111.960581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.993323 sec): 3 clusters Score: Raw -245.628854 + Penalty 280.052805 = 34.423951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 119 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.993822 sec): 2 clusters Score: Raw -863.733057 + Penalty 299.757905 = -563.975152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.994060 sec): 3 clusters Score: Raw -884.284386 + Penalty 601.680290 = -282.604096 nChanged 1 SP:Iteration 1F (43.994296 sec): 3 clusters Score: Raw -888.561490 + Penalty 601.680290 = -286.881200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 120 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.994775 sec): 2 clusters Score: Raw -294.119225 + Penalty 149.562050 = -144.557174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.994991 sec): 3 clusters Score: Raw -292.885901 + Penalty 302.880798 = 9.994897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 121 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.995464 sec): 2 clusters Score: Raw -460.711950 + Penalty 147.823845 = -312.888105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.995688 sec): 3 clusters Score: Raw -462.477299 + Penalty 289.098681 = -173.378618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 122 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.996156 sec): 2 clusters Score: Raw -411.313002 + Penalty 218.687958 = -192.625044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.996375 sec): 3 clusters Score: Raw -407.659798 + Penalty 447.803065 = 40.143267 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 123 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.997216 sec): 2 clusters Score: Raw -6675.975701 + Penalty 691.708311 = -5984.267390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.997699 sec): 3 clusters Score: Raw -6699.839623 + Penalty 1382.931191 = -5316.908432 nChanged 17 SP:Iteration 1F (43.998175 sec): 3 clusters Score: Raw -6728.306128 + Penalty 1382.988460 = -5345.317669 nChanged 6 SP:Iteration 2Q (43.998637 sec): 3 clusters Score: Raw -6743.868725 + Penalty 1382.750652 = -5361.118073 nChanged 2 SP:Iteration 3Q (43.999096 sec): 3 clusters Score: Raw -6747.657558 + Penalty 1382.163582 = -5365.493976 nChanged 2 SP:Iteration 4Q (43.999553 sec): 3 clusters Score: Raw -6752.286297 + Penalty 1381.360667 = -5370.925630 nChanged 1 SP:Iteration 5Q (44.000010 sec): 3 clusters Score: Raw -6752.993152 + Penalty 1381.360667 = -5371.632485 nChanged 0 SP:Iteration 6F (44.000482 sec): 3 clusters Score: Raw -6752.993152 + Penalty 1381.360667 = -5371.632485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 125 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.000947 sec): 2 clusters Score: Raw -246.361582 + Penalty 116.878372 = -129.483210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.001162 sec): 3 clusters Score: Raw -244.319140 + Penalty 236.742108 = -7.577031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 128 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.001629 sec): 2 clusters Score: Raw -294.277839 + Penalty 145.423875 = -148.853964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.001847 sec): 3 clusters Score: Raw -292.219257 + Penalty 290.847749 = -1.371507 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 130 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.002314 sec): 2 clusters Score: Raw -417.741527 + Penalty 209.711548 = -208.029979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.002536 sec): 3 clusters Score: Raw -420.170165 + Penalty 419.423096 = -0.747069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 134 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.003001 sec): 2 clusters Score: Raw -361.104072 + Penalty 167.410230 = -193.693842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.003220 sec): 3 clusters Score: Raw -358.375359 + Penalty 337.092133 = -21.283226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 135 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.003703 sec): 2 clusters Score: Raw -594.526181 + Penalty 188.838385 = -405.687796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.003953 sec): 3 clusters Score: Raw -610.572149 + Penalty 377.366887 = -233.205262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 142 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.004495 sec): 2 clusters Score: Raw -1930.852680 + Penalty 389.197721 = -1541.654959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.004769 sec): 3 clusters Score: Raw -1960.744401 + Penalty 781.960909 = -1178.783492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 144 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.005228 sec): 2 clusters Score: Raw -207.785131 + Penalty 131.818190 = -75.966941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.005440 sec): 3 clusters Score: Raw -201.213717 + Penalty 263.636380 = 62.422663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 156 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.005900 sec): 2 clusters Score: Raw -234.104134 + Penalty 98.756167 = -135.347966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.006115 sec): 3 clusters Score: Raw -235.787303 + Penalty 189.393710 = -46.393592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 160 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.006584 sec): 2 clusters Score: Raw -354.638091 + Penalty 173.148033 = -181.490058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.006803 sec): 3 clusters Score: Raw -353.771171 + Penalty 342.945246 = -10.825925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 165 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.007261 sec): 2 clusters Score: Raw -202.567999 + Penalty 119.520202 = -83.047797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.007472 sec): 3 clusters Score: Raw -195.766901 + Penalty 256.359716 = 60.592816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 170 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.007929 sec): 2 clusters Score: Raw -212.282739 + Penalty 135.958855 = -76.323884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.008141 sec): 3 clusters Score: Raw -204.974491 + Penalty 258.192319 = 53.217828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 173 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.008636 sec): 2 clusters Score: Raw -948.532095 + Penalty 300.083609 = -648.448486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.008876 sec): 3 clusters Score: Raw -961.202938 + Penalty 600.436283 = -360.766655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 175 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.009355 sec): 2 clusters Score: Raw -621.822707 + Penalty 196.107013 = -425.715693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.009583 sec): 3 clusters Score: Raw -618.826804 + Penalty 393.324583 = -225.502221 nChanged 1 SP:Iteration 1F (44.009808 sec): 3 clusters Score: Raw -624.264255 + Penalty 392.214027 = -232.050228 nChanged 1 SP:Iteration 2F (44.010034 sec): 3 clusters Score: Raw -628.292784 + Penalty 392.214027 = -236.078757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 179 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.010484 sec): 2 clusters Score: Raw -101.151342 + Penalty 56.273135 = -44.878208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.010674 sec): 2 clusters Score: Raw -101.151342 + Penalty 56.273135 = -44.878208 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 185 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.011154 sec): 2 clusters Score: Raw -323.884071 + Penalty 179.003117 = -144.880954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.011370 sec): 3 clusters Score: Raw -317.360234 + Penalty 369.018770 = 51.658536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 186 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.011824 sec): 2 clusters Score: Raw -151.117672 + Penalty 103.766948 = -47.350724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.012033 sec): 3 clusters Score: Raw -144.480239 + Penalty 205.206136 = 60.725897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 191 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.012488 sec): 2 clusters Score: Raw -146.415495 + Penalty 103.036303 = -43.379192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.012682 sec): 2 clusters Score: Raw -146.415495 + Penalty 103.036303 = -43.379192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 194 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.013147 sec): 2 clusters Score: Raw -274.285594 + Penalty 167.329750 = -106.955844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.013363 sec): 3 clusters Score: Raw -276.375313 + Penalty 331.759777 = 55.384464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 196 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.013820 sec): 2 clusters Score: Raw -156.640223 + Penalty 104.927342 = -51.712881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.014014 sec): 2 clusters Score: Raw -156.640223 + Penalty 104.927342 = -51.712881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 200 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.014465 sec): 2 clusters Score: Raw -100.601921 + Penalty 63.274513 = -37.327408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.014669 sec): 3 clusters Score: Raw -93.591107 + Penalty 126.549026 = 32.957919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 202 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.015170 sec): 2 clusters Score: Raw -791.269169 + Penalty 46.919504 = -744.349664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.015417 sec): 3 clusters Score: Raw -799.701021 + Penalty 98.881994 = -700.819027 nChanged 1 SP:Iteration 1Q (44.015656 sec): 3 clusters Score: Raw -801.261932 + Penalty 102.184497 = -699.077435 nChanged 1 SP:Iteration 2F (44.015898 sec): 3 clusters Score: Raw -802.406765 + Penalty 102.184497 = -700.222269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 205 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.016357 sec): 2 clusters Score: Raw -198.639015 + Penalty 134.023496 = -64.615519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.016570 sec): 3 clusters Score: Raw -193.862859 + Penalty 276.109928 = 82.247069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 208 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.017044 sec): 2 clusters Score: Raw -520.718819 + Penalty 239.092864 = -281.625955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.017268 sec): 3 clusters Score: Raw -526.464843 + Penalty 475.208393 = -51.256449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 212 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.017730 sec): 2 clusters Score: Raw -45.124824 + Penalty 0.000000 = -45.124824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.017919 sec): 2 clusters Score: Raw -45.124824 + Penalty 0.000000 = -45.124824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 215 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.018375 sec): 2 clusters Score: Raw -174.447525 + Penalty 72.097570 = -102.349955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.018579 sec): 3 clusters Score: Raw -172.735192 + Penalty 107.054611 = -65.680581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 216 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.019032 sec): 2 clusters Score: Raw -92.408611 + Penalty 40.739814 = -51.668797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.019228 sec): 3 clusters Score: Raw -88.919071 + Penalty 81.479628 = -7.439443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 218 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.019675 sec): 2 clusters Score: Raw -42.398569 + Penalty 0.000000 = -42.398569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.019865 sec): 2 clusters Score: Raw -42.398569 + Penalty 0.000000 = -42.398569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 224 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.020336 sec): 2 clusters Score: Raw -408.170301 + Penalty 172.136454 = -236.033847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.020559 sec): 3 clusters Score: Raw -410.208988 + Penalty 348.627519 = -61.581469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 226 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.021517 sec): 2 clusters Score: Raw -7090.473539 + Penalty 338.517205 = -6751.956334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.022087 sec): 3 clusters Score: Raw -7065.526797 + Penalty 686.255297 = -6379.271500 nChanged 59 SP:Iteration 1F (44.022643 sec): 3 clusters Score: Raw -7179.597178 + Penalty 682.255746 = -6497.341432 nChanged 16 SP:Iteration 2F (44.023189 sec): 3 clusters Score: Raw -7206.369212 + Penalty 675.414785 = -6530.954427 nChanged 4 SP:Iteration 3Q (44.023727 sec): 3 clusters Score: Raw -7213.575520 + Penalty 676.161377 = -6537.414143 nChanged 1 SP:Iteration 4Q (44.024237 sec): 3 clusters Score: Raw -7217.969227 + Penalty 675.686017 = -6542.283210 nChanged 1 SP:Iteration 5Q (44.024745 sec): 3 clusters Score: Raw -7220.665942 + Penalty 675.686017 = -6544.979925 nChanged 0 SP:Iteration 6F (44.025288 sec): 3 clusters Score: Raw -7220.665942 + Penalty 675.686017 = -6544.979925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 228 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.025769 sec): 2 clusters Score: Raw -188.537260 + Penalty 127.669612 = -60.867648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.025988 sec): 3 clusters Score: Raw -187.520534 + Penalty 262.741187 = 75.220653 nChanged 0 Deleting Class 142 (36 points): Lose 103.963296 but Gain 1084.585192 Iteration 119Q (44.136729 sec): 102 clusters Score: Raw -891690.831833 + Penalty 95222.021863 = -796468.809970 nChanged 40 Deleting Class 208 (10 points): Lose 53.892561 but Gain 1036.940915 Iteration 120F (45.153356 sec): 101 clusters Score: Raw -891700.338502 + Penalty 94185.763754 = -797514.574748 nChanged 22 Deleting Class 24 (74 points): Lose 253.340954 but Gain 1235.543913 Iteration 121Q (45.244357 sec): 100 clusters Score: Raw -891481.273361 + Penalty 92930.620553 = -798550.652808 nChanged 83 Deleting Class 122 (8 points): Lose 68.587776 but Gain 1050.222307 Iteration 122Q (45.338019 sec): 99 clusters Score: Raw -891581.552471 + Penalty 91912.003121 = -799669.549350 nChanged 37 Deleting Class 173 (21 points): Lose 81.604271 but Gain 1063.490699 Iteration 123Q (45.428996 sec): 98 clusters Score: Raw -891558.258621 + Penalty 90890.778647 = -800667.479974 nChanged 35 Deleting Class 130 (8 points): Lose 25.714367 but Gain 1007.114191 Iteration 124Q (45.519874 sec): 97 clusters Score: Raw -891596.074359 + Penalty 89879.368440 = -801716.705918 nChanged 18 Deleting Class 101 (6 points): Lose 41.326596 but Gain 1019.753880 Iteration 125Q (45.609507 sec): 96 clusters Score: Raw -891574.309747 + Penalty 88874.204848 = -802700.104899 nChanged 12 Deleting Class 31 (8 points): Lose 39.419379 but Gain 1013.701280 Iteration 126Q (45.701438 sec): 95 clusters Score: Raw -891555.854999 + Penalty 87889.853911 = -803666.001089 nChanged 15 Deleting Class 1 (32 points): Lose 82.033663 but Gain 1051.481162 Iteration 127Q (45.790369 sec): 94 clusters Score: Raw -891504.119240 + Penalty 86862.387043 = -804641.732197 nChanged 38 Deleting Class 170 (4 points): Lose 10.881881 but Gain 979.388789 Iteration 128Q (45.879281 sec): 93 clusters Score: Raw -891549.789027 + Penalty 85897.945172 = -805651.843855 nChanged 15 Deleting Class 42 (13 points): Lose 71.059499 but Gain 1030.098078 Iteration 129Q (45.966711 sec): 92 clusters Score: Raw -891494.359110 + Penalty 84912.883089 = -806581.476021 nChanged 16 Deleting Class 185 (6 points): Lose 39.423282 but Gain 997.663241 Iteration 130F (46.888360 sec): 91 clusters Score: Raw -891482.843278 + Penalty 83934.107402 = -807548.735876 nChanged 13 Deleting Class 110 (11 points): Lose 50.262542 but Gain 1006.436710 Iteration 131Q (46.976142 sec): 90 clusters Score: Raw -891447.610989 + Penalty 82932.179018 = -808515.431971 nChanged 15 Deleting Class 91 (5 points): Lose 67.389576 but Gain 1011.195411 Iteration 132Q (47.062810 sec): 89 clusters Score: Raw -891402.081515 + Penalty 81919.608813 = -809482.472702 nChanged 9 Deleting Class 196 (3 points): Lose 16.434689 but Gain 953.778006 Iteration 133Q (47.150102 sec): 88 clusters Score: Raw -891396.572862 + Penalty 80968.738025 = -810427.834837 nChanged 4 Deleting Class 21 (69 points): Lose 202.686431 but Gain 1139.966322 Iteration 134Q (47.235723 sec): 87 clusters Score: Raw -891199.787786 + Penalty 79887.909709 = -811311.878076 nChanged 72 Deleting Class 36 (9 points): Lose 69.171851 but Gain 1004.220283 Iteration 135Q (47.324204 sec): 86 clusters Score: Raw -891230.960710 + Penalty 78897.607608 = -812333.353101 nChanged 27 Deleting Class 119 (18 points): Lose 111.171539 but Gain 1046.147520 Iteration 136Q (47.412840 sec): 85 clusters Score: Raw -891140.524220 + Penalty 77872.193111 = -813268.331109 nChanged 27 Deleting Class 88 (13 points): Lose 48.306738 but Gain 979.033072 Iteration 137Q (47.499070 sec): 84 clusters Score: Raw -891132.146924 + Penalty 76889.645586 = -814242.501338 nChanged 18 Deleting Class 103 (34 points): Lose 118.906103 but Gain 1043.149056 Iteration 138Q (47.583670 sec): 83 clusters Score: Raw -891033.197792 + Penalty 75906.213899 = -815126.983893 nChanged 41 Deleting Class 66 (25 points): Lose 196.732869 but Gain 1115.223376 Iteration 139Q (47.668540 sec): 82 clusters Score: Raw -890892.910295 + Penalty 74879.156019 = -816013.754276 nChanged 33 Deleting Class 144 (4 points): Lose 31.456493 but Gain 949.561228 Iteration 140F (48.490285 sec): 81 clusters Score: Raw -890925.557415 + Penalty 73950.408737 = -816975.148678 nChanged 13 Deleting Class 186 (3 points): Lose 27.534744 but Gain 943.230159 Iteration 141Q (48.571622 sec): 80 clusters Score: Raw -890931.570643 + Penalty 73010.364791 = -817921.205852 nChanged 9 Deleting Class 191 (3 points): Lose 23.368843 but Gain 936.588672 Iteration 142Q (48.652138 sec): 79 clusters Score: Raw -890919.854032 + Penalty 72067.849873 = -818852.004159 nChanged 8 Deleting Class 205 (4 points): Lose 53.168399 but Gain 965.447298 Iteration 143Q (48.732197 sec): 78 clusters Score: Raw -890881.143644 + Penalty 71104.479267 = -819776.664377 nChanged 9 Deleting Class 22 (113 points): Lose 664.526527 but Gain 1575.767464 Iteration 144Q (48.813067 sec): 77 clusters Score: Raw -890225.780540 + Penalty 69715.117573 = -820510.662967 nChanged 116 Deleting Class 78 (10 points): Lose 64.114223 but Gain 1016.944217 Iteration 145Q (48.896524 sec): 76 clusters Score: Raw -890458.587836 + Penalty 68717.646512 = -821740.941324 nChanged 34 Deleting Class 194 (6 points): Lose 28.185192 but Gain 932.602424 Iteration 146Q (48.976526 sec): 75 clusters Score: Raw -890472.800411 + Penalty 67803.713592 = -822669.086819 nChanged 25 Deleting Class 115 (9 points): Lose 42.678783 but Gain 945.625155 Iteration 147Q (49.056113 sec): 74 clusters Score: Raw -890456.433968 + Penalty 66866.343383 = -823590.090584 nChanged 25 Deleting Class 26 (59 points): Lose 205.200964 but Gain 1104.233783 Iteration 148Q (49.134766 sec): 73 clusters Score: Raw -890272.149568 + Penalty 65777.080248 = -824495.069320 nChanged 79 Deleting Class 212 (1 points): Lose 2.692987 but Gain 883.167298 Iteration 149Q (49.214998 sec): 72 clusters Score: Raw -890381.592582 + Penalty 64939.764237 = -825441.828346 nChanged 39 Deleting Class 49 (48 points): Lose 127.568853 but Gain 1001.966153 Iteration 150F (49.939522 sec): 71 clusters Score: Raw -890287.586182 + Penalty 63944.844190 = -826342.741992 nChanged 70 Deleting Class 228 (4 points): Lose 55.827059 but Gain 919.676666 Iteration 151Q (50.020035 sec): 70 clusters Score: Raw -890315.440856 + Penalty 63033.467889 = -827281.972967 nChanged 28 Deleting Class 96 (8 points): Lose 18.916225 but Gain 918.945636 Iteration 152Q (50.097762 sec): 69 clusters Score: Raw -890319.828726 + Penalty 62165.424032 = -828154.404694 nChanged 20 Deleting Class 112 (12 points): Lose 41.390748 but Gain 902.937353 Iteration 153Q (50.175320 sec): 68 clusters Score: Raw -890297.817836 + Penalty 61253.053203 = -829044.764633 nChanged 17 Deleting Class 116 (3 points): Lose 24.346742 but Gain 884.043530 Iteration 154Q (50.252282 sec): 67 clusters Score: Raw -890291.874720 + Penalty 60370.372841 = -829921.501880 nChanged 6 Deleting Class 79 (3 points): Lose 21.306737 but Gain 870.825588 Iteration 155Q (50.329196 sec): 66 clusters Score: Raw -890277.796610 + Penalty 59501.341369 = -830776.455241 nChanged 5 Deleting Class 165 (4 points): Lose 15.688821 but Gain 860.971841 Iteration 156Q (50.405285 sec): 65 clusters Score: Raw -890267.151775 + Penalty 58664.657036 = -831602.494739 nChanged 5 Deleting Class 44 (75 points): Lose 318.129308 but Gain 1163.199715 Iteration 157Q (50.481134 sec): 64 clusters Score: Raw -889959.004229 + Penalty 57771.070464 = -832187.933765 nChanged 76 Deleting Class 160 (7 points): Lose 44.467676 but Gain 888.582723 Iteration 158Q (50.558750 sec): 63 clusters Score: Raw -890118.982504 + Penalty 56898.564174 = -833220.418329 nChanged 29 Deleting Class 16 (18 points): Lose 38.312273 but Gain 879.078152 Iteration 159Q (50.634674 sec): 62 clusters Score: Raw -890112.594098 + Penalty 56028.701412 = -834083.892685 nChanged 36 Deleting Class 134 (8 points): Lose 46.937718 but Gain 882.758793 Iteration 160F (51.268601 sec): 61 clusters Score: Raw -890098.048143 + Penalty 55171.159183 = -834926.888961 nChanged 17 Deleting Class 29 (6 points): Lose 24.077523 but Gain 859.244291 Iteration 161Q (51.342540 sec): 60 clusters Score: Raw -890102.741726 + Penalty 54316.460205 = -835786.281522 nChanged 13 Deleting Class 118 (5 points): Lose 9.553660 but Gain 843.608380 Iteration 162Q (51.416552 sec): 59 clusters Score: Raw -890107.259311 + Penalty 53470.663429 = -836636.595882 nChanged 11 Deleting Class 63 (68 points): Lose 251.230506 but Gain 1082.004231 Iteration 163Q (51.489827 sec): 58 clusters Score: Raw -889865.026988 + Penalty 52439.413652 = -837425.613336 nChanged 70 Deleting Class 128 (7 points): Lose 24.627517 but Gain 855.412495 Iteration 164Q (51.565204 sec): 57 clusters Score: Raw -889942.187269 + Penalty 51625.581372 = -838316.605897 nChanged 20 Deleting Class 37 (24 points): Lose 83.676851 but Gain 903.441676 Iteration 165Q (51.638602 sec): 56 clusters Score: Raw -889875.573578 + Penalty 50725.836288 = -839149.737290 nChanged 31 Deleting Class 106 (11 points): Lose 56.284336 but Gain 874.007740 Iteration 166Q (51.711555 sec): 55 clusters Score: Raw -889853.170217 + Penalty 49853.496803 = -839999.673413 nChanged 22 Deleting Class 35 (54 points): Lose 383.999658 but Gain 1201.458287 Iteration 167Q (51.784070 sec): 54 clusters Score: Raw -889485.753957 + Penalty 48797.872465 = -840687.881491 nChanged 57 Deleting Class 109 (21 points): Lose 86.155653 but Gain 899.590076 Iteration 168Q (51.856871 sec): 53 clusters Score: Raw -889620.094036 + Penalty 47916.585281 = -841703.508755 nChanged 34 Deleting Class 120 (5 points): Lose 19.834243 but Gain 828.690730 Iteration 169Q (51.928633 sec): 52 clusters Score: Raw -889647.202332 + Penalty 47095.066853 = -842552.135479 nChanged 11 Deleting Class 179 (2 points): Lose 22.307444 but Gain 810.734645 Iteration 170F (52.453314 sec): 51 clusters Score: Raw -889638.208415 + Penalty 46283.455728 = -843354.752687 nChanged 3 Deleting Class 55 (12 points): Lose 46.161220 but Gain 798.201882 Iteration 171Q (52.525539 sec): 50 clusters Score: Raw -889595.533840 + Penalty 45486.005935 = -844109.527905 nChanged 14 Deleting Class 175 (10 points): Lose 35.648244 but Gain 784.352458 Iteration 172Q (52.596585 sec): 49 clusters Score: Raw -889575.405479 + Penalty 44704.081719 = -844871.323760 nChanged 13 Deleting Class 18 (154 points): Lose 605.652861 but Gain 1352.941031 Iteration 173Q (52.666319 sec): 48 clusters Score: Raw -888982.895163 + Penalty 43463.797650 = -845519.097514 nChanged 157 Deleting Class 224 (9 points): Lose 36.578855 but Gain 782.350727 Iteration 174Q (52.738841 sec): 47 clusters Score: Raw -889282.416249 + Penalty 42680.751424 = -846601.664825 nChanged 49 Deleting Class 32 (104 points): Lose 552.703738 but Gain 1296.110269 Iteration 175Q (52.808388 sec): 46 clusters Score: Raw -888774.450533 + Penalty 41418.351888 = -847356.098646 nChanged 123 Deleting Class 200 (1 points): Lose 6.459554 but Gain 745.160812 Iteration 176Q (52.879981 sec): 45 clusters Score: Raw -889094.496091 + Penalty 40689.721838 = -848404.774253 nChanged 28 Deleting Class 38 (34 points): Lose 175.162469 but Gain 894.797070 Iteration 177Q (52.948834 sec): 44 clusters Score: Raw -888981.495726 + Penalty 39803.943862 = -849177.551864 nChanged 56 Deleting Class 125 (5 points): Lose 10.355277 but Gain 725.208711 Iteration 178Q (53.017362 sec): 43 clusters Score: Raw -889131.972588 + Penalty 39093.507022 = -850038.465566 nChanged 36 Deleting Class 218 (2 points): Lose 54.242987 but Gain 740.429459 Iteration 179Q (53.086875 sec): 42 clusters Score: Raw -889117.054912 + Penalty 38357.760091 = -850759.294821 nChanged 21 Deleting Class 59 (5 points): Lose 51.452792 but Gain 727.692030 Iteration 180F (53.513382 sec): 41 clusters Score: Raw -889100.244826 + Penalty 37683.757267 = -851416.487558 nChanged 24 Deleting Class 4 (7 points): Lose 20.106827 but Gain 694.173658 Iteration 181Q (53.581315 sec): 40 clusters Score: Raw -889116.768693 + Penalty 36998.028251 = -852118.740442 nChanged 19 Deleting Class 60 (32 points): Lose 66.730586 but Gain 739.297052 Iteration 182Q (53.647747 sec): 39 clusters Score: Raw -889072.614750 + Penalty 36299.613856 = -852773.000894 nChanged 45 Deleting Class 25 (130 points): Lose 363.663176 but Gain 1018.934303 Iteration 183Q (53.714264 sec): 38 clusters Score: Raw -888753.555941 + Penalty 35296.399479 = -853457.156462 nChanged 144 Deleting Class 27 (24 points): Lose 67.201631 but Gain 713.320641 Iteration 184Q (53.781770 sec): 37 clusters Score: Raw -888869.034713 + Penalty 34595.224602 = -854273.810111 nChanged 68 Deleting Class 10 (14 points): Lose 40.306333 but Gain 675.721472 Iteration 185Q (53.847302 sec): 36 clusters Score: Raw -888882.146328 + Penalty 33924.958612 = -854957.187716 nChanged 51 Deleting Class 121 (9 points): Lose 28.761550 but Gain 650.615546 Iteration 186Q (53.912467 sec): 35 clusters Score: Raw -888886.256734 + Penalty 33271.714019 = -855614.542716 nChanged 36 Deleting Class 156 (4 points): Lose 20.102258 but Gain 624.843561 Iteration 187Q (53.978285 sec): 34 clusters Score: Raw -888887.634704 + Penalty 32650.718829 = -856236.915875 nChanged 27 Deleting Class 135 (18 points): Lose 211.160841 but Gain 796.213189 Iteration 188Q (54.042197 sec): 33 clusters Score: Raw -888687.907278 + Penalty 31844.172636 = -856843.734642 nChanged 37 Deleting Class 216 (4 points): Lose 69.898601 but Gain 639.082242 Iteration 189Q (54.106592 sec): 32 clusters Score: Raw -888664.028147 + Penalty 31205.320336 = -857458.707811 nChanged 24 Deleting Class 5 (154 points): Lose 946.266228 but Gain 1521.007214 Iteration 190F (54.440276 sec): 31 clusters Score: Raw -887746.297155 + Penalty 29796.798085 = -857949.499070 nChanged 168 Deleting Class 45 (82 points): Lose 616.324421 but Gain 1139.442430 Iteration 191Q (54.505472 sec): 30 clusters Score: Raw -887719.569924 + Penalty 28743.752453 = -858975.817470 nChanged 130 Deleting Class 215 (4 points): Lose 30.468903 but Gain 519.359714 Iteration 192Q (54.569552 sec): 29 clusters Score: Raw -888134.232196 + Penalty 28238.918343 = -859895.313853 nChanged 50 Deleting Class 64 (44 points): Lose 198.223685 but Gain 604.827588 Iteration 193Q (54.631468 sec): 28 clusters Score: Raw -888039.159152 + Penalty 27643.958709 = -860395.200443 nChanged 75 Deleting Class 28 (114 points): Lose 999.149498 but Gain 1349.055091 Iteration 194Q (54.692806 sec): 27 clusters Score: Raw -887192.531360 + Penalty 26398.733289 = -860793.798071 nChanged 149 Deleting Class 54 (221 points): Lose 1078.846523 but Gain 1388.434455 Iteration 195Q (54.754333 sec): 26 clusters Score: Raw -886651.038251 + Penalty 25103.562668 = -861547.475583 nChanged 258 Deleting Class 30 (212 points): Lose 506.504222 but Gain 674.898614 Iteration 196Q (54.816479 sec): 25 clusters Score: Raw -886792.853699 + Penalty 24543.503921 = -862249.349778 nChanged 287 Deleting Class 117 (102 points): Lose 818.697108 but Gain 938.943767 Iteration 197Q (54.878100 sec): 24 clusters Score: Raw -886390.335210 + Penalty 23544.713048 = -862845.622162 nChanged 165 Deleting Class 19 (352 points): Lose 1216.287806 but Gain 1271.294125 Iteration 198Q (54.937846 sec): 23 clusters Score: Raw -885503.647490 + Penalty 22488.337933 = -863015.309557 nChanged 400 Iteration 199Q (54.999711 sec): 23 clusters Score: Raw -886282.644550 + Penalty 22509.185285 = -863773.459264 nChanged 137 Iteration 200F (55.240715 sec): 23 clusters Score: Raw -886353.425871 + Penalty 22519.186228 = -863834.239643 nChanged 75 Iteration 201Q (55.299406 sec): 23 clusters Score: Raw -886389.385538 + Penalty 22524.660564 = -863864.724974 nChanged 55 Iteration 202Q (55.357540 sec): 23 clusters Score: Raw -886409.063309 + Penalty 22526.082556 = -863882.980752 nChanged 48 Iteration 203Q (55.416236 sec): 23 clusters Score: Raw -886423.255496 + Penalty 22532.489595 = -863890.765901 nChanged 44 Iteration 204Q (55.475191 sec): 23 clusters Score: Raw -886435.405922 + Penalty 22536.374129 = -863899.031793 nChanged 27 Iteration 205Q (55.533367 sec): 23 clusters Score: Raw -886440.570408 + Penalty 22539.045884 = -863901.524525 nChanged 18 Iteration 206Q (55.591708 sec): 23 clusters Score: Raw -886443.902485 + Penalty 22537.633651 = -863906.268834 nChanged 18 Iteration 207Q (55.649677 sec): 23 clusters Score: Raw -886447.557566 + Penalty 22542.687545 = -863904.870021 nChanged 11 Iteration 208F (55.891296 sec): 23 clusters Score: Raw -886450.443461 + Penalty 22543.025010 = -863907.418451 nChanged 7 Iteration 209Q (55.949428 sec): 23 clusters Score: Raw -886452.170325 + Penalty 22544.378198 = -863907.792127 nChanged 9 Iteration 210F (56.191322 sec): 23 clusters Score: Raw -886453.680598 + Penalty 22544.641427 = -863909.039172 nChanged 7 Iteration 211Q (56.249286 sec): 23 clusters Score: Raw -886454.527431 + Penalty 22545.964496 = -863908.562936 nChanged 5 Iteration 212F (56.490518 sec): 23 clusters Score: Raw -886454.865003 + Penalty 22546.819326 = -863908.045676 nChanged 2 Iteration 213F (56.732872 sec): 23 clusters Score: Raw -886454.900432 + Penalty 22547.545115 = -863907.355317 nChanged 2 Iteration 214F (56.974976 sec): 23 clusters Score: Raw -886454.933905 + Penalty 22547.545115 = -863907.388790 nChanged 0 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.20 GB. Compute initial score before splitting: Score: Raw -886454.933905 + Penalty 22547.545115 = -863907.388790Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 2 (1173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.020760 sec): 2 clusters Score: Raw -55865.354914 + Penalty 623.098918 = -55242.255996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.023097 sec): 3 clusters Score: Raw -55240.987833 + Penalty 1256.800405 = -53984.187427 nChanged 409 SP:Iteration 1F (57.025401 sec): 3 clusters Score: Raw -55497.175383 + Penalty 1280.598271 = -54216.577112 nChanged 148 SP:Iteration 2F (57.027701 sec): 3 clusters Score: Raw -55637.061742 + Penalty 1318.062153 = -54318.999589 nChanged 112 SP:Iteration 3F (57.029950 sec): 3 clusters Score: Raw -55753.399380 + Penalty 1354.657098 = -54398.742282 nChanged 69 SP:Iteration 4F (57.032147 sec): 3 clusters Score: Raw -55822.880160 + Penalty 1380.527542 = -54442.352618 nChanged 45 SP:Iteration 5Q (57.034293 sec): 3 clusters Score: Raw -55870.151575 + Penalty 1399.479724 = -54470.671851 nChanged 30 SP:Iteration 6Q (57.036382 sec): 3 clusters Score: Raw -55893.373341 + Penalty 1414.574594 = -54478.798747 nChanged 21 SP:Iteration 7Q (57.038435 sec): 3 clusters Score: Raw -55909.439222 + Penalty 1424.705708 = -54484.733514 nChanged 15 SP:Iteration 8Q (57.040459 sec): 3 clusters Score: Raw -55920.376421 + Penalty 1439.692790 = -54480.683631 nChanged 16 SP:Iteration 9F (57.042649 sec): 3 clusters Score: Raw -55932.534908 + Penalty 1453.135759 = -54479.399148 nChanged 16 SP:Iteration 10F (57.044841 sec): 3 clusters Score: Raw -55944.592812 + Penalty 1460.764145 = -54483.828667 nChanged 9 SP:Iteration 11Q (57.046877 sec): 3 clusters Score: Raw -55951.034495 + Penalty 1462.930364 = -54488.104131 nChanged 4 SP:Iteration 12Q (57.048882 sec): 3 clusters Score: Raw -55953.705843 + Penalty 1467.016586 = -54486.689257 nChanged 4 SP:Iteration 13F (57.051073 sec): 3 clusters Score: Raw -55957.984322 + Penalty 1467.688242 = -54490.296081 nChanged 1 SP:Iteration 14Q (57.053014 sec): 3 clusters Score: Raw -55958.146291 + Penalty 1467.688242 = -54490.458049 nChanged 0 SP:Iteration 15F (57.055239 sec): 3 clusters Score: Raw -55958.146291 + Penalty 1467.688242 = -54490.458049 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 3 (857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.058087 sec): 2 clusters Score: Raw -40128.146819 + Penalty 785.783936 = -39342.362883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.059784 sec): 3 clusters Score: Raw -39692.968982 + Penalty 1570.172637 = -38122.796345 nChanged 280 SP:Iteration 1F (57.061449 sec): 3 clusters Score: Raw -39894.239856 + Penalty 1567.940351 = -38326.299505 nChanged 108 SP:Iteration 2F (57.063166 sec): 3 clusters Score: Raw -40009.069336 + Penalty 1563.571557 = -38445.497779 nChanged 81 SP:Iteration 3F (57.064860 sec): 3 clusters Score: Raw -40133.291597 + Penalty 1565.312568 = -38567.979028 nChanged 81 SP:Iteration 4F (57.066576 sec): 3 clusters Score: Raw -40265.119717 + Penalty 1574.235686 = -38690.884031 nChanged 64 SP:Iteration 5F (57.068281 sec): 3 clusters Score: Raw -40389.351817 + Penalty 1578.595472 = -38810.756345 nChanged 38 SP:Iteration 6Q (57.069863 sec): 3 clusters Score: Raw -40438.705558 + Penalty 1585.378535 = -38853.327023 nChanged 28 SP:Iteration 7Q (57.071423 sec): 3 clusters Score: Raw -40467.273373 + Penalty 1591.418805 = -38875.854568 nChanged 16 SP:Iteration 8Q (57.073013 sec): 3 clusters Score: Raw -40488.890392 + Penalty 1597.765175 = -38891.125217 nChanged 17 SP:Iteration 9Q (57.074576 sec): 3 clusters Score: Raw -40508.737209 + Penalty 1600.507727 = -38908.229482 nChanged 9 SP:Iteration 10F (57.076245 sec): 3 clusters Score: Raw -40519.562179 + Penalty 1600.978732 = -38918.583447 nChanged 5 SP:Iteration 11Q (57.077811 sec): 3 clusters Score: Raw -40524.321811 + Penalty 1602.547111 = -38921.774700 nChanged 3 SP:Iteration 12Q (57.079337 sec): 3 clusters Score: Raw -40526.039678 + Penalty 1602.488078 = -38923.551600 nChanged 2 SP:Iteration 13Q (57.080903 sec): 3 clusters Score: Raw -40526.826855 + Penalty 1601.983819 = -38924.843036 nChanged 1 SP:Iteration 14Q (57.082450 sec): 3 clusters Score: Raw -40527.229527 + Penalty 1601.983819 = -38925.245708 nChanged 0 SP:Iteration 15F (57.084122 sec): 3 clusters Score: Raw -40527.229527 + Penalty 1601.983819 = -38925.245708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 6 (437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.086623 sec): 2 clusters Score: Raw -20409.623707 + Penalty 373.604383 = -20036.019324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.087591 sec): 3 clusters Score: Raw -20186.614422 + Penalty 743.238850 = -19443.375572 nChanged 141 SP:Iteration 1F (57.088551 sec): 3 clusters Score: Raw -20289.590833 + Penalty 752.632658 = -19536.958176 nChanged 66 SP:Iteration 2F (57.089502 sec): 3 clusters Score: Raw -20339.466873 + Penalty 774.678354 = -19564.788519 nChanged 32 SP:Iteration 3F (57.090453 sec): 3 clusters Score: Raw -20374.443515 + Penalty 796.852582 = -19577.590933 nChanged 30 SP:Iteration 4F (57.091404 sec): 3 clusters Score: Raw -20410.500076 + Penalty 812.332291 = -19598.167785 nChanged 26 SP:Iteration 5F (57.092354 sec): 3 clusters Score: Raw -20434.727174 + Penalty 824.527141 = -19610.200033 nChanged 14 SP:Iteration 6Q (57.093286 sec): 3 clusters Score: Raw -20448.443412 + Penalty 836.850616 = -19611.592796 nChanged 8 SP:Iteration 7Q (57.094211 sec): 3 clusters Score: Raw -20454.168720 + Penalty 845.096696 = -19609.072023 nChanged 9 SP:Iteration 8F (57.095160 sec): 3 clusters Score: Raw -20458.692793 + Penalty 846.805060 = -19611.887733 nChanged 4 SP:Iteration 9Q (57.096075 sec): 3 clusters Score: Raw -20460.126638 + Penalty 846.666929 = -19613.459709 nChanged 3 SP:Iteration 10F (57.097024 sec): 3 clusters Score: Raw -20461.912776 + Penalty 847.036422 = -19614.876354 nChanged 3 SP:Iteration 11Q (57.097940 sec): 3 clusters Score: Raw -20464.930905 + Penalty 848.723675 = -19616.207231 nChanged 3 SP:Iteration 12Q (57.098851 sec): 3 clusters Score: Raw -20467.079199 + Penalty 849.376113 = -19617.703087 nChanged 2 SP:Iteration 13Q (57.099762 sec): 3 clusters Score: Raw -20468.092290 + Penalty 849.588590 = -19618.503700 nChanged 1 SP:Iteration 14Q (57.100671 sec): 3 clusters Score: Raw -20468.224349 + Penalty 849.588590 = -19618.635759 nChanged 0 SP:Iteration 15F (57.101617 sec): 3 clusters Score: Raw -20468.224349 + Penalty 849.588590 = -19618.635759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 7 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.103054 sec): 2 clusters Score: Raw -18046.202533 + Penalty 769.591630 = -17276.610903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.103938 sec): 3 clusters Score: Raw -17949.043485 + Penalty 1535.398811 = -16413.644675 nChanged 98 SP:Iteration 1F (57.104810 sec): 3 clusters Score: Raw -18061.219247 + Penalty 1530.885928 = -16530.333319 nChanged 23 SP:Iteration 2F (57.105681 sec): 3 clusters Score: Raw -18091.897477 + Penalty 1529.139623 = -16562.757854 nChanged 17 SP:Iteration 3Q (57.106534 sec): 3 clusters Score: Raw -18116.222640 + Penalty 1524.557698 = -16591.664942 nChanged 16 SP:Iteration 4Q (57.107388 sec): 3 clusters Score: Raw -18138.364825 + Penalty 1518.403336 = -16619.961489 nChanged 12 SP:Iteration 5Q (57.108242 sec): 3 clusters Score: Raw -18155.006696 + Penalty 1514.632765 = -16640.373931 nChanged 7 SP:Iteration 6Q (57.109094 sec): 3 clusters Score: Raw -18166.315297 + Penalty 1515.067323 = -16651.247974 nChanged 7 SP:Iteration 7Q (57.109939 sec): 3 clusters Score: Raw -18175.545394 + Penalty 1515.128490 = -16660.416904 nChanged 3 SP:Iteration 8Q (57.110814 sec): 3 clusters Score: Raw -18178.860019 + Penalty 1514.092579 = -16664.767441 nChanged 3 SP:Iteration 9Q (57.111656 sec): 3 clusters Score: Raw -18190.932642 + Penalty 1511.197664 = -16679.734977 nChanged 5 SP:Iteration 10F (57.112525 sec): 3 clusters Score: Raw -18202.037532 + Penalty 1509.985008 = -16692.052525 nChanged 1 SP:Iteration 11Q (57.113367 sec): 3 clusters Score: Raw -18204.561197 + Penalty 1509.985008 = -16694.576189 nChanged 0 SP:Iteration 12F (57.114236 sec): 3 clusters Score: Raw -18204.561197 + Penalty 1509.985008 = -16694.576189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 8 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.115149 sec): 2 clusters Score: Raw -6944.963309 + Penalty 503.757936 = -6441.205373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.115663 sec): 3 clusters Score: Raw -6921.703399 + Penalty 1006.754508 = -5914.948891 nChanged 27 SP:Iteration 1F (57.116169 sec): 3 clusters Score: Raw -6957.875631 + Penalty 1007.989150 = -5949.886482 nChanged 14 SP:Iteration 2F (57.116675 sec): 3 clusters Score: Raw -6981.026709 + Penalty 1011.647689 = -5969.379021 nChanged 4 SP:Iteration 3Q (57.117166 sec): 3 clusters Score: Raw -6988.598659 + Penalty 1015.371154 = -5973.227504 nChanged 2 SP:Iteration 4Q (57.117655 sec): 3 clusters Score: Raw -6990.134406 + Penalty 1017.203463 = -5972.930943 nChanged 1 SP:Iteration 5F (57.118160 sec): 3 clusters Score: Raw -6990.782666 + Penalty 1019.514943 = -5971.267723 nChanged 1 SP:Iteration 6F (57.118664 sec): 3 clusters Score: Raw -6991.122702 + Penalty 1023.348677 = -5967.774025 nChanged 2 SP:Iteration 7F (57.119169 sec): 3 clusters Score: Raw -6993.839554 + Penalty 1030.818411 = -5963.021143 nChanged 2 SP:Iteration 8F (57.119673 sec): 3 clusters Score: Raw -6995.584220 + Penalty 1030.818411 = -5964.765809 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 9 (1059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.123002 sec): 2 clusters Score: Raw -46303.674306 + Penalty 602.089901 = -45701.584405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.125043 sec): 3 clusters Score: Raw -45784.213785 + Penalty 1198.359601 = -44585.854184 nChanged 401 SP:Iteration 1F (57.127093 sec): 3 clusters Score: Raw -46118.978688 + Penalty 1196.580597 = -44922.398091 nChanged 149 SP:Iteration 2F (57.129158 sec): 3 clusters Score: Raw -46348.786480 + Penalty 1202.918427 = -45145.868052 nChanged 119 SP:Iteration 3F (57.131255 sec): 3 clusters Score: Raw -46491.346411 + Penalty 1203.075595 = -45288.270816 nChanged 49 SP:Iteration 4Q (57.133343 sec): 3 clusters Score: Raw -46554.373830 + Penalty 1197.878351 = -45356.495479 nChanged 30 SP:Iteration 5Q (57.135378 sec): 3 clusters Score: Raw -46596.765470 + Penalty 1194.791570 = -45401.973900 nChanged 26 SP:Iteration 6Q (57.137286 sec): 3 clusters Score: Raw -46628.447847 + Penalty 1192.863275 = -45435.584572 nChanged 18 SP:Iteration 7Q (57.139155 sec): 3 clusters Score: Raw -46643.223618 + Penalty 1192.243603 = -45450.980015 nChanged 10 SP:Iteration 8Q (57.140988 sec): 3 clusters Score: Raw -46650.818481 + Penalty 1190.919331 = -45459.899150 nChanged 6 SP:Iteration 9Q (57.142817 sec): 3 clusters Score: Raw -46652.991904 + Penalty 1191.754219 = -45461.237684 nChanged 4 SP:Iteration 10F (57.144816 sec): 3 clusters Score: Raw -46654.051429 + Penalty 1191.631652 = -45462.419777 nChanged 2 SP:Iteration 11Q (57.146635 sec): 3 clusters Score: Raw -46654.526630 + Penalty 1190.913736 = -45463.612894 nChanged 3 SP:Iteration 12Q (57.148481 sec): 3 clusters Score: Raw -46655.762590 + Penalty 1190.104186 = -45465.658404 nChanged 4 SP:Iteration 13Q (57.150302 sec): 3 clusters Score: Raw -46657.306082 + Penalty 1189.668120 = -45467.637963 nChanged 3 SP:Iteration 14Q (57.152121 sec): 3 clusters Score: Raw -46659.165950 + Penalty 1189.347345 = -45469.818605 nChanged 1 SP:Iteration 15Q (57.153973 sec): 3 clusters Score: Raw -46659.636190 + Penalty 1188.962319 = -45470.673871 nChanged 1 SP:Iteration 16Q (57.155791 sec): 3 clusters Score: Raw -46660.809668 + Penalty 1188.962319 = -45471.847349 nChanged 0 SP:Iteration 17F (57.157793 sec): 3 clusters Score: Raw -46660.809668 + Penalty 1188.962319 = -45471.847349 nChanged 0 Memory request: 0.06 GB would take us to total of 0.26 GB. Trying to split cluster 11 (11884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.208039 sec): 2 clusters Score: Raw -511167.766064 + Penalty 326.646394 = -510841.119670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.229933 sec): 3 clusters Score: Raw -503324.065734 + Penalty 733.040582 = -502591.025152 nChanged 5592 SP:Iteration 1F (57.251496 sec): 3 clusters Score: Raw -509084.356355 + Penalty 883.146113 = -508201.210242 nChanged 1363 SP:Iteration 2F (57.272706 sec): 3 clusters Score: Raw -510634.948692 + Penalty 999.902865 = -509635.045828 nChanged 378 SP:Iteration 3Q (57.292735 sec): 3 clusters Score: Raw -511037.421993 + Penalty 1092.143811 = -509945.278182 nChanged 106 SP:Iteration 4Q (57.310058 sec): 3 clusters Score: Raw -511148.165439 + Penalty 1167.447533 = -509980.717907 nChanged 36 SP:Iteration 5Q (57.326895 sec): 3 clusters Score: Raw -511185.379872 + Penalty 1203.952902 = -509981.426970 nChanged 11 SP:Iteration 6Q (57.344175 sec): 3 clusters Score: Raw -511197.695130 + Penalty 1218.578416 = -509979.116714 nChanged 2 SP:Iteration 7F (57.365315 sec): 3 clusters Score: Raw -511198.487183 + Penalty 1222.006430 = -509976.480753 nChanged 2 SP:Iteration 8F (57.386628 sec): 3 clusters Score: Raw -511201.758989 + Penalty 1233.580144 = -509968.178845 nChanged 1 SP:Iteration 9F (57.407722 sec): 3 clusters Score: Raw -511204.453676 + Penalty 1244.956759 = -509959.496917 nChanged 1 SP:Iteration 10F (57.428782 sec): 3 clusters Score: Raw -511205.618699 + Penalty 1244.956759 = -509960.661940 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 13 (1041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.438839 sec): 2 clusters Score: Raw -50800.337945 + Penalty 501.050127 = -50299.287819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.440967 sec): 3 clusters Score: Raw -50232.907508 + Penalty 1002.273686 = -49230.633822 nChanged 381 SP:Iteration 1F (57.443049 sec): 3 clusters Score: Raw -50441.455055 + Penalty 1018.287605 = -49423.167450 nChanged 138 SP:Iteration 2F (57.445005 sec): 3 clusters Score: Raw -50554.592286 + Penalty 1046.805231 = -49507.787055 nChanged 105 SP:Iteration 3F (57.447090 sec): 3 clusters Score: Raw -50648.058998 + Penalty 1073.525802 = -49574.533196 nChanged 74 SP:Iteration 4F (57.449096 sec): 3 clusters Score: Raw -50713.552063 + Penalty 1099.373527 = -49614.178537 nChanged 57 SP:Iteration 5F (57.451049 sec): 3 clusters Score: Raw -50764.844306 + Penalty 1125.551649 = -49639.292657 nChanged 50 SP:Iteration 6Q (57.453054 sec): 3 clusters Score: Raw -50814.876420 + Penalty 1149.712247 = -49665.164173 nChanged 34 SP:Iteration 7Q (57.455041 sec): 3 clusters Score: Raw -50848.214559 + Penalty 1169.792124 = -49678.422435 nChanged 23 SP:Iteration 8Q (57.456992 sec): 3 clusters Score: Raw -50865.605493 + Penalty 1182.954285 = -49682.651208 nChanged 19 SP:Iteration 9Q (57.458906 sec): 3 clusters Score: Raw -50879.480073 + Penalty 1198.879798 = -49680.600274 nChanged 15 SP:Iteration 10F (57.460866 sec): 3 clusters Score: Raw -50888.988990 + Penalty 1210.675374 = -49678.313616 nChanged 11 SP:Iteration 11F (57.462825 sec): 3 clusters Score: Raw -50894.511560 + Penalty 1223.670801 = -49670.840759 nChanged 9 SP:Iteration 12F (57.464788 sec): 3 clusters Score: Raw -50900.796706 + Penalty 1235.819646 = -49664.977060 nChanged 8 SP:Iteration 13F (57.466756 sec): 3 clusters Score: Raw -50905.721117 + Penalty 1238.442645 = -49667.278473 nChanged 3 SP:Iteration 14Q (57.468568 sec): 3 clusters Score: Raw -50907.789977 + Penalty 1239.876555 = -49667.913422 nChanged 2 SP:Iteration 15Q (57.470410 sec): 3 clusters Score: Raw -50908.421594 + Penalty 1239.876555 = -49668.545040 nChanged 0 SP:Iteration 16F (57.472373 sec): 3 clusters Score: Raw -50908.421594 + Penalty 1239.876555 = -49668.545040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 14 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.474385 sec): 2 clusters Score: Raw -15943.224529 + Penalty 354.341173 = -15588.883357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.475190 sec): 3 clusters Score: Raw -15779.973705 + Penalty 703.574160 = -15076.399545 nChanged 100 SP:Iteration 1F (57.475982 sec): 3 clusters Score: Raw -15842.070030 + Penalty 701.351057 = -15140.718972 nChanged 29 SP:Iteration 2F (57.476774 sec): 3 clusters Score: Raw -15871.165277 + Penalty 698.119308 = -15173.045970 nChanged 27 SP:Iteration 3F (57.477564 sec): 3 clusters Score: Raw -15903.343013 + Penalty 724.793460 = -15178.549552 nChanged 28 SP:Iteration 4F (57.478357 sec): 3 clusters Score: Raw -15940.024524 + Penalty 792.150268 = -15147.874256 nChanged 26 SP:Iteration 5F (57.479145 sec): 3 clusters Score: Raw -15976.820872 + Penalty 829.310762 = -15147.510110 nChanged 9 SP:Iteration 6F (57.479933 sec): 3 clusters Score: Raw -15994.972778 + Penalty 874.687181 = -15120.285597 nChanged 6 SP:Iteration 7F (57.480721 sec): 3 clusters Score: Raw -16010.124216 + Penalty 924.155017 = -15085.969199 nChanged 6 SP:Iteration 8F (57.481512 sec): 3 clusters Score: Raw -16030.708935 + Penalty 1021.126016 = -15009.582919 nChanged 7 SP:Iteration 9F (57.482300 sec): 3 clusters Score: Raw -16068.708584 + Penalty 1046.912672 = -15021.795912 nChanged 2 SP:Iteration 10F (57.483087 sec): 3 clusters Score: Raw -16085.259323 + Penalty 1046.912672 = -15038.346651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 15 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.485353 sec): 2 clusters Score: Raw -23555.939053 + Penalty 592.005472 = -22963.933581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.486520 sec): 3 clusters Score: Raw -23337.018608 + Penalty 1185.757800 = -22151.260808 nChanged 162 SP:Iteration 1F (57.487615 sec): 3 clusters Score: Raw -23471.526934 + Penalty 1193.152962 = -22278.373972 nChanged 52 SP:Iteration 2F (57.488713 sec): 3 clusters Score: Raw -23544.787262 + Penalty 1206.798505 = -22337.988757 nChanged 39 SP:Iteration 3F (57.489796 sec): 3 clusters Score: Raw -23591.318297 + Penalty 1221.862361 = -22369.455936 nChanged 24 SP:Iteration 4Q (57.490885 sec): 3 clusters Score: Raw -23624.585170 + Penalty 1243.565255 = -22381.019915 nChanged 22 SP:Iteration 5Q (57.491961 sec): 3 clusters Score: Raw -23656.044659 + Penalty 1259.033715 = -22397.010944 nChanged 15 SP:Iteration 6Q (57.493028 sec): 3 clusters Score: Raw -23679.288597 + Penalty 1275.006376 = -22404.282221 nChanged 12 SP:Iteration 7Q (57.494082 sec): 3 clusters Score: Raw -23692.353596 + Penalty 1280.792577 = -22411.561019 nChanged 5 SP:Iteration 8Q (57.495121 sec): 3 clusters Score: Raw -23697.774907 + Penalty 1283.294940 = -22414.479967 nChanged 4 SP:Iteration 9Q (57.496155 sec): 3 clusters Score: Raw -23705.952737 + Penalty 1286.698601 = -22419.254136 nChanged 2 SP:Iteration 10F (57.497250 sec): 3 clusters Score: Raw -23709.228599 + Penalty 1290.624344 = -22418.604255 nChanged 2 SP:Iteration 11F (57.498346 sec): 3 clusters Score: Raw -23711.057727 + Penalty 1291.775941 = -22419.281786 nChanged 1 SP:Iteration 12Q (57.499372 sec): 3 clusters Score: Raw -23712.958921 + Penalty 1290.451437 = -22422.507484 nChanged 1 SP:Iteration 13Q (57.500391 sec): 3 clusters Score: Raw -23713.285077 + Penalty 1290.451437 = -22422.833639 nChanged 0 SP:Iteration 14F (57.501482 sec): 3 clusters Score: Raw -23713.285077 + Penalty 1290.451437 = -22422.833639 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 23 (710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.504421 sec): 2 clusters Score: Raw -30632.333957 + Penalty 293.740585 = -30338.593372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.505921 sec): 3 clusters Score: Raw -30239.591279 + Penalty 587.981844 = -29651.609435 nChanged 267 SP:Iteration 1F (57.507354 sec): 3 clusters Score: Raw -30423.761926 + Penalty 590.471911 = -29833.290015 nChanged 84 SP:Iteration 2F (57.508802 sec): 3 clusters Score: Raw -30484.163100 + Penalty 591.666455 = -29892.496645 nChanged 52 SP:Iteration 3F (57.510227 sec): 3 clusters Score: Raw -30530.093748 + Penalty 590.212009 = -29939.881739 nChanged 46 SP:Iteration 4F (57.511646 sec): 3 clusters Score: Raw -30565.994285 + Penalty 586.933645 = -29979.060640 nChanged 34 SP:Iteration 5Q (57.513035 sec): 3 clusters Score: Raw -30595.178376 + Penalty 583.242709 = -30011.935667 nChanged 27 SP:Iteration 6Q (57.514415 sec): 3 clusters Score: Raw -30619.435239 + Penalty 580.704977 = -30038.730262 nChanged 25 SP:Iteration 7Q (57.515786 sec): 3 clusters Score: Raw -30648.721132 + Penalty 579.758782 = -30068.962350 nChanged 25 SP:Iteration 8Q (57.517140 sec): 3 clusters Score: Raw -30674.802110 + Penalty 578.695539 = -30096.106571 nChanged 24 SP:Iteration 9Q (57.518512 sec): 3 clusters Score: Raw -30692.203171 + Penalty 578.323301 = -30113.879870 nChanged 13 SP:Iteration 10F (57.519932 sec): 3 clusters Score: Raw -30697.939756 + Penalty 577.204790 = -30120.734966 nChanged 6 SP:Iteration 11Q (57.521274 sec): 3 clusters Score: Raw -30699.074292 + Penalty 576.803036 = -30122.271256 nChanged 2 SP:Iteration 12Q (57.522617 sec): 3 clusters Score: Raw -30699.263733 + Penalty 576.518982 = -30122.744752 nChanged 2 SP:Iteration 13Q (57.523945 sec): 3 clusters Score: Raw -30699.727372 + Penalty 576.053117 = -30123.674255 nChanged 3 SP:Iteration 14Q (57.525275 sec): 3 clusters Score: Raw -30700.152741 + Penalty 575.638295 = -30124.514446 nChanged 3 SP:Iteration 15Q (57.526613 sec): 3 clusters Score: Raw -30700.617688 + Penalty 575.141700 = -30125.475988 nChanged 4 SP:Iteration 16Q (57.527937 sec): 3 clusters Score: Raw -30701.972895 + Penalty 574.636427 = -30127.336468 nChanged 4 SP:Iteration 17Q (57.529259 sec): 3 clusters Score: Raw -30703.774410 + Penalty 574.018746 = -30129.755664 nChanged 4 SP:Iteration 18Q (57.530586 sec): 3 clusters Score: Raw -30705.649902 + Penalty 573.917849 = -30131.732053 nChanged 1 SP:Iteration 19Q (57.531894 sec): 3 clusters Score: Raw -30705.823549 + Penalty 573.917849 = -30131.905700 nChanged 0 SP:Iteration 20F (57.533320 sec): 3 clusters Score: Raw -30705.823549 + Penalty 573.917849 = -30131.905700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 33 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.534902 sec): 2 clusters Score: Raw -8521.287496 + Penalty 616.500695 = -7904.786802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.535431 sec): 3 clusters Score: Raw -8514.663053 + Penalty 1226.834635 = -7287.828418 nChanged 31 SP:Iteration 1F (57.535952 sec): 3 clusters Score: Raw -8569.411781 + Penalty 1224.230558 = -7345.181222 nChanged 8 SP:Iteration 2Q (57.536468 sec): 3 clusters Score: Raw -8588.556690 + Penalty 1223.787960 = -7364.768729 nChanged 5 SP:Iteration 3Q (57.536970 sec): 3 clusters Score: Raw -8593.388975 + Penalty 1222.975354 = -7370.413621 nChanged 2 SP:Iteration 4Q (57.537506 sec): 3 clusters Score: Raw -8595.323921 + Penalty 1222.879617 = -7372.444304 nChanged 1 SP:Iteration 5Q (57.538044 sec): 3 clusters Score: Raw -8596.372755 + Penalty 1222.879617 = -7373.493138 nChanged 0 SP:Iteration 6F (57.538576 sec): 3 clusters Score: Raw -8596.372755 + Penalty 1222.879617 = -7373.493138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 34 (447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.540295 sec): 2 clusters Score: Raw -14515.718500 + Penalty 905.456149 = -13610.262351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.541357 sec): 3 clusters Score: Raw -14473.522383 + Penalty 1812.705815 = -12660.816568 nChanged 110 SP:Iteration 1F (57.542380 sec): 3 clusters Score: Raw -14646.026893 + Penalty 1813.382993 = -12832.643901 nChanged 33 SP:Iteration 2F (57.543348 sec): 3 clusters Score: Raw -14705.720483 + Penalty 1815.354549 = -12890.365934 nChanged 19 SP:Iteration 3Q (57.544314 sec): 3 clusters Score: Raw -14751.132642 + Penalty 1816.034346 = -12935.098296 nChanged 13 SP:Iteration 4Q (57.545266 sec): 3 clusters Score: Raw -14771.069696 + Penalty 1814.328736 = -12956.740961 nChanged 7 SP:Iteration 5Q (57.546242 sec): 3 clusters Score: Raw -14783.511498 + Penalty 1813.851039 = -12969.660459 nChanged 3 SP:Iteration 6Q (57.547151 sec): 3 clusters Score: Raw -14790.509109 + Penalty 1813.983967 = -12976.525142 nChanged 3 SP:Iteration 7Q (57.548114 sec): 3 clusters Score: Raw -14799.022746 + Penalty 1813.782988 = -12985.239758 nChanged 1 SP:Iteration 8Q (57.549078 sec): 3 clusters Score: Raw -14803.598283 + Penalty 1813.573318 = -12990.024965 nChanged 1 SP:Iteration 9Q (57.549991 sec): 3 clusters Score: Raw -14810.274986 + Penalty 1814.164047 = -12996.110939 nChanged 1 SP:Iteration 10F (57.550957 sec): 3 clusters Score: Raw -14811.222841 + Penalty 1814.368440 = -12996.854401 nChanged 1 SP:Iteration 11Q (57.551860 sec): 3 clusters Score: Raw -14813.418262 + Penalty 1814.564155 = -12998.854107 nChanged 1 SP:Iteration 12Q (57.552771 sec): 3 clusters Score: Raw -14815.274552 + Penalty 1814.564155 = -13000.710397 nChanged 0 SP:Iteration 13F (57.553735 sec): 3 clusters Score: Raw -14815.274552 + Penalty 1814.564155 = -13000.710397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 39 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.555055 sec): 2 clusters Score: Raw -16749.818815 + Penalty 926.801259 = -15823.017556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.555842 sec): 3 clusters Score: Raw -16748.642478 + Penalty 1855.175785 = -14893.466693 nChanged 66 SP:Iteration 1F (57.556624 sec): 3 clusters Score: Raw -16854.567197 + Penalty 1855.533767 = -14999.033430 nChanged 19 SP:Iteration 2F (57.557400 sec): 3 clusters Score: Raw -16884.040839 + Penalty 1855.929468 = -15028.111371 nChanged 10 SP:Iteration 3Q (57.558145 sec): 3 clusters Score: Raw -16905.561520 + Penalty 1856.204958 = -15049.356562 nChanged 4 SP:Iteration 4Q (57.558878 sec): 3 clusters Score: Raw -16911.812979 + Penalty 1856.204958 = -15055.608022 nChanged 0 SP:Iteration 5F (57.559652 sec): 3 clusters Score: Raw -16911.812979 + Penalty 1856.204958 = -15055.608022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 53 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.560646 sec): 2 clusters Score: Raw -10802.050245 + Penalty 730.295038 = -10071.755208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.561220 sec): 3 clusters Score: Raw -10793.859374 + Penalty 1467.029484 = -9326.829890 nChanged 33 SP:Iteration 1F (57.561787 sec): 3 clusters Score: Raw -10864.780597 + Penalty 1470.988908 = -9393.791689 nChanged 8 SP:Iteration 2Q (57.562340 sec): 3 clusters Score: Raw -10889.280276 + Penalty 1470.319559 = -9418.960717 nChanged 2 SP:Iteration 3Q (57.562885 sec): 3 clusters Score: Raw -10893.088501 + Penalty 1469.089216 = -9423.999285 nChanged 3 SP:Iteration 4Q (57.563428 sec): 3 clusters Score: Raw -10897.230816 + Penalty 1469.089216 = -9428.141600 nChanged 0 SP:Iteration 5F (57.563992 sec): 3 clusters Score: Raw -10897.230816 + Penalty 1469.089216 = -9428.141600 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 56 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.565513 sec): 2 clusters Score: Raw -13847.819811 + Penalty 480.775571 = -13367.044239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.566475 sec): 3 clusters Score: Raw -13752.056385 + Penalty 978.016599 = -12774.039786 nChanged 127 SP:Iteration 1F (57.567389 sec): 3 clusters Score: Raw -13933.050220 + Penalty 1005.617750 = -12927.432470 nChanged 41 SP:Iteration 2F (57.568301 sec): 3 clusters Score: Raw -14004.506081 + Penalty 1026.453481 = -12978.052600 nChanged 22 SP:Iteration 3F (57.569206 sec): 3 clusters Score: Raw -14050.944493 + Penalty 1047.643728 = -13003.300765 nChanged 14 SP:Iteration 4Q (57.570079 sec): 3 clusters Score: Raw -14074.984496 + Penalty 1073.667405 = -13001.317091 nChanged 10 SP:Iteration 5F (57.570984 sec): 3 clusters Score: Raw -14099.644568 + Penalty 1086.219799 = -13013.424769 nChanged 5 SP:Iteration 6Q (57.571837 sec): 3 clusters Score: Raw -14110.761369 + Penalty 1094.593684 = -13016.167685 nChanged 5 SP:Iteration 7Q (57.572685 sec): 3 clusters Score: Raw -14120.310056 + Penalty 1104.153216 = -13016.156840 nChanged 6 SP:Iteration 8F (57.573588 sec): 3 clusters Score: Raw -14135.759092 + Penalty 1106.449212 = -13029.309880 nChanged 4 SP:Iteration 9Q (57.574426 sec): 3 clusters Score: Raw -14141.097892 + Penalty 1106.449212 = -13034.648681 nChanged 0 SP:Iteration 10F (57.575330 sec): 3 clusters Score: Raw -14141.097892 + Penalty 1106.449212 = -13034.648681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 62 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.576352 sec): 2 clusters Score: Raw -9996.041607 + Penalty 537.020853 = -9459.020754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.576942 sec): 3 clusters Score: Raw -9925.482496 + Penalty 1074.570293 = -8850.912203 nChanged 44 SP:Iteration 1F (57.577525 sec): 3 clusters Score: Raw -9995.657308 + Penalty 1086.323752 = -8909.333556 nChanged 25 SP:Iteration 2F (57.578108 sec): 3 clusters Score: Raw -10062.327800 + Penalty 1097.791019 = -8964.536781 nChanged 14 SP:Iteration 3F (57.578687 sec): 3 clusters Score: Raw -10121.037601 + Penalty 1101.411081 = -9019.626520 nChanged 10 SP:Iteration 4Q (57.579221 sec): 3 clusters Score: Raw -10141.320102 + Penalty 1101.092129 = -9040.227973 nChanged 2 SP:Iteration 5Q (57.579750 sec): 3 clusters Score: Raw -10143.514585 + Penalty 1101.092129 = -9042.422455 nChanged 0 SP:Iteration 6F (57.580329 sec): 3 clusters Score: Raw -10143.514585 + Penalty 1101.092129 = -9042.422455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 74 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.581268 sec): 2 clusters Score: Raw -8049.956365 + Penalty 471.813141 = -7578.143224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.581822 sec): 3 clusters Score: Raw -8046.491129 + Penalty 945.233436 = -7101.257692 nChanged 44 SP:Iteration 1F (57.582369 sec): 3 clusters Score: Raw -8110.091962 + Penalty 952.473773 = -7157.618189 nChanged 14 SP:Iteration 2F (57.582914 sec): 3 clusters Score: Raw -8152.799053 + Penalty 963.564094 = -7189.234960 nChanged 14 SP:Iteration 3F (57.583459 sec): 3 clusters Score: Raw -8187.500772 + Penalty 975.617445 = -7211.883328 nChanged 8 SP:Iteration 4Q (57.583987 sec): 3 clusters Score: Raw -8207.324580 + Penalty 988.250999 = -7219.073581 nChanged 5 SP:Iteration 5Q (57.584512 sec): 3 clusters Score: Raw -8218.978586 + Penalty 992.669753 = -7226.308833 nChanged 3 SP:Iteration 6Q (57.585027 sec): 3 clusters Score: Raw -8223.190895 + Penalty 994.558567 = -7228.632328 nChanged 2 SP:Iteration 7Q (57.585543 sec): 3 clusters Score: Raw -8227.894398 + Penalty 994.558567 = -7233.335831 nChanged 0 SP:Iteration 8F (57.586119 sec): 3 clusters Score: Raw -8227.894398 + Penalty 994.558567 = -7233.335831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 83 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.587997 sec): 2 clusters Score: Raw -21157.951227 + Penalty 927.159422 = -20230.791805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.589095 sec): 3 clusters Score: Raw -21054.827289 + Penalty 1854.596920 = -19200.230369 nChanged 113 SP:Iteration 1F (57.590098 sec): 3 clusters Score: Raw -21166.260361 + Penalty 1854.839269 = -19311.421092 nChanged 36 SP:Iteration 2F (57.591102 sec): 3 clusters Score: Raw -21209.811467 + Penalty 1854.318843 = -19355.492623 nChanged 16 SP:Iteration 3Q (57.592089 sec): 3 clusters Score: Raw -21230.916290 + Penalty 1854.147308 = -19376.768983 nChanged 11 SP:Iteration 4Q (57.593070 sec): 3 clusters Score: Raw -21243.861052 + Penalty 1853.416664 = -19390.444388 nChanged 4 SP:Iteration 5Q (57.594046 sec): 3 clusters Score: Raw -21252.969725 + Penalty 1852.989299 = -19399.980426 nChanged 4 SP:Iteration 6Q (57.595024 sec): 3 clusters Score: Raw -21258.114479 + Penalty 1853.142228 = -19404.972250 nChanged 1 SP:Iteration 7Q (57.596012 sec): 3 clusters Score: Raw -21258.830966 + Penalty 1853.322270 = -19405.508696 nChanged 1 SP:Iteration 8Q (57.597046 sec): 3 clusters Score: Raw -21260.006352 + Penalty 1854.106802 = -19405.899551 nChanged 4 SP:Iteration 9Q (57.598081 sec): 3 clusters Score: Raw -21265.915085 + Penalty 1855.040589 = -19410.874496 nChanged 4 SP:Iteration 10F (57.599165 sec): 3 clusters Score: Raw -21286.746654 + Penalty 1856.001335 = -19430.745319 nChanged 9 SP:Iteration 11Q (57.600212 sec): 3 clusters Score: Raw -21308.683330 + Penalty 1856.190277 = -19452.493053 nChanged 10 SP:Iteration 12Q (57.601237 sec): 3 clusters Score: Raw -21325.563753 + Penalty 1856.917765 = -19468.645988 nChanged 10 SP:Iteration 13Q (57.602224 sec): 3 clusters Score: Raw -21349.999773 + Penalty 1857.731478 = -19492.268295 nChanged 8 SP:Iteration 14Q (57.603253 sec): 3 clusters Score: Raw -21367.325494 + Penalty 1857.475969 = -19509.849524 nChanged 3 SP:Iteration 15Q (57.604214 sec): 3 clusters Score: Raw -21373.402799 + Penalty 1856.833849 = -19516.568950 nChanged 4 SP:Iteration 16Q (57.605229 sec): 3 clusters Score: Raw -21378.733912 + Penalty 1856.909672 = -19521.824241 nChanged 4 SP:Iteration 17Q (57.606210 sec): 3 clusters Score: Raw -21384.329449 + Penalty 1856.561622 = -19527.767827 nChanged 5 SP:Iteration 18Q (57.607191 sec): 3 clusters Score: Raw -21387.568751 + Penalty 1856.917623 = -19530.651128 nChanged 1 SP:Iteration 19Q (57.608192 sec): 3 clusters Score: Raw -21392.769410 + Penalty 1857.282204 = -19535.487206 nChanged 1 SP:Iteration 20F (57.609240 sec): 3 clusters Score: Raw -21395.370789 + Penalty 1858.027710 = -19537.343079 nChanged 2 SP:Iteration 21Q (57.610262 sec): 3 clusters Score: Raw -21397.735791 + Penalty 1858.027710 = -19539.708082 nChanged 0 SP:Iteration 22F (57.611324 sec): 3 clusters Score: Raw -21397.735791 + Penalty 1858.027710 = -19539.708082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 123 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.612340 sec): 2 clusters Score: Raw -9190.510143 + Penalty 738.051409 = -8452.458734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.612921 sec): 3 clusters Score: Raw -9200.855692 + Penalty 1470.838750 = -7730.016943 nChanged 26 SP:Iteration 1F (57.613493 sec): 3 clusters Score: Raw -9251.475290 + Penalty 1470.431799 = -7781.043491 nChanged 10 SP:Iteration 2Q (57.614051 sec): 3 clusters Score: Raw -9277.540119 + Penalty 1472.693835 = -7804.846284 nChanged 7 SP:Iteration 3Q (57.614606 sec): 3 clusters Score: Raw -9298.892217 + Penalty 1475.138231 = -7823.753986 nChanged 4 SP:Iteration 4Q (57.615156 sec): 3 clusters Score: Raw -9305.185129 + Penalty 1477.886270 = -7827.298859 nChanged 4 SP:Iteration 5Q (57.615704 sec): 3 clusters Score: Raw -9310.392704 + Penalty 1479.519532 = -7830.873172 nChanged 2 SP:Iteration 6Q (57.616251 sec): 3 clusters Score: Raw -9311.704026 + Penalty 1479.519532 = -7832.184494 nChanged 0 SP:Iteration 7F (57.616820 sec): 3 clusters Score: Raw -9311.704026 + Penalty 1479.519532 = -7832.184494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.20 GB. Trying to split cluster 202 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.617367 sec): 2 clusters Score: Raw -974.106997 + Penalty 46.332130 = -927.774867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.617622 sec): 3 clusters Score: Raw -973.843761 + Penalty 91.774705 = -882.069056 nChanged 1 SP:Iteration 1Q (57.617877 sec): 3 clusters Score: Raw -975.024503 + Penalty 91.287549 = -883.736953 nChanged 1 SP:Iteration 2Q (57.618123 sec): 3 clusters Score: Raw -977.412276 + Penalty 91.212072 = -886.200204 nChanged 1 SP:Iteration 3Q (57.618366 sec): 3 clusters Score: Raw -978.973797 + Penalty 91.212072 = -887.761725 nChanged 0 SP:Iteration 4F (57.618610 sec): 3 clusters Score: Raw -978.973797 + Penalty 91.212072 = -887.761725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 226 (438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.620263 sec): 2 clusters Score: Raw -15720.368489 + Penalty 451.038776 = -15269.329714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.621283 sec): 3 clusters Score: Raw -15561.821814 + Penalty 921.253069 = -14640.568745 nChanged 132 SP:Iteration 1F (57.622259 sec): 3 clusters Score: Raw -15714.129309 + Penalty 946.834430 = -14767.294879 nChanged 53 SP:Iteration 2F (57.623216 sec): 3 clusters Score: Raw -15790.518913 + Penalty 978.308824 = -14812.210089 nChanged 42 SP:Iteration 3F (57.624174 sec): 3 clusters Score: Raw -15881.802925 + Penalty 999.526792 = -14882.276133 nChanged 29 SP:Iteration 4F (57.625130 sec): 3 clusters Score: Raw -15949.224010 + Penalty 1009.562020 = -14939.661990 nChanged 12 SP:Iteration 5Q (57.626047 sec): 3 clusters Score: Raw -15969.631887 + Penalty 1011.577422 = -14958.054466 nChanged 7 SP:Iteration 6Q (57.626961 sec): 3 clusters Score: Raw -15981.360641 + Penalty 1009.240330 = -14972.120311 nChanged 3 SP:Iteration 7Q (57.627870 sec): 3 clusters Score: Raw -15986.107413 + Penalty 1013.553022 = -14972.554391 nChanged 1 SP:Iteration 8Q (57.628769 sec): 3 clusters Score: Raw -15990.884943 + Penalty 1013.553022 = -14977.331922 nChanged 0 SP:Iteration 9F (57.629724 sec): 3 clusters Score: Raw -15990.884943 + Penalty 1013.553022 = -14977.331922 nChanged 0 Time taken for this iteration:57.036366 seconds. 300->23 Clusters: Score -863907.388790, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 215 (time per iteration =268.184609 ms) Total iterations: 1830 (time per iteration =31.508028 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 3719873125.000000 (time per metric unit =15.500446ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 92996828125.000000 (time per metric unit=620.017824ps) That took 57.659691 seconds. FileBase PeterP-2014-03-27_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 0.29 and 0.44 GB of RAM. Memory request: 0.15 GB would take us to total of 0.15 GB. ---------------------------------------------------------- Loaded 31679 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 31679 points ------ Starting initial clusters from distinct float masks Not enough masks (152) to generate starting clusters (300), so starting with (153) clusters instead. Assigned 153 initial classes from 152 unique masks. Deleting Class 22 (3 points): Lose 4.676887 but Gain 1679.208956 Iteration 0F (3.163157 sec): 152 clusters Score: Raw -1692898.912727 + Penalty 123832.861641 = -1569066.051086 nChanged 2619 Deleting Class 72 (1 points): Lose 5.240616 but Gain 1675.147590 Iteration 1F (4.804371 sec): 113 clusters Score: Raw -1697440.965728 + Penalty 96885.494382 = -1600555.471346 nChanged 837 Deleting Class 47 (1 points): Lose 5.214937 but Gain 1681.750921 Iteration 2Q (4.971687 sec): 94 clusters Score: Raw -1699028.852789 + Penalty 86277.323315 = -1612751.529474 nChanged 440 Deleting Class 28 (1 points): Lose 2.956903 but Gain 1671.823944 Iteration 3Q (5.108162 sec): 87 clusters Score: Raw -1699540.862144 + Penalty 80769.488502 = -1618771.373641 nChanged 240 Deleting Class 120 (1 points): Lose 6.984299 but Gain 1659.045064 Iteration 4Q (5.234146 sec): 83 clusters Score: Raw -1699792.354940 + Penalty 78237.427528 = -1621554.927412 nChanged 148 Deleting Class 57 (5 points): Lose 38.917334 but Gain 1669.884516 Iteration 5Q (5.351741 sec): 81 clusters Score: Raw -1699914.865028 + Penalty 76625.654061 = -1623289.210967 nChanged 107 Deleting Class 3 (4 points): Lose 18.136418 but Gain 1647.008880 Iteration 6Q (5.467327 sec): 80 clusters Score: Raw -1699984.315844 + Penalty 75040.144994 = -1624944.170850 nChanged 55 Deleting Class 13 (6 points): Lose 79.261117 but Gain 1642.385143 Iteration 7Q (5.577979 sec): 79 clusters Score: Raw -1699936.378888 + Penalty 73413.137197 = -1626523.241691 nChanged 34 Deleting Class 43 (5 points): Lose 28.741026 but Gain 1486.885026 Iteration 8Q (5.687248 sec): 78 clusters Score: Raw -1699944.227847 + Penalty 71978.352665 = -1627965.875182 nChanged 26 Deleting Class 66 (4 points): Lose 13.490069 but Gain 1471.190555 Iteration 9Q (5.795098 sec): 77 clusters Score: Raw -1699954.649281 + Penalty 70503.841511 = -1629450.807770 nChanged 33 Deleting Class 59 (4 points): Lose 13.883453 but Gain 1465.492315 Iteration 10F (6.908988 sec): 76 clusters Score: Raw -1700038.575511 + Penalty 69197.921154 = -1630840.654357 nChanged 54 Deleting Class 61 (1 points): Lose 9.551928 but Gain 1443.844117 Iteration 11Q (7.019848 sec): 75 clusters Score: Raw -1700219.695888 + Penalty 67862.638161 = -1632357.057727 nChanged 39 Deleting Class 112 (1 points): Lose 1.763930 but Gain 1422.713197 Iteration 12Q (7.128038 sec): 74 clusters Score: Raw -1700319.755449 + Penalty 66543.463598 = -1633776.291851 nChanged 32 Deleting Class 83 (3 points): Lose 10.670185 but Gain 1416.774181 Iteration 13Q (7.235969 sec): 73 clusters Score: Raw -1700371.380363 + Penalty 65096.041738 = -1635275.338624 nChanged 18 Deleting Class 35 (8 points): Lose 73.774047 but Gain 1435.355094 Iteration 14Q (7.344332 sec): 72 clusters Score: Raw -1700335.900429 + Penalty 63639.126190 = -1636696.774239 nChanged 21 Deleting Class 136 (1 points): Lose 19.531634 but Gain 1378.047130 Iteration 15Q (7.452134 sec): 71 clusters Score: Raw -1700374.449008 + Penalty 62276.947199 = -1638097.501808 nChanged 14 Deleting Class 84 (3 points): Lose 15.363631 but Gain 1325.188487 Iteration 16Q (7.558122 sec): 70 clusters Score: Raw -1700397.712756 + Penalty 60977.748398 = -1639419.964358 nChanged 15 Deleting Class 10 (4 points): Lose 26.372443 but Gain 1313.729289 Iteration 17Q (7.662482 sec): 69 clusters Score: Raw -1700396.670507 + Penalty 59676.464252 = -1640720.206254 nChanged 7 Deleting Class 73 (1 points): Lose 9.623426 but Gain 1256.912349 Iteration 18Q (7.766696 sec): 68 clusters Score: Raw -1700397.918832 + Penalty 58431.482908 = -1641966.435923 nChanged 5 Deleting Class 78 (2 points): Lose 14.831667 but Gain 1246.941215 Iteration 19Q (7.870543 sec): 67 clusters Score: Raw -1700392.412872 + Penalty 57183.969025 = -1643208.443848 nChanged 5 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.29 GB. Compute initial score before splitting: Score: Raw -1700392.412872 + Penalty 57183.969025 = -1643208.443848Memory request: 0.02 GB would take us to total of 0.31 GB. Trying to split cluster 1 (4263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.999532 sec): 2 clusters Score: Raw -307914.623368 + Penalty 1358.116423 = -306556.506944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.007366 sec): 3 clusters Score: Raw -304629.932096 + Penalty 2716.232259 = -301913.699837 nChanged 1790 SP:Iteration 1F (8.015022 sec): 3 clusters Score: Raw -307416.718023 + Penalty 2716.229552 = -304700.488470 nChanged 885 SP:Iteration 2F (8.022715 sec): 3 clusters Score: Raw -310006.117944 + Penalty 2716.229438 = -307289.888506 nChanged 550 SP:Iteration 3F (8.030583 sec): 3 clusters Score: Raw -311569.537391 + Penalty 2716.232035 = -308853.305356 nChanged 288 SP:Iteration 4F (8.038181 sec): 3 clusters Score: Raw -312153.883467 + Penalty 2716.232226 = -309437.651241 nChanged 143 SP:Iteration 5Q (8.045054 sec): 3 clusters Score: Raw -312281.657805 + Penalty 2716.232806 = -309565.424999 nChanged 63 SP:Iteration 6Q (8.051993 sec): 3 clusters Score: Raw -312328.840542 + Penalty 2716.232934 = -309612.607608 nChanged 26 SP:Iteration 7Q (8.058937 sec): 3 clusters Score: Raw -312352.419035 + Penalty 2716.232978 = -309636.186057 nChanged 20 SP:Iteration 8Q (8.065779 sec): 3 clusters Score: Raw -312370.956551 + Penalty 2716.232696 = -309654.723854 nChanged 16 SP:Iteration 9Q (8.072609 sec): 3 clusters Score: Raw -312385.345355 + Penalty 2716.232763 = -309669.112593 nChanged 13 SP:Iteration 10F (8.080214 sec): 3 clusters Score: Raw -312397.057983 + Penalty 2716.232831 = -309680.825153 nChanged 14 SP:Iteration 11Q (8.087132 sec): 3 clusters Score: Raw -312408.328916 + Penalty 2716.232904 = -309692.096011 nChanged 16 SP:Iteration 12Q (8.094024 sec): 3 clusters Score: Raw -312422.230513 + Penalty 2716.232969 = -309705.997543 nChanged 15 SP:Iteration 13Q (8.101069 sec): 3 clusters Score: Raw -312434.524569 + Penalty 2716.233031 = -309718.291539 nChanged 15 SP:Iteration 14Q (8.107991 sec): 3 clusters Score: Raw -312445.539701 + Penalty 2716.233088 = -309729.306613 nChanged 15 SP:Iteration 15Q (8.114854 sec): 3 clusters Score: Raw -312456.371293 + Penalty 2716.233136 = -309740.138157 nChanged 13 SP:Iteration 16Q (8.121710 sec): 3 clusters Score: Raw -312465.802494 + Penalty 2716.233170 = -309749.569324 nChanged 10 SP:Iteration 17Q (8.128750 sec): 3 clusters Score: Raw -312473.607918 + Penalty 2716.232943 = -309757.374974 nChanged 13 SP:Iteration 18Q (8.135994 sec): 3 clusters Score: Raw -312482.882042 + Penalty 2716.233001 = -309766.649041 nChanged 16 SP:Iteration 19Q (8.142989 sec): 3 clusters Score: Raw -312493.939737 + Penalty 2716.233018 = -309777.706720 nChanged 5 SP:Iteration 20F (8.150605 sec): 3 clusters Score: Raw -312496.747322 + Penalty 2716.233024 = -309780.514298 nChanged 2 SP:Iteration 21Q (8.157510 sec): 3 clusters Score: Raw -312498.042028 + Penalty 2716.233038 = -309781.808990 nChanged 4 SP:Iteration 22Q (8.164474 sec): 3 clusters Score: Raw -312500.200048 + Penalty 2716.233060 = -309783.966988 nChanged 7 SP:Iteration 23Q (8.171414 sec): 3 clusters Score: Raw -312504.758899 + Penalty 2716.233073 = -309788.525826 nChanged 4 SP:Iteration 24Q (8.178320 sec): 3 clusters Score: Raw -312508.092119 + Penalty 2716.233079 = -309791.859040 nChanged 2 SP:Iteration 25Q (8.185340 sec): 3 clusters Score: Raw -312509.342409 + Penalty 2716.233092 = -309793.109317 nChanged 4 SP:Iteration 26Q (8.192254 sec): 3 clusters Score: Raw -312511.787036 + Penalty 2716.233118 = -309795.553917 nChanged 9 SP:Iteration 27Q (8.199327 sec): 3 clusters Score: Raw -312517.428591 + Penalty 2716.233149 = -309801.195442 nChanged 11 SP:Iteration 28Q (8.206327 sec): 3 clusters Score: Raw -312523.953672 + Penalty 2716.233168 = -309807.720503 nChanged 7 SP:Iteration 29Q (8.213327 sec): 3 clusters Score: Raw -312528.169346 + Penalty 2716.233184 = -309811.936162 nChanged 6 SP:Iteration 30F (8.221033 sec): 3 clusters Score: Raw -312531.718248 + Penalty 2716.233191 = -309815.485056 nChanged 3 SP:Iteration 31Q (8.228682 sec): 3 clusters Score: Raw -312533.298472 + Penalty 2716.233204 = -309817.065268 nChanged 5 SP:Iteration 32Q (8.235942 sec): 3 clusters Score: Raw -312536.450297 + Penalty 2716.233223 = -309820.217074 nChanged 8 SP:Iteration 33Q (8.243023 sec): 3 clusters Score: Raw -312541.939194 + Penalty 2716.233234 = -309825.705960 nChanged 5 SP:Iteration 34Q (8.250090 sec): 3 clusters Score: Raw -312544.811141 + Penalty 2716.233243 = -309828.577898 nChanged 4 SP:Iteration 35Q (8.257083 sec): 3 clusters Score: Raw -312546.743560 + Penalty 2716.233245 = -309830.510315 nChanged 1 SP:Iteration 36Q (8.264077 sec): 3 clusters Score: Raw -312547.480874 + Penalty 2716.233245 = -309831.247629 nChanged 0 SP:Iteration 37F (8.271935 sec): 3 clusters Score: Raw -312547.480874 + Penalty 2716.233245 = -309831.247629 nChanged 0 Score: Raw -1727469.455446 + Penalty 58868.005616 = -1668601.449830 Splitting cluster 1 changes total score from -1643208.443848 to -1668601.449830 So it's getting split into cluster 3. Memory request: 0.03 GB would take us to total of 0.32 GB. Trying to split cluster 2 (5280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.281253 sec): 2 clusters Score: Raw -262331.676777 + Penalty 258.661547 = -262073.015231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.290878 sec): 3 clusters Score: Raw -258838.454088 + Penalty 541.232476 = -258297.221612 nChanged 2515 SP:Iteration 1F (9.300203 sec): 3 clusters Score: Raw -263494.386740 + Penalty 530.265149 = -262964.121592 nChanged 666 SP:Iteration 2F (9.309942 sec): 3 clusters Score: Raw -264053.675534 + Penalty 524.787826 = -263528.887708 nChanged 200 SP:Iteration 3Q (9.319141 sec): 3 clusters Score: Raw -264157.631031 + Penalty 521.653976 = -263635.977054 nChanged 83 SP:Iteration 4Q (9.328333 sec): 3 clusters Score: Raw -264193.103387 + Penalty 518.729681 = -263674.373705 nChanged 37 SP:Iteration 5Q (9.337505 sec): 3 clusters Score: Raw -264204.848504 + Penalty 515.661886 = -263689.186618 nChanged 20 SP:Iteration 6Q (9.346655 sec): 3 clusters Score: Raw -264207.917388 + Penalty 514.784549 = -263693.132840 nChanged 8 SP:Iteration 7Q (9.356024 sec): 3 clusters Score: Raw -264210.519950 + Penalty 514.530883 = -263695.989066 nChanged 6 SP:Iteration 8Q (9.365495 sec): 3 clusters Score: Raw -264211.541662 + Penalty 514.773487 = -263696.768175 nChanged 10 SP:Iteration 9Q (9.374580 sec): 3 clusters Score: Raw -264213.807022 + Penalty 515.489684 = -263698.317337 nChanged 10 SP:Iteration 10F (9.383885 sec): 3 clusters Score: Raw -264218.214493 + Penalty 515.976502 = -263702.237991 nChanged 9 SP:Iteration 11Q (9.392905 sec): 3 clusters Score: Raw -264221.405887 + Penalty 516.899186 = -263704.506701 nChanged 7 SP:Iteration 12Q (9.401843 sec): 3 clusters Score: Raw -264220.979616 + Penalty 516.834561 = -263704.145055 nChanged 4 SP:Iteration 13F (9.411223 sec): 3 clusters Score: Raw -264221.056634 + Penalty 517.374327 = -263703.682308 nChanged 4 SP:Iteration 14F (9.420646 sec): 3 clusters Score: Raw -264221.046488 + Penalty 517.783511 = -263703.262976 nChanged 3 SP:Iteration 15F (9.429940 sec): 3 clusters Score: Raw -264220.502849 + Penalty 518.058400 = -263702.444450 nChanged 2 SP:Iteration 16F (9.439228 sec): 3 clusters Score: Raw -264220.216651 + Penalty 518.058400 = -263702.158251 nChanged 0 Score: Raw -1729357.997004 + Penalty 59181.623870 = -1670176.373134 Splitting cluster 2 changes total score from -1643208.443848 to -1670176.373134 So it's getting split into cluster 10. Memory request: 0.02 GB would take us to total of 0.31 GB. Trying to split cluster 4 (3711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.443437 sec): 2 clusters Score: Raw -223432.066775 + Penalty 698.673413 = -222733.393362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.450213 sec): 3 clusters Score: Raw -220688.038085 + Penalty 1389.589849 = -219298.448236 nChanged 1674 SP:Iteration 1F (10.456807 sec): 3 clusters Score: Raw -222980.846647 + Penalty 1387.173151 = -221593.673495 nChanged 631 SP:Iteration 2F (10.463371 sec): 3 clusters Score: Raw -223755.014299 + Penalty 1387.258407 = -222367.755891 nChanged 313 SP:Iteration 3F (10.469931 sec): 3 clusters Score: Raw -224011.605378 + Penalty 1381.123014 = -222630.482364 nChanged 154 SP:Iteration 4Q (10.476207 sec): 3 clusters Score: Raw -224115.997558 + Penalty 1376.390449 = -222739.607109 nChanged 86 SP:Iteration 5Q (10.482408 sec): 3 clusters Score: Raw -224168.283666 + Penalty 1372.863169 = -222795.420498 nChanged 39 SP:Iteration 6Q (10.488656 sec): 3 clusters Score: Raw -224181.387704 + Penalty 1376.057494 = -222805.330211 nChanged 23 SP:Iteration 7Q (10.494639 sec): 3 clusters Score: Raw -224204.778249 + Penalty 1373.824356 = -222830.953893 nChanged 16 SP:Iteration 8Q (10.500517 sec): 3 clusters Score: Raw -224213.100982 + Penalty 1373.234279 = -222839.866703 nChanged 10 SP:Iteration 9Q (10.506287 sec): 3 clusters Score: Raw -224224.793737 + Penalty 1370.815412 = -222853.978325 nChanged 14 SP:Iteration 10F (10.512878 sec): 3 clusters Score: Raw -224263.578148 + Penalty 1370.549472 = -222893.028676 nChanged 20 SP:Iteration 11Q (10.518391 sec): 3 clusters Score: Raw -224276.104194 + Penalty 1369.219456 = -222906.884737 nChanged 10 SP:Iteration 12Q (10.523846 sec): 3 clusters Score: Raw -224276.888374 + Penalty 1367.711481 = -222909.176894 nChanged 12 SP:Iteration 13Q (10.529429 sec): 3 clusters Score: Raw -224276.015314 + Penalty 1364.745729 = -222911.269585 nChanged 8 SP:Iteration 14Q (10.534847 sec): 3 clusters Score: Raw -224282.331433 + Penalty 1362.493511 = -222919.837921 nChanged 10 SP:Iteration 15Q (10.540190 sec): 3 clusters Score: Raw -224291.032928 + Penalty 1361.503186 = -222929.529742 nChanged 9 SP:Iteration 16Q (10.545509 sec): 3 clusters Score: Raw -224301.025062 + Penalty 1360.156985 = -222940.868077 nChanged 12 SP:Iteration 17Q (10.550785 sec): 3 clusters Score: Raw -224306.758145 + Penalty 1362.407789 = -222944.350356 nChanged 12 SP:Iteration 18Q (10.556035 sec): 3 clusters Score: Raw -224316.024031 + Penalty 1362.706317 = -222953.317715 nChanged 13 SP:Iteration 19Q (10.561389 sec): 3 clusters Score: Raw -224320.094929 + Penalty 1360.744039 = -222959.350890 nChanged 11 SP:Iteration 20F (10.568107 sec): 3 clusters Score: Raw -224319.036130 + Penalty 1358.750192 = -222960.285938 nChanged 12 SP:Iteration 21Q (10.573291 sec): 3 clusters Score: Raw -224336.924975 + Penalty 1356.930714 = -222979.994261 nChanged 13 SP:Iteration 22Q (10.578455 sec): 3 clusters Score: Raw -224360.350954 + Penalty 1354.661160 = -223005.689794 nChanged 9 SP:Iteration 23Q (10.583673 sec): 3 clusters Score: Raw -224374.027763 + Penalty 1352.430623 = -223021.597140 nChanged 9 SP:Iteration 24Q (10.589019 sec): 3 clusters Score: Raw -224377.382259 + Penalty 1352.299322 = -223025.082937 nChanged 5 SP:Iteration 25Q (10.594251 sec): 3 clusters Score: Raw -224374.448920 + Penalty 1354.997599 = -223019.451321 nChanged 3 SP:Iteration 26F (10.600955 sec): 3 clusters Score: Raw -224370.859681 + Penalty 1354.834307 = -223016.025374 nChanged 1 SP:Iteration 27F (10.607649 sec): 3 clusters Score: Raw -224370.188306 + Penalty 1355.751378 = -223014.436928 nChanged 1 SP:Iteration 28F (10.614337 sec): 3 clusters Score: Raw -224369.252104 + Penalty 1355.751378 = -223013.500726 nChanged 0 Score: Raw -1730295.183849 + Penalty 60010.133535 = -1670285.050314 Splitting cluster 4 changes total score from -1643208.443848 to -1670285.050314 So it's getting split into cluster 13. Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 5 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.629694 sec): 2 clusters Score: Raw -17466.641670 + Penalty 616.916643 = -16849.725027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.630450 sec): 3 clusters Score: Raw -17066.803504 + Penalty 1228.073782 = -15838.729722 nChanged 86 SP:Iteration 1F (11.631178 sec): 3 clusters Score: Raw -17207.224464 + Penalty 1223.855054 = -15983.369411 nChanged 45 SP:Iteration 2F (11.631902 sec): 3 clusters Score: Raw -17288.316992 + Penalty 1230.912266 = -16057.404725 nChanged 37 SP:Iteration 3F (11.632622 sec): 3 clusters Score: Raw -17373.064713 + Penalty 1218.417934 = -16154.646779 nChanged 22 SP:Iteration 4F (11.633339 sec): 3 clusters Score: Raw -17411.697644 + Penalty 1215.322533 = -16196.375111 nChanged 10 SP:Iteration 5Q (11.633977 sec): 3 clusters Score: Raw -17422.537550 + Penalty 1224.750228 = -16197.787322 nChanged 3 SP:Iteration 6Q (11.634585 sec): 3 clusters Score: Raw -17428.128895 + Penalty 1214.977456 = -16213.151438 nChanged 5 SP:Iteration 7Q (11.635192 sec): 3 clusters Score: Raw -17430.730473 + Penalty 1230.119356 = -16200.611117 nChanged 1 SP:Iteration 8F (11.635904 sec): 3 clusters Score: Raw -17433.146370 + Penalty 1224.857286 = -16208.289084 nChanged 2 SP:Iteration 9Q (11.636505 sec): 3 clusters Score: Raw -17436.738241 + Penalty 1218.788448 = -16217.949794 nChanged 3 SP:Iteration 10F (11.637219 sec): 3 clusters Score: Raw -17445.982342 + Penalty 1253.491529 = -16192.490813 nChanged 3 SP:Iteration 11F (11.637934 sec): 3 clusters Score: Raw -17451.774131 + Penalty 1240.962542 = -16210.811589 nChanged 3 SP:Iteration 12Q (11.638529 sec): 3 clusters Score: Raw -17461.680495 + Penalty 1306.025379 = -16155.655116 nChanged 3 SP:Iteration 13F (11.639241 sec): 3 clusters Score: Raw -17473.865162 + Penalty 1306.025379 = -16167.839783 nChanged 0 Memory request: 0.02 GB would take us to total of 0.31 GB. Trying to split cluster 6 (3131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.649011 sec): 2 clusters Score: Raw -163702.011248 + Penalty 304.495315 = -163397.515933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.654851 sec): 3 clusters Score: Raw -161416.786294 + Penalty 638.641955 = -160778.144340 nChanged 1432 SP:Iteration 1F (11.660558 sec): 3 clusters Score: Raw -162770.425006 + Penalty 687.974837 = -162082.450169 nChanged 606 SP:Iteration 2F (11.666229 sec): 3 clusters Score: Raw -163428.719766 + Penalty 707.516309 = -162721.203458 nChanged 258 SP:Iteration 3F (11.671882 sec): 3 clusters Score: Raw -163550.224108 + Penalty 721.697625 = -162828.526483 nChanged 118 SP:Iteration 4Q (11.677419 sec): 3 clusters Score: Raw -163615.164359 + Penalty 734.034950 = -162881.129409 nChanged 80 SP:Iteration 5Q (11.682826 sec): 3 clusters Score: Raw -163646.734367 + Penalty 746.473719 = -162900.260648 nChanged 56 SP:Iteration 6Q (11.688152 sec): 3 clusters Score: Raw -163663.936763 + Penalty 759.000727 = -162904.936036 nChanged 54 SP:Iteration 7Q (11.693461 sec): 3 clusters Score: Raw -163677.398976 + Penalty 768.726903 = -162908.672073 nChanged 46 SP:Iteration 8Q (11.698674 sec): 3 clusters Score: Raw -163688.437707 + Penalty 778.654382 = -162909.783325 nChanged 43 SP:Iteration 9Q (11.703948 sec): 3 clusters Score: Raw -163699.154870 + Penalty 789.848968 = -162909.305903 nChanged 49 SP:Iteration 10F (11.709603 sec): 3 clusters Score: Raw -163711.037650 + Penalty 802.327366 = -162908.710285 nChanged 45 SP:Iteration 11F (11.715363 sec): 3 clusters Score: Raw -163715.347851 + Penalty 815.033021 = -162900.314830 nChanged 53 SP:Iteration 12F (11.720966 sec): 3 clusters Score: Raw -163720.618842 + Penalty 831.920234 = -162888.698608 nChanged 53 SP:Iteration 13F (11.726591 sec): 3 clusters Score: Raw -163732.887681 + Penalty 848.748540 = -162884.139141 nChanged 43 SP:Iteration 14F (11.732178 sec): 3 clusters Score: Raw -163738.683004 + Penalty 862.818834 = -162875.864170 nChanged 38 SP:Iteration 15F (11.737789 sec): 3 clusters Score: Raw -163740.155215 + Penalty 880.732112 = -162859.423103 nChanged 35 SP:Iteration 16F (11.743369 sec): 3 clusters Score: Raw -163737.419044 + Penalty 896.185439 = -162841.233605 nChanged 28 SP:Iteration 17F (11.748993 sec): 3 clusters Score: Raw -163736.753251 + Penalty 920.090848 = -162816.662403 nChanged 28 SP:Iteration 18F (11.754577 sec): 3 clusters Score: Raw -163738.556806 + Penalty 945.954144 = -162792.602662 nChanged 21 SP:Iteration 19F (11.760158 sec): 3 clusters Score: Raw -163734.117169 + Penalty 956.701406 = -162777.415763 nChanged 14 SP:Iteration 20F (11.765780 sec): 3 clusters Score: Raw -163728.921459 + Penalty 957.986605 = -162770.934854 nChanged 12 SP:Iteration 21F (11.771348 sec): 3 clusters Score: Raw -163724.350492 + Penalty 951.334592 = -162773.015900 nChanged 11 SP:Iteration 22Q (11.775844 sec): 3 clusters Score: Raw -163721.494645 + Penalty 945.153370 = -162776.341275 nChanged 12 SP:Iteration 23Q (11.780365 sec): 3 clusters Score: Raw -163718.293519 + Penalty 945.286324 = -162773.007195 nChanged 11 SP:Iteration 24F (11.786358 sec): 3 clusters Score: Raw -163718.096390 + Penalty 928.062701 = -162790.033689 nChanged 12 SP:Iteration 25Q (11.790775 sec): 3 clusters Score: Raw -163713.684212 + Penalty 943.937132 = -162769.747079 nChanged 7 SP:Iteration 26F (11.796324 sec): 3 clusters Score: Raw -163717.836343 + Penalty 960.600494 = -162757.235849 nChanged 4 SP:Iteration 27F (11.801902 sec): 3 clusters Score: Raw -163716.611740 + Penalty 940.634583 = -162775.977157 nChanged 3 SP:Iteration 28Q (11.806219 sec): 3 clusters Score: Raw -163721.293940 + Penalty 940.634583 = -162780.659358 nChanged 0 SP:Iteration 29F (11.811791 sec): 3 clusters Score: Raw -163721.293940 + Penalty 940.634583 = -162780.659358 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 7 (998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.819034 sec): 2 clusters Score: Raw -57437.721634 + Penalty 615.220780 = -56822.500854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.821167 sec): 3 clusters Score: Raw -56505.785444 + Penalty 1232.335895 = -55273.449549 nChanged 400 SP:Iteration 1F (11.823083 sec): 3 clusters Score: Raw -57179.897397 + Penalty 1218.744525 = -55961.152873 nChanged 142 SP:Iteration 2F (11.824994 sec): 3 clusters Score: Raw -57424.682706 + Penalty 1218.632777 = -56206.049929 nChanged 62 SP:Iteration 3F (11.826894 sec): 3 clusters Score: Raw -57511.570822 + Penalty 1221.623171 = -56289.947651 nChanged 26 SP:Iteration 4Q (11.828481 sec): 3 clusters Score: Raw -57551.974235 + Penalty 1234.053589 = -56317.920645 nChanged 17 SP:Iteration 5Q (11.830043 sec): 3 clusters Score: Raw -57562.780097 + Penalty 1236.511598 = -56326.268498 nChanged 4 SP:Iteration 6Q (11.831582 sec): 3 clusters Score: Raw -57562.141885 + Penalty 1236.511598 = -56325.630287 nChanged 0 SP:Iteration 7F (11.833540 sec): 3 clusters Score: Raw -57562.141885 + Penalty 1236.511598 = -56325.630287 nChanged 0 Memory request: 0.02 GB would take us to total of 0.32 GB. Trying to split cluster 8 (4903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.857367 sec): 2 clusters Score: Raw -255790.057980 + Penalty 398.088924 = -255391.969056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.866606 sec): 3 clusters Score: Raw -252417.660284 + Penalty 811.523760 = -251606.136524 nChanged 2279 SP:Iteration 1F (11.875546 sec): 3 clusters Score: Raw -254758.218803 + Penalty 834.628089 = -253923.590713 nChanged 647 SP:Iteration 2F (11.884430 sec): 3 clusters Score: Raw -255100.448941 + Penalty 851.869688 = -254248.579253 nChanged 308 SP:Iteration 3F (11.893288 sec): 3 clusters Score: Raw -255268.261455 + Penalty 865.592311 = -254402.669144 nChanged 224 SP:Iteration 4Q (11.902096 sec): 3 clusters Score: Raw -255389.658267 + Penalty 878.744721 = -254510.913546 nChanged 184 SP:Iteration 5Q (11.911048 sec): 3 clusters Score: Raw -255471.182704 + Penalty 888.634998 = -254582.547706 nChanged 168 SP:Iteration 6Q (11.920213 sec): 3 clusters Score: Raw -255538.701099 + Penalty 897.873424 = -254640.827675 nChanged 145 SP:Iteration 7Q (11.929009 sec): 3 clusters Score: Raw -255594.393670 + Penalty 905.327927 = -254689.065743 nChanged 139 SP:Iteration 8Q (11.937766 sec): 3 clusters Score: Raw -255649.658837 + Penalty 912.666116 = -254736.992721 nChanged 125 SP:Iteration 9Q (11.946418 sec): 3 clusters Score: Raw -255711.636625 + Penalty 911.903385 = -254799.733240 nChanged 113 SP:Iteration 10F (11.955206 sec): 3 clusters Score: Raw -255764.489011 + Penalty 905.483857 = -254859.005154 nChanged 88 SP:Iteration 11Q (11.963146 sec): 3 clusters Score: Raw -255797.962638 + Penalty 902.927891 = -254895.034747 nChanged 50 SP:Iteration 12Q (11.970599 sec): 3 clusters Score: Raw -255805.419705 + Penalty 911.804305 = -254893.615400 nChanged 45 SP:Iteration 13F (11.979350 sec): 3 clusters Score: Raw -255811.869376 + Penalty 907.298654 = -254904.570722 nChanged 36 SP:Iteration 14Q (11.987461 sec): 3 clusters Score: Raw -255812.262649 + Penalty 916.467339 = -254895.795310 nChanged 24 SP:Iteration 15F (11.996947 sec): 3 clusters Score: Raw -255816.547366 + Penalty 921.124731 = -254895.422634 nChanged 23 SP:Iteration 16F (12.005641 sec): 3 clusters Score: Raw -255822.483681 + Penalty 912.399013 = -254910.084668 nChanged 17 SP:Iteration 17Q (12.012505 sec): 3 clusters Score: Raw -255819.759950 + Penalty 925.648759 = -254894.111191 nChanged 11 SP:Iteration 18F (12.021637 sec): 3 clusters Score: Raw -255817.292808 + Penalty 897.777798 = -254919.515010 nChanged 7 SP:Iteration 19Q (12.028759 sec): 3 clusters Score: Raw -255816.405218 + Penalty 868.254820 = -254948.150398 nChanged 4 SP:Iteration 20F (12.037457 sec): 3 clusters Score: Raw -255816.904153 + Penalty 868.832999 = -254948.071155 nChanged 2 SP:Iteration 21F (12.046150 sec): 3 clusters Score: Raw -255815.672837 + Penalty 881.327460 = -254934.345377 nChanged 4 SP:Iteration 22F (12.054877 sec): 3 clusters Score: Raw -255815.580631 + Penalty 880.199762 = -254935.380869 nChanged 5 SP:Iteration 23Q (12.061715 sec): 3 clusters Score: Raw -255813.533823 + Penalty 886.431292 = -254927.102531 nChanged 3 SP:Iteration 24F (12.070440 sec): 3 clusters Score: Raw -255812.889748 + Penalty 896.239078 = -254916.650670 nChanged 2 SP:Iteration 25F (12.079083 sec): 3 clusters Score: Raw -255811.802981 + Penalty 896.025887 = -254915.777093 nChanged 2 SP:Iteration 26F (12.087723 sec): 3 clusters Score: Raw -255810.960661 + Penalty 905.270503 = -254905.690157 nChanged 3 SP:Iteration 27F (12.096364 sec): 3 clusters Score: Raw -255808.782900 + Penalty 901.591251 = -254907.191649 nChanged 4 SP:Iteration 28Q (12.103079 sec): 3 clusters Score: Raw -255807.305552 + Penalty 907.038708 = -254900.266844 nChanged 4 SP:Iteration 29F (12.111768 sec): 3 clusters Score: Raw -255806.643615 + Penalty 910.999834 = -254895.643781 nChanged 1 SP:Iteration 30F (12.120484 sec): 3 clusters Score: Raw -255808.147419 + Penalty 910.999834 = -254897.147586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 9 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.125453 sec): 2 clusters Score: Raw -3878.767948 + Penalty 180.539081 = -3698.228868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.125854 sec): 3 clusters Score: Raw -3850.739275 + Penalty 403.429027 = -3447.310247 nChanged 26 SP:Iteration 1F (12.126223 sec): 3 clusters Score: Raw -3885.422069 + Penalty 408.250531 = -3477.171537 nChanged 5 SP:Iteration 2F (12.126592 sec): 3 clusters Score: Raw -3889.599126 + Penalty 408.980237 = -3480.618889 nChanged 4 SP:Iteration 3Q (12.126952 sec): 3 clusters Score: Raw -3893.090957 + Penalty 422.027254 = -3471.063703 nChanged 2 SP:Iteration 4F (12.127321 sec): 3 clusters Score: Raw -3895.162496 + Penalty 416.279239 = -3478.883256 nChanged 1 SP:Iteration 5Q (12.127675 sec): 3 clusters Score: Raw -3897.034274 + Penalty 416.279239 = -3480.755034 nChanged 0 SP:Iteration 6F (12.128057 sec): 3 clusters Score: Raw -3897.034274 + Penalty 416.279239 = -3480.755034 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 11 (1836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.136991 sec): 2 clusters Score: Raw -96960.361184 + Penalty 404.196176 = -96556.165007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.140461 sec): 3 clusters Score: Raw -95547.605659 + Penalty 867.888380 = -94679.717280 nChanged 774 SP:Iteration 1F (12.143940 sec): 3 clusters Score: Raw -96400.185845 + Penalty 945.729646 = -95454.456198 nChanged 286 SP:Iteration 2F (12.147346 sec): 3 clusters Score: Raw -96673.932052 + Penalty 999.460162 = -95674.471889 nChanged 146 SP:Iteration 3F (12.150681 sec): 3 clusters Score: Raw -96787.606442 + Penalty 1028.784112 = -95758.822330 nChanged 77 SP:Iteration 4Q (12.153803 sec): 3 clusters Score: Raw -96838.830446 + Penalty 1057.163950 = -95781.666495 nChanged 67 SP:Iteration 5Q (12.156754 sec): 3 clusters Score: Raw -96883.549670 + Penalty 1082.985830 = -95800.563840 nChanged 47 SP:Iteration 6Q (12.159560 sec): 3 clusters Score: Raw -96914.793329 + Penalty 1133.520642 = -95781.272687 nChanged 32 SP:Iteration 7F (12.162885 sec): 3 clusters Score: Raw -96937.586470 + Penalty 1188.528359 = -95749.058111 nChanged 15 SP:Iteration 8F (12.166191 sec): 3 clusters Score: Raw -96947.283276 + Penalty 1201.514698 = -95745.768578 nChanged 10 SP:Iteration 9F (12.169484 sec): 3 clusters Score: Raw -96957.859362 + Penalty 1205.788890 = -95752.070472 nChanged 11 SP:Iteration 10F (12.172784 sec): 3 clusters Score: Raw -96967.667338 + Penalty 1215.989522 = -95751.677816 nChanged 5 SP:Iteration 11F (12.176086 sec): 3 clusters Score: Raw -96971.123892 + Penalty 1196.645032 = -95774.478860 nChanged 1 SP:Iteration 12Q (12.178653 sec): 3 clusters Score: Raw -96972.140759 + Penalty 1196.645032 = -95775.495727 nChanged 0 SP:Iteration 13F (12.181954 sec): 3 clusters Score: Raw -96972.140759 + Penalty 1196.645032 = -95775.495727 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 12 (1317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.188023 sec): 2 clusters Score: Raw -87949.638434 + Penalty 998.851973 = -86950.786460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.190574 sec): 3 clusters Score: Raw -86432.749682 + Penalty 1998.015561 = -84434.734121 nChanged 474 SP:Iteration 1F (12.193081 sec): 3 clusters Score: Raw -87034.401933 + Penalty 1994.175889 = -85040.226043 nChanged 244 SP:Iteration 2F (12.195575 sec): 3 clusters Score: Raw -87628.784974 + Penalty 1984.460378 = -85644.324596 nChanged 189 SP:Iteration 3F (12.198048 sec): 3 clusters Score: Raw -88081.732019 + Penalty 1976.953385 = -86104.778634 nChanged 118 SP:Iteration 4F (12.200562 sec): 3 clusters Score: Raw -88262.784275 + Penalty 1978.051580 = -86284.732695 nChanged 78 SP:Iteration 5F (12.203079 sec): 3 clusters Score: Raw -88328.834585 + Penalty 1981.842269 = -86346.992316 nChanged 42 SP:Iteration 6Q (12.205163 sec): 3 clusters Score: Raw -88337.733698 + Penalty 1988.789066 = -86348.944633 nChanged 26 SP:Iteration 7Q (12.207171 sec): 3 clusters Score: Raw -88337.204867 + Penalty 1988.552792 = -86348.652075 nChanged 20 SP:Iteration 8F (12.209622 sec): 3 clusters Score: Raw -88319.474390 + Penalty 1989.411821 = -86330.062570 nChanged 9 SP:Iteration 9F (12.212086 sec): 3 clusters Score: Raw -88307.960996 + Penalty 1987.344109 = -86320.616887 nChanged 1 SP:Iteration 10F (12.214541 sec): 3 clusters Score: Raw -88308.392297 + Penalty 1987.344109 = -86321.048187 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 14 (1032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.218115 sec): 2 clusters Score: Raw -67015.664493 + Penalty 966.123563 = -66049.540931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.220212 sec): 3 clusters Score: Raw -65752.140425 + Penalty 1929.527299 = -63822.613126 nChanged 359 SP:Iteration 1F (12.222286 sec): 3 clusters Score: Raw -66148.625578 + Penalty 1925.477230 = -64223.148348 nChanged 149 SP:Iteration 2F (12.224341 sec): 3 clusters Score: Raw -66509.190457 + Penalty 1935.207075 = -64573.983382 nChanged 171 SP:Iteration 3F (12.226514 sec): 3 clusters Score: Raw -67074.664885 + Penalty 1977.514653 = -65097.150232 nChanged 124 SP:Iteration 4F (12.228707 sec): 3 clusters Score: Raw -67417.373527 + Penalty 2004.428152 = -65412.945375 nChanged 57 SP:Iteration 5F (12.230743 sec): 3 clusters Score: Raw -67464.100387 + Penalty 2013.695430 = -65450.404958 nChanged 23 SP:Iteration 6Q (12.232434 sec): 3 clusters Score: Raw -67477.365833 + Penalty 2026.345897 = -65451.019936 nChanged 14 SP:Iteration 7Q (12.234108 sec): 3 clusters Score: Raw -67476.728540 + Penalty 2035.661145 = -65441.067396 nChanged 9 SP:Iteration 8F (12.236153 sec): 3 clusters Score: Raw -67475.018702 + Penalty 2042.720852 = -65432.297850 nChanged 6 SP:Iteration 9F (12.238187 sec): 3 clusters Score: Raw -67474.353344 + Penalty 2051.841597 = -65422.511747 nChanged 5 SP:Iteration 10F (12.240221 sec): 3 clusters Score: Raw -67471.898568 + Penalty 2055.549909 = -65416.348659 nChanged 3 SP:Iteration 11F (12.242256 sec): 3 clusters Score: Raw -67472.326919 + Penalty 2062.915232 = -65409.411686 nChanged 5 SP:Iteration 12F (12.244290 sec): 3 clusters Score: Raw -67471.425040 + Penalty 2062.836287 = -65408.588753 nChanged 3 SP:Iteration 13F (12.246329 sec): 3 clusters Score: Raw -67465.183005 + Penalty 2062.749326 = -65402.433679 nChanged 1 SP:Iteration 14F (12.248365 sec): 3 clusters Score: Raw -67463.558015 + Penalty 2062.749326 = -65400.808689 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 15 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.249075 sec): 2 clusters Score: Raw -960.435355 + Penalty 94.585180 = -865.850175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.249338 sec): 3 clusters Score: Raw -959.160347 + Penalty 199.831809 = -759.328538 nChanged 1 SP:Iteration 1Q (12.249590 sec): 3 clusters Score: Raw -961.411053 + Penalty 199.831809 = -761.579244 nChanged 0 SP:Iteration 2F (12.249842 sec): 3 clusters Score: Raw -961.411053 + Penalty 199.831809 = -761.579244 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 16 (746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.253923 sec): 2 clusters Score: Raw -34646.635979 + Penalty 168.256895 = -34478.379084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.255458 sec): 3 clusters Score: Raw -34192.397290 + Penalty 343.088143 = -33849.309147 nChanged 330 SP:Iteration 1F (12.257010 sec): 3 clusters Score: Raw -34369.533408 + Penalty 347.725021 = -34021.808387 nChanged 62 SP:Iteration 2F (12.258544 sec): 3 clusters Score: Raw -34397.292452 + Penalty 351.550301 = -34045.742151 nChanged 53 SP:Iteration 3F (12.260105 sec): 3 clusters Score: Raw -34444.859995 + Penalty 359.021607 = -34085.838388 nChanged 66 SP:Iteration 4F (12.261628 sec): 3 clusters Score: Raw -34504.756803 + Penalty 354.588304 = -34150.168499 nChanged 51 SP:Iteration 5F (12.263180 sec): 3 clusters Score: Raw -34536.472021 + Penalty 358.112166 = -34178.359855 nChanged 36 SP:Iteration 6Q (12.264681 sec): 3 clusters Score: Raw -34563.288235 + Penalty 366.528879 = -34196.759356 nChanged 36 SP:Iteration 7Q (12.266150 sec): 3 clusters Score: Raw -34593.706144 + Penalty 372.541312 = -34221.164833 nChanged 23 SP:Iteration 8Q (12.267571 sec): 3 clusters Score: Raw -34609.808507 + Penalty 391.170176 = -34218.638331 nChanged 18 SP:Iteration 9F (12.269146 sec): 3 clusters Score: Raw -34622.595468 + Penalty 361.563649 = -34261.031820 nChanged 14 SP:Iteration 10F (12.270701 sec): 3 clusters Score: Raw -34632.708105 + Penalty 358.185077 = -34274.523028 nChanged 7 SP:Iteration 11Q (12.271967 sec): 3 clusters Score: Raw -34635.631936 + Penalty 359.308077 = -34276.323860 nChanged 4 SP:Iteration 12Q (12.273210 sec): 3 clusters Score: Raw -34638.128844 + Penalty 374.713507 = -34263.415337 nChanged 4 SP:Iteration 13F (12.274704 sec): 3 clusters Score: Raw -34642.914443 + Penalty 378.825358 = -34264.089085 nChanged 1 SP:Iteration 14Q (12.275923 sec): 3 clusters Score: Raw -34643.410372 + Penalty 378.825358 = -34264.585014 nChanged 0 SP:Iteration 15F (12.277409 sec): 3 clusters Score: Raw -34643.410372 + Penalty 378.825358 = -34264.585014 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 17 (580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.282010 sec): 2 clusters Score: Raw -35215.436020 + Penalty 705.831788 = -34509.604232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.283281 sec): 3 clusters Score: Raw -34484.646870 + Penalty 1417.501292 = -33067.145578 nChanged 226 SP:Iteration 1F (12.284591 sec): 3 clusters Score: Raw -34714.155434 + Penalty 1418.860581 = -33295.294853 nChanged 73 SP:Iteration 2F (12.285838 sec): 3 clusters Score: Raw -34783.626699 + Penalty 1414.190128 = -33369.436571 nChanged 34 SP:Iteration 3F (12.287074 sec): 3 clusters Score: Raw -34819.413950 + Penalty 1405.386022 = -33414.027928 nChanged 39 SP:Iteration 4F (12.288308 sec): 3 clusters Score: Raw -34870.432783 + Penalty 1395.373265 = -33475.059519 nChanged 42 SP:Iteration 5F (12.289538 sec): 3 clusters Score: Raw -34931.592819 + Penalty 1385.704274 = -33545.888545 nChanged 50 SP:Iteration 6F (12.290763 sec): 3 clusters Score: Raw -35007.098220 + Penalty 1382.214955 = -33624.883265 nChanged 52 SP:Iteration 7F (12.291984 sec): 3 clusters Score: Raw -35084.778593 + Penalty 1379.706608 = -33705.071985 nChanged 35 SP:Iteration 8F (12.293202 sec): 3 clusters Score: Raw -35138.845379 + Penalty 1383.702161 = -33755.143218 nChanged 31 SP:Iteration 9F (12.294417 sec): 3 clusters Score: Raw -35192.809948 + Penalty 1386.228773 = -33806.581174 nChanged 21 SP:Iteration 10F (12.295634 sec): 3 clusters Score: Raw -35218.709921 + Penalty 1380.192613 = -33838.517308 nChanged 10 SP:Iteration 11Q (12.296630 sec): 3 clusters Score: Raw -35224.860213 + Penalty 1388.782183 = -33836.078030 nChanged 3 SP:Iteration 12F (12.297834 sec): 3 clusters Score: Raw -35228.957866 + Penalty 1384.724135 = -33844.233731 nChanged 3 SP:Iteration 13Q (12.298812 sec): 3 clusters Score: Raw -35236.292743 + Penalty 1384.724135 = -33851.568608 nChanged 0 SP:Iteration 14F (12.300018 sec): 3 clusters Score: Raw -35236.292743 + Penalty 1384.724135 = -33851.568608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 18 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.300528 sec): 2 clusters Score: Raw -258.649085 + Penalty 179.910533 = -78.738552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.300754 sec): 3 clusters Score: Raw -253.204189 + Penalty 357.044103 = 103.839914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 19 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.301265 sec): 2 clusters Score: Raw -155.948331 + Penalty 114.091572 = -41.856759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.301463 sec): 2 clusters Score: Raw -155.948331 + Penalty 114.091572 = -41.856759 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 20 (936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.304535 sec): 2 clusters Score: Raw -62997.945986 + Penalty 946.996441 = -62050.949545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.306419 sec): 3 clusters Score: Raw -61873.097925 + Penalty 1877.821605 = -59995.276321 nChanged 345 SP:Iteration 1F (12.308302 sec): 3 clusters Score: Raw -62613.284757 + Penalty 1872.137892 = -60741.146865 nChanged 169 SP:Iteration 2F (12.310203 sec): 3 clusters Score: Raw -62897.586591 + Penalty 1874.903862 = -61022.682729 nChanged 63 SP:Iteration 3F (12.312118 sec): 3 clusters Score: Raw -62977.518512 + Penalty 1893.081920 = -61084.436593 nChanged 43 SP:Iteration 4Q (12.313753 sec): 3 clusters Score: Raw -63028.410506 + Penalty 1891.087705 = -61137.322801 nChanged 28 SP:Iteration 5Q (12.315351 sec): 3 clusters Score: Raw -63043.227009 + Penalty 1877.704859 = -61165.522150 nChanged 18 SP:Iteration 6Q (12.316882 sec): 3 clusters Score: Raw -63056.647218 + Penalty 1884.681094 = -61171.966123 nChanged 16 SP:Iteration 7Q (12.318313 sec): 3 clusters Score: Raw -63060.744655 + Penalty 1882.142919 = -61178.601736 nChanged 5 SP:Iteration 8Q (12.319728 sec): 3 clusters Score: Raw -63068.040767 + Penalty 1851.779126 = -61216.261642 nChanged 5 SP:Iteration 9Q (12.321184 sec): 3 clusters Score: Raw -63066.222295 + Penalty 1864.356744 = -61201.865552 nChanged 1 SP:Iteration 10F (12.323013 sec): 3 clusters Score: Raw -63084.072844 + Penalty 1828.638879 = -61255.433965 nChanged 6 SP:Iteration 11Q (12.324574 sec): 3 clusters Score: Raw -63089.619348 + Penalty 1828.638879 = -61260.980469 nChanged 0 SP:Iteration 12F (12.326486 sec): 3 clusters Score: Raw -63089.619348 + Penalty 1828.638879 = -61260.980469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 21 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.327089 sec): 2 clusters Score: Raw -856.887611 + Penalty 302.605161 = -554.282450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.327329 sec): 3 clusters Score: Raw -834.381623 + Penalty 605.477012 = -228.904610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 23 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.327819 sec): 2 clusters Score: Raw -527.235454 + Penalty 239.308804 = -287.926650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.328047 sec): 3 clusters Score: Raw -524.201384 + Penalty 488.956499 = -35.244885 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 24 (627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.330258 sec): 2 clusters Score: Raw -29898.878520 + Penalty 232.856105 = -29666.022416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.331602 sec): 3 clusters Score: Raw -29515.843629 + Penalty 536.200396 = -28979.643233 nChanged 258 SP:Iteration 1F (12.332962 sec): 3 clusters Score: Raw -29747.259973 + Penalty 618.490237 = -29128.769736 nChanged 90 SP:Iteration 2F (12.334301 sec): 3 clusters Score: Raw -29839.393582 + Penalty 655.305284 = -29184.088298 nChanged 34 SP:Iteration 3F (12.335645 sec): 3 clusters Score: Raw -29868.227798 + Penalty 675.943902 = -29192.283895 nChanged 19 SP:Iteration 4Q (12.336903 sec): 3 clusters Score: Raw -29879.447647 + Penalty 685.181490 = -29194.266157 nChanged 13 SP:Iteration 5Q (12.338130 sec): 3 clusters Score: Raw -29887.948048 + Penalty 709.158578 = -29178.789470 nChanged 10 SP:Iteration 6F (12.339515 sec): 3 clusters Score: Raw -29893.364321 + Penalty 722.509679 = -29170.854643 nChanged 6 SP:Iteration 7F (12.340874 sec): 3 clusters Score: Raw -29897.003653 + Penalty 742.601898 = -29154.401755 nChanged 4 SP:Iteration 8F (12.342218 sec): 3 clusters Score: Raw -29898.284815 + Penalty 761.916086 = -29136.368728 nChanged 4 SP:Iteration 9F (12.343565 sec): 3 clusters Score: Raw -29899.849915 + Penalty 779.684330 = -29120.165586 nChanged 3 SP:Iteration 10F (12.344926 sec): 3 clusters Score: Raw -29901.512818 + Penalty 790.160300 = -29111.352518 nChanged 2 SP:Iteration 11F (12.346273 sec): 3 clusters Score: Raw -29901.677613 + Penalty 803.326558 = -29098.351055 nChanged 2 SP:Iteration 12F (12.347616 sec): 3 clusters Score: Raw -29901.769007 + Penalty 815.808069 = -29085.960938 nChanged 2 SP:Iteration 13F (12.348981 sec): 3 clusters Score: Raw -29902.881434 + Penalty 855.371539 = -29047.509895 nChanged 4 SP:Iteration 14F (12.350285 sec): 3 clusters Score: Raw -29907.547106 + Penalty 855.371539 = -29052.175567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 25 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.350860 sec): 2 clusters Score: Raw -1070.829357 + Penalty 132.603445 = -938.225913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.351133 sec): 3 clusters Score: Raw -1055.788376 + Penalty 253.331676 = -802.456699 nChanged 7 SP:Iteration 1F (12.351380 sec): 3 clusters Score: Raw -1067.618771 + Penalty 253.331676 = -814.287095 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 27 (648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.353689 sec): 2 clusters Score: Raw -30850.263014 + Penalty 227.327296 = -30622.935718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.355143 sec): 3 clusters Score: Raw -30487.535543 + Penalty 442.500320 = -30045.035223 nChanged 274 SP:Iteration 1F (12.356496 sec): 3 clusters Score: Raw -30719.242962 + Penalty 448.773821 = -30270.469142 nChanged 46 SP:Iteration 2F (12.357836 sec): 3 clusters Score: Raw -30752.433179 + Penalty 454.822961 = -30297.610218 nChanged 28 SP:Iteration 3Q (12.359128 sec): 3 clusters Score: Raw -30767.931303 + Penalty 459.579972 = -30308.351331 nChanged 19 SP:Iteration 4Q (12.360421 sec): 3 clusters Score: Raw -30776.616427 + Penalty 463.643030 = -30312.973397 nChanged 16 SP:Iteration 5Q (12.361692 sec): 3 clusters Score: Raw -30784.222087 + Penalty 468.976908 = -30315.245179 nChanged 19 SP:Iteration 6Q (12.362946 sec): 3 clusters Score: Raw -30794.680665 + Penalty 470.521538 = -30324.159127 nChanged 16 SP:Iteration 7Q (12.364185 sec): 3 clusters Score: Raw -30802.555472 + Penalty 481.078048 = -30321.477424 nChanged 11 SP:Iteration 8F (12.365526 sec): 3 clusters Score: Raw -30808.051151 + Penalty 483.778553 = -30324.272598 nChanged 14 SP:Iteration 9Q (12.366746 sec): 3 clusters Score: Raw -30816.729140 + Penalty 506.645995 = -30310.083145 nChanged 13 SP:Iteration 10F (12.368079 sec): 3 clusters Score: Raw -30826.461670 + Penalty 516.993376 = -30309.468293 nChanged 12 SP:Iteration 11F (12.369416 sec): 3 clusters Score: Raw -30835.065099 + Penalty 521.642331 = -30313.422768 nChanged 8 SP:Iteration 12Q (12.370568 sec): 3 clusters Score: Raw -30840.238908 + Penalty 527.821162 = -30312.417746 nChanged 9 SP:Iteration 13F (12.371891 sec): 3 clusters Score: Raw -30848.263131 + Penalty 514.062633 = -30334.200498 nChanged 7 SP:Iteration 14Q (12.373013 sec): 3 clusters Score: Raw -30853.154038 + Penalty 515.443154 = -30337.710884 nChanged 4 SP:Iteration 15Q (12.374117 sec): 3 clusters Score: Raw -30854.399600 + Penalty 539.110190 = -30315.289410 nChanged 3 SP:Iteration 16F (12.375448 sec): 3 clusters Score: Raw -30855.471005 + Penalty 491.957267 = -30363.513738 nChanged 1 SP:Iteration 17Q (12.376544 sec): 3 clusters Score: Raw -30856.048123 + Penalty 491.957267 = -30364.090856 nChanged 0 SP:Iteration 18F (12.377900 sec): 3 clusters Score: Raw -30856.048123 + Penalty 491.957267 = -30364.090856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 30 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.378397 sec): 2 clusters Score: Raw -47.700959 + Penalty 0.000000 = -47.700959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.378598 sec): 2 clusters Score: Raw -47.700959 + Penalty 0.000000 = -47.700959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 33 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.379073 sec): 2 clusters Score: Raw -95.645968 + Penalty 58.427870 = -37.218098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.379278 sec): 3 clusters Score: Raw -90.425246 + Penalty 116.855739 = 26.430493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 34 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.379905 sec): 2 clusters Score: Raw -2761.831599 + Penalty 250.241064 = -2511.590535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.380233 sec): 3 clusters Score: Raw -2745.245225 + Penalty 499.445067 = -2245.800158 nChanged 11 SP:Iteration 1F (12.380553 sec): 3 clusters Score: Raw -2757.993405 + Penalty 496.516452 = -2261.476953 nChanged 1 SP:Iteration 2Q (12.380871 sec): 3 clusters Score: Raw -2760.874558 + Penalty 499.068234 = -2261.806324 nChanged 1 SP:Iteration 3Q (12.381185 sec): 3 clusters Score: Raw -2765.767306 + Penalty 499.068234 = -2266.699072 nChanged 0 SP:Iteration 4F (12.381506 sec): 3 clusters Score: Raw -2765.767306 + Penalty 499.068234 = -2266.699072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 36 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.382524 sec): 2 clusters Score: Raw -11718.469834 + Penalty 591.234289 = -11127.235546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.383121 sec): 3 clusters Score: Raw -11462.241964 + Penalty 1171.045895 = -10291.196069 nChanged 53 SP:Iteration 1F (12.383678 sec): 3 clusters Score: Raw -11519.053184 + Penalty 1151.522537 = -10367.530647 nChanged 21 SP:Iteration 2F (12.384249 sec): 3 clusters Score: Raw -11567.280396 + Penalty 1132.074006 = -10435.206389 nChanged 30 SP:Iteration 3F (12.384811 sec): 3 clusters Score: Raw -11649.430643 + Penalty 1116.829957 = -10532.600686 nChanged 22 SP:Iteration 4F (12.385375 sec): 3 clusters Score: Raw -11702.010137 + Penalty 1115.906503 = -10586.103634 nChanged 2 SP:Iteration 5Q (12.385853 sec): 3 clusters Score: Raw -11708.761837 + Penalty 1140.038715 = -10568.723121 nChanged 3 SP:Iteration 6F (12.386410 sec): 3 clusters Score: Raw -11709.519146 + Penalty 1140.038715 = -10569.480430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 37 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.387480 sec): 2 clusters Score: Raw -13374.408490 + Penalty 638.032416 = -12736.376075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.388106 sec): 3 clusters Score: Raw -13082.027096 + Penalty 1264.736563 = -11817.290533 nChanged 73 SP:Iteration 1F (12.388715 sec): 3 clusters Score: Raw -13238.763578 + Penalty 1295.916507 = -11942.847071 nChanged 39 SP:Iteration 2F (12.389318 sec): 3 clusters Score: Raw -13330.620790 + Penalty 1349.243771 = -11981.377019 nChanged 11 SP:Iteration 3Q (12.389836 sec): 3 clusters Score: Raw -13359.275169 + Penalty 1379.347805 = -11979.927364 nChanged 3 SP:Iteration 4F (12.390438 sec): 3 clusters Score: Raw -13369.273053 + Penalty 1379.347805 = -11989.925248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 38 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.391357 sec): 2 clusters Score: Raw -6381.150740 + Penalty 694.018785 = -5687.131955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.391788 sec): 3 clusters Score: Raw -6166.531606 + Penalty 1389.140022 = -4777.391584 nChanged 26 SP:Iteration 1F (12.392180 sec): 3 clusters Score: Raw -6221.718663 + Penalty 1392.970379 = -4828.748284 nChanged 13 SP:Iteration 2F (12.392580 sec): 3 clusters Score: Raw -6280.760342 + Penalty 1399.894121 = -4880.866220 nChanged 10 SP:Iteration 3F (12.392979 sec): 3 clusters Score: Raw -6312.513227 + Penalty 1401.620661 = -4910.892567 nChanged 5 SP:Iteration 4Q (12.393342 sec): 3 clusters Score: Raw -6329.268048 + Penalty 1400.908261 = -4928.359787 nChanged 3 SP:Iteration 5Q (12.393694 sec): 3 clusters Score: Raw -6350.887867 + Penalty 1409.043569 = -4941.844297 nChanged 3 SP:Iteration 6Q (12.394056 sec): 3 clusters Score: Raw -6370.882955 + Penalty 1422.574993 = -4948.307961 nChanged 2 SP:Iteration 7Q (12.394405 sec): 3 clusters Score: Raw -6391.026327 + Penalty 1422.574993 = -4968.451333 nChanged 0 SP:Iteration 8F (12.394796 sec): 3 clusters Score: Raw -6391.026327 + Penalty 1422.574993 = -4968.451333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 39 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.395816 sec): 2 clusters Score: Raw -609.019093 + Penalty 193.328589 = -415.690504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.396050 sec): 3 clusters Score: Raw -603.193466 + Penalty 374.539224 = -228.654242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 41 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.398239 sec): 2 clusters Score: Raw -17223.661263 + Penalty 276.747798 = -16946.913465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.399106 sec): 3 clusters Score: Raw -17024.891610 + Penalty 552.745087 = -16472.146523 nChanged 137 SP:Iteration 1F (12.399964 sec): 3 clusters Score: Raw -17151.306865 + Penalty 565.684067 = -16585.622798 nChanged 36 SP:Iteration 2F (12.400823 sec): 3 clusters Score: Raw -17180.291041 + Penalty 608.021102 = -16572.269939 nChanged 28 SP:Iteration 3F (12.401683 sec): 3 clusters Score: Raw -17218.968602 + Penalty 646.892460 = -16572.076142 nChanged 14 SP:Iteration 4F (12.402542 sec): 3 clusters Score: Raw -17234.821856 + Penalty 667.151341 = -16567.670515 nChanged 6 SP:Iteration 5F (12.403370 sec): 3 clusters Score: Raw -17239.191072 + Penalty 667.578161 = -16571.612911 nChanged 4 SP:Iteration 6Q (12.404108 sec): 3 clusters Score: Raw -17240.614123 + Penalty 653.553298 = -16587.060826 nChanged 3 SP:Iteration 7Q (12.404842 sec): 3 clusters Score: Raw -17241.698603 + Penalty 653.553298 = -16588.145306 nChanged 0 SP:Iteration 8F (12.405676 sec): 3 clusters Score: Raw -17241.698603 + Penalty 653.553298 = -16588.145306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 44 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.406601 sec): 2 clusters Score: Raw -200.830073 + Penalty 137.677735 = -63.152339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.406824 sec): 3 clusters Score: Raw -194.629742 + Penalty 295.397263 = 100.767521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 45 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.407650 sec): 2 clusters Score: Raw -1038.354439 + Penalty 230.370637 = -807.983803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.407901 sec): 3 clusters Score: Raw -1043.675397 + Penalty 457.061211 = -586.614185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 46 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.408655 sec): 2 clusters Score: Raw -49.619351 + Penalty 0.000000 = -49.619351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.408876 sec): 2 clusters Score: Raw -49.619351 + Penalty 0.000000 = -49.619351 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 48 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.409642 sec): 2 clusters Score: Raw -245.906627 + Penalty 159.219356 = -86.687271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.409858 sec): 3 clusters Score: Raw -244.998587 + Penalty 304.415784 = 59.417197 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 49 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.410643 sec): 2 clusters Score: Raw -778.649398 + Penalty 255.345674 = -523.303724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.410881 sec): 3 clusters Score: Raw -764.616515 + Penalty 509.985979 = -254.630536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 51 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.411628 sec): 2 clusters Score: Raw -42.799537 + Penalty 0.000000 = -42.799537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.411817 sec): 2 clusters Score: Raw -42.799537 + Penalty 0.000000 = -42.799537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 52 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.412585 sec): 2 clusters Score: Raw -345.063686 + Penalty 180.597507 = -164.466179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.412807 sec): 3 clusters Score: Raw -346.228144 + Penalty 360.816026 = 14.587883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 54 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.413566 sec): 2 clusters Score: Raw -252.476203 + Penalty 193.041464 = -59.434739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.413765 sec): 2 clusters Score: Raw -252.476203 + Penalty 193.041464 = -59.434739 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 55 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.414535 sec): 2 clusters Score: Raw -537.780670 + Penalty 236.589540 = -301.191130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.414762 sec): 3 clusters Score: Raw -535.636976 + Penalty 456.922801 = -78.714175 nChanged 1 SP:Iteration 1F (12.414984 sec): 3 clusters Score: Raw -535.770669 + Penalty 456.922801 = -78.847868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 58 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.415737 sec): 2 clusters Score: Raw -81.773407 + Penalty 25.052886 = -56.720522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.415937 sec): 3 clusters Score: Raw -81.308574 + Penalty 50.105771 = -31.202803 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 60 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.416694 sec): 2 clusters Score: Raw -254.404397 + Penalty 124.605858 = -129.798539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.416912 sec): 3 clusters Score: Raw -248.806079 + Penalty 255.859258 = 7.053179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 64 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.417665 sec): 2 clusters Score: Raw -153.905586 + Penalty 114.984955 = -38.920631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.417877 sec): 3 clusters Score: Raw -145.829495 + Penalty 232.178394 = 86.348899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 70 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.418635 sec): 2 clusters Score: Raw -140.214887 + Penalty 41.464373 = -98.750515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.418831 sec): 3 clusters Score: Raw -133.959481 + Penalty 84.877053 = -49.082428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 74 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.419584 sec): 2 clusters Score: Raw -97.083083 + Penalty 56.173642 = -40.909441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.419779 sec): 2 clusters Score: Raw -97.083083 + Penalty 56.173642 = -40.909441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 75 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.420534 sec): 2 clusters Score: Raw -204.819282 + Penalty 164.488594 = -40.330689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.420748 sec): 3 clusters Score: Raw -199.092092 + Penalty 369.500014 = 170.407922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 81 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.421511 sec): 2 clusters Score: Raw -305.705702 + Penalty 202.671524 = -103.034178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.421730 sec): 3 clusters Score: Raw -302.696811 + Penalty 383.209893 = 80.513083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 85 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.422486 sec): 2 clusters Score: Raw -266.696564 + Penalty 155.928212 = -110.768352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.422704 sec): 3 clusters Score: Raw -255.713035 + Penalty 274.364360 = 18.651325 nChanged 1 SP:Iteration 1F (12.422913 sec): 3 clusters Score: Raw -259.122813 + Penalty 274.364360 = 15.241546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 87 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.423659 sec): 2 clusters Score: Raw -46.627026 + Penalty 0.000000 = -46.627026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.423851 sec): 2 clusters Score: Raw -46.627026 + Penalty 0.000000 = -46.627026 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 88 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.424610 sec): 2 clusters Score: Raw -228.657684 + Penalty 113.567229 = -115.090455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.424826 sec): 3 clusters Score: Raw -236.430951 + Penalty 219.133705 = -17.297246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 89 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.425581 sec): 2 clusters Score: Raw -146.125492 + Penalty 61.286865 = -84.838627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.425793 sec): 3 clusters Score: Raw -138.511339 + Penalty 61.286865 = -77.224474 nChanged 1 SP:Iteration 1F (12.425987 sec): 2 clusters Score: Raw -146.125492 + Penalty 61.286865 = -84.838627 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 90 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.426759 sec): 2 clusters Score: Raw -448.592307 + Penalty 195.270407 = -253.321900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.426985 sec): 3 clusters Score: Raw -453.108723 + Penalty 379.322834 = -73.785889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 94 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.427751 sec): 2 clusters Score: Raw -333.439341 + Penalty 140.105249 = -193.334093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.427973 sec): 3 clusters Score: Raw -332.852071 + Penalty 282.971731 = -49.880339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 96 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.428746 sec): 2 clusters Score: Raw -140.977864 + Penalty 82.838759 = -58.139104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.428958 sec): 3 clusters Score: Raw -135.469773 + Penalty 82.838759 = -52.631014 nChanged 1 SP:Iteration 1F (12.429152 sec): 2 clusters Score: Raw -140.977864 + Penalty 82.838759 = -58.139104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 100 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.429998 sec): 2 clusters Score: Raw -1695.280904 + Penalty 164.316710 = -1530.964194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.430282 sec): 3 clusters Score: Raw -1672.897772 + Penalty 328.865789 = -1344.031983 nChanged 10 SP:Iteration 1F (12.430560 sec): 3 clusters Score: Raw -1681.836681 + Penalty 334.759207 = -1347.077474 nChanged 2 SP:Iteration 2F (12.430836 sec): 3 clusters Score: Raw -1684.087504 + Penalty 348.045293 = -1336.042211 nChanged 2 SP:Iteration 3F (12.431112 sec): 3 clusters Score: Raw -1688.361995 + Penalty 348.045293 = -1340.316702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 101 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.431891 sec): 2 clusters Score: Raw -274.758785 + Penalty 105.889726 = -168.869059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.432109 sec): 3 clusters Score: Raw -274.130525 + Penalty 223.411678 = -50.718847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 103 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.432865 sec): 2 clusters Score: Raw -149.422874 + Penalty 97.424096 = -51.998777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.433073 sec): 3 clusters Score: Raw -145.159156 + Penalty 185.878463 = 40.719307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 104 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.433822 sec): 2 clusters Score: Raw -84.967758 + Penalty 44.073384 = -40.894374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.434017 sec): 2 clusters Score: Raw -84.967758 + Penalty 44.073384 = -40.894374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 107 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.434758 sec): 2 clusters Score: Raw -45.950228 + Penalty 0.000000 = -45.950228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.434948 sec): 2 clusters Score: Raw -45.950228 + Penalty 0.000000 = -45.950228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 110 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.435694 sec): 2 clusters Score: Raw -46.737499 + Penalty 0.000000 = -46.737499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.435885 sec): 2 clusters Score: Raw -46.737499 + Penalty 0.000000 = -46.737499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 116 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.436653 sec): 2 clusters Score: Raw -375.840349 + Penalty 103.548631 = -272.291718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.436879 sec): 3 clusters Score: Raw -384.801990 + Penalty 206.721706 = -178.080284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 118 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.437632 sec): 2 clusters Score: Raw -99.991117 + Penalty 81.824808 = -18.166309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.437844 sec): 2 clusters Score: Raw -99.991117 + Penalty 81.824808 = -18.166309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 123 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.438591 sec): 2 clusters Score: Raw -90.981535 + Penalty 32.516015 = -58.465519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.438789 sec): 3 clusters Score: Raw -87.147438 + Penalty 65.032031 = -22.115407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 143 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.439546 sec): 2 clusters Score: Raw -215.308012 + Penalty 35.839542 = -179.468470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.439752 sec): 3 clusters Score: Raw -213.002856 + Penalty 59.794923 = -153.207933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 144 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.440494 sec): 2 clusters Score: Raw -118.761387 + Penalty 32.630927 = -86.130460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.440691 sec): 3 clusters Score: Raw -118.959718 + Penalty 64.821214 = -54.138504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 147 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.441435 sec): 2 clusters Score: Raw -45.303049 + Penalty 0.000000 = -45.303049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.441627 sec): 2 clusters Score: Raw -45.303049 + Penalty 0.000000 = -45.303049 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 152 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.442445 sec): 2 clusters Score: Raw -1088.661818 + Penalty 206.492901 = -882.168917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.442708 sec): 3 clusters Score: Raw -1124.581378 + Penalty 435.784287 = -688.797090 nChanged 3 SP:Iteration 1F (12.442968 sec): 3 clusters Score: Raw -1135.088432 + Penalty 435.784287 = -699.304145 nChanged 0 Deleting Class 18 (4 points): Lose 26.240525 but Gain 1250.232988 Iteration 20F (13.468275 sec): 69 clusters Score: Raw -1708145.175965 + Penalty 58571.650880 = -1649573.525085 nChanged 119 Deleting Class 118 (2 points): Lose 24.227426 but Gain 1223.382269 Iteration 21Q (13.580607 sec): 68 clusters Score: Raw -1708343.621271 + Penalty 57078.897863 = -1651264.723408 nChanged 42 Deleting Class 54 (5 points): Lose 45.783962 but Gain 1243.022602 Iteration 22Q (13.689408 sec): 67 clusters Score: Raw -1708408.357376 + Penalty 56076.107296 = -1652332.250080 nChanged 39 Deleting Class 75 (4 points): Lose 42.280584 but Gain 1229.654153 Iteration 23Q (13.797181 sec): 66 clusters Score: Raw -1708459.142149 + Penalty 55045.219318 = -1653413.922831 nChanged 41 Deleting Class 46 (1 points): Lose 0.522983 but Gain 1180.506377 Iteration 24Q (13.905523 sec): 65 clusters Score: Raw -1708557.112088 + Penalty 53922.763738 = -1654634.348350 nChanged 36 Deleting Class 147 (2 points): Lose 18.123222 but Gain 1194.726691 Iteration 25Q (14.012461 sec): 64 clusters Score: Raw -1708610.890983 + Penalty 52798.573041 = -1655812.317941 nChanged 19 Deleting Class 110 (1 points): Lose 5.683820 but Gain 1104.228552 Iteration 26Q (14.118709 sec): 63 clusters Score: Raw -1708645.909835 + Penalty 51710.657931 = -1656935.251904 nChanged 12 Deleting Class 81 (6 points): Lose 78.965685 but Gain 1172.237673 Iteration 27Q (14.226261 sec): 62 clusters Score: Raw -1708601.192237 + Penalty 50613.978708 = -1657987.213529 nChanged 12 Deleting Class 23 (11 points): Lose 35.114603 but Gain 1108.495960 Iteration 28Q (14.330972 sec): 61 clusters Score: Raw -1708623.735612 + Penalty 49564.530585 = -1659059.205027 nChanged 15 Deleting Class 19 (3 points): Lose 20.399707 but Gain 1076.246520 Iteration 29Q (14.435385 sec): 60 clusters Score: Raw -1708633.350153 + Penalty 48502.441244 = -1660130.908909 nChanged 4 Deleting Class 64 (9 points): Lose 68.405060 but Gain 1117.651351 Iteration 30F (15.299031 sec): 59 clusters Score: Raw -1708589.635861 + Penalty 47484.221679 = -1661105.414183 nChanged 14 Deleting Class 38 (102 points): Lose 502.313567 but Gain 1550.553128 Iteration 31Q (15.402175 sec): 58 clusters Score: Raw -1708127.197894 + Penalty 46260.874306 = -1661866.323588 nChanged 109 Deleting Class 87 (1 points): Lose 26.487300 but Gain 1052.409942 Iteration 32Q (15.508475 sec): 57 clusters Score: Raw -1708407.729491 + Penalty 45251.427914 = -1663156.301577 nChanged 11 Deleting Class 55 (10 points): Lose 45.949623 but Gain 1064.835452 Iteration 33Q (15.609886 sec): 56 clusters Score: Raw -1708387.284428 + Penalty 44198.759061 = -1664188.525367 nChanged 17 Deleting Class 48 (5 points): Lose 22.134403 but Gain 1025.237034 Iteration 34Q (15.711975 sec): 55 clusters Score: Raw -1708373.971574 + Penalty 43190.154924 = -1665183.816650 nChanged 11 Deleting Class 44 (4 points): Lose 29.100470 but Gain 1029.226369 Iteration 35Q (15.812624 sec): 54 clusters Score: Raw -1708362.004084 + Penalty 42132.922358 = -1666229.081725 nChanged 8 Deleting Class 52 (4 points): Lose 59.742024 but Gain 1056.297927 Iteration 36Q (15.913176 sec): 53 clusters Score: Raw -1708316.078533 + Penalty 41130.024073 = -1667186.054460 nChanged 5 Deleting Class 85 (5 points): Lose 20.192947 but Gain 1004.044868 Iteration 37Q (16.012975 sec): 52 clusters Score: Raw -1708328.013683 + Penalty 40125.488867 = -1668202.524817 nChanged 7 Deleting Class 30 (1 points): Lose 0.911278 but Gain 973.730047 Iteration 38Q (16.113221 sec): 51 clusters Score: Raw -1708334.923534 + Penalty 39391.084905 = -1668943.838629 nChanged 4 Deleting Class 21 (15 points): Lose 236.057127 but Gain 1158.036558 Iteration 39Q (16.211590 sec): 50 clusters Score: Raw -1708114.391762 + Penalty 38219.098375 = -1669895.293387 nChanged 17 Deleting Class 103 (3 points): Lose 16.924830 but Gain 919.019197 Iteration 40F (16.933415 sec): 49 clusters Score: Raw -1708276.239358 + Penalty 37359.733354 = -1670916.506004 nChanged 7 Deleting Class 33 (2 points): Lose 17.206760 but Gain 873.569052 Iteration 41Q (17.031673 sec): 48 clusters Score: Raw -1708292.060351 + Penalty 36512.688641 = -1671779.371711 nChanged 4 Deleting Class 107 (1 points): Lose 4.020328 but Gain 840.425587 Iteration 42Q (17.130016 sec): 47 clusters Score: Raw -1708298.638610 + Penalty 35729.073811 = -1672569.564799 nChanged 2 Deleting Class 74 (2 points): Lose 8.234318 but Gain 839.865555 Iteration 43Q (17.226937 sec): 46 clusters Score: Raw -1708299.008616 + Penalty 34892.092900 = -1673406.915717 nChanged 2 Deleting Class 90 (8 points): Lose 58.821099 but Gain 848.602522 Iteration 44Q (17.323270 sec): 45 clusters Score: Raw -1708244.954440 + Penalty 34059.655569 = -1674185.298870 nChanged 9 Deleting Class 60 (5 points): Lose 17.113522 but Gain 802.355590 Iteration 45Q (17.420175 sec): 44 clusters Score: Raw -1708254.900323 + Penalty 33259.824255 = -1674995.076068 nChanged 5 Deleting Class 96 (3 points): Lose 12.893397 but Gain 781.433065 Iteration 46Q (17.515311 sec): 43 clusters Score: Raw -1708242.159833 + Penalty 32496.702614 = -1675745.457219 nChanged 3 Deleting Class 49 (28 points): Lose 341.180501 but Gain 1040.470066 Iteration 47Q (17.612045 sec): 42 clusters Score: Raw -1707913.653637 + Penalty 31431.582944 = -1676482.070694 nChanged 29 Deleting Class 94 (10 points): Lose 38.416851 but Gain 707.911925 Iteration 48Q (17.708304 sec): 41 clusters Score: Raw -1707990.874814 + Penalty 30772.972199 = -1677217.902615 nChanged 17 Deleting Class 39 (20 points): Lose 104.610956 but Gain 749.877613 Iteration 49Q (17.802887 sec): 40 clusters Score: Raw -1707931.503585 + Penalty 30050.190436 = -1677881.313149 nChanged 27 Deleting Class 116 (7 points): Lose 28.338578 but Gain 697.900391 Iteration 50F (18.385541 sec): 39 clusters Score: Raw -1707985.789082 + Penalty 29322.743638 = -1678663.045444 nChanged 18 Deleting Class 104 (2 points): Lose 27.844936 but Gain 658.951705 Iteration 51Q (18.478152 sec): 38 clusters Score: Raw -1708033.463275 + Penalty 28656.362914 = -1679377.100362 nChanged 11 Deleting Class 89 (4 points): Lose 28.843824 but Gain 641.583525 Iteration 52Q (18.569762 sec): 37 clusters Score: Raw -1708047.588410 + Penalty 26936.706049 = -1681110.882361 nChanged 9 Deleting Class 58 (1 points): Lose 13.424052 but Gain 619.575934 Iteration 53Q (18.660973 sec): 36 clusters Score: Raw -1708078.794644 + Penalty 26300.425432 = -1681778.369211 nChanged 8 Deleting Class 101 (6 points): Lose 31.412312 but Gain 612.458641 Iteration 54Q (18.753014 sec): 35 clusters Score: Raw -1708067.201309 + Penalty 25697.126277 = -1682370.075033 nChanged 8 Deleting Class 88 (9 points): Lose 157.151437 but Gain 707.681857 Iteration 55Q (18.843178 sec): 34 clusters Score: Raw -1707947.965185 + Penalty 25900.181784 = -1682047.783401 nChanged 19 Deleting Class 51 (1 points): Lose 3.472759 but Gain 540.519749 Iteration 56F (19.349896 sec): 33 clusters Score: Raw -1708025.160247 + Penalty 25375.024558 = -1682650.135689 nChanged 8 Deleting Class 123 (2 points): Lose 20.627580 but Gain 486.154721 Iteration 57Q (19.438252 sec): 32 clusters Score: Raw -1708082.616637 + Penalty 24902.150472 = -1683180.466165 nChanged 20 Deleting Class 25 (5 points): Lose 16.421758 but Gain 437.686622 Iteration 58Q (19.527132 sec): 31 clusters Score: Raw -1708166.737867 + Penalty 24517.811973 = -1683648.925895 nChanged 29 Deleting Class 152 (43 points): Lose 339.515595 but Gain 753.977937 Iteration 59Q (19.615489 sec): 30 clusters Score: Raw -1707935.092240 + Penalty 23872.445090 = -1684062.647150 nChanged 61 Deleting Class 70 (3 points): Lose 14.506672 but Gain 391.140958 Iteration 60F (20.064041 sec): 29 clusters Score: Raw -1708182.541906 + Penalty 23805.886137 = -1684376.655769 nChanged 46 Deleting Class 143 (10 points): Lose 76.255621 but Gain 426.888317 Iteration 61Q (20.151319 sec): 28 clusters Score: Raw -1708221.454754 + Penalty 23374.488090 = -1684846.966664 nChanged 41 Deleting Class 144 (7 points): Lose 72.928877 but Gain 290.118069 Iteration 62Q (20.238068 sec): 27 clusters Score: Raw -1708249.811366 + Penalty 23094.949575 = -1685154.861791 nChanged 24 Deleting Class 15 (51 points): Lose 492.772244 but Gain 499.212654 Iteration 63Q (20.324066 sec): 26 clusters Score: Raw -1707802.445208 + Penalty 22366.410147 = -1685436.035061 nChanged 63 Iteration 64Q (20.410474 sec): 26 clusters Score: Raw -1707923.177257 + Penalty 22382.045281 = -1685541.131976 nChanged 30 Iteration 65Q (20.496460 sec): 26 clusters Score: Raw -1707935.179654 + Penalty 22383.707278 = -1685551.472375 nChanged 21 Iteration 66Q (20.581435 sec): 26 clusters Score: Raw -1707944.142011 + Penalty 22387.299447 = -1685556.842564 nChanged 13 Iteration 67Q (20.665955 sec): 26 clusters Score: Raw -1707952.380066 + Penalty 22379.367094 = -1685573.012971 nChanged 15 Iteration 68Q (20.750880 sec): 26 clusters Score: Raw -1707960.540816 + Penalty 22380.611064 = -1685579.929753 nChanged 12 Iteration 69Q (20.835413 sec): 26 clusters Score: Raw -1707964.989948 + Penalty 22380.159770 = -1685584.830178 nChanged 9 Iteration 70F (21.232102 sec): 26 clusters Score: Raw -1707971.226784 + Penalty 22381.844100 = -1685589.382684 nChanged 9 Iteration 71Q (21.317110 sec): 26 clusters Score: Raw -1707978.777678 + Penalty 22381.255623 = -1685597.522055 nChanged 4 Iteration 72Q (21.402564 sec): 26 clusters Score: Raw -1707979.788164 + Penalty 22381.060083 = -1685598.728081 nChanged 1 Iteration 73Q (21.487548 sec): 26 clusters Score: Raw -1707980.023233 + Penalty 22381.060083 = -1685598.963150 nChanged 0 Iteration 74F (21.882956 sec): 26 clusters Score: Raw -1707980.023233 + Penalty 22381.060083 = -1685598.963150 nChanged 0 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.29 GB. Compute initial score before splitting: Score: Raw -1707980.023233 + Penalty 22381.060083 = -1685598.963150Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 1 (1712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.952341 sec): 2 clusters Score: Raw -117053.676379 + Penalty 1209.862402 = -115843.813977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.955827 sec): 3 clusters Score: Raw -115184.170467 + Penalty 2419.725362 = -112764.445105 nChanged 648 SP:Iteration 1F (21.959094 sec): 3 clusters Score: Raw -116054.249822 + Penalty 2419.724569 = -113634.525253 nChanged 284 SP:Iteration 2F (21.962295 sec): 3 clusters Score: Raw -116646.499570 + Penalty 2419.720924 = -114226.778645 nChanged 234 SP:Iteration 3F (21.965498 sec): 3 clusters Score: Raw -117083.068073 + Penalty 2419.717481 = -114663.350592 nChanged 132 SP:Iteration 4F (21.968707 sec): 3 clusters Score: Raw -117192.456354 + Penalty 2419.711717 = -114772.744637 nChanged 75 SP:Iteration 5Q (21.971626 sec): 3 clusters Score: Raw -117208.432173 + Penalty 2419.708754 = -114788.723419 nChanged 54 SP:Iteration 6Q (21.974449 sec): 3 clusters Score: Raw -117208.591481 + Penalty 2419.701993 = -114788.889489 nChanged 44 SP:Iteration 7Q (21.977193 sec): 3 clusters Score: Raw -117210.980963 + Penalty 2419.694677 = -114791.286286 nChanged 32 SP:Iteration 8Q (21.979888 sec): 3 clusters Score: Raw -117180.081015 + Penalty 2419.688964 = -114760.392051 nChanged 19 SP:Iteration 9F (21.983111 sec): 3 clusters Score: Raw -117170.860085 + Penalty 2419.686096 = -114751.173989 nChanged 22 SP:Iteration 10F (21.986336 sec): 3 clusters Score: Raw -117161.937974 + Penalty 2419.688257 = -114742.249718 nChanged 21 SP:Iteration 11F (21.989563 sec): 3 clusters Score: Raw -117141.734147 + Penalty 2419.690744 = -114722.043404 nChanged 23 SP:Iteration 12F (21.992789 sec): 3 clusters Score: Raw -117134.084842 + Penalty 2419.741979 = -114714.342864 nChanged 32 SP:Iteration 13F (21.996017 sec): 3 clusters Score: Raw -117144.693383 + Penalty 2419.742226 = -114724.951157 nChanged 22 SP:Iteration 14Q (21.998637 sec): 3 clusters Score: Raw -117155.386719 + Penalty 2419.742424 = -114735.644295 nChanged 18 SP:Iteration 15Q (22.001259 sec): 3 clusters Score: Raw -117180.627748 + Penalty 2419.742532 = -114760.885216 nChanged 10 SP:Iteration 16Q (22.003863 sec): 3 clusters Score: Raw -117174.817641 + Penalty 2419.742586 = -114755.075055 nChanged 5 SP:Iteration 17F (22.007351 sec): 3 clusters Score: Raw -117178.943937 + Penalty 2419.742607 = -114759.201330 nChanged 2 SP:Iteration 18Q (22.010155 sec): 3 clusters Score: Raw -117183.715044 + Penalty 2419.742607 = -114763.972437 nChanged 0 SP:Iteration 19F (22.013644 sec): 3 clusters Score: Raw -117183.715044 + Penalty 2419.742607 = -114763.972437 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 2 (931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.017050 sec): 2 clusters Score: Raw -44553.449404 + Penalty 238.415496 = -44315.033908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.018936 sec): 3 clusters Score: Raw -43887.808365 + Penalty 489.615556 = -43398.192809 nChanged 407 SP:Iteration 1F (22.020741 sec): 3 clusters Score: Raw -44426.073340 + Penalty 542.865997 = -43883.207343 nChanged 125 SP:Iteration 2F (22.022533 sec): 3 clusters Score: Raw -44553.807607 + Penalty 613.953996 = -43939.853611 nChanged 57 SP:Iteration 3F (22.024326 sec): 3 clusters Score: Raw -44602.938684 + Penalty 649.309244 = -43953.629439 nChanged 24 SP:Iteration 4Q (22.026076 sec): 3 clusters Score: Raw -44618.073125 + Penalty 707.900819 = -43910.172306 nChanged 23 SP:Iteration 5F (22.027854 sec): 3 clusters Score: Raw -44635.710204 + Penalty 751.611740 = -43884.098464 nChanged 18 SP:Iteration 6F (22.029657 sec): 3 clusters Score: Raw -44648.748276 + Penalty 804.630782 = -43844.117494 nChanged 14 SP:Iteration 7F (22.031489 sec): 3 clusters Score: Raw -44661.851138 + Penalty 884.027707 = -43777.823431 nChanged 12 SP:Iteration 8F (22.033298 sec): 3 clusters Score: Raw -44678.187243 + Penalty 887.690801 = -43790.496442 nChanged 5 SP:Iteration 9Q (22.034768 sec): 3 clusters Score: Raw -44680.637704 + Penalty 887.467700 = -43793.170004 nChanged 5 SP:Iteration 10F (22.036577 sec): 3 clusters Score: Raw -44681.438147 + Penalty 887.467700 = -43793.970446 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 3 (2641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.049599 sec): 2 clusters Score: Raw -203466.898412 + Penalty 1280.305201 = -202186.593210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.055143 sec): 3 clusters Score: Raw -200972.258001 + Penalty 2560.610802 = -198411.647199 nChanged 1040 SP:Iteration 1F (22.060288 sec): 3 clusters Score: Raw -202406.268780 + Penalty 2560.611188 = -199845.657592 nChanged 481 SP:Iteration 2F (22.065178 sec): 3 clusters Score: Raw -203395.452727 + Penalty 2560.607425 = -200834.845302 nChanged 364 SP:Iteration 3F (22.070073 sec): 3 clusters Score: Raw -203986.904906 + Penalty 2560.605736 = -201426.299170 nChanged 212 SP:Iteration 4F (22.074974 sec): 3 clusters Score: Raw -204200.109205 + Penalty 2560.602486 = -201639.506719 nChanged 108 SP:Iteration 5Q (22.079386 sec): 3 clusters Score: Raw -204258.528471 + Penalty 2560.599015 = -201697.929455 nChanged 70 SP:Iteration 6Q (22.083741 sec): 3 clusters Score: Raw -204289.713600 + Penalty 2560.609806 = -201729.103794 nChanged 48 SP:Iteration 7Q (22.088042 sec): 3 clusters Score: Raw -204296.407387 + Penalty 2560.615402 = -201735.791985 nChanged 45 SP:Iteration 8Q (22.092290 sec): 3 clusters Score: Raw -204281.161162 + Penalty 2560.614134 = -201720.547027 nChanged 42 SP:Iteration 9F (22.097206 sec): 3 clusters Score: Raw -204251.355545 + Penalty 2560.617788 = -201690.737757 nChanged 31 SP:Iteration 10F (22.102161 sec): 3 clusters Score: Raw -204213.322210 + Penalty 2560.618935 = -201652.703275 nChanged 23 SP:Iteration 11F (22.107077 sec): 3 clusters Score: Raw -204181.846512 + Penalty 2560.618596 = -201621.227916 nChanged 13 SP:Iteration 12F (22.112024 sec): 3 clusters Score: Raw -204159.787483 + Penalty 2560.618078 = -201599.169405 nChanged 17 SP:Iteration 13F (22.116945 sec): 3 clusters Score: Raw -204143.937299 + Penalty 2560.617333 = -201583.319966 nChanged 20 SP:Iteration 14F (22.121868 sec): 3 clusters Score: Raw -204120.390347 + Penalty 2560.616347 = -201559.774000 nChanged 21 SP:Iteration 15F (22.126790 sec): 3 clusters Score: Raw -204095.258454 + Penalty 2560.614939 = -201534.643516 nChanged 23 SP:Iteration 16F (22.131862 sec): 3 clusters Score: Raw -204070.653493 + Penalty 2560.613128 = -201510.040365 nChanged 22 SP:Iteration 17F (22.136784 sec): 3 clusters Score: Raw -204046.381906 + Penalty 2560.611021 = -201485.770885 nChanged 19 SP:Iteration 18F (22.141713 sec): 3 clusters Score: Raw -204019.071327 + Penalty 2560.627708 = -201458.443619 nChanged 12 SP:Iteration 19F (22.147388 sec): 3 clusters Score: Raw -203999.537861 + Penalty 2560.627813 = -201438.910048 nChanged 14 SP:Iteration 20F (22.152837 sec): 3 clusters Score: Raw -203985.071041 + Penalty 2560.627894 = -201424.443147 nChanged 11 SP:Iteration 21F (22.158502 sec): 3 clusters Score: Raw -203961.801848 + Penalty 2560.627931 = -201401.173917 nChanged 5 SP:Iteration 22F (22.164033 sec): 3 clusters Score: Raw -203951.347997 + Penalty 2560.627946 = -201390.720051 nChanged 2 SP:Iteration 23F (22.169244 sec): 3 clusters Score: Raw -203946.113717 + Penalty 2560.627953 = -201385.485764 nChanged 1 SP:Iteration 24F (22.174178 sec): 3 clusters Score: Raw -203944.161015 + Penalty 2560.627953 = -201383.533061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 4 (321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.177637 sec): 2 clusters Score: Raw -20323.127573 + Penalty 510.490239 = -19812.637334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.178425 sec): 3 clusters Score: Raw -19784.747537 + Penalty 1006.196073 = -18778.551464 nChanged 113 SP:Iteration 1F (22.179187 sec): 3 clusters Score: Raw -19997.307492 + Penalty 1012.240955 = -18985.066537 nChanged 59 SP:Iteration 2F (22.179980 sec): 3 clusters Score: Raw -20174.345075 + Penalty 1127.130867 = -19047.214209 nChanged 30 SP:Iteration 3F (22.180732 sec): 3 clusters Score: Raw -20271.356080 + Penalty 1178.916366 = -19092.439714 nChanged 11 SP:Iteration 4Q (22.181355 sec): 3 clusters Score: Raw -20310.717504 + Penalty 1359.275397 = -18951.442107 nChanged 4 SP:Iteration 5F (22.182104 sec): 3 clusters Score: Raw -20321.575907 + Penalty 1359.275397 = -18962.300510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 5 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.184578 sec): 2 clusters Score: Raw -19134.383300 + Penalty 651.461153 = -18482.922148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.185366 sec): 3 clusters Score: Raw -18716.567317 + Penalty 1302.353605 = -17414.213713 nChanged 112 SP:Iteration 1F (22.186144 sec): 3 clusters Score: Raw -18867.057627 + Penalty 1304.335981 = -17562.721646 nChanged 56 SP:Iteration 2F (22.186926 sec): 3 clusters Score: Raw -19002.128606 + Penalty 1310.965093 = -17691.163513 nChanged 42 SP:Iteration 3F (22.187710 sec): 3 clusters Score: Raw -19081.208165 + Penalty 1307.123636 = -17774.084528 nChanged 14 SP:Iteration 4Q (22.188413 sec): 3 clusters Score: Raw -19105.383789 + Penalty 1300.490817 = -17804.892972 nChanged 7 SP:Iteration 5Q (22.189093 sec): 3 clusters Score: Raw -19117.195031 + Penalty 1303.682658 = -17813.512372 nChanged 8 SP:Iteration 6Q (22.189769 sec): 3 clusters Score: Raw -19138.063026 + Penalty 1310.522885 = -17827.540141 nChanged 5 SP:Iteration 7Q (22.190438 sec): 3 clusters Score: Raw -19149.178715 + Penalty 1329.173573 = -17820.005142 nChanged 6 SP:Iteration 8F (22.191266 sec): 3 clusters Score: Raw -19161.245077 + Penalty 1368.186652 = -17793.058425 nChanged 4 SP:Iteration 9F (22.192096 sec): 3 clusters Score: Raw -19170.139156 + Penalty 1370.815907 = -17799.323249 nChanged 1 SP:Iteration 10F (22.192926 sec): 3 clusters Score: Raw -19174.346868 + Penalty 1370.815907 = -17803.530961 nChanged 0 Memory request: 0.02 GB would take us to total of 0.31 GB. Trying to split cluster 6 (3140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.206786 sec): 2 clusters Score: Raw -164081.457323 + Penalty 306.272371 = -163775.184952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.212646 sec): 3 clusters Score: Raw -161904.080555 + Penalty 638.603826 = -161265.476730 nChanged 1442 SP:Iteration 1F (22.218385 sec): 3 clusters Score: Raw -163603.508040 + Penalty 668.148590 = -162935.359450 nChanged 422 SP:Iteration 2F (22.224164 sec): 3 clusters Score: Raw -163907.494647 + Penalty 678.057180 = -163229.437467 nChanged 182 SP:Iteration 3F (22.230037 sec): 3 clusters Score: Raw -163984.190063 + Penalty 685.808937 = -163298.381126 nChanged 110 SP:Iteration 4Q (22.235722 sec): 3 clusters Score: Raw -164019.510218 + Penalty 692.213375 = -163327.296843 nChanged 62 SP:Iteration 5Q (22.241364 sec): 3 clusters Score: Raw -164033.993353 + Penalty 697.902739 = -163336.090615 nChanged 44 SP:Iteration 6Q (22.246926 sec): 3 clusters Score: Raw -164046.282480 + Penalty 703.653395 = -163342.629085 nChanged 36 SP:Iteration 7Q (22.252440 sec): 3 clusters Score: Raw -164056.958741 + Penalty 709.870588 = -163347.088152 nChanged 41 SP:Iteration 8Q (22.258038 sec): 3 clusters Score: Raw -164070.172486 + Penalty 717.372182 = -163352.800303 nChanged 34 SP:Iteration 9Q (22.263651 sec): 3 clusters Score: Raw -164073.138849 + Penalty 723.989210 = -163349.149639 nChanged 29 SP:Iteration 10F (22.269419 sec): 3 clusters Score: Raw -164075.342159 + Penalty 730.463319 = -163344.878841 nChanged 30 SP:Iteration 11F (22.275199 sec): 3 clusters Score: Raw -164078.489872 + Penalty 736.402789 = -163342.087083 nChanged 29 SP:Iteration 12F (22.280969 sec): 3 clusters Score: Raw -164079.651456 + Penalty 742.948836 = -163336.702620 nChanged 31 SP:Iteration 13F (22.286732 sec): 3 clusters Score: Raw -164082.123337 + Penalty 751.843593 = -163330.279743 nChanged 42 SP:Iteration 14F (22.292546 sec): 3 clusters Score: Raw -164090.488845 + Penalty 763.762479 = -163326.726367 nChanged 53 SP:Iteration 15F (22.298314 sec): 3 clusters Score: Raw -164104.374454 + Penalty 774.408605 = -163329.965849 nChanged 52 SP:Iteration 16Q (22.303653 sec): 3 clusters Score: Raw -164115.851858 + Penalty 782.884461 = -163332.967397 nChanged 51 SP:Iteration 17Q (22.308989 sec): 3 clusters Score: Raw -164118.884576 + Penalty 790.469046 = -163328.415530 nChanged 37 SP:Iteration 18F (22.314786 sec): 3 clusters Score: Raw -164116.213133 + Penalty 800.146824 = -163316.066309 nChanged 42 SP:Iteration 19F (22.320612 sec): 3 clusters Score: Raw -164116.553197 + Penalty 809.003961 = -163307.549236 nChanged 44 SP:Iteration 20F (22.326572 sec): 3 clusters Score: Raw -164116.821566 + Penalty 818.605159 = -163298.216407 nChanged 44 SP:Iteration 21F (22.332411 sec): 3 clusters Score: Raw -164117.696986 + Penalty 829.875949 = -163287.821037 nChanged 46 SP:Iteration 22F (22.338328 sec): 3 clusters Score: Raw -164122.690882 + Penalty 846.944175 = -163275.746707 nChanged 52 SP:Iteration 23F (22.344158 sec): 3 clusters Score: Raw -164135.310977 + Penalty 861.741494 = -163273.569484 nChanged 39 SP:Iteration 24F (22.349967 sec): 3 clusters Score: Raw -164139.213548 + Penalty 881.562512 = -163257.651036 nChanged 43 SP:Iteration 25F (22.355777 sec): 3 clusters Score: Raw -164141.470043 + Penalty 897.548222 = -163243.921821 nChanged 34 SP:Iteration 26F (22.361737 sec): 3 clusters Score: Raw -164138.893469 + Penalty 917.846145 = -163221.047324 nChanged 32 SP:Iteration 27F (22.367865 sec): 3 clusters Score: Raw -164137.369816 + Penalty 951.800553 = -163185.569263 nChanged 30 SP:Iteration 28F (22.373681 sec): 3 clusters Score: Raw -164137.514289 + Penalty 982.718577 = -163154.795712 nChanged 20 SP:Iteration 29F (22.379493 sec): 3 clusters Score: Raw -164130.084828 + Penalty 993.529192 = -163136.555636 nChanged 10 SP:Iteration 30F (22.385305 sec): 3 clusters Score: Raw -164124.924898 + Penalty 996.689588 = -163128.235310 nChanged 10 SP:Iteration 31F (22.391141 sec): 3 clusters Score: Raw -164119.471786 + Penalty 995.996682 = -163123.475104 nChanged 12 SP:Iteration 32F (22.396950 sec): 3 clusters Score: Raw -164115.766000 + Penalty 1008.634544 = -163107.131457 nChanged 13 SP:Iteration 33F (22.402770 sec): 3 clusters Score: Raw -164114.434480 + Penalty 1021.749258 = -163092.685222 nChanged 11 SP:Iteration 34F (22.408586 sec): 3 clusters Score: Raw -164107.932417 + Penalty 1017.130011 = -163090.802406 nChanged 8 SP:Iteration 35F (22.414443 sec): 3 clusters Score: Raw -164105.924665 + Penalty 1042.076739 = -163063.847926 nChanged 7 SP:Iteration 36F (22.420264 sec): 3 clusters Score: Raw -164102.036013 + Penalty 1087.122835 = -163014.913178 nChanged 4 SP:Iteration 37F (22.426082 sec): 3 clusters Score: Raw -164102.808898 + Penalty 1128.088972 = -162974.719926 nChanged 4 SP:Iteration 38F (22.432034 sec): 3 clusters Score: Raw -164102.247458 + Penalty 1129.245564 = -162973.001894 nChanged 1 SP:Iteration 39F (22.437998 sec): 3 clusters Score: Raw -164101.689579 + Penalty 1129.245564 = -162972.444015 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 7 (1046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.445623 sec): 2 clusters Score: Raw -60039.272865 + Penalty 639.198536 = -59400.074328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.447744 sec): 3 clusters Score: Raw -59050.152117 + Penalty 1278.783314 = -57771.368803 nChanged 413 SP:Iteration 1F (22.449810 sec): 3 clusters Score: Raw -59555.407950 + Penalty 1280.059507 = -58275.348442 nChanged 153 SP:Iteration 2F (22.451848 sec): 3 clusters Score: Raw -59713.619697 + Penalty 1276.493135 = -58437.126562 nChanged 92 SP:Iteration 3F (22.453890 sec): 3 clusters Score: Raw -59819.833471 + Penalty 1264.165719 = -58555.667752 nChanged 82 SP:Iteration 4F (22.455941 sec): 3 clusters Score: Raw -59914.722236 + Penalty 1258.478936 = -58656.243301 nChanged 57 SP:Iteration 5F (22.458035 sec): 3 clusters Score: Raw -59978.528770 + Penalty 1260.323410 = -58718.205359 nChanged 50 SP:Iteration 6Q (22.459998 sec): 3 clusters Score: Raw -60042.396733 + Penalty 1259.546720 = -58782.850012 nChanged 36 SP:Iteration 7Q (22.461877 sec): 3 clusters Score: Raw -60081.010247 + Penalty 1275.186095 = -58805.824152 nChanged 23 SP:Iteration 8Q (22.463666 sec): 3 clusters Score: Raw -60098.128887 + Penalty 1289.102317 = -58809.026569 nChanged 20 SP:Iteration 9Q (22.465410 sec): 3 clusters Score: Raw -60117.982576 + Penalty 1311.206180 = -58806.776396 nChanged 10 SP:Iteration 10F (22.467533 sec): 3 clusters Score: Raw -60134.570725 + Penalty 1361.499941 = -58773.070784 nChanged 12 SP:Iteration 11F (22.469660 sec): 3 clusters Score: Raw -60142.578642 + Penalty 1380.445973 = -58762.132669 nChanged 5 SP:Iteration 12F (22.471760 sec): 3 clusters Score: Raw -60142.840413 + Penalty 1397.039311 = -58745.801102 nChanged 2 SP:Iteration 13F (22.473823 sec): 3 clusters Score: Raw -60151.296036 + Penalty 1397.039311 = -58754.256724 nChanged 0 Memory request: 0.02 GB would take us to total of 0.32 GB. Trying to split cluster 8 (4880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.495147 sec): 2 clusters Score: Raw -254888.266227 + Penalty 397.486520 = -254490.779707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.504361 sec): 3 clusters Score: Raw -251522.034072 + Penalty 770.746887 = -250751.287185 nChanged 2257 SP:Iteration 1F (22.513122 sec): 3 clusters Score: Raw -253387.843932 + Penalty 785.598078 = -252602.245854 nChanged 739 SP:Iteration 2F (22.521833 sec): 3 clusters Score: Raw -254083.838740 + Penalty 829.856839 = -253253.981901 nChanged 462 SP:Iteration 3F (22.530625 sec): 3 clusters Score: Raw -254509.240165 + Penalty 879.102545 = -253630.137620 nChanged 266 SP:Iteration 4F (22.539507 sec): 3 clusters Score: Raw -254746.111542 + Penalty 922.435625 = -253823.675917 nChanged 144 SP:Iteration 5Q (22.547166 sec): 3 clusters Score: Raw -254849.258287 + Penalty 954.279865 = -253894.978422 nChanged 63 SP:Iteration 6Q (22.554178 sec): 3 clusters Score: Raw -254884.167200 + Penalty 994.961759 = -253889.205441 nChanged 27 SP:Iteration 7F (22.562792 sec): 3 clusters Score: Raw -254900.785472 + Penalty 1111.587665 = -253789.197807 nChanged 15 SP:Iteration 8F (22.571776 sec): 3 clusters Score: Raw -254917.670552 + Penalty 1166.177532 = -253751.493020 nChanged 4 SP:Iteration 9F (22.580421 sec): 3 clusters Score: Raw -254921.939328 + Penalty 1169.254135 = -253752.685193 nChanged 2 SP:Iteration 10F (22.589025 sec): 3 clusters Score: Raw -254923.626325 + Penalty 1180.553081 = -253743.073244 nChanged 2 SP:Iteration 11F (22.597820 sec): 3 clusters Score: Raw -254926.109666 + Penalty 1180.553081 = -253745.556585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 9 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.602040 sec): 2 clusters Score: Raw -4258.744559 + Penalty 188.409972 = -4070.334587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.602431 sec): 3 clusters Score: Raw -4224.664021 + Penalty 380.456751 = -3844.207270 nChanged 34 SP:Iteration 1F (22.602812 sec): 3 clusters Score: Raw -4278.835275 + Penalty 379.297807 = -3899.537468 nChanged 11 SP:Iteration 2F (22.603202 sec): 3 clusters Score: Raw -4301.071858 + Penalty 382.495773 = -3918.576084 nChanged 5 SP:Iteration 3Q (22.603585 sec): 3 clusters Score: Raw -4309.872180 + Penalty 385.143346 = -3924.728834 nChanged 4 SP:Iteration 4Q (22.603967 sec): 3 clusters Score: Raw -4312.614082 + Penalty 391.401139 = -3921.212944 nChanged 2 SP:Iteration 5F (22.604354 sec): 3 clusters Score: Raw -4311.271684 + Penalty 392.550154 = -3918.721530 nChanged 1 SP:Iteration 6F (22.604740 sec): 3 clusters Score: Raw -4310.052836 + Penalty 392.550154 = -3917.502681 nChanged 0 Memory request: 0.02 GB would take us to total of 0.31 GB. Trying to split cluster 10 (4420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.617849 sec): 2 clusters Score: Raw -224850.641946 + Penalty 250.293925 = -224600.348021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.626281 sec): 3 clusters Score: Raw -221923.946296 + Penalty 497.526683 = -221426.419612 nChanged 2060 SP:Iteration 1F (22.634218 sec): 3 clusters Score: Raw -223734.637365 + Penalty 500.664594 = -223233.972771 nChanged 461 SP:Iteration 2F (22.642078 sec): 3 clusters Score: Raw -224061.890753 + Penalty 505.329623 = -223556.561131 nChanged 348 SP:Iteration 3F (22.649978 sec): 3 clusters Score: Raw -224389.726375 + Penalty 496.978147 = -223892.748227 nChanged 265 SP:Iteration 4F (22.658012 sec): 3 clusters Score: Raw -224633.068686 + Penalty 475.301531 = -224157.767155 nChanged 152 SP:Iteration 5Q (22.665731 sec): 3 clusters Score: Raw -224772.439584 + Penalty 493.539699 = -224278.899885 nChanged 64 SP:Iteration 6Q (22.672651 sec): 3 clusters Score: Raw -224836.264961 + Penalty 609.920511 = -224226.344450 nChanged 16 SP:Iteration 7F (22.680672 sec): 3 clusters Score: Raw -224857.677831 + Penalty 956.815445 = -223900.862386 nChanged 6 SP:Iteration 8F (22.688525 sec): 3 clusters Score: Raw -224862.690120 + Penalty 979.284757 = -223883.405363 nChanged 1 SP:Iteration 9F (22.696278 sec): 3 clusters Score: Raw -224863.048326 + Penalty 979.284757 = -223883.763569 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 11 (1838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.707093 sec): 2 clusters Score: Raw -97031.452102 + Penalty 404.749438 = -96626.702664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.710896 sec): 3 clusters Score: Raw -95655.780238 + Penalty 964.236412 = -94691.543826 nChanged 805 SP:Iteration 1F (22.714346 sec): 3 clusters Score: Raw -96783.547137 + Penalty 1021.933531 = -95761.613606 nChanged 178 SP:Iteration 2F (22.717795 sec): 3 clusters Score: Raw -96896.952407 + Penalty 1067.289122 = -95829.663285 nChanged 79 SP:Iteration 3Q (22.721131 sec): 3 clusters Score: Raw -96941.258097 + Penalty 1113.337764 = -95827.920334 nChanged 54 SP:Iteration 4F (22.724642 sec): 3 clusters Score: Raw -96969.494101 + Penalty 1175.445864 = -95794.048237 nChanged 39 SP:Iteration 5F (22.728098 sec): 3 clusters Score: Raw -97001.306332 + Penalty 1215.343071 = -95785.963262 nChanged 21 SP:Iteration 6F (22.731562 sec): 3 clusters Score: Raw -97015.660111 + Penalty 1272.481945 = -95743.178166 nChanged 20 SP:Iteration 7F (22.735218 sec): 3 clusters Score: Raw -97037.249217 + Penalty 1254.991557 = -95782.257660 nChanged 8 SP:Iteration 8Q (22.738302 sec): 3 clusters Score: Raw -97043.477435 + Penalty 1223.977660 = -95819.499775 nChanged 2 SP:Iteration 9Q (22.741316 sec): 3 clusters Score: Raw -97046.433941 + Penalty 1197.980792 = -95848.453149 nChanged 1 SP:Iteration 10F (22.745056 sec): 3 clusters Score: Raw -97053.067015 + Penalty 1197.980792 = -95855.086223 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 12 (1293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.751014 sec): 2 clusters Score: Raw -86923.250048 + Penalty 995.684628 = -85927.565420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.753615 sec): 3 clusters Score: Raw -85374.118589 + Penalty 1991.483690 = -83382.634899 nChanged 479 SP:Iteration 1F (22.756058 sec): 3 clusters Score: Raw -85784.774702 + Penalty 1987.165956 = -83797.608747 nChanged 214 SP:Iteration 2F (22.758476 sec): 3 clusters Score: Raw -86317.489857 + Penalty 1981.946262 = -84335.543595 nChanged 212 SP:Iteration 3F (22.760875 sec): 3 clusters Score: Raw -86774.960232 + Penalty 1973.591620 = -84801.368613 nChanged 119 SP:Iteration 4F (22.763389 sec): 3 clusters Score: Raw -86978.205599 + Penalty 1968.978616 = -85009.226983 nChanged 69 SP:Iteration 5F (22.765838 sec): 3 clusters Score: Raw -87029.513457 + Penalty 1973.159206 = -85056.354251 nChanged 37 SP:Iteration 6Q (22.767864 sec): 3 clusters Score: Raw -87062.777489 + Penalty 1969.327383 = -85093.450106 nChanged 27 SP:Iteration 7Q (22.769847 sec): 3 clusters Score: Raw -87066.076719 + Penalty 1966.320876 = -85099.755842 nChanged 12 SP:Iteration 8Q (22.771781 sec): 3 clusters Score: Raw -87055.995300 + Penalty 1963.107698 = -85092.887602 nChanged 10 SP:Iteration 9F (22.774233 sec): 3 clusters Score: Raw -87045.503869 + Penalty 1956.372982 = -85089.130887 nChanged 7 SP:Iteration 10F (22.776631 sec): 3 clusters Score: Raw -87042.787538 + Penalty 1957.806387 = -85084.981151 nChanged 4 SP:Iteration 11F (22.779006 sec): 3 clusters Score: Raw -87037.723463 + Penalty 1959.343567 = -85078.379896 nChanged 2 SP:Iteration 12F (22.781394 sec): 3 clusters Score: Raw -87038.861630 + Penalty 1969.934021 = -85068.927609 nChanged 3 SP:Iteration 13F (22.783770 sec): 3 clusters Score: Raw -87035.284296 + Penalty 1987.746293 = -85047.538004 nChanged 2 SP:Iteration 14F (22.786145 sec): 3 clusters Score: Raw -87033.722986 + Penalty 2002.037516 = -85031.685470 nChanged 3 SP:Iteration 15F (22.788573 sec): 3 clusters Score: Raw -87033.869627 + Penalty 2018.425809 = -85015.443818 nChanged 7 SP:Iteration 16F (22.791072 sec): 3 clusters Score: Raw -87042.149834 + Penalty 2007.673554 = -85034.476280 nChanged 3 SP:Iteration 17Q (22.792972 sec): 3 clusters Score: Raw -87042.850103 + Penalty 2021.715172 = -85021.134931 nChanged 1 SP:Iteration 18F (22.795341 sec): 3 clusters Score: Raw -87042.398604 + Penalty 2031.036884 = -85011.361720 nChanged 2 SP:Iteration 19F (22.797735 sec): 3 clusters Score: Raw -87041.914381 + Penalty 2031.036884 = -85010.877497 nChanged 0 Memory request: 0.02 GB would take us to total of 0.31 GB. Trying to split cluster 13 (3386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.809095 sec): 2 clusters Score: Raw -206078.245510 + Penalty 694.500786 = -205383.744724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.815533 sec): 3 clusters Score: Raw -203468.327012 + Penalty 1375.811742 = -202092.515270 nChanged 1490 SP:Iteration 1F (22.822053 sec): 3 clusters Score: Raw -204580.765896 + Penalty 1346.252312 = -203234.513583 nChanged 513 SP:Iteration 2F (22.828245 sec): 3 clusters Score: Raw -205119.553818 + Penalty 1318.094951 = -203801.458866 nChanged 423 SP:Iteration 3F (22.834323 sec): 3 clusters Score: Raw -205572.377953 + Penalty 1273.414381 = -204298.963572 nChanged 334 SP:Iteration 4F (22.840370 sec): 3 clusters Score: Raw -205850.082307 + Penalty 1234.416393 = -204615.665915 nChanged 179 SP:Iteration 5F (22.846595 sec): 3 clusters Score: Raw -205969.365837 + Penalty 1211.545685 = -204757.820152 nChanged 87 SP:Iteration 6Q (22.851462 sec): 3 clusters Score: Raw -206049.919666 + Penalty 1149.990085 = -204899.929581 nChanged 26 SP:Iteration 7Q (22.856104 sec): 3 clusters Score: Raw -206074.502777 + Penalty 694.500786 = -205380.001991 nChanged 3 SP:Iteration 8Q (22.860671 sec): 2 clusters Score: Raw -206078.245510 + Penalty 694.500786 = -205383.744724 nChanged 0 SP:Iteration 9F (22.865222 sec): 2 clusters Score: Raw -206078.245510 + Penalty 694.500786 = -205383.744724 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 14 (892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.872323 sec): 2 clusters Score: Raw -59218.323167 + Penalty 934.286844 = -58284.036323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.874152 sec): 3 clusters Score: Raw -58059.582810 + Penalty 1860.332274 = -56199.250536 nChanged 363 SP:Iteration 1F (22.875986 sec): 3 clusters Score: Raw -58916.600248 + Penalty 1854.490310 = -57062.109938 nChanged 148 SP:Iteration 2F (22.877847 sec): 3 clusters Score: Raw -59169.888161 + Penalty 1836.474930 = -57333.413230 nChanged 55 SP:Iteration 3F (22.879674 sec): 3 clusters Score: Raw -59217.604128 + Penalty 1831.646396 = -57385.957732 nChanged 26 SP:Iteration 4Q (22.881228 sec): 3 clusters Score: Raw -59223.852622 + Penalty 1817.902619 = -57405.950003 nChanged 17 SP:Iteration 5Q (22.882690 sec): 3 clusters Score: Raw -59242.362387 + Penalty 1810.546765 = -57431.815622 nChanged 17 SP:Iteration 6Q (22.884143 sec): 3 clusters Score: Raw -59271.244023 + Penalty 1825.851001 = -57445.393022 nChanged 14 SP:Iteration 7Q (22.885584 sec): 3 clusters Score: Raw -59295.181471 + Penalty 1856.944863 = -57438.236608 nChanged 7 SP:Iteration 8F (22.887556 sec): 3 clusters Score: Raw -59302.221151 + Penalty 1861.781722 = -57440.439429 nChanged 2 SP:Iteration 9Q (22.888921 sec): 3 clusters Score: Raw -59318.673774 + Penalty 1861.781722 = -57456.892052 nChanged 0 SP:Iteration 10F (22.890624 sec): 3 clusters Score: Raw -59318.673774 + Penalty 1861.781722 = -57456.892052 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 16 (756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.894494 sec): 2 clusters Score: Raw -34757.482514 + Penalty 173.869895 = -34583.612619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.896032 sec): 3 clusters Score: Raw -34334.423158 + Penalty 343.664544 = -33990.758614 nChanged 335 SP:Iteration 1F (22.897523 sec): 3 clusters Score: Raw -34676.872633 + Penalty 338.831928 = -34338.040705 nChanged 60 SP:Iteration 2F (22.899053 sec): 3 clusters Score: Raw -34724.422990 + Penalty 343.652676 = -34380.770314 nChanged 49 SP:Iteration 3F (22.900561 sec): 3 clusters Score: Raw -34772.105395 + Penalty 344.455039 = -34427.650356 nChanged 37 SP:Iteration 4Q (22.902044 sec): 3 clusters Score: Raw -34810.218667 + Penalty 355.231982 = -34454.986685 nChanged 30 SP:Iteration 5Q (22.903637 sec): 3 clusters Score: Raw -34837.959628 + Penalty 362.653755 = -34475.305874 nChanged 19 SP:Iteration 6Q (22.905152 sec): 3 clusters Score: Raw -34857.593121 + Penalty 398.934096 = -34458.659025 nChanged 15 SP:Iteration 7F (22.906645 sec): 3 clusters Score: Raw -34869.547838 + Penalty 420.242877 = -34449.304962 nChanged 3 SP:Iteration 8F (22.908121 sec): 3 clusters Score: Raw -34870.777607 + Penalty 436.195313 = -34434.582294 nChanged 4 SP:Iteration 9F (22.909601 sec): 3 clusters Score: Raw -34874.768984 + Penalty 436.195313 = -34438.573671 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 17 (579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.911711 sec): 2 clusters Score: Raw -35179.828922 + Penalty 705.639271 = -34474.189650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.912955 sec): 3 clusters Score: Raw -34453.995582 + Penalty 1408.867326 = -33045.128255 nChanged 217 SP:Iteration 1F (22.914200 sec): 3 clusters Score: Raw -34802.376684 + Penalty 1431.667746 = -33370.708939 nChanged 99 SP:Iteration 2F (22.915415 sec): 3 clusters Score: Raw -34991.998893 + Penalty 1460.818595 = -33531.180298 nChanged 55 SP:Iteration 3F (22.916615 sec): 3 clusters Score: Raw -35119.782525 + Penalty 1559.028743 = -33560.753783 nChanged 18 SP:Iteration 4Q (22.917594 sec): 3 clusters Score: Raw -35167.338219 + Penalty 1541.257504 = -33626.080715 nChanged 3 SP:Iteration 5Q (22.918551 sec): 3 clusters Score: Raw -35177.509409 + Penalty 1541.257504 = -33636.251905 nChanged 0 SP:Iteration 6F (22.919750 sec): 3 clusters Score: Raw -35177.509409 + Penalty 1541.257504 = -33636.251905 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 20 (935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.924330 sec): 2 clusters Score: Raw -62911.929357 + Penalty 946.674733 = -61965.254624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.926196 sec): 3 clusters Score: Raw -61708.047517 + Penalty 1892.946859 = -59815.100658 nChanged 323 SP:Iteration 1F (22.928027 sec): 3 clusters Score: Raw -62141.297169 + Penalty 1895.396040 = -60245.901129 nChanged 146 SP:Iteration 2F (22.929854 sec): 3 clusters Score: Raw -62555.417050 + Penalty 1898.690627 = -60656.726423 nChanged 110 SP:Iteration 3F (22.931850 sec): 3 clusters Score: Raw -62863.552644 + Penalty 1897.627978 = -60965.924665 nChanged 61 SP:Iteration 4F (22.933714 sec): 3 clusters Score: Raw -63043.542663 + Penalty 1895.920518 = -61147.622146 nChanged 22 SP:Iteration 5Q (22.935376 sec): 3 clusters Score: Raw -63094.175353 + Penalty 1895.245178 = -61198.930175 nChanged 11 SP:Iteration 6Q (22.937004 sec): 3 clusters Score: Raw -63112.720137 + Penalty 1894.738360 = -61217.981776 nChanged 9 SP:Iteration 7Q (22.938658 sec): 3 clusters Score: Raw -63120.824112 + Penalty 1894.308137 = -61226.515975 nChanged 6 SP:Iteration 8Q (22.940294 sec): 3 clusters Score: Raw -63128.110083 + Penalty 1894.010539 = -61234.099544 nChanged 6 SP:Iteration 9Q (22.941941 sec): 3 clusters Score: Raw -63135.158308 + Penalty 1893.752346 = -61241.405962 nChanged 5 SP:Iteration 10F (22.943921 sec): 3 clusters Score: Raw -63140.142404 + Penalty 1893.584638 = -61246.557766 nChanged 4 SP:Iteration 11Q (22.945560 sec): 3 clusters Score: Raw -63144.053131 + Penalty 1893.468123 = -61250.585008 nChanged 4 SP:Iteration 12Q (22.947228 sec): 3 clusters Score: Raw -63148.931341 + Penalty 1893.310239 = -61255.621102 nChanged 10 SP:Iteration 13Q (22.948870 sec): 3 clusters Score: Raw -63169.301104 + Penalty 1893.250402 = -61276.050702 nChanged 16 SP:Iteration 14Q (22.950483 sec): 3 clusters Score: Raw -63203.480551 + Penalty 1893.479849 = -61310.000702 nChanged 15 SP:Iteration 15Q (22.952078 sec): 3 clusters Score: Raw -63223.914365 + Penalty 1893.747447 = -61330.166918 nChanged 10 SP:Iteration 16Q (22.953654 sec): 3 clusters Score: Raw -63231.427264 + Penalty 1893.914918 = -61337.512346 nChanged 8 SP:Iteration 17Q (22.955270 sec): 3 clusters Score: Raw -63236.796232 + Penalty 1894.082734 = -61342.713498 nChanged 9 SP:Iteration 18Q (22.956865 sec): 3 clusters Score: Raw -63243.969245 + Penalty 1894.357172 = -61349.612074 nChanged 8 SP:Iteration 19Q (22.958425 sec): 3 clusters Score: Raw -63245.114142 + Penalty 1894.822616 = -61350.291526 nChanged 4 SP:Iteration 20F (22.960393 sec): 3 clusters Score: Raw -63248.126520 + Penalty 1895.132148 = -61352.994372 nChanged 3 SP:Iteration 21Q (22.961984 sec): 3 clusters Score: Raw -63248.566411 + Penalty 1895.166463 = -61353.399948 nChanged 1 SP:Iteration 22Q (22.963578 sec): 3 clusters Score: Raw -63248.005072 + Penalty 1895.166463 = -61352.838609 nChanged 0 SP:Iteration 23F (22.965463 sec): 3 clusters Score: Raw -63248.005072 + Penalty 1895.166463 = -61352.838609 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 24 (632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.969472 sec): 2 clusters Score: Raw -30094.186953 + Penalty 234.277494 = -29859.909459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.970838 sec): 3 clusters Score: Raw -29705.311043 + Penalty 501.404784 = -29203.906260 nChanged 270 SP:Iteration 1F (22.972174 sec): 3 clusters Score: Raw -29945.600579 + Penalty 528.319310 = -29417.281269 nChanged 75 SP:Iteration 2F (22.973515 sec): 3 clusters Score: Raw -30031.127874 + Penalty 567.070461 = -29464.057413 nChanged 41 SP:Iteration 3F (22.974886 sec): 3 clusters Score: Raw -30071.541001 + Penalty 595.563654 = -29475.977347 nChanged 22 SP:Iteration 4Q (22.976212 sec): 3 clusters Score: Raw -30101.517472 + Penalty 620.934109 = -29480.583363 nChanged 6 SP:Iteration 5Q (22.977432 sec): 3 clusters Score: Raw -30105.861712 + Penalty 632.022493 = -29473.839219 nChanged 3 SP:Iteration 6F (22.978904 sec): 3 clusters Score: Raw -30108.087719 + Penalty 668.502732 = -29439.584986 nChanged 2 SP:Iteration 7F (22.980343 sec): 3 clusters Score: Raw -30111.323940 + Penalty 668.502732 = -29442.821207 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 27 (682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.982652 sec): 2 clusters Score: Raw -32317.644232 + Penalty 235.625634 = -32082.018598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.984115 sec): 3 clusters Score: Raw -31909.169901 + Penalty 473.096657 = -31436.073243 nChanged 288 SP:Iteration 1F (22.985554 sec): 3 clusters Score: Raw -32152.794393 + Penalty 478.055731 = -31674.738662 nChanged 74 SP:Iteration 2F (22.987048 sec): 3 clusters Score: Raw -32195.216586 + Penalty 487.975809 = -31707.240776 nChanged 44 SP:Iteration 3F (22.988508 sec): 3 clusters Score: Raw -32226.817651 + Penalty 497.562669 = -31729.254982 nChanged 42 SP:Iteration 4F (22.989934 sec): 3 clusters Score: Raw -32267.066299 + Penalty 520.577108 = -31746.489191 nChanged 33 SP:Iteration 5Q (22.991331 sec): 3 clusters Score: Raw -32297.512267 + Penalty 562.730596 = -31734.781671 nChanged 26 SP:Iteration 6F (22.992767 sec): 3 clusters Score: Raw -32327.874636 + Penalty 611.536007 = -31716.338629 nChanged 20 SP:Iteration 7F (22.994167 sec): 3 clusters Score: Raw -32350.992241 + Penalty 634.229901 = -31716.762340 nChanged 7 SP:Iteration 8Q (22.995422 sec): 3 clusters Score: Raw -32355.605101 + Penalty 599.572495 = -31756.032606 nChanged 2 SP:Iteration 9Q (22.996632 sec): 3 clusters Score: Raw -32356.520591 + Penalty 599.572495 = -31756.948096 nChanged 0 SP:Iteration 10F (22.998021 sec): 3 clusters Score: Raw -32356.520591 + Penalty 599.572495 = -31756.948096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 34 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.998747 sec): 2 clusters Score: Raw -3395.622727 + Penalty 264.914129 = -3130.708598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.999102 sec): 3 clusters Score: Raw -3369.926419 + Penalty 534.827455 = -2835.098964 nChanged 23 SP:Iteration 1F (22.999451 sec): 3 clusters Score: Raw -3400.281373 + Penalty 539.260027 = -2861.021345 nChanged 4 SP:Iteration 2Q (22.999796 sec): 3 clusters Score: Raw -3405.477569 + Penalty 547.877207 = -2857.600362 nChanged 3 SP:Iteration 3F (23.000142 sec): 3 clusters Score: Raw -3410.453624 + Penalty 557.270139 = -2853.183485 nChanged 4 SP:Iteration 4F (23.000488 sec): 3 clusters Score: Raw -3416.838815 + Penalty 565.677958 = -2851.160857 nChanged 2 SP:Iteration 5F (23.000835 sec): 3 clusters Score: Raw -3421.748752 + Penalty 577.064044 = -2844.684708 nChanged 3 SP:Iteration 6F (23.001181 sec): 3 clusters Score: Raw -3428.057982 + Penalty 578.444077 = -2849.613906 nChanged 2 SP:Iteration 7Q (23.001516 sec): 3 clusters Score: Raw -3429.710340 + Penalty 578.444077 = -2851.266264 nChanged 0 SP:Iteration 8F (23.001863 sec): 3 clusters Score: Raw -3429.710340 + Penalty 578.444077 = -2851.266264 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 36 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.003025 sec): 2 clusters Score: Raw -12843.926646 + Penalty 621.866248 = -12222.060398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.003629 sec): 3 clusters Score: Raw -12572.170108 + Penalty 1267.370139 = -11304.799969 nChanged 66 SP:Iteration 1F (23.004252 sec): 3 clusters Score: Raw -12706.409989 + Penalty 1266.268807 = -11440.141182 nChanged 31 SP:Iteration 2F (23.004854 sec): 3 clusters Score: Raw -12796.676236 + Penalty 1299.513281 = -11497.162955 nChanged 17 SP:Iteration 3F (23.005490 sec): 3 clusters Score: Raw -12843.322331 + Penalty 1331.740743 = -11511.581588 nChanged 5 SP:Iteration 4Q (23.006042 sec): 3 clusters Score: Raw -12857.135016 + Penalty 1331.740743 = -11525.394273 nChanged 0 SP:Iteration 5F (23.006678 sec): 3 clusters Score: Raw -12857.135016 + Penalty 1331.740743 = -11525.394273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 37 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.007706 sec): 2 clusters Score: Raw -13193.844943 + Penalty 635.166313 = -12558.678630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.008344 sec): 3 clusters Score: Raw -12893.372488 + Penalty 1312.241018 = -11581.131470 nChanged 65 SP:Iteration 1F (23.008942 sec): 3 clusters Score: Raw -13080.027193 + Penalty 1340.240875 = -11739.786318 nChanged 30 SP:Iteration 2F (23.009536 sec): 3 clusters Score: Raw -13151.862388 + Penalty 1355.290490 = -11796.571898 nChanged 6 SP:Iteration 3Q (23.010051 sec): 3 clusters Score: Raw -13162.696060 + Penalty 1357.399885 = -11805.296174 nChanged 5 SP:Iteration 4Q (23.010558 sec): 3 clusters Score: Raw -13185.144957 + Penalty 1363.596892 = -11821.548065 nChanged 2 SP:Iteration 5Q (23.011057 sec): 3 clusters Score: Raw -13196.976039 + Penalty 1363.596892 = -11833.379147 nChanged 0 SP:Iteration 6F (23.011649 sec): 3 clusters Score: Raw -13196.976039 + Penalty 1363.596892 = -11833.379147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 41 (374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.013826 sec): 2 clusters Score: Raw -17797.680119 + Penalty 288.815298 = -17508.864821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.014703 sec): 3 clusters Score: Raw -17582.213089 + Penalty 578.881074 = -17003.332015 nChanged 142 SP:Iteration 1F (23.015566 sec): 3 clusters Score: Raw -17680.718642 + Penalty 584.660045 = -17096.058597 nChanged 40 SP:Iteration 2F (23.016428 sec): 3 clusters Score: Raw -17719.412717 + Penalty 591.224722 = -17128.187996 nChanged 26 SP:Iteration 3F (23.017293 sec): 3 clusters Score: Raw -17742.962149 + Penalty 594.571025 = -17148.391125 nChanged 20 SP:Iteration 4F (23.018158 sec): 3 clusters Score: Raw -17762.214327 + Penalty 599.639152 = -17162.575175 nChanged 17 SP:Iteration 5Q (23.019005 sec): 3 clusters Score: Raw -17773.839418 + Penalty 603.187470 = -17170.651948 nChanged 11 SP:Iteration 6Q (23.019851 sec): 3 clusters Score: Raw -17780.198286 + Penalty 606.169653 = -17174.028633 nChanged 8 SP:Iteration 7Q (23.020698 sec): 3 clusters Score: Raw -17782.996677 + Penalty 607.491806 = -17175.504871 nChanged 7 SP:Iteration 8Q (23.021538 sec): 3 clusters Score: Raw -17784.891981 + Penalty 608.390116 = -17176.501865 nChanged 3 SP:Iteration 9Q (23.022375 sec): 3 clusters Score: Raw -17785.576600 + Penalty 610.158609 = -17175.417990 nChanged 4 SP:Iteration 10F (23.023238 sec): 3 clusters Score: Raw -17786.049606 + Penalty 611.347046 = -17174.702560 nChanged 1 SP:Iteration 11F (23.024102 sec): 3 clusters Score: Raw -17786.199061 + Penalty 612.231721 = -17173.967340 nChanged 1 SP:Iteration 12F (23.024965 sec): 3 clusters Score: Raw -17786.245375 + Penalty 612.231721 = -17174.013654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 45 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.025889 sec): 2 clusters Score: Raw -7044.509089 + Penalty 491.422595 = -6553.086493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.026350 sec): 3 clusters Score: Raw -6853.599360 + Penalty 1019.160364 = -5834.438997 nChanged 31 SP:Iteration 1F (23.026806 sec): 3 clusters Score: Raw -6940.910237 + Penalty 1073.319444 = -5867.590793 nChanged 16 SP:Iteration 2F (23.027263 sec): 3 clusters Score: Raw -6994.667065 + Penalty 1112.896701 = -5881.770363 nChanged 9 SP:Iteration 3F (23.027745 sec): 3 clusters Score: Raw -7028.073705 + Penalty 1174.893007 = -5853.180698 nChanged 4 SP:Iteration 4F (23.028256 sec): 3 clusters Score: Raw -7046.232214 + Penalty 1201.088788 = -5845.143426 nChanged 1 SP:Iteration 5F (23.028746 sec): 3 clusters Score: Raw -7060.194426 + Penalty 1201.088788 = -5859.105638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 100 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.029547 sec): 2 clusters Score: Raw -5278.300740 + Penalty 305.652590 = -4972.648150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.029997 sec): 3 clusters Score: Raw -5255.848142 + Penalty 643.769445 = -4612.078697 nChanged 42 SP:Iteration 1F (23.030470 sec): 3 clusters Score: Raw -5326.517887 + Penalty 682.022401 = -4644.495486 nChanged 8 SP:Iteration 2F (23.030914 sec): 3 clusters Score: Raw -5341.784361 + Penalty 699.687379 = -4642.096982 nChanged 5 SP:Iteration 3F (23.031356 sec): 3 clusters Score: Raw -5351.686491 + Penalty 697.542083 = -4654.144408 nChanged 2 SP:Iteration 4Q (23.031776 sec): 3 clusters Score: Raw -5358.410578 + Penalty 697.542083 = -4660.868495 nChanged 0 SP:Iteration 5F (23.032220 sec): 3 clusters Score: Raw -5358.410578 + Penalty 697.542083 = -4660.868495 nChanged 0 Time taken for this iteration:22.150771 seconds. 300->26 Clusters: Score -1685598.963150, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 75 (time per iteration =307.594440 ms) Total iterations: 864 (time per iteration =26.700906 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 2300795000.000000 (time per metric unit =10.026788ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 57519875000.000000 (time per metric unit=401.071508ps) That took 23.069583 seconds. FileBase PeterP-2014-03-27_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 0.38 and 0.56 GB of RAM. Memory request: 0.19 GB would take us to total of 0.19 GB. ---------------------------------------------------------- Loaded 41148 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 41148 points ------ Starting initial clusters from distinct float masks Not enough masks (208) to generate starting clusters (300), so starting with (209) clusters instead. Assigned 209 initial classes from 208 unique masks. Deleting Class 150 (4 points): Lose 60.296616 but Gain 1704.247258 Iteration 0F (5.164640 sec): 208 clusters Score: Raw -1620008.228835 + Penalty 210907.932440 = -1409100.296394 nChanged 8114 Deleting Class 202 (1 points): Lose 5.409998 but Gain 1628.573609 Iteration 1F (8.993360 sec): 203 clusters Score: Raw -1631409.439853 + Penalty 209191.932249 = -1422217.507604 nChanged 3105 Deleting Class 189 (1 points): Lose 7.685578 but Gain 1625.798810 Iteration 2F (12.797721 sec): 202 clusters Score: Raw -1635743.444514 + Penalty 206955.520726 = -1428787.923788 nChanged 2065 Deleting Class 197 (1 points): Lose 26.386594 but Gain 1619.475301 Iteration 3F (16.612738 sec): 200 clusters Score: Raw -1637842.672175 + Penalty 205435.210305 = -1432407.461869 nChanged 1309 Deleting Class 201 (1 points): Lose 20.969075 but Gain 1605.149596 Iteration 4Q (17.095094 sec): 199 clusters Score: Raw -1639018.435965 + Penalty 203764.590728 = -1435253.845237 nChanged 864 Deleting Class 203 (1 points): Lose 1.658025 but Gain 1535.092928 Iteration 5Q (17.516182 sec): 198 clusters Score: Raw -1639786.520219 + Penalty 200919.639753 = -1438866.880467 nChanged 703 Deleting Class 147 (5 points): Lose 47.900598 but Gain 1565.177541 Iteration 6Q (17.910662 sec): 196 clusters Score: Raw -1640369.116811 + Penalty 199155.984657 = -1441213.132154 nChanged 615 Deleting Class 30 (16 points): Lose 135.879286 but Gain 1650.260559 Iteration 7Q (18.290476 sec): 195 clusters Score: Raw -1640647.490713 + Penalty 197488.347111 = -1443159.143602 nChanged 557 Deleting Class 143 (7 points): Lose 111.122687 but Gain 1615.639160 Iteration 8Q (18.663180 sec): 194 clusters Score: Raw -1640956.055996 + Penalty 195799.090384 = -1445156.965612 nChanged 462 Deleting Class 196 (1 points): Lose 6.442341 but Gain 1510.087905 Iteration 9Q (19.021754 sec): 193 clusters Score: Raw -1641258.169714 + Penalty 194171.637886 = -1447086.531828 nChanged 337 Deleting Class 132 (10 points): Lose 136.472223 but Gain 1629.283993 Iteration 10F (22.628642 sec): 192 clusters Score: Raw -1641325.122932 + Penalty 192537.192298 = -1448787.930634 nChanged 289 Deleting Class 134 (3 points): Lose 43.738862 but Gain 1514.046057 Iteration 11Q (22.969375 sec): 191 clusters Score: Raw -1641484.485205 + Penalty 191091.648084 = -1450392.837121 nChanged 254 Deleting Class 89 (7 points): Lose 78.264011 but Gain 1546.774264 Iteration 12Q (23.303725 sec): 190 clusters Score: Raw -1641604.166307 + Penalty 189444.462936 = -1452159.703371 nChanged 222 Deleting Class 92 (17 points): Lose 151.537517 but Gain 1606.047573 Iteration 13Q (23.632883 sec): 189 clusters Score: Raw -1641609.735256 + Penalty 186813.222173 = -1454796.513083 nChanged 226 Deleting Class 181 (1 points): Lose 1.276780 but Gain 1435.773061 Iteration 14Q (23.959968 sec): 187 clusters Score: Raw -1641754.103014 + Penalty 185330.637882 = -1456423.465133 nChanged 159 Deleting Class 206 (1 points): Lose 16.780559 but Gain 1451.129361 Iteration 15Q (24.279665 sec): 186 clusters Score: Raw -1641794.113415 + Penalty 183979.747109 = -1457814.366306 nChanged 107 Deleting Class 104 (2 points): Lose 25.819764 but Gain 1450.190160 Iteration 16Q (24.589112 sec): 185 clusters Score: Raw -1641804.072172 + Penalty 181619.375931 = -1460184.696241 nChanged 102 Deleting Class 169 (7 points): Lose 87.448066 but Gain 1495.621144 Iteration 17Q (24.898032 sec): 183 clusters Score: Raw -1641745.840974 + Penalty 180125.089220 = -1461620.751754 nChanged 96 Deleting Class 162 (3 points): Lose 17.533797 but Gain 1422.397865 Iteration 18Q (25.205218 sec): 182 clusters Score: Raw -1641778.914867 + Penalty 178673.827685 = -1463105.087182 nChanged 87 Deleting Class 56 (1 points): Lose 8.737488 but Gain 1410.142646 Iteration 19Q (25.508072 sec): 181 clusters Score: Raw -1641799.618614 + Penalty 177262.586995 = -1464537.031619 nChanged 79 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.38 GB. Compute initial score before splitting: Score: Raw -1641799.618614 + Penalty 177262.586995 = -1464537.031619Memory request: 0.04 GB would take us to total of 0.41 GB. Trying to split cluster 1 (7685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.684766 sec): 2 clusters Score: Raw -309059.110958 + Penalty 106.893357 = -308952.217601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.698657 sec): 3 clusters Score: Raw -303957.275798 + Penalty 216.181865 = -303741.093932 nChanged 3722 SP:Iteration 1F (25.712226 sec): 3 clusters Score: Raw -306798.679129 + Penalty 226.757311 = -306571.921817 nChanged 1025 SP:Iteration 2F (25.725751 sec): 3 clusters Score: Raw -307465.552286 + Penalty 235.757377 = -307229.794908 nChanged 578 SP:Iteration 3F (25.739694 sec): 3 clusters Score: Raw -307817.784568 + Penalty 242.153472 = -307575.631096 nChanged 390 SP:Iteration 4F (25.753202 sec): 3 clusters Score: Raw -308070.145817 + Penalty 245.245122 = -307824.900695 nChanged 288 SP:Iteration 5Q (25.766765 sec): 3 clusters Score: Raw -308230.424563 + Penalty 245.214344 = -307985.210219 nChanged 197 SP:Iteration 6Q (25.780360 sec): 3 clusters Score: Raw -308327.983545 + Penalty 242.106661 = -308085.876884 nChanged 137 SP:Iteration 7Q (25.793913 sec): 3 clusters Score: Raw -308379.607073 + Penalty 235.668841 = -308143.938232 nChanged 105 SP:Iteration 8Q (25.807546 sec): 3 clusters Score: Raw -308421.778960 + Penalty 232.089747 = -308189.689213 nChanged 77 SP:Iteration 9Q (25.821087 sec): 3 clusters Score: Raw -308451.843101 + Penalty 225.750234 = -308226.092867 nChanged 65 SP:Iteration 10F (25.834571 sec): 3 clusters Score: Raw -308467.669868 + Penalty 226.140975 = -308241.528892 nChanged 51 SP:Iteration 11Q (25.848442 sec): 3 clusters Score: Raw -308480.297103 + Penalty 225.660911 = -308254.636193 nChanged 51 SP:Iteration 12Q (25.862502 sec): 3 clusters Score: Raw -308493.986559 + Penalty 225.141448 = -308268.845111 nChanged 46 SP:Iteration 13Q (25.876202 sec): 3 clusters Score: Raw -308504.797007 + Penalty 224.856662 = -308279.940345 nChanged 38 SP:Iteration 14Q (25.889818 sec): 3 clusters Score: Raw -308513.467319 + Penalty 226.187531 = -308287.279788 nChanged 31 SP:Iteration 15Q (25.903470 sec): 3 clusters Score: Raw -308521.272036 + Penalty 223.834162 = -308297.437874 nChanged 38 SP:Iteration 16Q (25.917024 sec): 3 clusters Score: Raw -308532.662486 + Penalty 224.213951 = -308308.448535 nChanged 38 SP:Iteration 17Q (25.930573 sec): 3 clusters Score: Raw -308544.517085 + Penalty 224.359858 = -308320.157227 nChanged 28 SP:Iteration 18Q (25.944337 sec): 3 clusters Score: Raw -308553.098977 + Penalty 225.545717 = -308327.553260 nChanged 31 SP:Iteration 19Q (25.958082 sec): 3 clusters Score: Raw -308568.782295 + Penalty 227.730943 = -308341.051352 nChanged 39 SP:Iteration 20F (25.971520 sec): 3 clusters Score: Raw -308598.722566 + Penalty 233.764783 = -308364.957782 nChanged 58 SP:Iteration 21Q (25.985113 sec): 3 clusters Score: Raw -308681.817477 + Penalty 245.172950 = -308436.644527 nChanged 82 SP:Iteration 22Q (25.998711 sec): 3 clusters Score: Raw -308813.875296 + Penalty 255.444231 = -308558.431065 nChanged 83 SP:Iteration 23Q (26.011215 sec): 3 clusters Score: Raw -308894.448188 + Penalty 251.793066 = -308642.655122 nChanged 88 SP:Iteration 24Q (26.022840 sec): 3 clusters Score: Raw -308980.964742 + Penalty 269.599665 = -308711.365077 nChanged 60 SP:Iteration 25Q (26.034134 sec): 3 clusters Score: Raw -309034.973222 + Penalty 292.742998 = -308742.230225 nChanged 18 SP:Iteration 26Q (26.045359 sec): 3 clusters Score: Raw -309049.911607 + Penalty 309.771623 = -308740.139985 nChanged 11 SP:Iteration 27F (26.059210 sec): 3 clusters Score: Raw -309057.627976 + Penalty 321.242602 = -308736.385373 nChanged 3 SP:Iteration 28F (26.072652 sec): 3 clusters Score: Raw -309059.251643 + Penalty 338.118018 = -308721.133625 nChanged 6 SP:Iteration 29F (26.086083 sec): 3 clusters Score: Raw -309062.846048 + Penalty 393.284135 = -308669.561912 nChanged 3 SP:Iteration 30F (26.099548 sec): 3 clusters Score: Raw -309065.791225 + Penalty 334.905088 = -308730.886137 nChanged 3 SP:Iteration 31Q (26.110303 sec): 3 clusters Score: Raw -309068.424739 + Penalty 334.905088 = -308733.519650 nChanged 0 SP:Iteration 32F (26.123838 sec): 3 clusters Score: Raw -309068.424739 + Penalty 334.905088 = -308733.519650 nChanged 0 Memory request: 0.03 GB would take us to total of 0.41 GB. Trying to split cluster 2 (6295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.146461 sec): 2 clusters Score: Raw -259059.783800 + Penalty 191.608751 = -258868.175049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.158022 sec): 3 clusters Score: Raw -254849.028376 + Penalty 381.897644 = -254467.130732 nChanged 2959 SP:Iteration 1F (26.169242 sec): 3 clusters Score: Raw -256722.181496 + Penalty 379.952056 = -256342.229440 nChanged 691 SP:Iteration 2F (26.180490 sec): 3 clusters Score: Raw -257246.417211 + Penalty 377.698452 = -256868.718759 nChanged 392 SP:Iteration 3F (26.191728 sec): 3 clusters Score: Raw -257552.296800 + Penalty 375.830579 = -257176.466221 nChanged 305 SP:Iteration 4Q (26.202949 sec): 3 clusters Score: Raw -257776.128163 + Penalty 373.567720 = -257402.560442 nChanged 206 SP:Iteration 5Q (26.214073 sec): 3 clusters Score: Raw -257844.188620 + Penalty 371.716648 = -257472.471971 nChanged 106 SP:Iteration 6Q (26.225069 sec): 3 clusters Score: Raw -257874.260574 + Penalty 370.087858 = -257504.172715 nChanged 83 SP:Iteration 7Q (26.236035 sec): 3 clusters Score: Raw -257891.027528 + Penalty 368.041663 = -257522.985866 nChanged 86 SP:Iteration 8Q (26.247086 sec): 3 clusters Score: Raw -257906.623228 + Penalty 366.246076 = -257540.377152 nChanged 79 SP:Iteration 9Q (26.258461 sec): 3 clusters Score: Raw -257922.160836 + Penalty 365.076127 = -257557.084709 nChanged 76 SP:Iteration 10F (26.269860 sec): 3 clusters Score: Raw -257935.783295 + Penalty 363.707389 = -257572.075906 nChanged 71 SP:Iteration 11Q (26.280863 sec): 3 clusters Score: Raw -257948.412362 + Penalty 362.820417 = -257585.591945 nChanged 68 SP:Iteration 12Q (26.291865 sec): 3 clusters Score: Raw -257962.212030 + Penalty 361.174307 = -257601.037723 nChanged 73 SP:Iteration 13Q (26.302888 sec): 3 clusters Score: Raw -257980.863872 + Penalty 359.717160 = -257621.146712 nChanged 71 SP:Iteration 14Q (26.313854 sec): 3 clusters Score: Raw -257997.437803 + Penalty 358.864130 = -257638.573674 nChanged 73 SP:Iteration 15Q (26.324721 sec): 3 clusters Score: Raw -258012.101750 + Penalty 358.116623 = -257653.985127 nChanged 73 SP:Iteration 16Q (26.335724 sec): 3 clusters Score: Raw -258025.928603 + Penalty 357.646448 = -257668.282154 nChanged 69 SP:Iteration 17Q (26.346709 sec): 3 clusters Score: Raw -258038.975303 + Penalty 357.654210 = -257681.321094 nChanged 65 SP:Iteration 18Q (26.357645 sec): 3 clusters Score: Raw -258052.109956 + Penalty 357.675454 = -257694.434502 nChanged 75 SP:Iteration 19Q (26.368654 sec): 3 clusters Score: Raw -258065.806754 + Penalty 357.252542 = -257708.554212 nChanged 64 SP:Iteration 20F (26.380046 sec): 3 clusters Score: Raw -258077.369525 + Penalty 357.322287 = -257720.047238 nChanged 55 SP:Iteration 21Q (26.391024 sec): 3 clusters Score: Raw -258086.681864 + Penalty 357.384335 = -257729.297529 nChanged 62 SP:Iteration 22Q (26.401996 sec): 3 clusters Score: Raw -258096.499677 + Penalty 357.174960 = -257739.324717 nChanged 50 SP:Iteration 23Q (26.412981 sec): 3 clusters Score: Raw -258102.726422 + Penalty 356.614490 = -257746.111932 nChanged 34 SP:Iteration 24Q (26.423940 sec): 3 clusters Score: Raw -258108.673049 + Penalty 355.799184 = -257752.873864 nChanged 36 SP:Iteration 25Q (26.434955 sec): 3 clusters Score: Raw -258114.181567 + Penalty 354.888508 = -257759.293059 nChanged 33 SP:Iteration 26Q (26.445948 sec): 3 clusters Score: Raw -258117.741797 + Penalty 354.272616 = -257763.469181 nChanged 28 SP:Iteration 27Q (26.456948 sec): 3 clusters Score: Raw -258121.383011 + Penalty 353.009385 = -257768.373626 nChanged 37 SP:Iteration 28Q (26.468379 sec): 3 clusters Score: Raw -258128.025160 + Penalty 351.728713 = -257776.296447 nChanged 43 SP:Iteration 29Q (26.479197 sec): 3 clusters Score: Raw -258133.689823 + Penalty 349.929146 = -257783.760677 nChanged 45 SP:Iteration 30F (26.490383 sec): 3 clusters Score: Raw -258138.608374 + Penalty 347.996390 = -257790.611983 nChanged 41 SP:Iteration 31Q (26.501219 sec): 3 clusters Score: Raw -258143.081626 + Penalty 346.555743 = -257796.525883 nChanged 38 SP:Iteration 32Q (26.512063 sec): 3 clusters Score: Raw -258147.510071 + Penalty 344.962142 = -257802.547929 nChanged 39 SP:Iteration 33Q (26.522837 sec): 3 clusters Score: Raw -258153.021464 + Penalty 343.179308 = -257809.842156 nChanged 43 SP:Iteration 34Q (26.533606 sec): 3 clusters Score: Raw -258159.636329 + Penalty 341.168558 = -257818.467771 nChanged 50 SP:Iteration 35Q (26.544357 sec): 3 clusters Score: Raw -258167.970705 + Penalty 338.623975 = -257829.346729 nChanged 57 SP:Iteration 36Q (26.555228 sec): 3 clusters Score: Raw -258178.958039 + Penalty 335.467082 = -257843.490957 nChanged 70 SP:Iteration 37Q (26.566133 sec): 3 clusters Score: Raw -258191.050594 + Penalty 333.287169 = -257857.763425 nChanged 61 SP:Iteration 38Q (26.576804 sec): 3 clusters Score: Raw -258203.025567 + Penalty 331.028234 = -257871.997334 nChanged 62 SP:Iteration 39Q (26.587438 sec): 3 clusters Score: Raw -258219.269911 + Penalty 328.026057 = -257891.243854 nChanged 75 SP:Iteration 40F (26.598623 sec): 3 clusters Score: Raw -258243.785737 + Penalty 324.865432 = -257918.920304 nChanged 79 SP:Iteration 41Q (26.609168 sec): 3 clusters Score: Raw -258269.534049 + Penalty 321.802957 = -257947.731093 nChanged 72 SP:Iteration 42Q (26.619664 sec): 3 clusters Score: Raw -258295.936011 + Penalty 319.401601 = -257976.534410 nChanged 80 SP:Iteration 43Q (26.630117 sec): 3 clusters Score: Raw -258328.054192 + Penalty 315.697137 = -258012.357055 nChanged 84 SP:Iteration 44Q (26.640512 sec): 3 clusters Score: Raw -258364.264099 + Penalty 312.907139 = -258051.356960 nChanged 92 SP:Iteration 45Q (26.650947 sec): 3 clusters Score: Raw -258397.029232 + Penalty 309.963288 = -258087.065944 nChanged 96 SP:Iteration 46Q (26.661350 sec): 3 clusters Score: Raw -258432.814166 + Penalty 306.264022 = -258126.550144 nChanged 94 SP:Iteration 47Q (26.672127 sec): 3 clusters Score: Raw -258476.070199 + Penalty 303.161683 = -258172.908515 nChanged 88 SP:Iteration 48Q (26.682248 sec): 3 clusters Score: Raw -258519.456805 + Penalty 299.444320 = -258220.012485 nChanged 92 SP:Iteration 49Q (26.692258 sec): 3 clusters Score: Raw -258574.315643 + Penalty 297.078716 = -258277.236927 nChanged 92 SP:Iteration 50F (26.703447 sec): 3 clusters Score: Raw -258650.581998 + Penalty 292.708169 = -258357.873830 nChanged 94 SP:Iteration 51Q (26.713300 sec): 3 clusters Score: Raw -258743.398508 + Penalty 286.994941 = -258456.403566 nChanged 85 SP:Iteration 52Q (26.723092 sec): 3 clusters Score: Raw -258822.471208 + Penalty 280.140600 = -258542.330608 nChanged 85 SP:Iteration 53Q (26.732633 sec): 3 clusters Score: Raw -258889.725373 + Penalty 274.467466 = -258615.257907 nChanged 86 SP:Iteration 54Q (26.742055 sec): 3 clusters Score: Raw -258938.202792 + Penalty 269.479452 = -258668.723341 nChanged 68 SP:Iteration 55Q (26.751436 sec): 3 clusters Score: Raw -258969.206521 + Penalty 267.593799 = -258701.612721 nChanged 60 SP:Iteration 56Q (26.760681 sec): 3 clusters Score: Raw -258995.556359 + Penalty 265.500892 = -258730.055467 nChanged 52 SP:Iteration 57Q (26.770184 sec): 3 clusters Score: Raw -259018.697875 + Penalty 263.356327 = -258755.341548 nChanged 44 SP:Iteration 58Q (26.779489 sec): 3 clusters Score: Raw -259037.074331 + Penalty 257.846076 = -258779.228255 nChanged 42 SP:Iteration 59Q (26.788758 sec): 3 clusters Score: Raw -259053.872626 + Penalty 256.840592 = -258797.032034 nChanged 31 SP:Iteration 60F (26.799884 sec): 3 clusters Score: Raw -259064.814109 + Penalty 256.124762 = -258808.689348 nChanged 30 SP:Iteration 61Q (26.808931 sec): 3 clusters Score: Raw -259074.174841 + Penalty 255.346489 = -258818.828351 nChanged 17 SP:Iteration 62Q (26.817986 sec): 3 clusters Score: Raw -259078.602190 + Penalty 255.230224 = -258823.371966 nChanged 16 SP:Iteration 63Q (26.826979 sec): 3 clusters Score: Raw -259082.167177 + Penalty 254.901713 = -258827.265464 nChanged 10 SP:Iteration 64Q (26.835946 sec): 3 clusters Score: Raw -259084.119113 + Penalty 254.406596 = -258829.712517 nChanged 7 SP:Iteration 65Q (26.844915 sec): 3 clusters Score: Raw -259085.761772 + Penalty 254.146123 = -258831.615648 nChanged 8 SP:Iteration 66Q (26.853914 sec): 3 clusters Score: Raw -259087.568057 + Penalty 254.350818 = -258833.217239 nChanged 9 SP:Iteration 67Q (26.863012 sec): 3 clusters Score: Raw -259090.278180 + Penalty 254.065671 = -258836.212509 nChanged 7 SP:Iteration 68Q (26.872229 sec): 3 clusters Score: Raw -259092.232462 + Penalty 254.054761 = -258838.177701 nChanged 4 SP:Iteration 69Q (26.881260 sec): 3 clusters Score: Raw -259093.029998 + Penalty 254.109948 = -258838.920050 nChanged 2 SP:Iteration 70F (26.892420 sec): 3 clusters Score: Raw -259093.437199 + Penalty 254.166892 = -258839.270307 nChanged 2 SP:Iteration 71Q (26.901343 sec): 3 clusters Score: Raw -259093.865800 + Penalty 254.194807 = -258839.670992 nChanged 5 SP:Iteration 72Q (26.910274 sec): 3 clusters Score: Raw -259094.815170 + Penalty 254.289078 = -258840.526092 nChanged 3 SP:Iteration 73Q (26.919238 sec): 3 clusters Score: Raw -259095.126413 + Penalty 254.354371 = -258840.772042 nChanged 2 SP:Iteration 74Q (26.928142 sec): 3 clusters Score: Raw -259095.348705 + Penalty 254.387769 = -258840.960936 nChanged 1 SP:Iteration 75Q (26.937049 sec): 3 clusters Score: Raw -259095.473204 + Penalty 254.387769 = -258841.085436 nChanged 0 SP:Iteration 76F (26.948166 sec): 3 clusters Score: Raw -259095.473204 + Penalty 254.387769 = -258841.085436 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 3 (4432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.964986 sec): 2 clusters Score: Raw -190651.179581 + Penalty 228.447640 = -190422.731941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.973145 sec): 3 clusters Score: Raw -187726.157233 + Penalty 464.173988 = -187261.983246 nChanged 2072 SP:Iteration 1F (26.981190 sec): 3 clusters Score: Raw -189247.108710 + Penalty 464.352227 = -188782.756483 nChanged 726 SP:Iteration 2F (26.989120 sec): 3 clusters Score: Raw -189943.167888 + Penalty 459.847694 = -189483.320194 nChanged 487 SP:Iteration 3F (26.997039 sec): 3 clusters Score: Raw -190414.334556 + Penalty 458.387515 = -189955.947041 nChanged 273 SP:Iteration 4F (27.004994 sec): 3 clusters Score: Raw -190582.301774 + Penalty 457.685179 = -190124.616595 nChanged 136 SP:Iteration 5Q (27.012510 sec): 3 clusters Score: Raw -190641.013598 + Penalty 457.962799 = -190183.050799 nChanged 65 SP:Iteration 6Q (27.019994 sec): 3 clusters Score: Raw -190654.241140 + Penalty 458.703113 = -190195.538027 nChanged 38 SP:Iteration 7Q (27.027617 sec): 3 clusters Score: Raw -190659.470592 + Penalty 459.397520 = -190200.073071 nChanged 27 SP:Iteration 8Q (27.035077 sec): 3 clusters Score: Raw -190662.159102 + Penalty 460.074907 = -190202.084195 nChanged 13 SP:Iteration 9Q (27.042527 sec): 3 clusters Score: Raw -190663.310867 + Penalty 460.609694 = -190202.701172 nChanged 11 SP:Iteration 10F (27.050643 sec): 3 clusters Score: Raw -190664.183417 + Penalty 461.109957 = -190203.073460 nChanged 10 SP:Iteration 11Q (27.058410 sec): 3 clusters Score: Raw -190664.811576 + Penalty 461.600480 = -190203.211096 nChanged 10 SP:Iteration 12Q (27.066028 sec): 3 clusters Score: Raw -190665.274736 + Penalty 461.810156 = -190203.464580 nChanged 4 SP:Iteration 13Q (27.073513 sec): 3 clusters Score: Raw -190665.496825 + Penalty 462.018362 = -190203.478463 nChanged 4 SP:Iteration 14Q (27.081280 sec): 3 clusters Score: Raw -190665.622892 + Penalty 462.249114 = -190203.373778 nChanged 5 SP:Iteration 15F (27.089196 sec): 3 clusters Score: Raw -190665.797623 + Penalty 462.403732 = -190203.393891 nChanged 3 SP:Iteration 16Q (27.096628 sec): 3 clusters Score: Raw -190665.992443 + Penalty 462.510389 = -190203.482054 nChanged 2 SP:Iteration 17Q (27.104058 sec): 3 clusters Score: Raw -190666.071313 + Penalty 462.566681 = -190203.504631 nChanged 1 SP:Iteration 18Q (27.111489 sec): 3 clusters Score: Raw -190666.121421 + Penalty 462.649076 = -190203.472345 nChanged 2 SP:Iteration 19F (27.119394 sec): 3 clusters Score: Raw -190666.237112 + Penalty 462.649076 = -190203.588036 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 4 (1629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.130744 sec): 2 clusters Score: Raw -70221.793921 + Penalty 190.969516 = -70030.824405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.133787 sec): 3 clusters Score: Raw -69161.579406 + Penalty 391.560645 = -68770.018761 nChanged 723 SP:Iteration 1F (27.136769 sec): 3 clusters Score: Raw -69625.388404 + Penalty 389.509613 = -69235.878790 nChanged 173 SP:Iteration 2F (27.139744 sec): 3 clusters Score: Raw -69721.033696 + Penalty 380.922484 = -69340.111212 nChanged 150 SP:Iteration 3F (27.142714 sec): 3 clusters Score: Raw -69883.765538 + Penalty 379.782631 = -69503.982907 nChanged 142 SP:Iteration 4F (27.145668 sec): 3 clusters Score: Raw -70049.953895 + Penalty 354.342902 = -69695.610993 nChanged 76 SP:Iteration 5Q (27.148636 sec): 3 clusters Score: Raw -70130.571511 + Penalty 344.392584 = -69786.178927 nChanged 38 SP:Iteration 6Q (27.151612 sec): 3 clusters Score: Raw -70172.553330 + Penalty 333.466587 = -69839.086743 nChanged 28 SP:Iteration 7Q (27.154507 sec): 3 clusters Score: Raw -70206.769315 + Penalty 341.519434 = -69865.249881 nChanged 4 SP:Iteration 8Q (27.156923 sec): 3 clusters Score: Raw -70211.235126 + Penalty 349.733773 = -69861.501353 nChanged 4 SP:Iteration 9F (27.160268 sec): 3 clusters Score: Raw -70216.454756 + Penalty 354.855200 = -69861.599556 nChanged 2 SP:Iteration 10F (27.163615 sec): 3 clusters Score: Raw -70216.371091 + Penalty 361.290085 = -69855.081006 nChanged 1 SP:Iteration 11F (27.166959 sec): 3 clusters Score: Raw -70216.454728 + Penalty 369.123852 = -69847.330876 nChanged 1 SP:Iteration 12F (27.170305 sec): 3 clusters Score: Raw -70217.059097 + Penalty 369.123852 = -69847.935245 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 5 (2823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.183549 sec): 2 clusters Score: Raw -120507.699064 + Penalty 245.265227 = -120262.433837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.188790 sec): 3 clusters Score: Raw -118687.113280 + Penalty 505.752475 = -118181.360805 nChanged 1280 SP:Iteration 1F (27.193890 sec): 3 clusters Score: Raw -119710.589783 + Penalty 537.841853 = -119172.747929 nChanged 396 SP:Iteration 2F (27.198966 sec): 3 clusters Score: Raw -120103.748824 + Penalty 562.449420 = -119541.299404 nChanged 158 SP:Iteration 3F (27.204048 sec): 3 clusters Score: Raw -120326.206863 + Penalty 569.739331 = -119756.467532 nChanged 57 SP:Iteration 4Q (27.208529 sec): 3 clusters Score: Raw -120362.315030 + Penalty 571.253546 = -119791.061484 nChanged 43 SP:Iteration 5Q (27.213290 sec): 3 clusters Score: Raw -120385.080898 + Penalty 571.419675 = -119813.661223 nChanged 32 SP:Iteration 6Q (27.217604 sec): 3 clusters Score: Raw -120399.137731 + Penalty 577.443328 = -119821.694403 nChanged 30 SP:Iteration 7Q (27.221879 sec): 3 clusters Score: Raw -120414.695164 + Penalty 597.309149 = -119817.386014 nChanged 30 SP:Iteration 8F (27.226977 sec): 3 clusters Score: Raw -120432.413805 + Penalty 613.082523 = -119819.331283 nChanged 27 SP:Iteration 9Q (27.231172 sec): 3 clusters Score: Raw -120449.330261 + Penalty 640.262967 = -119809.067294 nChanged 26 SP:Iteration 10F (27.236247 sec): 3 clusters Score: Raw -120463.147446 + Penalty 654.790838 = -119808.356607 nChanged 17 SP:Iteration 11F (27.241311 sec): 3 clusters Score: Raw -120472.832552 + Penalty 675.360406 = -119797.472146 nChanged 16 SP:Iteration 12F (27.246380 sec): 3 clusters Score: Raw -120486.340957 + Penalty 690.181407 = -119796.159551 nChanged 15 SP:Iteration 13F (27.251443 sec): 3 clusters Score: Raw -120499.506300 + Penalty 700.029771 = -119799.476530 nChanged 6 SP:Iteration 14Q (27.255482 sec): 3 clusters Score: Raw -120506.164105 + Penalty 700.775264 = -119805.388840 nChanged 5 SP:Iteration 15Q (27.259541 sec): 3 clusters Score: Raw -120512.121460 + Penalty 687.386587 = -119824.734874 nChanged 6 SP:Iteration 16Q (27.263654 sec): 3 clusters Score: Raw -120518.466363 + Penalty 714.237641 = -119804.228721 nChanged 4 SP:Iteration 17F (27.268724 sec): 3 clusters Score: Raw -120525.181488 + Penalty 723.554294 = -119801.627194 nChanged 4 SP:Iteration 18F (27.273782 sec): 3 clusters Score: Raw -120531.227282 + Penalty 724.209115 = -119807.018167 nChanged 1 SP:Iteration 19Q (27.277854 sec): 3 clusters Score: Raw -120533.303523 + Penalty 724.209115 = -119809.094408 nChanged 0 SP:Iteration 20F (27.283261 sec): 3 clusters Score: Raw -120533.303523 + Penalty 724.209115 = -119809.094408 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 6 (4264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.306110 sec): 2 clusters Score: Raw -209337.565177 + Penalty 387.061966 = -208950.503211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.313872 sec): 3 clusters Score: Raw -206492.922392 + Penalty 826.571363 = -205666.351029 nChanged 1893 SP:Iteration 1F (27.321530 sec): 3 clusters Score: Raw -208094.058543 + Penalty 883.441199 = -207210.617344 nChanged 594 SP:Iteration 2F (27.329120 sec): 3 clusters Score: Raw -208660.879797 + Penalty 915.800109 = -207745.079689 nChanged 325 SP:Iteration 3F (27.336667 sec): 3 clusters Score: Raw -208931.335400 + Penalty 927.346231 = -208003.989169 nChanged 156 SP:Iteration 4Q (27.344105 sec): 3 clusters Score: Raw -209006.654316 + Penalty 931.245553 = -208075.408763 nChanged 94 SP:Iteration 5Q (27.351134 sec): 3 clusters Score: Raw -209031.726396 + Penalty 933.453591 = -208098.272805 nChanged 78 SP:Iteration 6Q (27.358080 sec): 3 clusters Score: Raw -209043.471996 + Penalty 936.800360 = -208106.671635 nChanged 72 SP:Iteration 7Q (27.364964 sec): 3 clusters Score: Raw -209053.781943 + Penalty 940.804697 = -208112.977246 nChanged 82 SP:Iteration 8Q (27.371631 sec): 3 clusters Score: Raw -209070.684423 + Penalty 954.665586 = -208116.018837 nChanged 101 SP:Iteration 9Q (27.378293 sec): 3 clusters Score: Raw -209098.322974 + Penalty 973.846110 = -208124.476864 nChanged 90 SP:Iteration 10F (27.385902 sec): 3 clusters Score: Raw -209124.527139 + Penalty 998.908864 = -208125.618275 nChanged 84 SP:Iteration 11Q (27.392393 sec): 3 clusters Score: Raw -209152.447242 + Penalty 1029.690793 = -208122.756449 nChanged 77 SP:Iteration 12F (27.399928 sec): 3 clusters Score: Raw -209182.317506 + Penalty 1068.514151 = -208113.803355 nChanged 73 SP:Iteration 13F (27.407560 sec): 3 clusters Score: Raw -209229.762199 + Penalty 1091.888846 = -208137.873353 nChanged 60 SP:Iteration 14Q (27.413625 sec): 3 clusters Score: Raw -209283.732545 + Penalty 1134.661117 = -208149.071428 nChanged 46 SP:Iteration 15Q (27.419581 sec): 3 clusters Score: Raw -209325.923297 + Penalty 1100.538489 = -208225.384807 nChanged 14 SP:Iteration 16Q (27.426480 sec): 3 clusters Score: Raw -209341.742829 + Penalty 1095.640436 = -208246.102393 nChanged 5 SP:Iteration 17Q (27.433392 sec): 3 clusters Score: Raw -209347.104366 + Penalty 1095.640436 = -208251.463931 nChanged 0 SP:Iteration 18F (27.441966 sec): 3 clusters Score: Raw -209347.104366 + Penalty 1095.640436 = -208251.463931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 7 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.447266 sec): 2 clusters Score: Raw -19593.780454 + Penalty 185.989740 = -19407.790714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.448303 sec): 3 clusters Score: Raw -19354.244555 + Penalty 372.994147 = -18981.250408 nChanged 192 SP:Iteration 1F (27.449303 sec): 3 clusters Score: Raw -19518.262995 + Penalty 373.144968 = -19145.118027 nChanged 49 SP:Iteration 2F (27.450303 sec): 3 clusters Score: Raw -19551.677428 + Penalty 374.578801 = -19177.098626 nChanged 29 SP:Iteration 3F (27.451302 sec): 3 clusters Score: Raw -19568.726835 + Penalty 372.845243 = -19195.881592 nChanged 19 SP:Iteration 4Q (27.452293 sec): 3 clusters Score: Raw -19577.253623 + Penalty 372.282047 = -19204.971576 nChanged 9 SP:Iteration 5Q (27.453277 sec): 3 clusters Score: Raw -19583.197431 + Penalty 368.597793 = -19214.599638 nChanged 11 SP:Iteration 6Q (27.454261 sec): 3 clusters Score: Raw -19590.741615 + Penalty 366.253394 = -19224.488221 nChanged 15 SP:Iteration 7Q (27.455243 sec): 3 clusters Score: Raw -19597.367495 + Penalty 364.628274 = -19232.739221 nChanged 10 SP:Iteration 8Q (27.456225 sec): 3 clusters Score: Raw -19599.760896 + Penalty 364.643413 = -19235.117484 nChanged 4 SP:Iteration 9Q (27.457206 sec): 3 clusters Score: Raw -19600.751813 + Penalty 364.704885 = -19236.046928 nChanged 4 SP:Iteration 10F (27.458205 sec): 3 clusters Score: Raw -19602.368391 + Penalty 364.035221 = -19238.333170 nChanged 5 SP:Iteration 11Q (27.459212 sec): 3 clusters Score: Raw -19603.886904 + Penalty 363.309347 = -19240.577558 nChanged 6 SP:Iteration 12Q (27.460200 sec): 3 clusters Score: Raw -19605.253096 + Penalty 364.967382 = -19240.285715 nChanged 4 SP:Iteration 13F (27.461199 sec): 3 clusters Score: Raw -19606.488135 + Penalty 365.330403 = -19241.157731 nChanged 7 SP:Iteration 14Q (27.462190 sec): 3 clusters Score: Raw -19609.203678 + Penalty 365.811057 = -19243.392621 nChanged 7 SP:Iteration 15Q (27.463178 sec): 3 clusters Score: Raw -19613.056406 + Penalty 363.060313 = -19249.996093 nChanged 9 SP:Iteration 16Q (27.464166 sec): 3 clusters Score: Raw -19616.882447 + Penalty 364.280618 = -19252.601829 nChanged 2 SP:Iteration 17Q (27.465152 sec): 3 clusters Score: Raw -19617.377909 + Penalty 365.223391 = -19252.154518 nChanged 1 SP:Iteration 18F (27.466150 sec): 3 clusters Score: Raw -19617.599694 + Penalty 365.223391 = -19252.376302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 8 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.466778 sec): 2 clusters Score: Raw -1558.318780 + Penalty 223.673506 = -1334.645273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.467090 sec): 3 clusters Score: Raw -1545.797561 + Penalty 450.603599 = -1095.193962 nChanged 1 SP:Iteration 1Q (27.467357 sec): 3 clusters Score: Raw -1547.852165 + Penalty 456.028619 = -1091.823546 nChanged 1 SP:Iteration 2F (27.467620 sec): 3 clusters Score: Raw -1549.232812 + Penalty 463.553142 = -1085.679671 nChanged 1 SP:Iteration 3F (27.467882 sec): 3 clusters Score: Raw -1551.463114 + Penalty 472.592570 = -1078.870544 nChanged 1 SP:Iteration 4F (27.468144 sec): 3 clusters Score: Raw -1552.298370 + Penalty 487.237902 = -1065.060468 nChanged 1 SP:Iteration 5F (27.468409 sec): 3 clusters Score: Raw -1555.016260 + Penalty 502.899062 = -1052.117198 nChanged 1 SP:Iteration 6F (27.468676 sec): 3 clusters Score: Raw -1558.480537 + Penalty 502.899062 = -1055.581475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 9 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.471422 sec): 2 clusters Score: Raw -24853.040564 + Penalty 815.854454 = -24037.186110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.472535 sec): 3 clusters Score: Raw -24525.554238 + Penalty 1634.347048 = -22891.207190 nChanged 153 SP:Iteration 1F (27.473604 sec): 3 clusters Score: Raw -24724.491143 + Penalty 1638.894005 = -23085.597138 nChanged 46 SP:Iteration 2F (27.474673 sec): 3 clusters Score: Raw -24812.285595 + Penalty 1644.329248 = -23167.956346 nChanged 44 SP:Iteration 3F (27.475732 sec): 3 clusters Score: Raw -24907.810261 + Penalty 1650.324688 = -23257.485572 nChanged 24 SP:Iteration 4Q (27.476734 sec): 3 clusters Score: Raw -24965.392692 + Penalty 1654.836123 = -23310.556569 nChanged 18 SP:Iteration 5Q (27.477712 sec): 3 clusters Score: Raw -25002.299799 + Penalty 1656.559256 = -23345.740543 nChanged 6 SP:Iteration 6Q (27.478685 sec): 3 clusters Score: Raw -25011.368291 + Penalty 1656.656286 = -23354.712005 nChanged 4 SP:Iteration 7Q (27.479644 sec): 3 clusters Score: Raw -25019.948317 + Penalty 1656.595000 = -23363.353317 nChanged 1 SP:Iteration 8Q (27.480619 sec): 3 clusters Score: Raw -25023.213966 + Penalty 1656.595000 = -23366.618965 nChanged 0 SP:Iteration 9F (27.481689 sec): 3 clusters Score: Raw -25023.213966 + Penalty 1656.595000 = -23366.618965 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 10 (975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.486827 sec): 2 clusters Score: Raw -39076.463802 + Penalty 272.808560 = -38803.655242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.488876 sec): 3 clusters Score: Raw -38502.548288 + Penalty 562.028610 = -37940.519677 nChanged 409 SP:Iteration 1F (27.490741 sec): 3 clusters Score: Raw -38836.042501 + Penalty 587.914578 = -38248.127923 nChanged 167 SP:Iteration 2F (27.492611 sec): 3 clusters Score: Raw -39040.416624 + Penalty 598.637091 = -38441.779534 nChanged 82 SP:Iteration 3F (27.494472 sec): 3 clusters Score: Raw -39102.321596 + Penalty 602.536286 = -38499.785309 nChanged 38 SP:Iteration 4Q (27.496277 sec): 3 clusters Score: Raw -39127.422055 + Penalty 602.993859 = -38524.428196 nChanged 20 SP:Iteration 5Q (27.498070 sec): 3 clusters Score: Raw -39138.526222 + Penalty 601.710857 = -38536.815365 nChanged 19 SP:Iteration 6Q (27.499857 sec): 3 clusters Score: Raw -39151.084903 + Penalty 599.831731 = -38551.253172 nChanged 14 SP:Iteration 7Q (27.501638 sec): 3 clusters Score: Raw -39158.997615 + Penalty 598.297605 = -38560.700011 nChanged 10 SP:Iteration 8Q (27.503414 sec): 3 clusters Score: Raw -39162.940101 + Penalty 596.459684 = -38566.480418 nChanged 9 SP:Iteration 9Q (27.505189 sec): 3 clusters Score: Raw -39165.687938 + Penalty 594.001058 = -38571.686879 nChanged 6 SP:Iteration 10F (27.507049 sec): 3 clusters Score: Raw -39167.077391 + Penalty 593.563603 = -38573.513787 nChanged 5 SP:Iteration 11Q (27.508813 sec): 3 clusters Score: Raw -39167.625476 + Penalty 593.174352 = -38574.451124 nChanged 1 SP:Iteration 12Q (27.510609 sec): 3 clusters Score: Raw -39167.691074 + Penalty 592.979777 = -38574.711298 nChanged 1 SP:Iteration 13Q (27.512378 sec): 3 clusters Score: Raw -39167.870826 + Penalty 592.979777 = -38574.891050 nChanged 0 SP:Iteration 14F (27.514238 sec): 3 clusters Score: Raw -39167.870826 + Penalty 592.979777 = -38574.891050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 11 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.516142 sec): 2 clusters Score: Raw -2260.897488 + Penalty 267.182069 = -1993.715418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.516453 sec): 3 clusters Score: Raw -2248.045579 + Penalty 545.701992 = -1702.343588 nChanged 5 SP:Iteration 1F (27.516782 sec): 3 clusters Score: Raw -2259.815931 + Penalty 556.956407 = -1702.859523 nChanged 1 SP:Iteration 2Q (27.517075 sec): 3 clusters Score: Raw -2261.470178 + Penalty 556.956407 = -1704.513771 nChanged 0 SP:Iteration 3F (27.517380 sec): 3 clusters Score: Raw -2261.470178 + Penalty 556.956407 = -1704.513771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 12 (484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.519195 sec): 2 clusters Score: Raw -24205.303846 + Penalty 550.119624 = -23655.184222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.520256 sec): 3 clusters Score: Raw -23814.215185 + Penalty 1100.229609 = -22713.985577 nChanged 146 SP:Iteration 1F (27.521301 sec): 3 clusters Score: Raw -24040.823109 + Penalty 1098.402679 = -22942.420431 nChanged 63 SP:Iteration 2F (27.522350 sec): 3 clusters Score: Raw -24181.188917 + Penalty 1090.644412 = -23090.544505 nChanged 47 SP:Iteration 3F (27.523393 sec): 3 clusters Score: Raw -24268.821036 + Penalty 1077.603194 = -23191.217841 nChanged 33 SP:Iteration 4F (27.524434 sec): 3 clusters Score: Raw -24321.170310 + Penalty 1060.621411 = -23260.548900 nChanged 16 SP:Iteration 5Q (27.525370 sec): 3 clusters Score: Raw -24396.518989 + Penalty 1064.357346 = -23332.161643 nChanged 14 SP:Iteration 6Q (27.526233 sec): 3 clusters Score: Raw -24503.335866 + Penalty 1066.588490 = -23436.747376 nChanged 9 SP:Iteration 7Q (27.527079 sec): 3 clusters Score: Raw -24558.593347 + Penalty 1065.029252 = -23493.564096 nChanged 4 SP:Iteration 8Q (27.527922 sec): 3 clusters Score: Raw -24570.535977 + Penalty 1065.029252 = -23505.506725 nChanged 0 SP:Iteration 9F (27.528963 sec): 3 clusters Score: Raw -24570.535977 + Penalty 1065.029252 = -23505.506725 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 13 (665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.531371 sec): 2 clusters Score: Raw -31193.061051 + Penalty 556.594935 = -30636.466115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.532764 sec): 3 clusters Score: Raw -30686.256022 + Penalty 1111.191930 = -29575.064092 nChanged 212 SP:Iteration 1F (27.534125 sec): 3 clusters Score: Raw -30943.796199 + Penalty 1113.449627 = -29830.346572 nChanged 84 SP:Iteration 2F (27.535484 sec): 3 clusters Score: Raw -31062.376111 + Penalty 1114.190642 = -29948.185469 nChanged 39 SP:Iteration 3F (27.536867 sec): 3 clusters Score: Raw -31107.496140 + Penalty 1115.161377 = -29992.334764 nChanged 32 SP:Iteration 4Q (27.538179 sec): 3 clusters Score: Raw -31144.651735 + Penalty 1117.444720 = -30027.207014 nChanged 17 SP:Iteration 5Q (27.539482 sec): 3 clusters Score: Raw -31159.973451 + Penalty 1118.395156 = -30041.578295 nChanged 9 SP:Iteration 6Q (27.540812 sec): 3 clusters Score: Raw -31163.350174 + Penalty 1120.296367 = -30043.053807 nChanged 4 SP:Iteration 7Q (27.542114 sec): 3 clusters Score: Raw -31164.211194 + Penalty 1121.436452 = -30042.774742 nChanged 5 SP:Iteration 8F (27.543473 sec): 3 clusters Score: Raw -31171.461975 + Penalty 1121.616232 = -30049.845743 nChanged 5 SP:Iteration 9Q (27.544791 sec): 3 clusters Score: Raw -31175.354385 + Penalty 1122.535268 = -30052.819117 nChanged 3 SP:Iteration 10F (27.546180 sec): 3 clusters Score: Raw -31175.230126 + Penalty 1122.769751 = -30052.460375 nChanged 4 SP:Iteration 11F (27.547535 sec): 3 clusters Score: Raw -31174.931672 + Penalty 1122.769751 = -30052.161921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 14 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.548397 sec): 2 clusters Score: Raw -4165.805857 + Penalty 510.339922 = -3655.465935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.548774 sec): 3 clusters Score: Raw -4259.481699 + Penalty 1014.752747 = -3244.728951 nChanged 14 SP:Iteration 1F (27.549145 sec): 3 clusters Score: Raw -4301.949592 + Penalty 1016.110144 = -3285.839448 nChanged 4 SP:Iteration 2Q (27.549493 sec): 3 clusters Score: Raw -4312.907905 + Penalty 1018.436655 = -3294.471250 nChanged 1 SP:Iteration 3Q (27.549851 sec): 3 clusters Score: Raw -4314.667987 + Penalty 1018.436655 = -3296.231332 nChanged 0 SP:Iteration 4F (27.550223 sec): 3 clusters Score: Raw -4314.667987 + Penalty 1018.436655 = -3296.231332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 15 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.550706 sec): 2 clusters Score: Raw -215.572397 + Penalty 159.262737 = -56.309660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.550918 sec): 3 clusters Score: Raw -210.043087 + Penalty 299.272322 = 89.229235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 16 (488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.552845 sec): 2 clusters Score: Raw -24442.607763 + Penalty 778.513751 = -23664.094012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.553965 sec): 3 clusters Score: Raw -24120.782953 + Penalty 1559.690580 = -22561.092374 nChanged 134 SP:Iteration 1F (27.555066 sec): 3 clusters Score: Raw -24297.971971 + Penalty 1563.425046 = -22734.546924 nChanged 45 SP:Iteration 2F (27.556114 sec): 3 clusters Score: Raw -24362.830084 + Penalty 1564.378005 = -22798.452079 nChanged 33 SP:Iteration 3F (27.557165 sec): 3 clusters Score: Raw -24407.402789 + Penalty 1563.571741 = -22843.831048 nChanged 22 SP:Iteration 4Q (27.558189 sec): 3 clusters Score: Raw -24431.630858 + Penalty 1565.135674 = -22866.495184 nChanged 11 SP:Iteration 5Q (27.559202 sec): 3 clusters Score: Raw -24445.024616 + Penalty 1564.739068 = -22880.285548 nChanged 7 SP:Iteration 6Q (27.560207 sec): 3 clusters Score: Raw -24453.478331 + Penalty 1562.969269 = -22890.509062 nChanged 6 SP:Iteration 7Q (27.561215 sec): 3 clusters Score: Raw -24456.279760 + Penalty 1562.663998 = -22893.615761 nChanged 1 SP:Iteration 8Q (27.562252 sec): 3 clusters Score: Raw -24456.803873 + Penalty 1561.467269 = -22895.336604 nChanged 1 SP:Iteration 9Q (27.563297 sec): 3 clusters Score: Raw -24458.835583 + Penalty 1562.853128 = -22895.982455 nChanged 1 SP:Iteration 10F (27.564392 sec): 3 clusters Score: Raw -24458.932047 + Penalty 1563.016512 = -22895.915535 nChanged 1 SP:Iteration 11F (27.565477 sec): 3 clusters Score: Raw -24459.173125 + Penalty 1562.889768 = -22896.283358 nChanged 1 SP:Iteration 12Q (27.566470 sec): 3 clusters Score: Raw -24461.272507 + Penalty 1562.889768 = -22898.382739 nChanged 0 SP:Iteration 13F (27.567518 sec): 3 clusters Score: Raw -24461.272507 + Penalty 1562.889768 = -22898.382739 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 17 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.568029 sec): 2 clusters Score: Raw -147.837618 + Penalty 82.977287 = -64.860331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.568236 sec): 3 clusters Score: Raw -141.398518 + Penalty 180.190962 = 38.792444 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 18 (585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.570331 sec): 2 clusters Score: Raw -30468.032089 + Penalty 642.416163 = -29825.615926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.571578 sec): 3 clusters Score: Raw -30025.328204 + Penalty 1292.664811 = -28732.663392 nChanged 193 SP:Iteration 1F (27.572802 sec): 3 clusters Score: Raw -30281.516454 + Penalty 1304.504501 = -28977.011953 nChanged 82 SP:Iteration 2F (27.574027 sec): 3 clusters Score: Raw -30412.511674 + Penalty 1318.567371 = -29093.944303 nChanged 56 SP:Iteration 3F (27.575258 sec): 3 clusters Score: Raw -30511.819973 + Penalty 1305.865564 = -29205.954409 nChanged 23 SP:Iteration 4Q (27.576387 sec): 3 clusters Score: Raw -30552.752968 + Penalty 1303.570880 = -29249.182087 nChanged 13 SP:Iteration 5Q (27.577438 sec): 3 clusters Score: Raw -30576.161044 + Penalty 1304.294144 = -29271.866901 nChanged 4 SP:Iteration 6Q (27.578452 sec): 3 clusters Score: Raw -30580.157634 + Penalty 1304.427284 = -29275.730349 nChanged 1 SP:Iteration 7Q (27.579457 sec): 3 clusters Score: Raw -30582.308386 + Penalty 1304.427284 = -29277.881102 nChanged 0 SP:Iteration 8F (27.580681 sec): 3 clusters Score: Raw -30582.308386 + Penalty 1304.427284 = -29277.881102 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 19 (1189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.586663 sec): 2 clusters Score: Raw -52438.544658 + Penalty 440.729429 = -51997.815229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.589054 sec): 3 clusters Score: Raw -51774.791190 + Penalty 881.782657 = -50893.008534 nChanged 436 SP:Iteration 1F (27.591436 sec): 3 clusters Score: Raw -52100.612106 + Penalty 880.897154 = -51219.714953 nChanged 128 SP:Iteration 2F (27.593856 sec): 3 clusters Score: Raw -52230.272619 + Penalty 881.178608 = -51349.094011 nChanged 101 SP:Iteration 3F (27.596222 sec): 3 clusters Score: Raw -52316.923394 + Penalty 883.423180 = -51433.500214 nChanged 79 SP:Iteration 4F (27.598453 sec): 3 clusters Score: Raw -52373.090226 + Penalty 885.962991 = -51487.127235 nChanged 53 SP:Iteration 5Q (27.600641 sec): 3 clusters Score: Raw -52401.739165 + Penalty 887.884837 = -51513.854327 nChanged 36 SP:Iteration 6Q (27.602829 sec): 3 clusters Score: Raw -52415.950556 + Penalty 889.367228 = -51526.583328 nChanged 24 SP:Iteration 7Q (27.605377 sec): 3 clusters Score: Raw -52424.538995 + Penalty 889.928070 = -51534.610925 nChanged 16 SP:Iteration 8Q (27.607587 sec): 3 clusters Score: Raw -52430.678189 + Penalty 890.798423 = -51539.879766 nChanged 14 SP:Iteration 9Q (27.609816 sec): 3 clusters Score: Raw -52436.127685 + Penalty 891.817999 = -51544.309686 nChanged 14 SP:Iteration 10F (27.612067 sec): 3 clusters Score: Raw -52441.393729 + Penalty 893.824117 = -51547.569612 nChanged 13 SP:Iteration 11Q (27.614236 sec): 3 clusters Score: Raw -52446.442411 + Penalty 895.828066 = -51550.614346 nChanged 13 SP:Iteration 12Q (27.616396 sec): 3 clusters Score: Raw -52451.285640 + Penalty 898.053106 = -51553.232534 nChanged 12 SP:Iteration 13Q (27.618587 sec): 3 clusters Score: Raw -52456.377132 + Penalty 900.966748 = -51555.410384 nChanged 16 SP:Iteration 14Q (27.620780 sec): 3 clusters Score: Raw -52463.272899 + Penalty 905.174794 = -51558.098106 nChanged 24 SP:Iteration 15Q (27.622977 sec): 3 clusters Score: Raw -52474.269659 + Penalty 909.680464 = -51564.589195 nChanged 25 SP:Iteration 16Q (27.625114 sec): 3 clusters Score: Raw -52485.753172 + Penalty 911.966347 = -51573.786825 nChanged 21 SP:Iteration 17Q (27.627251 sec): 3 clusters Score: Raw -52496.139942 + Penalty 914.311385 = -51581.828558 nChanged 15 SP:Iteration 18Q (27.629426 sec): 3 clusters Score: Raw -52506.177559 + Penalty 915.022612 = -51591.154947 nChanged 17 SP:Iteration 19Q (27.631620 sec): 3 clusters Score: Raw -52515.427853 + Penalty 919.241363 = -51596.186490 nChanged 17 SP:Iteration 20F (27.633935 sec): 3 clusters Score: Raw -52528.090991 + Penalty 922.615070 = -51605.475921 nChanged 18 SP:Iteration 21Q (27.636125 sec): 3 clusters Score: Raw -52537.246872 + Penalty 923.471509 = -51613.775363 nChanged 15 SP:Iteration 22Q (27.638248 sec): 3 clusters Score: Raw -52542.393840 + Penalty 924.554972 = -51617.838867 nChanged 7 SP:Iteration 23Q (27.640348 sec): 3 clusters Score: Raw -52544.911479 + Penalty 925.249369 = -51619.662110 nChanged 7 SP:Iteration 24Q (27.642467 sec): 3 clusters Score: Raw -52546.449801 + Penalty 925.916741 = -51620.533060 nChanged 3 SP:Iteration 25Q (27.644555 sec): 3 clusters Score: Raw -52547.242565 + Penalty 925.733814 = -51621.508751 nChanged 3 SP:Iteration 26Q (27.646641 sec): 3 clusters Score: Raw -52547.894144 + Penalty 926.595857 = -51621.298287 nChanged 2 SP:Iteration 27F (27.648862 sec): 3 clusters Score: Raw -52548.418775 + Penalty 928.181792 = -51620.236983 nChanged 7 SP:Iteration 28F (27.651074 sec): 3 clusters Score: Raw -52551.130157 + Penalty 929.401554 = -51621.728602 nChanged 9 SP:Iteration 29Q (27.653167 sec): 3 clusters Score: Raw -52554.984032 + Penalty 929.740886 = -51625.243146 nChanged 14 SP:Iteration 30F (27.655380 sec): 3 clusters Score: Raw -52561.602748 + Penalty 933.108916 = -51628.493832 nChanged 12 SP:Iteration 31Q (27.657462 sec): 3 clusters Score: Raw -52565.323299 + Penalty 934.703579 = -51630.619720 nChanged 8 SP:Iteration 32Q (27.659535 sec): 3 clusters Score: Raw -52568.052925 + Penalty 935.598612 = -51632.454313 nChanged 3 SP:Iteration 33Q (27.661641 sec): 3 clusters Score: Raw -52569.725798 + Penalty 934.508493 = -51635.217305 nChanged 2 SP:Iteration 34Q (27.663776 sec): 3 clusters Score: Raw -52570.587159 + Penalty 934.413368 = -51636.173791 nChanged 4 SP:Iteration 35Q (27.665872 sec): 3 clusters Score: Raw -52572.099215 + Penalty 935.821554 = -51636.277661 nChanged 3 SP:Iteration 36Q (27.667934 sec): 3 clusters Score: Raw -52573.687538 + Penalty 935.463860 = -51638.223678 nChanged 5 SP:Iteration 37Q (27.669997 sec): 3 clusters Score: Raw -52577.681187 + Penalty 939.229579 = -51638.451608 nChanged 7 SP:Iteration 38Q (27.672167 sec): 3 clusters Score: Raw -52582.526316 + Penalty 940.793733 = -51641.732583 nChanged 6 SP:Iteration 39Q (27.674258 sec): 3 clusters Score: Raw -52586.693782 + Penalty 945.573737 = -51641.120045 nChanged 9 SP:Iteration 40F (27.676487 sec): 3 clusters Score: Raw -52591.435717 + Penalty 946.605385 = -51644.830331 nChanged 8 SP:Iteration 41Q (27.678509 sec): 3 clusters Score: Raw -52595.261940 + Penalty 949.035057 = -51646.226883 nChanged 9 SP:Iteration 42Q (27.680519 sec): 3 clusters Score: Raw -52602.998851 + Penalty 947.787616 = -51655.211235 nChanged 9 SP:Iteration 43Q (27.682513 sec): 3 clusters Score: Raw -52615.198785 + Penalty 948.549750 = -51666.649035 nChanged 8 SP:Iteration 44Q (27.684487 sec): 3 clusters Score: Raw -52619.748130 + Penalty 947.639034 = -51672.109096 nChanged 4 SP:Iteration 45Q (27.686513 sec): 3 clusters Score: Raw -52621.517235 + Penalty 946.928941 = -51674.588294 nChanged 2 SP:Iteration 46Q (27.688492 sec): 3 clusters Score: Raw -52623.216996 + Penalty 946.928941 = -51676.288055 nChanged 0 SP:Iteration 47F (27.690775 sec): 3 clusters Score: Raw -52623.216996 + Penalty 946.928941 = -51676.288055 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 20 (1707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.701556 sec): 2 clusters Score: Raw -83219.510210 + Penalty 762.163438 = -82457.346772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.704730 sec): 3 clusters Score: Raw -82077.850504 + Penalty 1524.855126 = -80552.995378 nChanged 635 SP:Iteration 1F (27.707971 sec): 3 clusters Score: Raw -82496.904675 + Penalty 1528.103138 = -80968.801536 nChanged 210 SP:Iteration 2F (27.711106 sec): 3 clusters Score: Raw -82728.730398 + Penalty 1535.415899 = -81193.314499 nChanged 146 SP:Iteration 3F (27.714216 sec): 3 clusters Score: Raw -82879.323971 + Penalty 1544.614966 = -81334.709004 nChanged 117 SP:Iteration 4F (27.717354 sec): 3 clusters Score: Raw -82985.971488 + Penalty 1561.788303 = -81424.183185 nChanged 114 SP:Iteration 5F (27.720457 sec): 3 clusters Score: Raw -83104.363371 + Penalty 1580.587073 = -81523.776298 nChanged 98 SP:Iteration 6F (27.723554 sec): 3 clusters Score: Raw -83216.507955 + Penalty 1596.946877 = -81619.561077 nChanged 74 SP:Iteration 7Q (27.726484 sec): 3 clusters Score: Raw -83283.311731 + Penalty 1605.527241 = -81677.784491 nChanged 51 SP:Iteration 8Q (27.729331 sec): 3 clusters Score: Raw -83321.542811 + Penalty 1609.254237 = -81712.288574 nChanged 29 SP:Iteration 9Q (27.732212 sec): 3 clusters Score: Raw -83332.601774 + Penalty 1610.696144 = -81721.905629 nChanged 14 SP:Iteration 10F (27.735362 sec): 3 clusters Score: Raw -83340.415845 + Penalty 1611.725623 = -81728.690222 nChanged 14 SP:Iteration 11Q (27.738188 sec): 3 clusters Score: Raw -83344.378931 + Penalty 1612.673457 = -81731.705474 nChanged 16 SP:Iteration 12Q (27.740932 sec): 3 clusters Score: Raw -83350.218802 + Penalty 1612.257251 = -81737.961551 nChanged 10 SP:Iteration 13Q (27.743643 sec): 3 clusters Score: Raw -83359.073318 + Penalty 1616.610805 = -81742.462513 nChanged 10 SP:Iteration 14Q (27.746326 sec): 3 clusters Score: Raw -83364.010395 + Penalty 1618.675020 = -81745.335375 nChanged 6 SP:Iteration 15Q (27.749002 sec): 3 clusters Score: Raw -83365.477021 + Penalty 1618.953458 = -81746.523563 nChanged 4 SP:Iteration 16Q (27.751673 sec): 3 clusters Score: Raw -83365.112339 + Penalty 1619.582560 = -81745.529779 nChanged 2 SP:Iteration 17F (27.754763 sec): 3 clusters Score: Raw -83365.652211 + Penalty 1619.894759 = -81745.757452 nChanged 3 SP:Iteration 18Q (27.757422 sec): 3 clusters Score: Raw -83366.724299 + Penalty 1619.060726 = -81747.663574 nChanged 2 SP:Iteration 19Q (27.760080 sec): 3 clusters Score: Raw -83370.535299 + Penalty 1618.489980 = -81752.045319 nChanged 4 SP:Iteration 20F (27.763214 sec): 3 clusters Score: Raw -83373.078855 + Penalty 1617.610194 = -81755.468662 nChanged 4 SP:Iteration 21Q (27.766201 sec): 3 clusters Score: Raw -83376.777936 + Penalty 1617.595729 = -81759.182207 nChanged 3 SP:Iteration 22Q (27.769244 sec): 3 clusters Score: Raw -83379.369417 + Penalty 1618.348550 = -81761.020867 nChanged 2 SP:Iteration 23Q (27.772147 sec): 3 clusters Score: Raw -83380.210655 + Penalty 1618.348550 = -81761.862105 nChanged 0 SP:Iteration 24F (27.775534 sec): 3 clusters Score: Raw -83380.210655 + Penalty 1618.348550 = -81761.862105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 21 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.776749 sec): 2 clusters Score: Raw -1706.112730 + Penalty 345.178278 = -1360.934452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.777025 sec): 3 clusters Score: Raw -1743.511180 + Penalty 690.987974 = -1052.523206 nChanged 2 SP:Iteration 1F (27.777293 sec): 3 clusters Score: Raw -1748.211137 + Penalty 690.987974 = -1057.223162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 22 (420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.779388 sec): 2 clusters Score: Raw -15222.619346 + Penalty 252.959391 = -14969.659955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.780402 sec): 3 clusters Score: Raw -15014.669772 + Penalty 512.102755 = -14502.567016 nChanged 143 SP:Iteration 1F (27.781445 sec): 3 clusters Score: Raw -15133.302335 + Penalty 518.527067 = -14614.775268 nChanged 50 SP:Iteration 2F (27.782493 sec): 3 clusters Score: Raw -15186.106117 + Penalty 526.030534 = -14660.075582 nChanged 39 SP:Iteration 3F (27.783523 sec): 3 clusters Score: Raw -15222.071726 + Penalty 529.051515 = -14693.020211 nChanged 13 SP:Iteration 4Q (27.784497 sec): 3 clusters Score: Raw -15230.427551 + Penalty 532.950936 = -14697.476615 nChanged 11 SP:Iteration 5Q (27.785458 sec): 3 clusters Score: Raw -15244.681167 + Penalty 534.534183 = -14710.146983 nChanged 8 SP:Iteration 6Q (27.786460 sec): 3 clusters Score: Raw -15250.143390 + Penalty 535.148546 = -14714.994844 nChanged 3 SP:Iteration 7Q (27.787443 sec): 3 clusters Score: Raw -15250.515329 + Penalty 536.483641 = -14714.031688 nChanged 2 SP:Iteration 8F (27.788480 sec): 3 clusters Score: Raw -15251.216501 + Penalty 537.021154 = -14714.195347 nChanged 1 SP:Iteration 9Q (27.789467 sec): 3 clusters Score: Raw -15251.418277 + Penalty 538.150237 = -14713.268040 nChanged 1 SP:Iteration 10F (27.790480 sec): 3 clusters Score: Raw -15251.995034 + Penalty 539.301898 = -14712.693135 nChanged 1 SP:Iteration 11F (27.791494 sec): 3 clusters Score: Raw -15252.160363 + Penalty 539.526875 = -14712.633488 nChanged 1 SP:Iteration 12F (27.792513 sec): 3 clusters Score: Raw -15252.845165 + Penalty 542.936502 = -14709.908663 nChanged 4 SP:Iteration 13F (27.793544 sec): 3 clusters Score: Raw -15254.324807 + Penalty 544.198951 = -14710.125856 nChanged 2 SP:Iteration 14Q (27.794638 sec): 3 clusters Score: Raw -15254.943142 + Penalty 545.920991 = -14709.022151 nChanged 2 SP:Iteration 15F (27.795704 sec): 3 clusters Score: Raw -15256.876255 + Penalty 549.294024 = -14707.582231 nChanged 5 SP:Iteration 16F (27.796726 sec): 3 clusters Score: Raw -15260.765054 + Penalty 550.871779 = -14709.893276 nChanged 9 SP:Iteration 17Q (27.797719 sec): 3 clusters Score: Raw -15265.083138 + Penalty 552.107504 = -14712.975634 nChanged 5 SP:Iteration 18Q (27.798716 sec): 3 clusters Score: Raw -15268.152736 + Penalty 553.447350 = -14714.705386 nChanged 2 SP:Iteration 19Q (27.799697 sec): 3 clusters Score: Raw -15273.577330 + Penalty 553.087185 = -14720.490146 nChanged 1 SP:Iteration 20F (27.800711 sec): 3 clusters Score: Raw -15273.983109 + Penalty 553.087185 = -14720.895924 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 23 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.801749 sec): 2 clusters Score: Raw -723.747203 + Penalty 191.776535 = -531.970668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.801995 sec): 3 clusters Score: Raw -747.422396 + Penalty 383.553070 = -363.869326 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 24 (1108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.806471 sec): 2 clusters Score: Raw -48188.225096 + Penalty 195.803929 = -47992.421166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.808779 sec): 3 clusters Score: Raw -47520.604122 + Penalty 389.151137 = -47131.452985 nChanged 472 SP:Iteration 1F (27.811114 sec): 3 clusters Score: Raw -47959.590335 + Penalty 390.974801 = -47568.615534 nChanged 91 SP:Iteration 2F (27.813428 sec): 3 clusters Score: Raw -48040.454259 + Penalty 391.672979 = -47648.781280 nChanged 46 SP:Iteration 3Q (27.815610 sec): 3 clusters Score: Raw -48063.491526 + Penalty 392.059755 = -47671.431771 nChanged 21 SP:Iteration 4Q (27.817760 sec): 3 clusters Score: Raw -48070.470292 + Penalty 392.256684 = -47678.213609 nChanged 8 SP:Iteration 5Q (27.819852 sec): 3 clusters Score: Raw -48072.339449 + Penalty 392.306249 = -47680.033200 nChanged 1 SP:Iteration 6Q (27.821909 sec): 3 clusters Score: Raw -48072.406124 + Penalty 392.411755 = -47679.994369 nChanged 2 SP:Iteration 7F (27.824010 sec): 3 clusters Score: Raw -48072.510056 + Penalty 392.538438 = -47679.971618 nChanged 3 SP:Iteration 8F (27.826109 sec): 3 clusters Score: Raw -48072.876199 + Penalty 392.697615 = -47680.178584 nChanged 3 SP:Iteration 9Q (27.828158 sec): 3 clusters Score: Raw -48073.011016 + Penalty 392.736501 = -47680.274515 nChanged 2 SP:Iteration 10F (27.830255 sec): 3 clusters Score: Raw -48073.464172 + Penalty 392.816424 = -47680.647747 nChanged 4 SP:Iteration 11Q (27.832309 sec): 3 clusters Score: Raw -48074.652750 + Penalty 392.873350 = -47681.779400 nChanged 5 SP:Iteration 12Q (27.834359 sec): 3 clusters Score: Raw -48076.075944 + Penalty 392.926932 = -47683.149012 nChanged 1 SP:Iteration 13Q (27.836442 sec): 3 clusters Score: Raw -48076.091933 + Penalty 392.926932 = -47683.165001 nChanged 0 SP:Iteration 14F (27.838611 sec): 3 clusters Score: Raw -48076.091933 + Penalty 392.926932 = -47683.165001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 25 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.840232 sec): 2 clusters Score: Raw -1063.809585 + Penalty 272.994402 = -790.815183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.840490 sec): 3 clusters Score: Raw -1091.936564 + Penalty 545.483662 = -546.452902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 26 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.842158 sec): 2 clusters Score: Raw -14647.256822 + Penalty 482.610488 = -14164.646334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.842927 sec): 3 clusters Score: Raw -14530.414173 + Penalty 960.867695 = -13569.546478 nChanged 87 SP:Iteration 1F (27.843685 sec): 3 clusters Score: Raw -14621.983293 + Penalty 955.253746 = -13666.729547 nChanged 37 SP:Iteration 2F (27.844441 sec): 3 clusters Score: Raw -14668.407572 + Penalty 957.938108 = -13710.469464 nChanged 22 SP:Iteration 3F (27.845197 sec): 3 clusters Score: Raw -14703.684966 + Penalty 966.064200 = -13737.620765 nChanged 18 SP:Iteration 4F (27.845953 sec): 3 clusters Score: Raw -14731.219329 + Penalty 975.589376 = -13755.629953 nChanged 17 SP:Iteration 5F (27.846709 sec): 3 clusters Score: Raw -14761.666733 + Penalty 979.153009 = -13782.513725 nChanged 10 SP:Iteration 6Q (27.847451 sec): 3 clusters Score: Raw -14774.143520 + Penalty 986.506519 = -13787.637001 nChanged 8 SP:Iteration 7Q (27.848180 sec): 3 clusters Score: Raw -14787.086761 + Penalty 993.933093 = -13793.153668 nChanged 9 SP:Iteration 8Q (27.848897 sec): 3 clusters Score: Raw -14811.005498 + Penalty 1001.775546 = -13809.229952 nChanged 4 SP:Iteration 9Q (27.849560 sec): 3 clusters Score: Raw -14815.799425 + Penalty 1001.243245 = -13814.556181 nChanged 1 SP:Iteration 10F (27.850315 sec): 3 clusters Score: Raw -14818.719291 + Penalty 1000.789953 = -13817.929338 nChanged 1 SP:Iteration 11Q (27.850963 sec): 3 clusters Score: Raw -14820.135584 + Penalty 1000.789953 = -13819.345631 nChanged 0 SP:Iteration 12F (27.851720 sec): 3 clusters Score: Raw -14820.135584 + Penalty 1000.789953 = -13819.345631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 27 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.852825 sec): 2 clusters Score: Raw -3515.445932 + Penalty 510.368100 = -3005.077833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.853190 sec): 3 clusters Score: Raw -3513.546044 + Penalty 1021.186633 = -2492.359411 nChanged 9 SP:Iteration 1F (27.853550 sec): 3 clusters Score: Raw -3536.198795 + Penalty 1022.598746 = -2513.600049 nChanged 7 SP:Iteration 2F (27.853928 sec): 3 clusters Score: Raw -3564.871567 + Penalty 1023.266983 = -2541.604584 nChanged 5 SP:Iteration 3F (27.854289 sec): 3 clusters Score: Raw -3591.110250 + Penalty 1024.263865 = -2566.846384 nChanged 1 SP:Iteration 4Q (27.854619 sec): 3 clusters Score: Raw -3593.332101 + Penalty 1025.537074 = -2567.795027 nChanged 1 SP:Iteration 5Q (27.854949 sec): 3 clusters Score: Raw -3598.326120 + Penalty 1026.118401 = -2572.207720 nChanged 1 SP:Iteration 6Q (27.855277 sec): 3 clusters Score: Raw -3600.972402 + Penalty 1026.118401 = -2574.854001 nChanged 0 SP:Iteration 7F (27.855636 sec): 3 clusters Score: Raw -3600.972402 + Penalty 1026.118401 = -2574.854001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 28 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.856563 sec): 2 clusters Score: Raw -2007.969082 + Penalty 391.130588 = -1616.838494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.856871 sec): 3 clusters Score: Raw -2040.596537 + Penalty 770.915035 = -1269.681502 nChanged 2 SP:Iteration 1Q (27.857186 sec): 3 clusters Score: Raw -2050.803477 + Penalty 770.915035 = -1279.888442 nChanged 0 SP:Iteration 2F (27.857488 sec): 3 clusters Score: Raw -2050.803477 + Penalty 770.915035 = -1279.888442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 29 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.858506 sec): 2 clusters Score: Raw -3576.670637 + Penalty 403.438455 = -3173.232182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.858880 sec): 3 clusters Score: Raw -3597.767260 + Penalty 806.237022 = -2791.530238 nChanged 9 SP:Iteration 1F (27.859247 sec): 3 clusters Score: Raw -3622.215670 + Penalty 806.876910 = -2815.338760 nChanged 3 SP:Iteration 2Q (27.859605 sec): 3 clusters Score: Raw -3625.826650 + Penalty 806.876910 = -2818.949739 nChanged 0 SP:Iteration 3F (27.859971 sec): 3 clusters Score: Raw -3625.826650 + Penalty 806.876910 = -2818.949739 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 31 (669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.862707 sec): 2 clusters Score: Raw -31690.383316 + Penalty 293.261093 = -31397.122223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.864207 sec): 3 clusters Score: Raw -31323.755604 + Penalty 586.490358 = -30737.265246 nChanged 249 SP:Iteration 1F (27.865585 sec): 3 clusters Score: Raw -31466.776364 + Penalty 586.645177 = -30880.131187 nChanged 52 SP:Iteration 2F (27.866954 sec): 3 clusters Score: Raw -31488.567285 + Penalty 585.847701 = -30902.719584 nChanged 27 SP:Iteration 3Q (27.868303 sec): 3 clusters Score: Raw -31503.292194 + Penalty 584.321178 = -30918.971016 nChanged 20 SP:Iteration 4Q (27.869648 sec): 3 clusters Score: Raw -31512.409545 + Penalty 583.374776 = -30929.034769 nChanged 7 SP:Iteration 5Q (27.870989 sec): 3 clusters Score: Raw -31516.363251 + Penalty 582.203528 = -30934.159723 nChanged 9 SP:Iteration 6Q (27.872334 sec): 3 clusters Score: Raw -31521.329714 + Penalty 580.821342 = -30940.508372 nChanged 14 SP:Iteration 7Q (27.873676 sec): 3 clusters Score: Raw -31531.876000 + Penalty 578.292672 = -30953.583329 nChanged 21 SP:Iteration 8Q (27.875017 sec): 3 clusters Score: Raw -31547.256327 + Penalty 576.179001 = -30971.077326 nChanged 20 SP:Iteration 9Q (27.876380 sec): 3 clusters Score: Raw -31561.711714 + Penalty 574.729534 = -30986.982180 nChanged 20 SP:Iteration 10F (27.877745 sec): 3 clusters Score: Raw -31577.463854 + Penalty 572.820068 = -31004.643786 nChanged 24 SP:Iteration 11Q (27.879091 sec): 3 clusters Score: Raw -31596.745534 + Penalty 569.930867 = -31026.814667 nChanged 22 SP:Iteration 12Q (27.880426 sec): 3 clusters Score: Raw -31612.590641 + Penalty 569.890214 = -31042.700427 nChanged 16 SP:Iteration 13Q (27.881747 sec): 3 clusters Score: Raw -31620.374927 + Penalty 569.378844 = -31050.996083 nChanged 11 SP:Iteration 14Q (27.883057 sec): 3 clusters Score: Raw -31624.822717 + Penalty 569.094944 = -31055.727773 nChanged 7 SP:Iteration 15Q (27.884364 sec): 3 clusters Score: Raw -31627.858457 + Penalty 569.647105 = -31058.211352 nChanged 4 SP:Iteration 16Q (27.885665 sec): 3 clusters Score: Raw -31629.274288 + Penalty 569.647105 = -31059.627183 nChanged 0 SP:Iteration 17F (27.887031 sec): 3 clusters Score: Raw -31629.274288 + Penalty 569.647105 = -31059.627183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 32 (408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.889119 sec): 2 clusters Score: Raw -15565.545744 + Penalty 98.055101 = -15467.490643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.890112 sec): 3 clusters Score: Raw -15342.830867 + Penalty 203.084290 = -15139.746577 nChanged 170 SP:Iteration 1F (27.891022 sec): 3 clusters Score: Raw -15523.933964 + Penalty 223.838721 = -15300.095243 nChanged 42 SP:Iteration 2F (27.892123 sec): 3 clusters Score: Raw -15614.493064 + Penalty 239.970240 = -15374.522824 nChanged 27 SP:Iteration 3F (27.893033 sec): 3 clusters Score: Raw -15640.161516 + Penalty 236.169897 = -15403.991620 nChanged 5 SP:Iteration 4Q (27.893928 sec): 3 clusters Score: Raw -15641.133965 + Penalty 236.169897 = -15404.964069 nChanged 0 SP:Iteration 5F (27.894877 sec): 3 clusters Score: Raw -15641.133965 + Penalty 236.169897 = -15404.964069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 33 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.895866 sec): 2 clusters Score: Raw -1155.751219 + Penalty 360.835174 = -794.916046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.896123 sec): 3 clusters Score: Raw -1214.775386 + Penalty 719.899617 = -494.875769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 34 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.896942 sec): 2 clusters Score: Raw -692.163693 + Penalty 215.086917 = -477.076776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.897182 sec): 3 clusters Score: Raw -713.523263 + Penalty 439.301787 = -274.221477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 35 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.898123 sec): 2 clusters Score: Raw -3343.986570 + Penalty 399.808465 = -2944.178105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.898461 sec): 3 clusters Score: Raw -3354.542573 + Penalty 802.038276 = -2552.504297 nChanged 7 SP:Iteration 1F (27.898792 sec): 3 clusters Score: Raw -3376.178823 + Penalty 802.827252 = -2573.351571 nChanged 1 SP:Iteration 2Q (27.899115 sec): 3 clusters Score: Raw -3377.150218 + Penalty 802.827252 = -2574.322966 nChanged 0 SP:Iteration 3F (27.899445 sec): 3 clusters Score: Raw -3377.150218 + Penalty 802.827252 = -2574.322966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 36 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.900337 sec): 2 clusters Score: Raw -2079.466456 + Penalty 286.384404 = -1793.082052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.900630 sec): 3 clusters Score: Raw -2095.283054 + Penalty 572.573766 = -1522.709288 nChanged 5 SP:Iteration 1F (27.900917 sec): 3 clusters Score: Raw -2101.996625 + Penalty 572.573766 = -1529.422859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 37 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.901701 sec): 2 clusters Score: Raw -305.701654 + Penalty 170.421038 = -135.280616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.901921 sec): 3 clusters Score: Raw -299.359364 + Penalty 345.109341 = 45.749977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 38 (423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.903873 sec): 2 clusters Score: Raw -18372.637537 + Penalty 377.221492 = -17995.416044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.904820 sec): 3 clusters Score: Raw -18047.604763 + Penalty 758.165763 = -17289.439000 nChanged 129 SP:Iteration 1F (27.905761 sec): 3 clusters Score: Raw -18178.623714 + Penalty 763.703742 = -17414.919972 nChanged 45 SP:Iteration 2F (27.906699 sec): 3 clusters Score: Raw -18231.143980 + Penalty 764.594117 = -17466.549863 nChanged 31 SP:Iteration 3F (27.907636 sec): 3 clusters Score: Raw -18266.299417 + Penalty 763.707777 = -17502.591640 nChanged 26 SP:Iteration 4F (27.908571 sec): 3 clusters Score: Raw -18297.354641 + Penalty 758.008255 = -17539.346386 nChanged 21 SP:Iteration 5Q (27.909476 sec): 3 clusters Score: Raw -18327.482995 + Penalty 759.600581 = -17567.882414 nChanged 14 SP:Iteration 6Q (27.910357 sec): 3 clusters Score: Raw -18344.202517 + Penalty 755.158942 = -17589.043574 nChanged 4 SP:Iteration 7Q (27.911247 sec): 3 clusters Score: Raw -18349.108739 + Penalty 756.506773 = -17592.601966 nChanged 5 SP:Iteration 8Q (27.912098 sec): 3 clusters Score: Raw -18350.375150 + Penalty 754.549607 = -17595.825543 nChanged 1 SP:Iteration 9Q (27.912926 sec): 3 clusters Score: Raw -18352.157838 + Penalty 754.549607 = -17597.608232 nChanged 0 SP:Iteration 10F (27.913861 sec): 3 clusters Score: Raw -18352.157838 + Penalty 754.549607 = -17597.608232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 39 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.914814 sec): 2 clusters Score: Raw -739.406457 + Penalty 260.793367 = -478.613090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.915059 sec): 3 clusters Score: Raw -769.319378 + Penalty 530.279242 = -239.040136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 40 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.915881 sec): 2 clusters Score: Raw -880.657696 + Penalty 248.817789 = -631.839907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.916124 sec): 3 clusters Score: Raw -898.481934 + Penalty 499.620079 = -398.861855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 41 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.916925 sec): 2 clusters Score: Raw -700.384672 + Penalty 146.684799 = -553.699873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.917167 sec): 3 clusters Score: Raw -711.514086 + Penalty 278.337421 = -433.176665 nChanged 1 SP:Iteration 1F (27.917404 sec): 3 clusters Score: Raw -713.475605 + Penalty 278.337421 = -435.138185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 42 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.918178 sec): 2 clusters Score: Raw -429.387817 + Penalty 246.247480 = -183.140337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.918404 sec): 3 clusters Score: Raw -450.847842 + Penalty 492.362446 = 41.514603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 43 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.919272 sec): 2 clusters Score: Raw -1934.827320 + Penalty 327.164369 = -1607.662951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.919565 sec): 3 clusters Score: Raw -1963.382068 + Penalty 658.057026 = -1305.325042 nChanged 6 SP:Iteration 1F (27.919857 sec): 3 clusters Score: Raw -1979.448665 + Penalty 663.042690 = -1316.405975 nChanged 2 SP:Iteration 2Q (27.920137 sec): 3 clusters Score: Raw -1984.985981 + Penalty 665.914902 = -1319.071079 nChanged 2 SP:Iteration 3Q (27.920414 sec): 3 clusters Score: Raw -1997.624300 + Penalty 665.914902 = -1331.709398 nChanged 0 SP:Iteration 4F (27.920702 sec): 3 clusters Score: Raw -1997.624300 + Penalty 665.914902 = -1331.709398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 44 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.921482 sec): 2 clusters Score: Raw -187.529196 + Penalty 97.668038 = -89.861158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.921694 sec): 3 clusters Score: Raw -185.075339 + Penalty 175.819370 = -9.255969 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 45 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.922514 sec): 2 clusters Score: Raw -1230.137770 + Penalty 275.280806 = -954.856964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.922773 sec): 3 clusters Score: Raw -1236.260332 + Penalty 550.561613 = -685.698719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 46 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.923658 sec): 2 clusters Score: Raw -2096.936927 + Penalty 469.741202 = -1627.195726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.923948 sec): 3 clusters Score: Raw -2144.670663 + Penalty 939.542911 = -1205.127752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 47 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.925012 sec): 2 clusters Score: Raw -4109.820397 + Penalty 188.846719 = -3920.973678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.925431 sec): 3 clusters Score: Raw -4071.479955 + Penalty 419.412171 = -3652.067784 nChanged 29 SP:Iteration 1F (27.925837 sec): 3 clusters Score: Raw -4116.132812 + Penalty 467.138674 = -3648.994138 nChanged 13 SP:Iteration 2F (27.926240 sec): 3 clusters Score: Raw -4134.154831 + Penalty 488.018072 = -3646.136758 nChanged 2 SP:Iteration 3F (27.926643 sec): 3 clusters Score: Raw -4137.618011 + Penalty 519.564464 = -3618.053547 nChanged 2 SP:Iteration 4F (27.927045 sec): 3 clusters Score: Raw -4141.859505 + Penalty 519.564464 = -3622.295041 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 48 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.927893 sec): 2 clusters Score: Raw -555.002564 + Penalty 175.778939 = -379.223625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.928123 sec): 3 clusters Score: Raw -554.886349 + Penalty 330.920873 = -223.965477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 49 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.928896 sec): 2 clusters Score: Raw -409.288121 + Penalty 247.857775 = -161.430346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.929121 sec): 3 clusters Score: Raw -422.690146 + Penalty 486.164244 = 63.474098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 50 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.929897 sec): 2 clusters Score: Raw -433.640582 + Penalty 161.617400 = -272.023182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.930124 sec): 3 clusters Score: Raw -441.840274 + Penalty 319.566982 = -122.273292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 51 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.931985 sec): 2 clusters Score: Raw -9791.788431 + Penalty 816.769743 = -8975.018688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.932630 sec): 3 clusters Score: Raw -9746.589387 + Penalty 1632.379596 = -8114.209791 nChanged 49 SP:Iteration 1F (27.933267 sec): 3 clusters Score: Raw -9856.602141 + Penalty 1630.070359 = -8226.531782 nChanged 12 SP:Iteration 2Q (27.933890 sec): 3 clusters Score: Raw -9891.844677 + Penalty 1629.708868 = -8262.135808 nChanged 4 SP:Iteration 3Q (27.934486 sec): 3 clusters Score: Raw -9898.776775 + Penalty 1629.708868 = -8269.067907 nChanged 0 SP:Iteration 4F (27.935119 sec): 3 clusters Score: Raw -9898.776775 + Penalty 1629.708868 = -8269.067907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 52 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.936153 sec): 2 clusters Score: Raw -924.533287 + Penalty 252.589857 = -671.943430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.936403 sec): 3 clusters Score: Raw -931.395477 + Penalty 496.338962 = -435.056515 nChanged 2 SP:Iteration 1F (27.936647 sec): 3 clusters Score: Raw -937.333170 + Penalty 496.338962 = -440.994209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 53 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.937755 sec): 2 clusters Score: Raw -5183.113144 + Penalty 594.926111 = -4588.187034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.938222 sec): 3 clusters Score: Raw -5118.419576 + Penalty 1190.270001 = -3928.149576 nChanged 14 SP:Iteration 1F (27.938653 sec): 3 clusters Score: Raw -5155.246720 + Penalty 1190.721414 = -3964.525306 nChanged 5 SP:Iteration 2Q (27.939070 sec): 3 clusters Score: Raw -5171.822992 + Penalty 1191.315771 = -3980.507221 nChanged 1 SP:Iteration 3Q (27.939482 sec): 3 clusters Score: Raw -5173.879382 + Penalty 1190.924262 = -3982.955120 nChanged 1 SP:Iteration 4Q (27.939917 sec): 3 clusters Score: Raw -5177.244696 + Penalty 1190.924262 = -3986.320434 nChanged 0 SP:Iteration 5F (27.940353 sec): 3 clusters Score: Raw -5177.244696 + Penalty 1190.924262 = -3986.320434 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 54 (560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.942741 sec): 2 clusters Score: Raw -25334.156073 + Penalty 243.352615 = -25090.803458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.943950 sec): 3 clusters Score: Raw -25012.634702 + Penalty 487.035785 = -24525.598917 nChanged 204 SP:Iteration 1F (27.945127 sec): 3 clusters Score: Raw -25148.395420 + Penalty 475.662843 = -24672.732577 nChanged 78 SP:Iteration 2F (27.946306 sec): 3 clusters Score: Raw -25214.775495 + Penalty 465.672846 = -24749.102649 nChanged 56 SP:Iteration 3F (27.947481 sec): 3 clusters Score: Raw -25260.296382 + Penalty 468.660706 = -24791.635676 nChanged 36 SP:Iteration 4F (27.948654 sec): 3 clusters Score: Raw -25288.401717 + Penalty 464.315476 = -24824.086240 nChanged 27 SP:Iteration 5Q (27.949830 sec): 3 clusters Score: Raw -25309.704041 + Penalty 460.248432 = -24849.455609 nChanged 21 SP:Iteration 6Q (27.951004 sec): 3 clusters Score: Raw -25323.864315 + Penalty 454.647976 = -24869.216339 nChanged 14 SP:Iteration 7Q (27.952162 sec): 3 clusters Score: Raw -25334.352356 + Penalty 458.894045 = -24875.458311 nChanged 9 SP:Iteration 8Q (27.953322 sec): 3 clusters Score: Raw -25339.769840 + Penalty 453.166614 = -24886.603226 nChanged 5 SP:Iteration 9Q (27.954509 sec): 3 clusters Score: Raw -25342.287577 + Penalty 438.883402 = -24903.404175 nChanged 2 SP:Iteration 10F (27.955682 sec): 3 clusters Score: Raw -25343.746988 + Penalty 442.794235 = -24900.952754 nChanged 1 SP:Iteration 11F (27.956856 sec): 3 clusters Score: Raw -25344.127631 + Penalty 442.794235 = -24901.333397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 55 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.958366 sec): 2 clusters Score: Raw -9976.559659 + Penalty 473.762716 = -9502.796944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.958908 sec): 3 clusters Score: Raw -9808.273828 + Penalty 946.497680 = -8861.776148 nChanged 36 SP:Iteration 1F (27.959439 sec): 3 clusters Score: Raw -9854.946939 + Penalty 947.070789 = -8907.876149 nChanged 12 SP:Iteration 2F (27.959970 sec): 3 clusters Score: Raw -9879.782597 + Penalty 947.055383 = -8932.727215 nChanged 6 SP:Iteration 3Q (27.960488 sec): 3 clusters Score: Raw -9886.180300 + Penalty 947.068696 = -8939.111604 nChanged 2 SP:Iteration 4Q (27.961003 sec): 3 clusters Score: Raw -9887.556483 + Penalty 946.675162 = -8940.881322 nChanged 1 SP:Iteration 5Q (27.961520 sec): 3 clusters Score: Raw -9887.965553 + Penalty 946.238883 = -8941.726670 nChanged 1 SP:Iteration 6Q (27.962038 sec): 3 clusters Score: Raw -9888.819171 + Penalty 946.238883 = -8942.580288 nChanged 0 SP:Iteration 7F (27.962565 sec): 3 clusters Score: Raw -9888.819171 + Penalty 946.238883 = -8942.580288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 57 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.963426 sec): 2 clusters Score: Raw -202.502141 + Penalty 148.854025 = -53.648115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.963688 sec): 3 clusters Score: Raw -200.017150 + Penalty 297.708051 = 97.690901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 58 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.964478 sec): 2 clusters Score: Raw -366.524955 + Penalty 175.850579 = -190.674376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.964700 sec): 3 clusters Score: Raw -365.034463 + Penalty 358.386749 = -6.647714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 59 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.965471 sec): 2 clusters Score: Raw -331.428323 + Penalty 148.209585 = -183.218739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.965686 sec): 3 clusters Score: Raw -328.174752 + Penalty 256.354303 = -71.820449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 60 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.966436 sec): 2 clusters Score: Raw -48.476383 + Penalty 0.000000 = -48.476383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.966628 sec): 2 clusters Score: Raw -48.476383 + Penalty 0.000000 = -48.476383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 61 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.967422 sec): 2 clusters Score: Raw -977.214469 + Penalty 301.297530 = -675.916939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.967670 sec): 3 clusters Score: Raw -998.987766 + Penalty 602.633781 = -396.353985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 62 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.968886 sec): 2 clusters Score: Raw -6955.719539 + Penalty 232.429933 = -6723.289605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.969412 sec): 3 clusters Score: Raw -6883.977002 + Penalty 471.895532 = -6412.081469 nChanged 47 SP:Iteration 1F (27.969947 sec): 3 clusters Score: Raw -6940.516315 + Penalty 484.938946 = -6455.577369 nChanged 18 SP:Iteration 2F (27.970463 sec): 3 clusters Score: Raw -6964.661093 + Penalty 499.034010 = -6465.627083 nChanged 9 SP:Iteration 3F (27.970978 sec): 3 clusters Score: Raw -6980.076976 + Penalty 508.346244 = -6471.730733 nChanged 3 SP:Iteration 4Q (27.971475 sec): 3 clusters Score: Raw -6983.533676 + Penalty 517.733849 = -6465.799827 nChanged 2 SP:Iteration 5F (27.971992 sec): 3 clusters Score: Raw -6986.986948 + Penalty 522.413583 = -6464.573366 nChanged 4 SP:Iteration 6F (27.972507 sec): 3 clusters Score: Raw -6993.000088 + Penalty 531.343534 = -6461.656555 nChanged 1 SP:Iteration 7F (27.973021 sec): 3 clusters Score: Raw -6999.681984 + Penalty 531.343534 = -6468.338451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 63 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.974027 sec): 2 clusters Score: Raw -3164.175872 + Penalty 316.153184 = -2848.022688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.974363 sec): 3 clusters Score: Raw -3153.965792 + Penalty 634.443369 = -2519.522424 nChanged 7 SP:Iteration 1F (27.974694 sec): 3 clusters Score: Raw -3171.215125 + Penalty 632.889430 = -2538.325695 nChanged 5 SP:Iteration 2F (27.975024 sec): 3 clusters Score: Raw -3178.182496 + Penalty 631.245651 = -2546.936845 nChanged 2 SP:Iteration 3Q (27.975348 sec): 3 clusters Score: Raw -3179.780518 + Penalty 630.089949 = -2549.690568 nChanged 1 SP:Iteration 4Q (27.975673 sec): 3 clusters Score: Raw -3180.820442 + Penalty 630.089949 = -2550.730493 nChanged 0 SP:Iteration 5F (27.976024 sec): 3 clusters Score: Raw -3180.820442 + Penalty 630.089949 = -2550.730493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 64 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.976914 sec): 2 clusters Score: Raw -1366.678448 + Penalty 343.077626 = -1023.600822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.977185 sec): 3 clusters Score: Raw -1453.317183 + Penalty 686.618568 = -766.698615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 65 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.978065 sec): 2 clusters Score: Raw -1749.456480 + Penalty 236.363997 = -1513.092483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.978358 sec): 3 clusters Score: Raw -1770.115926 + Penalty 473.931940 = -1296.183986 nChanged 4 SP:Iteration 1F (27.978645 sec): 3 clusters Score: Raw -1781.479406 + Penalty 473.931940 = -1307.547466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 66 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.979452 sec): 2 clusters Score: Raw -776.091745 + Penalty 240.749471 = -535.342274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.979696 sec): 3 clusters Score: Raw -801.313773 + Penalty 481.498943 = -319.814830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 67 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.980519 sec): 2 clusters Score: Raw -1074.007514 + Penalty 460.687548 = -613.319966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.980776 sec): 3 clusters Score: Raw -1230.983084 + Penalty 921.561565 = -309.421519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 68 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.981537 sec): 2 clusters Score: Raw -160.344354 + Penalty 122.246734 = -38.097620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.981733 sec): 2 clusters Score: Raw -160.344354 + Penalty 122.246734 = -38.097620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 69 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.982506 sec): 2 clusters Score: Raw -483.589452 + Penalty 291.731911 = -191.857541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.982733 sec): 3 clusters Score: Raw -493.770751 + Penalty 602.049626 = 108.278875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 70 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.983501 sec): 2 clusters Score: Raw -346.971476 + Penalty 153.483203 = -193.488273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.983721 sec): 3 clusters Score: Raw -346.192021 + Penalty 316.371540 = -29.820482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 71 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.984463 sec): 2 clusters Score: Raw -43.776487 + Penalty 0.000000 = -43.776487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.984648 sec): 2 clusters Score: Raw -43.776487 + Penalty 0.000000 = -43.776487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 72 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.985445 sec): 2 clusters Score: Raw -786.159470 + Penalty 203.469268 = -582.690202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.985691 sec): 3 clusters Score: Raw -820.222675 + Penalty 406.269558 = -413.953117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 73 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.986569 sec): 2 clusters Score: Raw -2336.772855 + Penalty 424.241624 = -1912.531232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.986868 sec): 3 clusters Score: Raw -2367.311443 + Penalty 846.788438 = -1520.523006 nChanged 2 SP:Iteration 1Q (27.987176 sec): 3 clusters Score: Raw -2377.715181 + Penalty 846.826300 = -1530.888880 nChanged 2 SP:Iteration 2Q (27.987462 sec): 3 clusters Score: Raw -2384.078128 + Penalty 847.972932 = -1536.105196 nChanged 1 SP:Iteration 3Q (27.987748 sec): 3 clusters Score: Raw -2385.423701 + Penalty 848.896532 = -1536.527169 nChanged 1 SP:Iteration 4Q (27.988032 sec): 3 clusters Score: Raw -2387.529715 + Penalty 848.896532 = -1538.633183 nChanged 0 SP:Iteration 5F (27.988325 sec): 3 clusters Score: Raw -2387.529715 + Penalty 848.896532 = -1538.633183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 74 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.989165 sec): 2 clusters Score: Raw -1251.336025 + Penalty 253.643311 = -997.692714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.989429 sec): 3 clusters Score: Raw -1265.836460 + Penalty 518.453583 = -747.382878 nChanged 1 SP:Iteration 1Q (27.989684 sec): 3 clusters Score: Raw -1267.186425 + Penalty 518.235451 = -748.950975 nChanged 1 SP:Iteration 2Q (27.989942 sec): 3 clusters Score: Raw -1270.581604 + Penalty 518.235451 = -752.346153 nChanged 0 SP:Iteration 3F (27.990201 sec): 3 clusters Score: Raw -1270.581604 + Penalty 518.235451 = -752.346153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 75 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.990985 sec): 2 clusters Score: Raw -366.214406 + Penalty 226.743428 = -139.470978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.991206 sec): 3 clusters Score: Raw -365.549446 + Penalty 468.824047 = 103.274601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 76 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.992006 sec): 2 clusters Score: Raw -732.432428 + Penalty 224.121266 = -508.311162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.992248 sec): 3 clusters Score: Raw -752.658353 + Penalty 451.846398 = -300.811955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 77 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.993055 sec): 2 clusters Score: Raw -845.775069 + Penalty 325.628749 = -520.146319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.993300 sec): 3 clusters Score: Raw -903.816363 + Penalty 648.754256 = -255.062108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 78 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.994130 sec): 2 clusters Score: Raw -1156.617854 + Penalty 274.899338 = -881.718515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.994393 sec): 3 clusters Score: Raw -1175.945377 + Penalty 550.288746 = -625.656631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 79 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.995184 sec): 2 clusters Score: Raw -614.411211 + Penalty 204.573909 = -409.837302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.995420 sec): 3 clusters Score: Raw -630.972544 + Penalty 409.147818 = -221.824727 nChanged 1 SP:Iteration 1F (27.995652 sec): 3 clusters Score: Raw -637.165633 + Penalty 409.147818 = -228.017816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 80 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.996441 sec): 2 clusters Score: Raw -734.032576 + Penalty 251.232016 = -482.800560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.996679 sec): 3 clusters Score: Raw -753.000724 + Penalty 509.135259 = -243.865465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 81 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.997452 sec): 2 clusters Score: Raw -48.211871 + Penalty 0.000000 = -48.211871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.997643 sec): 2 clusters Score: Raw -48.211871 + Penalty 0.000000 = -48.211871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 82 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.998425 sec): 2 clusters Score: Raw -492.640417 + Penalty 209.252140 = -283.388276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.998654 sec): 3 clusters Score: Raw -519.027977 + Penalty 420.570456 = -98.457521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 83 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.999427 sec): 2 clusters Score: Raw -456.328931 + Penalty 242.027696 = -214.301235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.999650 sec): 3 clusters Score: Raw -459.475568 + Penalty 497.038501 = 37.562933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 84 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.000415 sec): 2 clusters Score: Raw -276.986741 + Penalty 122.094990 = -154.891751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.000632 sec): 3 clusters Score: Raw -275.737427 + Penalty 250.497120 = -25.240307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 85 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.001384 sec): 2 clusters Score: Raw -101.252692 + Penalty 80.022495 = -21.230197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.001594 sec): 3 clusters Score: Raw -93.895879 + Penalty 160.044989 = 66.149110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 86 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.002364 sec): 2 clusters Score: Raw -344.131832 + Penalty 194.147821 = -149.984011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.002586 sec): 3 clusters Score: Raw -351.015566 + Penalty 394.368428 = 43.352862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 87 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.003370 sec): 2 clusters Score: Raw -564.713942 + Penalty 134.350859 = -430.363083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.003597 sec): 3 clusters Score: Raw -567.968056 + Penalty 241.147293 = -326.820762 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 88 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.004375 sec): 2 clusters Score: Raw -617.892651 + Penalty 294.275089 = -323.617562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.004606 sec): 3 clusters Score: Raw -643.589540 + Penalty 606.865892 = -36.723648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 90 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.005378 sec): 2 clusters Score: Raw -410.732089 + Penalty 164.172566 = -246.559523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.005604 sec): 3 clusters Score: Raw -419.894776 + Penalty 317.799665 = -102.095111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 91 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.006361 sec): 2 clusters Score: Raw -213.116415 + Penalty 142.012409 = -71.104006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.006574 sec): 3 clusters Score: Raw -203.923616 + Penalty 292.660660 = 88.737044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 93 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.007357 sec): 2 clusters Score: Raw -407.363151 + Penalty 167.349694 = -240.013457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.007580 sec): 3 clusters Score: Raw -402.923555 + Penalty 330.793178 = -72.130377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 94 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.008368 sec): 2 clusters Score: Raw -611.103669 + Penalty 198.581392 = -412.522277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.008603 sec): 3 clusters Score: Raw -635.362962 + Penalty 387.948981 = -247.413981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 95 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.009370 sec): 2 clusters Score: Raw -274.661210 + Penalty 138.155185 = -136.506025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.009590 sec): 3 clusters Score: Raw -280.530928 + Penalty 276.310371 = -4.220557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 96 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.010351 sec): 2 clusters Score: Raw -273.475477 + Penalty 144.952095 = -128.523383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.010569 sec): 3 clusters Score: Raw -283.745058 + Penalty 288.055119 = 4.310061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 97 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.011343 sec): 2 clusters Score: Raw -573.060624 + Penalty 298.736084 = -274.324540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.011574 sec): 3 clusters Score: Raw -591.823014 + Penalty 582.706822 = -9.116192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 98 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.012345 sec): 2 clusters Score: Raw -407.724137 + Penalty 182.968723 = -224.755414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.012571 sec): 3 clusters Score: Raw -426.298198 + Penalty 372.090882 = -54.207316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 99 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.013338 sec): 2 clusters Score: Raw -295.946943 + Penalty 152.877861 = -143.069082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.013556 sec): 3 clusters Score: Raw -299.692513 + Penalty 290.195224 = -9.497289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 100 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.014309 sec): 2 clusters Score: Raw -210.604877 + Penalty 169.993934 = -40.610943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.014525 sec): 3 clusters Score: Raw -203.774626 + Penalty 339.987869 = 136.213243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 101 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.015326 sec): 2 clusters Score: Raw -884.377417 + Penalty 415.748871 = -468.628546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.015577 sec): 3 clusters Score: Raw -1013.617843 + Penalty 831.930808 = -181.687035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 102 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.016334 sec): 2 clusters Score: Raw -104.380459 + Penalty 82.043532 = -22.336927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.016528 sec): 2 clusters Score: Raw -104.380459 + Penalty 82.043532 = -22.336927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 103 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.017386 sec): 2 clusters Score: Raw -1342.010075 + Penalty 365.013913 = -976.996161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.017663 sec): 3 clusters Score: Raw -1424.108453 + Penalty 729.972810 = -694.135643 nChanged 1 SP:Iteration 1Q (28.017927 sec): 3 clusters Score: Raw -1429.720467 + Penalty 729.972810 = -699.747657 nChanged 0 SP:Iteration 2F (28.018198 sec): 3 clusters Score: Raw -1429.720467 + Penalty 729.972810 = -699.747657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 105 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.019032 sec): 2 clusters Score: Raw -1213.174360 + Penalty 348.630643 = -864.543717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.019294 sec): 3 clusters Score: Raw -1265.731932 + Penalty 696.748269 = -568.983663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 106 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.020052 sec): 2 clusters Score: Raw -45.197154 + Penalty 0.000000 = -45.197154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.020244 sec): 2 clusters Score: Raw -45.197154 + Penalty 0.000000 = -45.197154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 107 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.021023 sec): 2 clusters Score: Raw -595.325036 + Penalty 315.339808 = -279.985228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.021253 sec): 3 clusters Score: Raw -639.859629 + Penalty 628.337270 = -11.522359 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 108 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.022025 sec): 2 clusters Score: Raw -352.239873 + Penalty 242.952302 = -109.287571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.022246 sec): 3 clusters Score: Raw -359.298083 + Penalty 484.778926 = 125.480844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 109 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.023097 sec): 2 clusters Score: Raw -1843.588045 + Penalty 347.926198 = -1495.661847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.023384 sec): 3 clusters Score: Raw -1891.135769 + Penalty 695.466043 = -1195.669726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 110 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.024146 sec): 2 clusters Score: Raw -105.778926 + Penalty 90.090322 = -15.688604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.024354 sec): 3 clusters Score: Raw -96.560199 + Penalty 180.180644 = 83.620445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 112 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.025575 sec): 2 clusters Score: Raw -6731.260255 + Penalty 195.702091 = -6535.558164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.026123 sec): 3 clusters Score: Raw -6663.954990 + Penalty 392.665144 = -6271.289846 nChanged 53 SP:Iteration 1F (28.026641 sec): 3 clusters Score: Raw -6714.734110 + Penalty 398.632557 = -6316.101553 nChanged 22 SP:Iteration 2F (28.027157 sec): 3 clusters Score: Raw -6739.659096 + Penalty 396.055697 = -6343.603399 nChanged 10 SP:Iteration 3F (28.027672 sec): 3 clusters Score: Raw -6753.619606 + Penalty 389.464725 = -6364.154882 nChanged 2 SP:Iteration 4Q (28.028179 sec): 3 clusters Score: Raw -6755.193479 + Penalty 387.578871 = -6367.614608 nChanged 1 SP:Iteration 5Q (28.028681 sec): 3 clusters Score: Raw -6756.423166 + Penalty 387.578871 = -6368.844295 nChanged 0 SP:Iteration 6F (28.029220 sec): 3 clusters Score: Raw -6756.423166 + Penalty 387.578871 = -6368.844295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 113 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.030059 sec): 2 clusters Score: Raw -46.971140 + Penalty 0.000000 = -46.971140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.030258 sec): 2 clusters Score: Raw -46.971140 + Penalty 0.000000 = -46.971140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 114 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.031069 sec): 2 clusters Score: Raw -856.639745 + Penalty 263.884965 = -592.754780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.031311 sec): 3 clusters Score: Raw -874.556055 + Penalty 520.895793 = -353.660262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 115 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.032091 sec): 2 clusters Score: Raw -421.271621 + Penalty 225.141320 = -196.130301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.032317 sec): 3 clusters Score: Raw -439.231717 + Penalty 454.316900 = 15.085183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 116 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.033083 sec): 2 clusters Score: Raw -308.280343 + Penalty 154.639307 = -153.641036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.033302 sec): 3 clusters Score: Raw -300.968917 + Penalty 331.838578 = 30.869661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 117 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.034068 sec): 2 clusters Score: Raw -339.823314 + Penalty 203.968069 = -135.855245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.034288 sec): 3 clusters Score: Raw -337.018479 + Penalty 368.960188 = 31.941709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 118 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.035049 sec): 2 clusters Score: Raw -321.737478 + Penalty 169.377049 = -152.360429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.035271 sec): 3 clusters Score: Raw -311.914898 + Penalty 338.754099 = 26.839201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 119 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.036026 sec): 2 clusters Score: Raw -150.860863 + Penalty 102.111371 = -48.749492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.036238 sec): 3 clusters Score: Raw -142.621586 + Penalty 212.880958 = 70.259372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 120 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.036993 sec): 2 clusters Score: Raw -207.966758 + Penalty 162.282722 = -45.684036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.037207 sec): 3 clusters Score: Raw -202.693129 + Penalty 317.104261 = 114.411132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 121 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.037983 sec): 2 clusters Score: Raw -445.233453 + Penalty 200.834228 = -244.399225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.038213 sec): 3 clusters Score: Raw -488.192871 + Penalty 401.428966 = -86.763905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 122 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.038994 sec): 2 clusters Score: Raw -629.261054 + Penalty 320.664064 = -308.596990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.039245 sec): 3 clusters Score: Raw -673.807202 + Penalty 648.299410 = -25.507792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 123 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.040040 sec): 2 clusters Score: Raw -670.338768 + Penalty 304.313194 = -366.025573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.040274 sec): 3 clusters Score: Raw -721.849747 + Penalty 608.174705 = -113.675041 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 124 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.041034 sec): 2 clusters Score: Raw -151.533497 + Penalty 81.268837 = -70.264660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.041244 sec): 3 clusters Score: Raw -142.909304 + Penalty 165.241410 = 22.332106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 125 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.042001 sec): 2 clusters Score: Raw -103.240413 + Penalty 78.477182 = -24.763231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.042208 sec): 3 clusters Score: Raw -94.245948 + Penalty 156.954364 = 62.708416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 126 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.042971 sec): 2 clusters Score: Raw -249.727461 + Penalty 158.377442 = -91.350019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.043169 sec): 2 clusters Score: Raw -249.727461 + Penalty 158.377442 = -91.350019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 127 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.043934 sec): 2 clusters Score: Raw -359.333989 + Penalty 236.398641 = -122.935348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.044157 sec): 3 clusters Score: Raw -365.422200 + Penalty 473.156629 = 107.734430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 128 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.044934 sec): 2 clusters Score: Raw -595.774808 + Penalty 331.756381 = -264.018427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.045166 sec): 3 clusters Score: Raw -654.886892 + Penalty 663.512761 = 8.625869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 129 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.045934 sec): 2 clusters Score: Raw -345.715032 + Penalty 224.116387 = -121.598645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.046154 sec): 3 clusters Score: Raw -361.307247 + Penalty 449.990969 = 88.683722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 130 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.046928 sec): 2 clusters Score: Raw -426.810159 + Penalty 199.610585 = -227.199574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.047154 sec): 3 clusters Score: Raw -440.888915 + Penalty 396.089586 = -44.799329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 131 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.047928 sec): 2 clusters Score: Raw -465.354276 + Penalty 246.914271 = -218.440005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.048153 sec): 3 clusters Score: Raw -474.211291 + Penalty 494.746114 = 20.534823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 133 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.048923 sec): 2 clusters Score: Raw -470.016010 + Penalty 256.614493 = -213.401517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.049165 sec): 3 clusters Score: Raw -481.004302 + Penalty 510.861451 = 29.857149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 135 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.049924 sec): 2 clusters Score: Raw -207.872442 + Penalty 127.736761 = -80.135681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.050136 sec): 3 clusters Score: Raw -199.567310 + Penalty 244.158732 = 44.591422 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 136 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.050886 sec): 2 clusters Score: Raw -108.773572 + Penalty 89.741986 = -19.031586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.051093 sec): 3 clusters Score: Raw -97.297336 + Penalty 179.483972 = 82.186636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 137 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.051876 sec): 2 clusters Score: Raw -578.468135 + Penalty 162.732074 = -415.736061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.052107 sec): 3 clusters Score: Raw -588.224764 + Penalty 324.614548 = -263.610216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 138 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.052886 sec): 2 clusters Score: Raw -499.026985 + Penalty 264.714539 = -234.312446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.053112 sec): 3 clusters Score: Raw -521.172540 + Penalty 520.298629 = -0.873911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 139 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.053898 sec): 2 clusters Score: Raw -694.746504 + Penalty 283.827876 = -410.918628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.054135 sec): 3 clusters Score: Raw -756.156254 + Penalty 566.905311 = -189.250943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 140 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.054900 sec): 2 clusters Score: Raw -268.084958 + Penalty 170.973963 = -97.110995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.055118 sec): 3 clusters Score: Raw -262.632100 + Penalty 340.238647 = 77.606547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 141 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.055891 sec): 2 clusters Score: Raw -444.401957 + Penalty 187.005109 = -257.396847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.056115 sec): 3 clusters Score: Raw -449.542469 + Penalty 373.216334 = -76.326135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 142 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.056874 sec): 2 clusters Score: Raw -282.701390 + Penalty 209.815441 = -72.885949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.057089 sec): 3 clusters Score: Raw -272.173183 + Penalty 434.770011 = 162.596828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 144 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.057844 sec): 2 clusters Score: Raw -149.765991 + Penalty 93.217202 = -56.548789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.058040 sec): 2 clusters Score: Raw -149.765991 + Penalty 93.217202 = -56.548789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 145 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.058822 sec): 2 clusters Score: Raw -413.062789 + Penalty 231.586344 = -181.476445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.059046 sec): 3 clusters Score: Raw -420.400955 + Penalty 466.488634 = 46.087679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 146 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.059802 sec): 2 clusters Score: Raw -134.728653 + Penalty 68.633888 = -66.094764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.060011 sec): 3 clusters Score: Raw -133.036865 + Penalty 124.679724 = -8.357141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 148 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.060766 sec): 2 clusters Score: Raw -147.347644 + Penalty 90.471201 = -56.876443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.060962 sec): 2 clusters Score: Raw -147.347644 + Penalty 90.471201 = -56.876443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 149 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.061717 sec): 2 clusters Score: Raw -104.708140 + Penalty 85.639644 = -19.068496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.061927 sec): 3 clusters Score: Raw -95.692139 + Penalty 171.279288 = 75.587149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 151 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.062682 sec): 2 clusters Score: Raw -203.179066 + Penalty 139.544483 = -63.634582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.062895 sec): 3 clusters Score: Raw -198.598445 + Penalty 279.088967 = 80.490521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 153 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.063660 sec): 2 clusters Score: Raw -315.968326 + Penalty 189.300598 = -126.667727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.063880 sec): 3 clusters Score: Raw -314.186462 + Penalty 378.601197 = 64.414735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 154 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.064633 sec): 2 clusters Score: Raw -210.060177 + Penalty 116.903294 = -93.156883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.064841 sec): 3 clusters Score: Raw -201.581459 + Penalty 217.960352 = 16.378892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 155 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.065598 sec): 2 clusters Score: Raw -146.560707 + Penalty 78.862266 = -67.698442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.065794 sec): 2 clusters Score: Raw -146.560707 + Penalty 78.862266 = -67.698442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 156 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.066557 sec): 2 clusters Score: Raw -264.704428 + Penalty 179.797865 = -84.906563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.066772 sec): 3 clusters Score: Raw -256.444195 + Penalty 391.284872 = 134.840677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 157 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.067586 sec): 2 clusters Score: Raw -1364.559739 + Penalty 358.770450 = -1005.789289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.067840 sec): 3 clusters Score: Raw -1381.700213 + Penalty 730.116578 = -651.583635 nChanged 1 SP:Iteration 1Q (28.068084 sec): 3 clusters Score: Raw -1385.265736 + Penalty 730.116578 = -655.149158 nChanged 0 SP:Iteration 2F (28.068350 sec): 3 clusters Score: Raw -1385.265736 + Penalty 730.116578 = -655.149158 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 158 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.069119 sec): 2 clusters Score: Raw -209.218561 + Penalty 148.459822 = -60.758739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.069332 sec): 3 clusters Score: Raw -201.200782 + Penalty 296.919644 = 95.718862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 159 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.070081 sec): 2 clusters Score: Raw -45.290696 + Penalty 0.000000 = -45.290696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.070271 sec): 2 clusters Score: Raw -45.290696 + Penalty 0.000000 = -45.290696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 161 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.071060 sec): 2 clusters Score: Raw -723.839433 + Penalty 127.276946 = -596.562487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.071299 sec): 3 clusters Score: Raw -722.985427 + Penalty 252.291492 = -470.693936 nChanged 1 SP:Iteration 1F (28.071533 sec): 3 clusters Score: Raw -725.740139 + Penalty 252.608641 = -473.131498 nChanged 1 SP:Iteration 2F (28.071770 sec): 3 clusters Score: Raw -729.485715 + Penalty 254.553891 = -474.931824 nChanged 1 SP:Iteration 3F (28.072003 sec): 3 clusters Score: Raw -730.528541 + Penalty 254.553891 = -475.974650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 163 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.072767 sec): 2 clusters Score: Raw -225.388452 + Penalty 181.055546 = -44.332906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.072966 sec): 2 clusters Score: Raw -225.388452 + Penalty 181.055546 = -44.332906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 164 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.073714 sec): 2 clusters Score: Raw -95.119757 + Penalty 42.379619 = -52.740138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.073912 sec): 3 clusters Score: Raw -88.657979 + Penalty 84.759239 = -3.898740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 165 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.074658 sec): 2 clusters Score: Raw -47.395793 + Penalty 0.000000 = -47.395793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.074850 sec): 2 clusters Score: Raw -47.395793 + Penalty 0.000000 = -47.395793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 166 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.075605 sec): 2 clusters Score: Raw -210.773957 + Penalty 176.713762 = -34.060195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.075819 sec): 3 clusters Score: Raw -203.948082 + Penalty 357.598425 = 153.650343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 167 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.076610 sec): 2 clusters Score: Raw -964.839636 + Penalty 316.831874 = -648.007762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.076853 sec): 3 clusters Score: Raw -960.096040 + Penalty 631.363612 = -328.732428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 170 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.077632 sec): 2 clusters Score: Raw -693.186451 + Penalty 338.582298 = -354.604153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.077863 sec): 3 clusters Score: Raw -700.534100 + Penalty 677.164596 = -23.369504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 171 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.078639 sec): 2 clusters Score: Raw -168.485315 + Penalty 138.550992 = -29.934323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.078848 sec): 3 clusters Score: Raw -156.280216 + Penalty 279.934941 = 123.654725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 172 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.079616 sec): 2 clusters Score: Raw -318.320797 + Penalty 176.254089 = -142.066708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.079837 sec): 3 clusters Score: Raw -311.007049 + Penalty 352.508178 = 41.501129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 173 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.080591 sec): 2 clusters Score: Raw -161.157319 + Penalty 130.627954 = -30.529366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.080802 sec): 3 clusters Score: Raw -150.204409 + Penalty 266.736132 = 116.531723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 174 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.081559 sec): 2 clusters Score: Raw -216.596535 + Penalty 171.512051 = -45.084484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.081776 sec): 3 clusters Score: Raw -209.092892 + Penalty 343.024103 = 133.931211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 175 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.082522 sec): 2 clusters Score: Raw -48.538415 + Penalty 0.000000 = -48.538415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.082714 sec): 2 clusters Score: Raw -48.538415 + Penalty 0.000000 = -48.538415 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 176 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.083459 sec): 2 clusters Score: Raw -47.106664 + Penalty 0.000000 = -47.106664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.083650 sec): 2 clusters Score: Raw -47.106664 + Penalty 0.000000 = -47.106664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 177 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.084415 sec): 2 clusters Score: Raw -411.506396 + Penalty 271.928449 = -139.577947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.084638 sec): 3 clusters Score: Raw -427.169033 + Penalty 543.856898 = 116.687865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 178 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.085386 sec): 2 clusters Score: Raw -49.348045 + Penalty 0.000000 = -49.348045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.085577 sec): 2 clusters Score: Raw -49.348045 + Penalty 0.000000 = -49.348045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 179 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.086322 sec): 2 clusters Score: Raw -47.426616 + Penalty 0.000000 = -47.426616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.086512 sec): 2 clusters Score: Raw -47.426616 + Penalty 0.000000 = -47.426616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 182 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.087262 sec): 2 clusters Score: Raw -98.206364 + Penalty 51.375055 = -46.831308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.087467 sec): 3 clusters Score: Raw -90.452999 + Penalty 102.750111 = 12.297112 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 183 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.088244 sec): 2 clusters Score: Raw -191.433674 + Penalty 109.062274 = -82.371400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.088454 sec): 3 clusters Score: Raw -187.712235 + Penalty 218.124548 = 30.412313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 185 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.089259 sec): 2 clusters Score: Raw -800.113821 + Penalty 120.181430 = -679.932391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.089512 sec): 3 clusters Score: Raw -809.435102 + Penalty 226.015707 = -583.419396 nChanged 1 SP:Iteration 1Q (28.089755 sec): 3 clusters Score: Raw -811.157901 + Penalty 226.015707 = -585.142194 nChanged 0 SP:Iteration 2F (28.090003 sec): 3 clusters Score: Raw -811.157901 + Penalty 226.015707 = -585.142194 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 186 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.090761 sec): 2 clusters Score: Raw -48.053931 + Penalty 0.000000 = -48.053931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.090953 sec): 2 clusters Score: Raw -48.053931 + Penalty 0.000000 = -48.053931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 187 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.091699 sec): 2 clusters Score: Raw -41.139298 + Penalty 0.000000 = -41.139298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.091884 sec): 2 clusters Score: Raw -41.139298 + Penalty 0.000000 = -41.139298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 188 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.092633 sec): 2 clusters Score: Raw -105.890093 + Penalty 91.154134 = -14.735958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.092827 sec): 2 clusters Score: Raw -105.890093 + Penalty 91.154134 = -14.735958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 190 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.093582 sec): 2 clusters Score: Raw -107.216174 + Penalty 87.302065 = -19.914109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.093791 sec): 3 clusters Score: Raw -96.918194 + Penalty 174.604131 = 77.685936 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 192 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.094546 sec): 2 clusters Score: Raw -159.335678 + Penalty 120.232223 = -39.103455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.094742 sec): 2 clusters Score: Raw -159.335678 + Penalty 120.232223 = -39.103455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 193 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.095501 sec): 2 clusters Score: Raw -159.750202 + Penalty 114.873855 = -44.876347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.095698 sec): 2 clusters Score: Raw -159.750202 + Penalty 114.873855 = -44.876347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 194 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.096448 sec): 2 clusters Score: Raw -101.952954 + Penalty 64.940666 = -37.012288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.096643 sec): 2 clusters Score: Raw -101.952954 + Penalty 64.940666 = -37.012288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 195 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.097422 sec): 2 clusters Score: Raw -269.728151 + Penalty 146.360135 = -123.368016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.097642 sec): 3 clusters Score: Raw -269.808538 + Penalty 288.292359 = 18.483820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 198 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.098389 sec): 2 clusters Score: Raw -47.688738 + Penalty 0.000000 = -47.688738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.098580 sec): 2 clusters Score: Raw -47.688738 + Penalty 0.000000 = -47.688738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 199 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.099331 sec): 2 clusters Score: Raw -103.362875 + Penalty 72.060383 = -31.302493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.099537 sec): 3 clusters Score: Raw -93.579155 + Penalty 144.120765 = 50.541610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 200 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.100296 sec): 2 clusters Score: Raw -49.300605 + Penalty 0.000000 = -49.300605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.100486 sec): 2 clusters Score: Raw -49.300605 + Penalty 0.000000 = -49.300605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 204 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.101245 sec): 2 clusters Score: Raw -97.322190 + Penalty 52.493704 = -44.828486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.101454 sec): 3 clusters Score: Raw -90.148231 + Penalty 104.987407 = 14.839177 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 205 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.102205 sec): 2 clusters Score: Raw -47.820360 + Penalty 0.000000 = -47.820360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.102404 sec): 2 clusters Score: Raw -47.820360 + Penalty 0.000000 = -47.820360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 207 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.103160 sec): 2 clusters Score: Raw -46.907391 + Penalty 0.000000 = -46.907391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.103350 sec): 2 clusters Score: Raw -46.907391 + Penalty 0.000000 = -46.907391 nChanged 0 Deleting Class 186 (1 points): Lose 5.353504 but Gain 1384.634495 Iteration 20F (31.517483 sec): 180 clusters Score: Raw -1641809.321786 + Penalty 175881.866156 = -1465927.455630 nChanged 66 Deleting Class 188 (2 points): Lose 19.963503 but Gain 1397.259312 Iteration 21Q (31.821694 sec): 179 clusters Score: Raw -1641820.167712 + Penalty 174466.181502 = -1467353.986210 nChanged 61 Deleting Class 178 (1 points): Lose 12.103252 but Gain 1386.937856 Iteration 22Q (32.124354 sec): 178 clusters Score: Raw -1641834.004650 + Penalty 173042.720663 = -1468791.283987 nChanged 58 Deleting Class 200 (1 points): Lose 0.251272 but Gain 1368.277827 Iteration 23Q (32.426187 sec): 177 clusters Score: Raw -1641909.094657 + Penalty 171669.950873 = -1470239.143783 nChanged 77 Deleting Class 136 (2 points): Lose 13.249234 but Gain 1375.613147 Iteration 24Q (32.727467 sec): 176 clusters Score: Raw -1641951.291205 + Penalty 170307.753793 = -1471643.537412 nChanged 88 Deleting Class 110 (2 points): Lose 21.708344 but Gain 1380.952625 Iteration 25Q (33.029969 sec): 175 clusters Score: Raw -1641978.546445 + Penalty 168901.082272 = -1473077.464173 nChanged 84 Deleting Class 163 (4 points): Lose 44.716678 but Gain 1387.658111 Iteration 26Q (33.331471 sec): 174 clusters Score: Raw -1641978.211261 + Penalty 167477.707088 = -1474500.504172 nChanged 73 Deleting Class 142 (5 points): Lose 44.616265 but Gain 1385.126128 Iteration 27Q (33.629553 sec): 173 clusters Score: Raw -1641962.805522 + Penalty 166084.104271 = -1475878.701251 nChanged 66 Deleting Class 69 (9 points): Lose 70.784566 but Gain 1410.703001 Iteration 28Q (33.928480 sec): 172 clusters Score: Raw -1641928.436941 + Penalty 164656.576950 = -1477271.859991 nChanged 50 Deleting Class 170 (12 points): Lose 128.095694 but Gain 1447.705660 Iteration 29Q (34.224886 sec): 171 clusters Score: Raw -1641823.642664 + Penalty 163280.965320 = -1478542.677344 nChanged 59 Deleting Class 190 (2 points): Lose 17.996437 but Gain 1338.212736 Iteration 30F (37.435471 sec): 170 clusters Score: Raw -1641870.502373 + Penalty 161927.593917 = -1479942.908456 nChanged 65 Deleting Class 171 (3 points): Lose 23.424280 but Gain 1339.958319 Iteration 31Q (37.745588 sec): 169 clusters Score: Raw -1641902.106001 + Penalty 160584.065596 = -1481318.040405 nChanged 85 Deleting Class 60 (1 points): Lose 4.666821 but Gain 1319.173200 Iteration 32Q (38.055619 sec): 168 clusters Score: Raw -1641942.340849 + Penalty 159277.392637 = -1482664.948212 nChanged 130 Deleting Class 128 (12 points): Lose 113.414437 but Gain 1418.519493 Iteration 33Q (38.370448 sec): 167 clusters Score: Raw -1641921.659484 + Penalty 157881.077257 = -1484040.582228 nChanged 160 Deleting Class 149 (2 points): Lose 15.524222 but Gain 1312.730257 Iteration 34Q (38.688235 sec): 166 clusters Score: Raw -1641996.696660 + Penalty 156590.743080 = -1485405.953581 nChanged 153 Deleting Class 166 (4 points): Lose 68.778409 but Gain 1354.381518 Iteration 35Q (39.001269 sec): 165 clusters Score: Raw -1641975.369881 + Penalty 155275.479416 = -1486699.890466 nChanged 162 Deleting Class 198 (1 points): Lose 10.940892 but Gain 1296.522965 Iteration 36Q (39.313733 sec): 164 clusters Score: Raw -1642032.351073 + Penalty 154006.238282 = -1488026.112791 nChanged 190 Deleting Class 175 (1 points): Lose 5.724888 but Gain 1290.104736 Iteration 37Q (39.628198 sec): 163 clusters Score: Raw -1642100.716867 + Penalty 152760.266192 = -1489340.450675 nChanged 205 Deleting Class 101 (20 points): Lose 214.393466 but Gain 1474.531933 Iteration 38Q (39.928025 sec): 162 clusters Score: Raw -1641963.947090 + Penalty 151502.661456 = -1490461.285634 nChanged 223 Deleting Class 177 (8 points): Lose 132.428149 but Gain 1389.421555 Iteration 39Q (40.226893 sec): 161 clusters Score: Raw -1642009.557442 + Penalty 150211.052662 = -1491798.504780 nChanged 231 Deleting Class 174 (4 points): Lose 58.063355 but Gain 1314.514214 Iteration 40F (43.223328 sec): 160 clusters Score: Raw -1642054.506584 + Penalty 148994.909991 = -1493059.596593 nChanged 271 Deleting Class 127 (7 points): Lose 36.395249 but Gain 1290.768309 Iteration 41Q (43.525071 sec): 159 clusters Score: Raw -1642134.752087 + Penalty 147782.993512 = -1494351.758575 nChanged 329 Deleting Class 102 (2 points): Lose 6.065865 but Gain 1257.607121 Iteration 42Q (43.831057 sec): 158 clusters Score: Raw -1642280.710529 + Penalty 146595.617317 = -1495685.093212 nChanged 334 Deleting Class 81 (1 points): Lose 16.043709 but Gain 1266.575823 Iteration 43Q (44.137776 sec): 157 clusters Score: Raw -1642397.124176 + Penalty 145413.834549 = -1496983.289627 nChanged 331 Deleting Class 100 (4 points): Lose 55.295380 but Gain 1302.878961 Iteration 44Q (44.439941 sec): 156 clusters Score: Raw -1642464.056554 + Penalty 144176.158632 = -1498287.897922 nChanged 328 Deleting Class 108 (7 points): Lose 95.575515 but Gain 1326.552178 Iteration 45Q (44.741539 sec): 155 clusters Score: Raw -1642497.906264 + Penalty 142911.753421 = -1499586.152842 nChanged 318 Deleting Class 173 (4 points): Lose 55.265763 but Gain 1276.241109 Iteration 46Q (45.039875 sec): 154 clusters Score: Raw -1642575.610672 + Penalty 141692.667937 = -1500882.942735 nChanged 315 Deleting Class 179 (1 points): Lose 4.895353 but Gain 1222.380264 Iteration 47Q (45.333613 sec): 153 clusters Score: Raw -1642672.728539 + Penalty 140537.471955 = -1502135.256584 nChanged 283 Deleting Class 205 (1 points): Lose 6.438048 but Gain 1223.651433 Iteration 48Q (45.625202 sec): 152 clusters Score: Raw -1642757.512591 + Penalty 139333.096611 = -1503424.415981 nChanged 293 Deleting Class 67 (26 points): Lose 296.062950 but Gain 1510.533451 Iteration 49Q (45.915981 sec): 151 clusters Score: Raw -1642546.729624 + Penalty 138283.517803 = -1504263.211821 nChanged 296 Deleting Class 49 (8 points): Lose 51.265624 but Gain 1266.432167 Iteration 50F (48.740149 sec): 150 clusters Score: Raw -1642685.436708 + Penalty 137025.082768 = -1505660.353940 nChanged 288 Deleting Class 88 (12 points): Lose 45.431232 but Gain 1258.257487 Iteration 51Q (49.028490 sec): 149 clusters Score: Raw -1642765.063121 + Penalty 135789.526629 = -1506975.536492 nChanged 282 Deleting Class 122 (12 points): Lose 121.607443 but Gain 1327.532141 Iteration 52Q (49.313122 sec): 148 clusters Score: Raw -1642756.730638 + Penalty 134494.321094 = -1508262.409544 nChanged 286 Deleting Class 85 (2 points): Lose 22.675504 but Gain 1226.627584 Iteration 53Q (49.596549 sec): 147 clusters Score: Raw -1642868.611504 + Penalty 133304.416425 = -1509564.195079 nChanged 260 Deleting Class 75 (7 points): Lose 37.127536 but Gain 1238.049552 Iteration 54Q (49.878509 sec): 146 clusters Score: Raw -1642963.142690 + Penalty 132102.865648 = -1510860.277041 nChanged 276 Deleting Class 97 (11 points): Lose 129.613315 but Gain 1323.681729 Iteration 55Q (50.159965 sec): 145 clusters Score: Raw -1642927.838996 + Penalty 131043.417475 = -1511884.421521 nChanged 278 Deleting Class 107 (11 points): Lose 128.324464 but Gain 1322.355106 Iteration 56Q (50.440157 sec): 144 clusters Score: Raw -1642915.234690 + Penalty 129749.832026 = -1513165.402664 nChanged 263 Deleting Class 125 (2 points): Lose 9.779349 but Gain 1202.940203 Iteration 57Q (50.716787 sec): 143 clusters Score: Raw -1643004.578986 + Penalty 128539.014234 = -1514465.564752 nChanged 245 Deleting Class 120 (4 points): Lose 52.078562 but Gain 1243.778170 Iteration 58Q (50.990583 sec): 142 clusters Score: Raw -1643027.292959 + Penalty 127319.252937 = -1515708.040022 nChanged 231 Deleting Class 15 (3 points): Lose 11.486682 but Gain 1198.689056 Iteration 59Q (51.261650 sec): 141 clusters Score: Raw -1643096.296590 + Penalty 126143.663581 = -1516952.633009 nChanged 244 Deleting Class 176 (1 points): Lose 12.435445 but Gain 1186.415126 Iteration 60F (53.886041 sec): 140 clusters Score: Raw -1643162.124392 + Penalty 124977.819381 = -1518184.305011 nChanged 226 Deleting Class 68 (3 points): Lose 20.602518 but Gain 1182.276110 Iteration 61Q (54.153215 sec): 139 clusters Score: Raw -1643203.319167 + Penalty 123820.738251 = -1519382.580916 nChanged 191 Deleting Class 192 (3 points): Lose 18.164843 but Gain 1162.793319 Iteration 62Q (54.419901 sec): 138 clusters Score: Raw -1643238.911554 + Penalty 122669.550567 = -1520569.360987 nChanged 218 Deleting Class 129 (7 points): Lose 82.553464 but Gain 1223.705554 Iteration 63Q (54.688021 sec): 137 clusters Score: Raw -1643219.361503 + Penalty 121460.493339 = -1521758.868165 nChanged 217 Deleting Class 131 (9 points): Lose 56.075428 but Gain 1193.982182 Iteration 64Q (54.955514 sec): 136 clusters Score: Raw -1643253.250278 + Penalty 120285.681556 = -1522967.568722 nChanged 231 Deleting Class 156 (5 points): Lose 51.544804 but Gain 1186.960879 Iteration 65Q (55.222089 sec): 135 clusters Score: Raw -1643288.345642 + Penalty 119158.388164 = -1524129.957478 nChanged 237 Deleting Class 133 (9 points): Lose 108.331064 but Gain 1240.888713 Iteration 66Q (55.484317 sec): 134 clusters Score: Raw -1643285.249619 + Penalty 118000.556980 = -1525284.692639 nChanged 232 Deleting Class 145 (8 points): Lose 51.327516 but Gain 1183.293104 Iteration 67Q (55.746428 sec): 133 clusters Score: Raw -1643333.963712 + Penalty 116900.310092 = -1526433.653620 nChanged 206 Deleting Class 83 (8 points): Lose 48.317618 but Gain 1180.019309 Iteration 68Q (56.004687 sec): 132 clusters Score: Raw -1643365.340203 + Penalty 115700.497490 = -1527664.842713 nChanged 197 Deleting Class 158 (4 points): Lose 13.824359 but Gain 1137.835767 Iteration 69Q (56.260391 sec): 131 clusters Score: Raw -1643423.294510 + Penalty 114635.575694 = -1528787.718816 nChanged 169 Deleting Class 57 (4 points): Lose 21.305615 but Gain 1140.857047 Iteration 70F (58.703135 sec): 130 clusters Score: Raw -1643450.871684 + Penalty 113517.413411 = -1529933.458273 nChanged 145 Deleting Class 42 (9 points): Lose 72.880455 but Gain 1190.757840 Iteration 71Q (58.952321 sec): 129 clusters Score: Raw -1643421.612783 + Penalty 112368.613846 = -1531052.998937 nChanged 126 Deleting Class 123 (15 points): Lose 125.612143 but Gain 1235.959016 Iteration 72Q (59.198804 sec): 128 clusters Score: Raw -1643349.570950 + Penalty 111191.866244 = -1532157.704706 nChanged 132 Deleting Class 193 (4 points): Lose 32.730343 but Gain 1138.823550 Iteration 73Q (59.444083 sec): 127 clusters Score: Raw -1643395.465094 + Penalty 109943.881331 = -1533451.583763 nChanged 97 Deleting Class 199 (2 points): Lose 4.657884 but Gain 1104.580074 Iteration 74Q (59.687388 sec): 126 clusters Score: Raw -1643444.535001 + Penalty 108874.601978 = -1534569.933024 nChanged 89 Deleting Class 140 (5 points): Lose 40.751912 but Gain 1128.708649 Iteration 75Q (59.927494 sec): 125 clusters Score: Raw -1643442.694252 + Penalty 107779.366754 = -1535663.327498 nChanged 89 Deleting Class 167 (17 points): Lose 103.812579 but Gain 1188.162084 Iteration 76Q (60.166454 sec): 124 clusters Score: Raw -1643381.338937 + Penalty 106613.083040 = -1536768.255897 nChanged 106 Deleting Class 153 (6 points): Lose 43.726929 but Gain 1122.531096 Iteration 77Q (60.405509 sec): 123 clusters Score: Raw -1643412.677595 + Penalty 105492.435881 = -1537920.241715 nChanged 81 Deleting Class 117 (7 points): Lose 36.493639 but Gain 1113.693033 Iteration 78Q (60.644650 sec): 122 clusters Score: Raw -1643409.107418 + Penalty 104397.701177 = -1539011.406241 nChanged 74 Deleting Class 77 (19 points): Lose 101.163950 but Gain 1175.022777 Iteration 79Q (60.882545 sec): 121 clusters Score: Raw -1643346.673586 + Penalty 103241.755289 = -1540104.918297 nChanged 66 Deleting Class 138 (10 points): Lose 161.625986 but Gain 1221.485196 Iteration 80F (63.140329 sec): 120 clusters Score: Raw -1643247.145670 + Penalty 102116.868852 = -1541130.276818 nChanged 60 Deleting Class 33 (27 points): Lose 142.453322 but Gain 1200.078163 Iteration 81Q (63.373073 sec): 119 clusters Score: Raw -1643180.958882 + Penalty 101047.799675 = -1542133.159207 nChanged 66 Deleting Class 91 (4 points): Lose 31.887116 but Gain 1088.421069 Iteration 82Q (63.604601 sec): 118 clusters Score: Raw -1643235.169011 + Penalty 100026.401904 = -1543208.767108 nChanged 38 Deleting Class 118 (4 points): Lose 18.063447 but Gain 1064.985828 Iteration 83Q (63.835212 sec): 117 clusters Score: Raw -1643236.992183 + Penalty 98989.108457 = -1544247.883727 nChanged 31 Deleting Class 165 (1 points): Lose 0.608325 but Gain 1044.640584 Iteration 84Q (64.062597 sec): 116 clusters Score: Raw -1643257.187774 + Penalty 97948.250475 = -1545308.937298 nChanged 22 Deleting Class 151 (4 points): Lose 28.372048 but Gain 1069.506226 Iteration 85Q (64.287804 sec): 115 clusters Score: Raw -1643237.898665 + Penalty 96904.302041 = -1546333.596624 nChanged 18 Deleting Class 115 (9 points): Lose 52.177209 but Gain 1090.696076 Iteration 86Q (64.512484 sec): 114 clusters Score: Raw -1643197.585053 + Penalty 95824.590898 = -1547372.994156 nChanged 26 Deleting Class 73 (50 points): Lose 193.577320 but Gain 1235.572710 Iteration 87Q (64.736159 sec): 113 clusters Score: Raw -1643021.388450 + Penalty 94846.144827 = -1548175.243623 nChanged 59 Deleting Class 207 (1 points): Lose 4.805057 but Gain 1039.571750 Iteration 88Q (64.960729 sec): 112 clusters Score: Raw -1643124.411756 + Penalty 93841.903626 = -1549282.508130 nChanged 19 Deleting Class 172 (6 points): Lose 28.916636 but Gain 1045.166774 Iteration 89Q (65.182192 sec): 111 clusters Score: Raw -1643106.980723 + Penalty 92791.936307 = -1550315.044416 nChanged 10 Deleting Class 86 (7 points): Lose 43.645446 but Gain 1060.073163 Iteration 90F (67.256713 sec): 110 clusters Score: Raw -1643073.303436 + Penalty 91744.394800 = -1551328.908636 nChanged 12 Deleting Class 46 (49 points): Lose 304.422392 but Gain 1304.643003 Iteration 91Q (67.478378 sec): 109 clusters Score: Raw -1642783.163298 + Penalty 90447.348673 = -1552335.814625 nChanged 52 Deleting Class 113 (1 points): Lose 1.310689 but Gain 1000.974354 Iteration 92Q (67.701087 sec): 108 clusters Score: Raw -1642923.732773 + Penalty 89433.120561 = -1553490.612213 nChanged 31 Deleting Class 157 (33 points): Lose 193.726032 but Gain 1187.998071 Iteration 93Q (67.920607 sec): 107 clusters Score: Raw -1642754.047965 + Penalty 88304.733131 = -1554449.314834 nChanged 52 Deleting Class 139 (21 points): Lose 152.364233 but Gain 1132.828807 Iteration 94Q (68.140456 sec): 106 clusters Score: Raw -1642689.729983 + Penalty 87270.129634 = -1555419.600349 nChanged 52 Deleting Class 126 (5 points): Lose 69.207584 but Gain 1045.550947 Iteration 95Q (68.358770 sec): 105 clusters Score: Raw -1642710.380436 + Penalty 86273.783510 = -1556436.596926 nChanged 33 Deleting Class 37 (6 points): Lose 35.093674 but Gain 1010.577444 Iteration 96Q (68.574687 sec): 104 clusters Score: Raw -1642714.481847 + Penalty 85269.528511 = -1557444.953335 nChanged 27 Deleting Class 61 (19 points): Lose 116.100506 but Gain 1087.224213 Iteration 97Q (68.789374 sec): 103 clusters Score: Raw -1642644.187120 + Penalty 84221.583242 = -1558422.603878 nChanged 40 Deleting Class 39 (17 points): Lose 80.612884 but Gain 1045.111050 Iteration 98Q (69.004666 sec): 102 clusters Score: Raw -1642646.340402 + Penalty 83317.222365 = -1559329.118037 nChanged 46 Deleting Class 119 (3 points): Lose 23.177190 but Gain 987.542414 Iteration 99Q (69.219100 sec): 101 clusters Score: Raw -1642669.986032 + Penalty 82325.389798 = -1560344.596234 nChanged 28 Deleting Class 135 (4 points): Lose 17.568201 but Gain 979.008686 Iteration 100F (71.105748 sec): 100 clusters Score: Raw -1642668.368904 + Penalty 81393.247205 = -1561275.121699 nChanged 32 Deleting Class 194 (2 points): Lose 40.237744 but Gain 995.445256 Iteration 101Q (71.319766 sec): 99 clusters Score: Raw -1642647.128641 + Penalty 79632.061971 = -1563015.066670 nChanged 24 Deleting Class 105 (38 points): Lose 225.455133 but Gain 1170.292742 Iteration 102Q (71.529117 sec): 97 clusters Score: Raw -1642438.845646 + Penalty 78642.434224 = -1563796.411422 nChanged 53 Deleting Class 8 (20 points): Lose 58.724383 but Gain 995.546379 Iteration 103Q (71.738497 sec): 96 clusters Score: Raw -1642501.458070 + Penalty 77705.663935 = -1564795.794135 nChanged 61 Deleting Class 103 (42 points): Lose 221.686920 but Gain 1157.422151 Iteration 104Q (71.948874 sec): 95 clusters Score: Raw -1642319.260921 + Penalty 76621.539817 = -1565697.721104 nChanged 68 Deleting Class 130 (10 points): Lose 59.152393 but Gain 986.018481 Iteration 105Q (72.158872 sec): 94 clusters Score: Raw -1642383.543718 + Penalty 75821.398232 = -1566562.145486 nChanged 52 Deleting Class 80 (19 points): Lose 118.874162 but Gain 1019.637953 Iteration 106Q (72.365632 sec): 93 clusters Score: Raw -1642316.272962 + Penalty 74864.832672 = -1567451.440290 nChanged 50 Deleting Class 93 (12 points): Lose 44.950181 but Gain 953.802657 Iteration 107Q (72.571087 sec): 92 clusters Score: Raw -1642324.655990 + Penalty 73870.688198 = -1568453.967791 nChanged 36 Deleting Class 58 (7 points): Lose 68.860677 but Gain 960.167764 Iteration 108Q (72.775465 sec): 91 clusters Score: Raw -1642276.106416 + Penalty 72943.285231 = -1569332.821184 nChanged 23 Deleting Class 64 (38 points): Lose 188.608275 but Gain 1075.815366 Iteration 109Q (72.977111 sec): 90 clusters Score: Raw -1642118.276527 + Penalty 71949.704732 = -1570168.571795 nChanged 47 Deleting Class 82 (13 points): Lose 84.239353 but Gain 978.614649 Iteration 110F (74.660636 sec): 89 clusters Score: Raw -1642155.764904 + Penalty 71015.175422 = -1571140.589482 nChanged 33 Deleting Class 183 (5 points): Lose 52.419979 but Gain 941.064305 Iteration 111Q (74.864567 sec): 88 clusters Score: Raw -1642141.992787 + Penalty 70080.453546 = -1572061.539241 nChanged 16 Deleting Class 25 (22 points): Lose 79.860199 but Gain 965.561554 Iteration 112Q (75.065081 sec): 87 clusters Score: Raw -1642091.339914 + Penalty 69144.458149 = -1572946.881764 nChanged 35 Deleting Class 144 (3 points): Lose 21.228993 but Gain 901.524870 Iteration 113Q (75.264828 sec): 86 clusters Score: Raw -1642124.404155 + Penalty 68237.959726 = -1573886.444429 nChanged 17 Deleting Class 99 (7 points): Lose 38.967881 but Gain 918.430953 Iteration 114Q (75.462123 sec): 85 clusters Score: Raw -1642096.642481 + Penalty 67338.129626 = -1574758.512855 nChanged 16 Deleting Class 116 (6 points): Lose 40.967247 but Gain 916.993567 Iteration 115Q (75.659061 sec): 84 clusters Score: Raw -1642070.372313 + Penalty 66431.617443 = -1575638.754870 nChanged 11 Deleting Class 141 (11 points): Lose 45.147937 but Gain 917.839876 Iteration 116Q (75.855650 sec): 83 clusters Score: Raw -1642032.988542 + Penalty 65519.140389 = -1576513.848154 nChanged 11 Deleting Class 121 (10 points): Lose 61.062420 but Gain 932.245997 Iteration 117Q (76.050021 sec): 82 clusters Score: Raw -1641985.997960 + Penalty 64608.195349 = -1577377.802611 nChanged 12 Deleting Class 154 (4 points): Lose 25.834023 but Gain 895.978100 Iteration 118Q (76.244347 sec): 81 clusters Score: Raw -1641981.728421 + Penalty 63706.871576 = -1578274.856845 nChanged 7 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.38 GB. Compute initial score before splitting: Score: Raw -1641981.728421 + Penalty 63706.871576 = -1578274.856845Memory request: 0.03 GB would take us to total of 0.41 GB. Trying to split cluster 1 (6659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.401970 sec): 2 clusters Score: Raw -270701.405594 + Penalty 98.479330 = -270602.926264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.414200 sec): 3 clusters Score: Raw -266227.520372 + Penalty 199.827185 = -266027.693188 nChanged 3207 SP:Iteration 1F (76.426200 sec): 3 clusters Score: Raw -268218.727005 + Penalty 202.302650 = -268016.424355 nChanged 641 SP:Iteration 2F (76.438535 sec): 3 clusters Score: Raw -268627.257132 + Penalty 206.295918 = -268420.961214 nChanged 491 SP:Iteration 3F (76.450431 sec): 3 clusters Score: Raw -269188.894596 + Penalty 212.961968 = -268975.932628 nChanged 465 SP:Iteration 4F (76.462224 sec): 3 clusters Score: Raw -269818.107255 + Penalty 219.288743 = -269598.818512 nChanged 298 SP:Iteration 5Q (76.473423 sec): 3 clusters Score: Raw -270055.700411 + Penalty 222.980217 = -269832.720194 nChanged 247 SP:Iteration 6Q (76.484258 sec): 3 clusters Score: Raw -270243.687193 + Penalty 225.981221 = -270017.705973 nChanged 198 SP:Iteration 7Q (76.494690 sec): 3 clusters Score: Raw -270395.757907 + Penalty 234.882698 = -270160.875210 nChanged 146 SP:Iteration 8Q (76.504728 sec): 3 clusters Score: Raw -270509.909248 + Penalty 237.951419 = -270271.957829 nChanged 98 SP:Iteration 9Q (76.514469 sec): 3 clusters Score: Raw -270579.150654 + Penalty 236.659576 = -270342.491078 nChanged 58 SP:Iteration 10F (76.526197 sec): 3 clusters Score: Raw -270613.757749 + Penalty 234.888182 = -270378.869567 nChanged 44 SP:Iteration 11Q (76.535708 sec): 3 clusters Score: Raw -270640.659993 + Penalty 228.607123 = -270412.052871 nChanged 35 SP:Iteration 12Q (76.545057 sec): 3 clusters Score: Raw -270665.864534 + Penalty 229.554760 = -270436.309774 nChanged 27 SP:Iteration 13Q (76.554381 sec): 3 clusters Score: Raw -270683.126740 + Penalty 231.558653 = -270451.568086 nChanged 16 SP:Iteration 14Q (76.563590 sec): 3 clusters Score: Raw -270691.716990 + Penalty 231.946487 = -270459.770503 nChanged 10 SP:Iteration 15Q (76.572759 sec): 3 clusters Score: Raw -270696.659753 + Penalty 233.509144 = -270463.150609 nChanged 8 SP:Iteration 16Q (76.581913 sec): 3 clusters Score: Raw -270699.393083 + Penalty 231.045727 = -270468.347356 nChanged 6 SP:Iteration 17Q (76.591061 sec): 3 clusters Score: Raw -270701.760257 + Penalty 230.159856 = -270471.600401 nChanged 3 SP:Iteration 18Q (76.600196 sec): 3 clusters Score: Raw -270702.619463 + Penalty 231.357661 = -270471.261802 nChanged 1 SP:Iteration 19F (76.611955 sec): 3 clusters Score: Raw -270703.470429 + Penalty 233.347773 = -270470.122656 nChanged 3 SP:Iteration 20F (76.623700 sec): 3 clusters Score: Raw -270705.565259 + Penalty 239.367570 = -270466.197689 nChanged 5 SP:Iteration 21F (76.635533 sec): 3 clusters Score: Raw -270710.819303 + Penalty 245.714601 = -270465.104702 nChanged 4 SP:Iteration 22F (76.647765 sec): 3 clusters Score: Raw -270713.323809 + Penalty 249.187875 = -270464.135934 nChanged 2 SP:Iteration 23F (76.659633 sec): 3 clusters Score: Raw -270714.463645 + Penalty 245.527138 = -270468.936508 nChanged 2 SP:Iteration 24Q (76.668716 sec): 3 clusters Score: Raw -270715.869238 + Penalty 245.527138 = -270470.342100 nChanged 0 SP:Iteration 25F (76.680467 sec): 3 clusters Score: Raw -270715.869238 + Penalty 245.527138 = -270470.342100 nChanged 0 Memory request: 0.06 GB would take us to total of 0.44 GB. Trying to split cluster 2 (13633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.743165 sec): 2 clusters Score: Raw -552522.462838 + Penalty 220.135237 = -552302.327602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.768632 sec): 3 clusters Score: Raw -543346.671345 + Penalty 434.783245 = -542911.888100 nChanged 6446 SP:Iteration 1F (76.793460 sec): 3 clusters Score: Raw -546906.558145 + Penalty 432.742749 = -546473.815396 nChanged 2740 SP:Iteration 2F (76.818106 sec): 3 clusters Score: Raw -549796.556845 + Penalty 460.236016 = -549336.320829 nChanged 1741 SP:Iteration 3F (76.842875 sec): 3 clusters Score: Raw -551849.812046 + Penalty 564.363624 = -551285.448423 nChanged 528 SP:Iteration 4Q (76.868010 sec): 3 clusters Score: Raw -552433.096697 + Penalty 721.264454 = -551711.832242 nChanged 81 SP:Iteration 5Q (76.888201 sec): 3 clusters Score: Raw -552534.218835 + Penalty 766.692870 = -551767.525965 nChanged 3 SP:Iteration 6Q (76.907015 sec): 3 clusters Score: Raw -552539.631415 + Penalty 784.456159 = -551755.175256 nChanged 3 SP:Iteration 7F (76.931485 sec): 3 clusters Score: Raw -552545.356973 + Penalty 794.116609 = -551751.240364 nChanged 1 SP:Iteration 8F (76.955971 sec): 3 clusters Score: Raw -552549.445982 + Penalty 807.741735 = -551741.704247 nChanged 1 SP:Iteration 9F (76.980426 sec): 3 clusters Score: Raw -552554.925828 + Penalty 803.878615 = -551751.047213 nChanged 1 SP:Iteration 10F (77.004710 sec): 3 clusters Score: Raw -552556.418777 + Penalty 812.364703 = -551744.054074 nChanged 2 SP:Iteration 11F (77.029174 sec): 3 clusters Score: Raw -552558.724486 + Penalty 812.364703 = -551746.359784 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 3 (3514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.049051 sec): 2 clusters Score: Raw -155005.473441 + Penalty 327.269787 = -154678.203653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.055964 sec): 3 clusters Score: Raw -152804.964901 + Penalty 660.945301 = -152144.019600 nChanged 1513 SP:Iteration 1F (77.062388 sec): 3 clusters Score: Raw -153728.519825 + Penalty 673.664855 = -153054.854970 nChanged 512 SP:Iteration 2F (77.068735 sec): 3 clusters Score: Raw -154081.207748 + Penalty 686.005186 = -153395.202562 nChanged 330 SP:Iteration 3F (77.075084 sec): 3 clusters Score: Raw -154333.439681 + Penalty 703.421447 = -153630.018234 nChanged 241 SP:Iteration 4F (77.081401 sec): 3 clusters Score: Raw -154517.950417 + Penalty 721.368011 = -153796.582407 nChanged 168 SP:Iteration 5Q (77.087710 sec): 3 clusters Score: Raw -154669.930050 + Penalty 746.196818 = -153923.733232 nChanged 120 SP:Iteration 6Q (77.094017 sec): 3 clusters Score: Raw -154794.707577 + Penalty 761.962019 = -154032.745558 nChanged 86 SP:Iteration 7Q (77.100061 sec): 3 clusters Score: Raw -154893.358813 + Penalty 766.390252 = -154126.968560 nChanged 53 SP:Iteration 8Q (77.105681 sec): 3 clusters Score: Raw -154945.534941 + Penalty 767.680051 = -154177.854891 nChanged 35 SP:Iteration 9Q (77.111102 sec): 3 clusters Score: Raw -154978.842691 + Penalty 763.904851 = -154214.937840 nChanged 27 SP:Iteration 10F (77.117392 sec): 3 clusters Score: Raw -154992.951787 + Penalty 764.675464 = -154228.276322 nChanged 11 SP:Iteration 11Q (77.122609 sec): 3 clusters Score: Raw -154998.313779 + Penalty 763.065212 = -154235.248568 nChanged 6 SP:Iteration 12Q (77.127856 sec): 3 clusters Score: Raw -154999.604059 + Penalty 761.844337 = -154237.759722 nChanged 2 SP:Iteration 13Q (77.133051 sec): 3 clusters Score: Raw -155000.057108 + Penalty 761.860923 = -154238.196185 nChanged 1 SP:Iteration 14Q (77.138268 sec): 3 clusters Score: Raw -155000.198000 + Penalty 760.555446 = -154239.642554 nChanged 2 SP:Iteration 15Q (77.143571 sec): 3 clusters Score: Raw -155000.757727 + Penalty 760.306628 = -154240.451100 nChanged 1 SP:Iteration 16Q (77.148791 sec): 3 clusters Score: Raw -155000.876563 + Penalty 760.306628 = -154240.569936 nChanged 0 SP:Iteration 17F (77.155084 sec): 3 clusters Score: Raw -155000.876563 + Penalty 760.306628 = -154240.569936 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 4 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.159505 sec): 2 clusters Score: Raw -7817.400487 + Penalty 218.486120 = -7598.914367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.160015 sec): 3 clusters Score: Raw -7734.064627 + Penalty 467.963614 = -7266.101012 nChanged 42 SP:Iteration 1F (77.160514 sec): 3 clusters Score: Raw -7782.469702 + Penalty 496.651033 = -7285.818669 nChanged 18 SP:Iteration 2F (77.161008 sec): 3 clusters Score: Raw -7803.558357 + Penalty 517.475016 = -7286.083341 nChanged 8 SP:Iteration 3Q (77.161495 sec): 3 clusters Score: Raw -7811.217759 + Penalty 524.081971 = -7287.135788 nChanged 4 SP:Iteration 4Q (77.161974 sec): 3 clusters Score: Raw -7817.080405 + Penalty 530.539169 = -7286.541235 nChanged 4 SP:Iteration 5F (77.162465 sec): 3 clusters Score: Raw -7823.530165 + Penalty 526.210384 = -7297.319781 nChanged 2 SP:Iteration 6Q (77.162922 sec): 3 clusters Score: Raw -7826.597842 + Penalty 524.717368 = -7301.880473 nChanged 1 SP:Iteration 7Q (77.163378 sec): 3 clusters Score: Raw -7827.544560 + Penalty 521.887018 = -7305.657542 nChanged 1 SP:Iteration 8Q (77.163831 sec): 3 clusters Score: Raw -7828.776365 + Penalty 516.496626 = -7312.279739 nChanged 2 SP:Iteration 9Q (77.164283 sec): 3 clusters Score: Raw -7832.753902 + Penalty 516.496626 = -7316.257276 nChanged 0 SP:Iteration 10F (77.164774 sec): 3 clusters Score: Raw -7832.753902 + Penalty 516.496626 = -7316.257276 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 5 (698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.168534 sec): 2 clusters Score: Raw -31074.533135 + Penalty 173.530923 = -30901.002212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.169985 sec): 3 clusters Score: Raw -30671.145122 + Penalty 346.676800 = -30324.468322 nChanged 281 SP:Iteration 1F (77.171422 sec): 3 clusters Score: Raw -30832.221782 + Penalty 349.788067 = -30482.433715 nChanged 65 SP:Iteration 2F (77.172858 sec): 3 clusters Score: Raw -30874.253961 + Penalty 351.545659 = -30522.708302 nChanged 42 SP:Iteration 3F (77.174303 sec): 3 clusters Score: Raw -30905.869650 + Penalty 352.546674 = -30553.322976 nChanged 45 SP:Iteration 4F (77.175730 sec): 3 clusters Score: Raw -30944.473805 + Penalty 353.139146 = -30591.334658 nChanged 45 SP:Iteration 5F (77.177159 sec): 3 clusters Score: Raw -30986.576219 + Penalty 352.765674 = -30633.810545 nChanged 38 SP:Iteration 6F (77.178589 sec): 3 clusters Score: Raw -31015.601403 + Penalty 351.923720 = -30663.677683 nChanged 14 SP:Iteration 7Q (77.179987 sec): 3 clusters Score: Raw -31024.801830 + Penalty 352.461597 = -30672.340233 nChanged 6 SP:Iteration 8Q (77.181366 sec): 3 clusters Score: Raw -31025.759653 + Penalty 352.667078 = -30673.092575 nChanged 3 SP:Iteration 9Q (77.182733 sec): 3 clusters Score: Raw -31027.198615 + Penalty 352.369965 = -30674.828650 nChanged 5 SP:Iteration 10F (77.184197 sec): 3 clusters Score: Raw -31028.520196 + Penalty 352.127046 = -30676.393150 nChanged 8 SP:Iteration 11Q (77.185588 sec): 3 clusters Score: Raw -31029.816623 + Penalty 351.210711 = -30678.605912 nChanged 5 SP:Iteration 12Q (77.186977 sec): 3 clusters Score: Raw -31031.435303 + Penalty 350.654799 = -30680.780505 nChanged 6 SP:Iteration 13Q (77.188386 sec): 3 clusters Score: Raw -31033.619233 + Penalty 350.181095 = -30683.438138 nChanged 6 SP:Iteration 14Q (77.189772 sec): 3 clusters Score: Raw -31034.684162 + Penalty 349.778487 = -30684.905675 nChanged 5 SP:Iteration 15Q (77.191155 sec): 3 clusters Score: Raw -31035.747347 + Penalty 349.381591 = -30686.365757 nChanged 3 SP:Iteration 16Q (77.192561 sec): 3 clusters Score: Raw -31036.206851 + Penalty 349.061125 = -30687.145726 nChanged 5 SP:Iteration 17Q (77.193951 sec): 3 clusters Score: Raw -31037.978003 + Penalty 349.058330 = -30688.919674 nChanged 3 SP:Iteration 18Q (77.195328 sec): 3 clusters Score: Raw -31038.548828 + Penalty 348.750851 = -30689.797977 nChanged 4 SP:Iteration 19Q (77.196688 sec): 3 clusters Score: Raw -31039.727185 + Penalty 348.207174 = -30691.520011 nChanged 6 SP:Iteration 20F (77.198122 sec): 3 clusters Score: Raw -31042.134815 + Penalty 348.412804 = -30693.722011 nChanged 6 SP:Iteration 21Q (77.199509 sec): 3 clusters Score: Raw -31043.532509 + Penalty 348.247206 = -30695.285303 nChanged 3 SP:Iteration 22Q (77.200902 sec): 3 clusters Score: Raw -31044.457684 + Penalty 347.861651 = -30696.596033 nChanged 2 SP:Iteration 23Q (77.202307 sec): 3 clusters Score: Raw -31044.896263 + Penalty 347.852203 = -30697.044060 nChanged 4 SP:Iteration 24Q (77.203694 sec): 3 clusters Score: Raw -31045.667149 + Penalty 347.856552 = -30697.810597 nChanged 1 SP:Iteration 25Q (77.205076 sec): 3 clusters Score: Raw -31045.731804 + Penalty 348.025673 = -30697.706132 nChanged 2 SP:Iteration 26F (77.206506 sec): 3 clusters Score: Raw -31045.892574 + Penalty 347.978858 = -30697.913715 nChanged 2 SP:Iteration 27Q (77.207892 sec): 3 clusters Score: Raw -31046.014445 + Penalty 347.960952 = -30698.053493 nChanged 2 SP:Iteration 28Q (77.209272 sec): 3 clusters Score: Raw -31046.124231 + Penalty 348.112621 = -30698.011610 nChanged 1 SP:Iteration 29F (77.210690 sec): 3 clusters Score: Raw -31046.198314 + Penalty 348.219294 = -30697.979020 nChanged 1 SP:Iteration 30F (77.212139 sec): 3 clusters Score: Raw -31046.212137 + Penalty 348.219294 = -30697.992843 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 6 (4322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.231684 sec): 2 clusters Score: Raw -211924.333273 + Penalty 392.825578 = -211531.507695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.239784 sec): 3 clusters Score: Raw -209037.469787 + Penalty 790.277360 = -208247.192427 nChanged 1879 SP:Iteration 1F (77.247921 sec): 3 clusters Score: Raw -210059.108662 + Penalty 789.851288 = -209269.257374 nChanged 542 SP:Iteration 2F (77.256330 sec): 3 clusters Score: Raw -210436.890258 + Penalty 779.757302 = -209657.132956 nChanged 510 SP:Iteration 3F (77.264503 sec): 3 clusters Score: Raw -210904.191423 + Penalty 766.161688 = -210138.029735 nChanged 422 SP:Iteration 4F (77.272569 sec): 3 clusters Score: Raw -211284.756448 + Penalty 750.696262 = -210534.060185 nChanged 303 SP:Iteration 5F (77.280646 sec): 3 clusters Score: Raw -211578.732106 + Penalty 731.243363 = -210847.488744 nChanged 183 SP:Iteration 6Q (77.288799 sec): 3 clusters Score: Raw -211726.096626 + Penalty 723.961367 = -211002.135259 nChanged 101 SP:Iteration 7Q (77.296200 sec): 3 clusters Score: Raw -211784.329875 + Penalty 728.108520 = -211056.221355 nChanged 69 SP:Iteration 8Q (77.303167 sec): 3 clusters Score: Raw -211804.736539 + Penalty 747.481952 = -211057.254587 nChanged 49 SP:Iteration 9Q (77.309915 sec): 3 clusters Score: Raw -211820.751760 + Penalty 768.234606 = -211052.517154 nChanged 49 SP:Iteration 10F (77.318039 sec): 3 clusters Score: Raw -211848.233416 + Penalty 798.976978 = -211049.256438 nChanged 45 SP:Iteration 11F (77.325712 sec): 3 clusters Score: Raw -211886.426396 + Penalty 899.748375 = -210986.678020 nChanged 35 SP:Iteration 12F (77.333538 sec): 3 clusters Score: Raw -211922.510107 + Penalty 1052.308347 = -210870.201759 nChanged 15 SP:Iteration 13F (77.341695 sec): 3 clusters Score: Raw -211944.354573 + Penalty 1072.139719 = -210872.214854 nChanged 1 SP:Iteration 14Q (77.348065 sec): 3 clusters Score: Raw -211948.149490 + Penalty 1072.139719 = -210876.009771 nChanged 0 SP:Iteration 15F (77.356253 sec): 3 clusters Score: Raw -211948.149490 + Penalty 1072.139719 = -210876.009771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 7 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.361389 sec): 2 clusters Score: Raw -19631.237169 + Penalty 186.099862 = -19445.137307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.362429 sec): 3 clusters Score: Raw -19393.632224 + Penalty 370.731463 = -19022.900761 nChanged 193 SP:Iteration 1F (77.363457 sec): 3 clusters Score: Raw -19545.195213 + Penalty 370.422897 = -19174.772316 nChanged 46 SP:Iteration 2F (77.364481 sec): 3 clusters Score: Raw -19577.279285 + Penalty 370.238773 = -19207.040512 nChanged 36 SP:Iteration 3F (77.365503 sec): 3 clusters Score: Raw -19596.914023 + Penalty 371.856977 = -19225.057046 nChanged 23 SP:Iteration 4Q (77.366497 sec): 3 clusters Score: Raw -19611.898256 + Penalty 373.264639 = -19238.633617 nChanged 20 SP:Iteration 5Q (77.367488 sec): 3 clusters Score: Raw -19623.939477 + Penalty 374.506499 = -19249.432978 nChanged 16 SP:Iteration 6Q (77.368476 sec): 3 clusters Score: Raw -19633.462669 + Penalty 375.435418 = -19258.027251 nChanged 8 SP:Iteration 7Q (77.369459 sec): 3 clusters Score: Raw -19639.455935 + Penalty 376.993010 = -19262.462925 nChanged 9 SP:Iteration 8Q (77.370442 sec): 3 clusters Score: Raw -19644.807158 + Penalty 379.360048 = -19265.447110 nChanged 10 SP:Iteration 9Q (77.371423 sec): 3 clusters Score: Raw -19649.979508 + Penalty 382.618915 = -19267.360594 nChanged 11 SP:Iteration 10F (77.372435 sec): 3 clusters Score: Raw -19654.897353 + Penalty 385.750318 = -19269.147034 nChanged 12 SP:Iteration 11Q (77.373408 sec): 3 clusters Score: Raw -19660.845538 + Penalty 388.979919 = -19271.865619 nChanged 13 SP:Iteration 12Q (77.374380 sec): 3 clusters Score: Raw -19669.265808 + Penalty 393.625384 = -19275.640424 nChanged 11 SP:Iteration 13Q (77.375345 sec): 3 clusters Score: Raw -19693.588978 + Penalty 395.454251 = -19298.134727 nChanged 4 SP:Iteration 14Q (77.376288 sec): 3 clusters Score: Raw -19703.546667 + Penalty 395.861178 = -19307.685489 nChanged 2 SP:Iteration 15Q (77.377216 sec): 3 clusters Score: Raw -19704.848714 + Penalty 396.548699 = -19308.300015 nChanged 1 SP:Iteration 16Q (77.378140 sec): 3 clusters Score: Raw -19705.306364 + Penalty 396.588687 = -19308.717677 nChanged 1 SP:Iteration 17Q (77.379060 sec): 3 clusters Score: Raw -19705.544673 + Penalty 396.818312 = -19308.726362 nChanged 1 SP:Iteration 18Q (77.379981 sec): 3 clusters Score: Raw -19705.698316 + Penalty 396.878503 = -19308.819813 nChanged 1 SP:Iteration 19Q (77.380900 sec): 3 clusters Score: Raw -19706.384260 + Penalty 396.878503 = -19309.505757 nChanged 0 SP:Iteration 20F (77.381906 sec): 3 clusters Score: Raw -19706.384260 + Penalty 396.878503 = -19309.505757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 9 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.383521 sec): 2 clusters Score: Raw -20549.678497 + Penalty 774.578097 = -19775.100401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.384485 sec): 3 clusters Score: Raw -20270.851438 + Penalty 1547.380159 = -18723.471280 nChanged 107 SP:Iteration 1F (77.385430 sec): 3 clusters Score: Raw -20441.123502 + Penalty 1546.687279 = -18894.436224 nChanged 34 SP:Iteration 2F (77.386408 sec): 3 clusters Score: Raw -20519.900090 + Penalty 1545.848652 = -18974.051437 nChanged 16 SP:Iteration 3Q (77.387275 sec): 3 clusters Score: Raw -20558.223312 + Penalty 1545.346657 = -19012.876655 nChanged 7 SP:Iteration 4Q (77.388120 sec): 3 clusters Score: Raw -20581.584779 + Penalty 1545.271015 = -19036.313764 nChanged 10 SP:Iteration 5Q (77.388961 sec): 3 clusters Score: Raw -20605.977895 + Penalty 1544.987673 = -19060.990222 nChanged 4 SP:Iteration 6Q (77.389787 sec): 3 clusters Score: Raw -20615.653094 + Penalty 1544.680674 = -19070.972420 nChanged 4 SP:Iteration 7Q (77.390613 sec): 3 clusters Score: Raw -20628.495193 + Penalty 1544.588428 = -19083.906765 nChanged 2 SP:Iteration 8Q (77.391431 sec): 3 clusters Score: Raw -20635.936157 + Penalty 1545.093697 = -19090.842460 nChanged 5 SP:Iteration 9Q (77.392245 sec): 3 clusters Score: Raw -20644.500283 + Penalty 1545.463044 = -19099.037240 nChanged 4 SP:Iteration 10F (77.393149 sec): 3 clusters Score: Raw -20649.439865 + Penalty 1545.968569 = -19103.471296 nChanged 2 SP:Iteration 11Q (77.393968 sec): 3 clusters Score: Raw -20651.312851 + Penalty 1546.115035 = -19105.197816 nChanged 1 SP:Iteration 12Q (77.394783 sec): 3 clusters Score: Raw -20651.762108 + Penalty 1546.219418 = -19105.542690 nChanged 1 SP:Iteration 13Q (77.395598 sec): 3 clusters Score: Raw -20652.380635 + Penalty 1546.219418 = -19106.161217 nChanged 0 SP:Iteration 14F (77.396501 sec): 3 clusters Score: Raw -20652.380635 + Penalty 1546.219418 = -19106.161217 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 10 (931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.401284 sec): 2 clusters Score: Raw -37291.853748 + Penalty 299.368102 = -36992.485645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.403155 sec): 3 clusters Score: Raw -36750.995933 + Penalty 593.572564 = -36157.423369 nChanged 370 SP:Iteration 1F (77.404996 sec): 3 clusters Score: Raw -37125.363496 + Penalty 588.945594 = -36536.417902 nChanged 119 SP:Iteration 2F (77.406831 sec): 3 clusters Score: Raw -37229.399266 + Penalty 594.518095 = -36634.881171 nChanged 48 SP:Iteration 3F (77.408663 sec): 3 clusters Score: Raw -37268.636152 + Penalty 603.048214 = -36665.587938 nChanged 33 SP:Iteration 4Q (77.410461 sec): 3 clusters Score: Raw -37290.116941 + Penalty 610.949743 = -36679.167198 nChanged 32 SP:Iteration 5Q (77.412242 sec): 3 clusters Score: Raw -37311.270455 + Penalty 616.940296 = -36694.330160 nChanged 22 SP:Iteration 6Q (77.414005 sec): 3 clusters Score: Raw -37323.348163 + Penalty 622.650740 = -36700.697422 nChanged 19 SP:Iteration 7Q (77.415767 sec): 3 clusters Score: Raw -37333.365782 + Penalty 628.824444 = -36704.541338 nChanged 18 SP:Iteration 8Q (77.417513 sec): 3 clusters Score: Raw -37340.330214 + Penalty 633.683087 = -36706.647128 nChanged 16 SP:Iteration 9Q (77.419250 sec): 3 clusters Score: Raw -37344.468487 + Penalty 635.351419 = -36709.117068 nChanged 6 SP:Iteration 10F (77.421070 sec): 3 clusters Score: Raw -37346.395141 + Penalty 636.944265 = -36709.450876 nChanged 10 SP:Iteration 11Q (77.422839 sec): 3 clusters Score: Raw -37350.014398 + Penalty 638.665743 = -36711.348655 nChanged 4 SP:Iteration 12Q (77.424597 sec): 3 clusters Score: Raw -37351.119436 + Penalty 640.171983 = -36710.947452 nChanged 5 SP:Iteration 13F (77.426406 sec): 3 clusters Score: Raw -37352.607478 + Penalty 640.857297 = -36711.750181 nChanged 4 SP:Iteration 14Q (77.428279 sec): 3 clusters Score: Raw -37353.838452 + Penalty 641.991234 = -36711.847218 nChanged 3 SP:Iteration 15Q (77.430151 sec): 3 clusters Score: Raw -37354.183875 + Penalty 642.987365 = -36711.196510 nChanged 3 SP:Iteration 16F (77.431991 sec): 3 clusters Score: Raw -37354.497332 + Penalty 643.600328 = -36710.897004 nChanged 2 SP:Iteration 17F (77.433845 sec): 3 clusters Score: Raw -37354.754698 + Penalty 644.198265 = -36710.556433 nChanged 1 SP:Iteration 18F (77.435731 sec): 3 clusters Score: Raw -37355.018425 + Penalty 644.414769 = -36710.603656 nChanged 2 SP:Iteration 19Q (77.437472 sec): 3 clusters Score: Raw -37355.460403 + Penalty 644.414769 = -36711.045634 nChanged 0 SP:Iteration 20F (77.439287 sec): 3 clusters Score: Raw -37355.460403 + Penalty 644.414769 = -36711.045634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 11 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.440026 sec): 2 clusters Score: Raw -1526.218238 + Penalty 258.122465 = -1268.095773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.440313 sec): 3 clusters Score: Raw -1524.486245 + Penalty 520.543983 = -1003.942262 nChanged 1 SP:Iteration 1Q (77.440577 sec): 3 clusters Score: Raw -1528.341392 + Penalty 525.912721 = -1002.428671 nChanged 1 SP:Iteration 2F (77.440847 sec): 3 clusters Score: Raw -1532.237076 + Penalty 525.912721 = -1006.324355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 12 (489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.442700 sec): 2 clusters Score: Raw -24335.137772 + Penalty 556.109030 = -23779.028742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.443776 sec): 3 clusters Score: Raw -23950.944536 + Penalty 1108.500384 = -22842.444152 nChanged 128 SP:Iteration 1F (77.444833 sec): 3 clusters Score: Raw -24106.985279 + Penalty 1103.416736 = -23003.568543 nChanged 73 SP:Iteration 2F (77.445889 sec): 3 clusters Score: Raw -24250.420484 + Penalty 1098.972439 = -23151.448045 nChanged 48 SP:Iteration 3F (77.446937 sec): 3 clusters Score: Raw -24322.409930 + Penalty 1107.330723 = -23215.079207 nChanged 28 SP:Iteration 4F (77.447983 sec): 3 clusters Score: Raw -24364.866205 + Penalty 1096.014416 = -23268.851789 nChanged 10 SP:Iteration 5Q (77.448928 sec): 3 clusters Score: Raw -24388.863041 + Penalty 1098.585669 = -23290.277372 nChanged 3 SP:Iteration 6Q (77.449847 sec): 3 clusters Score: Raw -24390.801495 + Penalty 1099.933117 = -23290.868378 nChanged 1 SP:Iteration 7Q (77.450762 sec): 3 clusters Score: Raw -24391.443061 + Penalty 1092.238519 = -23299.204542 nChanged 2 SP:Iteration 8Q (77.451673 sec): 3 clusters Score: Raw -24394.733793 + Penalty 1093.596419 = -23301.137374 nChanged 1 SP:Iteration 9Q (77.452599 sec): 3 clusters Score: Raw -24395.246011 + Penalty 1094.534581 = -23300.711430 nChanged 2 SP:Iteration 10F (77.453639 sec): 3 clusters Score: Raw -24400.235256 + Penalty 1095.333786 = -23304.901470 nChanged 1 SP:Iteration 11Q (77.454540 sec): 3 clusters Score: Raw -24402.136325 + Penalty 1091.416500 = -23310.719826 nChanged 1 SP:Iteration 12Q (77.455432 sec): 3 clusters Score: Raw -24404.710888 + Penalty 1091.416500 = -23313.294388 nChanged 0 SP:Iteration 13F (77.456475 sec): 3 clusters Score: Raw -24404.710888 + Penalty 1091.416500 = -23313.294388 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 13 (651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.458895 sec): 2 clusters Score: Raw -29955.172422 + Penalty 574.247567 = -29380.924855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.460346 sec): 3 clusters Score: Raw -29480.334205 + Penalty 1144.926312 = -28335.407894 nChanged 224 SP:Iteration 1F (77.461685 sec): 3 clusters Score: Raw -29807.955680 + Penalty 1158.071530 = -28649.884150 nChanged 78 SP:Iteration 2F (77.463021 sec): 3 clusters Score: Raw -29890.456172 + Penalty 1159.875598 = -28730.580574 nChanged 20 SP:Iteration 3Q (77.464361 sec): 3 clusters Score: Raw -29904.399063 + Penalty 1159.091922 = -28745.307141 nChanged 9 SP:Iteration 4Q (77.465677 sec): 3 clusters Score: Raw -29910.684597 + Penalty 1164.242219 = -28746.442379 nChanged 12 SP:Iteration 5Q (77.466988 sec): 3 clusters Score: Raw -29913.206065 + Penalty 1161.789537 = -28751.416528 nChanged 5 SP:Iteration 6Q (77.468317 sec): 3 clusters Score: Raw -29918.718852 + Penalty 1158.369014 = -28760.349839 nChanged 5 SP:Iteration 7Q (77.469651 sec): 3 clusters Score: Raw -29924.504230 + Penalty 1155.171821 = -28769.332409 nChanged 7 SP:Iteration 8Q (77.470950 sec): 3 clusters Score: Raw -29930.472373 + Penalty 1155.447149 = -28775.025224 nChanged 7 SP:Iteration 9Q (77.472256 sec): 3 clusters Score: Raw -29936.216986 + Penalty 1159.538952 = -28776.678035 nChanged 4 SP:Iteration 10F (77.473614 sec): 3 clusters Score: Raw -29938.216008 + Penalty 1161.496988 = -28776.719020 nChanged 4 SP:Iteration 11Q (77.474901 sec): 3 clusters Score: Raw -29941.759745 + Penalty 1162.374403 = -28779.385342 nChanged 3 SP:Iteration 12Q (77.476202 sec): 3 clusters Score: Raw -29945.725891 + Penalty 1168.634955 = -28777.090937 nChanged 6 SP:Iteration 13F (77.477560 sec): 3 clusters Score: Raw -29948.993309 + Penalty 1167.360525 = -28781.632784 nChanged 7 SP:Iteration 14Q (77.478843 sec): 3 clusters Score: Raw -29949.578981 + Penalty 1167.388342 = -28782.190639 nChanged 6 SP:Iteration 15Q (77.480138 sec): 3 clusters Score: Raw -29951.959492 + Penalty 1168.083604 = -28783.875887 nChanged 4 SP:Iteration 16Q (77.481409 sec): 3 clusters Score: Raw -29951.786502 + Penalty 1167.140569 = -28784.645933 nChanged 2 SP:Iteration 17Q (77.482675 sec): 3 clusters Score: Raw -29952.603881 + Penalty 1167.433143 = -28785.170738 nChanged 1 SP:Iteration 18Q (77.483946 sec): 3 clusters Score: Raw -29953.288462 + Penalty 1171.083580 = -28782.204882 nChanged 2 SP:Iteration 19F (77.485307 sec): 3 clusters Score: Raw -29952.741921 + Penalty 1171.083580 = -28781.658340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 14 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.486248 sec): 2 clusters Score: Raw -5429.681638 + Penalty 555.492582 = -4874.189056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.486673 sec): 3 clusters Score: Raw -5475.110971 + Penalty 1113.001365 = -4362.109606 nChanged 17 SP:Iteration 1F (77.487090 sec): 3 clusters Score: Raw -5516.292652 + Penalty 1114.341692 = -4401.950960 nChanged 1 SP:Iteration 2Q (77.487514 sec): 3 clusters Score: Raw -5517.616377 + Penalty 1115.939468 = -4401.676909 nChanged 1 SP:Iteration 3F (77.487935 sec): 3 clusters Score: Raw -5518.586967 + Penalty 1117.436000 = -4401.150967 nChanged 1 SP:Iteration 4F (77.488356 sec): 3 clusters Score: Raw -5520.076831 + Penalty 1117.436000 = -4402.640831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 16 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.490330 sec): 2 clusters Score: Raw -24760.846315 + Penalty 784.870653 = -23975.975662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.491437 sec): 3 clusters Score: Raw -24405.273741 + Penalty 1572.717618 = -22832.556123 nChanged 140 SP:Iteration 1F (77.492519 sec): 3 clusters Score: Raw -24552.496445 + Penalty 1578.876560 = -22973.619884 nChanged 46 SP:Iteration 2F (77.493600 sec): 3 clusters Score: Raw -24642.672369 + Penalty 1589.528216 = -23053.144153 nChanged 43 SP:Iteration 3F (77.494684 sec): 3 clusters Score: Raw -24718.009800 + Penalty 1594.263316 = -23123.746484 nChanged 27 SP:Iteration 4F (77.495771 sec): 3 clusters Score: Raw -24763.031085 + Penalty 1600.888533 = -23162.142552 nChanged 13 SP:Iteration 5Q (77.496751 sec): 3 clusters Score: Raw -24787.831775 + Penalty 1608.214255 = -23179.617520 nChanged 10 SP:Iteration 6Q (77.497702 sec): 3 clusters Score: Raw -24820.513200 + Penalty 1619.572191 = -23200.941009 nChanged 8 SP:Iteration 7Q (77.498630 sec): 3 clusters Score: Raw -24835.452964 + Penalty 1622.418987 = -23213.033978 nChanged 2 SP:Iteration 8Q (77.499537 sec): 3 clusters Score: Raw -24836.301158 + Penalty 1623.529507 = -23212.771651 nChanged 1 SP:Iteration 9F (77.500609 sec): 3 clusters Score: Raw -24840.816259 + Penalty 1623.529507 = -23217.286752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 17 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.501148 sec): 2 clusters Score: Raw -147.837618 + Penalty 82.977287 = -64.860331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.501356 sec): 3 clusters Score: Raw -141.398518 + Penalty 180.190962 = 38.792444 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 18 (631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.503538 sec): 2 clusters Score: Raw -32913.613390 + Penalty 672.792223 = -32240.821167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.504873 sec): 3 clusters Score: Raw -32462.009815 + Penalty 1343.139246 = -31118.870570 nChanged 173 SP:Iteration 1F (77.506198 sec): 3 clusters Score: Raw -32600.756539 + Penalty 1341.255059 = -31259.501481 nChanged 59 SP:Iteration 2F (77.507504 sec): 3 clusters Score: Raw -32651.129374 + Penalty 1339.260506 = -31311.868868 nChanged 32 SP:Iteration 3F (77.508812 sec): 3 clusters Score: Raw -32674.043516 + Penalty 1336.671423 = -31337.372092 nChanged 28 SP:Iteration 4Q (77.510124 sec): 3 clusters Score: Raw -32700.600142 + Penalty 1336.934645 = -31363.665497 nChanged 28 SP:Iteration 5Q (77.511416 sec): 3 clusters Score: Raw -32729.390169 + Penalty 1342.389719 = -31387.000450 nChanged 44 SP:Iteration 6F (77.512723 sec): 3 clusters Score: Raw -32781.582993 + Penalty 1348.759197 = -31432.823796 nChanged 41 SP:Iteration 7F (77.514031 sec): 3 clusters Score: Raw -32834.325598 + Penalty 1369.393284 = -31464.932314 nChanged 40 SP:Iteration 8F (77.515326 sec): 3 clusters Score: Raw -32892.048439 + Penalty 1384.708628 = -31507.339811 nChanged 23 SP:Iteration 9Q (77.516528 sec): 3 clusters Score: Raw -32921.734239 + Penalty 1407.284248 = -31514.449991 nChanged 13 SP:Iteration 10F (77.517826 sec): 3 clusters Score: Raw -32937.194087 + Penalty 1417.609797 = -31519.584290 nChanged 8 SP:Iteration 11Q (77.518917 sec): 3 clusters Score: Raw -32952.424600 + Penalty 1428.116065 = -31524.308535 nChanged 4 SP:Iteration 12Q (77.519984 sec): 3 clusters Score: Raw -32954.069798 + Penalty 1428.116065 = -31525.953733 nChanged 0 SP:Iteration 13F (77.521285 sec): 3 clusters Score: Raw -32954.069798 + Penalty 1428.116065 = -31525.953733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 19 (439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.522965 sec): 2 clusters Score: Raw -19734.409307 + Penalty 457.375390 = -19277.033917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.523974 sec): 3 clusters Score: Raw -19555.969680 + Penalty 918.644013 = -18637.325666 nChanged 144 SP:Iteration 1F (77.524946 sec): 3 clusters Score: Raw -19666.687841 + Penalty 925.322885 = -18741.364956 nChanged 40 SP:Iteration 2F (77.525916 sec): 3 clusters Score: Raw -19723.531837 + Penalty 937.950602 = -18785.581235 nChanged 35 SP:Iteration 3F (77.526883 sec): 3 clusters Score: Raw -19765.053179 + Penalty 942.927984 = -18822.125195 nChanged 16 SP:Iteration 4Q (77.527829 sec): 3 clusters Score: Raw -19777.945135 + Penalty 949.579003 = -18828.366132 nChanged 14 SP:Iteration 5Q (77.528773 sec): 3 clusters Score: Raw -19789.404892 + Penalty 954.400396 = -18835.004496 nChanged 6 SP:Iteration 6Q (77.529715 sec): 3 clusters Score: Raw -19793.558636 + Penalty 959.117378 = -18834.441258 nChanged 5 SP:Iteration 7F (77.530684 sec): 3 clusters Score: Raw -19798.710230 + Penalty 963.099619 = -18835.610611 nChanged 3 SP:Iteration 8Q (77.531627 sec): 3 clusters Score: Raw -19802.301358 + Penalty 963.310892 = -18838.990465 nChanged 2 SP:Iteration 9Q (77.532564 sec): 3 clusters Score: Raw -19804.023864 + Penalty 965.101027 = -18838.922837 nChanged 3 SP:Iteration 10F (77.533528 sec): 3 clusters Score: Raw -19810.669752 + Penalty 969.179050 = -18841.490702 nChanged 5 SP:Iteration 11Q (77.534508 sec): 3 clusters Score: Raw -19820.027113 + Penalty 972.227691 = -18847.799422 nChanged 3 SP:Iteration 12Q (77.535531 sec): 3 clusters Score: Raw -19824.187416 + Penalty 972.967378 = -18851.220038 nChanged 4 SP:Iteration 13Q (77.536512 sec): 3 clusters Score: Raw -19829.963198 + Penalty 973.850552 = -18856.112646 nChanged 4 SP:Iteration 14Q (77.537494 sec): 3 clusters Score: Raw -19832.257979 + Penalty 973.850552 = -18858.407427 nChanged 0 SP:Iteration 15F (77.538501 sec): 3 clusters Score: Raw -19832.257979 + Penalty 973.850552 = -18858.407427 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 20 (1828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.547588 sec): 2 clusters Score: Raw -89003.548259 + Penalty 771.848476 = -88231.699783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.551079 sec): 3 clusters Score: Raw -87820.029883 + Penalty 1545.376988 = -86274.652895 nChanged 707 SP:Iteration 1F (77.554484 sec): 3 clusters Score: Raw -88360.542134 + Penalty 1556.236561 = -86804.305574 nChanged 217 SP:Iteration 2F (77.557887 sec): 3 clusters Score: Raw -88564.659663 + Penalty 1571.946312 = -86992.713351 nChanged 164 SP:Iteration 3F (77.561391 sec): 3 clusters Score: Raw -88733.218107 + Penalty 1587.255950 = -87145.962158 nChanged 126 SP:Iteration 4F (77.564814 sec): 3 clusters Score: Raw -88854.301720 + Penalty 1600.050082 = -87254.251638 nChanged 88 SP:Iteration 5Q (77.568201 sec): 3 clusters Score: Raw -88928.789195 + Penalty 1610.352822 = -87318.436373 nChanged 69 SP:Iteration 6Q (77.571571 sec): 3 clusters Score: Raw -88983.373169 + Penalty 1628.469307 = -87354.903863 nChanged 52 SP:Iteration 7Q (77.574868 sec): 3 clusters Score: Raw -89027.580976 + Penalty 1646.299210 = -87381.281766 nChanged 32 SP:Iteration 8Q (77.578084 sec): 3 clusters Score: Raw -89047.133323 + Penalty 1656.140781 = -87390.992541 nChanged 29 SP:Iteration 9Q (77.581214 sec): 3 clusters Score: Raw -89064.401341 + Penalty 1663.189548 = -87401.211793 nChanged 17 SP:Iteration 10F (77.584616 sec): 3 clusters Score: Raw -89071.712840 + Penalty 1671.026937 = -87400.685903 nChanged 10 SP:Iteration 11F (77.588019 sec): 3 clusters Score: Raw -89076.228282 + Penalty 1675.802643 = -87400.425639 nChanged 9 SP:Iteration 12F (77.591426 sec): 3 clusters Score: Raw -89077.235705 + Penalty 1678.561124 = -87398.674582 nChanged 6 SP:Iteration 13F (77.594826 sec): 3 clusters Score: Raw -89078.085873 + Penalty 1678.504067 = -87399.581805 nChanged 3 SP:Iteration 14Q (77.597768 sec): 3 clusters Score: Raw -89078.683420 + Penalty 1680.274615 = -87398.408805 nChanged 3 SP:Iteration 15F (77.601176 sec): 3 clusters Score: Raw -89078.968682 + Penalty 1681.915484 = -87397.053198 nChanged 4 SP:Iteration 16F (77.604580 sec): 3 clusters Score: Raw -89079.541099 + Penalty 1688.103854 = -87391.437244 nChanged 5 SP:Iteration 17F (77.607981 sec): 3 clusters Score: Raw -89082.428842 + Penalty 1690.494776 = -87391.934066 nChanged 5 SP:Iteration 18Q (77.610898 sec): 3 clusters Score: Raw -89084.322793 + Penalty 1692.983958 = -87391.338835 nChanged 3 SP:Iteration 19F (77.614299 sec): 3 clusters Score: Raw -89086.398893 + Penalty 1696.151086 = -87390.247807 nChanged 1 SP:Iteration 20F (77.617701 sec): 3 clusters Score: Raw -89087.544301 + Penalty 1696.151086 = -87391.393215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 21 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.621701 sec): 2 clusters Score: Raw -2314.931673 + Penalty 382.674135 = -1932.257538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.622008 sec): 3 clusters Score: Raw -2335.221432 + Penalty 764.345637 = -1570.875794 nChanged 1 SP:Iteration 1Q (77.622296 sec): 3 clusters Score: Raw -2339.284150 + Penalty 764.345637 = -1574.938513 nChanged 0 SP:Iteration 2F (77.622589 sec): 3 clusters Score: Raw -2339.284150 + Penalty 764.345637 = -1574.938513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 22 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.624362 sec): 2 clusters Score: Raw -15024.064078 + Penalty 343.346058 = -14680.718020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.625392 sec): 3 clusters Score: Raw -14867.290362 + Penalty 693.030019 = -14174.260343 nChanged 143 SP:Iteration 1F (77.626404 sec): 3 clusters Score: Raw -14996.949324 + Penalty 700.454033 = -14296.495290 nChanged 36 SP:Iteration 2F (77.627377 sec): 3 clusters Score: Raw -15026.683498 + Penalty 713.404406 = -14313.279092 nChanged 28 SP:Iteration 3F (77.628361 sec): 3 clusters Score: Raw -15056.537457 + Penalty 728.507787 = -14328.029670 nChanged 18 SP:Iteration 4Q (77.629297 sec): 3 clusters Score: Raw -15076.336148 + Penalty 741.467673 = -14334.868476 nChanged 15 SP:Iteration 5Q (77.630225 sec): 3 clusters Score: Raw -15097.130907 + Penalty 753.183099 = -14343.947808 nChanged 12 SP:Iteration 6Q (77.631144 sec): 3 clusters Score: Raw -15112.972203 + Penalty 760.030707 = -14352.941496 nChanged 7 SP:Iteration 7Q (77.632042 sec): 3 clusters Score: Raw -15122.486411 + Penalty 765.985436 = -14356.500975 nChanged 4 SP:Iteration 8Q (77.632927 sec): 3 clusters Score: Raw -15124.678266 + Penalty 770.286777 = -14354.391489 nChanged 2 SP:Iteration 9F (77.633883 sec): 3 clusters Score: Raw -15127.624915 + Penalty 774.210245 = -14353.414669 nChanged 2 SP:Iteration 10F (77.634838 sec): 3 clusters Score: Raw -15130.002808 + Penalty 774.934912 = -14355.067896 nChanged 2 SP:Iteration 11Q (77.635715 sec): 3 clusters Score: Raw -15134.362100 + Penalty 776.371923 = -14357.990178 nChanged 2 SP:Iteration 12Q (77.636588 sec): 3 clusters Score: Raw -15136.465689 + Penalty 776.722538 = -14359.743151 nChanged 1 SP:Iteration 13Q (77.637463 sec): 3 clusters Score: Raw -15136.970559 + Penalty 780.146085 = -14356.824474 nChanged 1 SP:Iteration 14F (77.638417 sec): 3 clusters Score: Raw -15137.810385 + Penalty 782.085654 = -14355.724731 nChanged 1 SP:Iteration 15F (77.639373 sec): 3 clusters Score: Raw -15138.150240 + Penalty 782.085654 = -14356.064586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 23 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.639920 sec): 2 clusters Score: Raw -859.213717 + Penalty 231.857229 = -627.356488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.640170 sec): 3 clusters Score: Raw -880.325576 + Penalty 462.116985 = -418.208591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 24 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.640866 sec): 2 clusters Score: Raw -4070.131587 + Penalty 238.673170 = -3831.458418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.641236 sec): 3 clusters Score: Raw -4032.804616 + Penalty 477.830176 = -3554.974439 nChanged 24 SP:Iteration 1F (77.641598 sec): 3 clusters Score: Raw -4062.329493 + Penalty 477.617816 = -3584.711678 nChanged 7 SP:Iteration 2F (77.641959 sec): 3 clusters Score: Raw -4070.441291 + Penalty 476.567363 = -3593.873928 nChanged 4 SP:Iteration 3Q (77.642318 sec): 3 clusters Score: Raw -4078.106368 + Penalty 475.708400 = -3602.397969 nChanged 3 SP:Iteration 4Q (77.642676 sec): 3 clusters Score: Raw -4094.519969 + Penalty 474.892989 = -3619.626980 nChanged 1 SP:Iteration 5Q (77.643029 sec): 3 clusters Score: Raw -4097.359694 + Penalty 474.892989 = -3622.466705 nChanged 0 SP:Iteration 6F (77.643391 sec): 3 clusters Score: Raw -4097.359694 + Penalty 474.892989 = -3622.466705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 26 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.645282 sec): 2 clusters Score: Raw -23998.949776 + Penalty 517.823828 = -23481.125948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.646434 sec): 3 clusters Score: Raw -23736.449027 + Penalty 1054.281589 = -22682.167438 nChanged 160 SP:Iteration 1F (77.647592 sec): 3 clusters Score: Raw -23856.110022 + Penalty 1076.087622 = -22780.022400 nChanged 56 SP:Iteration 2F (77.648780 sec): 3 clusters Score: Raw -23919.413649 + Penalty 1097.135353 = -22822.278296 nChanged 43 SP:Iteration 3F (77.649942 sec): 3 clusters Score: Raw -23975.901754 + Penalty 1128.446110 = -22847.455644 nChanged 33 SP:Iteration 4F (77.651071 sec): 3 clusters Score: Raw -24020.091702 + Penalty 1141.225167 = -22878.866535 nChanged 15 SP:Iteration 5Q (77.652152 sec): 3 clusters Score: Raw -24055.218423 + Penalty 1144.125407 = -22911.093016 nChanged 10 SP:Iteration 6Q (77.653208 sec): 3 clusters Score: Raw -24092.713961 + Penalty 1138.737377 = -22953.976584 nChanged 4 SP:Iteration 7Q (77.654221 sec): 3 clusters Score: Raw -24102.561331 + Penalty 1139.458447 = -22963.102884 nChanged 3 SP:Iteration 8Q (77.655221 sec): 3 clusters Score: Raw -24107.557744 + Penalty 1141.157783 = -22966.399961 nChanged 1 SP:Iteration 9Q (77.656211 sec): 3 clusters Score: Raw -24109.855985 + Penalty 1141.007702 = -22968.848283 nChanged 2 SP:Iteration 10F (77.657359 sec): 3 clusters Score: Raw -24113.322882 + Penalty 1147.371786 = -22965.951096 nChanged 2 SP:Iteration 11F (77.658486 sec): 3 clusters Score: Raw -24116.905926 + Penalty 1148.751094 = -22968.154833 nChanged 2 SP:Iteration 12Q (77.659566 sec): 3 clusters Score: Raw -24119.407253 + Penalty 1148.751094 = -22970.656159 nChanged 0 SP:Iteration 13F (77.660696 sec): 3 clusters Score: Raw -24119.407253 + Penalty 1148.751094 = -22970.656159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 27 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.661421 sec): 2 clusters Score: Raw -3236.492979 + Penalty 491.465851 = -2745.027127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.661782 sec): 3 clusters Score: Raw -3246.125854 + Penalty 987.139891 = -2258.985963 nChanged 7 SP:Iteration 1F (77.662133 sec): 3 clusters Score: Raw -3276.241676 + Penalty 995.136952 = -2281.104724 nChanged 5 SP:Iteration 2F (77.662485 sec): 3 clusters Score: Raw -3300.795790 + Penalty 995.136952 = -2305.658838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 28 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.663104 sec): 2 clusters Score: Raw -2064.885233 + Penalty 400.889453 = -1663.995780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.663416 sec): 3 clusters Score: Raw -2096.948585 + Penalty 801.484581 = -1295.464004 nChanged 1 SP:Iteration 1Q (77.663709 sec): 3 clusters Score: Raw -2105.236165 + Penalty 802.763488 = -1302.472677 nChanged 1 SP:Iteration 2Q (77.663998 sec): 3 clusters Score: Raw -2108.470513 + Penalty 802.763488 = -1305.707025 nChanged 0 SP:Iteration 3F (77.664302 sec): 3 clusters Score: Raw -2108.470513 + Penalty 802.763488 = -1305.707025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 29 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.664900 sec): 2 clusters Score: Raw -1843.158862 + Penalty 465.557676 = -1377.601185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.665191 sec): 3 clusters Score: Raw -1933.605489 + Penalty 931.417225 = -1002.188264 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 31 (615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.667252 sec): 2 clusters Score: Raw -29111.357037 + Penalty 277.034354 = -28834.322684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.668577 sec): 3 clusters Score: Raw -28765.199118 + Penalty 554.349220 = -28210.849898 nChanged 237 SP:Iteration 1F (77.669880 sec): 3 clusters Score: Raw -28899.056527 + Penalty 560.324265 = -28338.732262 nChanged 64 SP:Iteration 2F (77.671185 sec): 3 clusters Score: Raw -28948.008571 + Penalty 564.479066 = -28383.529505 nChanged 39 SP:Iteration 3F (77.672475 sec): 3 clusters Score: Raw -28982.639313 + Penalty 570.875580 = -28411.763733 nChanged 33 SP:Iteration 4F (77.673803 sec): 3 clusters Score: Raw -29022.235628 + Penalty 584.864601 = -28437.371027 nChanged 28 SP:Iteration 5Q (77.675080 sec): 3 clusters Score: Raw -29051.095947 + Penalty 600.094381 = -28451.001566 nChanged 19 SP:Iteration 6Q (77.676353 sec): 3 clusters Score: Raw -29067.363181 + Penalty 623.082241 = -28444.280940 nChanged 16 SP:Iteration 7F (77.677617 sec): 3 clusters Score: Raw -29084.425364 + Penalty 638.833940 = -28445.591424 nChanged 11 SP:Iteration 8Q (77.678782 sec): 3 clusters Score: Raw -29093.706350 + Penalty 651.405444 = -28442.300906 nChanged 5 SP:Iteration 9F (77.680062 sec): 3 clusters Score: Raw -29095.151467 + Penalty 657.257246 = -28437.894221 nChanged 4 SP:Iteration 10F (77.681336 sec): 3 clusters Score: Raw -29101.215800 + Penalty 665.992791 = -28435.223009 nChanged 3 SP:Iteration 11F (77.682605 sec): 3 clusters Score: Raw -29103.327350 + Penalty 666.145039 = -28437.182310 nChanged 1 SP:Iteration 12Q (77.683699 sec): 3 clusters Score: Raw -29102.909829 + Penalty 666.145039 = -28436.764790 nChanged 0 SP:Iteration 13F (77.684965 sec): 3 clusters Score: Raw -29102.909829 + Penalty 666.145039 = -28436.764790 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 32 (731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.687540 sec): 2 clusters Score: Raw -28266.277293 + Penalty 100.757945 = -28165.519347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.689058 sec): 3 clusters Score: Raw -27837.709130 + Penalty 212.479734 = -27625.229396 nChanged 322 SP:Iteration 1F (77.690569 sec): 3 clusters Score: Raw -28197.743727 + Penalty 236.020362 = -27961.723366 nChanged 85 SP:Iteration 2F (77.692054 sec): 3 clusters Score: Raw -28283.670523 + Penalty 247.056544 = -28036.613979 nChanged 34 SP:Iteration 3Q (77.693507 sec): 3 clusters Score: Raw -28309.022475 + Penalty 249.308731 = -28059.713744 nChanged 13 SP:Iteration 4Q (77.694953 sec): 3 clusters Score: Raw -28313.543812 + Penalty 250.237596 = -28063.306216 nChanged 4 SP:Iteration 5Q (77.696430 sec): 3 clusters Score: Raw -28314.299608 + Penalty 250.677077 = -28063.622532 nChanged 1 SP:Iteration 6Q (77.697891 sec): 3 clusters Score: Raw -28314.481944 + Penalty 250.677077 = -28063.804867 nChanged 0 SP:Iteration 7F (77.699356 sec): 3 clusters Score: Raw -28314.481944 + Penalty 250.677077 = -28063.804867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 34 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.699953 sec): 2 clusters Score: Raw -654.364860 + Penalty 224.843828 = -429.521032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.700202 sec): 3 clusters Score: Raw -673.792605 + Penalty 452.822220 = -220.970385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 35 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.700901 sec): 2 clusters Score: Raw -3984.057447 + Penalty 428.097057 = -3555.960390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.701263 sec): 3 clusters Score: Raw -4000.726452 + Penalty 852.554662 = -3148.171790 nChanged 9 SP:Iteration 1F (77.701621 sec): 3 clusters Score: Raw -4019.856849 + Penalty 852.554662 = -3167.302187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 36 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.702243 sec): 2 clusters Score: Raw -2624.071036 + Penalty 304.186893 = -2319.884143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.702557 sec): 3 clusters Score: Raw -2632.671402 + Penalty 618.270244 = -2014.401158 nChanged 7 SP:Iteration 1F (77.702866 sec): 3 clusters Score: Raw -2655.390964 + Penalty 621.191275 = -2034.199689 nChanged 2 SP:Iteration 2Q (77.703166 sec): 3 clusters Score: Raw -2661.954351 + Penalty 623.460767 = -2038.493585 nChanged 2 SP:Iteration 3Q (77.703495 sec): 3 clusters Score: Raw -2672.266764 + Penalty 623.460767 = -2048.805997 nChanged 0 SP:Iteration 4F (77.703805 sec): 3 clusters Score: Raw -2672.266764 + Penalty 623.460767 = -2048.805997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 38 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.705674 sec): 2 clusters Score: Raw -20456.704067 + Penalty 405.827572 = -20050.876495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.706722 sec): 3 clusters Score: Raw -20091.938656 + Penalty 820.733878 = -19271.204777 nChanged 150 SP:Iteration 1F (77.707777 sec): 3 clusters Score: Raw -20255.999913 + Penalty 840.243505 = -19415.756408 nChanged 65 SP:Iteration 2F (77.708821 sec): 3 clusters Score: Raw -20336.946107 + Penalty 858.416583 = -19478.529524 nChanged 38 SP:Iteration 3F (77.709869 sec): 3 clusters Score: Raw -20377.116227 + Penalty 869.712418 = -19507.403808 nChanged 28 SP:Iteration 4F (77.710917 sec): 3 clusters Score: Raw -20411.432772 + Penalty 880.414467 = -19531.018305 nChanged 21 SP:Iteration 5Q (77.711917 sec): 3 clusters Score: Raw -20434.594310 + Penalty 881.595732 = -19552.998578 nChanged 9 SP:Iteration 6Q (77.712895 sec): 3 clusters Score: Raw -20444.499518 + Penalty 889.091520 = -19555.407998 nChanged 6 SP:Iteration 7Q (77.713866 sec): 3 clusters Score: Raw -20446.598294 + Penalty 899.570372 = -19547.027922 nChanged 6 SP:Iteration 8F (77.714912 sec): 3 clusters Score: Raw -20447.642120 + Penalty 893.892626 = -19553.749494 nChanged 5 SP:Iteration 9Q (77.715868 sec): 3 clusters Score: Raw -20450.514798 + Penalty 896.392029 = -19554.122769 nChanged 2 SP:Iteration 10F (77.716898 sec): 3 clusters Score: Raw -20451.204384 + Penalty 900.369787 = -19550.834597 nChanged 6 SP:Iteration 11F (77.717929 sec): 3 clusters Score: Raw -20456.775623 + Penalty 917.332086 = -19539.443537 nChanged 8 SP:Iteration 12F (77.718958 sec): 3 clusters Score: Raw -20466.201636 + Penalty 934.864144 = -19531.337492 nChanged 6 SP:Iteration 13F (77.719987 sec): 3 clusters Score: Raw -20469.463754 + Penalty 947.382333 = -19522.081421 nChanged 4 SP:Iteration 14F (77.721018 sec): 3 clusters Score: Raw -20472.504961 + Penalty 974.919650 = -19497.585311 nChanged 3 SP:Iteration 15F (77.722049 sec): 3 clusters Score: Raw -20479.632362 + Penalty 991.566485 = -19488.065877 nChanged 6 SP:Iteration 16F (77.723067 sec): 3 clusters Score: Raw -20498.705354 + Penalty 1006.506943 = -19492.198411 nChanged 2 SP:Iteration 17Q (77.723921 sec): 3 clusters Score: Raw -20508.676847 + Penalty 1006.506943 = -19502.169905 nChanged 0 SP:Iteration 18F (77.724941 sec): 3 clusters Score: Raw -20508.676847 + Penalty 1006.506943 = -19502.169905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 40 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.725492 sec): 2 clusters Score: Raw -982.230306 + Penalty 265.303946 = -716.926360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.725739 sec): 3 clusters Score: Raw -1001.974878 + Penalty 533.541767 = -468.433111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 41 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.726250 sec): 2 clusters Score: Raw -662.469700 + Penalty 147.807619 = -514.662082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.726491 sec): 3 clusters Score: Raw -676.842934 + Penalty 300.434030 = -376.408904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 43 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.727243 sec): 2 clusters Score: Raw -4253.941135 + Penalty 450.561875 = -3803.379259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.727638 sec): 3 clusters Score: Raw -4254.548238 + Penalty 901.287338 = -3353.260900 nChanged 13 SP:Iteration 1F (77.728054 sec): 3 clusters Score: Raw -4275.485698 + Penalty 900.881476 = -3374.604222 nChanged 2 SP:Iteration 2Q (77.728434 sec): 3 clusters Score: Raw -4279.545883 + Penalty 900.881476 = -3378.664407 nChanged 0 SP:Iteration 3F (77.728821 sec): 3 clusters Score: Raw -4279.545883 + Penalty 900.881476 = -3378.664407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 44 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.729306 sec): 2 clusters Score: Raw -187.529196 + Penalty 97.668038 = -89.861158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.729521 sec): 3 clusters Score: Raw -182.172350 + Penalty 198.501047 = 16.328697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 45 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.730073 sec): 2 clusters Score: Raw -1508.404505 + Penalty 298.819443 = -1209.585062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.730344 sec): 3 clusters Score: Raw -1519.495804 + Penalty 594.992857 = -924.502947 nChanged 1 SP:Iteration 1Q (77.730602 sec): 3 clusters Score: Raw -1521.731317 + Penalty 594.992857 = -926.738460 nChanged 0 SP:Iteration 2F (77.730864 sec): 3 clusters Score: Raw -1521.731317 + Penalty 594.992857 = -926.738460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 47 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.731731 sec): 2 clusters Score: Raw -5553.664714 + Penalty 288.887063 = -5264.777652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.732229 sec): 3 clusters Score: Raw -5515.529840 + Penalty 572.758428 = -4942.771412 nChanged 39 SP:Iteration 1F (77.732720 sec): 3 clusters Score: Raw -5539.496674 + Penalty 567.425556 = -4972.071118 nChanged 9 SP:Iteration 2F (77.733206 sec): 3 clusters Score: Raw -5550.147717 + Penalty 564.442357 = -4985.705360 nChanged 7 SP:Iteration 3Q (77.733683 sec): 3 clusters Score: Raw -5557.649519 + Penalty 563.654570 = -4993.994949 nChanged 4 SP:Iteration 4Q (77.734160 sec): 3 clusters Score: Raw -5561.932314 + Penalty 562.913670 = -4999.018644 nChanged 6 SP:Iteration 5Q (77.734642 sec): 3 clusters Score: Raw -5568.045316 + Penalty 560.301110 = -5007.744207 nChanged 4 SP:Iteration 6Q (77.735120 sec): 3 clusters Score: Raw -5571.019326 + Penalty 558.850246 = -5012.169080 nChanged 1 SP:Iteration 7Q (77.735592 sec): 3 clusters Score: Raw -5572.322333 + Penalty 554.535616 = -5017.786717 nChanged 2 SP:Iteration 8Q (77.736065 sec): 3 clusters Score: Raw -5576.527578 + Penalty 554.166966 = -5022.360611 nChanged 2 SP:Iteration 9Q (77.736537 sec): 3 clusters Score: Raw -5583.098081 + Penalty 550.902042 = -5032.196038 nChanged 1 SP:Iteration 10F (77.737021 sec): 3 clusters Score: Raw -5590.725647 + Penalty 550.902042 = -5039.823604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 48 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.737544 sec): 2 clusters Score: Raw -871.475434 + Penalty 184.469650 = -687.005784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.737784 sec): 3 clusters Score: Raw -878.897166 + Penalty 370.647581 = -508.249585 nChanged 2 SP:Iteration 1F (77.738021 sec): 3 clusters Score: Raw -882.029302 + Penalty 370.647581 = -511.381721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 50 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.738517 sec): 2 clusters Score: Raw -433.640582 + Penalty 161.617400 = -272.023182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.738744 sec): 3 clusters Score: Raw -447.240017 + Penalty 309.811638 = -137.428379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 51 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.740722 sec): 2 clusters Score: Raw -12756.596749 + Penalty 839.893000 = -11916.703748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.741520 sec): 3 clusters Score: Raw -12612.113231 + Penalty 1679.497628 = -10932.615604 nChanged 51 SP:Iteration 1F (77.742291 sec): 3 clusters Score: Raw -12682.091201 + Penalty 1678.845461 = -11003.245740 nChanged 13 SP:Iteration 2Q (77.743042 sec): 3 clusters Score: Raw -12708.919545 + Penalty 1677.866455 = -11031.053090 nChanged 7 SP:Iteration 3Q (77.743788 sec): 3 clusters Score: Raw -12717.788758 + Penalty 1677.366248 = -11040.422509 nChanged 5 SP:Iteration 4Q (77.744529 sec): 3 clusters Score: Raw -12722.654965 + Penalty 1676.321976 = -11046.332989 nChanged 3 SP:Iteration 5Q (77.745275 sec): 3 clusters Score: Raw -12727.680808 + Penalty 1675.156897 = -11052.523911 nChanged 3 SP:Iteration 6Q (77.746015 sec): 3 clusters Score: Raw -12732.748168 + Penalty 1675.378381 = -11057.369787 nChanged 1 SP:Iteration 7Q (77.746752 sec): 3 clusters Score: Raw -12735.142405 + Penalty 1675.818943 = -11059.323462 nChanged 1 SP:Iteration 8Q (77.747491 sec): 3 clusters Score: Raw -12736.835887 + Penalty 1675.818943 = -11061.016943 nChanged 0 SP:Iteration 9F (77.748257 sec): 3 clusters Score: Raw -12736.835887 + Penalty 1675.818943 = -11061.016943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 52 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.748838 sec): 2 clusters Score: Raw -1062.683445 + Penalty 261.304042 = -801.379403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.749097 sec): 3 clusters Score: Raw -1072.668326 + Penalty 524.687444 = -547.980882 nChanged 1 SP:Iteration 1Q (77.749342 sec): 3 clusters Score: Raw -1075.369478 + Penalty 524.687444 = -550.682034 nChanged 0 SP:Iteration 2F (77.749588 sec): 3 clusters Score: Raw -1075.369478 + Penalty 524.687444 = -550.682034 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 53 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.750406 sec): 2 clusters Score: Raw -5296.312922 + Penalty 585.265826 = -4711.047096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.750858 sec): 3 clusters Score: Raw -5241.290907 + Penalty 1170.016304 = -4071.274603 nChanged 15 SP:Iteration 1F (77.751302 sec): 3 clusters Score: Raw -5277.913962 + Penalty 1169.165117 = -4108.748845 nChanged 3 SP:Iteration 2Q (77.751731 sec): 3 clusters Score: Raw -5286.683552 + Penalty 1168.793300 = -4117.890252 nChanged 1 SP:Iteration 3Q (77.752158 sec): 3 clusters Score: Raw -5287.702346 + Penalty 1168.793300 = -4118.909046 nChanged 0 SP:Iteration 4F (77.752602 sec): 3 clusters Score: Raw -5287.702346 + Penalty 1168.793300 = -4118.909046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 54 (509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.754521 sec): 2 clusters Score: Raw -23291.717720 + Penalty 280.023853 = -23011.693867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.755644 sec): 3 clusters Score: Raw -22990.483802 + Penalty 560.876775 = -22429.607028 nChanged 199 SP:Iteration 1F (77.756742 sec): 3 clusters Score: Raw -23082.488238 + Penalty 567.355843 = -22515.132395 nChanged 65 SP:Iteration 2F (77.757860 sec): 3 clusters Score: Raw -23115.025608 + Penalty 582.678860 = -22532.346748 nChanged 39 SP:Iteration 3F (77.758958 sec): 3 clusters Score: Raw -23141.772069 + Penalty 611.708303 = -22530.063766 nChanged 49 SP:Iteration 4F (77.760075 sec): 3 clusters Score: Raw -23180.649204 + Penalty 646.857083 = -22533.792122 nChanged 36 SP:Iteration 5F (77.761179 sec): 3 clusters Score: Raw -23214.764397 + Penalty 709.777206 = -22504.987191 nChanged 36 SP:Iteration 6F (77.762283 sec): 3 clusters Score: Raw -23255.600324 + Penalty 754.545923 = -22501.054400 nChanged 23 SP:Iteration 7F (77.763371 sec): 3 clusters Score: Raw -23278.364145 + Penalty 786.236472 = -22492.127673 nChanged 16 SP:Iteration 8F (77.764508 sec): 3 clusters Score: Raw -23298.325977 + Penalty 834.081936 = -22464.244042 nChanged 11 SP:Iteration 9F (77.765596 sec): 3 clusters Score: Raw -23315.571588 + Penalty 845.274236 = -22470.297352 nChanged 2 SP:Iteration 10F (77.766675 sec): 3 clusters Score: Raw -23319.177518 + Penalty 848.038947 = -22471.138570 nChanged 2 SP:Iteration 11Q (77.767587 sec): 3 clusters Score: Raw -23323.853539 + Penalty 852.656198 = -22471.197341 nChanged 3 SP:Iteration 12Q (77.768494 sec): 3 clusters Score: Raw -23330.117087 + Penalty 860.996977 = -22469.120110 nChanged 2 SP:Iteration 13F (77.769571 sec): 3 clusters Score: Raw -23332.828567 + Penalty 860.996977 = -22471.831590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 55 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.770569 sec): 2 clusters Score: Raw -10419.802856 + Penalty 480.925726 = -9938.877130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.771131 sec): 3 clusters Score: Raw -10231.250814 + Penalty 961.605845 = -9269.644968 nChanged 48 SP:Iteration 1F (77.771684 sec): 3 clusters Score: Raw -10283.675491 + Penalty 966.388042 = -9317.287449 nChanged 20 SP:Iteration 2F (77.772234 sec): 3 clusters Score: Raw -10328.395978 + Penalty 979.136254 = -9349.259724 nChanged 25 SP:Iteration 3F (77.772780 sec): 3 clusters Score: Raw -10387.761386 + Penalty 989.155837 = -9398.605549 nChanged 10 SP:Iteration 4F (77.773323 sec): 3 clusters Score: Raw -10408.399678 + Penalty 1012.200276 = -9396.199402 nChanged 7 SP:Iteration 5F (77.773864 sec): 3 clusters Score: Raw -10429.622090 + Penalty 1016.709386 = -9412.912704 nChanged 2 SP:Iteration 6Q (77.774347 sec): 3 clusters Score: Raw -10434.058854 + Penalty 1018.951669 = -9415.107185 nChanged 1 SP:Iteration 7Q (77.774828 sec): 3 clusters Score: Raw -10445.855902 + Penalty 1018.951669 = -9426.904234 nChanged 0 SP:Iteration 8F (77.775371 sec): 3 clusters Score: Raw -10445.855902 + Penalty 1018.951669 = -9426.904234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 59 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.775873 sec): 2 clusters Score: Raw -331.428323 + Penalty 148.209585 = -183.218739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.776101 sec): 3 clusters Score: Raw -327.664447 + Penalty 295.832372 = -31.832075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 62 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.777049 sec): 2 clusters Score: Raw -7061.116266 + Penalty 298.306375 = -6762.809891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.777603 sec): 3 clusters Score: Raw -7015.331780 + Penalty 609.727568 = -6405.604212 nChanged 41 SP:Iteration 1F (77.778130 sec): 3 clusters Score: Raw -7058.588220 + Penalty 619.660142 = -6438.928078 nChanged 13 SP:Iteration 2F (77.778650 sec): 3 clusters Score: Raw -7070.363769 + Penalty 623.843262 = -6446.520507 nChanged 5 SP:Iteration 3Q (77.779169 sec): 3 clusters Score: Raw -7078.798404 + Penalty 632.447304 = -6446.351100 nChanged 4 SP:Iteration 4F (77.779689 sec): 3 clusters Score: Raw -7086.388963 + Penalty 632.181684 = -6454.207279 nChanged 2 SP:Iteration 5Q (77.780205 sec): 3 clusters Score: Raw -7090.145960 + Penalty 628.886945 = -6461.259015 nChanged 2 SP:Iteration 6Q (77.780716 sec): 3 clusters Score: Raw -7094.827034 + Penalty 628.886945 = -6465.940089 nChanged 0 SP:Iteration 7F (77.781238 sec): 3 clusters Score: Raw -7094.827034 + Penalty 628.886945 = -6465.940089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 63 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.781933 sec): 2 clusters Score: Raw -3715.872170 + Penalty 353.594608 = -3362.277561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.782314 sec): 3 clusters Score: Raw -3710.956716 + Penalty 707.372600 = -3003.584117 nChanged 13 SP:Iteration 1F (77.782666 sec): 3 clusters Score: Raw -3737.019093 + Penalty 707.609650 = -3029.409443 nChanged 2 SP:Iteration 2Q (77.783012 sec): 3 clusters Score: Raw -3739.934218 + Penalty 707.686427 = -3032.247791 nChanged 1 SP:Iteration 3Q (77.783373 sec): 3 clusters Score: Raw -3740.443110 + Penalty 707.686427 = -3032.756682 nChanged 0 SP:Iteration 4F (77.783724 sec): 3 clusters Score: Raw -3740.443110 + Penalty 707.686427 = -3032.756682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 65 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.784355 sec): 2 clusters Score: Raw -2349.780361 + Penalty 301.895826 = -2047.884535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.784675 sec): 3 clusters Score: Raw -2377.093516 + Penalty 604.569895 = -1772.523621 nChanged 4 SP:Iteration 1F (77.784990 sec): 3 clusters Score: Raw -2386.423165 + Penalty 605.110353 = -1781.312812 nChanged 3 SP:Iteration 2Q (77.785305 sec): 3 clusters Score: Raw -2393.398606 + Penalty 605.110353 = -1788.288252 nChanged 0 SP:Iteration 3F (77.785619 sec): 3 clusters Score: Raw -2393.398606 + Penalty 605.110353 = -1788.288252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 66 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.786160 sec): 2 clusters Score: Raw -1105.191519 + Penalty 296.756270 = -808.435249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.786419 sec): 3 clusters Score: Raw -1134.079279 + Penalty 595.058985 = -539.020294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 70 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.786905 sec): 2 clusters Score: Raw -300.176607 + Penalty 148.228972 = -151.947635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.787123 sec): 3 clusters Score: Raw -296.083848 + Penalty 296.457944 = 0.374097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 71 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.787593 sec): 2 clusters Score: Raw -90.307730 + Penalty 37.642578 = -52.665152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.787792 sec): 3 clusters Score: Raw -85.450457 + Penalty 75.285156 = -10.165300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 72 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.788315 sec): 2 clusters Score: Raw -871.535277 + Penalty 210.454076 = -661.081201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.788564 sec): 3 clusters Score: Raw -892.711363 + Penalty 419.367167 = -473.344196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 74 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.789091 sec): 2 clusters Score: Raw -995.476554 + Penalty 265.262835 = -730.213720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.789341 sec): 3 clusters Score: Raw -1023.937241 + Penalty 541.356605 = -482.580636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 76 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.789858 sec): 2 clusters Score: Raw -823.536654 + Penalty 241.830920 = -581.705734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.790102 sec): 3 clusters Score: Raw -844.388003 + Penalty 483.076268 = -361.311735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 78 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.790652 sec): 2 clusters Score: Raw -1196.641211 + Penalty 289.254038 = -907.387173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.790936 sec): 3 clusters Score: Raw -1214.068183 + Penalty 575.979408 = -638.088775 nChanged 1 SP:Iteration 1Q (77.791189 sec): 3 clusters Score: Raw -1218.711048 + Penalty 575.979408 = -642.731640 nChanged 0 SP:Iteration 2F (77.791450 sec): 3 clusters Score: Raw -1218.711048 + Penalty 575.979408 = -642.731640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 79 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.791953 sec): 2 clusters Score: Raw -572.751393 + Penalty 200.853247 = -371.898146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.792186 sec): 3 clusters Score: Raw -586.105326 + Penalty 401.288099 = -184.817227 nChanged 1 SP:Iteration 1F (77.792416 sec): 3 clusters Score: Raw -589.215413 + Penalty 401.288099 = -187.927314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 84 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.792898 sec): 2 clusters Score: Raw -276.986741 + Penalty 122.094990 = -154.891751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.793108 sec): 3 clusters Score: Raw -273.697188 + Penalty 205.427466 = -68.269722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 87 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.793607 sec): 2 clusters Score: Raw -523.947870 + Penalty 133.746410 = -390.201460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.793839 sec): 3 clusters Score: Raw -527.414798 + Penalty 270.975342 = -256.439456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 90 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.794333 sec): 2 clusters Score: Raw -498.387962 + Penalty 185.117660 = -313.270302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.794563 sec): 3 clusters Score: Raw -504.458022 + Penalty 373.854357 = -130.603665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 94 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.795066 sec): 2 clusters Score: Raw -611.103669 + Penalty 198.581392 = -412.522277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.795301 sec): 3 clusters Score: Raw -638.614927 + Penalty 391.810495 = -246.804432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 95 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.795782 sec): 2 clusters Score: Raw -226.904169 + Penalty 115.699934 = -111.204234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.795991 sec): 3 clusters Score: Raw -228.286758 + Penalty 183.975026 = -44.311731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 96 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.796474 sec): 2 clusters Score: Raw -273.475477 + Penalty 144.952095 = -128.523383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.796691 sec): 3 clusters Score: Raw -273.879165 + Penalty 305.408563 = 31.529398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 98 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.797181 sec): 2 clusters Score: Raw -407.724137 + Penalty 182.968723 = -224.755414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.797406 sec): 3 clusters Score: Raw -424.616705 + Penalty 358.581185 = -66.035520 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 106 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.797875 sec): 2 clusters Score: Raw -45.197154 + Penalty 0.000000 = -45.197154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.798082 sec): 2 clusters Score: Raw -45.197154 + Penalty 0.000000 = -45.197154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 109 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.798647 sec): 2 clusters Score: Raw -1647.198178 + Penalty 345.694970 = -1301.503208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.798922 sec): 3 clusters Score: Raw -1690.223950 + Penalty 687.194644 = -1003.029307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 112 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.799819 sec): 2 clusters Score: Raw -5915.807582 + Penalty 279.148822 = -5636.658760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.800347 sec): 3 clusters Score: Raw -5888.823750 + Penalty 570.609177 = -5318.214573 nChanged 42 SP:Iteration 1F (77.800848 sec): 3 clusters Score: Raw -5948.514144 + Penalty 577.608636 = -5370.905508 nChanged 11 SP:Iteration 2F (77.801348 sec): 3 clusters Score: Raw -5966.620420 + Penalty 590.137155 = -5376.483266 nChanged 6 SP:Iteration 3Q (77.801836 sec): 3 clusters Score: Raw -5981.022995 + Penalty 603.920567 = -5377.102428 nChanged 6 SP:Iteration 4Q (77.802317 sec): 3 clusters Score: Raw -5993.984815 + Penalty 608.271984 = -5385.712831 nChanged 1 SP:Iteration 5Q (77.802787 sec): 3 clusters Score: Raw -5995.401684 + Penalty 608.271984 = -5387.129699 nChanged 0 SP:Iteration 6F (77.803285 sec): 3 clusters Score: Raw -5995.401684 + Penalty 608.271984 = -5387.129699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 114 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.803889 sec): 2 clusters Score: Raw -2446.784101 + Penalty 277.198160 = -2169.585941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.804201 sec): 3 clusters Score: Raw -2480.814328 + Penalty 569.210591 = -1911.603737 nChanged 7 SP:Iteration 1F (77.804499 sec): 3 clusters Score: Raw -2503.077888 + Penalty 581.030189 = -1922.047699 nChanged 2 SP:Iteration 2Q (77.804796 sec): 3 clusters Score: Raw -2508.151002 + Penalty 585.080109 = -1923.070893 nChanged 1 SP:Iteration 3Q (77.805090 sec): 3 clusters Score: Raw -2509.458855 + Penalty 585.080109 = -1924.378745 nChanged 0 SP:Iteration 4F (77.805395 sec): 3 clusters Score: Raw -2509.458855 + Penalty 585.080109 = -1924.378745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 124 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.805871 sec): 2 clusters Score: Raw -151.533497 + Penalty 81.268837 = -70.264660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.806080 sec): 3 clusters Score: Raw -142.510383 + Penalty 166.384585 = 23.874202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 137 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.806581 sec): 2 clusters Score: Raw -586.427057 + Penalty 174.523913 = -411.903144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.806810 sec): 3 clusters Score: Raw -603.321126 + Penalty 346.846713 = -256.474413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 146 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.807285 sec): 2 clusters Score: Raw -134.728653 + Penalty 68.633888 = -66.094764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.807495 sec): 3 clusters Score: Raw -131.449280 + Penalty 135.393232 = 3.943952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 148 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.807970 sec): 2 clusters Score: Raw -147.347644 + Penalty 90.471201 = -56.876443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.808200 sec): 3 clusters Score: Raw -141.745268 + Penalty 166.529612 = 24.784344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 159 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.808669 sec): 2 clusters Score: Raw -96.042294 + Penalty 56.139681 = -39.902613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.808875 sec): 3 clusters Score: Raw -89.808847 + Penalty 112.279363 = 22.470516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 161 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.809382 sec): 2 clusters Score: Raw -723.839433 + Penalty 127.276946 = -596.562487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.809623 sec): 3 clusters Score: Raw -728.384969 + Penalty 254.926808 = -473.458161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 164 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.810089 sec): 2 clusters Score: Raw -95.119757 + Penalty 42.379619 = -52.740138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.810290 sec): 3 clusters Score: Raw -88.657979 + Penalty 84.759239 = -3.898740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 182 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.810767 sec): 2 clusters Score: Raw -152.451304 + Penalty 83.868178 = -68.583126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.810978 sec): 3 clusters Score: Raw -143.130587 + Penalty 170.176998 = 27.046411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 185 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.811504 sec): 2 clusters Score: Raw -810.667331 + Penalty 115.839816 = -694.827515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.811755 sec): 3 clusters Score: Raw -822.383657 + Penalty 235.715943 = -586.667714 nChanged 1 SP:Iteration 1Q (77.812001 sec): 3 clusters Score: Raw -826.911716 + Penalty 241.139370 = -585.772346 nChanged 2 SP:Iteration 2F (77.812244 sec): 3 clusters Score: Raw -832.070842 + Penalty 241.139370 = -590.931472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 187 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.812707 sec): 2 clusters Score: Raw -41.139298 + Penalty 0.000000 = -41.139298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.812893 sec): 2 clusters Score: Raw -41.139298 + Penalty 0.000000 = -41.139298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 195 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.813376 sec): 2 clusters Score: Raw -315.459968 + Penalty 158.551981 = -156.907986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.813598 sec): 3 clusters Score: Raw -312.612821 + Penalty 326.198530 = 13.585709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 204 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.814069 sec): 2 clusters Score: Raw -97.322190 + Penalty 52.493704 = -44.828486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.814264 sec): 2 clusters Score: Raw -97.322190 + Penalty 52.493704 = -44.828486 nChanged 0 Deleting Class 148 (3 points): Lose 10.615590 but Gain 874.967668 Iteration 119Q (78.023727 sec): 80 clusters Score: Raw -1641980.311811 + Penalty 62832.176778 = -1579148.135034 nChanged 6 Deleting Class 40 (20 points): Lose 77.864941 but Gain 940.950578 Iteration 120F (79.551314 sec): 79 clusters Score: Raw -1641906.453826 + Penalty 61902.667432 = -1580003.786394 nChanged 21 Deleting Class 70 (6 points): Lose 19.642072 but Gain 878.981007 Iteration 121Q (79.743877 sec): 78 clusters Score: Raw -1641914.585665 + Penalty 61036.217486 = -1580878.368179 nChanged 19 Deleting Class 21 (46 points): Lose 214.287049 but Gain 1061.965774 Iteration 122Q (79.935004 sec): 77 clusters Score: Raw -1641720.866396 + Penalty 59918.142948 = -1581802.723448 nChanged 62 Deleting Class 109 (37 points): Lose 172.160666 but Gain 1017.188747 Iteration 123Q (80.127546 sec): 76 clusters Score: Raw -1641632.309103 + Penalty 58992.921188 = -1582639.387915 nChanged 58 Deleting Class 74 (30 points): Lose 103.682581 but Gain 956.704011 Iteration 124Q (80.317203 sec): 75 clusters Score: Raw -1641648.490748 + Penalty 58091.768444 = -1583556.722304 nChanged 52 Deleting Class 34 (14 points): Lose 37.248944 but Gain 895.418176 Iteration 125Q (80.507296 sec): 74 clusters Score: Raw -1641693.523198 + Penalty 57231.400402 = -1584462.122796 nChanged 36 Deleting Class 159 (2 points): Lose 26.278046 but Gain 860.539055 Iteration 126Q (80.696311 sec): 73 clusters Score: Raw -1641705.440198 + Penalty 56379.774269 = -1585325.665929 nChanged 21 Deleting Class 195 (7 points): Lose 34.372188 but Gain 865.715099 Iteration 127Q (80.882599 sec): 72 clusters Score: Raw -1641686.700974 + Penalty 55522.682614 = -1586164.018359 nChanged 22 Deleting Class 52 (22 points): Lose 76.394025 but Gain 898.188025 Iteration 128Q (81.068449 sec): 71 clusters Score: Raw -1641626.539453 + Penalty 54635.329182 = -1586991.210271 nChanged 30 Deleting Class 98 (9 points): Lose 64.841955 but Gain 884.766175 Iteration 129Q (81.253843 sec): 70 clusters Score: Raw -1641591.091316 + Penalty 53758.129210 = -1587832.962105 nChanged 15 Deleting Class 106 (1 points): Lose 6.451758 but Gain 819.879795 Iteration 130F (82.575155 sec): 69 clusters Score: Raw -1641619.375887 + Penalty 53273.770793 = -1588345.605094 nChanged 7 Deleting Class 66 (40 points): Lose 197.156055 but Gain 1009.703670 Iteration 131Q (82.759055 sec): 68 clusters Score: Raw -1641430.976457 + Penalty 52296.613544 = -1589134.362913 nChanged 44 Deleting Class 96 (6 points): Lose 47.070387 but Gain 859.549494 Iteration 132Q (82.942086 sec): 67 clusters Score: Raw -1641462.207794 + Penalty 51438.860343 = -1590023.347451 nChanged 20 Deleting Class 76 (20 points): Lose 71.178046 but Gain 875.485066 Iteration 133Q (83.123517 sec): 66 clusters Score: Raw -1641400.629874 + Penalty 50557.864210 = -1590842.765663 nChanged 29 Deleting Class 204 (2 points): Lose 1.516047 but Gain 804.651558 Iteration 134Q (83.304073 sec): 65 clusters Score: Raw -1641435.205631 + Penalty 49757.984359 = -1591677.221272 nChanged 7 Deleting Class 45 (33 points): Lose 115.043154 but Gain 915.455880 Iteration 135Q (83.482062 sec): 64 clusters Score: Raw -1641325.548584 + Penalty 48859.244089 = -1592466.304495 nChanged 34 Deleting Class 35 (82 points): Lose 239.173123 but Gain 1036.055474 Iteration 136Q (83.662024 sec): 63 clusters Score: Raw -1641134.960419 + Penalty 47900.891433 = -1593234.068986 nChanged 88 Deleting Class 17 (3 points): Lose 7.171564 but Gain 802.492312 Iteration 137Q (83.841267 sec): 62 clusters Score: Raw -1641252.400932 + Penalty 47113.286489 = -1594139.114443 nChanged 22 Deleting Class 79 (13 points): Lose 41.291766 but Gain 832.005437 Iteration 138Q (84.018388 sec): 61 clusters Score: Raw -1641226.888042 + Penalty 46302.669508 = -1594924.218534 nChanged 28 Deleting Class 182 (3 points): Lose 28.055473 but Gain 811.108323 Iteration 139Q (84.192477 sec): 60 clusters Score: Raw -1641228.904485 + Penalty 45499.583865 = -1595729.320621 nChanged 17 Deleting Class 28 (53 points): Lose 291.191714 but Gain 1072.823539 Iteration 140F (85.325543 sec): 59 clusters Score: Raw -1640953.137876 + Penalty 44460.444429 = -1596492.693447 nChanged 62 Deleting Class 90 (11 points): Lose 43.309055 but Gain 820.245285 Iteration 141Q (85.500849 sec): 58 clusters Score: Raw -1641084.336110 + Penalty 43694.355732 = -1597389.980378 nChanged 43 Deleting Class 23 (18 points): Lose 109.018490 but Gain 898.128034 Iteration 142Q (85.674419 sec): 57 clusters Score: Raw -1641039.283773 + Penalty 42812.480546 = -1598226.803228 nChanged 43 Deleting Class 59 (7 points): Lose 32.570094 but Gain 809.244226 Iteration 143Q (85.845337 sec): 56 clusters Score: Raw -1641053.003846 + Penalty 41999.558952 = -1599053.444893 nChanged 28 Deleting Class 124 (3 points): Lose 14.219355 but Gain 785.969502 Iteration 144Q (86.015557 sec): 55 clusters Score: Raw -1641068.998440 + Penalty 41206.603999 = -1599862.394442 nChanged 19 Deleting Class 29 (39 points): Lose 559.305278 but Gain 1326.480426 Iteration 145Q (86.184773 sec): 54 clusters Score: Raw -1640531.930187 + Penalty 39972.104682 = -1600559.825505 nChanged 54 Deleting Class 44 (4 points): Lose 6.443525 but Gain 748.553956 Iteration 146Q (86.354101 sec): 53 clusters Score: Raw -1640808.073282 + Penalty 39327.163256 = -1601480.910026 nChanged 34 Deleting Class 94 (14 points): Lose 58.862611 but Gain 799.495139 Iteration 147Q (86.520806 sec): 52 clusters Score: Raw -1640786.187556 + Penalty 38543.412427 = -1602242.775128 nChanged 39 Deleting Class 14 (124 points): Lose 501.436804 but Gain 1240.023265 Iteration 148Q (86.687615 sec): 51 clusters Score: Raw -1640312.905835 + Penalty 37446.407049 = -1602866.498786 nChanged 138 Deleting Class 78 (32 points): Lose 160.147187 but Gain 885.947938 Iteration 149Q (86.857007 sec): 50 clusters Score: Raw -1640409.877750 + Penalty 36575.019756 = -1603834.857993 nChanged 78 Deleting Class 50 (11 points): Lose 48.585068 but Gain 764.420734 Iteration 150F (87.806650 sec): 49 clusters Score: Raw -1640482.894246 + Penalty 35816.304586 = -1604666.589659 nChanged 48 Deleting Class 84 (6 points): Lose 24.188722 but Gain 724.009452 Iteration 151Q (87.970855 sec): 48 clusters Score: Raw -1640492.240199 + Penalty 35109.562111 = -1605382.678088 nChanged 31 Deleting Class 95 (4 points): Lose 11.124707 but Gain 690.119101 Iteration 152Q (88.134467 sec): 47 clusters Score: Raw -1640497.169007 + Penalty 34433.465411 = -1606063.703596 nChanged 17 Deleting Class 137 (13 points): Lose 52.578852 but Gain 722.939992 Iteration 153Q (88.296184 sec): 46 clusters Score: Raw -1640451.627072 + Penalty 33713.064394 = -1606738.562678 nChanged 26 Deleting Class 11 (39 points): Lose 130.409699 but Gain 791.255668 Iteration 154Q (88.457738 sec): 45 clusters Score: Raw -1640339.449857 + Penalty 32908.007968 = -1607431.441889 nChanged 54 Deleting Class 63 (114 points): Lose 236.391396 but Gain 893.952720 Iteration 155Q (88.618866 sec): 44 clusters Score: Raw -1640170.556162 + Penalty 32063.625451 = -1608106.930711 nChanged 154 Deleting Class 72 (22 points): Lose 78.147909 but Gain 731.176658 Iteration 156Q (88.782161 sec): 43 clusters Score: Raw -1640248.556120 + Penalty 31368.860271 = -1608879.695849 nChanged 64 Deleting Class 164 (2 points): Lose 6.649028 but Gain 649.617464 Iteration 157Q (88.940703 sec): 42 clusters Score: Raw -1640282.539117 + Penalty 30727.413133 = -1609555.125984 nChanged 35 Deleting Class 146 (3 points): Lose 32.372239 but Gain 663.774026 Iteration 158Q (89.097077 sec): 41 clusters Score: Raw -1640261.244686 + Penalty 30067.749184 = -1610193.495501 nChanged 34 Deleting Class 36 (61 points): Lose 208.494396 but Gain 797.771362 Iteration 159Q (89.252105 sec): 40 clusters Score: Raw -1640070.587874 + Penalty 29283.714109 = -1610786.873765 nChanged 73 Deleting Class 53 (157 points): Lose 627.916148 but Gain 1223.012043 Iteration 160F (90.017086 sec): 39 clusters Score: Raw -1639530.922112 + Penalty 28073.745342 = -1611457.176771 nChanged 184 Deleting Class 48 (23 points): Lose 83.526628 but Gain 667.207783 Iteration 161Q (90.173835 sec): 38 clusters Score: Raw -1639869.199341 + Penalty 27387.637982 = -1612481.561360 nChanged 92 Deleting Class 71 (2 points): Lose 12.847668 but Gain 577.005566 Iteration 162Q (90.327327 sec): 37 clusters Score: Raw -1639918.129134 + Penalty 26804.168748 = -1613113.960386 nChanged 51 Deleting Class 87 (12 points): Lose 38.601753 but Gain 571.871110 Iteration 163Q (90.478763 sec): 36 clusters Score: Raw -1639902.161647 + Penalty 26231.933488 = -1613670.228159 nChanged 43 Deleting Class 27 (91 points): Lose 654.535195 but Gain 1165.039196 Iteration 164Q (90.631188 sec): 35 clusters Score: Raw -1639269.022548 + Penalty 25072.658294 = -1614196.364254 nChanged 122 Deleting Class 41 (16 points): Lose 69.934578 but Gain 566.418552 Iteration 165Q (90.781321 sec): 34 clusters Score: Raw -1639581.656337 + Penalty 24777.604623 = -1614804.051714 nChanged 82 Deleting Class 24 (106 points): Lose 266.463534 but Gain 715.257190 Iteration 166Q (90.929266 sec): 33 clusters Score: Raw -1639401.241880 + Penalty 24046.433451 = -1615354.808429 nChanged 145 Deleting Class 161 (17 points): Lose 61.396894 but Gain 492.645010 Iteration 167Q (91.076979 sec): 32 clusters Score: Raw -1639494.969743 + Penalty 23549.134988 = -1615945.834755 nChanged 70 Deleting Class 43 (162 points): Lose 643.770178 but Gain 1061.912094 Iteration 168Q (91.225174 sec): 31 clusters Score: Raw -1638894.908383 + Penalty 22619.822023 = -1616275.086360 nChanged 211 Deleting Class 4 (166 points): Lose 209.408397 but Gain 457.525515 Iteration 169Q (91.372775 sec): 30 clusters Score: Raw -1639005.833098 + Penalty 22183.486271 = -1616822.346827 nChanged 249 Deleting Class 114 (51 points): Lose 528.540168 but Gain 749.069640 Iteration 170F (91.956107 sec): 29 clusters Score: Raw -1638693.529539 + Penalty 21415.749579 = -1617277.779959 nChanged 117 Deleting Class 185 (28 points): Lose 219.645428 but Gain 410.094521 Iteration 171Q (92.103153 sec): 28 clusters Score: Raw -1638729.995943 + Penalty 20048.247304 = -1618681.748639 nChanged 96 Deleting Class 187 (1 points): Lose 14.578462 but Gain 198.907803 Iteration 172Q (92.249180 sec): 27 clusters Score: Raw -1638835.079452 + Penalty 20114.491067 = -1618720.588385 nChanged 62 Deleting Class 47 (218 points): Lose 577.484473 but Gain 680.517856 Iteration 173Q (92.392244 sec): 26 clusters Score: Raw -1638297.287303 + Penalty 19464.923042 = -1618832.364261 nChanged 269 Iteration 174Q (92.536095 sec): 26 clusters Score: Raw -1638737.015071 + Penalty 19454.581579 = -1619282.433492 nChanged 117 Iteration 175Q (92.675751 sec): 26 clusters Score: Raw -1638812.999299 + Penalty 19444.564860 = -1619368.434439 nChanged 59 Iteration 176Q (92.815967 sec): 26 clusters Score: Raw -1638832.939702 + Penalty 19437.459451 = -1619395.480251 nChanged 47 Iteration 177Q (92.953837 sec): 26 clusters Score: Raw -1638850.070890 + Penalty 19430.740213 = -1619419.330677 nChanged 40 Iteration 178Q (93.092766 sec): 26 clusters Score: Raw -1638863.105088 + Penalty 19428.268376 = -1619434.836712 nChanged 28 Iteration 179Q (93.230500 sec): 26 clusters Score: Raw -1638866.563181 + Penalty 19425.349366 = -1619441.213814 nChanged 14 Iteration 180F (93.760888 sec): 26 clusters Score: Raw -1638871.089827 + Penalty 19421.756586 = -1619449.333241 nChanged 19 Iteration 181Q (93.899887 sec): 26 clusters Score: Raw -1638875.457781 + Penalty 19416.254266 = -1619459.203515 nChanged 22 Iteration 182Q (94.040716 sec): 26 clusters Score: Raw -1638881.036744 + Penalty 19410.583227 = -1619470.453517 nChanged 27 Iteration 183Q (94.180209 sec): 26 clusters Score: Raw -1638886.735020 + Penalty 19407.761804 = -1619478.973216 nChanged 24 Iteration 184Q (94.320633 sec): 26 clusters Score: Raw -1638890.814591 + Penalty 19401.830411 = -1619488.984179 nChanged 20 Iteration 185Q (94.460139 sec): 26 clusters Score: Raw -1638894.182565 + Penalty 19394.933216 = -1619499.249349 nChanged 19 Iteration 186Q (94.600619 sec): 26 clusters Score: Raw -1638897.311197 + Penalty 19389.277120 = -1619508.034077 nChanged 19 Iteration 187Q (94.739593 sec): 26 clusters Score: Raw -1638903.588894 + Penalty 19383.742593 = -1619519.846301 nChanged 14 Iteration 188Q (94.879964 sec): 26 clusters Score: Raw -1638907.828310 + Penalty 19382.978086 = -1619524.850225 nChanged 18 Iteration 189Q (95.020269 sec): 26 clusters Score: Raw -1638909.935251 + Penalty 19384.911389 = -1619525.023862 nChanged 16 Iteration 190F (95.550929 sec): 26 clusters Score: Raw -1638913.459135 + Penalty 19385.501855 = -1619527.957280 nChanged 18 Iteration 191Q (95.691976 sec): 26 clusters Score: Raw -1638915.012493 + Penalty 19383.311028 = -1619531.701465 nChanged 21 Iteration 192Q (95.833485 sec): 26 clusters Score: Raw -1638917.583903 + Penalty 19382.273286 = -1619535.310618 nChanged 11 Iteration 193Q (95.973984 sec): 26 clusters Score: Raw -1638918.458441 + Penalty 19380.745756 = -1619537.712686 nChanged 10 Iteration 194Q (96.118909 sec): 26 clusters Score: Raw -1638919.499413 + Penalty 19378.716985 = -1619540.782428 nChanged 10 Iteration 195Q (96.262318 sec): 26 clusters Score: Raw -1638920.267510 + Penalty 19375.655554 = -1619544.611956 nChanged 11 Iteration 196Q (96.405810 sec): 26 clusters Score: Raw -1638921.703753 + Penalty 19373.183870 = -1619548.519883 nChanged 13 Iteration 197Q (96.547691 sec): 26 clusters Score: Raw -1638922.668968 + Penalty 19370.930728 = -1619551.738240 nChanged 10 Iteration 198Q (96.686232 sec): 26 clusters Score: Raw -1638923.707473 + Penalty 19369.325294 = -1619554.382179 nChanged 7 Iteration 199Q (96.824272 sec): 26 clusters Score: Raw -1638924.480690 + Penalty 19368.092570 = -1619556.388120 nChanged 9 Iteration 200F (97.342458 sec): 26 clusters Score: Raw -1638925.299087 + Penalty 19367.036357 = -1619558.262730 nChanged 4 Iteration 201Q (97.480627 sec): 26 clusters Score: Raw -1638926.058813 + Penalty 19365.171853 = -1619560.886959 nChanged 7 Iteration 202Q (97.619531 sec): 26 clusters Score: Raw -1638926.667564 + Penalty 19363.898827 = -1619562.768737 nChanged 6 Iteration 203Q (97.759472 sec): 26 clusters Score: Raw -1638927.090532 + Penalty 19364.548123 = -1619562.542410 nChanged 5 Iteration 204F (98.277061 sec): 26 clusters Score: Raw -1638928.744357 + Penalty 19363.154588 = -1619565.589769 nChanged 7 Iteration 205Q (98.415465 sec): 26 clusters Score: Raw -1638929.224397 + Penalty 19363.154588 = -1619566.069810 nChanged 0 Iteration 206F (98.932430 sec): 26 clusters Score: Raw -1638929.224397 + Penalty 19363.154588 = -1619566.069810 nChanged 0 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.38 GB. Compute initial score before splitting: Score: Raw -1638929.224397 + Penalty 19363.154588 = -1619566.069810Memory request: 0.03 GB would take us to total of 0.41 GB. Trying to split cluster 1 (6468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (99.086178 sec): 2 clusters Score: Raw -263481.442738 + Penalty 97.823126 = -263383.619612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (99.097801 sec): 3 clusters Score: Raw -259178.045925 + Penalty 206.562687 = -258971.483238 nChanged 3125 SP:Iteration 1F (99.109229 sec): 3 clusters Score: Raw -262264.346700 + Penalty 198.035408 = -262066.311292 nChanged 611 SP:Iteration 2F (99.120760 sec): 3 clusters Score: Raw -263050.762462 + Penalty 198.036949 = -262852.725513 nChanged 243 SP:Iteration 3Q (99.131672 sec): 3 clusters Score: Raw -263214.604063 + Penalty 197.714350 = -263016.889713 nChanged 99 SP:Iteration 4Q (99.142275 sec): 3 clusters Score: Raw -263269.895425 + Penalty 197.513778 = -263072.381647 nChanged 71 SP:Iteration 5Q (99.152647 sec): 3 clusters Score: Raw -263302.358198 + Penalty 196.317777 = -263106.040421 nChanged 47 SP:Iteration 6Q (99.163038 sec): 3 clusters Score: Raw -263320.374253 + Penalty 195.703976 = -263124.670277 nChanged 57 SP:Iteration 7Q (99.173558 sec): 3 clusters Score: Raw -263336.906284 + Penalty 195.597941 = -263141.308343 nChanged 48 SP:Iteration 8Q (99.183813 sec): 3 clusters Score: Raw -263347.418140 + Penalty 194.696425 = -263152.721715 nChanged 39 SP:Iteration 9Q (99.194026 sec): 3 clusters Score: Raw -263357.884738 + Penalty 193.249254 = -263164.635484 nChanged 34 SP:Iteration 10F (99.205371 sec): 3 clusters Score: Raw -263367.629906 + Penalty 193.234192 = -263174.395713 nChanged 26 SP:Iteration 11Q (99.215998 sec): 3 clusters Score: Raw -263375.371885 + Penalty 193.535284 = -263181.836601 nChanged 26 SP:Iteration 12Q (99.226372 sec): 3 clusters Score: Raw -263382.934598 + Penalty 193.950795 = -263188.983802 nChanged 37 SP:Iteration 13Q (99.236486 sec): 3 clusters Score: Raw -263395.257468 + Penalty 192.951941 = -263202.305527 nChanged 38 SP:Iteration 14Q (99.246414 sec): 3 clusters Score: Raw -263406.293069 + Penalty 192.802788 = -263213.490280 nChanged 32 SP:Iteration 15Q (99.256479 sec): 3 clusters Score: Raw -263414.089413 + Penalty 192.934952 = -263221.154462 nChanged 36 SP:Iteration 16Q (99.266488 sec): 3 clusters Score: Raw -263424.441040 + Penalty 193.222927 = -263231.218113 nChanged 34 SP:Iteration 17Q (99.276467 sec): 3 clusters Score: Raw -263434.195989 + Penalty 192.761098 = -263241.434891 nChanged 34 SP:Iteration 18Q (99.286281 sec): 3 clusters Score: Raw -263444.509274 + Penalty 192.074112 = -263252.435162 nChanged 42 SP:Iteration 19Q (99.296015 sec): 3 clusters Score: Raw -263456.578015 + Penalty 192.871079 = -263263.706936 nChanged 39 SP:Iteration 20F (99.307353 sec): 3 clusters Score: Raw -263466.914195 + Penalty 193.638547 = -263273.275647 nChanged 40 SP:Iteration 21Q (99.317064 sec): 3 clusters Score: Raw -263477.820848 + Penalty 193.567280 = -263284.253569 nChanged 38 SP:Iteration 22Q (99.326692 sec): 3 clusters Score: Raw -263487.192681 + Penalty 194.504061 = -263292.688621 nChanged 33 SP:Iteration 23Q (99.336243 sec): 3 clusters Score: Raw -263495.584184 + Penalty 194.876106 = -263300.708078 nChanged 34 SP:Iteration 24Q (99.345915 sec): 3 clusters Score: Raw -263504.717582 + Penalty 193.975226 = -263310.742356 nChanged 34 SP:Iteration 25Q (99.355399 sec): 3 clusters Score: Raw -263512.661222 + Penalty 193.856232 = -263318.804990 nChanged 21 SP:Iteration 26Q (99.364851 sec): 3 clusters Score: Raw -263516.114787 + Penalty 194.323171 = -263321.791616 nChanged 19 SP:Iteration 27Q (99.374868 sec): 3 clusters Score: Raw -263519.308795 + Penalty 194.052048 = -263325.256746 nChanged 15 SP:Iteration 28Q (99.384388 sec): 3 clusters Score: Raw -263521.280681 + Penalty 194.482469 = -263326.798212 nChanged 11 SP:Iteration 29Q (99.393818 sec): 3 clusters Score: Raw -263522.369944 + Penalty 194.794585 = -263327.575359 nChanged 8 SP:Iteration 30F (99.405150 sec): 3 clusters Score: Raw -263522.949205 + Penalty 195.112573 = -263327.836632 nChanged 7 SP:Iteration 31Q (99.414546 sec): 3 clusters Score: Raw -263523.419614 + Penalty 195.489359 = -263327.930256 nChanged 7 SP:Iteration 32Q (99.423975 sec): 3 clusters Score: Raw -263524.235275 + Penalty 194.879647 = -263329.355628 nChanged 8 SP:Iteration 33Q (99.433319 sec): 3 clusters Score: Raw -263525.715372 + Penalty 194.865358 = -263330.850014 nChanged 7 SP:Iteration 34Q (99.442660 sec): 3 clusters Score: Raw -263526.948447 + Penalty 194.862533 = -263332.085915 nChanged 8 SP:Iteration 35Q (99.451982 sec): 3 clusters Score: Raw -263528.665464 + Penalty 194.943974 = -263333.721490 nChanged 7 SP:Iteration 36Q (99.461312 sec): 3 clusters Score: Raw -263529.590728 + Penalty 195.052243 = -263334.538485 nChanged 2 SP:Iteration 37Q (99.470785 sec): 3 clusters Score: Raw -263529.634944 + Penalty 195.052243 = -263334.582702 nChanged 0 SP:Iteration 38F (99.482256 sec): 3 clusters Score: Raw -263529.634944 + Penalty 195.052243 = -263334.582702 nChanged 0 Memory request: 0.07 GB would take us to total of 0.44 GB. Trying to split cluster 2 (13999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (99.546558 sec): 2 clusters Score: Raw -567291.563702 + Penalty 226.923887 = -567064.639815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (99.572348 sec): 3 clusters Score: Raw -557883.375196 + Penalty 443.986989 = -557439.388207 nChanged 6710 SP:Iteration 1F (99.598590 sec): 3 clusters Score: Raw -561811.125722 + Penalty 429.737420 = -561381.388302 nChanged 1783 SP:Iteration 2F (99.623867 sec): 3 clusters Score: Raw -563196.349144 + Penalty 412.102002 = -562784.247142 nChanged 1371 SP:Iteration 3F (99.649119 sec): 3 clusters Score: Raw -564505.746530 + Penalty 393.015710 = -564112.730820 nChanged 1075 SP:Iteration 4F (99.674267 sec): 3 clusters Score: Raw -565633.828684 + Penalty 385.425344 = -565248.403340 nChanged 690 SP:Iteration 5Q (99.698011 sec): 3 clusters Score: Raw -566305.738022 + Penalty 380.778598 = -565924.959423 nChanged 487 SP:Iteration 6Q (99.719472 sec): 3 clusters Score: Raw -566761.577626 + Penalty 379.061743 = -566382.515883 nChanged 290 SP:Iteration 7Q (99.740382 sec): 3 clusters Score: Raw -567013.546918 + Penalty 415.230159 = -566598.316759 nChanged 182 SP:Iteration 8Q (99.762087 sec): 3 clusters Score: Raw -567175.193262 + Penalty 514.792639 = -566660.400623 nChanged 96 SP:Iteration 9Q (99.782645 sec): 3 clusters Score: Raw -567268.833709 + Penalty 639.630669 = -566629.203040 nChanged 26 SP:Iteration 10F (99.807931 sec): 3 clusters Score: Raw -567298.273976 + Penalty 719.897400 = -566578.376576 nChanged 11 SP:Iteration 11F (99.833254 sec): 3 clusters Score: Raw -567314.950066 + Penalty 725.792319 = -566589.157747 nChanged 1 SP:Iteration 12Q (99.852670 sec): 3 clusters Score: Raw -567315.028765 + Penalty 734.321933 = -566580.706832 nChanged 1 SP:Iteration 13F (99.877830 sec): 3 clusters Score: Raw -567315.204733 + Penalty 734.321933 = -566580.882800 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 3 (3703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (99.898510 sec): 2 clusters Score: Raw -162763.665949 + Penalty 340.696099 = -162422.969850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (99.905367 sec): 3 clusters Score: Raw -160456.088289 + Penalty 681.778731 = -159774.309558 nChanged 1665 SP:Iteration 1F (99.911988 sec): 3 clusters Score: Raw -161497.195631 + Penalty 685.475252 = -160811.720379 nChanged 434 SP:Iteration 2F (99.918603 sec): 3 clusters Score: Raw -161768.632049 + Penalty 691.753553 = -161076.878497 nChanged 308 SP:Iteration 3F (99.925229 sec): 3 clusters Score: Raw -161976.606646 + Penalty 702.134961 = -161274.471686 nChanged 235 SP:Iteration 4F (99.931971 sec): 3 clusters Score: Raw -162129.677280 + Penalty 712.436694 = -161417.240586 nChanged 185 SP:Iteration 5Q (99.938567 sec): 3 clusters Score: Raw -162260.815798 + Penalty 722.320147 = -161538.495651 nChanged 142 SP:Iteration 6Q (99.945159 sec): 3 clusters Score: Raw -162385.715727 + Penalty 731.793897 = -161653.921831 nChanged 123 SP:Iteration 7Q (99.951685 sec): 3 clusters Score: Raw -162487.359347 + Penalty 741.290052 = -161746.069295 nChanged 108 SP:Iteration 8Q (99.957989 sec): 3 clusters Score: Raw -162550.922631 + Penalty 749.228226 = -161801.694405 nChanged 83 SP:Iteration 9Q (99.964131 sec): 3 clusters Score: Raw -162585.783599 + Penalty 759.676471 = -161826.107129 nChanged 70 SP:Iteration 10F (99.970704 sec): 3 clusters Score: Raw -162617.905786 + Penalty 766.207725 = -161851.698062 nChanged 63 SP:Iteration 11Q (99.976681 sec): 3 clusters Score: Raw -162649.489728 + Penalty 772.764040 = -161876.725688 nChanged 43 SP:Iteration 12Q (99.982882 sec): 3 clusters Score: Raw -162664.457840 + Penalty 779.212941 = -161885.244900 nChanged 35 SP:Iteration 13Q (99.988862 sec): 3 clusters Score: Raw -162678.718824 + Penalty 785.471618 = -161893.247205 nChanged 38 SP:Iteration 14Q (99.994654 sec): 3 clusters Score: Raw -162698.227672 + Penalty 790.358839 = -161907.868834 nChanged 35 SP:Iteration 15Q (100.000522 sec): 3 clusters Score: Raw -162714.399481 + Penalty 798.589693 = -161915.809788 nChanged 29 SP:Iteration 16Q (100.006234 sec): 3 clusters Score: Raw -162728.313856 + Penalty 807.238786 = -161921.075070 nChanged 25 SP:Iteration 17Q (100.012144 sec): 3 clusters Score: Raw -162744.362650 + Penalty 817.100801 = -161927.261849 nChanged 24 SP:Iteration 18Q (100.017891 sec): 3 clusters Score: Raw -162757.509822 + Penalty 823.078648 = -161934.431174 nChanged 17 SP:Iteration 19Q (100.023485 sec): 3 clusters Score: Raw -162764.637938 + Penalty 828.723892 = -161935.914046 nChanged 12 SP:Iteration 20F (100.030274 sec): 3 clusters Score: Raw -162767.486244 + Penalty 831.978396 = -161935.507848 nChanged 13 SP:Iteration 21F (100.037037 sec): 3 clusters Score: Raw -162772.218778 + Penalty 834.299609 = -161937.919169 nChanged 7 SP:Iteration 22Q (100.042585 sec): 3 clusters Score: Raw -162775.859466 + Penalty 837.174866 = -161938.684600 nChanged 12 SP:Iteration 23Q (100.048158 sec): 3 clusters Score: Raw -162782.312482 + Penalty 843.399537 = -161938.912945 nChanged 8 SP:Iteration 24Q (100.053671 sec): 3 clusters Score: Raw -162788.381967 + Penalty 847.034867 = -161941.347100 nChanged 10 SP:Iteration 25Q (100.059157 sec): 3 clusters Score: Raw -162794.102081 + Penalty 849.118098 = -161944.983983 nChanged 9 SP:Iteration 26Q (100.064626 sec): 3 clusters Score: Raw -162797.261111 + Penalty 852.954735 = -161944.306376 nChanged 6 SP:Iteration 27F (100.071207 sec): 3 clusters Score: Raw -162800.512943 + Penalty 856.447332 = -161944.065611 nChanged 9 SP:Iteration 28F (100.077785 sec): 3 clusters Score: Raw -162804.002630 + Penalty 858.889080 = -161945.113550 nChanged 4 SP:Iteration 29Q (100.083434 sec): 3 clusters Score: Raw -162804.955777 + Penalty 858.139186 = -161946.816591 nChanged 2 SP:Iteration 30F (100.090421 sec): 3 clusters Score: Raw -162805.685901 + Penalty 858.139186 = -161947.546715 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 5 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.096749 sec): 2 clusters Score: Raw -30192.969819 + Penalty 169.881186 = -30023.088633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.098132 sec): 3 clusters Score: Raw -29778.477677 + Penalty 353.320545 = -29425.157132 nChanged 295 SP:Iteration 1F (100.099529 sec): 3 clusters Score: Raw -29950.750698 + Penalty 372.495724 = -29578.254974 nChanged 93 SP:Iteration 2F (100.100925 sec): 3 clusters Score: Raw -30041.917618 + Penalty 397.594723 = -29644.322894 nChanged 88 SP:Iteration 3F (100.102343 sec): 3 clusters Score: Raw -30163.913619 + Penalty 403.867258 = -29760.046361 nChanged 39 SP:Iteration 4F (100.103693 sec): 3 clusters Score: Raw -30229.020392 + Penalty 401.493926 = -29827.526465 nChanged 17 SP:Iteration 5Q (100.104966 sec): 3 clusters Score: Raw -30240.308162 + Penalty 402.937818 = -29837.370344 nChanged 6 SP:Iteration 6Q (100.106210 sec): 3 clusters Score: Raw -30241.525284 + Penalty 402.715256 = -29838.810028 nChanged 1 SP:Iteration 7Q (100.107446 sec): 3 clusters Score: Raw -30241.614692 + Penalty 402.715256 = -29838.899436 nChanged 0 SP:Iteration 8F (100.108818 sec): 3 clusters Score: Raw -30241.614692 + Penalty 402.715256 = -29838.899436 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 6 (4300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.128149 sec): 2 clusters Score: Raw -210864.428791 + Penalty 390.157765 = -210474.271026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.136068 sec): 3 clusters Score: Raw -207996.865850 + Penalty 779.304388 = -207217.561462 nChanged 1930 SP:Iteration 1F (100.143882 sec): 3 clusters Score: Raw -209195.394740 + Penalty 788.658504 = -208406.736235 nChanged 626 SP:Iteration 2F (100.151569 sec): 3 clusters Score: Raw -209630.427538 + Penalty 805.338193 = -208825.089345 nChanged 407 SP:Iteration 3F (100.159351 sec): 3 clusters Score: Raw -209941.757977 + Penalty 818.960573 = -209122.797404 nChanged 296 SP:Iteration 4F (100.167015 sec): 3 clusters Score: Raw -210140.528652 + Penalty 828.425128 = -209312.103524 nChanged 227 SP:Iteration 5F (100.174664 sec): 3 clusters Score: Raw -210263.919887 + Penalty 832.509324 = -209431.410563 nChanged 174 SP:Iteration 6Q (100.182207 sec): 3 clusters Score: Raw -210353.531809 + Penalty 836.667127 = -209516.864682 nChanged 149 SP:Iteration 7Q (100.189795 sec): 3 clusters Score: Raw -210428.909750 + Penalty 834.889349 = -209594.020402 nChanged 142 SP:Iteration 8Q (100.197374 sec): 3 clusters Score: Raw -210498.007819 + Penalty 833.635056 = -209664.372763 nChanged 120 SP:Iteration 9Q (100.204723 sec): 3 clusters Score: Raw -210545.346055 + Penalty 833.819322 = -209711.526733 nChanged 106 SP:Iteration 10F (100.212381 sec): 3 clusters Score: Raw -210579.024604 + Penalty 834.511051 = -209744.513553 nChanged 93 SP:Iteration 11Q (100.219369 sec): 3 clusters Score: Raw -210604.985439 + Penalty 836.742768 = -209768.242672 nChanged 80 SP:Iteration 12Q (100.226456 sec): 3 clusters Score: Raw -210625.390442 + Penalty 832.392942 = -209792.997499 nChanged 68 SP:Iteration 13Q (100.233668 sec): 3 clusters Score: Raw -210644.357648 + Penalty 833.286623 = -209811.071025 nChanged 67 SP:Iteration 14Q (100.240710 sec): 3 clusters Score: Raw -210661.681928 + Penalty 834.272410 = -209827.409518 nChanged 68 SP:Iteration 15Q (100.247266 sec): 3 clusters Score: Raw -210677.006628 + Penalty 840.703691 = -209836.302938 nChanged 65 SP:Iteration 16Q (100.253746 sec): 3 clusters Score: Raw -210695.804582 + Penalty 841.107674 = -209854.696909 nChanged 64 SP:Iteration 17Q (100.260240 sec): 3 clusters Score: Raw -210710.738589 + Penalty 841.013171 = -209869.725418 nChanged 57 SP:Iteration 18Q (100.266549 sec): 3 clusters Score: Raw -210729.683258 + Penalty 836.591724 = -209893.091534 nChanged 54 SP:Iteration 19Q (100.272797 sec): 3 clusters Score: Raw -210754.240627 + Penalty 835.898300 = -209918.342327 nChanged 56 SP:Iteration 20F (100.280445 sec): 3 clusters Score: Raw -210785.956662 + Penalty 840.378878 = -209945.577784 nChanged 46 SP:Iteration 21Q (100.286576 sec): 3 clusters Score: Raw -210830.339627 + Penalty 912.824031 = -209917.515596 nChanged 31 SP:Iteration 22F (100.294358 sec): 3 clusters Score: Raw -210874.381060 + Penalty 1039.455737 = -209834.925324 nChanged 5 SP:Iteration 23F (100.301966 sec): 3 clusters Score: Raw -210881.911689 + Penalty 1090.293495 = -209791.618194 nChanged 1 SP:Iteration 24F (100.309697 sec): 3 clusters Score: Raw -210885.792662 + Penalty 1090.293495 = -209795.499167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 7 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.314773 sec): 2 clusters Score: Raw -19825.166352 + Penalty 186.886176 = -19638.280176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.315806 sec): 3 clusters Score: Raw -19569.729565 + Penalty 374.030754 = -19195.698810 nChanged 185 SP:Iteration 1F (100.316825 sec): 3 clusters Score: Raw -19707.406298 + Penalty 375.314986 = -19332.091312 nChanged 42 SP:Iteration 2F (100.317836 sec): 3 clusters Score: Raw -19739.988563 + Penalty 376.714263 = -19363.274300 nChanged 27 SP:Iteration 3F (100.318848 sec): 3 clusters Score: Raw -19761.343588 + Penalty 378.258142 = -19383.085446 nChanged 23 SP:Iteration 4Q (100.319847 sec): 3 clusters Score: Raw -19779.288229 + Penalty 380.076350 = -19399.211879 nChanged 18 SP:Iteration 5Q (100.320844 sec): 3 clusters Score: Raw -19789.057782 + Penalty 380.350317 = -19408.707465 nChanged 10 SP:Iteration 6Q (100.321840 sec): 3 clusters Score: Raw -19793.663510 + Penalty 378.768965 = -19414.894546 nChanged 15 SP:Iteration 7Q (100.322835 sec): 3 clusters Score: Raw -19802.554234 + Penalty 377.478375 = -19425.075859 nChanged 17 SP:Iteration 8Q (100.323829 sec): 3 clusters Score: Raw -19813.127944 + Penalty 377.655002 = -19435.472943 nChanged 13 SP:Iteration 9Q (100.324826 sec): 3 clusters Score: Raw -19825.243057 + Penalty 375.794455 = -19449.448602 nChanged 20 SP:Iteration 10F (100.325832 sec): 3 clusters Score: Raw -19837.773989 + Penalty 378.058408 = -19459.715581 nChanged 7 SP:Iteration 11Q (100.326835 sec): 3 clusters Score: Raw -19841.114793 + Penalty 380.749412 = -19460.365380 nChanged 6 SP:Iteration 12Q (100.327840 sec): 3 clusters Score: Raw -19843.031275 + Penalty 383.405217 = -19459.626058 nChanged 5 SP:Iteration 13F (100.328846 sec): 3 clusters Score: Raw -19845.352591 + Penalty 384.522891 = -19460.829701 nChanged 2 SP:Iteration 14Q (100.329845 sec): 3 clusters Score: Raw -19845.887849 + Penalty 384.522891 = -19461.364959 nChanged 0 SP:Iteration 15F (100.330852 sec): 3 clusters Score: Raw -19845.887849 + Penalty 384.522891 = -19461.364959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 9 (396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.332465 sec): 2 clusters Score: Raw -20135.679383 + Penalty 772.550416 = -19363.128967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.333372 sec): 3 clusters Score: Raw -19904.632319 + Penalty 1547.614065 = -18357.018254 nChanged 107 SP:Iteration 1F (100.334269 sec): 3 clusters Score: Raw -20062.214134 + Penalty 1549.003541 = -18513.210593 nChanged 30 SP:Iteration 2F (100.335166 sec): 3 clusters Score: Raw -20134.869498 + Penalty 1549.540146 = -18585.329352 nChanged 28 SP:Iteration 3F (100.336069 sec): 3 clusters Score: Raw -20189.783480 + Penalty 1549.848198 = -18639.935282 nChanged 14 SP:Iteration 4Q (100.336954 sec): 3 clusters Score: Raw -20219.521512 + Penalty 1548.658563 = -18670.862949 nChanged 10 SP:Iteration 5Q (100.337810 sec): 3 clusters Score: Raw -20252.700603 + Penalty 1549.466667 = -18703.233936 nChanged 11 SP:Iteration 6Q (100.338650 sec): 3 clusters Score: Raw -20266.236281 + Penalty 1549.466667 = -18716.769614 nChanged 0 SP:Iteration 7F (100.339577 sec): 3 clusters Score: Raw -20266.236281 + Penalty 1549.466667 = -18716.769614 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 10 (1071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.344990 sec): 2 clusters Score: Raw -42697.599758 + Penalty 318.281121 = -42379.318637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.347058 sec): 3 clusters Score: Raw -42072.358234 + Penalty 627.875413 = -41444.482821 nChanged 452 SP:Iteration 1F (100.349087 sec): 3 clusters Score: Raw -42411.083082 + Penalty 631.851086 = -41779.231996 nChanged 167 SP:Iteration 2F (100.351116 sec): 3 clusters Score: Raw -42538.735653 + Penalty 635.510663 = -41903.224990 nChanged 82 SP:Iteration 3F (100.353136 sec): 3 clusters Score: Raw -42595.278236 + Penalty 638.256805 = -41957.021430 nChanged 48 SP:Iteration 4Q (100.355103 sec): 3 clusters Score: Raw -42622.260390 + Penalty 641.242072 = -41981.018318 nChanged 35 SP:Iteration 5Q (100.357068 sec): 3 clusters Score: Raw -42658.433912 + Penalty 648.582929 = -42009.850983 nChanged 40 SP:Iteration 6Q (100.359018 sec): 3 clusters Score: Raw -42705.745550 + Penalty 657.810710 = -42047.934839 nChanged 32 SP:Iteration 7Q (100.360948 sec): 3 clusters Score: Raw -42737.921977 + Penalty 663.615510 = -42074.306466 nChanged 28 SP:Iteration 8Q (100.362855 sec): 3 clusters Score: Raw -42755.590202 + Penalty 669.916769 = -42085.673433 nChanged 22 SP:Iteration 9Q (100.364742 sec): 3 clusters Score: Raw -42769.673930 + Penalty 673.665738 = -42096.008193 nChanged 19 SP:Iteration 10F (100.366768 sec): 3 clusters Score: Raw -42779.512998 + Penalty 677.253546 = -42102.259453 nChanged 16 SP:Iteration 11Q (100.368627 sec): 3 clusters Score: Raw -42785.825699 + Penalty 678.590660 = -42107.235039 nChanged 11 SP:Iteration 12Q (100.370470 sec): 3 clusters Score: Raw -42790.050969 + Penalty 680.900223 = -42109.150746 nChanged 7 SP:Iteration 13Q (100.372303 sec): 3 clusters Score: Raw -42791.918156 + Penalty 681.995216 = -42109.922941 nChanged 4 SP:Iteration 14Q (100.374129 sec): 3 clusters Score: Raw -42793.446725 + Penalty 683.879846 = -42109.566880 nChanged 4 SP:Iteration 15F (100.376183 sec): 3 clusters Score: Raw -42794.604000 + Penalty 685.285819 = -42109.318180 nChanged 2 SP:Iteration 16F (100.378256 sec): 3 clusters Score: Raw -42795.139285 + Penalty 687.885447 = -42107.253838 nChanged 6 SP:Iteration 17F (100.380311 sec): 3 clusters Score: Raw -42796.821083 + Penalty 688.792713 = -42108.028371 nChanged 2 SP:Iteration 18Q (100.382128 sec): 3 clusters Score: Raw -42797.290345 + Penalty 690.411319 = -42106.879026 nChanged 6 SP:Iteration 19F (100.384198 sec): 3 clusters Score: Raw -42798.925140 + Penalty 691.540290 = -42107.384850 nChanged 4 SP:Iteration 20F (100.386304 sec): 3 clusters Score: Raw -42800.047802 + Penalty 693.542488 = -42106.505313 nChanged 6 SP:Iteration 21F (100.388494 sec): 3 clusters Score: Raw -42801.647627 + Penalty 695.204172 = -42106.443455 nChanged 6 SP:Iteration 22F (100.390729 sec): 3 clusters Score: Raw -42804.792527 + Penalty 696.516396 = -42108.276131 nChanged 4 SP:Iteration 23Q (100.392661 sec): 3 clusters Score: Raw -42806.739350 + Penalty 697.929665 = -42108.809685 nChanged 4 SP:Iteration 24Q (100.394750 sec): 3 clusters Score: Raw -42808.175718 + Penalty 701.228056 = -42106.947662 nChanged 6 SP:Iteration 25F (100.397012 sec): 3 clusters Score: Raw -42809.786686 + Penalty 702.645633 = -42107.141053 nChanged 3 SP:Iteration 26Q (100.398914 sec): 3 clusters Score: Raw -42810.466134 + Penalty 703.375045 = -42107.091089 nChanged 3 SP:Iteration 27F (100.401020 sec): 3 clusters Score: Raw -42812.268171 + Penalty 704.955623 = -42107.312548 nChanged 4 SP:Iteration 28Q (100.402903 sec): 3 clusters Score: Raw -42816.885458 + Penalty 703.942709 = -42112.942749 nChanged 8 SP:Iteration 29Q (100.404846 sec): 3 clusters Score: Raw -42823.464119 + Penalty 703.796673 = -42119.667446 nChanged 4 SP:Iteration 30F (100.407004 sec): 3 clusters Score: Raw -42825.227184 + Penalty 702.885742 = -42122.341443 nChanged 3 SP:Iteration 31Q (100.408898 sec): 3 clusters Score: Raw -42825.900501 + Penalty 702.885742 = -42123.014759 nChanged 0 SP:Iteration 32F (100.411006 sec): 3 clusters Score: Raw -42825.900501 + Penalty 702.885742 = -42123.014759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 12 (491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.413067 sec): 2 clusters Score: Raw -24408.576326 + Penalty 555.507764 = -23853.068561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.414170 sec): 3 clusters Score: Raw -24005.450071 + Penalty 1112.517031 = -22892.933041 nChanged 143 SP:Iteration 1F (100.415259 sec): 3 clusters Score: Raw -24161.690786 + Penalty 1120.553661 = -23041.137125 nChanged 71 SP:Iteration 2F (100.416358 sec): 3 clusters Score: Raw -24280.888513 + Penalty 1130.056342 = -23150.832171 nChanged 57 SP:Iteration 3F (100.417456 sec): 3 clusters Score: Raw -24376.425220 + Penalty 1125.291248 = -23251.133971 nChanged 34 SP:Iteration 4F (100.418555 sec): 3 clusters Score: Raw -24430.938649 + Penalty 1123.149680 = -23307.788969 nChanged 20 SP:Iteration 5Q (100.419617 sec): 3 clusters Score: Raw -24458.840281 + Penalty 1118.942640 = -23339.897641 nChanged 11 SP:Iteration 6Q (100.420648 sec): 3 clusters Score: Raw -24472.352732 + Penalty 1104.668083 = -23367.684648 nChanged 6 SP:Iteration 7Q (100.421643 sec): 3 clusters Score: Raw -24487.773427 + Penalty 1103.477954 = -23384.295473 nChanged 3 SP:Iteration 8Q (100.422616 sec): 3 clusters Score: Raw -24493.599948 + Penalty 1105.707608 = -23387.892340 nChanged 1 SP:Iteration 9Q (100.423561 sec): 3 clusters Score: Raw -24496.224283 + Penalty 1103.812211 = -23392.412072 nChanged 1 SP:Iteration 10F (100.424665 sec): 3 clusters Score: Raw -24497.522819 + Penalty 1102.300150 = -23395.222669 nChanged 2 SP:Iteration 11Q (100.425608 sec): 3 clusters Score: Raw -24508.289439 + Penalty 1096.320887 = -23411.968552 nChanged 1 SP:Iteration 12Q (100.426541 sec): 3 clusters Score: Raw -24511.151494 + Penalty 1096.830567 = -23414.320928 nChanged 1 SP:Iteration 13Q (100.427493 sec): 3 clusters Score: Raw -24512.924916 + Penalty 1096.830567 = -23416.094350 nChanged 0 SP:Iteration 14F (100.428598 sec): 3 clusters Score: Raw -24512.924916 + Penalty 1096.830567 = -23416.094350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 13 (535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.430498 sec): 2 clusters Score: Raw -24187.745754 + Penalty 567.411665 = -23620.334090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.431678 sec): 3 clusters Score: Raw -23802.581479 + Penalty 1132.149032 = -22670.432447 nChanged 168 SP:Iteration 1F (100.432839 sec): 3 clusters Score: Raw -24016.500397 + Penalty 1128.173896 = -22888.326501 nChanged 64 SP:Iteration 2F (100.433996 sec): 3 clusters Score: Raw -24151.062537 + Penalty 1125.909005 = -23025.153532 nChanged 40 SP:Iteration 3F (100.435184 sec): 3 clusters Score: Raw -24231.095194 + Penalty 1126.182323 = -23104.912871 nChanged 23 SP:Iteration 4Q (100.436284 sec): 3 clusters Score: Raw -24260.928932 + Penalty 1126.568103 = -23134.360828 nChanged 12 SP:Iteration 5Q (100.437392 sec): 3 clusters Score: Raw -24277.224556 + Penalty 1127.086530 = -23150.138026 nChanged 10 SP:Iteration 6Q (100.438486 sec): 3 clusters Score: Raw -24290.083614 + Penalty 1128.967510 = -23161.116104 nChanged 8 SP:Iteration 7Q (100.439564 sec): 3 clusters Score: Raw -24311.731105 + Penalty 1130.939637 = -23180.791468 nChanged 9 SP:Iteration 8Q (100.440635 sec): 3 clusters Score: Raw -24321.563807 + Penalty 1132.103099 = -23189.460708 nChanged 5 SP:Iteration 9Q (100.441702 sec): 3 clusters Score: Raw -24325.799649 + Penalty 1132.341425 = -23193.458224 nChanged 1 SP:Iteration 10F (100.442859 sec): 3 clusters Score: Raw -24326.198197 + Penalty 1132.616412 = -23193.581785 nChanged 1 SP:Iteration 11Q (100.443923 sec): 3 clusters Score: Raw -24327.539098 + Penalty 1132.616412 = -23194.922687 nChanged 0 SP:Iteration 12F (100.445079 sec): 3 clusters Score: Raw -24327.539098 + Penalty 1132.616412 = -23194.922687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 16 (487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.446930 sec): 2 clusters Score: Raw -24242.764631 + Penalty 790.422876 = -23452.341756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.448020 sec): 3 clusters Score: Raw -23926.985268 + Penalty 1583.449163 = -22343.536105 nChanged 128 SP:Iteration 1F (100.449086 sec): 3 clusters Score: Raw -24095.934834 + Penalty 1589.103333 = -22506.831502 nChanged 48 SP:Iteration 2F (100.450148 sec): 3 clusters Score: Raw -24162.862005 + Penalty 1589.877292 = -22572.984713 nChanged 22 SP:Iteration 3Q (100.451177 sec): 3 clusters Score: Raw -24190.552394 + Penalty 1584.976193 = -22605.576201 nChanged 16 SP:Iteration 4Q (100.452191 sec): 3 clusters Score: Raw -24211.299015 + Penalty 1586.970911 = -22624.328104 nChanged 9 SP:Iteration 5Q (100.453195 sec): 3 clusters Score: Raw -24223.413241 + Penalty 1589.934340 = -22633.478901 nChanged 4 SP:Iteration 6Q (100.454186 sec): 3 clusters Score: Raw -24225.815735 + Penalty 1583.945881 = -22641.869854 nChanged 6 SP:Iteration 7Q (100.455173 sec): 3 clusters Score: Raw -24236.609327 + Penalty 1583.174868 = -22653.434459 nChanged 4 SP:Iteration 8Q (100.456157 sec): 3 clusters Score: Raw -24243.538300 + Penalty 1583.397643 = -22660.140657 nChanged 2 SP:Iteration 9Q (100.457137 sec): 3 clusters Score: Raw -24248.221315 + Penalty 1581.085551 = -22667.135764 nChanged 4 SP:Iteration 10F (100.458185 sec): 3 clusters Score: Raw -24256.871313 + Penalty 1580.817384 = -22676.053929 nChanged 2 SP:Iteration 11Q (100.459155 sec): 3 clusters Score: Raw -24263.240606 + Penalty 1578.514085 = -22684.726521 nChanged 2 SP:Iteration 12Q (100.460118 sec): 3 clusters Score: Raw -24264.793380 + Penalty 1578.559779 = -22686.233601 nChanged 1 SP:Iteration 13Q (100.461079 sec): 3 clusters Score: Raw -24269.823973 + Penalty 1578.559779 = -22691.264193 nChanged 0 SP:Iteration 14F (100.462126 sec): 3 clusters Score: Raw -24269.823973 + Penalty 1578.559779 = -22691.264193 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 18 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.464481 sec): 2 clusters Score: Raw -34430.591583 + Penalty 680.596587 = -33749.994996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.465905 sec): 3 clusters Score: Raw -33964.075959 + Penalty 1359.076124 = -32604.999835 nChanged 205 SP:Iteration 1F (100.467324 sec): 3 clusters Score: Raw -34138.512682 + Penalty 1358.508501 = -32780.004181 nChanged 66 SP:Iteration 2F (100.468729 sec): 3 clusters Score: Raw -34217.022683 + Penalty 1361.576007 = -32855.446676 nChanged 66 SP:Iteration 3F (100.470139 sec): 3 clusters Score: Raw -34291.896932 + Penalty 1361.805608 = -32930.091324 nChanged 31 SP:Iteration 4Q (100.471567 sec): 3 clusters Score: Raw -34318.988425 + Penalty 1360.272888 = -32958.715536 nChanged 25 SP:Iteration 5Q (100.472939 sec): 3 clusters Score: Raw -34344.051438 + Penalty 1360.497204 = -32983.554234 nChanged 19 SP:Iteration 6Q (100.474292 sec): 3 clusters Score: Raw -34364.068015 + Penalty 1362.881493 = -33001.186522 nChanged 21 SP:Iteration 7Q (100.475608 sec): 3 clusters Score: Raw -34383.358141 + Penalty 1368.714599 = -33014.643543 nChanged 23 SP:Iteration 8Q (100.477019 sec): 3 clusters Score: Raw -34408.996088 + Penalty 1374.755147 = -33034.240941 nChanged 16 SP:Iteration 9Q (100.478311 sec): 3 clusters Score: Raw -34433.383850 + Penalty 1384.886599 = -33048.497251 nChanged 10 SP:Iteration 10F (100.479742 sec): 3 clusters Score: Raw -34449.176749 + Penalty 1395.691107 = -33053.485642 nChanged 6 SP:Iteration 11Q (100.480975 sec): 3 clusters Score: Raw -34455.068983 + Penalty 1397.694810 = -33057.374173 nChanged 1 SP:Iteration 12Q (100.482191 sec): 3 clusters Score: Raw -34454.170728 + Penalty 1399.942913 = -33054.227816 nChanged 1 SP:Iteration 13F (100.483628 sec): 3 clusters Score: Raw -34454.483467 + Penalty 1402.642315 = -33051.841152 nChanged 3 SP:Iteration 14F (100.485059 sec): 3 clusters Score: Raw -34457.228618 + Penalty 1403.079495 = -33054.149122 nChanged 4 SP:Iteration 15Q (100.486269 sec): 3 clusters Score: Raw -34461.062312 + Penalty 1405.917745 = -33055.144567 nChanged 2 SP:Iteration 16Q (100.487465 sec): 3 clusters Score: Raw -34463.082227 + Penalty 1408.821704 = -33054.260523 nChanged 1 SP:Iteration 17F (100.488875 sec): 3 clusters Score: Raw -34465.425404 + Penalty 1408.821704 = -33056.603699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 19 (460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.490778 sec): 2 clusters Score: Raw -20503.144692 + Penalty 519.771393 = -19983.373300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.491818 sec): 3 clusters Score: Raw -20318.412494 + Penalty 1042.191763 = -19276.220731 nChanged 140 SP:Iteration 1F (100.492859 sec): 3 clusters Score: Raw -20433.113749 + Penalty 1049.777804 = -19383.335945 nChanged 50 SP:Iteration 2F (100.493875 sec): 3 clusters Score: Raw -20490.997011 + Penalty 1059.493122 = -19431.503889 nChanged 29 SP:Iteration 3F (100.494887 sec): 3 clusters Score: Raw -20530.310691 + Penalty 1067.015691 = -19463.295000 nChanged 16 SP:Iteration 4Q (100.495890 sec): 3 clusters Score: Raw -20552.338414 + Penalty 1073.366382 = -19478.972032 nChanged 15 SP:Iteration 5Q (100.496911 sec): 3 clusters Score: Raw -20571.317058 + Penalty 1076.392306 = -19494.924752 nChanged 7 SP:Iteration 6Q (100.497904 sec): 3 clusters Score: Raw -20576.812210 + Penalty 1077.433428 = -19499.378782 nChanged 5 SP:Iteration 7Q (100.498892 sec): 3 clusters Score: Raw -20581.393036 + Penalty 1079.035583 = -19502.357453 nChanged 4 SP:Iteration 8Q (100.499879 sec): 3 clusters Score: Raw -20584.170785 + Penalty 1080.404921 = -19503.765864 nChanged 3 SP:Iteration 9Q (100.500864 sec): 3 clusters Score: Raw -20586.138460 + Penalty 1078.313362 = -19507.825099 nChanged 2 SP:Iteration 10F (100.501870 sec): 3 clusters Score: Raw -20587.966190 + Penalty 1078.313362 = -19509.652829 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 20 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.511604 sec): 2 clusters Score: Raw -96281.445728 + Penalty 767.744032 = -95513.701696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.515381 sec): 3 clusters Score: Raw -94975.567332 + Penalty 1535.297122 = -93440.270209 nChanged 752 SP:Iteration 1F (100.519079 sec): 3 clusters Score: Raw -95454.313853 + Penalty 1534.616541 = -93919.697312 nChanged 223 SP:Iteration 2F (100.522793 sec): 3 clusters Score: Raw -95630.142915 + Penalty 1533.883805 = -94096.259110 nChanged 142 SP:Iteration 3F (100.526527 sec): 3 clusters Score: Raw -95772.447475 + Penalty 1532.569986 = -94239.877488 nChanged 121 SP:Iteration 4F (100.530256 sec): 3 clusters Score: Raw -95927.180210 + Penalty 1530.655630 = -94396.524581 nChanged 130 SP:Iteration 5F (100.533954 sec): 3 clusters Score: Raw -96100.721480 + Penalty 1531.172816 = -94569.548664 nChanged 87 SP:Iteration 6Q (100.537607 sec): 3 clusters Score: Raw -96189.216536 + Penalty 1533.619622 = -94655.596914 nChanged 69 SP:Iteration 7Q (100.541304 sec): 3 clusters Score: Raw -96242.740796 + Penalty 1536.515714 = -94706.225083 nChanged 51 SP:Iteration 8Q (100.544873 sec): 3 clusters Score: Raw -96272.892722 + Penalty 1539.287029 = -94733.605693 nChanged 37 SP:Iteration 9Q (100.548429 sec): 3 clusters Score: Raw -96292.781080 + Penalty 1543.068505 = -94749.712575 nChanged 34 SP:Iteration 10F (100.552110 sec): 3 clusters Score: Raw -96310.854526 + Penalty 1546.812261 = -94764.042264 nChanged 30 SP:Iteration 11Q (100.555644 sec): 3 clusters Score: Raw -96327.365844 + Penalty 1550.982098 = -94776.383746 nChanged 29 SP:Iteration 12Q (100.559180 sec): 3 clusters Score: Raw -96343.685205 + Penalty 1555.053563 = -94788.631642 nChanged 25 SP:Iteration 13Q (100.562699 sec): 3 clusters Score: Raw -96354.294113 + Penalty 1557.146414 = -94797.147699 nChanged 13 SP:Iteration 14Q (100.566214 sec): 3 clusters Score: Raw -96359.005325 + Penalty 1558.571393 = -94800.433932 nChanged 11 SP:Iteration 15Q (100.569722 sec): 3 clusters Score: Raw -96361.843051 + Penalty 1560.420372 = -94801.422679 nChanged 10 SP:Iteration 16Q (100.573221 sec): 3 clusters Score: Raw -96364.580114 + Penalty 1561.421661 = -94803.158453 nChanged 6 SP:Iteration 17Q (100.576721 sec): 3 clusters Score: Raw -96365.008813 + Penalty 1562.203853 = -94802.804960 nChanged 4 SP:Iteration 18F (100.580384 sec): 3 clusters Score: Raw -96365.743435 + Penalty 1562.607613 = -94803.135822 nChanged 2 SP:Iteration 19Q (100.583903 sec): 3 clusters Score: Raw -96366.351205 + Penalty 1562.833960 = -94803.517244 nChanged 1 SP:Iteration 20F (100.587569 sec): 3 clusters Score: Raw -96366.441204 + Penalty 1563.353355 = -94803.087849 nChanged 3 SP:Iteration 21F (100.591270 sec): 3 clusters Score: Raw -96366.674911 + Penalty 1563.834126 = -94802.840785 nChanged 2 SP:Iteration 22F (100.594973 sec): 3 clusters Score: Raw -96366.891491 + Penalty 1564.666468 = -94802.225023 nChanged 4 SP:Iteration 23F (100.598716 sec): 3 clusters Score: Raw -96367.039212 + Penalty 1565.550630 = -94801.488583 nChanged 4 SP:Iteration 24F (100.602626 sec): 3 clusters Score: Raw -96367.115051 + Penalty 1566.052491 = -94801.062560 nChanged 3 SP:Iteration 25F (100.606317 sec): 3 clusters Score: Raw -96367.307229 + Penalty 1567.061134 = -94800.246095 nChanged 5 SP:Iteration 26F (100.610037 sec): 3 clusters Score: Raw -96367.664491 + Penalty 1567.945112 = -94799.719379 nChanged 4 SP:Iteration 27F (100.613738 sec): 3 clusters Score: Raw -96367.677577 + Penalty 1568.202984 = -94799.474593 nChanged 1 SP:Iteration 28F (100.617400 sec): 3 clusters Score: Raw -96367.608084 + Penalty 1568.696097 = -94798.911988 nChanged 2 SP:Iteration 29F (100.621056 sec): 3 clusters Score: Raw -96367.625886 + Penalty 1569.143558 = -94798.482328 nChanged 2 SP:Iteration 30F (100.624713 sec): 3 clusters Score: Raw -96367.689438 + Penalty 1569.938679 = -94797.750759 nChanged 3 SP:Iteration 31F (100.628375 sec): 3 clusters Score: Raw -96368.675382 + Penalty 1571.589191 = -94797.086192 nChanged 6 SP:Iteration 32F (100.632120 sec): 3 clusters Score: Raw -96370.858818 + Penalty 1573.444931 = -94797.413886 nChanged 8 SP:Iteration 33Q (100.635657 sec): 3 clusters Score: Raw -96372.479968 + Penalty 1575.199645 = -94797.280323 nChanged 9 SP:Iteration 34F (100.639439 sec): 3 clusters Score: Raw -96373.773395 + Penalty 1577.095276 = -94796.678119 nChanged 10 SP:Iteration 35F (100.643109 sec): 3 clusters Score: Raw -96374.809602 + Penalty 1578.489092 = -94796.320510 nChanged 9 SP:Iteration 36F (100.646768 sec): 3 clusters Score: Raw -96376.932673 + Penalty 1579.488495 = -94797.444178 nChanged 6 SP:Iteration 37Q (100.650301 sec): 3 clusters Score: Raw -96379.265691 + Penalty 1582.162783 = -94797.102908 nChanged 11 SP:Iteration 38F (100.653952 sec): 3 clusters Score: Raw -96382.633543 + Penalty 1583.802029 = -94798.831514 nChanged 10 SP:Iteration 39Q (100.657495 sec): 3 clusters Score: Raw -96386.224950 + Penalty 1585.542167 = -94800.682783 nChanged 9 SP:Iteration 40F (100.661149 sec): 3 clusters Score: Raw -96387.549976 + Penalty 1586.921054 = -94800.628921 nChanged 8 SP:Iteration 41F (100.664829 sec): 3 clusters Score: Raw -96388.287988 + Penalty 1589.645478 = -94798.642510 nChanged 11 SP:Iteration 42F (100.668478 sec): 3 clusters Score: Raw -96390.068076 + Penalty 1592.422010 = -94797.646066 nChanged 13 SP:Iteration 43F (100.672120 sec): 3 clusters Score: Raw -96393.503981 + Penalty 1594.649235 = -94798.854746 nChanged 9 SP:Iteration 44Q (100.675621 sec): 3 clusters Score: Raw -96394.943921 + Penalty 1596.572236 = -94798.371685 nChanged 9 SP:Iteration 45F (100.679266 sec): 3 clusters Score: Raw -96396.411258 + Penalty 1598.813879 = -94797.597379 nChanged 9 SP:Iteration 46F (100.682904 sec): 3 clusters Score: Raw -96399.043802 + Penalty 1601.958737 = -94797.085064 nChanged 13 SP:Iteration 47F (100.686542 sec): 3 clusters Score: Raw -96402.791326 + Penalty 1604.709424 = -94798.081902 nChanged 13 SP:Iteration 48Q (100.690033 sec): 3 clusters Score: Raw -96406.148039 + Penalty 1607.830728 = -94798.317311 nChanged 13 SP:Iteration 49Q (100.693514 sec): 3 clusters Score: Raw -96409.856533 + Penalty 1610.980506 = -94798.876026 nChanged 13 SP:Iteration 50F (100.697189 sec): 3 clusters Score: Raw -96414.055309 + Penalty 1613.716354 = -94800.338955 nChanged 13 SP:Iteration 51Q (100.700753 sec): 3 clusters Score: Raw -96414.726869 + Penalty 1616.608830 = -94798.118039 nChanged 10 SP:Iteration 52F (100.704495 sec): 3 clusters Score: Raw -96415.001588 + Penalty 1619.320779 = -94795.680809 nChanged 9 SP:Iteration 53F (100.708188 sec): 3 clusters Score: Raw -96415.484535 + Penalty 1621.302291 = -94794.182244 nChanged 7 SP:Iteration 54F (100.711943 sec): 3 clusters Score: Raw -96415.255290 + Penalty 1621.728605 = -94793.526684 nChanged 1 SP:Iteration 55F (100.715678 sec): 3 clusters Score: Raw -96415.346539 + Penalty 1621.985098 = -94793.361441 nChanged 2 SP:Iteration 56F (100.719298 sec): 3 clusters Score: Raw -96415.268099 + Penalty 1622.091709 = -94793.176391 nChanged 1 SP:Iteration 57F (100.722938 sec): 3 clusters Score: Raw -96415.289544 + Penalty 1622.731193 = -94792.558350 nChanged 3 SP:Iteration 58F (100.726563 sec): 3 clusters Score: Raw -96414.754301 + Penalty 1623.500579 = -94791.253722 nChanged 4 SP:Iteration 59F (100.730184 sec): 3 clusters Score: Raw -96414.819341 + Penalty 1623.679443 = -94791.139898 nChanged 1 SP:Iteration 60F (100.733807 sec): 3 clusters Score: Raw -96414.863524 + Penalty 1624.196132 = -94790.667392 nChanged 4 SP:Iteration 61F (100.737428 sec): 3 clusters Score: Raw -96415.480849 + Penalty 1624.221413 = -94791.259436 nChanged 4 SP:Iteration 62Q (100.740886 sec): 3 clusters Score: Raw -96416.931625 + Penalty 1624.935130 = -94791.996495 nChanged 5 SP:Iteration 63Q (100.744327 sec): 3 clusters Score: Raw -96418.715828 + Penalty 1626.396899 = -94792.318929 nChanged 10 SP:Iteration 64Q (100.747768 sec): 3 clusters Score: Raw -96421.041528 + Penalty 1626.222607 = -94794.818921 nChanged 6 SP:Iteration 65Q (100.751231 sec): 3 clusters Score: Raw -96422.529014 + Penalty 1626.176188 = -94796.352826 nChanged 2 SP:Iteration 66Q (100.754736 sec): 3 clusters Score: Raw -96423.309345 + Penalty 1626.248564 = -94797.060781 nChanged 1 SP:Iteration 67Q (100.758179 sec): 3 clusters Score: Raw -96423.282244 + Penalty 1626.248564 = -94797.033680 nChanged 0 SP:Iteration 68F (100.761800 sec): 3 clusters Score: Raw -96423.282244 + Penalty 1626.248564 = -94797.033680 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 22 (883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.768174 sec): 2 clusters Score: Raw -30969.376035 + Penalty 419.513995 = -30549.862039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.770005 sec): 3 clusters Score: Raw -30590.854165 + Penalty 846.213920 = -29744.640245 nChanged 354 SP:Iteration 1F (100.771791 sec): 3 clusters Score: Raw -31001.903201 + Penalty 865.744691 = -30136.158509 nChanged 120 SP:Iteration 2F (100.773529 sec): 3 clusters Score: Raw -31134.684318 + Penalty 872.358719 = -30262.325599 nChanged 57 SP:Iteration 3F (100.775269 sec): 3 clusters Score: Raw -31180.585499 + Penalty 873.486756 = -30307.098743 nChanged 25 SP:Iteration 4Q (100.776951 sec): 3 clusters Score: Raw -31204.010063 + Penalty 876.595293 = -30327.414769 nChanged 20 SP:Iteration 5Q (100.778622 sec): 3 clusters Score: Raw -31220.115373 + Penalty 877.446585 = -30342.668788 nChanged 11 SP:Iteration 6Q (100.780282 sec): 3 clusters Score: Raw -31226.788668 + Penalty 877.984620 = -30348.804048 nChanged 9 SP:Iteration 7Q (100.781958 sec): 3 clusters Score: Raw -31233.692534 + Penalty 878.636217 = -30355.056317 nChanged 3 SP:Iteration 8Q (100.783660 sec): 3 clusters Score: Raw -31234.499462 + Penalty 881.045890 = -30353.453572 nChanged 3 SP:Iteration 9F (100.785423 sec): 3 clusters Score: Raw -31235.154772 + Penalty 882.979398 = -30352.175374 nChanged 4 SP:Iteration 10F (100.787153 sec): 3 clusters Score: Raw -31235.775141 + Penalty 883.954477 = -30351.820665 nChanged 1 SP:Iteration 11F (100.788883 sec): 3 clusters Score: Raw -31236.055860 + Penalty 885.125167 = -30350.930693 nChanged 2 SP:Iteration 12F (100.790610 sec): 3 clusters Score: Raw -31236.280579 + Penalty 886.129736 = -30350.150843 nChanged 1 SP:Iteration 13F (100.792340 sec): 3 clusters Score: Raw -31236.345088 + Penalty 886.129736 = -30350.215353 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 26 (627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.794565 sec): 2 clusters Score: Raw -28056.026151 + Penalty 595.381656 = -27460.644495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.795913 sec): 3 clusters Score: Raw -27761.907720 + Penalty 1190.249842 = -26571.657878 nChanged 209 SP:Iteration 1F (100.797272 sec): 3 clusters Score: Raw -27879.031265 + Penalty 1192.717734 = -26686.313532 nChanged 47 SP:Iteration 2F (100.798607 sec): 3 clusters Score: Raw -27910.525784 + Penalty 1196.549642 = -26713.976142 nChanged 33 SP:Iteration 3F (100.799965 sec): 3 clusters Score: Raw -27940.965839 + Penalty 1205.567854 = -26735.397985 nChanged 36 SP:Iteration 4F (100.801305 sec): 3 clusters Score: Raw -27975.063863 + Penalty 1222.365023 = -26752.698840 nChanged 33 SP:Iteration 5F (100.802649 sec): 3 clusters Score: Raw -28019.674819 + Penalty 1243.254326 = -26776.420493 nChanged 36 SP:Iteration 6F (100.804067 sec): 3 clusters Score: Raw -28064.500298 + Penalty 1261.691376 = -26802.808922 nChanged 30 SP:Iteration 7Q (100.805483 sec): 3 clusters Score: Raw -28106.692497 + Penalty 1275.117878 = -26831.574619 nChanged 25 SP:Iteration 8Q (100.806879 sec): 3 clusters Score: Raw -28144.214486 + Penalty 1296.652657 = -26847.561829 nChanged 20 SP:Iteration 9Q (100.808220 sec): 3 clusters Score: Raw -28174.655827 + Penalty 1304.098723 = -26870.557104 nChanged 10 SP:Iteration 10F (100.809582 sec): 3 clusters Score: Raw -28189.441999 + Penalty 1313.043021 = -26876.398978 nChanged 10 SP:Iteration 11Q (100.810853 sec): 3 clusters Score: Raw -28202.584087 + Penalty 1315.219376 = -26887.364710 nChanged 4 SP:Iteration 12Q (100.812097 sec): 3 clusters Score: Raw -28207.435247 + Penalty 1315.219376 = -26892.215871 nChanged 0 SP:Iteration 13F (100.813449 sec): 3 clusters Score: Raw -28207.435247 + Penalty 1315.219376 = -26892.215871 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 31 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.815478 sec): 2 clusters Score: Raw -28621.686394 + Penalty 278.007509 = -28343.678884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.816817 sec): 3 clusters Score: Raw -28281.280037 + Penalty 552.442402 = -27728.837635 nChanged 238 SP:Iteration 1F (100.818093 sec): 3 clusters Score: Raw -28429.097915 + Penalty 553.300847 = -27875.797068 nChanged 55 SP:Iteration 2F (100.819364 sec): 3 clusters Score: Raw -28467.613773 + Penalty 558.628497 = -27908.985276 nChanged 35 SP:Iteration 3F (100.820627 sec): 3 clusters Score: Raw -28497.456540 + Penalty 565.058808 = -27932.397732 nChanged 32 SP:Iteration 4F (100.821893 sec): 3 clusters Score: Raw -28526.849740 + Penalty 565.528257 = -27961.321483 nChanged 27 SP:Iteration 5Q (100.823140 sec): 3 clusters Score: Raw -28553.281308 + Penalty 563.721754 = -27989.559553 nChanged 18 SP:Iteration 6Q (100.824349 sec): 3 clusters Score: Raw -28568.928443 + Penalty 558.228563 = -28010.699880 nChanged 16 SP:Iteration 7Q (100.825540 sec): 3 clusters Score: Raw -28581.151837 + Penalty 561.813527 = -28019.338310 nChanged 14 SP:Iteration 8Q (100.826714 sec): 3 clusters Score: Raw -28591.028015 + Penalty 561.795563 = -28029.232452 nChanged 9 SP:Iteration 9Q (100.827872 sec): 3 clusters Score: Raw -28597.687922 + Penalty 573.142008 = -28024.545915 nChanged 7 SP:Iteration 10F (100.829127 sec): 3 clusters Score: Raw -28603.761231 + Penalty 582.757839 = -28021.003392 nChanged 6 SP:Iteration 11F (100.830376 sec): 3 clusters Score: Raw -28609.085708 + Penalty 581.108406 = -28027.977303 nChanged 5 SP:Iteration 12Q (100.831497 sec): 3 clusters Score: Raw -28612.689010 + Penalty 577.590065 = -28035.098945 nChanged 3 SP:Iteration 13Q (100.832591 sec): 3 clusters Score: Raw -28613.632693 + Penalty 573.514171 = -28040.118522 nChanged 3 SP:Iteration 14Q (100.833682 sec): 3 clusters Score: Raw -28613.995759 + Penalty 572.886085 = -28041.109675 nChanged 2 SP:Iteration 15Q (100.834767 sec): 3 clusters Score: Raw -28615.075189 + Penalty 569.725701 = -28045.349488 nChanged 3 SP:Iteration 16Q (100.835858 sec): 3 clusters Score: Raw -28617.718888 + Penalty 570.168037 = -28047.550852 nChanged 2 SP:Iteration 17Q (100.836939 sec): 3 clusters Score: Raw -28617.793183 + Penalty 574.201778 = -28043.591404 nChanged 2 SP:Iteration 18F (100.838183 sec): 3 clusters Score: Raw -28620.851956 + Penalty 574.201778 = -28046.650178 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 32 (796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.840839 sec): 2 clusters Score: Raw -31490.363581 + Penalty 75.334154 = -31415.029427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.842494 sec): 3 clusters Score: Raw -31083.217843 + Penalty 173.825657 = -30909.392185 nChanged 357 SP:Iteration 1F (100.844154 sec): 3 clusters Score: Raw -31584.387270 + Penalty 167.201734 = -31417.185536 nChanged 51 SP:Iteration 2F (100.845840 sec): 3 clusters Score: Raw -31626.975232 + Penalty 165.697078 = -31461.278154 nChanged 22 SP:Iteration 3Q (100.847509 sec): 3 clusters Score: Raw -31651.912796 + Penalty 167.508001 = -31484.404795 nChanged 13 SP:Iteration 4Q (100.849173 sec): 3 clusters Score: Raw -31662.942265 + Penalty 165.912370 = -31497.029895 nChanged 10 SP:Iteration 5Q (100.850800 sec): 3 clusters Score: Raw -31668.245389 + Penalty 162.703668 = -31505.541722 nChanged 6 SP:Iteration 6Q (100.852408 sec): 3 clusters Score: Raw -31670.509254 + Penalty 159.762466 = -31510.746787 nChanged 4 SP:Iteration 7Q (100.854014 sec): 3 clusters Score: Raw -31674.204554 + Penalty 158.098173 = -31516.106382 nChanged 3 SP:Iteration 8Q (100.855643 sec): 3 clusters Score: Raw -31675.324282 + Penalty 157.248262 = -31518.076019 nChanged 3 SP:Iteration 9Q (100.857254 sec): 3 clusters Score: Raw -31676.054459 + Penalty 158.902965 = -31517.151494 nChanged 3 SP:Iteration 10F (100.858895 sec): 3 clusters Score: Raw -31676.662821 + Penalty 158.118809 = -31518.544012 nChanged 2 SP:Iteration 11Q (100.860463 sec): 3 clusters Score: Raw -31677.129257 + Penalty 159.226935 = -31517.902322 nChanged 3 SP:Iteration 12F (100.862131 sec): 3 clusters Score: Raw -31677.512652 + Penalty 159.244482 = -31518.268171 nChanged 2 SP:Iteration 13Q (100.863744 sec): 3 clusters Score: Raw -31677.659864 + Penalty 159.244482 = -31518.415382 nChanged 0 SP:Iteration 14F (100.865410 sec): 3 clusters Score: Raw -31677.659864 + Penalty 159.244482 = -31518.415382 nChanged 0 Score: Raw -1668465.618614 + Penalty 19496.626879 = -1648968.991735 Splitting cluster 32 changes total score from -1619566.069810 to -1648968.991735 So it's getting split into cluster 4. Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 38 (580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.404452 sec): 2 clusters Score: Raw -24509.374701 + Penalty 438.143962 = -24071.230739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.405684 sec): 3 clusters Score: Raw -24082.530519 + Penalty 883.430508 = -23199.100011 nChanged 188 SP:Iteration 1F (101.406906 sec): 3 clusters Score: Raw -24272.303661 + Penalty 907.331554 = -23364.972107 nChanged 95 SP:Iteration 2F (101.408117 sec): 3 clusters Score: Raw -24395.441084 + Penalty 923.241840 = -23472.199244 nChanged 45 SP:Iteration 3F (101.409321 sec): 3 clusters Score: Raw -24448.697941 + Penalty 932.530467 = -23516.167474 nChanged 27 SP:Iteration 4Q (101.410490 sec): 3 clusters Score: Raw -24480.936968 + Penalty 934.986237 = -23545.950730 nChanged 14 SP:Iteration 5Q (101.411651 sec): 3 clusters Score: Raw -24504.650664 + Penalty 942.422723 = -23562.227941 nChanged 10 SP:Iteration 6Q (101.412811 sec): 3 clusters Score: Raw -24528.754580 + Penalty 944.112079 = -23584.642500 nChanged 10 SP:Iteration 7Q (101.413966 sec): 3 clusters Score: Raw -24539.416877 + Penalty 942.412286 = -23597.004591 nChanged 9 SP:Iteration 8Q (101.415087 sec): 3 clusters Score: Raw -24546.085514 + Penalty 941.212378 = -23604.873135 nChanged 3 SP:Iteration 9Q (101.416199 sec): 3 clusters Score: Raw -24547.634155 + Penalty 941.212378 = -23606.421777 nChanged 0 SP:Iteration 10F (101.417411 sec): 3 clusters Score: Raw -24547.634155 + Penalty 941.212378 = -23606.421777 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 51 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.419515 sec): 2 clusters Score: Raw -21086.552316 + Penalty 833.138825 = -20253.413491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.420780 sec): 3 clusters Score: Raw -20779.390069 + Penalty 1656.706405 = -19122.683664 nChanged 137 SP:Iteration 1F (101.422021 sec): 3 clusters Score: Raw -20969.533834 + Penalty 1647.446183 = -19322.087651 nChanged 50 SP:Iteration 2F (101.423261 sec): 3 clusters Score: Raw -21055.258793 + Penalty 1638.901128 = -19416.357665 nChanged 29 SP:Iteration 3F (101.424446 sec): 3 clusters Score: Raw -21095.590792 + Penalty 1633.339718 = -19462.251074 nChanged 18 SP:Iteration 4Q (101.425571 sec): 3 clusters Score: Raw -21115.694462 + Penalty 1633.314846 = -19482.379615 nChanged 14 SP:Iteration 5Q (101.426711 sec): 3 clusters Score: Raw -21144.932615 + Penalty 1630.296991 = -19514.635623 nChanged 8 SP:Iteration 6Q (101.427832 sec): 3 clusters Score: Raw -21159.063637 + Penalty 1628.559377 = -19530.504261 nChanged 2 SP:Iteration 7Q (101.428945 sec): 3 clusters Score: Raw -21159.413202 + Penalty 1628.559377 = -19530.853826 nChanged 0 SP:Iteration 8F (101.430123 sec): 3 clusters Score: Raw -21159.413202 + Penalty 1628.559377 = -19530.853826 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 54 (570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.432131 sec): 2 clusters Score: Raw -25747.024239 + Penalty 307.725728 = -25439.298511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.433339 sec): 3 clusters Score: Raw -25415.834743 + Penalty 610.252686 = -24805.582057 nChanged 200 SP:Iteration 1F (101.434561 sec): 3 clusters Score: Raw -25522.080555 + Penalty 615.679513 = -24906.401042 nChanged 88 SP:Iteration 2F (101.435748 sec): 3 clusters Score: Raw -25602.095178 + Penalty 643.030257 = -24959.064921 nChanged 63 SP:Iteration 3F (101.436943 sec): 3 clusters Score: Raw -25666.186164 + Penalty 675.135637 = -24991.050527 nChanged 50 SP:Iteration 4F (101.438130 sec): 3 clusters Score: Raw -25710.788807 + Penalty 703.159534 = -25007.629273 nChanged 25 SP:Iteration 5Q (101.439319 sec): 3 clusters Score: Raw -25733.205104 + Penalty 719.589902 = -25013.615203 nChanged 12 SP:Iteration 6Q (101.440507 sec): 3 clusters Score: Raw -25744.020360 + Penalty 731.865481 = -25012.154879 nChanged 8 SP:Iteration 7F (101.441748 sec): 3 clusters Score: Raw -25753.507659 + Penalty 739.822249 = -25013.685410 nChanged 6 SP:Iteration 8Q (101.442955 sec): 3 clusters Score: Raw -25764.995712 + Penalty 747.908649 = -25017.087063 nChanged 6 SP:Iteration 9Q (101.444106 sec): 3 clusters Score: Raw -25772.940989 + Penalty 749.514772 = -25023.426217 nChanged 1 SP:Iteration 10F (101.445350 sec): 3 clusters Score: Raw -25773.137740 + Penalty 749.514772 = -25023.622968 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 55 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.446790 sec): 2 clusters Score: Raw -11340.703187 + Penalty 494.350135 = -10846.353051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.447382 sec): 3 clusters Score: Raw -11145.960311 + Penalty 988.573159 = -10157.387152 nChanged 57 SP:Iteration 1F (101.447964 sec): 3 clusters Score: Raw -11201.172886 + Penalty 991.486536 = -10209.686350 nChanged 12 SP:Iteration 2F (101.448555 sec): 3 clusters Score: Raw -11220.682164 + Penalty 993.317340 = -10227.364824 nChanged 13 SP:Iteration 3F (101.449151 sec): 3 clusters Score: Raw -11241.716325 + Penalty 997.094630 = -10244.621695 nChanged 11 SP:Iteration 4F (101.449774 sec): 3 clusters Score: Raw -11259.570978 + Penalty 1008.270759 = -10251.300219 nChanged 16 SP:Iteration 5F (101.450399 sec): 3 clusters Score: Raw -11291.206580 + Penalty 1034.619881 = -10256.586698 nChanged 15 SP:Iteration 6F (101.451014 sec): 3 clusters Score: Raw -11318.810179 + Penalty 1058.906050 = -10259.904129 nChanged 6 SP:Iteration 7Q (101.451568 sec): 3 clusters Score: Raw -11337.610950 + Penalty 1068.152918 = -10269.458032 nChanged 2 SP:Iteration 8Q (101.452090 sec): 3 clusters Score: Raw -11346.444840 + Penalty 1068.152918 = -10278.291922 nChanged 0 SP:Iteration 9F (101.452687 sec): 3 clusters Score: Raw -11346.444840 + Penalty 1068.152918 = -10278.291922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 62 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.454475 sec): 2 clusters Score: Raw -11134.459613 + Penalty 378.583202 = -10755.876411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.455193 sec): 3 clusters Score: Raw -11035.736819 + Penalty 748.195659 = -10287.541159 nChanged 76 SP:Iteration 1F (101.455899 sec): 3 clusters Score: Raw -11117.753349 + Penalty 739.294104 = -10378.459244 nChanged 32 SP:Iteration 2F (101.456608 sec): 3 clusters Score: Raw -11179.046185 + Penalty 737.441101 = -10441.605083 nChanged 12 SP:Iteration 3Q (101.457298 sec): 3 clusters Score: Raw -11209.807012 + Penalty 741.592210 = -10468.214802 nChanged 7 SP:Iteration 4Q (101.457974 sec): 3 clusters Score: Raw -11218.691131 + Penalty 745.626356 = -10473.064775 nChanged 3 SP:Iteration 5Q (101.458645 sec): 3 clusters Score: Raw -11222.003310 + Penalty 747.007906 = -10474.995404 nChanged 3 SP:Iteration 6Q (101.459314 sec): 3 clusters Score: Raw -11223.480448 + Penalty 746.627414 = -10476.853035 nChanged 1 SP:Iteration 7Q (101.459984 sec): 3 clusters Score: Raw -11224.179767 + Penalty 746.301019 = -10477.878748 nChanged 2 SP:Iteration 8Q (101.460653 sec): 3 clusters Score: Raw -11225.362965 + Penalty 746.084408 = -10479.278557 nChanged 2 SP:Iteration 9Q (101.461351 sec): 3 clusters Score: Raw -11226.849270 + Penalty 746.157705 = -10480.691565 nChanged 1 SP:Iteration 10F (101.462055 sec): 3 clusters Score: Raw -11227.298890 + Penalty 746.157705 = -10481.141185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 65 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.462810 sec): 2 clusters Score: Raw -2944.851505 + Penalty 395.034380 = -2549.817125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.463168 sec): 3 clusters Score: Raw -2992.883712 + Penalty 795.011460 = -2197.872253 nChanged 6 SP:Iteration 1F (101.463517 sec): 3 clusters Score: Raw -3006.366409 + Penalty 799.507634 = -2206.858775 nChanged 4 SP:Iteration 2F (101.463865 sec): 3 clusters Score: Raw -3020.628438 + Penalty 806.347171 = -2214.281267 nChanged 3 SP:Iteration 3Q (101.464200 sec): 3 clusters Score: Raw -3024.862949 + Penalty 820.034421 = -2204.828528 nChanged 4 SP:Iteration 4F (101.464569 sec): 3 clusters Score: Raw -3039.476022 + Penalty 830.214009 = -2209.262012 nChanged 2 SP:Iteration 5Q (101.464903 sec): 3 clusters Score: Raw -3054.711578 + Penalty 836.289709 = -2218.421868 nChanged 2 SP:Iteration 6Q (101.465232 sec): 3 clusters Score: Raw -3060.878318 + Penalty 836.289709 = -2224.588608 nChanged 0 SP:Iteration 7F (101.465581 sec): 3 clusters Score: Raw -3060.878318 + Penalty 836.289709 = -2224.588608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 112 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.466694 sec): 2 clusters Score: Raw -8177.232701 + Penalty 344.608197 = -7832.624504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.467346 sec): 3 clusters Score: Raw -8163.527452 + Penalty 703.385038 = -7460.142414 nChanged 60 SP:Iteration 1F (101.467989 sec): 3 clusters Score: Raw -8249.497390 + Penalty 708.617576 = -7540.879814 nChanged 14 SP:Iteration 2F (101.468610 sec): 3 clusters Score: Raw -8268.981717 + Penalty 707.766528 = -7561.215189 nChanged 7 SP:Iteration 3Q (101.469210 sec): 3 clusters Score: Raw -8289.320934 + Penalty 708.796737 = -7580.524197 nChanged 4 SP:Iteration 4Q (101.469807 sec): 3 clusters Score: Raw -8294.194793 + Penalty 705.988307 = -7588.206486 nChanged 2 SP:Iteration 5Q (101.470399 sec): 3 clusters Score: Raw -8296.821321 + Penalty 705.988307 = -7590.833014 nChanged 0 SP:Iteration 6F (101.471020 sec): 3 clusters Score: Raw -8296.821321 + Penalty 705.988307 = -7590.833014 nChanged 0 Iteration 207F (102.030812 sec): 27 clusters Score: Raw -1639140.442792 + Penalty 19501.324790 = -1619639.118003 nChanged 50 Iteration 208Q (102.170148 sec): 27 clusters Score: Raw -1639159.890059 + Penalty 19506.346783 = -1619653.543275 nChanged 20 Iteration 209Q (102.309206 sec): 27 clusters Score: Raw -1639168.121759 + Penalty 19513.422423 = -1619654.699336 nChanged 13 Iteration 210F (102.844564 sec): 27 clusters Score: Raw -1639173.547220 + Penalty 19515.269136 = -1619658.278084 nChanged 12 Iteration 211Q (102.983635 sec): 27 clusters Score: Raw -1639176.226422 + Penalty 19515.949866 = -1619660.276555 nChanged 10 Iteration 212Q (103.124566 sec): 27 clusters Score: Raw -1639177.518616 + Penalty 19522.517554 = -1619655.001062 nChanged 4 Iteration 213F (103.674077 sec): 27 clusters Score: Raw -1639180.576833 + Penalty 19527.655872 = -1619652.920961 nChanged 4 Iteration 214F (104.221985 sec): 27 clusters Score: Raw -1639181.699094 + Penalty 19525.849621 = -1619655.849473 nChanged 3 Iteration 215Q (104.363839 sec): 27 clusters Score: Raw -1639182.659106 + Penalty 19525.601857 = -1619657.057249 nChanged 1 Iteration 216Q (104.505683 sec): 27 clusters Score: Raw -1639182.695342 + Penalty 19525.601857 = -1619657.093485 nChanged 0 Iteration 217F (105.055151 sec): 27 clusters Score: Raw -1639182.695342 + Penalty 19525.601857 = -1619657.093485 nChanged 0 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.38 GB. Compute initial score before splitting: Score: Raw -1639182.695342 + Penalty 19525.601857 = -1619657.093485Memory request: 0.03 GB would take us to total of 0.41 GB. Trying to split cluster 1 (6470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.209919 sec): 2 clusters Score: Raw -263502.057537 + Penalty 97.413525 = -263404.644012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.222526 sec): 3 clusters Score: Raw -259198.202177 + Penalty 192.800946 = -259005.401231 nChanged 3118 SP:Iteration 1F (105.235108 sec): 3 clusters Score: Raw -261648.835533 + Penalty 194.768685 = -261454.066848 nChanged 487 SP:Iteration 2F (105.247564 sec): 3 clusters Score: Raw -261981.904099 + Penalty 195.495148 = -261786.408951 nChanged 346 SP:Iteration 3F (105.260126 sec): 3 clusters Score: Raw -262233.048235 + Penalty 196.422116 = -262036.626118 nChanged 315 SP:Iteration 4Q (105.272580 sec): 3 clusters Score: Raw -262451.010868 + Penalty 196.792568 = -262254.218300 nChanged 277 SP:Iteration 5Q (105.284987 sec): 3 clusters Score: Raw -262609.765037 + Penalty 197.569522 = -262412.195515 nChanged 231 SP:Iteration 6Q (105.297319 sec): 3 clusters Score: Raw -262744.971392 + Penalty 198.303520 = -262546.667872 nChanged 197 SP:Iteration 7Q (105.309884 sec): 3 clusters Score: Raw -262869.371334 + Penalty 198.504988 = -262670.866345 nChanged 179 SP:Iteration 8Q (105.322579 sec): 3 clusters Score: Raw -262969.326404 + Penalty 198.883748 = -262770.442656 nChanged 155 SP:Iteration 9Q (105.334733 sec): 3 clusters Score: Raw -263049.829793 + Penalty 199.092533 = -262850.737260 nChanged 129 SP:Iteration 10F (105.347468 sec): 3 clusters Score: Raw -263115.547867 + Penalty 198.843756 = -262916.704111 nChanged 111 SP:Iteration 11Q (105.359561 sec): 3 clusters Score: Raw -263177.692213 + Penalty 198.504111 = -262979.188102 nChanged 112 SP:Iteration 12Q (105.371502 sec): 3 clusters Score: Raw -263248.970609 + Penalty 198.086496 = -263050.884112 nChanged 113 SP:Iteration 13Q (105.383421 sec): 3 clusters Score: Raw -263305.955025 + Penalty 196.765250 = -263109.189775 nChanged 80 SP:Iteration 14Q (105.395321 sec): 3 clusters Score: Raw -263336.669570 + Penalty 196.606364 = -263140.063206 nChanged 67 SP:Iteration 15Q (105.407103 sec): 3 clusters Score: Raw -263358.716166 + Penalty 195.466885 = -263163.249282 nChanged 65 SP:Iteration 16Q (105.419123 sec): 3 clusters Score: Raw -263378.099452 + Penalty 195.116809 = -263182.982643 nChanged 48 SP:Iteration 17Q (105.431058 sec): 3 clusters Score: Raw -263390.859111 + Penalty 194.541806 = -263196.317305 nChanged 40 SP:Iteration 18Q (105.442899 sec): 3 clusters Score: Raw -263400.647619 + Penalty 194.642144 = -263206.005475 nChanged 33 SP:Iteration 19Q (105.454353 sec): 3 clusters Score: Raw -263405.695871 + Penalty 193.361506 = -263212.334365 nChanged 27 SP:Iteration 20F (105.467163 sec): 3 clusters Score: Raw -263410.841475 + Penalty 193.041379 = -263217.800095 nChanged 34 SP:Iteration 21Q (105.478650 sec): 3 clusters Score: Raw -263417.269567 + Penalty 192.528591 = -263224.740976 nChanged 40 SP:Iteration 22Q (105.490213 sec): 3 clusters Score: Raw -263424.228367 + Penalty 192.860968 = -263231.367398 nChanged 33 SP:Iteration 23Q (105.501653 sec): 3 clusters Score: Raw -263430.625762 + Penalty 192.209616 = -263238.416146 nChanged 31 SP:Iteration 24Q (105.513179 sec): 3 clusters Score: Raw -263438.277830 + Penalty 191.952624 = -263246.325206 nChanged 42 SP:Iteration 25Q (105.524763 sec): 3 clusters Score: Raw -263448.467344 + Penalty 191.562817 = -263256.904526 nChanged 45 SP:Iteration 26Q (105.536133 sec): 3 clusters Score: Raw -263460.225098 + Penalty 192.617711 = -263267.607387 nChanged 45 SP:Iteration 27Q (105.547472 sec): 3 clusters Score: Raw -263471.065276 + Penalty 192.360669 = -263278.704606 nChanged 37 SP:Iteration 28Q (105.558807 sec): 3 clusters Score: Raw -263479.715114 + Penalty 192.844214 = -263286.870900 nChanged 38 SP:Iteration 29Q (105.570012 sec): 3 clusters Score: Raw -263490.119123 + Penalty 193.333791 = -263296.785332 nChanged 38 SP:Iteration 30F (105.582937 sec): 3 clusters Score: Raw -263500.198888 + Penalty 193.083019 = -263307.115869 nChanged 37 SP:Iteration 31Q (105.594200 sec): 3 clusters Score: Raw -263509.184474 + Penalty 193.997528 = -263315.186946 nChanged 37 SP:Iteration 32Q (105.605347 sec): 3 clusters Score: Raw -263518.536024 + Penalty 193.906274 = -263324.629750 nChanged 31 SP:Iteration 33Q (105.616526 sec): 3 clusters Score: Raw -263526.376281 + Penalty 193.878714 = -263332.497567 nChanged 30 SP:Iteration 34Q (105.627695 sec): 3 clusters Score: Raw -263533.224096 + Penalty 194.352852 = -263338.871244 nChanged 26 SP:Iteration 35Q (105.638719 sec): 3 clusters Score: Raw -263538.050650 + Penalty 194.503839 = -263343.546812 nChanged 20 SP:Iteration 36Q (105.649763 sec): 3 clusters Score: Raw -263541.403063 + Penalty 193.756101 = -263347.646962 nChanged 17 SP:Iteration 37Q (105.660802 sec): 3 clusters Score: Raw -263544.359756 + Penalty 194.400668 = -263349.959088 nChanged 12 SP:Iteration 38Q (105.671768 sec): 3 clusters Score: Raw -263545.936908 + Penalty 194.605228 = -263351.331680 nChanged 9 SP:Iteration 39Q (105.682746 sec): 3 clusters Score: Raw -263546.691425 + Penalty 194.607418 = -263352.084007 nChanged 7 SP:Iteration 40F (105.695767 sec): 3 clusters Score: Raw -263547.196648 + Penalty 194.789730 = -263352.406918 nChanged 3 SP:Iteration 41Q (105.706823 sec): 3 clusters Score: Raw -263547.288003 + Penalty 194.887684 = -263352.400319 nChanged 2 SP:Iteration 42F (105.720245 sec): 3 clusters Score: Raw -263547.357864 + Penalty 194.531238 = -263352.826626 nChanged 2 SP:Iteration 43Q (105.731569 sec): 3 clusters Score: Raw -263547.548227 + Penalty 193.633950 = -263353.914277 nChanged 3 SP:Iteration 44Q (105.742841 sec): 3 clusters Score: Raw -263547.726228 + Penalty 193.310959 = -263354.415269 nChanged 3 SP:Iteration 45Q (105.753826 sec): 3 clusters Score: Raw -263547.865133 + Penalty 193.360571 = -263354.504561 nChanged 1 SP:Iteration 46Q (105.764805 sec): 3 clusters Score: Raw -263547.916744 + Penalty 193.432937 = -263354.483807 nChanged 1 SP:Iteration 47F (105.777757 sec): 3 clusters Score: Raw -263547.945750 + Penalty 193.148915 = -263354.796834 nChanged 2 SP:Iteration 48Q (105.788689 sec): 3 clusters Score: Raw -263548.040500 + Penalty 193.165217 = -263354.875283 nChanged 1 SP:Iteration 49Q (105.799704 sec): 3 clusters Score: Raw -263548.075680 + Penalty 193.173368 = -263354.902312 nChanged 2 SP:Iteration 50F (105.812804 sec): 3 clusters Score: Raw -263548.136164 + Penalty 193.228639 = -263354.907525 nChanged 1 SP:Iteration 51Q (105.823849 sec): 3 clusters Score: Raw -263548.155558 + Penalty 193.302787 = -263354.852771 nChanged 1 SP:Iteration 52F (105.837007 sec): 3 clusters Score: Raw -263548.170167 + Penalty 193.302787 = -263354.867380 nChanged 0 Memory request: 0.07 GB would take us to total of 0.44 GB. Trying to split cluster 2 (13986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.901292 sec): 2 clusters Score: Raw -566823.572137 + Penalty 226.848928 = -566596.723209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.929252 sec): 3 clusters Score: Raw -557423.331876 + Penalty 464.657137 = -556958.674738 nChanged 6589 SP:Iteration 1F (105.956446 sec): 3 clusters Score: Raw -561115.394097 + Penalty 494.668288 = -560620.725809 nChanged 1900 SP:Iteration 2F (105.983117 sec): 3 clusters Score: Raw -562432.495346 + Penalty 535.684676 = -561896.810670 nChanged 1297 SP:Iteration 3F (106.009537 sec): 3 clusters Score: Raw -563537.633723 + Penalty 587.673322 = -562949.960400 nChanged 1107 SP:Iteration 4F (106.035672 sec): 3 clusters Score: Raw -564535.709569 + Penalty 653.250552 = -563882.459017 nChanged 962 SP:Iteration 5F (106.061332 sec): 3 clusters Score: Raw -565486.880003 + Penalty 717.146668 = -564769.733336 nChanged 698 SP:Iteration 6Q (106.086407 sec): 3 clusters Score: Raw -566179.287173 + Penalty 762.568306 = -565416.718867 nChanged 391 SP:Iteration 7Q (106.109358 sec): 3 clusters Score: Raw -566528.718479 + Penalty 786.617319 = -565742.101159 nChanged 220 SP:Iteration 8Q (106.131459 sec): 3 clusters Score: Raw -566714.186383 + Penalty 791.761354 = -565922.425029 nChanged 129 SP:Iteration 9Q (106.152481 sec): 3 clusters Score: Raw -566842.142993 + Penalty 787.870199 = -566054.272793 nChanged 56 SP:Iteration 10F (106.177860 sec): 3 clusters Score: Raw -566901.736508 + Penalty 777.363454 = -566124.373055 nChanged 23 SP:Iteration 11Q (106.197798 sec): 3 clusters Score: Raw -566925.961108 + Penalty 770.453594 = -566155.507513 nChanged 12 SP:Iteration 12Q (106.217979 sec): 3 clusters Score: Raw -566934.664411 + Penalty 761.219573 = -566173.444839 nChanged 10 SP:Iteration 13Q (106.238121 sec): 3 clusters Score: Raw -566939.841584 + Penalty 750.216077 = -566189.625507 nChanged 8 SP:Iteration 14Q (106.257874 sec): 3 clusters Score: Raw -566942.437421 + Penalty 745.720613 = -566196.716808 nChanged 2 SP:Iteration 15Q (106.277843 sec): 3 clusters Score: Raw -566943.074925 + Penalty 743.551253 = -566199.523672 nChanged 3 SP:Iteration 16Q (106.297575 sec): 3 clusters Score: Raw -566943.675303 + Penalty 742.839254 = -566200.836049 nChanged 2 SP:Iteration 17Q (106.317338 sec): 3 clusters Score: Raw -566943.931988 + Penalty 741.743300 = -566202.188687 nChanged 2 SP:Iteration 18Q (106.338003 sec): 3 clusters Score: Raw -566944.310752 + Penalty 739.388463 = -566204.922289 nChanged 4 SP:Iteration 19Q (106.357801 sec): 3 clusters Score: Raw -566946.233289 + Penalty 733.638884 = -566212.594405 nChanged 6 SP:Iteration 20F (106.383002 sec): 3 clusters Score: Raw -566947.986674 + Penalty 734.454233 = -566213.532440 nChanged 2 SP:Iteration 21Q (106.402748 sec): 3 clusters Score: Raw -566948.448187 + Penalty 735.018173 = -566213.430014 nChanged 1 SP:Iteration 22F (106.427994 sec): 3 clusters Score: Raw -566949.037801 + Penalty 735.018173 = -566214.019628 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 3 (3703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.448634 sec): 2 clusters Score: Raw -162763.665949 + Penalty 340.696099 = -162422.969850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.456119 sec): 3 clusters Score: Raw -160400.147847 + Penalty 677.984824 = -159722.163024 nChanged 1658 SP:Iteration 1F (106.463368 sec): 3 clusters Score: Raw -161338.411966 + Penalty 675.081419 = -160663.330547 nChanged 411 SP:Iteration 2F (106.470593 sec): 3 clusters Score: Raw -161552.214376 + Penalty 671.968580 = -160880.245796 nChanged 301 SP:Iteration 3F (106.477920 sec): 3 clusters Score: Raw -161775.272608 + Penalty 671.808474 = -161103.464135 nChanged 259 SP:Iteration 4F (106.485248 sec): 3 clusters Score: Raw -161999.343637 + Penalty 676.136926 = -161323.206711 nChanged 244 SP:Iteration 5F (106.492773 sec): 3 clusters Score: Raw -162215.491721 + Penalty 682.599703 = -161532.892018 nChanged 182 SP:Iteration 6Q (106.500173 sec): 3 clusters Score: Raw -162386.466353 + Penalty 692.851304 = -161693.615049 nChanged 140 SP:Iteration 7Q (106.507433 sec): 3 clusters Score: Raw -162522.215519 + Penalty 712.438518 = -161809.777000 nChanged 91 SP:Iteration 8Q (106.514562 sec): 3 clusters Score: Raw -162633.392806 + Penalty 721.238272 = -161912.154533 nChanged 59 SP:Iteration 9Q (106.521220 sec): 3 clusters Score: Raw -162693.399509 + Penalty 725.170394 = -161968.229115 nChanged 37 SP:Iteration 10F (106.528761 sec): 3 clusters Score: Raw -162724.432416 + Penalty 727.998145 = -161996.434272 nChanged 26 SP:Iteration 11Q (106.535304 sec): 3 clusters Score: Raw -162741.156302 + Penalty 733.834504 = -162007.321799 nChanged 16 SP:Iteration 12Q (106.541670 sec): 3 clusters Score: Raw -162749.189604 + Penalty 730.628453 = -162018.561151 nChanged 8 SP:Iteration 13Q (106.547974 sec): 3 clusters Score: Raw -162751.931272 + Penalty 729.576438 = -162022.354834 nChanged 4 SP:Iteration 14Q (106.554269 sec): 3 clusters Score: Raw -162754.424994 + Penalty 727.744307 = -162026.680687 nChanged 3 SP:Iteration 15Q (106.560574 sec): 3 clusters Score: Raw -162755.877706 + Penalty 725.587414 = -162030.290292 nChanged 2 SP:Iteration 16Q (106.566936 sec): 3 clusters Score: Raw -162756.176694 + Penalty 725.587414 = -162030.589280 nChanged 0 SP:Iteration 17F (106.574444 sec): 3 clusters Score: Raw -162756.176694 + Penalty 725.587414 = -162030.589280 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 4 (712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (106.581483 sec): 2 clusters Score: Raw -28777.286302 + Penalty 72.989614 = -28704.296688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (106.583031 sec): 3 clusters Score: Raw -28322.629055 + Penalty 146.161510 = -28176.467545 nChanged 316 SP:Iteration 1F (106.584534 sec): 3 clusters Score: Raw -28561.879862 + Penalty 145.967292 = -28415.912570 nChanged 60 SP:Iteration 2F (106.586033 sec): 3 clusters Score: Raw -28624.690336 + Penalty 146.064604 = -28478.625732 nChanged 60 SP:Iteration 3F (106.587579 sec): 3 clusters Score: Raw -28681.734975 + Penalty 145.680007 = -28536.054968 nChanged 49 SP:Iteration 4F (106.589115 sec): 3 clusters Score: Raw -28741.714092 + Penalty 146.011110 = -28595.702981 nChanged 41 SP:Iteration 5F (106.590640 sec): 3 clusters Score: Raw -28792.509220 + Penalty 145.417081 = -28647.092139 nChanged 32 SP:Iteration 6Q (106.592115 sec): 3 clusters Score: Raw -28814.421413 + Penalty 145.416734 = -28669.004679 nChanged 20 SP:Iteration 7Q (106.593616 sec): 3 clusters Score: Raw -28823.888979 + Penalty 144.858041 = -28679.030938 nChanged 15 SP:Iteration 8Q (106.595103 sec): 3 clusters Score: Raw -28831.785563 + Penalty 143.687777 = -28688.097786 nChanged 17 SP:Iteration 9Q (106.596578 sec): 3 clusters Score: Raw -28842.103611 + Penalty 143.481914 = -28698.621697 nChanged 11 SP:Iteration 10F (106.598102 sec): 3 clusters Score: Raw -28847.507219 + Penalty 143.254847 = -28704.252372 nChanged 14 SP:Iteration 11Q (106.599630 sec): 3 clusters Score: Raw -28856.767407 + Penalty 142.635965 = -28714.131442 nChanged 9 SP:Iteration 12Q (106.601130 sec): 3 clusters Score: Raw -28860.816824 + Penalty 142.076684 = -28718.740140 nChanged 4 SP:Iteration 13Q (106.602614 sec): 3 clusters Score: Raw -28862.135385 + Penalty 142.118547 = -28720.016838 nChanged 4 SP:Iteration 14Q (106.604097 sec): 3 clusters Score: Raw -28863.188427 + Penalty 141.718894 = -28721.469534 nChanged 5 SP:Iteration 15Q (106.605620 sec): 3 clusters Score: Raw -28864.220923 + Penalty 141.789758 = -28722.431166 nChanged 4 SP:Iteration 16Q (106.607121 sec): 3 clusters Score: Raw -28864.681705 + Penalty 141.246459 = -28723.435247 nChanged 2 SP:Iteration 17Q (106.608659 sec): 3 clusters Score: Raw -28864.953802 + Penalty 141.273162 = -28723.680639 nChanged 1 SP:Iteration 18Q (106.610164 sec): 3 clusters Score: Raw -28864.972710 + Penalty 141.313791 = -28723.658918 nChanged 1 SP:Iteration 19F (106.611723 sec): 3 clusters Score: Raw -28865.006396 + Penalty 141.313791 = -28723.692605 nChanged 0 Score: Raw -1668622.891114 + Penalty 19636.127288 = -1648986.763826 Splitting cluster 4 changes total score from -1619657.093485 to -1648986.763826 So it's getting split into cluster 8. Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 5 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.166548 sec): 2 clusters Score: Raw -30192.969819 + Penalty 169.881186 = -30023.088633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.168062 sec): 3 clusters Score: Raw -29791.467462 + Penalty 337.070208 = -29454.397254 nChanged 282 SP:Iteration 1F (107.169604 sec): 3 clusters Score: Raw -29989.595198 + Penalty 334.525033 = -29655.070165 nChanged 68 SP:Iteration 2F (107.171129 sec): 3 clusters Score: Raw -30062.465701 + Penalty 333.214429 = -29729.251272 nChanged 47 SP:Iteration 3F (107.172639 sec): 3 clusters Score: Raw -30104.271033 + Penalty 332.728442 = -29771.542591 nChanged 30 SP:Iteration 4Q (107.174084 sec): 3 clusters Score: Raw -30119.897020 + Penalty 331.685101 = -29788.211919 nChanged 18 SP:Iteration 5Q (107.175587 sec): 3 clusters Score: Raw -30127.158690 + Penalty 330.175245 = -29796.983445 nChanged 9 SP:Iteration 6Q (107.177045 sec): 3 clusters Score: Raw -30129.879115 + Penalty 329.761717 = -29800.117398 nChanged 6 SP:Iteration 7Q (107.178487 sec): 3 clusters Score: Raw -30131.549761 + Penalty 329.171769 = -29802.377992 nChanged 5 SP:Iteration 8Q (107.179920 sec): 3 clusters Score: Raw -30133.177886 + Penalty 327.384537 = -29805.793349 nChanged 5 SP:Iteration 9Q (107.181391 sec): 3 clusters Score: Raw -30136.262797 + Penalty 325.866250 = -29810.396547 nChanged 6 SP:Iteration 10F (107.182919 sec): 3 clusters Score: Raw -30139.452635 + Penalty 324.606154 = -29814.846481 nChanged 9 SP:Iteration 11Q (107.184368 sec): 3 clusters Score: Raw -30141.965463 + Penalty 324.139111 = -29817.826352 nChanged 7 SP:Iteration 12Q (107.185831 sec): 3 clusters Score: Raw -30144.179826 + Penalty 323.316391 = -29820.863435 nChanged 9 SP:Iteration 13Q (107.187287 sec): 3 clusters Score: Raw -30146.863731 + Penalty 321.953168 = -29824.910563 nChanged 6 SP:Iteration 14Q (107.188720 sec): 3 clusters Score: Raw -30148.183665 + Penalty 320.804000 = -29827.379665 nChanged 5 SP:Iteration 15Q (107.190148 sec): 3 clusters Score: Raw -30149.180385 + Penalty 320.621776 = -29828.558609 nChanged 3 SP:Iteration 16Q (107.191605 sec): 3 clusters Score: Raw -30150.152850 + Penalty 320.402014 = -29829.750836 nChanged 4 SP:Iteration 17Q (107.193056 sec): 3 clusters Score: Raw -30151.269651 + Penalty 319.864923 = -29831.404727 nChanged 3 SP:Iteration 18Q (107.194491 sec): 3 clusters Score: Raw -30152.677216 + Penalty 319.889113 = -29832.788103 nChanged 4 SP:Iteration 19Q (107.195958 sec): 3 clusters Score: Raw -30153.883591 + Penalty 318.647447 = -29835.236143 nChanged 6 SP:Iteration 20F (107.197513 sec): 3 clusters Score: Raw -30156.424498 + Penalty 316.622575 = -29839.801924 nChanged 5 SP:Iteration 21Q (107.198957 sec): 3 clusters Score: Raw -30158.421101 + Penalty 316.227731 = -29842.193370 nChanged 5 SP:Iteration 22Q (107.200389 sec): 3 clusters Score: Raw -30159.767587 + Penalty 315.945233 = -29843.822354 nChanged 2 SP:Iteration 23Q (107.201804 sec): 3 clusters Score: Raw -30160.041404 + Penalty 316.063083 = -29843.978320 nChanged 1 SP:Iteration 24Q (107.203256 sec): 3 clusters Score: Raw -30160.107814 + Penalty 315.815412 = -29844.292401 nChanged 2 SP:Iteration 25Q (107.204689 sec): 3 clusters Score: Raw -30160.268654 + Penalty 315.821857 = -29844.446798 nChanged 1 SP:Iteration 26Q (107.206119 sec): 3 clusters Score: Raw -30160.366063 + Penalty 315.913002 = -29844.453061 nChanged 1 SP:Iteration 27Q (107.207556 sec): 3 clusters Score: Raw -30160.430984 + Penalty 315.913002 = -29844.517982 nChanged 0 SP:Iteration 28F (107.209098 sec): 3 clusters Score: Raw -30160.430984 + Penalty 315.913002 = -29844.517982 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 6 (4300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.223510 sec): 2 clusters Score: Raw -210864.428791 + Penalty 390.157765 = -210474.271026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.232363 sec): 3 clusters Score: Raw -207974.655323 + Penalty 797.820903 = -207176.834419 nChanged 1906 SP:Iteration 1F (107.241090 sec): 3 clusters Score: Raw -209565.587426 + Penalty 817.084670 = -208748.502756 nChanged 724 SP:Iteration 2F (107.249495 sec): 3 clusters Score: Raw -210110.424484 + Penalty 820.777091 = -209289.647392 nChanged 330 SP:Iteration 3F (107.257769 sec): 3 clusters Score: Raw -210307.650760 + Penalty 820.388830 = -209487.261930 nChanged 164 SP:Iteration 4Q (107.266353 sec): 3 clusters Score: Raw -210417.614609 + Penalty 817.573479 = -209600.041130 nChanged 102 SP:Iteration 5Q (107.274338 sec): 3 clusters Score: Raw -210500.224965 + Penalty 816.745615 = -209683.479350 nChanged 98 SP:Iteration 6Q (107.282074 sec): 3 clusters Score: Raw -210567.732579 + Penalty 818.723295 = -209749.009284 nChanged 79 SP:Iteration 7Q (107.289491 sec): 3 clusters Score: Raw -210601.739935 + Penalty 818.865286 = -209782.874649 nChanged 71 SP:Iteration 8Q (107.296787 sec): 3 clusters Score: Raw -210621.482449 + Penalty 827.355492 = -209794.126957 nChanged 83 SP:Iteration 9Q (107.303920 sec): 3 clusters Score: Raw -210655.849273 + Penalty 826.395803 = -209829.453470 nChanged 79 SP:Iteration 10F (107.311917 sec): 3 clusters Score: Raw -210682.920334 + Penalty 825.927506 = -209856.992828 nChanged 72 SP:Iteration 11Q (107.318617 sec): 3 clusters Score: Raw -210706.171433 + Penalty 818.370341 = -209887.801092 nChanged 60 SP:Iteration 12Q (107.325286 sec): 3 clusters Score: Raw -210724.455210 + Penalty 809.201347 = -209915.253863 nChanged 61 SP:Iteration 13Q (107.331783 sec): 3 clusters Score: Raw -210754.018599 + Penalty 800.356817 = -209953.661782 nChanged 51 SP:Iteration 14Q (107.338343 sec): 3 clusters Score: Raw -210784.852328 + Penalty 829.546244 = -209955.306084 nChanged 44 SP:Iteration 15Q (107.345516 sec): 3 clusters Score: Raw -210818.458984 + Penalty 927.760786 = -209890.698199 nChanged 33 SP:Iteration 16F (107.353599 sec): 3 clusters Score: Raw -210858.924845 + Penalty 1127.467095 = -209731.457750 nChanged 15 SP:Iteration 17F (107.361841 sec): 3 clusters Score: Raw -210885.913956 + Penalty 1127.467095 = -209758.446861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 7 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.366909 sec): 2 clusters Score: Raw -19825.166352 + Penalty 186.886176 = -19638.280176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.368028 sec): 3 clusters Score: Raw -19571.412282 + Penalty 377.827234 = -19193.585048 nChanged 190 SP:Iteration 1F (107.369142 sec): 3 clusters Score: Raw -19698.179606 + Penalty 385.900289 = -19312.279317 nChanged 53 SP:Iteration 2F (107.370255 sec): 3 clusters Score: Raw -19741.685652 + Penalty 392.100142 = -19349.585510 nChanged 35 SP:Iteration 3F (107.371377 sec): 3 clusters Score: Raw -19766.662900 + Penalty 395.473981 = -19371.188918 nChanged 20 SP:Iteration 4Q (107.372489 sec): 3 clusters Score: Raw -19780.394717 + Penalty 397.844522 = -19382.550195 nChanged 22 SP:Iteration 5Q (107.373598 sec): 3 clusters Score: Raw -19794.812771 + Penalty 394.026040 = -19400.786731 nChanged 19 SP:Iteration 6Q (107.374728 sec): 3 clusters Score: Raw -19813.058115 + Penalty 386.055207 = -19427.002908 nChanged 22 SP:Iteration 7Q (107.375854 sec): 3 clusters Score: Raw -19833.430767 + Penalty 383.926619 = -19449.504149 nChanged 12 SP:Iteration 8Q (107.376981 sec): 3 clusters Score: Raw -19838.399282 + Penalty 384.034744 = -19454.364538 nChanged 6 SP:Iteration 9Q (107.378108 sec): 3 clusters Score: Raw -19840.201483 + Penalty 383.708207 = -19456.493276 nChanged 5 SP:Iteration 10F (107.379243 sec): 3 clusters Score: Raw -19842.002999 + Penalty 382.434319 = -19459.568680 nChanged 2 SP:Iteration 11Q (107.380373 sec): 3 clusters Score: Raw -19842.644427 + Penalty 382.434319 = -19460.210108 nChanged 0 SP:Iteration 12F (107.381508 sec): 3 clusters Score: Raw -19842.644427 + Penalty 382.434319 = -19460.210108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 9 (396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.383069 sec): 2 clusters Score: Raw -20135.679383 + Penalty 772.550416 = -19363.128967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.384046 sec): 3 clusters Score: Raw -19875.712136 + Penalty 1547.637152 = -18328.074984 nChanged 91 SP:Iteration 1F (107.384998 sec): 3 clusters Score: Raw -20019.946577 + Penalty 1552.044315 = -18467.902262 nChanged 44 SP:Iteration 2F (107.385939 sec): 3 clusters Score: Raw -20127.234705 + Penalty 1552.600955 = -18574.633750 nChanged 29 SP:Iteration 3F (107.386876 sec): 3 clusters Score: Raw -20179.060050 + Penalty 1551.288436 = -18627.771614 nChanged 17 SP:Iteration 4Q (107.387781 sec): 3 clusters Score: Raw -20202.636306 + Penalty 1550.552058 = -18652.084248 nChanged 8 SP:Iteration 5Q (107.388638 sec): 3 clusters Score: Raw -20212.402677 + Penalty 1551.020245 = -18661.382432 nChanged 4 SP:Iteration 6Q (107.389493 sec): 3 clusters Score: Raw -20217.660955 + Penalty 1551.400646 = -18666.260310 nChanged 2 SP:Iteration 7Q (107.390344 sec): 3 clusters Score: Raw -20218.352966 + Penalty 1551.400646 = -18666.952320 nChanged 0 SP:Iteration 8F (107.391270 sec): 3 clusters Score: Raw -20218.352966 + Penalty 1551.400646 = -18666.952320 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 10 (1071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.396694 sec): 2 clusters Score: Raw -42697.599758 + Penalty 318.281121 = -42379.318637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.399003 sec): 3 clusters Score: Raw -42095.909405 + Penalty 637.313689 = -41458.595716 nChanged 449 SP:Iteration 1F (107.401276 sec): 3 clusters Score: Raw -42439.240251 + Penalty 635.679910 = -41803.560341 nChanged 137 SP:Iteration 2F (107.403539 sec): 3 clusters Score: Raw -42551.165895 + Penalty 638.306992 = -41912.858904 nChanged 77 SP:Iteration 3F (107.405736 sec): 3 clusters Score: Raw -42620.338713 + Penalty 642.271907 = -41978.066806 nChanged 48 SP:Iteration 4Q (107.407905 sec): 3 clusters Score: Raw -42655.889350 + Penalty 646.811209 = -42009.078141 nChanged 39 SP:Iteration 5Q (107.410064 sec): 3 clusters Score: Raw -42677.024743 + Penalty 649.016020 = -42028.008723 nChanged 24 SP:Iteration 6Q (107.412221 sec): 3 clusters Score: Raw -42686.045856 + Penalty 651.056983 = -42034.988873 nChanged 24 SP:Iteration 7Q (107.414375 sec): 3 clusters Score: Raw -42698.825665 + Penalty 655.988076 = -42042.837589 nChanged 30 SP:Iteration 8Q (107.416521 sec): 3 clusters Score: Raw -42712.361253 + Penalty 659.577507 = -42052.783746 nChanged 24 SP:Iteration 9Q (107.418663 sec): 3 clusters Score: Raw -42721.609744 + Penalty 661.375493 = -42060.234251 nChanged 23 SP:Iteration 10F (107.420840 sec): 3 clusters Score: Raw -42730.519593 + Penalty 664.236424 = -42066.283169 nChanged 17 SP:Iteration 11Q (107.423033 sec): 3 clusters Score: Raw -42737.765962 + Penalty 668.905413 = -42068.860549 nChanged 21 SP:Iteration 12Q (107.425208 sec): 3 clusters Score: Raw -42744.970944 + Penalty 670.953977 = -42074.016967 nChanged 11 SP:Iteration 13Q (107.427384 sec): 3 clusters Score: Raw -42746.294224 + Penalty 671.763988 = -42074.530236 nChanged 2 SP:Iteration 14Q (107.429514 sec): 3 clusters Score: Raw -42746.553303 + Penalty 672.175837 = -42074.377466 nChanged 2 SP:Iteration 15F (107.431684 sec): 3 clusters Score: Raw -42746.692788 + Penalty 672.570115 = -42074.122673 nChanged 2 SP:Iteration 16F (107.433859 sec): 3 clusters Score: Raw -42747.450452 + Penalty 673.101892 = -42074.348560 nChanged 4 SP:Iteration 17Q (107.435991 sec): 3 clusters Score: Raw -42748.671333 + Penalty 674.438779 = -42074.232554 nChanged 3 SP:Iteration 18F (107.438160 sec): 3 clusters Score: Raw -42749.169287 + Penalty 675.728104 = -42073.441183 nChanged 2 SP:Iteration 19F (107.440598 sec): 3 clusters Score: Raw -42749.439080 + Penalty 676.212029 = -42073.227051 nChanged 1 SP:Iteration 20F (107.443202 sec): 3 clusters Score: Raw -42749.571370 + Penalty 677.380181 = -42072.191189 nChanged 2 SP:Iteration 21F (107.445601 sec): 3 clusters Score: Raw -42749.964754 + Penalty 679.843580 = -42070.121173 nChanged 5 SP:Iteration 22F (107.447969 sec): 3 clusters Score: Raw -42750.705811 + Penalty 683.084038 = -42067.621773 nChanged 7 SP:Iteration 23F (107.450315 sec): 3 clusters Score: Raw -42752.439056 + Penalty 685.765688 = -42066.673367 nChanged 7 SP:Iteration 24F (107.452659 sec): 3 clusters Score: Raw -42753.438318 + Penalty 687.495040 = -42065.943278 nChanged 3 SP:Iteration 25F (107.455027 sec): 3 clusters Score: Raw -42753.941379 + Penalty 689.601604 = -42064.339775 nChanged 3 SP:Iteration 26F (107.457510 sec): 3 clusters Score: Raw -42754.553834 + Penalty 691.106743 = -42063.447091 nChanged 4 SP:Iteration 27F (107.459996 sec): 3 clusters Score: Raw -42755.373662 + Penalty 692.013890 = -42063.359772 nChanged 2 SP:Iteration 28F (107.462471 sec): 3 clusters Score: Raw -42755.559149 + Penalty 692.766476 = -42062.792673 nChanged 1 SP:Iteration 29F (107.464917 sec): 3 clusters Score: Raw -42755.976477 + Penalty 693.289972 = -42062.686506 nChanged 1 SP:Iteration 30F (107.467662 sec): 3 clusters Score: Raw -42756.063991 + Penalty 693.289972 = -42062.774019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 12 (491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.470323 sec): 2 clusters Score: Raw -24408.576326 + Penalty 555.507764 = -23853.068561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.471614 sec): 3 clusters Score: Raw -24021.671315 + Penalty 1105.161897 = -22916.509418 nChanged 145 SP:Iteration 1F (107.472826 sec): 3 clusters Score: Raw -24216.683332 + Penalty 1098.837537 = -23117.845795 nChanged 72 SP:Iteration 2F (107.474017 sec): 3 clusters Score: Raw -24410.108002 + Penalty 1089.851755 = -23320.256247 nChanged 44 SP:Iteration 3F (107.475229 sec): 3 clusters Score: Raw -24556.538119 + Penalty 1090.949708 = -23465.588411 nChanged 25 SP:Iteration 4F (107.476421 sec): 3 clusters Score: Raw -24690.416958 + Penalty 1091.844831 = -23598.572127 nChanged 13 SP:Iteration 5Q (107.477415 sec): 3 clusters Score: Raw -24755.127368 + Penalty 1090.382205 = -23664.745163 nChanged 5 SP:Iteration 6Q (107.478370 sec): 3 clusters Score: Raw -24786.687941 + Penalty 1090.175444 = -23696.512497 nChanged 1 SP:Iteration 7Q (107.479322 sec): 3 clusters Score: Raw -24787.867101 + Penalty 1090.175444 = -23697.691657 nChanged 0 SP:Iteration 8F (107.480493 sec): 3 clusters Score: Raw -24787.867101 + Penalty 1090.175444 = -23697.691657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 13 (535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.482935 sec): 2 clusters Score: Raw -24187.745754 + Penalty 567.411665 = -23620.334090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.484188 sec): 3 clusters Score: Raw -23779.667735 + Penalty 1132.463852 = -22647.203883 nChanged 177 SP:Iteration 1F (107.485436 sec): 3 clusters Score: Raw -23975.715311 + Penalty 1133.167774 = -22842.547536 nChanged 63 SP:Iteration 2F (107.486691 sec): 3 clusters Score: Raw -24061.340425 + Penalty 1134.260621 = -22927.079804 nChanged 39 SP:Iteration 3F (107.487958 sec): 3 clusters Score: Raw -24107.507732 + Penalty 1130.156183 = -22977.351549 nChanged 25 SP:Iteration 4Q (107.489186 sec): 3 clusters Score: Raw -24128.122824 + Penalty 1123.034363 = -23005.088461 nChanged 24 SP:Iteration 5Q (107.490390 sec): 3 clusters Score: Raw -24156.250654 + Penalty 1118.853040 = -23037.397614 nChanged 18 SP:Iteration 6Q (107.491575 sec): 3 clusters Score: Raw -24175.688800 + Penalty 1125.111905 = -23050.576896 nChanged 12 SP:Iteration 7Q (107.492754 sec): 3 clusters Score: Raw -24185.978919 + Penalty 1114.930392 = -23071.048527 nChanged 14 SP:Iteration 8Q (107.493784 sec): 3 clusters Score: Raw -24197.403000 + Penalty 1117.042164 = -23080.360836 nChanged 4 SP:Iteration 9Q (107.494802 sec): 3 clusters Score: Raw -24201.939127 + Penalty 1114.954513 = -23086.984614 nChanged 4 SP:Iteration 10F (107.495937 sec): 3 clusters Score: Raw -24207.258757 + Penalty 1115.341651 = -23091.917106 nChanged 2 SP:Iteration 11Q (107.496940 sec): 3 clusters Score: Raw -24209.047745 + Penalty 1117.984044 = -23091.063701 nChanged 1 SP:Iteration 12F (107.498074 sec): 3 clusters Score: Raw -24210.545995 + Penalty 1121.650563 = -23088.895432 nChanged 3 SP:Iteration 13F (107.499213 sec): 3 clusters Score: Raw -24216.020161 + Penalty 1118.719501 = -23097.300660 nChanged 3 SP:Iteration 14Q (107.500206 sec): 3 clusters Score: Raw -24219.502060 + Penalty 1130.807981 = -23088.694079 nChanged 3 SP:Iteration 15F (107.501371 sec): 3 clusters Score: Raw -24223.978212 + Penalty 1131.290164 = -23092.688048 nChanged 3 SP:Iteration 16Q (107.502341 sec): 3 clusters Score: Raw -24226.647242 + Penalty 1136.977040 = -23089.670202 nChanged 2 SP:Iteration 17F (107.503462 sec): 3 clusters Score: Raw -24226.286443 + Penalty 1136.977040 = -23089.309403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 16 (487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.505787 sec): 2 clusters Score: Raw -24242.764631 + Penalty 790.422876 = -23452.341756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.506948 sec): 3 clusters Score: Raw -23921.882753 + Penalty 1577.963790 = -22343.918963 nChanged 134 SP:Iteration 1F (107.508102 sec): 3 clusters Score: Raw -24089.565125 + Penalty 1575.454492 = -22514.110633 nChanged 42 SP:Iteration 2F (107.509260 sec): 3 clusters Score: Raw -24147.051706 + Penalty 1572.781512 = -22574.270194 nChanged 22 SP:Iteration 3Q (107.510406 sec): 3 clusters Score: Raw -24174.325218 + Penalty 1567.519893 = -22606.805325 nChanged 20 SP:Iteration 4Q (107.511549 sec): 3 clusters Score: Raw -24199.909887 + Penalty 1564.397844 = -22635.512043 nChanged 16 SP:Iteration 5Q (107.512673 sec): 3 clusters Score: Raw -24223.279024 + Penalty 1565.789513 = -22657.489512 nChanged 12 SP:Iteration 6Q (107.513797 sec): 3 clusters Score: Raw -24237.862980 + Penalty 1564.876313 = -22672.986666 nChanged 8 SP:Iteration 7Q (107.514945 sec): 3 clusters Score: Raw -24249.884630 + Penalty 1565.734100 = -22684.150530 nChanged 5 SP:Iteration 8Q (107.516065 sec): 3 clusters Score: Raw -24254.967074 + Penalty 1563.755499 = -22691.211575 nChanged 2 SP:Iteration 9Q (107.517184 sec): 3 clusters Score: Raw -24257.420707 + Penalty 1563.544169 = -22693.876539 nChanged 3 SP:Iteration 10F (107.518361 sec): 3 clusters Score: Raw -24263.142931 + Penalty 1561.374742 = -22701.768189 nChanged 2 SP:Iteration 11Q (107.519475 sec): 3 clusters Score: Raw -24268.022704 + Penalty 1561.147073 = -22706.875631 nChanged 1 SP:Iteration 12Q (107.520584 sec): 3 clusters Score: Raw -24267.844227 + Penalty 1559.380391 = -22708.463836 nChanged 1 SP:Iteration 13Q (107.521694 sec): 3 clusters Score: Raw -24270.342962 + Penalty 1559.272493 = -22711.070469 nChanged 1 SP:Iteration 14Q (107.522801 sec): 3 clusters Score: Raw -24270.930919 + Penalty 1559.011290 = -22711.919630 nChanged 1 SP:Iteration 15Q (107.523906 sec): 3 clusters Score: Raw -24271.022820 + Penalty 1559.011290 = -22712.011530 nChanged 0 SP:Iteration 16F (107.525088 sec): 3 clusters Score: Raw -24271.022820 + Penalty 1559.011290 = -22712.011530 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 18 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.527945 sec): 2 clusters Score: Raw -34430.591583 + Penalty 680.596587 = -33749.994996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.529448 sec): 3 clusters Score: Raw -33948.865987 + Penalty 1361.266481 = -32587.599506 nChanged 202 SP:Iteration 1F (107.530927 sec): 3 clusters Score: Raw -34109.673758 + Penalty 1360.411738 = -32749.262020 nChanged 63 SP:Iteration 2F (107.532397 sec): 3 clusters Score: Raw -34171.252237 + Penalty 1359.066104 = -32812.186133 nChanged 33 SP:Iteration 3Q (107.533845 sec): 3 clusters Score: Raw -34192.764038 + Penalty 1356.981156 = -32835.782882 nChanged 22 SP:Iteration 4Q (107.535327 sec): 3 clusters Score: Raw -34209.423854 + Penalty 1353.449779 = -32855.974075 nChanged 27 SP:Iteration 5Q (107.536800 sec): 3 clusters Score: Raw -34233.773646 + Penalty 1349.286091 = -32884.487556 nChanged 25 SP:Iteration 6Q (107.538271 sec): 3 clusters Score: Raw -34253.745382 + Penalty 1347.914788 = -32905.830595 nChanged 23 SP:Iteration 7Q (107.539727 sec): 3 clusters Score: Raw -34273.058619 + Penalty 1346.668888 = -32926.389730 nChanged 20 SP:Iteration 8Q (107.541182 sec): 3 clusters Score: Raw -34285.111629 + Penalty 1345.347348 = -32939.764280 nChanged 17 SP:Iteration 9Q (107.542678 sec): 3 clusters Score: Raw -34295.313139 + Penalty 1345.862511 = -32949.450628 nChanged 20 SP:Iteration 10F (107.544163 sec): 3 clusters Score: Raw -34308.524433 + Penalty 1346.162211 = -32962.362222 nChanged 17 SP:Iteration 11Q (107.545662 sec): 3 clusters Score: Raw -34317.786334 + Penalty 1346.172372 = -32971.613962 nChanged 12 SP:Iteration 12Q (107.547157 sec): 3 clusters Score: Raw -34326.048322 + Penalty 1344.741308 = -32981.307014 nChanged 19 SP:Iteration 13Q (107.548637 sec): 3 clusters Score: Raw -34339.623151 + Penalty 1351.680887 = -32987.942264 nChanged 26 SP:Iteration 14Q (107.550114 sec): 3 clusters Score: Raw -34368.294128 + Penalty 1364.780821 = -33003.513307 nChanged 31 SP:Iteration 15Q (107.551633 sec): 3 clusters Score: Raw -34399.354006 + Penalty 1367.828692 = -33031.525313 nChanged 22 SP:Iteration 16Q (107.553113 sec): 3 clusters Score: Raw -34427.394603 + Penalty 1368.441520 = -33058.953083 nChanged 22 SP:Iteration 17Q (107.554539 sec): 3 clusters Score: Raw -34451.927353 + Penalty 1371.648795 = -33080.278558 nChanged 12 SP:Iteration 18Q (107.555739 sec): 3 clusters Score: Raw -34469.691692 + Penalty 1378.367397 = -33091.324294 nChanged 7 SP:Iteration 19Q (107.556930 sec): 3 clusters Score: Raw -34474.874225 + Penalty 1380.389035 = -33094.485189 nChanged 1 SP:Iteration 20F (107.558307 sec): 3 clusters Score: Raw -34475.575572 + Penalty 1381.786218 = -33093.789354 nChanged 1 SP:Iteration 21F (107.559665 sec): 3 clusters Score: Raw -34475.671409 + Penalty 1375.231255 = -33100.440154 nChanged 1 SP:Iteration 22Q (107.560817 sec): 3 clusters Score: Raw -34476.761918 + Penalty 1375.231255 = -33101.530664 nChanged 0 SP:Iteration 23F (107.562189 sec): 3 clusters Score: Raw -34476.761918 + Penalty 1375.231255 = -33101.530664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 19 (460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.564158 sec): 2 clusters Score: Raw -20503.144692 + Penalty 519.771393 = -19983.373300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.565271 sec): 3 clusters Score: Raw -20308.157138 + Penalty 1037.730331 = -19270.426807 nChanged 151 SP:Iteration 1F (107.566371 sec): 3 clusters Score: Raw -20423.638741 + Penalty 1037.589598 = -19386.049143 nChanged 47 SP:Iteration 2F (107.567500 sec): 3 clusters Score: Raw -20463.013905 + Penalty 1037.966197 = -19425.047708 nChanged 24 SP:Iteration 3F (107.568607 sec): 3 clusters Score: Raw -20478.359463 + Penalty 1040.923795 = -19437.435668 nChanged 15 SP:Iteration 4Q (107.569702 sec): 3 clusters Score: Raw -20488.666271 + Penalty 1042.177469 = -19446.488802 nChanged 11 SP:Iteration 5Q (107.570796 sec): 3 clusters Score: Raw -20494.225919 + Penalty 1045.330676 = -19448.895242 nChanged 14 SP:Iteration 6Q (107.571893 sec): 3 clusters Score: Raw -20504.798503 + Penalty 1049.979344 = -19454.819159 nChanged 12 SP:Iteration 7Q (107.573032 sec): 3 clusters Score: Raw -20519.814976 + Penalty 1056.707257 = -19463.107719 nChanged 18 SP:Iteration 8Q (107.574133 sec): 3 clusters Score: Raw -20544.278213 + Penalty 1072.313240 = -19471.964973 nChanged 23 SP:Iteration 9Q (107.575232 sec): 3 clusters Score: Raw -20574.956395 + Penalty 1080.265056 = -19494.691339 nChanged 12 SP:Iteration 10F (107.576353 sec): 3 clusters Score: Raw -20587.813088 + Penalty 1091.051931 = -19496.761157 nChanged 13 SP:Iteration 11Q (107.577451 sec): 3 clusters Score: Raw -20601.400808 + Penalty 1097.861271 = -19503.539538 nChanged 8 SP:Iteration 12Q (107.578549 sec): 3 clusters Score: Raw -20607.934957 + Penalty 1102.478437 = -19505.456520 nChanged 4 SP:Iteration 13Q (107.579640 sec): 3 clusters Score: Raw -20612.125202 + Penalty 1102.478437 = -19509.646765 nChanged 0 SP:Iteration 14F (107.580767 sec): 3 clusters Score: Raw -20612.125202 + Penalty 1102.478437 = -19509.646765 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 20 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.590461 sec): 2 clusters Score: Raw -96281.445728 + Penalty 767.744032 = -95513.701696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.594492 sec): 3 clusters Score: Raw -95011.251101 + Penalty 1542.422823 = -93468.828277 nChanged 730 SP:Iteration 1F (107.598363 sec): 3 clusters Score: Raw -95578.029365 + Penalty 1570.957772 = -94007.071593 nChanged 280 SP:Iteration 2F (107.602166 sec): 3 clusters Score: Raw -95924.176096 + Penalty 1620.338113 = -94303.837984 nChanged 207 SP:Iteration 3F (107.605924 sec): 3 clusters Score: Raw -96154.126738 + Penalty 1651.643676 = -94502.483062 nChanged 106 SP:Iteration 4F (107.609657 sec): 3 clusters Score: Raw -96243.777047 + Penalty 1683.387202 = -94560.389844 nChanged 61 SP:Iteration 5Q (107.613232 sec): 3 clusters Score: Raw -96298.532434 + Penalty 1704.621818 = -94593.910617 nChanged 39 SP:Iteration 6Q (107.616689 sec): 3 clusters Score: Raw -96339.512534 + Penalty 1713.800676 = -94625.711858 nChanged 23 SP:Iteration 7Q (107.620024 sec): 3 clusters Score: Raw -96356.854548 + Penalty 1726.772232 = -94630.082316 nChanged 16 SP:Iteration 8Q (107.623286 sec): 3 clusters Score: Raw -96362.633470 + Penalty 1731.655236 = -94630.978234 nChanged 11 SP:Iteration 9Q (107.626542 sec): 3 clusters Score: Raw -96367.647039 + Penalty 1736.955725 = -94630.691314 nChanged 9 SP:Iteration 10F (107.630267 sec): 3 clusters Score: Raw -96371.587511 + Penalty 1735.804747 = -94635.782764 nChanged 9 SP:Iteration 11Q (107.633470 sec): 3 clusters Score: Raw -96376.586316 + Penalty 1733.858500 = -94642.727816 nChanged 3 SP:Iteration 12Q (107.636659 sec): 3 clusters Score: Raw -96378.755806 + Penalty 1733.428889 = -94645.326917 nChanged 4 SP:Iteration 13Q (107.639841 sec): 3 clusters Score: Raw -96381.570252 + Penalty 1735.811231 = -94645.759021 nChanged 3 SP:Iteration 14Q (107.643018 sec): 3 clusters Score: Raw -96386.273263 + Penalty 1736.699307 = -94649.573956 nChanged 2 SP:Iteration 15Q (107.646176 sec): 3 clusters Score: Raw -96388.022713 + Penalty 1738.394879 = -94649.627834 nChanged 3 SP:Iteration 16Q (107.649323 sec): 3 clusters Score: Raw -96389.143365 + Penalty 1740.261554 = -94648.881811 nChanged 3 SP:Iteration 17F (107.653019 sec): 3 clusters Score: Raw -96389.463813 + Penalty 1740.261554 = -94649.202259 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 22 (881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.659478 sec): 2 clusters Score: Raw -31031.134159 + Penalty 422.430362 = -30608.703797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.661436 sec): 3 clusters Score: Raw -30652.643220 + Penalty 853.783269 = -29798.859951 nChanged 325 SP:Iteration 1F (107.663342 sec): 3 clusters Score: Raw -31018.294129 + Penalty 856.360773 = -30161.933355 nChanged 94 SP:Iteration 2F (107.665289 sec): 3 clusters Score: Raw -31109.828452 + Penalty 855.829839 = -30253.998614 nChanged 45 SP:Iteration 3F (107.667286 sec): 3 clusters Score: Raw -31138.330489 + Penalty 856.863632 = -30281.466857 nChanged 21 SP:Iteration 4Q (107.669116 sec): 3 clusters Score: Raw -31149.840203 + Penalty 857.876046 = -30291.964157 nChanged 7 SP:Iteration 5Q (107.670921 sec): 3 clusters Score: Raw -31152.282837 + Penalty 858.194280 = -30294.088557 nChanged 5 SP:Iteration 6Q (107.672719 sec): 3 clusters Score: Raw -31153.843784 + Penalty 859.470892 = -30294.372892 nChanged 5 SP:Iteration 7Q (107.674517 sec): 3 clusters Score: Raw -31155.019631 + Penalty 859.878367 = -30295.141264 nChanged 3 SP:Iteration 8Q (107.676313 sec): 3 clusters Score: Raw -31155.603640 + Penalty 861.602211 = -30294.001428 nChanged 4 SP:Iteration 9F (107.678163 sec): 3 clusters Score: Raw -31157.099886 + Penalty 862.319878 = -30294.780008 nChanged 4 SP:Iteration 10F (107.680070 sec): 3 clusters Score: Raw -31158.883757 + Penalty 862.351463 = -30296.532294 nChanged 4 SP:Iteration 11Q (107.681930 sec): 3 clusters Score: Raw -31159.937661 + Penalty 863.101789 = -30296.835871 nChanged 2 SP:Iteration 12Q (107.683725 sec): 3 clusters Score: Raw -31160.143150 + Penalty 863.579966 = -30296.563184 nChanged 1 SP:Iteration 13F (107.685573 sec): 3 clusters Score: Raw -31160.224630 + Penalty 864.077923 = -30296.146707 nChanged 1 SP:Iteration 14F (107.687418 sec): 3 clusters Score: Raw -31160.280949 + Penalty 864.077923 = -30296.203026 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 26 (627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.689636 sec): 2 clusters Score: Raw -28056.026151 + Penalty 595.381656 = -27460.644495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.691154 sec): 3 clusters Score: Raw -27763.798178 + Penalty 1194.547305 = -26569.250873 nChanged 197 SP:Iteration 1F (107.692568 sec): 3 clusters Score: Raw -27909.924672 + Penalty 1203.576909 = -26706.347763 nChanged 51 SP:Iteration 2F (107.693968 sec): 3 clusters Score: Raw -27958.636618 + Penalty 1223.009740 = -26735.626879 nChanged 50 SP:Iteration 3F (107.695376 sec): 3 clusters Score: Raw -28021.619187 + Penalty 1250.393270 = -26771.225918 nChanged 44 SP:Iteration 4F (107.696752 sec): 3 clusters Score: Raw -28095.763495 + Penalty 1272.854659 = -26822.908836 nChanged 38 SP:Iteration 5F (107.698122 sec): 3 clusters Score: Raw -28146.523971 + Penalty 1286.322633 = -26860.201338 nChanged 21 SP:Iteration 6Q (107.699492 sec): 3 clusters Score: Raw -28169.851028 + Penalty 1293.846105 = -26876.004923 nChanged 14 SP:Iteration 7Q (107.700823 sec): 3 clusters Score: Raw -28184.239326 + Penalty 1296.302940 = -26887.936386 nChanged 3 SP:Iteration 8Q (107.702134 sec): 3 clusters Score: Raw -28187.637019 + Penalty 1297.276938 = -26890.360081 nChanged 1 SP:Iteration 9Q (107.703454 sec): 3 clusters Score: Raw -28187.953242 + Penalty 1297.276938 = -26890.676304 nChanged 0 SP:Iteration 10F (107.704827 sec): 3 clusters Score: Raw -28187.953242 + Penalty 1297.276938 = -26890.676304 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 31 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.706870 sec): 2 clusters Score: Raw -28621.686394 + Penalty 278.007509 = -28343.678884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.708248 sec): 3 clusters Score: Raw -28288.193478 + Penalty 567.645863 = -27720.547615 nChanged 209 SP:Iteration 1F (107.709594 sec): 3 clusters Score: Raw -28431.654397 + Penalty 581.394908 = -27850.259489 nChanged 61 SP:Iteration 2F (107.710904 sec): 3 clusters Score: Raw -28489.351832 + Penalty 596.404372 = -27892.947460 nChanged 46 SP:Iteration 3F (107.712214 sec): 3 clusters Score: Raw -28539.417253 + Penalty 601.680979 = -27937.736274 nChanged 27 SP:Iteration 4Q (107.713515 sec): 3 clusters Score: Raw -28558.503906 + Penalty 605.300085 = -27953.203821 nChanged 13 SP:Iteration 5Q (107.714791 sec): 3 clusters Score: Raw -28568.071162 + Penalty 614.259231 = -27953.811931 nChanged 13 SP:Iteration 6Q (107.716052 sec): 3 clusters Score: Raw -28577.931212 + Penalty 625.071935 = -27952.859277 nChanged 16 SP:Iteration 7F (107.717368 sec): 3 clusters Score: Raw -28590.069557 + Penalty 631.690673 = -27958.378883 nChanged 14 SP:Iteration 8Q (107.718603 sec): 3 clusters Score: Raw -28599.881769 + Penalty 632.489672 = -27967.392097 nChanged 11 SP:Iteration 9Q (107.719907 sec): 3 clusters Score: Raw -28608.786050 + Penalty 633.954635 = -27974.831415 nChanged 8 SP:Iteration 10F (107.721230 sec): 3 clusters Score: Raw -28613.206188 + Penalty 631.395803 = -27981.810385 nChanged 3 SP:Iteration 11Q (107.722423 sec): 3 clusters Score: Raw -28615.086485 + Penalty 630.082887 = -27985.003599 nChanged 2 SP:Iteration 12Q (107.723602 sec): 3 clusters Score: Raw -28616.660345 + Penalty 628.752150 = -27987.908196 nChanged 2 SP:Iteration 13Q (107.724784 sec): 3 clusters Score: Raw -28617.294746 + Penalty 630.244772 = -27987.049974 nChanged 2 SP:Iteration 14F (107.726121 sec): 3 clusters Score: Raw -28618.278480 + Penalty 633.533575 = -27984.744904 nChanged 4 SP:Iteration 15F (107.727459 sec): 3 clusters Score: Raw -28622.158008 + Penalty 640.354123 = -27981.803885 nChanged 6 SP:Iteration 16F (107.728801 sec): 3 clusters Score: Raw -28627.262230 + Penalty 649.073116 = -27978.189113 nChanged 4 SP:Iteration 17F (107.730156 sec): 3 clusters Score: Raw -28630.878097 + Penalty 656.111687 = -27974.766410 nChanged 3 SP:Iteration 18F (107.731503 sec): 3 clusters Score: Raw -28633.460979 + Penalty 656.111687 = -27977.349292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 32 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.732274 sec): 2 clusters Score: Raw -3684.423890 + Penalty 68.879465 = -3615.544425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.732666 sec): 3 clusters Score: Raw -3646.335684 + Penalty 194.374531 = -3451.961153 nChanged 31 SP:Iteration 1F (107.733047 sec): 3 clusters Score: Raw -3693.964073 + Penalty 247.216248 = -3446.747825 nChanged 5 SP:Iteration 2F (107.733427 sec): 3 clusters Score: Raw -3701.057667 + Penalty 247.216248 = -3453.841419 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 38 (580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.735477 sec): 2 clusters Score: Raw -24509.374701 + Penalty 438.143962 = -24071.230739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.736812 sec): 3 clusters Score: Raw -24142.199003 + Penalty 876.389729 = -23265.809273 nChanged 191 SP:Iteration 1F (107.738122 sec): 3 clusters Score: Raw -24410.829270 + Penalty 872.732481 = -23538.096789 nChanged 61 SP:Iteration 2F (107.739420 sec): 3 clusters Score: Raw -24508.610466 + Penalty 872.353154 = -23636.257313 nChanged 23 SP:Iteration 3Q (107.740666 sec): 3 clusters Score: Raw -24539.925510 + Penalty 870.315506 = -23669.610004 nChanged 11 SP:Iteration 4Q (107.741893 sec): 3 clusters Score: Raw -24552.312413 + Penalty 868.458506 = -23683.853907 nChanged 8 SP:Iteration 5Q (107.743114 sec): 3 clusters Score: Raw -24558.490432 + Penalty 867.159877 = -23691.330555 nChanged 2 SP:Iteration 6Q (107.744305 sec): 3 clusters Score: Raw -24560.928354 + Penalty 865.602001 = -23695.326352 nChanged 2 SP:Iteration 7Q (107.745496 sec): 3 clusters Score: Raw -24564.093668 + Penalty 865.602001 = -23698.491666 nChanged 0 SP:Iteration 8F (107.746762 sec): 3 clusters Score: Raw -24564.093668 + Penalty 865.602001 = -23698.491666 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 51 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.748748 sec): 2 clusters Score: Raw -21086.552316 + Penalty 833.138825 = -20253.413491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.750060 sec): 3 clusters Score: Raw -20771.266298 + Penalty 1666.044655 = -19105.221643 nChanged 166 SP:Iteration 1F (107.751353 sec): 3 clusters Score: Raw -20962.120155 + Penalty 1665.738859 = -19296.381297 nChanged 39 SP:Iteration 2F (107.752650 sec): 3 clusters Score: Raw -21012.321437 + Penalty 1666.011923 = -19346.309514 nChanged 21 SP:Iteration 3Q (107.753915 sec): 3 clusters Score: Raw -21052.848127 + Penalty 1665.647825 = -19387.200301 nChanged 15 SP:Iteration 4Q (107.755188 sec): 3 clusters Score: Raw -21073.899654 + Penalty 1665.411829 = -19408.487825 nChanged 10 SP:Iteration 5Q (107.756437 sec): 3 clusters Score: Raw -21086.990687 + Penalty 1665.228388 = -19421.762299 nChanged 5 SP:Iteration 6Q (107.757682 sec): 3 clusters Score: Raw -21096.687199 + Penalty 1665.080441 = -19431.606757 nChanged 5 SP:Iteration 7Q (107.758928 sec): 3 clusters Score: Raw -21103.441066 + Penalty 1664.873817 = -19438.567249 nChanged 4 SP:Iteration 8Q (107.760167 sec): 3 clusters Score: Raw -21114.474096 + Penalty 1664.491908 = -19449.982188 nChanged 7 SP:Iteration 9Q (107.761436 sec): 3 clusters Score: Raw -21120.494373 + Penalty 1664.619223 = -19455.875149 nChanged 7 SP:Iteration 10F (107.762734 sec): 3 clusters Score: Raw -21126.458853 + Penalty 1664.636201 = -19461.822652 nChanged 5 SP:Iteration 11Q (107.764026 sec): 3 clusters Score: Raw -21129.907742 + Penalty 1664.581841 = -19465.325902 nChanged 1 SP:Iteration 12Q (107.765329 sec): 3 clusters Score: Raw -21133.202764 + Penalty 1664.581841 = -19468.620924 nChanged 0 SP:Iteration 13F (107.766686 sec): 3 clusters Score: Raw -21133.202764 + Penalty 1664.581841 = -19468.620924 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 54 (570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.768700 sec): 2 clusters Score: Raw -25747.024239 + Penalty 307.725728 = -25439.298511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.770055 sec): 3 clusters Score: Raw -25440.179782 + Penalty 609.000851 = -24831.178931 nChanged 223 SP:Iteration 1F (107.771387 sec): 3 clusters Score: Raw -25621.922528 + Penalty 620.597359 = -25001.325169 nChanged 61 SP:Iteration 2F (107.772733 sec): 3 clusters Score: Raw -25693.221085 + Penalty 639.580792 = -25053.640293 nChanged 42 SP:Iteration 3F (107.774094 sec): 3 clusters Score: Raw -25738.231460 + Penalty 666.597148 = -25071.634312 nChanged 25 SP:Iteration 4Q (107.775255 sec): 3 clusters Score: Raw -25760.485096 + Penalty 676.158642 = -25084.326454 nChanged 12 SP:Iteration 5Q (107.776357 sec): 3 clusters Score: Raw -25766.576633 + Penalty 676.207339 = -25090.369294 nChanged 6 SP:Iteration 6Q (107.777440 sec): 3 clusters Score: Raw -25770.173923 + Penalty 689.473801 = -25080.700122 nChanged 4 SP:Iteration 7F (107.778635 sec): 3 clusters Score: Raw -25775.252763 + Penalty 696.945592 = -25078.307171 nChanged 2 SP:Iteration 8F (107.779832 sec): 3 clusters Score: Raw -25779.210573 + Penalty 701.822091 = -25077.388482 nChanged 1 SP:Iteration 9F (107.781027 sec): 3 clusters Score: Raw -25781.733522 + Penalty 695.587604 = -25086.145918 nChanged 2 SP:Iteration 10F (107.782222 sec): 3 clusters Score: Raw -25783.433367 + Penalty 695.587604 = -25087.845763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 55 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.783676 sec): 2 clusters Score: Raw -11340.703187 + Penalty 494.350135 = -10846.353051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.784310 sec): 3 clusters Score: Raw -11166.707486 + Penalty 989.414450 = -10177.293036 nChanged 46 SP:Iteration 1F (107.784939 sec): 3 clusters Score: Raw -11224.950820 + Penalty 991.992907 = -10232.957913 nChanged 17 SP:Iteration 2F (107.785567 sec): 3 clusters Score: Raw -11252.179565 + Penalty 1000.265069 = -10251.914496 nChanged 20 SP:Iteration 3F (107.786198 sec): 3 clusters Score: Raw -11287.311763 + Penalty 1014.114516 = -10273.197248 nChanged 24 SP:Iteration 4F (107.786788 sec): 3 clusters Score: Raw -11333.502795 + Penalty 1023.571259 = -10309.931536 nChanged 11 SP:Iteration 5F (107.787377 sec): 3 clusters Score: Raw -11352.392773 + Penalty 1026.960042 = -10325.432731 nChanged 3 SP:Iteration 6Q (107.787923 sec): 3 clusters Score: Raw -11356.931862 + Penalty 1031.248251 = -10325.683611 nChanged 2 SP:Iteration 7Q (107.788466 sec): 3 clusters Score: Raw -11363.170040 + Penalty 1034.224940 = -10328.945099 nChanged 2 SP:Iteration 8Q (107.789001 sec): 3 clusters Score: Raw -11368.293855 + Penalty 1034.224940 = -10334.068915 nChanged 0 SP:Iteration 9F (107.789590 sec): 3 clusters Score: Raw -11368.293855 + Penalty 1034.224940 = -10334.068915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 62 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.791386 sec): 2 clusters Score: Raw -11134.459613 + Penalty 378.583202 = -10755.876411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.792166 sec): 3 clusters Score: Raw -11033.701271 + Penalty 743.790224 = -10289.911047 nChanged 88 SP:Iteration 1F (107.792969 sec): 3 clusters Score: Raw -11129.293135 + Penalty 746.917013 = -10382.376122 nChanged 22 SP:Iteration 2F (107.793735 sec): 3 clusters Score: Raw -11173.454299 + Penalty 756.417040 = -10417.037259 nChanged 14 SP:Iteration 3Q (107.794472 sec): 3 clusters Score: Raw -11197.634559 + Penalty 757.166403 = -10440.468155 nChanged 7 SP:Iteration 4Q (107.795199 sec): 3 clusters Score: Raw -11208.838083 + Penalty 757.895010 = -10450.943073 nChanged 5 SP:Iteration 5Q (107.795919 sec): 3 clusters Score: Raw -11226.168370 + Penalty 754.775955 = -10471.392415 nChanged 6 SP:Iteration 6Q (107.796636 sec): 3 clusters Score: Raw -11231.979163 + Penalty 755.549989 = -10476.429174 nChanged 1 SP:Iteration 7Q (107.797351 sec): 3 clusters Score: Raw -11232.446005 + Penalty 755.549989 = -10476.896017 nChanged 0 SP:Iteration 8F (107.798107 sec): 3 clusters Score: Raw -11232.446005 + Penalty 755.549989 = -10476.896017 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 65 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.798863 sec): 2 clusters Score: Raw -2944.851505 + Penalty 395.034380 = -2549.817125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.799228 sec): 3 clusters Score: Raw -2984.156395 + Penalty 793.878807 = -2190.277588 nChanged 5 SP:Iteration 1F (107.799584 sec): 3 clusters Score: Raw -2996.374600 + Penalty 805.763025 = -2190.611575 nChanged 4 SP:Iteration 2F (107.799940 sec): 3 clusters Score: Raw -3015.183271 + Penalty 817.767706 = -2197.415565 nChanged 2 SP:Iteration 3Q (107.800279 sec): 3 clusters Score: Raw -3028.932848 + Penalty 826.651553 = -2202.281295 nChanged 1 SP:Iteration 4Q (107.800620 sec): 3 clusters Score: Raw -3036.803837 + Penalty 826.651553 = -2210.152284 nChanged 0 SP:Iteration 5F (107.800977 sec): 3 clusters Score: Raw -3036.803837 + Penalty 826.651553 = -2210.152284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 112 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (107.802091 sec): 2 clusters Score: Raw -8177.232701 + Penalty 344.608197 = -7832.624504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (107.802801 sec): 3 clusters Score: Raw -8118.020314 + Penalty 699.990392 = -7418.029922 nChanged 57 SP:Iteration 1F (107.803503 sec): 3 clusters Score: Raw -8218.872425 + Penalty 716.729722 = -7502.142704 nChanged 24 SP:Iteration 2F (107.804210 sec): 3 clusters Score: Raw -8257.580740 + Penalty 728.589370 = -7528.991371 nChanged 10 SP:Iteration 3Q (107.804841 sec): 3 clusters Score: Raw -8278.958523 + Penalty 735.908669 = -7543.049853 nChanged 4 SP:Iteration 4Q (107.805461 sec): 3 clusters Score: Raw -8286.292733 + Penalty 739.698588 = -7546.594145 nChanged 1 SP:Iteration 5Q (107.806069 sec): 3 clusters Score: Raw -8287.533169 + Penalty 744.441188 = -7543.091981 nChanged 1 SP:Iteration 6F (107.806695 sec): 3 clusters Score: Raw -8289.860731 + Penalty 749.385850 = -7540.474881 nChanged 1 SP:Iteration 7F (107.807322 sec): 3 clusters Score: Raw -8290.774217 + Penalty 749.385850 = -7541.388368 nChanged 0 Iteration 218F (108.383583 sec): 28 clusters Score: Raw -1639273.659913 + Penalty 19637.672890 = -1619635.987024 nChanged 17 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.38 GB. Compute initial score before splitting: Score: Raw -1639273.659913 + Penalty 19637.672890 = -1619635.987024Memory request: 0.03 GB would take us to total of 0.41 GB. Trying to split cluster 1 (6462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.540341 sec): 2 clusters Score: Raw -263197.396862 + Penalty 97.403559 = -263099.993303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.552088 sec): 3 clusters Score: Raw -258897.733822 + Penalty 193.116839 = -258704.616983 nChanged 3127 SP:Iteration 1F (108.563643 sec): 3 clusters Score: Raw -262462.740132 + Penalty 189.471668 = -262273.268463 nChanged 314 SP:Iteration 2Q (108.575113 sec): 3 clusters Score: Raw -263022.585733 + Penalty 188.575409 = -262834.010324 nChanged 98 SP:Iteration 3Q (108.585315 sec): 3 clusters Score: Raw -263113.453721 + Penalty 188.504552 = -262924.949169 nChanged 40 SP:Iteration 4Q (108.594970 sec): 3 clusters Score: Raw -263135.670817 + Penalty 189.398860 = -262946.271957 nChanged 35 SP:Iteration 5Q (108.604700 sec): 3 clusters Score: Raw -263163.216717 + Penalty 190.417244 = -262972.799474 nChanged 42 SP:Iteration 6Q (108.614269 sec): 3 clusters Score: Raw -263192.874382 + Penalty 190.631770 = -263002.242612 nChanged 38 SP:Iteration 7Q (108.623889 sec): 3 clusters Score: Raw -263213.672637 + Penalty 190.064065 = -263023.608573 nChanged 32 SP:Iteration 8Q (108.633319 sec): 3 clusters Score: Raw -263228.658755 + Penalty 189.994335 = -263038.664420 nChanged 24 SP:Iteration 9Q (108.642886 sec): 3 clusters Score: Raw -263237.228283 + Penalty 190.120858 = -263047.107425 nChanged 12 SP:Iteration 10F (108.654282 sec): 3 clusters Score: Raw -263239.970986 + Penalty 189.166455 = -263050.804532 nChanged 11 SP:Iteration 11Q (108.663709 sec): 3 clusters Score: Raw -263241.998768 + Penalty 189.078587 = -263052.920181 nChanged 9 SP:Iteration 12Q (108.673179 sec): 3 clusters Score: Raw -263243.665429 + Penalty 188.531903 = -263055.133526 nChanged 11 SP:Iteration 13Q (108.682483 sec): 3 clusters Score: Raw -263244.814248 + Penalty 188.740975 = -263056.073272 nChanged 6 SP:Iteration 14Q (108.692009 sec): 3 clusters Score: Raw -263245.221765 + Penalty 189.043801 = -263056.177964 nChanged 5 SP:Iteration 15Q (108.701552 sec): 3 clusters Score: Raw -263245.564401 + Penalty 189.300132 = -263056.264269 nChanged 4 SP:Iteration 16Q (108.710842 sec): 3 clusters Score: Raw -263245.833836 + Penalty 189.432451 = -263056.401385 nChanged 4 SP:Iteration 17Q (108.720122 sec): 3 clusters Score: Raw -263246.087892 + Penalty 188.448146 = -263057.639746 nChanged 6 SP:Iteration 18Q (108.729393 sec): 3 clusters Score: Raw -263246.815591 + Penalty 188.746658 = -263058.068933 nChanged 4 SP:Iteration 19Q (108.738698 sec): 3 clusters Score: Raw -263246.952335 + Penalty 188.746658 = -263058.205677 nChanged 0 SP:Iteration 20F (108.750150 sec): 3 clusters Score: Raw -263246.952335 + Penalty 188.746658 = -263058.205677 nChanged 0 Memory request: 0.07 GB would take us to total of 0.44 GB. Trying to split cluster 2 (13986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.815293 sec): 2 clusters Score: Raw -566823.572137 + Penalty 226.848928 = -566596.723209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.841016 sec): 3 clusters Score: Raw -557363.825069 + Penalty 452.515967 = -556911.309102 nChanged 6615 SP:Iteration 1F (108.866600 sec): 3 clusters Score: Raw -561058.447526 + Penalty 437.313777 = -560621.133749 nChanged 2647 SP:Iteration 2F (108.892023 sec): 3 clusters Score: Raw -563161.135819 + Penalty 418.886991 = -562742.248828 nChanged 1245 SP:Iteration 3F (108.917558 sec): 3 clusters Score: Raw -564503.468378 + Penalty 405.277385 = -564098.190993 nChanged 746 SP:Iteration 4F (108.942678 sec): 3 clusters Score: Raw -565756.574995 + Penalty 399.529883 = -565357.045112 nChanged 290 SP:Iteration 5Q (108.966755 sec): 3 clusters Score: Raw -566374.309936 + Penalty 398.948965 = -565975.360971 nChanged 153 SP:Iteration 6Q (108.987557 sec): 3 clusters Score: Raw -566472.724275 + Penalty 397.993540 = -566074.730736 nChanged 118 SP:Iteration 7Q (109.008798 sec): 3 clusters Score: Raw -566518.998037 + Penalty 396.178704 = -566122.819333 nChanged 98 SP:Iteration 8Q (109.029203 sec): 3 clusters Score: Raw -566548.008490 + Penalty 392.341125 = -566155.667365 nChanged 82 SP:Iteration 9Q (109.049670 sec): 3 clusters Score: Raw -566569.576012 + Penalty 391.777665 = -566177.798347 nChanged 67 SP:Iteration 10F (109.074855 sec): 3 clusters Score: Raw -566586.802957 + Penalty 390.010812 = -566196.792146 nChanged 71 SP:Iteration 11Q (109.095250 sec): 3 clusters Score: Raw -566607.791692 + Penalty 388.271293 = -566219.520399 nChanged 70 SP:Iteration 12Q (109.115825 sec): 3 clusters Score: Raw -566628.756320 + Penalty 386.530017 = -566242.226303 nChanged 74 SP:Iteration 13Q (109.136024 sec): 3 clusters Score: Raw -566649.707297 + Penalty 382.580347 = -566267.126950 nChanged 68 SP:Iteration 14Q (109.156274 sec): 3 clusters Score: Raw -566671.375228 + Penalty 380.669853 = -566290.705375 nChanged 64 SP:Iteration 15Q (109.176476 sec): 3 clusters Score: Raw -566691.901855 + Penalty 378.873716 = -566313.028139 nChanged 52 SP:Iteration 16Q (109.196593 sec): 3 clusters Score: Raw -566709.703163 + Penalty 379.586610 = -566330.116554 nChanged 56 SP:Iteration 17Q (109.216753 sec): 3 clusters Score: Raw -566727.239317 + Penalty 376.850964 = -566350.388353 nChanged 41 SP:Iteration 18Q (109.236729 sec): 3 clusters Score: Raw -566738.559330 + Penalty 373.775485 = -566364.783845 nChanged 35 SP:Iteration 19Q (109.256789 sec): 3 clusters Score: Raw -566747.699595 + Penalty 372.923717 = -566374.775877 nChanged 35 SP:Iteration 20F (109.281810 sec): 3 clusters Score: Raw -566757.873243 + Penalty 371.464728 = -566386.408514 nChanged 34 SP:Iteration 21Q (109.301852 sec): 3 clusters Score: Raw -566769.509479 + Penalty 371.455342 = -566398.054137 nChanged 19 SP:Iteration 22Q (109.322021 sec): 3 clusters Score: Raw -566775.492336 + Penalty 368.694617 = -566406.797718 nChanged 23 SP:Iteration 23Q (109.341978 sec): 3 clusters Score: Raw -566782.551452 + Penalty 368.299571 = -566414.251881 nChanged 20 SP:Iteration 24Q (109.361884 sec): 3 clusters Score: Raw -566788.554816 + Penalty 367.958545 = -566420.596272 nChanged 17 SP:Iteration 25Q (109.382231 sec): 3 clusters Score: Raw -566793.491645 + Penalty 366.583697 = -566426.907948 nChanged 13 SP:Iteration 26Q (109.402340 sec): 3 clusters Score: Raw -566795.901270 + Penalty 366.741078 = -566429.160192 nChanged 5 SP:Iteration 27Q (109.422352 sec): 3 clusters Score: Raw -566796.484894 + Penalty 367.015472 = -566429.469422 nChanged 2 SP:Iteration 28Q (109.442075 sec): 3 clusters Score: Raw -566796.734084 + Penalty 367.162441 = -566429.571643 nChanged 2 SP:Iteration 29Q (109.461908 sec): 3 clusters Score: Raw -566797.200061 + Penalty 367.320931 = -566429.879130 nChanged 3 SP:Iteration 30F (109.487053 sec): 3 clusters Score: Raw -566797.660618 + Penalty 367.414252 = -566430.246366 nChanged 1 SP:Iteration 31Q (109.507310 sec): 3 clusters Score: Raw -566797.958800 + Penalty 367.414252 = -566430.544548 nChanged 0 SP:Iteration 32F (109.532395 sec): 3 clusters Score: Raw -566797.958800 + Penalty 367.414252 = -566430.544548 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 3 (3703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.552473 sec): 2 clusters Score: Raw -162763.665949 + Penalty 340.696099 = -162422.969850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.559356 sec): 3 clusters Score: Raw -160454.862123 + Penalty 680.200104 = -159774.662018 nChanged 1659 SP:Iteration 1F (109.566144 sec): 3 clusters Score: Raw -161356.417803 + Penalty 685.367190 = -160671.050613 nChanged 442 SP:Iteration 2F (109.572784 sec): 3 clusters Score: Raw -161681.204390 + Penalty 705.298600 = -160975.905790 nChanged 397 SP:Iteration 3F (109.579503 sec): 3 clusters Score: Raw -162020.451160 + Penalty 727.395194 = -161293.055967 nChanged 275 SP:Iteration 4F (109.586080 sec): 3 clusters Score: Raw -162255.411187 + Penalty 755.887630 = -161499.523556 nChanged 219 SP:Iteration 5F (109.592634 sec): 3 clusters Score: Raw -162482.700351 + Penalty 792.618944 = -161690.081408 nChanged 145 SP:Iteration 6Q (109.599228 sec): 3 clusters Score: Raw -162628.638052 + Penalty 828.185597 = -161800.452454 nChanged 78 SP:Iteration 7Q (109.605783 sec): 3 clusters Score: Raw -162720.535417 + Penalty 837.468783 = -161883.066635 nChanged 42 SP:Iteration 8Q (109.611890 sec): 3 clusters Score: Raw -162779.576514 + Penalty 834.138822 = -161945.437692 nChanged 16 SP:Iteration 9Q (109.617491 sec): 3 clusters Score: Raw -162799.194197 + Penalty 835.550222 = -161963.643975 nChanged 13 SP:Iteration 10F (109.624053 sec): 3 clusters Score: Raw -162809.746004 + Penalty 835.797192 = -161973.948812 nChanged 7 SP:Iteration 11Q (109.629416 sec): 3 clusters Score: Raw -162812.360565 + Penalty 836.318966 = -161976.041599 nChanged 5 SP:Iteration 12Q (109.634833 sec): 3 clusters Score: Raw -162814.644444 + Penalty 836.490081 = -161978.154363 nChanged 3 SP:Iteration 13Q (109.640161 sec): 3 clusters Score: Raw -162816.365978 + Penalty 833.236338 = -161983.129640 nChanged 2 SP:Iteration 14Q (109.645479 sec): 3 clusters Score: Raw -162819.422145 + Penalty 833.236338 = -161986.185807 nChanged 0 SP:Iteration 15F (109.652033 sec): 3 clusters Score: Raw -162819.422145 + Penalty 833.236338 = -161986.185807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 4 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.656362 sec): 2 clusters Score: Raw -9468.449876 + Penalty 52.390152 = -9416.059725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.656986 sec): 3 clusters Score: Raw -9343.087275 + Penalty 103.812023 = -9239.275252 nChanged 97 SP:Iteration 1F (109.657596 sec): 3 clusters Score: Raw -9440.304845 + Penalty 104.046333 = -9336.258512 nChanged 12 SP:Iteration 2F (109.658204 sec): 3 clusters Score: Raw -9457.703637 + Penalty 104.797194 = -9352.906443 nChanged 13 SP:Iteration 3F (109.658812 sec): 3 clusters Score: Raw -9466.082993 + Penalty 104.780304 = -9361.302689 nChanged 8 SP:Iteration 4Q (109.659399 sec): 3 clusters Score: Raw -9471.549002 + Penalty 104.796556 = -9366.752446 nChanged 7 SP:Iteration 5Q (109.659981 sec): 3 clusters Score: Raw -9476.555046 + Penalty 104.825586 = -9371.729459 nChanged 5 SP:Iteration 6Q (109.660591 sec): 3 clusters Score: Raw -9480.851309 + Penalty 105.045064 = -9375.806245 nChanged 5 SP:Iteration 7Q (109.661190 sec): 3 clusters Score: Raw -9484.777169 + Penalty 105.242185 = -9379.534984 nChanged 3 SP:Iteration 8Q (109.661786 sec): 3 clusters Score: Raw -9485.422738 + Penalty 105.333301 = -9380.089437 nChanged 1 SP:Iteration 9Q (109.662383 sec): 3 clusters Score: Raw -9485.413040 + Penalty 105.333301 = -9380.079739 nChanged 0 SP:Iteration 10F (109.663009 sec): 3 clusters Score: Raw -9485.413040 + Penalty 105.333301 = -9380.079739 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 5 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.665973 sec): 2 clusters Score: Raw -30192.969819 + Penalty 169.881186 = -30023.088633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.667409 sec): 3 clusters Score: Raw -29780.991569 + Penalty 370.683419 = -29410.308151 nChanged 295 SP:Iteration 1F (109.668802 sec): 3 clusters Score: Raw -30095.451255 + Penalty 371.748992 = -29723.702264 nChanged 56 SP:Iteration 2F (109.670180 sec): 3 clusters Score: Raw -30158.816996 + Penalty 372.462549 = -29786.354447 nChanged 20 SP:Iteration 3Q (109.671434 sec): 3 clusters Score: Raw -30176.408347 + Penalty 388.260752 = -29788.147595 nChanged 11 SP:Iteration 4Q (109.672647 sec): 3 clusters Score: Raw -30182.813357 + Penalty 372.896833 = -29809.916523 nChanged 4 SP:Iteration 5Q (109.673851 sec): 3 clusters Score: Raw -30186.970530 + Penalty 379.431680 = -29807.538850 nChanged 4 SP:Iteration 6F (109.675244 sec): 3 clusters Score: Raw -30188.974768 + Penalty 390.817253 = -29798.157515 nChanged 4 SP:Iteration 7F (109.676620 sec): 3 clusters Score: Raw -30189.801167 + Penalty 400.036978 = -29789.764189 nChanged 2 SP:Iteration 8F (109.678000 sec): 3 clusters Score: Raw -30189.994334 + Penalty 441.547960 = -29748.446374 nChanged 4 SP:Iteration 9F (109.679451 sec): 3 clusters Score: Raw -30193.197043 + Penalty 453.817648 = -29739.379395 nChanged 4 SP:Iteration 10F (109.680882 sec): 3 clusters Score: Raw -30196.279122 + Penalty 482.114377 = -29714.164745 nChanged 2 SP:Iteration 11F (109.682339 sec): 3 clusters Score: Raw -30197.670142 + Penalty 494.037043 = -29703.633099 nChanged 1 SP:Iteration 12F (109.683687 sec): 3 clusters Score: Raw -30198.061685 + Penalty 494.037043 = -29704.024641 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 6 (4300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.702651 sec): 2 clusters Score: Raw -210864.428791 + Penalty 390.157765 = -210474.271026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.710594 sec): 3 clusters Score: Raw -207935.291294 + Penalty 779.971006 = -207155.320288 nChanged 1926 SP:Iteration 1F (109.718600 sec): 3 clusters Score: Raw -209030.799628 + Penalty 778.708494 = -208252.091134 nChanged 646 SP:Iteration 2F (109.726341 sec): 3 clusters Score: Raw -209543.289103 + Penalty 772.577643 = -208770.711460 nChanged 501 SP:Iteration 3F (109.734202 sec): 3 clusters Score: Raw -210028.371563 + Penalty 764.941548 = -209263.430014 nChanged 382 SP:Iteration 4F (109.741860 sec): 3 clusters Score: Raw -210321.598023 + Penalty 758.165075 = -209563.432948 nChanged 220 SP:Iteration 5F (109.749513 sec): 3 clusters Score: Raw -210432.761639 + Penalty 754.070155 = -209678.691485 nChanged 117 SP:Iteration 6Q (109.756827 sec): 3 clusters Score: Raw -210471.945186 + Penalty 748.117362 = -209723.827824 nChanged 77 SP:Iteration 7Q (109.764224 sec): 3 clusters Score: Raw -210496.568639 + Penalty 742.759948 = -209753.808691 nChanged 79 SP:Iteration 8Q (109.771913 sec): 3 clusters Score: Raw -210518.704661 + Penalty 738.454885 = -209780.249776 nChanged 80 SP:Iteration 9Q (109.779450 sec): 3 clusters Score: Raw -210540.928647 + Penalty 737.634778 = -209803.293868 nChanged 92 SP:Iteration 10F (109.787078 sec): 3 clusters Score: Raw -210563.822862 + Penalty 737.243610 = -209826.579253 nChanged 89 SP:Iteration 11Q (109.794127 sec): 3 clusters Score: Raw -210592.082312 + Penalty 732.400945 = -209859.681367 nChanged 96 SP:Iteration 12Q (109.801084 sec): 3 clusters Score: Raw -210623.595012 + Penalty 726.521358 = -209897.073655 nChanged 83 SP:Iteration 13Q (109.807936 sec): 3 clusters Score: Raw -210648.895175 + Penalty 723.722245 = -209925.172930 nChanged 80 SP:Iteration 14Q (109.814712 sec): 3 clusters Score: Raw -210676.564643 + Penalty 717.051242 = -209959.513401 nChanged 90 SP:Iteration 15Q (109.821495 sec): 3 clusters Score: Raw -210710.576957 + Penalty 714.349064 = -209996.227893 nChanged 79 SP:Iteration 16Q (109.827980 sec): 3 clusters Score: Raw -210736.522665 + Penalty 709.712200 = -210026.810465 nChanged 63 SP:Iteration 17Q (109.834391 sec): 3 clusters Score: Raw -210761.659657 + Penalty 713.777246 = -210047.882412 nChanged 52 SP:Iteration 18Q (109.840628 sec): 3 clusters Score: Raw -210776.711590 + Penalty 735.267410 = -210041.444180 nChanged 38 SP:Iteration 19F (109.848244 sec): 3 clusters Score: Raw -210784.091336 + Penalty 755.113551 = -210028.977784 nChanged 33 SP:Iteration 20F (109.855861 sec): 3 clusters Score: Raw -210798.742137 + Penalty 811.764384 = -209986.977754 nChanged 34 SP:Iteration 21F (109.863512 sec): 3 clusters Score: Raw -210817.731977 + Penalty 878.801034 = -209938.930943 nChanged 26 SP:Iteration 22F (109.871232 sec): 3 clusters Score: Raw -210841.742637 + Penalty 1004.935864 = -209836.806773 nChanged 21 SP:Iteration 23F (109.878906 sec): 3 clusters Score: Raw -210871.889778 + Penalty 1109.601035 = -209762.288743 nChanged 3 SP:Iteration 24F (109.886704 sec): 3 clusters Score: Raw -210876.906348 + Penalty 1166.150821 = -209710.755527 nChanged 1 SP:Iteration 25F (109.894297 sec): 3 clusters Score: Raw -210882.606972 + Penalty 1166.150821 = -209716.456152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 7 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.899311 sec): 2 clusters Score: Raw -19825.166352 + Penalty 186.886176 = -19638.280176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.900402 sec): 3 clusters Score: Raw -19567.990693 + Penalty 377.224152 = -19190.766540 nChanged 190 SP:Iteration 1F (109.901418 sec): 3 clusters Score: Raw -19691.372615 + Penalty 379.056312 = -19312.316303 nChanged 54 SP:Iteration 2F (109.902430 sec): 3 clusters Score: Raw -19768.611154 + Penalty 378.034633 = -19390.576521 nChanged 48 SP:Iteration 3F (109.903445 sec): 3 clusters Score: Raw -19827.904522 + Penalty 377.944741 = -19449.959781 nChanged 26 SP:Iteration 4F (109.904455 sec): 3 clusters Score: Raw -19849.589663 + Penalty 379.109874 = -19470.479789 nChanged 16 SP:Iteration 5Q (109.905431 sec): 3 clusters Score: Raw -19865.796087 + Penalty 380.545847 = -19485.250241 nChanged 12 SP:Iteration 6Q (109.906392 sec): 3 clusters Score: Raw -19879.170686 + Penalty 382.155449 = -19497.015236 nChanged 9 SP:Iteration 7Q (109.907347 sec): 3 clusters Score: Raw -19890.548900 + Penalty 383.227301 = -19507.321598 nChanged 4 SP:Iteration 8Q (109.908296 sec): 3 clusters Score: Raw -19893.774677 + Penalty 383.935495 = -19509.839182 nChanged 3 SP:Iteration 9Q (109.909240 sec): 3 clusters Score: Raw -19898.294335 + Penalty 384.871684 = -19513.422651 nChanged 3 SP:Iteration 10F (109.910247 sec): 3 clusters Score: Raw -19898.810202 + Penalty 385.163863 = -19513.646339 nChanged 2 SP:Iteration 11Q (109.911189 sec): 3 clusters Score: Raw -19899.741181 + Penalty 385.407993 = -19514.333188 nChanged 2 SP:Iteration 12Q (109.912132 sec): 3 clusters Score: Raw -19900.277188 + Penalty 385.812831 = -19514.464358 nChanged 1 SP:Iteration 13Q (109.913072 sec): 3 clusters Score: Raw -19900.475046 + Penalty 386.166855 = -19514.308191 nChanged 1 SP:Iteration 14F (109.914100 sec): 3 clusters Score: Raw -19900.629875 + Penalty 386.637933 = -19513.991942 nChanged 1 SP:Iteration 15F (109.915108 sec): 3 clusters Score: Raw -19900.902007 + Penalty 387.403073 = -19513.498934 nChanged 2 SP:Iteration 16F (109.916115 sec): 3 clusters Score: Raw -19901.445485 + Penalty 387.725586 = -19513.719898 nChanged 1 SP:Iteration 17Q (109.917052 sec): 3 clusters Score: Raw -19901.673605 + Penalty 388.564822 = -19513.108783 nChanged 2 SP:Iteration 18F (109.918058 sec): 3 clusters Score: Raw -19902.567413 + Penalty 389.335761 = -19513.231652 nChanged 2 SP:Iteration 19Q (109.918994 sec): 3 clusters Score: Raw -19903.315036 + Penalty 389.768424 = -19513.546613 nChanged 1 SP:Iteration 20F (109.920000 sec): 3 clusters Score: Raw -19903.540742 + Penalty 389.768424 = -19513.772318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 8 (491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.921746 sec): 2 clusters Score: Raw -20279.156765 + Penalty 72.858367 = -20206.298398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.922861 sec): 3 clusters Score: Raw -19996.144723 + Penalty 146.900817 = -19849.243906 nChanged 205 SP:Iteration 1F (109.923925 sec): 3 clusters Score: Raw -20150.307431 + Penalty 147.063432 = -20003.243999 nChanged 27 SP:Iteration 2F (109.924976 sec): 3 clusters Score: Raw -20165.598383 + Penalty 151.524746 = -20014.073637 nChanged 26 SP:Iteration 3F (109.926027 sec): 3 clusters Score: Raw -20186.025016 + Penalty 163.188595 = -20022.836422 nChanged 34 SP:Iteration 4F (109.927079 sec): 3 clusters Score: Raw -20220.752866 + Penalty 166.412988 = -20054.339878 nChanged 28 SP:Iteration 5F (109.928171 sec): 3 clusters Score: Raw -20252.898509 + Penalty 145.769491 = -20107.129019 nChanged 13 SP:Iteration 6Q (109.929229 sec): 3 clusters Score: Raw -20268.721652 + Penalty 129.574742 = -20139.146911 nChanged 2 SP:Iteration 7Q (109.930148 sec): 3 clusters Score: Raw -20276.946134 + Penalty 129.425987 = -20147.520147 nChanged 2 SP:Iteration 8Q (109.931014 sec): 3 clusters Score: Raw -20279.821447 + Penalty 130.719460 = -20149.101987 nChanged 1 SP:Iteration 9Q (109.931875 sec): 3 clusters Score: Raw -20281.108649 + Penalty 132.176073 = -20148.932576 nChanged 1 SP:Iteration 10F (109.932868 sec): 3 clusters Score: Raw -20281.710965 + Penalty 132.176073 = -20149.534892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 9 (396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.934443 sec): 2 clusters Score: Raw -20135.679383 + Penalty 772.550416 = -19363.128967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.935357 sec): 3 clusters Score: Raw -19861.389212 + Penalty 1545.142558 = -18316.246653 nChanged 105 SP:Iteration 1F (109.936255 sec): 3 clusters Score: Raw -20001.599866 + Penalty 1545.272096 = -18456.327769 nChanged 25 SP:Iteration 2F (109.937150 sec): 3 clusters Score: Raw -20037.425718 + Penalty 1545.477168 = -18491.948550 nChanged 12 SP:Iteration 3Q (109.938018 sec): 3 clusters Score: Raw -20055.768561 + Penalty 1546.097452 = -18509.671109 nChanged 10 SP:Iteration 4Q (109.938884 sec): 3 clusters Score: Raw -20070.227572 + Penalty 1546.543013 = -18523.684558 nChanged 11 SP:Iteration 5Q (109.939744 sec): 3 clusters Score: Raw -20090.992813 + Penalty 1546.992788 = -18544.000025 nChanged 10 SP:Iteration 6Q (109.940600 sec): 3 clusters Score: Raw -20112.771114 + Penalty 1547.122173 = -18565.648941 nChanged 9 SP:Iteration 7Q (109.941448 sec): 3 clusters Score: Raw -20141.495091 + Penalty 1547.638153 = -18593.856938 nChanged 8 SP:Iteration 8Q (109.942291 sec): 3 clusters Score: Raw -20161.000380 + Penalty 1548.159204 = -18612.841176 nChanged 8 SP:Iteration 9Q (109.943127 sec): 3 clusters Score: Raw -20184.023972 + Penalty 1547.844769 = -18636.179203 nChanged 5 SP:Iteration 10F (109.944024 sec): 3 clusters Score: Raw -20190.498848 + Penalty 1547.623634 = -18642.875214 nChanged 6 SP:Iteration 11Q (109.944856 sec): 3 clusters Score: Raw -20195.882382 + Penalty 1547.611624 = -18648.270758 nChanged 3 SP:Iteration 12Q (109.945685 sec): 3 clusters Score: Raw -20199.740050 + Penalty 1547.611624 = -18652.128426 nChanged 0 SP:Iteration 13F (109.946577 sec): 3 clusters Score: Raw -20199.740050 + Penalty 1547.611624 = -18652.128426 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 10 (1071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.952118 sec): 2 clusters Score: Raw -42697.599758 + Penalty 318.281121 = -42379.318637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.954213 sec): 3 clusters Score: Raw -42091.919395 + Penalty 632.304112 = -41459.615283 nChanged 439 SP:Iteration 1F (109.956267 sec): 3 clusters Score: Raw -42527.303033 + Penalty 639.295785 = -41888.007248 nChanged 164 SP:Iteration 2F (109.958316 sec): 3 clusters Score: Raw -42682.909119 + Penalty 643.251292 = -42039.657827 nChanged 65 SP:Iteration 3F (109.960364 sec): 3 clusters Score: Raw -42732.399102 + Penalty 648.141120 = -42084.257982 nChanged 29 SP:Iteration 4Q (109.962363 sec): 3 clusters Score: Raw -42753.297262 + Penalty 653.927104 = -42099.370158 nChanged 24 SP:Iteration 5Q (109.964358 sec): 3 clusters Score: Raw -42767.480335 + Penalty 658.459111 = -42109.021224 nChanged 14 SP:Iteration 6Q (109.966380 sec): 3 clusters Score: Raw -42772.296688 + Penalty 661.021378 = -42111.275311 nChanged 10 SP:Iteration 7Q (109.968387 sec): 3 clusters Score: Raw -42775.806313 + Penalty 662.019021 = -42113.787293 nChanged 5 SP:Iteration 8Q (109.970376 sec): 3 clusters Score: Raw -42777.944575 + Penalty 663.938010 = -42114.006565 nChanged 8 SP:Iteration 9Q (109.972330 sec): 3 clusters Score: Raw -42786.532619 + Penalty 665.590618 = -42120.942000 nChanged 9 SP:Iteration 10F (109.974378 sec): 3 clusters Score: Raw -42791.915452 + Penalty 666.365744 = -42125.549708 nChanged 11 SP:Iteration 11Q (109.976315 sec): 3 clusters Score: Raw -42802.391084 + Penalty 666.324691 = -42136.066393 nChanged 8 SP:Iteration 12Q (109.978232 sec): 3 clusters Score: Raw -42808.918976 + Penalty 668.451888 = -42140.467088 nChanged 6 SP:Iteration 13Q (109.980129 sec): 3 clusters Score: Raw -42812.230884 + Penalty 670.281370 = -42141.949515 nChanged 6 SP:Iteration 14Q (109.982043 sec): 3 clusters Score: Raw -42814.968412 + Penalty 672.209477 = -42142.758935 nChanged 6 SP:Iteration 15Q (109.983923 sec): 3 clusters Score: Raw -42819.230642 + Penalty 672.918537 = -42146.312105 nChanged 4 SP:Iteration 16Q (109.985785 sec): 3 clusters Score: Raw -42821.298293 + Penalty 676.255437 = -42145.042856 nChanged 5 SP:Iteration 17F (109.987830 sec): 3 clusters Score: Raw -42823.062672 + Penalty 678.961805 = -42144.100867 nChanged 4 SP:Iteration 18F (109.989877 sec): 3 clusters Score: Raw -42823.458216 + Penalty 679.521453 = -42143.936763 nChanged 2 SP:Iteration 19F (109.991919 sec): 3 clusters Score: Raw -42825.338238 + Penalty 677.864932 = -42147.473306 nChanged 2 SP:Iteration 20F (109.993966 sec): 3 clusters Score: Raw -42826.971056 + Penalty 677.864932 = -42149.106125 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 12 (491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.996400 sec): 2 clusters Score: Raw -24408.576326 + Penalty 555.507764 = -23853.068561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.997474 sec): 3 clusters Score: Raw -23998.608500 + Penalty 1113.257764 = -22885.350736 nChanged 130 SP:Iteration 1F (109.998532 sec): 3 clusters Score: Raw -24142.683979 + Penalty 1112.875247 = -23029.808732 nChanged 59 SP:Iteration 2F (109.999586 sec): 3 clusters Score: Raw -24259.375387 + Penalty 1111.408352 = -23147.967035 nChanged 37 SP:Iteration 3F (110.000638 sec): 3 clusters Score: Raw -24367.838151 + Penalty 1108.676776 = -23259.161375 nChanged 56 SP:Iteration 4F (110.001688 sec): 3 clusters Score: Raw -24553.914696 + Penalty 1101.151244 = -23452.763452 nChanged 55 SP:Iteration 5F (110.002739 sec): 3 clusters Score: Raw -24716.902712 + Penalty 1098.384887 = -23618.517825 nChanged 15 SP:Iteration 6Q (110.003635 sec): 3 clusters Score: Raw -24763.386993 + Penalty 1094.691762 = -23668.695231 nChanged 4 SP:Iteration 7Q (110.004490 sec): 3 clusters Score: Raw -24778.000474 + Penalty 1094.862393 = -23683.138081 nChanged 1 SP:Iteration 8Q (110.005339 sec): 3 clusters Score: Raw -24778.695349 + Penalty 1094.862393 = -23683.832956 nChanged 0 SP:Iteration 9F (110.006386 sec): 3 clusters Score: Raw -24778.695349 + Penalty 1094.862393 = -23683.832956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 13 (535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.008724 sec): 2 clusters Score: Raw -24187.745754 + Penalty 567.411665 = -23620.334090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.009878 sec): 3 clusters Score: Raw -23755.125482 + Penalty 1148.316571 = -22606.808912 nChanged 165 SP:Iteration 1F (110.011009 sec): 3 clusters Score: Raw -24012.742529 + Penalty 1167.171630 = -22845.570899 nChanged 74 SP:Iteration 2F (110.012179 sec): 3 clusters Score: Raw -24157.006921 + Penalty 1178.966925 = -22978.039996 nChanged 46 SP:Iteration 3F (110.013391 sec): 3 clusters Score: Raw -24230.971059 + Penalty 1186.367875 = -23044.603185 nChanged 25 SP:Iteration 4Q (110.014500 sec): 3 clusters Score: Raw -24275.504464 + Penalty 1199.229881 = -23076.274582 nChanged 15 SP:Iteration 5Q (110.015568 sec): 3 clusters Score: Raw -24300.901173 + Penalty 1207.317354 = -23093.583819 nChanged 7 SP:Iteration 6Q (110.016597 sec): 3 clusters Score: Raw -24318.284647 + Penalty 1219.549759 = -23098.734888 nChanged 5 SP:Iteration 7Q (110.017566 sec): 3 clusters Score: Raw -24327.835839 + Penalty 1227.281347 = -23100.554491 nChanged 5 SP:Iteration 8Q (110.018527 sec): 3 clusters Score: Raw -24335.972767 + Penalty 1227.358021 = -23108.614747 nChanged 4 SP:Iteration 9Q (110.019483 sec): 3 clusters Score: Raw -24345.309126 + Penalty 1227.757462 = -23117.551664 nChanged 3 SP:Iteration 10F (110.020631 sec): 3 clusters Score: Raw -24353.177999 + Penalty 1228.526932 = -23124.651067 nChanged 1 SP:Iteration 11Q (110.021574 sec): 3 clusters Score: Raw -24354.282402 + Penalty 1228.526932 = -23125.755470 nChanged 0 SP:Iteration 12F (110.022732 sec): 3 clusters Score: Raw -24354.282402 + Penalty 1228.526932 = -23125.755470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 16 (487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.025034 sec): 2 clusters Score: Raw -24242.764631 + Penalty 790.422876 = -23452.341756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.026103 sec): 3 clusters Score: Raw -23902.147483 + Penalty 1583.111387 = -22319.036096 nChanged 129 SP:Iteration 1F (110.027155 sec): 3 clusters Score: Raw -24043.970000 + Penalty 1585.815073 = -22458.154927 nChanged 42 SP:Iteration 2F (110.028205 sec): 3 clusters Score: Raw -24109.657203 + Penalty 1587.873617 = -22521.783585 nChanged 32 SP:Iteration 3F (110.029255 sec): 3 clusters Score: Raw -24149.001884 + Penalty 1588.013981 = -22560.987903 nChanged 19 SP:Iteration 4Q (110.030274 sec): 3 clusters Score: Raw -24173.903971 + Penalty 1590.200001 = -22583.703970 nChanged 21 SP:Iteration 5Q (110.031285 sec): 3 clusters Score: Raw -24196.448553 + Penalty 1587.430412 = -22609.018141 nChanged 13 SP:Iteration 6Q (110.032283 sec): 3 clusters Score: Raw -24215.335007 + Penalty 1586.371193 = -22628.963814 nChanged 17 SP:Iteration 7Q (110.033274 sec): 3 clusters Score: Raw -24234.062773 + Penalty 1586.296180 = -22647.766593 nChanged 10 SP:Iteration 8Q (110.034248 sec): 3 clusters Score: Raw -24244.343234 + Penalty 1587.526496 = -22656.816738 nChanged 7 SP:Iteration 9Q (110.035225 sec): 3 clusters Score: Raw -24254.706896 + Penalty 1585.294631 = -22669.412265 nChanged 6 SP:Iteration 10F (110.036273 sec): 3 clusters Score: Raw -24260.400072 + Penalty 1585.079109 = -22675.320963 nChanged 3 SP:Iteration 11Q (110.037222 sec): 3 clusters Score: Raw -24265.999161 + Penalty 1581.085306 = -22684.913855 nChanged 2 SP:Iteration 12Q (110.038161 sec): 3 clusters Score: Raw -24271.570679 + Penalty 1574.526884 = -22697.043796 nChanged 4 SP:Iteration 13Q (110.039100 sec): 3 clusters Score: Raw -24277.190716 + Penalty 1573.737456 = -22703.453260 nChanged 1 SP:Iteration 14Q (110.040026 sec): 3 clusters Score: Raw -24278.370533 + Penalty 1572.082855 = -22706.287678 nChanged 2 SP:Iteration 15Q (110.040950 sec): 3 clusters Score: Raw -24280.866021 + Penalty 1572.082855 = -22708.783166 nChanged 0 SP:Iteration 16F (110.041997 sec): 3 clusters Score: Raw -24280.866021 + Penalty 1572.082855 = -22708.783166 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 18 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.044909 sec): 2 clusters Score: Raw -34430.591583 + Penalty 680.596587 = -33749.994996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.046351 sec): 3 clusters Score: Raw -33945.512159 + Penalty 1360.664487 = -32584.847672 nChanged 214 SP:Iteration 1F (110.047708 sec): 3 clusters Score: Raw -34114.620760 + Penalty 1360.797708 = -32753.823052 nChanged 49 SP:Iteration 2F (110.049068 sec): 3 clusters Score: Raw -34166.259728 + Penalty 1361.021569 = -32805.238158 nChanged 30 SP:Iteration 3Q (110.050413 sec): 3 clusters Score: Raw -34203.083774 + Penalty 1361.150368 = -32841.933406 nChanged 26 SP:Iteration 4Q (110.051750 sec): 3 clusters Score: Raw -34222.937798 + Penalty 1360.952338 = -32861.985460 nChanged 20 SP:Iteration 5Q (110.053089 sec): 3 clusters Score: Raw -34244.213158 + Penalty 1361.361079 = -32882.852080 nChanged 18 SP:Iteration 6Q (110.054421 sec): 3 clusters Score: Raw -34262.828138 + Penalty 1363.721041 = -32899.107098 nChanged 19 SP:Iteration 7Q (110.055749 sec): 3 clusters Score: Raw -34283.964631 + Penalty 1364.905568 = -32919.059062 nChanged 14 SP:Iteration 8Q (110.057079 sec): 3 clusters Score: Raw -34296.505352 + Penalty 1365.613240 = -32930.892112 nChanged 10 SP:Iteration 9Q (110.058402 sec): 3 clusters Score: Raw -34313.685612 + Penalty 1366.503051 = -32947.182562 nChanged 10 SP:Iteration 10F (110.059786 sec): 3 clusters Score: Raw -34326.341492 + Penalty 1367.994513 = -32958.346979 nChanged 8 SP:Iteration 11Q (110.061072 sec): 3 clusters Score: Raw -34333.688145 + Penalty 1368.728534 = -32964.959611 nChanged 6 SP:Iteration 12Q (110.062360 sec): 3 clusters Score: Raw -34336.193368 + Penalty 1368.842722 = -32967.350646 nChanged 1 SP:Iteration 13Q (110.063647 sec): 3 clusters Score: Raw -34337.033001 + Penalty 1368.842722 = -32968.190279 nChanged 0 SP:Iteration 14F (110.065001 sec): 3 clusters Score: Raw -34337.033001 + Penalty 1368.842722 = -32968.190279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 19 (460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.066963 sec): 2 clusters Score: Raw -20503.144692 + Penalty 519.771393 = -19983.373300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.067981 sec): 3 clusters Score: Raw -20311.207498 + Penalty 1039.974498 = -19271.233001 nChanged 124 SP:Iteration 1F (110.068982 sec): 3 clusters Score: Raw -20416.669238 + Penalty 1042.283650 = -19374.385588 nChanged 49 SP:Iteration 2F (110.069982 sec): 3 clusters Score: Raw -20471.722456 + Penalty 1047.975826 = -19423.746630 nChanged 35 SP:Iteration 3F (110.070980 sec): 3 clusters Score: Raw -20519.498329 + Penalty 1059.211115 = -19460.287213 nChanged 32 SP:Iteration 4F (110.071977 sec): 3 clusters Score: Raw -20568.722213 + Penalty 1067.260550 = -19501.461663 nChanged 19 SP:Iteration 5Q (110.072956 sec): 3 clusters Score: Raw -20589.270963 + Penalty 1072.968256 = -19516.302707 nChanged 8 SP:Iteration 6Q (110.073937 sec): 3 clusters Score: Raw -20603.337059 + Penalty 1077.675700 = -19525.661359 nChanged 11 SP:Iteration 7Q (110.074906 sec): 3 clusters Score: Raw -20614.207568 + Penalty 1080.438562 = -19533.769005 nChanged 4 SP:Iteration 8Q (110.075870 sec): 3 clusters Score: Raw -20617.837138 + Penalty 1081.733844 = -19536.103294 nChanged 3 SP:Iteration 9Q (110.076829 sec): 3 clusters Score: Raw -20619.633027 + Penalty 1082.171687 = -19537.461340 nChanged 1 SP:Iteration 10F (110.077825 sec): 3 clusters Score: Raw -20620.186516 + Penalty 1082.171687 = -19538.014829 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 20 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.087911 sec): 2 clusters Score: Raw -96281.445728 + Penalty 767.744032 = -95513.701696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.091639 sec): 3 clusters Score: Raw -94934.415273 + Penalty 1528.117838 = -93406.297435 nChanged 795 SP:Iteration 1F (110.095263 sec): 3 clusters Score: Raw -95493.421656 + Penalty 1515.768956 = -93977.652700 nChanged 214 SP:Iteration 2F (110.098878 sec): 3 clusters Score: Raw -95666.776040 + Penalty 1502.774164 = -94164.001876 nChanged 147 SP:Iteration 3F (110.102484 sec): 3 clusters Score: Raw -95818.432562 + Penalty 1484.838880 = -94333.593682 nChanged 147 SP:Iteration 4F (110.106081 sec): 3 clusters Score: Raw -95964.974092 + Penalty 1468.039584 = -94496.934507 nChanged 123 SP:Iteration 5F (110.109671 sec): 3 clusters Score: Raw -96079.687795 + Penalty 1466.640649 = -94613.047146 nChanged 107 SP:Iteration 6F (110.113260 sec): 3 clusters Score: Raw -96177.262887 + Penalty 1493.327628 = -94683.935259 nChanged 71 SP:Iteration 7Q (110.116504 sec): 3 clusters Score: Raw -96251.092680 + Penalty 1514.025332 = -94737.067348 nChanged 41 SP:Iteration 8Q (110.119571 sec): 3 clusters Score: Raw -96286.330295 + Penalty 1566.215732 = -94720.114563 nChanged 13 SP:Iteration 9F (110.123351 sec): 3 clusters Score: Raw -96299.152695 + Penalty 1601.364946 = -94697.787749 nChanged 8 SP:Iteration 10F (110.127246 sec): 3 clusters Score: Raw -96310.141105 + Penalty 1643.546963 = -94666.594142 nChanged 3 SP:Iteration 11F (110.130845 sec): 3 clusters Score: Raw -96315.279494 + Penalty 1658.460385 = -94656.819109 nChanged 1 SP:Iteration 12F (110.134452 sec): 3 clusters Score: Raw -96316.511383 + Penalty 1658.460385 = -94658.050998 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 22 (880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.141059 sec): 2 clusters Score: Raw -30999.105902 + Penalty 422.869703 = -30576.236200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.142852 sec): 3 clusters Score: Raw -30545.939937 + Penalty 848.245425 = -29697.694512 nChanged 336 SP:Iteration 1F (110.144568 sec): 3 clusters Score: Raw -30797.139180 + Penalty 843.660324 = -29953.478855 nChanged 123 SP:Iteration 2F (110.146282 sec): 3 clusters Score: Raw -30941.742275 + Penalty 838.122395 = -30103.619881 nChanged 84 SP:Iteration 3F (110.147989 sec): 3 clusters Score: Raw -31028.327797 + Penalty 834.803582 = -30193.524215 nChanged 70 SP:Iteration 4F (110.149697 sec): 3 clusters Score: Raw -31096.882792 + Penalty 831.633285 = -30265.249508 nChanged 38 SP:Iteration 5Q (110.151364 sec): 3 clusters Score: Raw -31126.533207 + Penalty 832.238298 = -30294.294909 nChanged 21 SP:Iteration 6Q (110.153024 sec): 3 clusters Score: Raw -31134.487162 + Penalty 830.516038 = -30303.971125 nChanged 13 SP:Iteration 7Q (110.154688 sec): 3 clusters Score: Raw -31139.903235 + Penalty 830.574028 = -30309.329207 nChanged 6 SP:Iteration 8Q (110.156351 sec): 3 clusters Score: Raw -31143.438654 + Penalty 829.917716 = -30313.520939 nChanged 7 SP:Iteration 9Q (110.158006 sec): 3 clusters Score: Raw -31148.698104 + Penalty 829.216134 = -30319.481970 nChanged 6 SP:Iteration 10F (110.159764 sec): 3 clusters Score: Raw -31151.397517 + Penalty 828.873431 = -30322.524086 nChanged 5 SP:Iteration 11Q (110.161452 sec): 3 clusters Score: Raw -31153.808474 + Penalty 829.046601 = -30324.761873 nChanged 2 SP:Iteration 12Q (110.163106 sec): 3 clusters Score: Raw -31155.638665 + Penalty 827.751500 = -30327.887164 nChanged 3 SP:Iteration 13Q (110.164765 sec): 3 clusters Score: Raw -31157.526750 + Penalty 826.920894 = -30330.605856 nChanged 3 SP:Iteration 14Q (110.166421 sec): 3 clusters Score: Raw -31158.034721 + Penalty 827.720798 = -30330.313924 nChanged 2 SP:Iteration 15F (110.168183 sec): 3 clusters Score: Raw -31158.244078 + Penalty 828.069547 = -30330.174531 nChanged 1 SP:Iteration 16F (110.170021 sec): 3 clusters Score: Raw -31158.464734 + Penalty 828.532839 = -30329.931895 nChanged 1 SP:Iteration 17F (110.171815 sec): 3 clusters Score: Raw -31158.539312 + Penalty 828.532839 = -30330.006473 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 26 (627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.174050 sec): 2 clusters Score: Raw -28056.026151 + Penalty 595.381656 = -27460.644495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.175390 sec): 3 clusters Score: Raw -27771.050790 + Penalty 1217.269823 = -26553.780966 nChanged 211 SP:Iteration 1F (110.176685 sec): 3 clusters Score: Raw -28028.518943 + Penalty 1243.753520 = -26784.765423 nChanged 74 SP:Iteration 2F (110.177980 sec): 3 clusters Score: Raw -28125.327057 + Penalty 1256.185770 = -26869.141287 nChanged 25 SP:Iteration 3Q (110.179284 sec): 3 clusters Score: Raw -28154.787857 + Penalty 1261.950513 = -26892.837344 nChanged 15 SP:Iteration 4Q (110.180563 sec): 3 clusters Score: Raw -28169.012759 + Penalty 1268.121999 = -26900.890760 nChanged 6 SP:Iteration 5Q (110.181838 sec): 3 clusters Score: Raw -28174.402283 + Penalty 1270.857463 = -26903.544820 nChanged 4 SP:Iteration 6Q (110.183114 sec): 3 clusters Score: Raw -28176.683247 + Penalty 1272.103493 = -26904.579754 nChanged 2 SP:Iteration 7Q (110.184382 sec): 3 clusters Score: Raw -28178.803447 + Penalty 1274.404832 = -26904.398615 nChanged 3 SP:Iteration 8F (110.185674 sec): 3 clusters Score: Raw -28184.297810 + Penalty 1274.485997 = -26909.811813 nChanged 2 SP:Iteration 9Q (110.186929 sec): 3 clusters Score: Raw -28187.090529 + Penalty 1275.655929 = -26911.434599 nChanged 5 SP:Iteration 10F (110.188228 sec): 3 clusters Score: Raw -28192.705974 + Penalty 1276.678434 = -26916.027540 nChanged 4 SP:Iteration 11Q (110.189512 sec): 3 clusters Score: Raw -28197.045353 + Penalty 1278.100245 = -26918.945108 nChanged 4 SP:Iteration 12Q (110.190753 sec): 3 clusters Score: Raw -28199.978672 + Penalty 1278.100245 = -26921.878427 nChanged 0 SP:Iteration 13F (110.192043 sec): 3 clusters Score: Raw -28199.978672 + Penalty 1278.100245 = -26921.878427 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 31 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.194096 sec): 2 clusters Score: Raw -28621.686394 + Penalty 278.007509 = -28343.678884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.195373 sec): 3 clusters Score: Raw -28304.585923 + Penalty 556.327998 = -27748.257925 nChanged 225 SP:Iteration 1F (110.196626 sec): 3 clusters Score: Raw -28456.132085 + Penalty 557.907051 = -27898.225034 nChanged 50 SP:Iteration 2F (110.197880 sec): 3 clusters Score: Raw -28485.313489 + Penalty 559.756315 = -27925.557174 nChanged 23 SP:Iteration 3Q (110.199135 sec): 3 clusters Score: Raw -28496.819353 + Penalty 560.762235 = -27936.057118 nChanged 12 SP:Iteration 4Q (110.200374 sec): 3 clusters Score: Raw -28502.687353 + Penalty 561.635620 = -27941.051733 nChanged 13 SP:Iteration 5Q (110.201614 sec): 3 clusters Score: Raw -28511.096641 + Penalty 563.579059 = -27947.517582 nChanged 16 SP:Iteration 6Q (110.202853 sec): 3 clusters Score: Raw -28527.198699 + Penalty 565.170433 = -27962.028266 nChanged 16 SP:Iteration 7Q (110.204094 sec): 3 clusters Score: Raw -28543.740252 + Penalty 566.969097 = -27976.771155 nChanged 13 SP:Iteration 8Q (110.205323 sec): 3 clusters Score: Raw -28551.648961 + Penalty 568.995724 = -27982.653237 nChanged 10 SP:Iteration 9Q (110.206546 sec): 3 clusters Score: Raw -28555.309808 + Penalty 569.602942 = -27985.706865 nChanged 4 SP:Iteration 10F (110.207794 sec): 3 clusters Score: Raw -28556.760907 + Penalty 570.468942 = -27986.291965 nChanged 5 SP:Iteration 11Q (110.209038 sec): 3 clusters Score: Raw -28560.788214 + Penalty 571.644194 = -27989.144020 nChanged 7 SP:Iteration 12Q (110.210257 sec): 3 clusters Score: Raw -28568.388699 + Penalty 575.104482 = -27993.284217 nChanged 10 SP:Iteration 13Q (110.211475 sec): 3 clusters Score: Raw -28574.601803 + Penalty 577.024869 = -27997.576934 nChanged 11 SP:Iteration 14Q (110.212663 sec): 3 clusters Score: Raw -28580.971673 + Penalty 581.044299 = -27999.927374 nChanged 11 SP:Iteration 15Q (110.213852 sec): 3 clusters Score: Raw -28585.671542 + Penalty 585.903516 = -27999.768026 nChanged 11 SP:Iteration 16F (110.215113 sec): 3 clusters Score: Raw -28592.373928 + Penalty 588.853500 = -28003.520427 nChanged 9 SP:Iteration 17Q (110.216297 sec): 3 clusters Score: Raw -28597.490098 + Penalty 591.077155 = -28006.412943 nChanged 6 SP:Iteration 18Q (110.217471 sec): 3 clusters Score: Raw -28600.509938 + Penalty 592.875074 = -28007.634864 nChanged 7 SP:Iteration 19Q (110.218624 sec): 3 clusters Score: Raw -28603.462642 + Penalty 594.851631 = -28008.611012 nChanged 6 SP:Iteration 20F (110.219947 sec): 3 clusters Score: Raw -28608.141497 + Penalty 600.777190 = -28007.364307 nChanged 9 SP:Iteration 21F (110.221230 sec): 3 clusters Score: Raw -28612.804570 + Penalty 604.378023 = -28008.426547 nChanged 7 SP:Iteration 22Q (110.222381 sec): 3 clusters Score: Raw -28616.764717 + Penalty 605.216520 = -28011.548197 nChanged 5 SP:Iteration 23Q (110.223532 sec): 3 clusters Score: Raw -28619.903269 + Penalty 607.349845 = -28012.553424 nChanged 5 SP:Iteration 24Q (110.224673 sec): 3 clusters Score: Raw -28620.595181 + Penalty 607.813712 = -28012.781470 nChanged 3 SP:Iteration 25Q (110.225819 sec): 3 clusters Score: Raw -28621.222976 + Penalty 608.674407 = -28012.548569 nChanged 3 SP:Iteration 26F (110.227067 sec): 3 clusters Score: Raw -28621.790142 + Penalty 609.733952 = -28012.056189 nChanged 1 SP:Iteration 27F (110.228311 sec): 3 clusters Score: Raw -28621.949791 + Penalty 610.904482 = -28011.045308 nChanged 1 SP:Iteration 28F (110.229585 sec): 3 clusters Score: Raw -28622.088104 + Penalty 612.157904 = -28009.930200 nChanged 3 SP:Iteration 29F (110.230830 sec): 3 clusters Score: Raw -28622.715501 + Penalty 612.157904 = -28010.557597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 32 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.231576 sec): 2 clusters Score: Raw -3608.243127 + Penalty 69.514457 = -3538.728670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.231957 sec): 3 clusters Score: Raw -3567.499402 + Penalty 140.819554 = -3426.679848 nChanged 27 SP:Iteration 1F (110.232330 sec): 3 clusters Score: Raw -3592.332072 + Penalty 149.506847 = -3442.825225 nChanged 7 SP:Iteration 2F (110.232702 sec): 3 clusters Score: Raw -3600.236593 + Penalty 155.580393 = -3444.656200 nChanged 3 SP:Iteration 3Q (110.233071 sec): 3 clusters Score: Raw -3605.364922 + Penalty 166.516405 = -3438.848517 nChanged 5 SP:Iteration 4F (110.233446 sec): 3 clusters Score: Raw -3611.105055 + Penalty 179.129641 = -3431.975414 nChanged 3 SP:Iteration 5F (110.233817 sec): 3 clusters Score: Raw -3618.820891 + Penalty 185.057651 = -3433.763239 nChanged 1 SP:Iteration 6Q (110.234178 sec): 3 clusters Score: Raw -3620.274638 + Penalty 208.528173 = -3411.746466 nChanged 3 SP:Iteration 7F (110.234572 sec): 3 clusters Score: Raw -3624.853985 + Penalty 208.528173 = -3416.325813 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 38 (580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.236668 sec): 2 clusters Score: Raw -24509.374701 + Penalty 438.143962 = -24071.230739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.237965 sec): 3 clusters Score: Raw -24098.581557 + Penalty 875.401902 = -23223.179655 nChanged 193 SP:Iteration 1F (110.239182 sec): 3 clusters Score: Raw -24288.521772 + Penalty 874.608146 = -23413.913626 nChanged 57 SP:Iteration 2F (110.240399 sec): 3 clusters Score: Raw -24353.147970 + Penalty 872.197537 = -23480.950432 nChanged 37 SP:Iteration 3F (110.241612 sec): 3 clusters Score: Raw -24389.321032 + Penalty 871.855705 = -23517.465327 nChanged 28 SP:Iteration 4Q (110.242811 sec): 3 clusters Score: Raw -24422.432669 + Penalty 864.131949 = -23558.300721 nChanged 27 SP:Iteration 5Q (110.244009 sec): 3 clusters Score: Raw -24446.887685 + Penalty 849.719771 = -23597.167914 nChanged 19 SP:Iteration 6Q (110.245190 sec): 3 clusters Score: Raw -24474.097865 + Penalty 837.512024 = -23636.585841 nChanged 17 SP:Iteration 7Q (110.246346 sec): 3 clusters Score: Raw -24494.084934 + Penalty 824.264886 = -23669.820049 nChanged 11 SP:Iteration 8Q (110.247486 sec): 3 clusters Score: Raw -24504.779997 + Penalty 822.394997 = -23682.385000 nChanged 6 SP:Iteration 9Q (110.248616 sec): 3 clusters Score: Raw -24511.441459 + Penalty 818.841409 = -23692.600050 nChanged 3 SP:Iteration 10F (110.249827 sec): 3 clusters Score: Raw -24512.891940 + Penalty 818.361537 = -23694.530403 nChanged 2 SP:Iteration 11Q (110.250930 sec): 3 clusters Score: Raw -24514.727515 + Penalty 812.885940 = -23701.841575 nChanged 2 SP:Iteration 12Q (110.252030 sec): 3 clusters Score: Raw -24515.342121 + Penalty 812.885940 = -23702.456180 nChanged 0 SP:Iteration 13F (110.253243 sec): 3 clusters Score: Raw -24515.342121 + Penalty 812.885940 = -23702.456180 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 51 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.255236 sec): 2 clusters Score: Raw -21086.552316 + Penalty 833.138825 = -20253.413491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.256443 sec): 3 clusters Score: Raw -20762.528872 + Penalty 1664.086491 = -19098.442381 nChanged 140 SP:Iteration 1F (110.257631 sec): 3 clusters Score: Raw -20921.622997 + Penalty 1660.649783 = -19260.973214 nChanged 50 SP:Iteration 2F (110.258849 sec): 3 clusters Score: Raw -20987.791462 + Penalty 1657.286411 = -19330.505051 nChanged 32 SP:Iteration 3F (110.260036 sec): 3 clusters Score: Raw -21028.258224 + Penalty 1656.083481 = -19372.174744 nChanged 17 SP:Iteration 4Q (110.261186 sec): 3 clusters Score: Raw -21051.285613 + Penalty 1655.285781 = -19395.999832 nChanged 6 SP:Iteration 5Q (110.262332 sec): 3 clusters Score: Raw -21056.837473 + Penalty 1653.772549 = -19403.064924 nChanged 6 SP:Iteration 6Q (110.263479 sec): 3 clusters Score: Raw -21061.617427 + Penalty 1652.807750 = -19408.809677 nChanged 5 SP:Iteration 7Q (110.264620 sec): 3 clusters Score: Raw -21068.083376 + Penalty 1651.531859 = -19416.551517 nChanged 7 SP:Iteration 8Q (110.265760 sec): 3 clusters Score: Raw -21080.110029 + Penalty 1649.322694 = -19430.787335 nChanged 8 SP:Iteration 9Q (110.266895 sec): 3 clusters Score: Raw -21094.033351 + Penalty 1646.320795 = -19447.712556 nChanged 6 SP:Iteration 10F (110.268097 sec): 3 clusters Score: Raw -21101.796607 + Penalty 1645.762848 = -19456.033759 nChanged 3 SP:Iteration 11Q (110.269229 sec): 3 clusters Score: Raw -21105.368106 + Penalty 1643.759552 = -19461.608554 nChanged 5 SP:Iteration 12Q (110.270359 sec): 3 clusters Score: Raw -21111.609562 + Penalty 1642.367565 = -19469.241997 nChanged 5 SP:Iteration 13Q (110.271487 sec): 3 clusters Score: Raw -21115.439789 + Penalty 1640.940235 = -19474.499554 nChanged 4 SP:Iteration 14Q (110.272614 sec): 3 clusters Score: Raw -21119.676047 + Penalty 1639.662344 = -19480.013703 nChanged 3 SP:Iteration 15Q (110.273740 sec): 3 clusters Score: Raw -21121.660729 + Penalty 1639.200801 = -19482.459929 nChanged 1 SP:Iteration 16Q (110.274862 sec): 3 clusters Score: Raw -21122.635297 + Penalty 1638.708943 = -19483.926354 nChanged 1 SP:Iteration 17Q (110.275984 sec): 3 clusters Score: Raw -21123.510957 + Penalty 1638.708943 = -19484.802015 nChanged 0 SP:Iteration 18F (110.277165 sec): 3 clusters Score: Raw -21123.510957 + Penalty 1638.708943 = -19484.802015 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 54 (570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.279183 sec): 2 clusters Score: Raw -25747.024239 + Penalty 307.725728 = -25439.298511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.280403 sec): 3 clusters Score: Raw -25428.000078 + Penalty 618.690828 = -24809.309250 nChanged 213 SP:Iteration 1F (110.281601 sec): 3 clusters Score: Raw -25549.538650 + Penalty 622.558311 = -24926.980339 nChanged 78 SP:Iteration 2F (110.282777 sec): 3 clusters Score: Raw -25601.844969 + Penalty 624.520212 = -24977.324757 nChanged 44 SP:Iteration 3F (110.283961 sec): 3 clusters Score: Raw -25630.506125 + Penalty 627.953686 = -25002.552439 nChanged 32 SP:Iteration 4F (110.285174 sec): 3 clusters Score: Raw -25656.761883 + Penalty 632.695193 = -25024.066690 nChanged 25 SP:Iteration 5Q (110.286366 sec): 3 clusters Score: Raw -25680.346820 + Penalty 635.341916 = -25045.004904 nChanged 20 SP:Iteration 6Q (110.287558 sec): 3 clusters Score: Raw -25710.198031 + Penalty 638.285467 = -25071.912564 nChanged 12 SP:Iteration 7Q (110.288717 sec): 3 clusters Score: Raw -25715.017748 + Penalty 640.589085 = -25074.428663 nChanged 9 SP:Iteration 8Q (110.289866 sec): 3 clusters Score: Raw -25718.388299 + Penalty 648.009874 = -25070.378426 nChanged 11 SP:Iteration 9F (110.291056 sec): 3 clusters Score: Raw -25723.277147 + Penalty 650.757136 = -25072.520011 nChanged 8 SP:Iteration 10F (110.292246 sec): 3 clusters Score: Raw -25728.442425 + Penalty 661.030312 = -25067.412113 nChanged 10 SP:Iteration 11F (110.293439 sec): 3 clusters Score: Raw -25732.189285 + Penalty 672.132347 = -25060.056938 nChanged 11 SP:Iteration 12F (110.294615 sec): 3 clusters Score: Raw -25737.617289 + Penalty 678.851846 = -25058.765443 nChanged 8 SP:Iteration 13F (110.295887 sec): 3 clusters Score: Raw -25743.385025 + Penalty 697.757373 = -25045.627652 nChanged 11 SP:Iteration 14F (110.297093 sec): 3 clusters Score: Raw -25751.682394 + Penalty 716.357759 = -25035.324635 nChanged 10 SP:Iteration 15F (110.298320 sec): 3 clusters Score: Raw -25758.271461 + Penalty 734.940762 = -25023.330699 nChanged 8 SP:Iteration 16F (110.299513 sec): 3 clusters Score: Raw -25764.478031 + Penalty 751.227100 = -25013.250931 nChanged 6 SP:Iteration 17F (110.300710 sec): 3 clusters Score: Raw -25770.437875 + Penalty 752.773569 = -25017.664307 nChanged 4 SP:Iteration 18Q (110.301808 sec): 3 clusters Score: Raw -25772.491555 + Penalty 759.111399 = -25013.380157 nChanged 2 SP:Iteration 19F (110.303005 sec): 3 clusters Score: Raw -25773.041212 + Penalty 764.051965 = -25008.989247 nChanged 1 SP:Iteration 20F (110.304199 sec): 3 clusters Score: Raw -25773.455067 + Penalty 768.926913 = -25004.528154 nChanged 1 SP:Iteration 21F (110.305390 sec): 3 clusters Score: Raw -25774.246661 + Penalty 769.495448 = -25004.751213 nChanged 1 SP:Iteration 22Q (110.306463 sec): 3 clusters Score: Raw -25775.321034 + Penalty 772.011202 = -25003.309832 nChanged 1 SP:Iteration 23F (110.307638 sec): 3 clusters Score: Raw -25775.942226 + Penalty 778.273975 = -24997.668251 nChanged 1 SP:Iteration 24F (110.309152 sec): 3 clusters Score: Raw -25776.611021 + Penalty 778.273975 = -24998.337046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 55 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.310610 sec): 2 clusters Score: Raw -11340.703187 + Penalty 494.350135 = -10846.353051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.311203 sec): 3 clusters Score: Raw -11151.774262 + Penalty 989.120076 = -10162.654186 nChanged 54 SP:Iteration 1F (110.311785 sec): 3 clusters Score: Raw -11238.318494 + Penalty 993.658168 = -10244.660327 nChanged 28 SP:Iteration 2F (110.312367 sec): 3 clusters Score: Raw -11305.525264 + Penalty 1000.117209 = -10305.408055 nChanged 19 SP:Iteration 3F (110.312948 sec): 3 clusters Score: Raw -11340.886497 + Penalty 1014.726276 = -10326.160221 nChanged 17 SP:Iteration 4F (110.313530 sec): 3 clusters Score: Raw -11370.669416 + Penalty 1023.904842 = -10346.764574 nChanged 5 SP:Iteration 5Q (110.314070 sec): 3 clusters Score: Raw -11376.058497 + Penalty 1023.904842 = -10352.153655 nChanged 0 SP:Iteration 6F (110.314649 sec): 3 clusters Score: Raw -11376.058497 + Penalty 1023.904842 = -10352.153655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 62 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.316400 sec): 2 clusters Score: Raw -11134.459613 + Penalty 378.583202 = -10755.876411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.317117 sec): 3 clusters Score: Raw -11044.033852 + Penalty 760.079866 = -10283.953986 nChanged 85 SP:Iteration 1F (110.317827 sec): 3 clusters Score: Raw -11162.585437 + Penalty 766.454430 = -10396.131006 nChanged 21 SP:Iteration 2F (110.318535 sec): 3 clusters Score: Raw -11218.550338 + Penalty 770.751303 = -10447.799035 nChanged 15 SP:Iteration 3F (110.319241 sec): 3 clusters Score: Raw -11247.391940 + Penalty 771.080215 = -10476.311725 nChanged 8 SP:Iteration 4Q (110.319894 sec): 3 clusters Score: Raw -11257.292227 + Penalty 773.577800 = -10483.714428 nChanged 5 SP:Iteration 5Q (110.320536 sec): 3 clusters Score: Raw -11261.642543 + Penalty 775.615266 = -10486.027277 nChanged 2 SP:Iteration 6Q (110.321173 sec): 3 clusters Score: Raw -11264.592716 + Penalty 777.434377 = -10487.158340 nChanged 1 SP:Iteration 7Q (110.321807 sec): 3 clusters Score: Raw -11266.748111 + Penalty 779.157951 = -10487.590160 nChanged 1 SP:Iteration 8Q (110.322440 sec): 3 clusters Score: Raw -11269.763788 + Penalty 779.157951 = -10490.605837 nChanged 0 SP:Iteration 9F (110.323166 sec): 3 clusters Score: Raw -11269.763788 + Penalty 779.157951 = -10490.605837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 65 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.323973 sec): 2 clusters Score: Raw -2944.851505 + Penalty 395.034380 = -2549.817125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.324341 sec): 3 clusters Score: Raw -2984.209171 + Penalty 778.829403 = -2205.379767 nChanged 11 SP:Iteration 1F (110.324696 sec): 3 clusters Score: Raw -3008.360701 + Penalty 776.511429 = -2231.849272 nChanged 3 SP:Iteration 2Q (110.325035 sec): 3 clusters Score: Raw -3013.184032 + Penalty 776.462670 = -2236.721362 nChanged 1 SP:Iteration 3Q (110.325375 sec): 3 clusters Score: Raw -3016.347934 + Penalty 776.462670 = -2239.885264 nChanged 0 SP:Iteration 4F (110.325727 sec): 3 clusters Score: Raw -3016.347934 + Penalty 776.462670 = -2239.885264 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 112 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.326839 sec): 2 clusters Score: Raw -8177.232701 + Penalty 344.608197 = -7832.624504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.327493 sec): 3 clusters Score: Raw -8137.504711 + Penalty 689.332105 = -7448.172605 nChanged 65 SP:Iteration 1F (110.328135 sec): 3 clusters Score: Raw -8222.382312 + Penalty 689.224076 = -7533.158236 nChanged 16 SP:Iteration 2F (110.328773 sec): 3 clusters Score: Raw -8240.277803 + Penalty 690.935322 = -7549.342480 nChanged 5 SP:Iteration 3Q (110.329391 sec): 3 clusters Score: Raw -8249.350452 + Penalty 693.461609 = -7555.888843 nChanged 9 SP:Iteration 4Q (110.330005 sec): 3 clusters Score: Raw -8272.332967 + Penalty 695.234315 = -7577.098652 nChanged 6 SP:Iteration 5Q (110.330644 sec): 3 clusters Score: Raw -8284.330500 + Penalty 697.989267 = -7586.341232 nChanged 5 SP:Iteration 6Q (110.331243 sec): 3 clusters Score: Raw -8293.266243 + Penalty 698.175954 = -7595.090289 nChanged 3 SP:Iteration 7Q (110.331834 sec): 3 clusters Score: Raw -8300.270260 + Penalty 698.348356 = -7601.921904 nChanged 3 SP:Iteration 8Q (110.332423 sec): 3 clusters Score: Raw -8305.911381 + Penalty 697.668247 = -7608.243134 nChanged 3 SP:Iteration 9Q (110.333011 sec): 3 clusters Score: Raw -8309.531719 + Penalty 699.424393 = -7610.107326 nChanged 3 SP:Iteration 10F (110.333631 sec): 3 clusters Score: Raw -8313.755385 + Penalty 700.176720 = -7613.578665 nChanged 1 SP:Iteration 11Q (110.334226 sec): 3 clusters Score: Raw -8314.252276 + Penalty 700.176720 = -7614.075555 nChanged 0 SP:Iteration 12F (110.334871 sec): 3 clusters Score: Raw -8314.252276 + Penalty 700.176720 = -7614.075555 nChanged 0 Iteration 219F (110.914951 sec): 28 clusters Score: Raw -1639276.747028 + Penalty 19636.154954 = -1619640.592074 nChanged 10 Iteration 220F (111.472467 sec): 28 clusters Score: Raw -1639278.855179 + Penalty 19635.277067 = -1619643.578112 nChanged 10 Iteration 221Q (111.614038 sec): 28 clusters Score: Raw -1639281.170963 + Penalty 19635.456952 = -1619645.714011 nChanged 12 Iteration 222Q (111.755520 sec): 28 clusters Score: Raw -1639282.198215 + Penalty 19635.069737 = -1619647.128478 nChanged 12 Iteration 223Q (111.897716 sec): 28 clusters Score: Raw -1639283.478887 + Penalty 19633.833641 = -1619649.645247 nChanged 14 Iteration 224Q (112.038904 sec): 28 clusters Score: Raw -1639286.058419 + Penalty 19634.033394 = -1619652.025025 nChanged 17 Iteration 225Q (112.180492 sec): 28 clusters Score: Raw -1639289.093727 + Penalty 19634.766434 = -1619654.327293 nChanged 16 Iteration 226Q (112.321522 sec): 28 clusters Score: Raw -1639291.995467 + Penalty 19633.572029 = -1619658.423438 nChanged 17 Iteration 227Q (112.464839 sec): 28 clusters Score: Raw -1639294.693240 + Penalty 19634.370817 = -1619660.322422 nChanged 11 Iteration 228Q (112.605393 sec): 28 clusters Score: Raw -1639295.392871 + Penalty 19634.233781 = -1619661.159090 nChanged 7 Iteration 229Q (112.745916 sec): 28 clusters Score: Raw -1639295.558243 + Penalty 19634.036815 = -1619661.521428 nChanged 2 Iteration 230F (113.303323 sec): 28 clusters Score: Raw -1639295.595894 + Penalty 19634.084585 = -1619661.511309 nChanged 1 Iteration 231F (113.855300 sec): 28 clusters Score: Raw -1639295.603593 + Penalty 19634.084585 = -1619661.519008 nChanged 0 Writing temp clu file Memory request: 0.19 GB would take us to total of 0.38 GB. Compute initial score before splitting: Score: Raw -1639295.603593 + Penalty 19634.084585 = -1619661.519008Memory request: 0.03 GB would take us to total of 0.41 GB. Trying to split cluster 1 (6350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.015557 sec): 2 clusters Score: Raw -258945.222977 + Penalty 97.119200 = -258848.103777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.026942 sec): 3 clusters Score: Raw -254771.034573 + Penalty 227.955834 = -254543.078739 nChanged 3025 SP:Iteration 1F (114.038085 sec): 3 clusters Score: Raw -257733.449546 + Penalty 242.722308 = -257490.727238 nChanged 638 SP:Iteration 2F (114.049259 sec): 3 clusters Score: Raw -258436.605544 + Penalty 252.556479 = -258184.049065 nChanged 277 SP:Iteration 3Q (114.060462 sec): 3 clusters Score: Raw -258734.951748 + Penalty 246.862281 = -258488.089466 nChanged 127 SP:Iteration 4Q (114.071694 sec): 3 clusters Score: Raw -258863.868817 + Penalty 208.394856 = -258655.473961 nChanged 49 SP:Iteration 5Q (114.082730 sec): 3 clusters Score: Raw -258911.637092 + Penalty 223.087823 = -258688.549269 nChanged 24 SP:Iteration 6Q (114.092766 sec): 3 clusters Score: Raw -258942.970155 + Penalty 236.353300 = -258706.616854 nChanged 3 SP:Iteration 7Q (114.101517 sec): 3 clusters Score: Raw -258947.209039 + Penalty 232.407448 = -258714.801591 nChanged 1 SP:Iteration 8Q (114.110203 sec): 3 clusters Score: Raw -258947.684799 + Penalty 232.407448 = -258715.277351 nChanged 0 SP:Iteration 9F (114.121778 sec): 3 clusters Score: Raw -258947.684799 + Penalty 232.407448 = -258715.277351 nChanged 0 Memory request: 0.07 GB would take us to total of 0.44 GB. Trying to split cluster 2 (13994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.191914 sec): 2 clusters Score: Raw -567124.728524 + Penalty 226.841133 = -566897.887391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.217730 sec): 3 clusters Score: Raw -557763.439119 + Penalty 523.314301 = -557240.124817 nChanged 6659 SP:Iteration 1F (114.242907 sec): 3 clusters Score: Raw -563807.416040 + Penalty 579.854169 = -563227.561870 nChanged 1615 SP:Iteration 2F (114.268139 sec): 3 clusters Score: Raw -565650.872540 + Penalty 603.940163 = -565046.932377 nChanged 561 SP:Iteration 3Q (114.293378 sec): 3 clusters Score: Raw -566277.963477 + Penalty 620.186056 = -565657.777421 nChanged 315 SP:Iteration 4Q (114.314567 sec): 3 clusters Score: Raw -566507.033987 + Penalty 650.991553 = -565856.042434 nChanged 314 SP:Iteration 5Q (114.335735 sec): 3 clusters Score: Raw -566778.321144 + Penalty 693.694550 = -566084.626595 nChanged 243 SP:Iteration 6Q (114.356528 sec): 3 clusters Score: Raw -566981.072631 + Penalty 717.413986 = -566263.658646 nChanged 149 SP:Iteration 7Q (114.376888 sec): 3 clusters Score: Raw -567105.082551 + Penalty 730.851185 = -566374.231366 nChanged 85 SP:Iteration 8Q (114.396935 sec): 3 clusters Score: Raw -567171.488839 + Penalty 742.812953 = -566428.675885 nChanged 52 SP:Iteration 9Q (114.416886 sec): 3 clusters Score: Raw -567204.904554 + Penalty 742.879394 = -566462.025160 nChanged 33 SP:Iteration 10F (114.442060 sec): 3 clusters Score: Raw -567229.068553 + Penalty 737.526565 = -566491.541988 nChanged 24 SP:Iteration 11Q (114.462272 sec): 3 clusters Score: Raw -567241.600874 + Penalty 738.961914 = -566502.638960 nChanged 11 SP:Iteration 12Q (114.482231 sec): 3 clusters Score: Raw -567244.676579 + Penalty 738.502943 = -566506.173636 nChanged 7 SP:Iteration 13Q (114.501828 sec): 3 clusters Score: Raw -567246.213811 + Penalty 734.263469 = -566511.950342 nChanged 6 SP:Iteration 14Q (114.521603 sec): 3 clusters Score: Raw -567247.889022 + Penalty 732.553447 = -566515.335574 nChanged 2 SP:Iteration 15Q (114.541247 sec): 3 clusters Score: Raw -567248.321716 + Penalty 731.905223 = -566516.416493 nChanged 2 SP:Iteration 16Q (114.560907 sec): 3 clusters Score: Raw -567248.573369 + Penalty 731.905223 = -566516.668146 nChanged 0 SP:Iteration 17F (114.586051 sec): 3 clusters Score: Raw -567248.573369 + Penalty 731.905223 = -566516.668146 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 3 (3703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.607197 sec): 2 clusters Score: Raw -162763.665949 + Penalty 340.696099 = -162422.969850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.614067 sec): 3 clusters Score: Raw -160466.257677 + Penalty 683.152540 = -159783.105137 nChanged 1666 SP:Iteration 1F (114.620683 sec): 3 clusters Score: Raw -161522.270492 + Penalty 689.044338 = -160833.226154 nChanged 449 SP:Iteration 2F (114.627319 sec): 3 clusters Score: Raw -161803.400316 + Penalty 698.749319 = -161104.650998 nChanged 305 SP:Iteration 3F (114.633999 sec): 3 clusters Score: Raw -162030.908066 + Penalty 711.010984 = -161319.897082 nChanged 244 SP:Iteration 4F (114.640578 sec): 3 clusters Score: Raw -162279.166826 + Penalty 724.677950 = -161554.488876 nChanged 202 SP:Iteration 5F (114.647138 sec): 3 clusters Score: Raw -162474.964038 + Penalty 735.728284 = -161739.235754 nChanged 130 SP:Iteration 6Q (114.653580 sec): 3 clusters Score: Raw -162544.685155 + Penalty 743.789149 = -161800.896006 nChanged 77 SP:Iteration 7Q (114.659974 sec): 3 clusters Score: Raw -162581.446616 + Penalty 750.929077 = -161830.517539 nChanged 57 SP:Iteration 8Q (114.666163 sec): 3 clusters Score: Raw -162604.745094 + Penalty 755.412192 = -161849.332902 nChanged 41 SP:Iteration 9Q (114.672265 sec): 3 clusters Score: Raw -162616.752871 + Penalty 758.406171 = -161858.346700 nChanged 29 SP:Iteration 10F (114.678831 sec): 3 clusters Score: Raw -162622.516282 + Penalty 762.506647 = -161860.009635 nChanged 25 SP:Iteration 11Q (114.684861 sec): 3 clusters Score: Raw -162627.641726 + Penalty 764.573647 = -161863.068078 nChanged 23 SP:Iteration 12Q (114.690925 sec): 3 clusters Score: Raw -162632.737205 + Penalty 765.997967 = -161866.739238 nChanged 15 SP:Iteration 13Q (114.696928 sec): 3 clusters Score: Raw -162636.791119 + Penalty 768.277653 = -161868.513466 nChanged 18 SP:Iteration 14Q (114.702908 sec): 3 clusters Score: Raw -162642.550836 + Penalty 769.112734 = -161873.438102 nChanged 16 SP:Iteration 15Q (114.708855 sec): 3 clusters Score: Raw -162646.990781 + Penalty 771.334035 = -161875.656746 nChanged 24 SP:Iteration 16Q (114.714782 sec): 3 clusters Score: Raw -162652.942480 + Penalty 771.820293 = -161881.122187 nChanged 12 SP:Iteration 17Q (114.720688 sec): 3 clusters Score: Raw -162654.840858 + Penalty 772.397555 = -161882.443303 nChanged 10 SP:Iteration 18Q (114.726632 sec): 3 clusters Score: Raw -162656.222772 + Penalty 771.813857 = -161884.408916 nChanged 5 SP:Iteration 19Q (114.732578 sec): 3 clusters Score: Raw -162656.794766 + Penalty 771.645625 = -161885.149141 nChanged 3 SP:Iteration 20F (114.739125 sec): 3 clusters Score: Raw -162657.238710 + Penalty 771.348152 = -161885.890558 nChanged 2 SP:Iteration 21Q (114.745007 sec): 3 clusters Score: Raw -162657.464439 + Penalty 771.273139 = -161886.191300 nChanged 3 SP:Iteration 22Q (114.750918 sec): 3 clusters Score: Raw -162657.685599 + Penalty 771.479010 = -161886.206589 nChanged 1 SP:Iteration 23Q (114.756818 sec): 3 clusters Score: Raw -162657.697408 + Penalty 771.757043 = -161885.940365 nChanged 1 SP:Iteration 24F (114.763388 sec): 3 clusters Score: Raw -162657.708795 + Penalty 771.762693 = -161885.946101 nChanged 1 SP:Iteration 25Q (114.769287 sec): 3 clusters Score: Raw -162657.729121 + Penalty 771.676212 = -161886.052909 nChanged 1 SP:Iteration 26Q (114.775164 sec): 3 clusters Score: Raw -162657.802452 + Penalty 771.811324 = -161885.991128 nChanged 1 SP:Iteration 27F (114.781777 sec): 3 clusters Score: Raw -162657.828880 + Penalty 771.811324 = -161886.017555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 4 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.786417 sec): 2 clusters Score: Raw -9429.359900 + Penalty 52.466926 = -9376.892974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.787036 sec): 3 clusters Score: Raw -9309.973756 + Penalty 108.634627 = -9201.339129 nChanged 95 SP:Iteration 1F (114.787643 sec): 3 clusters Score: Raw -9374.678769 + Penalty 111.333005 = -9263.345764 nChanged 14 SP:Iteration 2F (114.788246 sec): 3 clusters Score: Raw -9383.453490 + Penalty 114.223143 = -9269.230348 nChanged 11 SP:Iteration 3Q (114.788855 sec): 3 clusters Score: Raw -9389.711131 + Penalty 122.177656 = -9267.533475 nChanged 9 SP:Iteration 4F (114.789458 sec): 3 clusters Score: Raw -9398.075716 + Penalty 122.493287 = -9275.582428 nChanged 9 SP:Iteration 5Q (114.790059 sec): 3 clusters Score: Raw -9409.355137 + Penalty 152.571285 = -9256.783852 nChanged 9 SP:Iteration 6F (114.790662 sec): 3 clusters Score: Raw -9420.377196 + Penalty 198.184303 = -9222.192894 nChanged 5 SP:Iteration 7F (114.791265 sec): 3 clusters Score: Raw -9428.133429 + Penalty 125.440560 = -9302.692869 nChanged 2 SP:Iteration 8Q (114.791799 sec): 3 clusters Score: Raw -9431.958581 + Penalty 125.440560 = -9306.518020 nChanged 0 SP:Iteration 9F (114.792359 sec): 3 clusters Score: Raw -9431.958581 + Penalty 125.440560 = -9306.518020 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 5 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.795205 sec): 2 clusters Score: Raw -30192.969819 + Penalty 169.881186 = -30023.088633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.796600 sec): 3 clusters Score: Raw -29783.836752 + Penalty 363.628479 = -29420.208273 nChanged 289 SP:Iteration 1F (114.797979 sec): 3 clusters Score: Raw -30123.144387 + Penalty 380.225380 = -29742.919006 nChanged 75 SP:Iteration 2F (114.799376 sec): 3 clusters Score: Raw -30211.441189 + Penalty 388.377055 = -29823.064134 nChanged 36 SP:Iteration 3F (114.800749 sec): 3 clusters Score: Raw -30232.278908 + Penalty 391.979683 = -29840.299225 nChanged 10 SP:Iteration 4Q (114.802016 sec): 3 clusters Score: Raw -30236.039143 + Penalty 394.230536 = -29841.808606 nChanged 6 SP:Iteration 5Q (114.803297 sec): 3 clusters Score: Raw -30238.653846 + Penalty 398.205650 = -29840.448196 nChanged 5 SP:Iteration 6F (114.804674 sec): 3 clusters Score: Raw -30239.889965 + Penalty 400.472452 = -29839.417513 nChanged 4 SP:Iteration 7F (114.806047 sec): 3 clusters Score: Raw -30240.745360 + Penalty 401.945952 = -29838.799408 nChanged 3 SP:Iteration 8F (114.807438 sec): 3 clusters Score: Raw -30241.392804 + Penalty 401.236013 = -29840.156791 nChanged 2 SP:Iteration 9Q (114.808677 sec): 3 clusters Score: Raw -30241.726640 + Penalty 401.236013 = -29840.490627 nChanged 0 SP:Iteration 10F (114.810046 sec): 3 clusters Score: Raw -30241.726640 + Penalty 401.236013 = -29840.490627 nChanged 0 Memory request: 0.02 GB would take us to total of 0.40 GB. Trying to split cluster 6 (4300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.829852 sec): 2 clusters Score: Raw -210864.428791 + Penalty 390.157765 = -210474.271026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.837898 sec): 3 clusters Score: Raw -208016.318793 + Penalty 749.359749 = -207266.959043 nChanged 1925 SP:Iteration 1F (114.845650 sec): 3 clusters Score: Raw -209795.286904 + Penalty 725.762218 = -209069.524686 nChanged 614 SP:Iteration 2F (114.853398 sec): 3 clusters Score: Raw -210264.440433 + Penalty 714.309029 = -209550.131404 nChanged 309 SP:Iteration 3F (114.861308 sec): 3 clusters Score: Raw -210446.816620 + Penalty 700.917842 = -209745.898778 nChanged 173 SP:Iteration 4Q (114.869545 sec): 3 clusters Score: Raw -210554.633852 + Penalty 691.695650 = -209862.938202 nChanged 129 SP:Iteration 5Q (114.877362 sec): 3 clusters Score: Raw -210632.274342 + Penalty 680.939426 = -209951.334916 nChanged 104 SP:Iteration 6Q (114.884765 sec): 3 clusters Score: Raw -210681.996712 + Penalty 683.588835 = -209998.407877 nChanged 93 SP:Iteration 7Q (114.891760 sec): 3 clusters Score: Raw -210707.875928 + Penalty 688.605557 = -210019.270371 nChanged 76 SP:Iteration 8Q (114.898528 sec): 3 clusters Score: Raw -210732.294252 + Penalty 700.096948 = -210032.197304 nChanged 75 SP:Iteration 9Q (114.905157 sec): 3 clusters Score: Raw -210760.231245 + Penalty 706.283573 = -210053.947672 nChanged 47 SP:Iteration 10F (114.912895 sec): 3 clusters Score: Raw -210765.876285 + Penalty 715.349590 = -210050.526694 nChanged 42 SP:Iteration 11F (114.920629 sec): 3 clusters Score: Raw -210781.827221 + Penalty 731.447403 = -210050.379818 nChanged 34 SP:Iteration 12F (114.928364 sec): 3 clusters Score: Raw -210790.954969 + Penalty 755.889833 = -210035.065136 nChanged 30 SP:Iteration 13F (114.936179 sec): 3 clusters Score: Raw -210802.385468 + Penalty 796.510275 = -210005.875193 nChanged 32 SP:Iteration 14F (114.944143 sec): 3 clusters Score: Raw -210820.882325 + Penalty 879.960357 = -209940.921968 nChanged 26 SP:Iteration 15F (114.952015 sec): 3 clusters Score: Raw -210848.365654 + Penalty 1022.629927 = -209825.735728 nChanged 21 SP:Iteration 16F (114.960344 sec): 3 clusters Score: Raw -210876.708718 + Penalty 1090.903411 = -209785.805307 nChanged 3 SP:Iteration 17F (114.968703 sec): 3 clusters Score: Raw -210884.872584 + Penalty 1090.903411 = -209793.969173 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 7 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.973748 sec): 2 clusters Score: Raw -19825.166352 + Penalty 186.886176 = -19638.280176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.974799 sec): 3 clusters Score: Raw -19568.904659 + Penalty 373.724964 = -19195.179694 nChanged 173 SP:Iteration 1F (114.975813 sec): 3 clusters Score: Raw -19700.875777 + Penalty 372.923656 = -19327.952120 nChanged 54 SP:Iteration 2F (114.976823 sec): 3 clusters Score: Raw -19743.692550 + Penalty 372.206652 = -19371.485898 nChanged 41 SP:Iteration 3F (114.977835 sec): 3 clusters Score: Raw -19769.372675 + Penalty 370.541239 = -19398.831436 nChanged 32 SP:Iteration 4F (114.978848 sec): 3 clusters Score: Raw -19793.211717 + Penalty 370.127897 = -19423.083821 nChanged 25 SP:Iteration 5F (114.979857 sec): 3 clusters Score: Raw -19817.380578 + Penalty 371.583045 = -19445.797533 nChanged 23 SP:Iteration 6Q (114.980847 sec): 3 clusters Score: Raw -19827.682454 + Penalty 373.530195 = -19454.152259 nChanged 10 SP:Iteration 7Q (114.981837 sec): 3 clusters Score: Raw -19832.562151 + Penalty 377.105973 = -19455.456178 nChanged 13 SP:Iteration 8Q (114.982829 sec): 3 clusters Score: Raw -19843.050182 + Penalty 379.480663 = -19463.569519 nChanged 9 SP:Iteration 9Q (114.983820 sec): 3 clusters Score: Raw -19852.456276 + Penalty 381.593281 = -19470.862995 nChanged 6 SP:Iteration 10F (114.984829 sec): 3 clusters Score: Raw -19855.060670 + Penalty 381.373427 = -19473.687244 nChanged 3 SP:Iteration 11Q (114.985818 sec): 3 clusters Score: Raw -19855.556912 + Penalty 383.241642 = -19472.315270 nChanged 3 SP:Iteration 12F (114.986825 sec): 3 clusters Score: Raw -19856.048053 + Penalty 383.974831 = -19472.073222 nChanged 1 SP:Iteration 13F (114.987833 sec): 3 clusters Score: Raw -19856.670157 + Penalty 383.974831 = -19472.695325 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 8 (597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.989874 sec): 2 clusters Score: Raw -24575.928434 + Penalty 73.088558 = -24502.839876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.991136 sec): 3 clusters Score: Raw -24215.406359 + Penalty 140.122954 = -24075.283405 nChanged 254 SP:Iteration 1F (114.992380 sec): 3 clusters Score: Raw -24382.934418 + Penalty 140.703136 = -24242.231282 nChanged 52 SP:Iteration 2F (114.993622 sec): 3 clusters Score: Raw -24403.869911 + Penalty 141.464576 = -24262.405335 nChanged 30 SP:Iteration 3F (114.994901 sec): 3 clusters Score: Raw -24416.479668 + Penalty 143.409712 = -24273.069955 nChanged 20 SP:Iteration 4Q (114.996140 sec): 3 clusters Score: Raw -24426.359264 + Penalty 145.992554 = -24280.366710 nChanged 22 SP:Iteration 5Q (114.997380 sec): 3 clusters Score: Raw -24437.696331 + Penalty 144.675444 = -24293.020887 nChanged 27 SP:Iteration 6Q (114.998603 sec): 3 clusters Score: Raw -24460.791536 + Penalty 147.178828 = -24313.612708 nChanged 29 SP:Iteration 7Q (114.999826 sec): 3 clusters Score: Raw -24488.552995 + Penalty 152.306488 = -24336.246507 nChanged 26 SP:Iteration 8Q (115.001085 sec): 3 clusters Score: Raw -24507.095892 + Penalty 148.987442 = -24358.108450 nChanged 19 SP:Iteration 9Q (115.002329 sec): 3 clusters Score: Raw -24528.384823 + Penalty 155.485997 = -24372.898826 nChanged 19 SP:Iteration 10F (115.003569 sec): 3 clusters Score: Raw -24551.672621 + Penalty 156.673171 = -24394.999451 nChanged 11 SP:Iteration 11Q (115.004734 sec): 3 clusters Score: Raw -24566.737997 + Penalty 162.956501 = -24403.781496 nChanged 7 SP:Iteration 12Q (115.005813 sec): 3 clusters Score: Raw -24571.090001 + Penalty 162.956501 = -24408.133499 nChanged 0 SP:Iteration 13F (115.007057 sec): 3 clusters Score: Raw -24571.090001 + Penalty 162.956501 = -24408.133499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 9 (396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.008625 sec): 2 clusters Score: Raw -20135.679383 + Penalty 772.550416 = -19363.128967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.009526 sec): 3 clusters Score: Raw -19857.596498 + Penalty 1545.508810 = -18312.087688 nChanged 93 SP:Iteration 1F (115.010414 sec): 3 clusters Score: Raw -19967.807949 + Penalty 1545.323336 = -18422.484612 nChanged 23 SP:Iteration 2F (115.011299 sec): 3 clusters Score: Raw -20008.760504 + Penalty 1545.506048 = -18463.254456 nChanged 13 SP:Iteration 3Q (115.012198 sec): 3 clusters Score: Raw -20034.318262 + Penalty 1546.000632 = -18488.317631 nChanged 11 SP:Iteration 4Q (115.013107 sec): 3 clusters Score: Raw -20050.794896 + Penalty 1546.093227 = -18504.701670 nChanged 9 SP:Iteration 5Q (115.013994 sec): 3 clusters Score: Raw -20061.767423 + Penalty 1546.182730 = -18515.584693 nChanged 4 SP:Iteration 6Q (115.014876 sec): 3 clusters Score: Raw -20067.621040 + Penalty 1546.168588 = -18521.452452 nChanged 5 SP:Iteration 7Q (115.015763 sec): 3 clusters Score: Raw -20074.870303 + Penalty 1546.389245 = -18528.481058 nChanged 4 SP:Iteration 8Q (115.016608 sec): 3 clusters Score: Raw -20078.236943 + Penalty 1546.374103 = -18531.862840 nChanged 4 SP:Iteration 9Q (115.017452 sec): 3 clusters Score: Raw -20083.424926 + Penalty 1546.226202 = -18537.198725 nChanged 1 SP:Iteration 10F (115.018337 sec): 3 clusters Score: Raw -20084.112589 + Penalty 1546.187101 = -18537.925489 nChanged 2 SP:Iteration 11Q (115.019183 sec): 3 clusters Score: Raw -20085.617024 + Penalty 1546.345805 = -18539.271219 nChanged 1 SP:Iteration 12Q (115.020026 sec): 3 clusters Score: Raw -20086.072772 + Penalty 1546.610743 = -18539.462029 nChanged 2 SP:Iteration 13Q (115.020869 sec): 3 clusters Score: Raw -20088.771607 + Penalty 1547.113610 = -18541.657998 nChanged 5 SP:Iteration 14Q (115.021711 sec): 3 clusters Score: Raw -20093.562780 + Penalty 1547.645168 = -18545.917612 nChanged 4 SP:Iteration 15Q (115.022552 sec): 3 clusters Score: Raw -20097.139989 + Penalty 1547.931952 = -18549.208038 nChanged 1 SP:Iteration 16Q (115.023391 sec): 3 clusters Score: Raw -20097.458055 + Penalty 1548.226420 = -18549.231635 nChanged 1 SP:Iteration 17Q (115.024231 sec): 3 clusters Score: Raw -20098.304455 + Penalty 1548.333347 = -18549.971108 nChanged 1 SP:Iteration 18Q (115.025069 sec): 3 clusters Score: Raw -20099.447582 + Penalty 1548.824294 = -18550.623289 nChanged 2 SP:Iteration 19Q (115.025908 sec): 3 clusters Score: Raw -20101.737958 + Penalty 1548.876289 = -18552.861668 nChanged 1 SP:Iteration 20F (115.026818 sec): 3 clusters Score: Raw -20101.868347 + Penalty 1548.997506 = -18552.870841 nChanged 1 SP:Iteration 21Q (115.027658 sec): 3 clusters Score: Raw -20102.144696 + Penalty 1548.997506 = -18553.147191 nChanged 0 SP:Iteration 22F (115.028542 sec): 3 clusters Score: Raw -20102.144696 + Penalty 1548.997506 = -18553.147191 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 10 (1071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.034212 sec): 2 clusters Score: Raw -42697.599758 + Penalty 318.281121 = -42379.318637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.036324 sec): 3 clusters Score: Raw -42074.329745 + Penalty 678.737983 = -41395.591762 nChanged 441 SP:Iteration 1F (115.038418 sec): 3 clusters Score: Raw -42518.512982 + Penalty 714.335222 = -41804.177759 nChanged 136 SP:Iteration 2F (115.040521 sec): 3 clusters Score: Raw -42696.723930 + Penalty 720.980481 = -41975.743449 nChanged 60 SP:Iteration 3F (115.042583 sec): 3 clusters Score: Raw -42757.762494 + Penalty 720.842552 = -42036.919942 nChanged 43 SP:Iteration 4Q (115.044495 sec): 3 clusters Score: Raw -42809.386396 + Penalty 718.393883 = -42090.992513 nChanged 24 SP:Iteration 5Q (115.046364 sec): 3 clusters Score: Raw -42840.699770 + Penalty 716.960135 = -42123.739635 nChanged 19 SP:Iteration 6Q (115.048212 sec): 3 clusters Score: Raw -42852.791148 + Penalty 714.069699 = -42138.721449 nChanged 12 SP:Iteration 7Q (115.050059 sec): 3 clusters Score: Raw -42859.964611 + Penalty 710.859144 = -42149.105467 nChanged 7 SP:Iteration 8Q (115.051944 sec): 3 clusters Score: Raw -42862.992644 + Penalty 708.906818 = -42154.085826 nChanged 7 SP:Iteration 9Q (115.053827 sec): 3 clusters Score: Raw -42863.912268 + Penalty 708.048565 = -42155.863702 nChanged 2 SP:Iteration 10F (115.055841 sec): 3 clusters Score: Raw -42864.093886 + Penalty 707.157036 = -42156.936850 nChanged 2 SP:Iteration 11Q (115.057686 sec): 3 clusters Score: Raw -42864.304815 + Penalty 705.417684 = -42158.887131 nChanged 3 SP:Iteration 12Q (115.059534 sec): 3 clusters Score: Raw -42864.628443 + Penalty 704.702554 = -42159.925888 nChanged 2 SP:Iteration 13Q (115.061422 sec): 3 clusters Score: Raw -42864.756870 + Penalty 704.702554 = -42160.054316 nChanged 0 SP:Iteration 14F (115.063496 sec): 3 clusters Score: Raw -42864.756870 + Penalty 704.702554 = -42160.054316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 12 (491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.065524 sec): 2 clusters Score: Raw -24408.576326 + Penalty 555.507764 = -23853.068561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.066612 sec): 3 clusters Score: Raw -24002.185429 + Penalty 1111.163483 = -22891.021946 nChanged 156 SP:Iteration 1F (115.067662 sec): 3 clusters Score: Raw -24136.139948 + Penalty 1109.593417 = -23026.546531 nChanged 47 SP:Iteration 2F (115.068715 sec): 3 clusters Score: Raw -24185.983179 + Penalty 1107.242308 = -23078.740870 nChanged 24 SP:Iteration 3Q (115.069754 sec): 3 clusters Score: Raw -24218.530305 + Penalty 1099.150625 = -23119.379680 nChanged 41 SP:Iteration 4F (115.070802 sec): 3 clusters Score: Raw -24295.117477 + Penalty 1092.913613 = -23202.203863 nChanged 40 SP:Iteration 5F (115.071849 sec): 3 clusters Score: Raw -24386.848488 + Penalty 1083.723522 = -23303.124966 nChanged 35 SP:Iteration 6F (115.072894 sec): 3 clusters Score: Raw -24464.290628 + Penalty 1080.032114 = -23384.258514 nChanged 22 SP:Iteration 7Q (115.073855 sec): 3 clusters Score: Raw -24516.442123 + Penalty 1077.903079 = -23438.539043 nChanged 14 SP:Iteration 8Q (115.074787 sec): 3 clusters Score: Raw -24540.195805 + Penalty 1077.434590 = -23462.761215 nChanged 11 SP:Iteration 9Q (115.075695 sec): 3 clusters Score: Raw -24559.862949 + Penalty 1075.313819 = -23484.549130 nChanged 5 SP:Iteration 10F (115.076741 sec): 3 clusters Score: Raw -24574.323291 + Penalty 1076.475232 = -23497.848060 nChanged 6 SP:Iteration 11Q (115.077650 sec): 3 clusters Score: Raw -24596.784418 + Penalty 1075.681678 = -23521.102740 nChanged 6 SP:Iteration 12Q (115.078518 sec): 3 clusters Score: Raw -24631.612364 + Penalty 1074.187604 = -23557.424760 nChanged 5 SP:Iteration 13Q (115.079375 sec): 3 clusters Score: Raw -24657.039906 + Penalty 1072.757308 = -23584.282598 nChanged 4 SP:Iteration 14Q (115.080229 sec): 3 clusters Score: Raw -24665.251857 + Penalty 1072.757308 = -23592.494549 nChanged 0 SP:Iteration 15F (115.081273 sec): 3 clusters Score: Raw -24665.251857 + Penalty 1072.757308 = -23592.494549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 13 (535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.083188 sec): 2 clusters Score: Raw -24187.745754 + Penalty 567.411665 = -23620.334090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.084341 sec): 3 clusters Score: Raw -23794.358517 + Penalty 1145.444598 = -22648.913919 nChanged 167 SP:Iteration 1F (115.085467 sec): 3 clusters Score: Raw -24099.480043 + Penalty 1166.343723 = -22933.136320 nChanged 67 SP:Iteration 2F (115.086591 sec): 3 clusters Score: Raw -24202.743456 + Penalty 1180.061295 = -23022.682161 nChanged 39 SP:Iteration 3F (115.087714 sec): 3 clusters Score: Raw -24256.977632 + Penalty 1190.583787 = -23066.393845 nChanged 20 SP:Iteration 4Q (115.088780 sec): 3 clusters Score: Raw -24289.562710 + Penalty 1199.013045 = -23090.549664 nChanged 11 SP:Iteration 5Q (115.089815 sec): 3 clusters Score: Raw -24311.538736 + Penalty 1209.085558 = -23102.453178 nChanged 9 SP:Iteration 6Q (115.090833 sec): 3 clusters Score: Raw -24319.122548 + Penalty 1214.399080 = -23104.723469 nChanged 7 SP:Iteration 7Q (115.091840 sec): 3 clusters Score: Raw -24334.558636 + Penalty 1220.166845 = -23114.391791 nChanged 9 SP:Iteration 8Q (115.092833 sec): 3 clusters Score: Raw -24360.058212 + Penalty 1224.042096 = -23136.016117 nChanged 7 SP:Iteration 9Q (115.093804 sec): 3 clusters Score: Raw -24380.024555 + Penalty 1224.314097 = -23155.710458 nChanged 4 SP:Iteration 10F (115.094926 sec): 3 clusters Score: Raw -24392.618352 + Penalty 1221.908962 = -23170.709390 nChanged 3 SP:Iteration 11Q (115.095873 sec): 3 clusters Score: Raw -24398.706341 + Penalty 1221.208021 = -23177.498320 nChanged 1 SP:Iteration 12Q (115.096818 sec): 3 clusters Score: Raw -24399.895300 + Penalty 1219.986470 = -23179.908831 nChanged 1 SP:Iteration 13Q (115.097760 sec): 3 clusters Score: Raw -24402.051756 + Penalty 1217.858290 = -23184.193466 nChanged 1 SP:Iteration 14Q (115.098704 sec): 3 clusters Score: Raw -24404.957963 + Penalty 1217.858290 = -23187.099673 nChanged 0 SP:Iteration 15F (115.099826 sec): 3 clusters Score: Raw -24404.957963 + Penalty 1217.858290 = -23187.099673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 16 (487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.101695 sec): 2 clusters Score: Raw -24242.764631 + Penalty 790.422876 = -23452.341756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.102755 sec): 3 clusters Score: Raw -23907.144602 + Penalty 1580.042715 = -22327.101887 nChanged 123 SP:Iteration 1F (115.103797 sec): 3 clusters Score: Raw -24053.347404 + Penalty 1579.500769 = -22473.846636 nChanged 37 SP:Iteration 2F (115.104838 sec): 3 clusters Score: Raw -24094.389432 + Penalty 1577.607701 = -22516.781731 nChanged 22 SP:Iteration 3Q (115.105861 sec): 3 clusters Score: Raw -24118.754608 + Penalty 1576.104579 = -22542.650029 nChanged 17 SP:Iteration 4Q (115.106883 sec): 3 clusters Score: Raw -24139.118024 + Penalty 1574.240582 = -22564.877442 nChanged 18 SP:Iteration 5Q (115.107901 sec): 3 clusters Score: Raw -24160.096122 + Penalty 1573.484746 = -22586.611376 nChanged 8 SP:Iteration 6Q (115.108925 sec): 3 clusters Score: Raw -24167.924048 + Penalty 1574.256913 = -22593.667135 nChanged 14 SP:Iteration 7Q (115.109980 sec): 3 clusters Score: Raw -24182.529038 + Penalty 1573.007638 = -22609.521400 nChanged 8 SP:Iteration 8Q (115.110995 sec): 3 clusters Score: Raw -24189.135174 + Penalty 1571.620634 = -22617.514540 nChanged 9 SP:Iteration 9Q (115.112010 sec): 3 clusters Score: Raw -24198.029108 + Penalty 1571.213513 = -22626.815595 nChanged 8 SP:Iteration 10F (115.113049 sec): 3 clusters Score: Raw -24206.503818 + Penalty 1567.451874 = -22639.051944 nChanged 10 SP:Iteration 11Q (115.114058 sec): 3 clusters Score: Raw -24217.681285 + Penalty 1564.009154 = -22653.672131 nChanged 6 SP:Iteration 12Q (115.115061 sec): 3 clusters Score: Raw -24225.207632 + Penalty 1564.282660 = -22660.924972 nChanged 2 SP:Iteration 13Q (115.116059 sec): 3 clusters Score: Raw -24227.255084 + Penalty 1565.043829 = -22662.211256 nChanged 2 SP:Iteration 14Q (115.117056 sec): 3 clusters Score: Raw -24227.821108 + Penalty 1565.043829 = -22662.777279 nChanged 0 SP:Iteration 15F (115.118094 sec): 3 clusters Score: Raw -24227.821108 + Penalty 1565.043829 = -22662.777279 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 18 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.120456 sec): 2 clusters Score: Raw -34430.591583 + Penalty 680.596587 = -33749.994996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.121909 sec): 3 clusters Score: Raw -33956.293155 + Penalty 1360.757650 = -32595.535505 nChanged 201 SP:Iteration 1F (115.123258 sec): 3 clusters Score: Raw -34106.353550 + Penalty 1360.492854 = -32745.860696 nChanged 58 SP:Iteration 2F (115.124604 sec): 3 clusters Score: Raw -34163.115839 + Penalty 1360.512199 = -32802.603641 nChanged 39 SP:Iteration 3F (115.125954 sec): 3 clusters Score: Raw -34201.727988 + Penalty 1362.003821 = -32839.724167 nChanged 37 SP:Iteration 4F (115.127317 sec): 3 clusters Score: Raw -34240.710922 + Penalty 1364.947905 = -32875.763017 nChanged 33 SP:Iteration 5Q (115.128652 sec): 3 clusters Score: Raw -34276.008404 + Penalty 1366.478818 = -32909.529586 nChanged 29 SP:Iteration 6Q (115.129977 sec): 3 clusters Score: Raw -34297.657027 + Penalty 1369.666385 = -32927.990641 nChanged 20 SP:Iteration 7Q (115.131313 sec): 3 clusters Score: Raw -34316.501519 + Penalty 1372.440057 = -32944.061462 nChanged 20 SP:Iteration 8Q (115.132628 sec): 3 clusters Score: Raw -34334.618219 + Penalty 1373.273987 = -32961.344232 nChanged 19 SP:Iteration 9Q (115.133938 sec): 3 clusters Score: Raw -34346.972915 + Penalty 1373.268267 = -32973.704648 nChanged 18 SP:Iteration 10F (115.135303 sec): 3 clusters Score: Raw -34361.985208 + Penalty 1368.776630 = -32993.208577 nChanged 20 SP:Iteration 11Q (115.136628 sec): 3 clusters Score: Raw -34383.977612 + Penalty 1366.345364 = -33017.632248 nChanged 20 SP:Iteration 12Q (115.137914 sec): 3 clusters Score: Raw -34403.557154 + Penalty 1364.547315 = -33039.009839 nChanged 17 SP:Iteration 13Q (115.139176 sec): 3 clusters Score: Raw -34421.205133 + Penalty 1360.567066 = -33060.638067 nChanged 18 SP:Iteration 14Q (115.140428 sec): 3 clusters Score: Raw -34441.154004 + Penalty 1365.847948 = -33075.306056 nChanged 9 SP:Iteration 15Q (115.141612 sec): 3 clusters Score: Raw -34450.420656 + Penalty 1367.545669 = -33082.874987 nChanged 5 SP:Iteration 16Q (115.142771 sec): 3 clusters Score: Raw -34455.076708 + Penalty 1372.107504 = -33082.969205 nChanged 7 SP:Iteration 17Q (115.143917 sec): 3 clusters Score: Raw -34461.812046 + Penalty 1366.182570 = -33095.629475 nChanged 4 SP:Iteration 18Q (115.145047 sec): 3 clusters Score: Raw -34463.680916 + Penalty 1366.299999 = -33097.380917 nChanged 3 SP:Iteration 19Q (115.146164 sec): 3 clusters Score: Raw -34464.780316 + Penalty 1366.299999 = -33098.480317 nChanged 0 SP:Iteration 20F (115.147509 sec): 3 clusters Score: Raw -34464.780316 + Penalty 1366.299999 = -33098.480317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 19 (460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.149434 sec): 2 clusters Score: Raw -20503.144692 + Penalty 519.771393 = -19983.373300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.150445 sec): 3 clusters Score: Raw -20310.589183 + Penalty 1059.520078 = -19251.069105 nChanged 138 SP:Iteration 1F (115.151445 sec): 3 clusters Score: Raw -20477.351500 + Penalty 1080.280408 = -19397.071093 nChanged 51 SP:Iteration 2F (115.152438 sec): 3 clusters Score: Raw -20526.732330 + Penalty 1088.116062 = -19438.616269 nChanged 18 SP:Iteration 3Q (115.153425 sec): 3 clusters Score: Raw -20547.113791 + Penalty 1096.907291 = -19450.206500 nChanged 14 SP:Iteration 4Q (115.154404 sec): 3 clusters Score: Raw -20574.106646 + Penalty 1103.474777 = -19470.631868 nChanged 10 SP:Iteration 5Q (115.155371 sec): 3 clusters Score: Raw -20586.476188 + Penalty 1106.756978 = -19479.719210 nChanged 5 SP:Iteration 6Q (115.156354 sec): 3 clusters Score: Raw -20597.417939 + Penalty 1106.695336 = -19490.722603 nChanged 6 SP:Iteration 7Q (115.157304 sec): 3 clusters Score: Raw -20604.614370 + Penalty 1109.414017 = -19495.200352 nChanged 2 SP:Iteration 8Q (115.158252 sec): 3 clusters Score: Raw -20609.674506 + Penalty 1113.583912 = -19496.090594 nChanged 3 SP:Iteration 9Q (115.159198 sec): 3 clusters Score: Raw -20614.649981 + Penalty 1116.570337 = -19498.079644 nChanged 4 SP:Iteration 10F (115.160189 sec): 3 clusters Score: Raw -20623.083648 + Penalty 1118.654301 = -19504.429347 nChanged 4 SP:Iteration 11Q (115.161122 sec): 3 clusters Score: Raw -20627.053869 + Penalty 1116.395293 = -19510.658576 nChanged 4 SP:Iteration 12Q (115.162054 sec): 3 clusters Score: Raw -20631.991532 + Penalty 1116.811609 = -19515.179924 nChanged 5 SP:Iteration 13Q (115.162980 sec): 3 clusters Score: Raw -20637.198296 + Penalty 1119.145298 = -19518.052998 nChanged 2 SP:Iteration 14Q (115.163908 sec): 3 clusters Score: Raw -20639.037712 + Penalty 1119.730384 = -19519.307328 nChanged 1 SP:Iteration 15Q (115.164834 sec): 3 clusters Score: Raw -20640.276576 + Penalty 1119.730384 = -19520.546192 nChanged 0 SP:Iteration 16F (115.165825 sec): 3 clusters Score: Raw -20640.276576 + Penalty 1119.730384 = -19520.546192 nChanged 0 Memory request: 0.01 GB would take us to total of 0.39 GB. Trying to split cluster 20 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.175557 sec): 2 clusters Score: Raw -96281.445728 + Penalty 767.744032 = -95513.701696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.179234 sec): 3 clusters Score: Raw -94985.862822 + Penalty 1529.846118 = -93456.016703 nChanged 770 SP:Iteration 1F (115.182810 sec): 3 clusters Score: Raw -95684.669582 + Penalty 1522.491944 = -94162.177638 nChanged 266 SP:Iteration 2F (115.186432 sec): 3 clusters Score: Raw -95960.233271 + Penalty 1516.693367 = -94443.539904 nChanged 161 SP:Iteration 3F (115.190106 sec): 3 clusters Score: Raw -96080.337722 + Penalty 1515.512845 = -94564.824877 nChanged 98 SP:Iteration 4Q (115.193629 sec): 3 clusters Score: Raw -96152.864219 + Penalty 1525.497514 = -94627.366705 nChanged 81 SP:Iteration 5Q (115.197100 sec): 3 clusters Score: Raw -96201.835655 + Penalty 1532.733157 = -94669.102498 nChanged 44 SP:Iteration 6Q (115.200516 sec): 3 clusters Score: Raw -96234.008152 + Penalty 1536.113905 = -94697.894246 nChanged 41 SP:Iteration 7Q (115.203845 sec): 3 clusters Score: Raw -96270.466504 + Penalty 1543.912082 = -94726.554422 nChanged 42 SP:Iteration 8Q (115.207067 sec): 3 clusters Score: Raw -96304.492288 + Penalty 1560.615417 = -94743.876870 nChanged 28 SP:Iteration 9Q (115.210154 sec): 3 clusters Score: Raw -96326.730733 + Penalty 1593.803795 = -94732.926938 nChanged 14 SP:Iteration 10F (115.213720 sec): 3 clusters Score: Raw -96340.922780 + Penalty 1615.010913 = -94725.911867 nChanged 13 SP:Iteration 11F (115.217271 sec): 3 clusters Score: Raw -96354.017069 + Penalty 1624.507288 = -94729.509780 nChanged 5 SP:Iteration 12Q (115.220142 sec): 3 clusters Score: Raw -96358.689047 + Penalty 1622.271785 = -94736.417262 nChanged 2 SP:Iteration 13Q (115.223026 sec): 3 clusters Score: Raw -96362.277392 + Penalty 1618.901769 = -94743.375623 nChanged 2 SP:Iteration 14Q (115.225868 sec): 3 clusters Score: Raw -96363.010615 + Penalty 1618.843894 = -94744.166722 nChanged 1 SP:Iteration 15Q (115.228708 sec): 3 clusters Score: Raw -96362.843564 + Penalty 1618.843894 = -94743.999670 nChanged 0 SP:Iteration 16F (115.232258 sec): 3 clusters Score: Raw -96362.843564 + Penalty 1618.843894 = -94743.999670 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 22 (880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.238577 sec): 2 clusters Score: Raw -31000.613566 + Penalty 423.895764 = -30576.717802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.240331 sec): 3 clusters Score: Raw -30568.009140 + Penalty 867.505915 = -29700.503225 nChanged 333 SP:Iteration 1F (115.242053 sec): 3 clusters Score: Raw -30881.676439 + Penalty 913.722697 = -29967.953742 nChanged 119 SP:Iteration 2F (115.243808 sec): 3 clusters Score: Raw -31040.627178 + Penalty 946.064894 = -30094.562284 nChanged 67 SP:Iteration 3F (115.245577 sec): 3 clusters Score: Raw -31128.141661 + Penalty 965.404157 = -30162.737503 nChanged 39 SP:Iteration 4Q (115.247259 sec): 3 clusters Score: Raw -31172.789860 + Penalty 980.593432 = -30192.196429 nChanged 25 SP:Iteration 5Q (115.248927 sec): 3 clusters Score: Raw -31194.832039 + Penalty 999.028169 = -30195.803869 nChanged 18 SP:Iteration 6Q (115.250615 sec): 3 clusters Score: Raw -31211.206755 + Penalty 1014.448730 = -30196.758026 nChanged 16 SP:Iteration 7Q (115.252253 sec): 3 clusters Score: Raw -31227.744700 + Penalty 1028.248701 = -30199.495999 nChanged 12 SP:Iteration 8Q (115.253888 sec): 3 clusters Score: Raw -31243.465197 + Penalty 1032.457410 = -30211.007787 nChanged 9 SP:Iteration 9Q (115.255523 sec): 3 clusters Score: Raw -31250.609134 + Penalty 1037.022297 = -30213.586837 nChanged 6 SP:Iteration 10F (115.257242 sec): 3 clusters Score: Raw -31254.914236 + Penalty 1039.655598 = -30215.258638 nChanged 7 SP:Iteration 11Q (115.258903 sec): 3 clusters Score: Raw -31265.354421 + Penalty 1046.697510 = -30218.656911 nChanged 5 SP:Iteration 12Q (115.260511 sec): 3 clusters Score: Raw -31270.974187 + Penalty 1048.511684 = -30222.462502 nChanged 2 SP:Iteration 13Q (115.262110 sec): 3 clusters Score: Raw -31272.231100 + Penalty 1048.511684 = -30223.719415 nChanged 0 SP:Iteration 14F (115.263799 sec): 3 clusters Score: Raw -31272.231100 + Penalty 1048.511684 = -30223.719415 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 26 (627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.266004 sec): 2 clusters Score: Raw -28056.026151 + Penalty 595.381656 = -27460.644495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.267319 sec): 3 clusters Score: Raw -27754.057682 + Penalty 1187.952955 = -26566.104727 nChanged 190 SP:Iteration 1F (115.268608 sec): 3 clusters Score: Raw -27882.585852 + Penalty 1189.782396 = -26692.803456 nChanged 63 SP:Iteration 2F (115.269893 sec): 3 clusters Score: Raw -27940.312967 + Penalty 1195.002221 = -26745.310746 nChanged 45 SP:Iteration 3F (115.271195 sec): 3 clusters Score: Raw -27994.979505 + Penalty 1201.476118 = -26793.503387 nChanged 34 SP:Iteration 4F (115.272481 sec): 3 clusters Score: Raw -28037.481673 + Penalty 1211.046701 = -26826.434971 nChanged 41 SP:Iteration 5F (115.273761 sec): 3 clusters Score: Raw -28093.643214 + Penalty 1222.658605 = -26870.984608 nChanged 34 SP:Iteration 6F (115.275039 sec): 3 clusters Score: Raw -28128.776715 + Penalty 1232.289313 = -26896.487401 nChanged 24 SP:Iteration 7Q (115.276303 sec): 3 clusters Score: Raw -28159.251342 + Penalty 1243.381487 = -26915.869856 nChanged 20 SP:Iteration 8Q (115.277561 sec): 3 clusters Score: Raw -28179.844773 + Penalty 1248.303005 = -26931.541769 nChanged 8 SP:Iteration 9Q (115.278848 sec): 3 clusters Score: Raw -28186.898380 + Penalty 1250.785641 = -26936.112739 nChanged 4 SP:Iteration 10F (115.280128 sec): 3 clusters Score: Raw -28188.884110 + Penalty 1254.245509 = -26934.638601 nChanged 4 SP:Iteration 11F (115.281409 sec): 3 clusters Score: Raw -28194.021947 + Penalty 1256.354757 = -26937.667190 nChanged 3 SP:Iteration 12Q (115.282624 sec): 3 clusters Score: Raw -28196.847891 + Penalty 1257.533733 = -26939.314158 nChanged 2 SP:Iteration 13Q (115.283839 sec): 3 clusters Score: Raw -28198.085622 + Penalty 1257.537782 = -26940.547840 nChanged 3 SP:Iteration 14Q (115.285085 sec): 3 clusters Score: Raw -28202.119444 + Penalty 1257.537782 = -26944.581663 nChanged 0 SP:Iteration 15F (115.286364 sec): 3 clusters Score: Raw -28202.119444 + Penalty 1257.537782 = -26944.581663 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 31 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.288393 sec): 2 clusters Score: Raw -28621.686394 + Penalty 278.007509 = -28343.678884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.289663 sec): 3 clusters Score: Raw -28281.705574 + Penalty 558.833724 = -27722.871850 nChanged 234 SP:Iteration 1F (115.290911 sec): 3 clusters Score: Raw -28403.636023 + Penalty 560.312685 = -27843.323338 nChanged 36 SP:Iteration 2F (115.292153 sec): 3 clusters Score: Raw -28417.726056 + Penalty 561.525726 = -27856.200331 nChanged 19 SP:Iteration 3Q (115.293393 sec): 3 clusters Score: Raw -28426.508313 + Penalty 564.138295 = -27862.370017 nChanged 27 SP:Iteration 4Q (115.294614 sec): 3 clusters Score: Raw -28442.172126 + Penalty 568.663224 = -27873.508902 nChanged 39 SP:Iteration 5F (115.295840 sec): 3 clusters Score: Raw -28470.324898 + Penalty 587.265233 = -27883.059665 nChanged 50 SP:Iteration 6F (115.297099 sec): 3 clusters Score: Raw -28515.220520 + Penalty 643.178981 = -27872.041539 nChanged 54 SP:Iteration 7F (115.298341 sec): 3 clusters Score: Raw -28574.956618 + Penalty 748.928838 = -27826.027780 nChanged 33 SP:Iteration 8F (115.299586 sec): 3 clusters Score: Raw -28617.829061 + Penalty 864.617612 = -27753.211449 nChanged 14 SP:Iteration 9F (115.300833 sec): 3 clusters Score: Raw -28640.081794 + Penalty 873.823188 = -27766.258607 nChanged 1 SP:Iteration 10F (115.302087 sec): 3 clusters Score: Raw -28643.859148 + Penalty 873.823188 = -27770.035960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 32 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.302847 sec): 2 clusters Score: Raw -3568.685906 + Penalty 68.559245 = -3500.126661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.303231 sec): 3 clusters Score: Raw -3521.857751 + Penalty 141.976666 = -3379.881085 nChanged 37 SP:Iteration 1F (115.303605 sec): 3 clusters Score: Raw -3540.091262 + Penalty 150.469502 = -3389.621760 nChanged 8 SP:Iteration 2F (115.303979 sec): 3 clusters Score: Raw -3548.442433 + Penalty 165.249941 = -3383.192492 nChanged 8 SP:Iteration 3F (115.304351 sec): 3 clusters Score: Raw -3556.429752 + Penalty 192.449764 = -3363.979988 nChanged 8 SP:Iteration 4F (115.304723 sec): 3 clusters Score: Raw -3566.038800 + Penalty 236.391675 = -3329.647125 nChanged 8 SP:Iteration 5F (115.305095 sec): 3 clusters Score: Raw -3580.954833 + Penalty 244.699813 = -3336.255020 nChanged 1 SP:Iteration 6Q (115.305459 sec): 3 clusters Score: Raw -3583.856809 + Penalty 244.699813 = -3339.156996 nChanged 0 SP:Iteration 7F (115.305833 sec): 3 clusters Score: Raw -3583.856809 + Penalty 244.699813 = -3339.156996 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 38 (580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.307871 sec): 2 clusters Score: Raw -24509.374701 + Penalty 438.143962 = -24071.230739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.309121 sec): 3 clusters Score: Raw -24116.054409 + Penalty 898.172308 = -23217.882101 nChanged 202 SP:Iteration 1F (115.310359 sec): 3 clusters Score: Raw -24381.730782 + Penalty 908.079772 = -23473.651010 nChanged 65 SP:Iteration 2F (115.311563 sec): 3 clusters Score: Raw -24468.288742 + Penalty 930.575218 = -23537.713524 nChanged 36 SP:Iteration 3F (115.312768 sec): 3 clusters Score: Raw -24499.870297 + Penalty 955.231348 = -23544.638950 nChanged 22 SP:Iteration 4Q (115.313905 sec): 3 clusters Score: Raw -24519.663060 + Penalty 983.006521 = -23536.656539 nChanged 11 SP:Iteration 5F (115.315109 sec): 3 clusters Score: Raw -24535.712398 + Penalty 998.660085 = -23537.052313 nChanged 6 SP:Iteration 6Q (115.316169 sec): 3 clusters Score: Raw -24540.610980 + Penalty 1004.475784 = -23536.135196 nChanged 1 SP:Iteration 7F (115.317373 sec): 3 clusters Score: Raw -24541.277572 + Penalty 1015.098120 = -23526.179452 nChanged 2 SP:Iteration 8F (115.318562 sec): 3 clusters Score: Raw -24542.183060 + Penalty 1020.047802 = -23522.135258 nChanged 1 SP:Iteration 9F (115.319752 sec): 3 clusters Score: Raw -24548.278402 + Penalty 1026.771862 = -23521.506540 nChanged 1 SP:Iteration 10F (115.320968 sec): 3 clusters Score: Raw -24551.060289 + Penalty 1043.268418 = -23507.791871 nChanged 2 SP:Iteration 11F (115.322170 sec): 3 clusters Score: Raw -24556.682638 + Penalty 1043.268418 = -23513.414220 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 51 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.324140 sec): 2 clusters Score: Raw -21086.552316 + Penalty 833.138825 = -20253.413491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.325351 sec): 3 clusters Score: Raw -20782.273022 + Penalty 1666.261909 = -19116.011113 nChanged 143 SP:Iteration 1F (115.326525 sec): 3 clusters Score: Raw -20969.648559 + Penalty 1666.477280 = -19303.171279 nChanged 38 SP:Iteration 2F (115.327697 sec): 3 clusters Score: Raw -21007.468112 + Penalty 1666.521706 = -19340.946406 nChanged 19 SP:Iteration 3Q (115.328877 sec): 3 clusters Score: Raw -21028.198594 + Penalty 1666.572610 = -19361.625984 nChanged 11 SP:Iteration 4Q (115.330036 sec): 3 clusters Score: Raw -21041.270606 + Penalty 1666.631399 = -19374.639207 nChanged 6 SP:Iteration 5Q (115.331191 sec): 3 clusters Score: Raw -21043.630901 + Penalty 1666.617076 = -19377.013826 nChanged 2 SP:Iteration 6Q (115.332344 sec): 3 clusters Score: Raw -21047.063610 + Penalty 1666.592019 = -19380.471590 nChanged 2 SP:Iteration 7Q (115.333494 sec): 3 clusters Score: Raw -21048.450858 + Penalty 1666.626477 = -19381.824381 nChanged 1 SP:Iteration 8Q (115.334644 sec): 3 clusters Score: Raw -21049.094538 + Penalty 1666.632482 = -19382.462055 nChanged 3 SP:Iteration 9Q (115.335794 sec): 3 clusters Score: Raw -21051.454948 + Penalty 1666.650010 = -19384.804938 nChanged 1 SP:Iteration 10F (115.336999 sec): 3 clusters Score: Raw -21051.879239 + Penalty 1666.547682 = -19385.331557 nChanged 1 SP:Iteration 11Q (115.338159 sec): 3 clusters Score: Raw -21052.436707 + Penalty 1666.547682 = -19385.889025 nChanged 0 SP:Iteration 12F (115.339349 sec): 3 clusters Score: Raw -21052.436707 + Penalty 1666.547682 = -19385.889025 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 54 (570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.341375 sec): 2 clusters Score: Raw -25747.024239 + Penalty 307.725728 = -25439.298511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.342587 sec): 3 clusters Score: Raw -25427.640607 + Penalty 614.564644 = -24813.075964 nChanged 216 SP:Iteration 1F (115.343777 sec): 3 clusters Score: Raw -25556.369952 + Penalty 621.355828 = -24935.014125 nChanged 88 SP:Iteration 2F (115.344992 sec): 3 clusters Score: Raw -25636.766228 + Penalty 638.448058 = -24998.318170 nChanged 52 SP:Iteration 3F (115.346180 sec): 3 clusters Score: Raw -25689.479859 + Penalty 655.279984 = -25034.199875 nChanged 34 SP:Iteration 4F (115.347400 sec): 3 clusters Score: Raw -25723.864279 + Penalty 663.196717 = -25060.667561 nChanged 18 SP:Iteration 5Q (115.348557 sec): 3 clusters Score: Raw -25738.739789 + Penalty 668.884380 = -25069.855408 nChanged 7 SP:Iteration 6Q (115.349677 sec): 3 clusters Score: Raw -25741.537207 + Penalty 681.234869 = -25060.302338 nChanged 11 SP:Iteration 7F (115.350886 sec): 3 clusters Score: Raw -25746.901171 + Penalty 696.864774 = -25050.036396 nChanged 9 SP:Iteration 8F (115.352073 sec): 3 clusters Score: Raw -25752.747214 + Penalty 709.535846 = -25043.211369 nChanged 13 SP:Iteration 9F (115.353261 sec): 3 clusters Score: Raw -25761.171179 + Penalty 719.089524 = -25042.081655 nChanged 12 SP:Iteration 10F (115.354449 sec): 3 clusters Score: Raw -25768.349919 + Penalty 727.356972 = -25040.992947 nChanged 7 SP:Iteration 11F (115.355637 sec): 3 clusters Score: Raw -25771.495639 + Penalty 725.142951 = -25046.352687 nChanged 2 SP:Iteration 12Q (115.356714 sec): 3 clusters Score: Raw -25772.631390 + Penalty 721.953932 = -25050.677458 nChanged 1 SP:Iteration 13Q (115.357790 sec): 3 clusters Score: Raw -25772.703952 + Penalty 721.953932 = -25050.750019 nChanged 0 SP:Iteration 14F (115.358984 sec): 3 clusters Score: Raw -25772.703952 + Penalty 721.953932 = -25050.750019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 55 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.360448 sec): 2 clusters Score: Raw -11340.703187 + Penalty 494.350135 = -10846.353051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.361045 sec): 3 clusters Score: Raw -11149.496925 + Penalty 989.094483 = -10160.402442 nChanged 54 SP:Iteration 1F (115.361628 sec): 3 clusters Score: Raw -11214.556367 + Penalty 987.298384 = -10227.257983 nChanged 12 SP:Iteration 2F (115.362211 sec): 3 clusters Score: Raw -11235.569955 + Penalty 991.082560 = -10244.487395 nChanged 15 SP:Iteration 3F (115.362791 sec): 3 clusters Score: Raw -11261.105145 + Penalty 992.307566 = -10268.797579 nChanged 17 SP:Iteration 4F (115.363371 sec): 3 clusters Score: Raw -11294.458316 + Penalty 997.887580 = -10296.570735 nChanged 10 SP:Iteration 5Q (115.363930 sec): 3 clusters Score: Raw -11315.288466 + Penalty 1008.935321 = -10306.353145 nChanged 7 SP:Iteration 6Q (115.364471 sec): 3 clusters Score: Raw -11330.714687 + Penalty 1050.957199 = -10279.757487 nChanged 11 SP:Iteration 7F (115.365050 sec): 3 clusters Score: Raw -11356.132656 + Penalty 1059.843467 = -10296.289188 nChanged 2 SP:Iteration 8Q (115.365552 sec): 3 clusters Score: Raw -11361.811681 + Penalty 1060.725489 = -10301.086192 nChanged 1 SP:Iteration 9Q (115.366053 sec): 3 clusters Score: Raw -11365.137167 + Penalty 1060.725489 = -10304.411679 nChanged 0 SP:Iteration 10F (115.366633 sec): 3 clusters Score: Raw -11365.137167 + Penalty 1060.725489 = -10304.411679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 62 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.368341 sec): 2 clusters Score: Raw -11134.459613 + Penalty 378.583202 = -10755.876411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.369059 sec): 3 clusters Score: Raw -11034.985341 + Penalty 759.122207 = -10275.863133 nChanged 80 SP:Iteration 1F (115.369762 sec): 3 clusters Score: Raw -11138.116249 + Penalty 757.237584 = -10380.878666 nChanged 26 SP:Iteration 2F (115.370467 sec): 3 clusters Score: Raw -11183.354796 + Penalty 757.324725 = -10426.030072 nChanged 17 SP:Iteration 3F (115.371171 sec): 3 clusters Score: Raw -11213.898801 + Penalty 756.802880 = -10457.095921 nChanged 7 SP:Iteration 4Q (115.371842 sec): 3 clusters Score: Raw -11224.021987 + Penalty 755.661052 = -10468.360935 nChanged 4 SP:Iteration 5Q (115.372509 sec): 3 clusters Score: Raw -11236.725068 + Penalty 754.939411 = -10481.785657 nChanged 2 SP:Iteration 6Q (115.373172 sec): 3 clusters Score: Raw -11238.180136 + Penalty 754.939411 = -10483.240725 nChanged 0 SP:Iteration 7F (115.373904 sec): 3 clusters Score: Raw -11238.180136 + Penalty 754.939411 = -10483.240725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 65 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.374652 sec): 2 clusters Score: Raw -2944.851505 + Penalty 395.034380 = -2549.817125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.375004 sec): 3 clusters Score: Raw -3010.643865 + Penalty 782.929065 = -2227.714800 nChanged 7 SP:Iteration 1F (115.375351 sec): 3 clusters Score: Raw -3026.424858 + Penalty 783.866991 = -2242.557867 nChanged 1 SP:Iteration 2Q (115.375682 sec): 3 clusters Score: Raw -3028.156394 + Penalty 783.866991 = -2244.289403 nChanged 0 SP:Iteration 3F (115.376028 sec): 3 clusters Score: Raw -3028.156394 + Penalty 783.866991 = -2244.289403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.38 GB. Trying to split cluster 112 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.377142 sec): 2 clusters Score: Raw -8177.232701 + Penalty 344.608197 = -7832.624504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.377791 sec): 3 clusters Score: Raw -8138.716975 + Penalty 690.181287 = -7448.535688 nChanged 64 SP:Iteration 1F (115.378430 sec): 3 clusters Score: Raw -8216.588315 + Penalty 689.186220 = -7527.402095 nChanged 14 SP:Iteration 2F (115.379071 sec): 3 clusters Score: Raw -8238.368677 + Penalty 691.681091 = -7546.687586 nChanged 12 SP:Iteration 3F (115.379707 sec): 3 clusters Score: Raw -8260.851038 + Penalty 693.322850 = -7567.528188 nChanged 7 SP:Iteration 4Q (115.380321 sec): 3 clusters Score: Raw -8272.834642 + Penalty 695.079308 = -7577.755333 nChanged 5 SP:Iteration 5Q (115.380918 sec): 3 clusters Score: Raw -8286.297318 + Penalty 696.596586 = -7589.700732 nChanged 3 SP:Iteration 6Q (115.381510 sec): 3 clusters Score: Raw -8289.175035 + Penalty 699.370378 = -7589.804657 nChanged 4 SP:Iteration 7Q (115.382102 sec): 3 clusters Score: Raw -8294.805682 + Penalty 699.919489 = -7594.886194 nChanged 1 SP:Iteration 8Q (115.382692 sec): 3 clusters Score: Raw -8296.059991 + Penalty 699.919489 = -7596.140502 nChanged 0 SP:Iteration 9F (115.383308 sec): 3 clusters Score: Raw -8296.059991 + Penalty 699.919489 = -7596.140502 nChanged 0 Time taken for this iteration:114.266841 seconds. 300->28 Clusters: Score -1619661.519008, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 232 (time per iteration =497.531845 ms) Total iterations: 3482 (time per iteration =33.149738 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 9572372500.000000 (time per metric unit =12.058389ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 239309312500.000000 (time per metric unit=482.335546ps) That took 115.427388 seconds. FileBase PeterP-2014-03-27_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 0.50 and 0.74 GB of RAM. Memory request: 0.25 GB would take us to total of 0.25 GB. ---------------------------------------------------------- Loaded 54385 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 54385 points ------ Starting initial clusters from distinct float masks Not enough masks (244) to generate starting clusters (300), so starting with (245) clusters instead. Assigned 245 initial classes from 244 unique masks. Deleting Class 224 (1 points): Lose 12.412721 but Gain 1688.173582 Iteration 0F (7.693957 sec): 244 clusters Score: Raw -2106704.185638 + Penalty 259946.136056 = -1846758.049583 nChanged 11942 Deleting Class 111 (2 points): Lose 37.159203 but Gain 1649.910252 Iteration 1F (13.716106 sec): 241 clusters Score: Raw -2128424.445389 + Penalty 256426.667489 = -1871997.777900 nChanged 4406 Deleting Class 215 (4 points): Lose 72.875583 but Gain 1679.243652 Iteration 2F (19.646694 sec): 238 clusters Score: Raw -2136981.740018 + Penalty 254902.460775 = -1882079.279243 nChanged 3105 Deleting Class 209 (2 points): Lose 34.121115 but Gain 1634.148935 Iteration 3F (25.591295 sec): 237 clusters Score: Raw -2141871.629513 + Penalty 253524.644688 = -1888346.984824 nChanged 2343 Deleting Class 206 (3 points): Lose 64.122270 but Gain 1646.202797 Iteration 4Q (26.434638 sec): 236 clusters Score: Raw -2145205.039946 + Penalty 252010.171020 = -1893194.868926 nChanged 2020 Deleting Class 213 (4 points): Lose 72.359887 but Gain 1621.615194 Iteration 5Q (27.227430 sec): 235 clusters Score: Raw -2147603.704939 + Penalty 250747.537720 = -1896856.167218 nChanged 1856 Deleting Class 232 (1 points): Lose 20.054975 but Gain 1528.354320 Iteration 6Q (27.992699 sec): 234 clusters Score: Raw -2149490.073305 + Penalty 249381.628879 = -1900108.444426 nChanged 1755 Deleting Class 198 (4 points): Lose 79.261779 but Gain 1583.378282 Iteration 7Q (28.737645 sec): 233 clusters Score: Raw -2151136.906167 + Penalty 248001.980819 = -1903134.925348 nChanged 1779 Deleting Class 47 (8 points): Lose 176.512886 but Gain 1678.874560 Iteration 8Q (29.480716 sec): 232 clusters Score: Raw -2152648.963904 + Penalty 246444.306076 = -1906204.657828 nChanged 1781 Deleting Class 171 (3 points): Lose 33.726035 but Gain 1528.877056 Iteration 9Q (30.218598 sec): 231 clusters Score: Raw -2154463.355995 + Penalty 245104.307097 = -1909359.048898 nChanged 1744 Deleting Class 88 (21 points): Lose 175.507067 but Gain 1679.783580 Iteration 10F (35.963023 sec): 230 clusters Score: Raw -2155860.985633 + Penalty 243684.026760 = -1912176.958873 nChanged 1712 Deleting Class 238 (2 points): Lose 23.355561 but Gain 1517.027661 Iteration 11Q (36.681462 sec): 229 clusters Score: Raw -2157273.167760 + Penalty 241232.019439 = -1916041.148321 nChanged 1526 Deleting Class 140 (5 points): Lose 86.788847 but Gain 1571.259016 Iteration 12Q (37.377332 sec): 228 clusters Score: Raw -2158224.147784 + Penalty 239812.961300 = -1918411.186484 nChanged 1398 Deleting Class 236 (3 points): Lose 36.704075 but Gain 1509.109587 Iteration 13Q (38.050823 sec): 227 clusters Score: Raw -2159097.870560 + Penalty 238498.067021 = -1920599.803540 nChanged 1213 Deleting Class 125 (2 points): Lose 40.587437 but Gain 1503.429603 Iteration 14Q (38.690762 sec): 226 clusters Score: Raw -2159817.906777 + Penalty 237209.107839 = -1922608.798938 nChanged 1048 Deleting Class 191 (2 points): Lose 33.752509 but Gain 1496.496914 Iteration 15Q (39.314033 sec): 225 clusters Score: Raw -2160413.752057 + Penalty 235797.863318 = -1924615.888739 nChanged 912 Deleting Class 130 (8 points): Lose 193.277987 but Gain 1651.184933 Iteration 16Q (39.909935 sec): 224 clusters Score: Raw -2160616.779546 + Penalty 234289.634010 = -1926327.145536 nChanged 778 Deleting Class 141 (7 points): Lose 122.839312 but Gain 1569.531189 Iteration 17Q (40.484721 sec): 223 clusters Score: Raw -2160848.061985 + Penalty 232895.500125 = -1927952.561859 nChanged 665 Deleting Class 89 (27 points): Lose 243.533129 but Gain 1684.545572 Iteration 18Q (41.044293 sec): 222 clusters Score: Raw -2160910.311581 + Penalty 231357.521994 = -1929552.789587 nChanged 578 Deleting Class 217 (3 points): Lose 33.720488 but Gain 1468.979206 Iteration 19Q (41.587095 sec): 221 clusters Score: Raw -2161169.502821 + Penalty 230017.980743 = -1931151.522077 nChanged 450 Writing temp clu file Memory request: 0.25 GB would take us to total of 0.50 GB. Compute initial score before splitting: Score: Raw -2161169.502821 + Penalty 230017.980743 = -1931151.522077Memory request: 0.12 GB would take us to total of 0.61 GB. Trying to split cluster 1 (25147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.889624 sec): 2 clusters Score: Raw -1018736.175047 + Penalty 158.391571 = -1018577.783476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.938567 sec): 3 clusters Score: Raw -1001586.792822 + Penalty 313.783772 = -1001273.009050 nChanged 12221 SP:Iteration 1F (41.987216 sec): 3 clusters Score: Raw -1009043.621523 + Penalty 294.175244 = -1008749.446280 nChanged 4044 SP:Iteration 2F (42.036140 sec): 3 clusters Score: Raw -1014081.822381 + Penalty 272.007715 = -1013809.814666 nChanged 2093 SP:Iteration 3F (42.085097 sec): 3 clusters Score: Raw -1017247.450041 + Penalty 266.744911 = -1016980.705130 nChanged 726 SP:Iteration 4Q (42.130788 sec): 3 clusters Score: Raw -1017750.035899 + Penalty 264.642746 = -1017485.393153 nChanged 391 SP:Iteration 5Q (42.175735 sec): 3 clusters Score: Raw -1017859.825986 + Penalty 263.065332 = -1017596.760654 nChanged 322 SP:Iteration 6Q (42.220607 sec): 3 clusters Score: Raw -1017953.596140 + Penalty 260.903863 = -1017692.692277 nChanged 347 SP:Iteration 7Q (42.265883 sec): 3 clusters Score: Raw -1018055.836762 + Penalty 259.125984 = -1017796.710778 nChanged 303 SP:Iteration 8Q (42.310682 sec): 3 clusters Score: Raw -1018140.733987 + Penalty 257.478650 = -1017883.255337 nChanged 283 SP:Iteration 9Q (42.355785 sec): 3 clusters Score: Raw -1018218.898928 + Penalty 256.163531 = -1017962.735396 nChanged 275 SP:Iteration 10F (42.405051 sec): 3 clusters Score: Raw -1018304.252168 + Penalty 253.787298 = -1018050.464870 nChanged 284 SP:Iteration 11Q (42.449365 sec): 3 clusters Score: Raw -1018389.772765 + Penalty 252.698919 = -1018137.073846 nChanged 237 SP:Iteration 12Q (42.493669 sec): 3 clusters Score: Raw -1018458.541822 + Penalty 251.478567 = -1018207.063255 nChanged 228 SP:Iteration 13Q (42.537995 sec): 3 clusters Score: Raw -1018527.334096 + Penalty 250.622055 = -1018276.712041 nChanged 231 SP:Iteration 14Q (42.582554 sec): 3 clusters Score: Raw -1018597.061552 + Penalty 249.246343 = -1018347.815209 nChanged 184 SP:Iteration 15Q (42.625909 sec): 3 clusters Score: Raw -1018652.761841 + Penalty 248.573689 = -1018404.188152 nChanged 170 SP:Iteration 16Q (42.669055 sec): 3 clusters Score: Raw -1018701.493146 + Penalty 247.348772 = -1018454.144374 nChanged 133 SP:Iteration 17Q (42.712235 sec): 3 clusters Score: Raw -1018735.555794 + Penalty 246.754201 = -1018488.801593 nChanged 110 SP:Iteration 18Q (42.754861 sec): 3 clusters Score: Raw -1018763.929417 + Penalty 245.421004 = -1018518.508413 nChanged 92 SP:Iteration 19Q (42.797594 sec): 3 clusters Score: Raw -1018787.671434 + Penalty 245.197275 = -1018542.474159 nChanged 88 SP:Iteration 20F (42.846816 sec): 3 clusters Score: Raw -1018809.064931 + Penalty 244.273423 = -1018564.791508 nChanged 84 SP:Iteration 21Q (42.889772 sec): 3 clusters Score: Raw -1018827.113540 + Penalty 243.591759 = -1018583.521781 nChanged 60 SP:Iteration 22Q (42.931662 sec): 3 clusters Score: Raw -1018839.063129 + Penalty 242.648826 = -1018596.414303 nChanged 62 SP:Iteration 23Q (42.973809 sec): 3 clusters Score: Raw -1018854.939956 + Penalty 241.833011 = -1018613.106945 nChanged 63 SP:Iteration 24Q (43.015495 sec): 3 clusters Score: Raw -1018871.822325 + Penalty 241.618105 = -1018630.204220 nChanged 64 SP:Iteration 25Q (43.057079 sec): 3 clusters Score: Raw -1018887.999349 + Penalty 241.307963 = -1018646.691386 nChanged 57 SP:Iteration 26Q (43.098924 sec): 3 clusters Score: Raw -1018901.990339 + Penalty 240.857075 = -1018661.133264 nChanged 62 SP:Iteration 27Q (43.140262 sec): 3 clusters Score: Raw -1018917.409309 + Penalty 241.023055 = -1018676.386253 nChanged 53 SP:Iteration 28Q (43.181638 sec): 3 clusters Score: Raw -1018931.152475 + Penalty 240.215430 = -1018690.937045 nChanged 58 SP:Iteration 29Q (43.222842 sec): 3 clusters Score: Raw -1018948.953356 + Penalty 238.032404 = -1018710.920952 nChanged 58 SP:Iteration 30F (43.272431 sec): 3 clusters Score: Raw -1018968.898539 + Penalty 237.167837 = -1018731.730703 nChanged 58 SP:Iteration 31Q (43.313752 sec): 3 clusters Score: Raw -1018989.623917 + Penalty 236.601866 = -1018753.022051 nChanged 50 SP:Iteration 32Q (43.354621 sec): 3 clusters Score: Raw -1019011.827385 + Penalty 236.157009 = -1018775.670375 nChanged 55 SP:Iteration 33Q (43.395641 sec): 3 clusters Score: Raw -1019052.189291 + Penalty 235.079452 = -1018817.109839 nChanged 67 SP:Iteration 34Q (43.436308 sec): 3 clusters Score: Raw -1019098.603889 + Penalty 233.121209 = -1018865.482680 nChanged 64 SP:Iteration 35Q (43.476803 sec): 3 clusters Score: Raw -1019136.219921 + Penalty 232.999753 = -1018903.220168 nChanged 49 SP:Iteration 36Q (43.517672 sec): 3 clusters Score: Raw -1019153.734321 + Penalty 233.438254 = -1018920.296067 nChanged 34 SP:Iteration 37Q (43.558123 sec): 3 clusters Score: Raw -1019163.506166 + Penalty 233.292362 = -1018930.213804 nChanged 33 SP:Iteration 38Q (43.598616 sec): 3 clusters Score: Raw -1019173.316690 + Penalty 233.095017 = -1018940.221673 nChanged 20 SP:Iteration 39Q (43.638855 sec): 3 clusters Score: Raw -1019178.181697 + Penalty 233.057426 = -1018945.124271 nChanged 13 SP:Iteration 40F (43.688274 sec): 3 clusters Score: Raw -1019179.858962 + Penalty 234.131238 = -1018945.727725 nChanged 14 SP:Iteration 41Q (43.728849 sec): 3 clusters Score: Raw -1019183.062362 + Penalty 233.388962 = -1018949.673400 nChanged 11 SP:Iteration 42Q (43.769316 sec): 3 clusters Score: Raw -1019185.276202 + Penalty 233.464390 = -1018951.811813 nChanged 6 SP:Iteration 43Q (43.809978 sec): 3 clusters Score: Raw -1019185.888615 + Penalty 233.491887 = -1018952.396727 nChanged 4 SP:Iteration 44Q (43.850180 sec): 3 clusters Score: Raw -1019186.683786 + Penalty 233.292935 = -1018953.390851 nChanged 2 SP:Iteration 45Q (43.893128 sec): 3 clusters Score: Raw -1019186.892551 + Penalty 233.131051 = -1018953.761500 nChanged 3 SP:Iteration 46Q (43.940296 sec): 3 clusters Score: Raw -1019187.102584 + Penalty 232.669926 = -1018954.432659 nChanged 3 SP:Iteration 47Q (43.980546 sec): 3 clusters Score: Raw -1019187.426420 + Penalty 232.725219 = -1018954.701202 nChanged 3 SP:Iteration 48Q (44.021079 sec): 3 clusters Score: Raw -1019187.530924 + Penalty 232.768608 = -1018954.762316 nChanged 2 SP:Iteration 49Q (44.061397 sec): 3 clusters Score: Raw -1019187.581051 + Penalty 232.441976 = -1018955.139075 nChanged 1 SP:Iteration 50F (44.110950 sec): 3 clusters Score: Raw -1019187.620349 + Penalty 232.441976 = -1018955.178374 nChanged 0 Score: Raw -2194795.163919 + Penalty 230097.668335 = -1964697.495584 Splitting cluster 1 changes total score from -1931151.522077 to -1964697.495584 So it's getting split into cluster 47. Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 2 (921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.610928 sec): 2 clusters Score: Raw -41476.422148 + Penalty 503.510695 = -40972.911452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.612776 sec): 3 clusters Score: Raw -41007.383790 + Penalty 1002.787579 = -40004.596211 nChanged 325 SP:Iteration 1F (49.614585 sec): 3 clusters Score: Raw -41213.678599 + Penalty 996.102380 = -40217.576219 nChanged 113 SP:Iteration 2F (49.616349 sec): 3 clusters Score: Raw -41323.181942 + Penalty 990.091250 = -40333.090692 nChanged 88 SP:Iteration 3F (49.618114 sec): 3 clusters Score: Raw -41413.058412 + Penalty 990.236714 = -40422.821698 nChanged 41 SP:Iteration 4Q (49.619883 sec): 3 clusters Score: Raw -41451.946026 + Penalty 991.562097 = -40460.383929 nChanged 20 SP:Iteration 5Q (49.621703 sec): 3 clusters Score: Raw -41467.505835 + Penalty 999.224774 = -40468.281061 nChanged 18 SP:Iteration 6Q (49.623506 sec): 3 clusters Score: Raw -41483.201825 + Penalty 1001.796715 = -40481.405110 nChanged 16 SP:Iteration 7Q (49.625276 sec): 3 clusters Score: Raw -41496.897720 + Penalty 1004.947142 = -40491.950577 nChanged 12 SP:Iteration 8Q (49.627026 sec): 3 clusters Score: Raw -41509.291017 + Penalty 1008.026739 = -40501.264278 nChanged 11 SP:Iteration 9Q (49.628770 sec): 3 clusters Score: Raw -41523.855734 + Penalty 1012.570485 = -40511.285249 nChanged 8 SP:Iteration 10F (49.630572 sec): 3 clusters Score: Raw -41529.778211 + Penalty 1014.515599 = -40515.262613 nChanged 7 SP:Iteration 11Q (49.632224 sec): 3 clusters Score: Raw -41537.408062 + Penalty 1014.500992 = -40522.907070 nChanged 5 SP:Iteration 12Q (49.633855 sec): 3 clusters Score: Raw -41542.879591 + Penalty 1013.179181 = -40529.700410 nChanged 3 SP:Iteration 13Q (49.635449 sec): 3 clusters Score: Raw -41545.650658 + Penalty 1013.624400 = -40532.026258 nChanged 4 SP:Iteration 14Q (49.637026 sec): 3 clusters Score: Raw -41548.116173 + Penalty 1016.537609 = -40531.578565 nChanged 1 SP:Iteration 15F (49.638847 sec): 3 clusters Score: Raw -41549.222368 + Penalty 1016.537609 = -40532.684760 nChanged 0 Memory request: 0.02 GB would take us to total of 0.51 GB. Trying to split cluster 3 (2971 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.652472 sec): 2 clusters Score: Raw -128166.155964 + Penalty 255.794926 = -127910.361038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.657925 sec): 3 clusters Score: Raw -126258.043201 + Penalty 531.305641 = -125726.737560 nChanged 1380 SP:Iteration 1F (49.663234 sec): 3 clusters Score: Raw -127362.388297 + Penalty 556.118092 = -126806.270204 nChanged 414 SP:Iteration 2F (49.668572 sec): 3 clusters Score: Raw -127689.719321 + Penalty 568.606971 = -127121.112350 nChanged 215 SP:Iteration 3F (49.673985 sec): 3 clusters Score: Raw -127835.255084 + Penalty 574.126224 = -127261.128860 nChanged 128 SP:Iteration 4Q (49.679220 sec): 3 clusters Score: Raw -127916.162773 + Penalty 573.995009 = -127342.167764 nChanged 79 SP:Iteration 5Q (49.684312 sec): 3 clusters Score: Raw -127955.642810 + Penalty 572.809091 = -127382.833719 nChanged 62 SP:Iteration 6Q (49.689333 sec): 3 clusters Score: Raw -127978.555689 + Penalty 572.378864 = -127406.176825 nChanged 49 SP:Iteration 7Q (49.694301 sec): 3 clusters Score: Raw -127995.769723 + Penalty 573.758744 = -127422.010979 nChanged 28 SP:Iteration 8Q (49.699277 sec): 3 clusters Score: Raw -128006.043443 + Penalty 574.072557 = -127431.970886 nChanged 19 SP:Iteration 9Q (49.704169 sec): 3 clusters Score: Raw -128011.338906 + Penalty 573.454761 = -127437.884145 nChanged 12 SP:Iteration 10F (49.709461 sec): 3 clusters Score: Raw -128013.008992 + Penalty 573.000760 = -127440.008233 nChanged 8 SP:Iteration 11Q (49.714365 sec): 3 clusters Score: Raw -128013.756103 + Penalty 573.011157 = -127440.744946 nChanged 12 SP:Iteration 12Q (49.719231 sec): 3 clusters Score: Raw -128015.313031 + Penalty 573.307752 = -127442.005280 nChanged 10 SP:Iteration 13Q (49.724089 sec): 3 clusters Score: Raw -128017.267313 + Penalty 573.803380 = -127443.463933 nChanged 7 SP:Iteration 14Q (49.729089 sec): 3 clusters Score: Raw -128018.768846 + Penalty 574.387015 = -127444.381831 nChanged 15 SP:Iteration 15Q (49.734412 sec): 3 clusters Score: Raw -128021.916596 + Penalty 573.761198 = -127448.155399 nChanged 13 SP:Iteration 16Q (49.739285 sec): 3 clusters Score: Raw -128024.897528 + Penalty 572.845827 = -127452.051701 nChanged 16 SP:Iteration 17Q (49.744109 sec): 3 clusters Score: Raw -128028.501137 + Penalty 571.501095 = -127457.000042 nChanged 17 SP:Iteration 18Q (49.748923 sec): 3 clusters Score: Raw -128031.749554 + Penalty 570.570742 = -127461.178812 nChanged 17 SP:Iteration 19Q (49.753728 sec): 3 clusters Score: Raw -128036.275228 + Penalty 571.416063 = -127464.859166 nChanged 20 SP:Iteration 20F (49.759020 sec): 3 clusters Score: Raw -128043.474541 + Penalty 572.258779 = -127471.215762 nChanged 28 SP:Iteration 21Q (49.763790 sec): 3 clusters Score: Raw -128054.769520 + Penalty 573.496132 = -127481.273388 nChanged 27 SP:Iteration 22Q (49.768541 sec): 3 clusters Score: Raw -128064.395398 + Penalty 573.342436 = -127491.052962 nChanged 27 SP:Iteration 23Q (49.773255 sec): 3 clusters Score: Raw -128072.816125 + Penalty 574.754433 = -127498.061692 nChanged 34 SP:Iteration 24Q (49.777949 sec): 3 clusters Score: Raw -128085.344526 + Penalty 574.406459 = -127510.938066 nChanged 28 SP:Iteration 25Q (49.782595 sec): 3 clusters Score: Raw -128094.406273 + Penalty 573.032864 = -127521.373408 nChanged 20 SP:Iteration 26Q (49.787209 sec): 3 clusters Score: Raw -128101.055263 + Penalty 568.866710 = -127532.188553 nChanged 20 SP:Iteration 27Q (49.791797 sec): 3 clusters Score: Raw -128109.293833 + Penalty 567.326003 = -127541.967830 nChanged 20 SP:Iteration 28Q (49.796365 sec): 3 clusters Score: Raw -128119.286107 + Penalty 566.538049 = -127552.748058 nChanged 25 SP:Iteration 29Q (49.800904 sec): 3 clusters Score: Raw -128129.779541 + Penalty 565.598645 = -127564.180897 nChanged 16 SP:Iteration 30F (49.806210 sec): 3 clusters Score: Raw -128137.801527 + Penalty 566.209540 = -127571.591987 nChanged 12 SP:Iteration 31Q (49.810710 sec): 3 clusters Score: Raw -128141.838147 + Penalty 563.575728 = -127578.262419 nChanged 11 SP:Iteration 32Q (49.815190 sec): 3 clusters Score: Raw -128148.096482 + Penalty 562.835952 = -127585.260530 nChanged 8 SP:Iteration 33Q (49.819658 sec): 3 clusters Score: Raw -128152.211381 + Penalty 562.178733 = -127590.032648 nChanged 5 SP:Iteration 34Q (49.824112 sec): 3 clusters Score: Raw -128153.508738 + Penalty 562.296802 = -127591.211937 nChanged 4 SP:Iteration 35Q (49.828610 sec): 3 clusters Score: Raw -128154.042716 + Penalty 563.132966 = -127590.909750 nChanged 7 SP:Iteration 36F (49.834037 sec): 3 clusters Score: Raw -128155.558662 + Penalty 564.070123 = -127591.488540 nChanged 6 SP:Iteration 37Q (49.838482 sec): 3 clusters Score: Raw -128156.580707 + Penalty 564.877265 = -127591.703442 nChanged 6 SP:Iteration 38Q (49.842914 sec): 3 clusters Score: Raw -128158.741764 + Penalty 563.259885 = -127595.481878 nChanged 7 SP:Iteration 39Q (49.847344 sec): 3 clusters Score: Raw -128162.410892 + Penalty 567.048339 = -127595.362552 nChanged 12 SP:Iteration 40F (49.852630 sec): 3 clusters Score: Raw -128168.530173 + Penalty 569.511213 = -127599.018961 nChanged 10 SP:Iteration 41Q (49.857033 sec): 3 clusters Score: Raw -128172.165369 + Penalty 568.827245 = -127603.338123 nChanged 7 SP:Iteration 42Q (49.861422 sec): 3 clusters Score: Raw -128173.703986 + Penalty 571.462784 = -127602.241202 nChanged 5 SP:Iteration 43F (49.866704 sec): 3 clusters Score: Raw -128174.638407 + Penalty 572.571878 = -127602.066529 nChanged 2 SP:Iteration 44F (49.872063 sec): 3 clusters Score: Raw -128174.786612 + Penalty 572.417286 = -127602.369325 nChanged 1 SP:Iteration 45Q (49.876442 sec): 3 clusters Score: Raw -128174.940613 + Penalty 572.132362 = -127602.808251 nChanged 3 SP:Iteration 46Q (49.880810 sec): 3 clusters Score: Raw -128175.624021 + Penalty 572.239299 = -127603.384722 nChanged 3 SP:Iteration 47Q (49.885166 sec): 3 clusters Score: Raw -128175.960338 + Penalty 572.697528 = -127603.262809 nChanged 1 SP:Iteration 48F (49.890461 sec): 3 clusters Score: Raw -128176.025765 + Penalty 573.056745 = -127602.969020 nChanged 1 SP:Iteration 49F (49.895744 sec): 3 clusters Score: Raw -128176.115908 + Penalty 573.056745 = -127603.059163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 4 (396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.908261 sec): 2 clusters Score: Raw -18751.131661 + Penalty 316.802810 = -18434.328850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.909163 sec): 3 clusters Score: Raw -18528.961940 + Penalty 633.112935 = -17895.849005 nChanged 126 SP:Iteration 1F (49.910055 sec): 3 clusters Score: Raw -18625.719508 + Penalty 634.185621 = -17991.533887 nChanged 51 SP:Iteration 2F (49.910942 sec): 3 clusters Score: Raw -18663.461198 + Penalty 632.874159 = -18030.587039 nChanged 21 SP:Iteration 3F (49.911827 sec): 3 clusters Score: Raw -18681.826912 + Penalty 631.794799 = -18050.032113 nChanged 10 SP:Iteration 4Q (49.912706 sec): 3 clusters Score: Raw -18691.887391 + Penalty 631.622500 = -18060.264891 nChanged 8 SP:Iteration 5Q (49.913581 sec): 3 clusters Score: Raw -18703.506009 + Penalty 630.225153 = -18073.280856 nChanged 5 SP:Iteration 6Q (49.914453 sec): 3 clusters Score: Raw -18714.518023 + Penalty 630.496413 = -18084.021610 nChanged 7 SP:Iteration 7Q (49.915313 sec): 3 clusters Score: Raw -18717.297514 + Penalty 630.631694 = -18086.665820 nChanged 2 SP:Iteration 8Q (49.916172 sec): 3 clusters Score: Raw -18718.509389 + Penalty 630.531610 = -18087.977780 nChanged 1 SP:Iteration 9Q (49.917035 sec): 3 clusters Score: Raw -18718.689241 + Penalty 630.531610 = -18088.157631 nChanged 0 SP:Iteration 10F (49.917917 sec): 3 clusters Score: Raw -18718.689241 + Penalty 630.531610 = -18088.157631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 5 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.919813 sec): 2 clusters Score: Raw -15838.812313 + Penalty 294.017509 = -15544.794804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.920617 sec): 3 clusters Score: Raw -15654.587091 + Penalty 614.416730 = -15040.170361 nChanged 107 SP:Iteration 1F (49.921406 sec): 3 clusters Score: Raw -15767.149820 + Penalty 641.409799 = -15125.740021 nChanged 43 SP:Iteration 2F (49.922194 sec): 3 clusters Score: Raw -15815.090873 + Penalty 655.682139 = -15159.408734 nChanged 13 SP:Iteration 3Q (49.922970 sec): 3 clusters Score: Raw -15829.650881 + Penalty 668.396769 = -15161.254113 nChanged 6 SP:Iteration 4Q (49.923720 sec): 3 clusters Score: Raw -15836.299046 + Penalty 690.858071 = -15145.440975 nChanged 3 SP:Iteration 5F (49.924505 sec): 3 clusters Score: Raw -15838.418238 + Penalty 711.723118 = -15126.695120 nChanged 3 SP:Iteration 6F (49.925288 sec): 3 clusters Score: Raw -15840.716066 + Penalty 703.462853 = -15137.253214 nChanged 3 SP:Iteration 7Q (49.925985 sec): 3 clusters Score: Raw -15847.926089 + Penalty 703.462853 = -15144.463237 nChanged 0 SP:Iteration 8F (49.926775 sec): 3 clusters Score: Raw -15847.926089 + Penalty 703.462853 = -15144.463237 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 6 (899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.929667 sec): 2 clusters Score: Raw -50031.554675 + Penalty 775.917638 = -49255.637037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.931631 sec): 3 clusters Score: Raw -49707.064967 + Penalty 1550.980346 = -48156.084621 nChanged 293 SP:Iteration 1F (49.933437 sec): 3 clusters Score: Raw -50003.299972 + Penalty 1551.656658 = -48451.643313 nChanged 86 SP:Iteration 2F (49.935310 sec): 3 clusters Score: Raw -50175.687813 + Penalty 1554.094417 = -48621.593395 nChanged 78 SP:Iteration 3F (49.937209 sec): 3 clusters Score: Raw -50310.592224 + Penalty 1556.341463 = -48754.250762 nChanged 63 SP:Iteration 4F (49.939061 sec): 3 clusters Score: Raw -50393.565898 + Penalty 1556.751823 = -48836.814075 nChanged 37 SP:Iteration 5Q (49.940799 sec): 3 clusters Score: Raw -50430.791182 + Penalty 1557.229698 = -48873.561484 nChanged 18 SP:Iteration 6Q (49.942444 sec): 3 clusters Score: Raw -50454.064103 + Penalty 1557.747304 = -48896.316799 nChanged 26 SP:Iteration 7Q (49.944043 sec): 3 clusters Score: Raw -50479.090670 + Penalty 1558.103239 = -48920.987431 nChanged 18 SP:Iteration 8Q (49.945630 sec): 3 clusters Score: Raw -50493.765990 + Penalty 1558.167280 = -48935.598710 nChanged 9 SP:Iteration 9Q (49.947213 sec): 3 clusters Score: Raw -50501.107845 + Penalty 1557.893096 = -48943.214749 nChanged 10 SP:Iteration 10F (49.948935 sec): 3 clusters Score: Raw -50510.312233 + Penalty 1557.952995 = -48952.359238 nChanged 14 SP:Iteration 11Q (49.950513 sec): 3 clusters Score: Raw -50523.609026 + Penalty 1557.955884 = -48965.653142 nChanged 11 SP:Iteration 12Q (49.952083 sec): 3 clusters Score: Raw -50533.518457 + Penalty 1557.878516 = -48975.639941 nChanged 12 SP:Iteration 13Q (49.953648 sec): 3 clusters Score: Raw -50547.878748 + Penalty 1558.270123 = -48989.608625 nChanged 9 SP:Iteration 14Q (49.955202 sec): 3 clusters Score: Raw -50558.705947 + Penalty 1558.071027 = -49000.634920 nChanged 5 SP:Iteration 15Q (49.956785 sec): 3 clusters Score: Raw -50564.564681 + Penalty 1558.095540 = -49006.469141 nChanged 4 SP:Iteration 16Q (49.958347 sec): 3 clusters Score: Raw -50567.718936 + Penalty 1558.264247 = -49009.454688 nChanged 5 SP:Iteration 17Q (49.959876 sec): 3 clusters Score: Raw -50572.762945 + Penalty 1558.406441 = -49014.356503 nChanged 3 SP:Iteration 18Q (49.961398 sec): 3 clusters Score: Raw -50574.812136 + Penalty 1558.456745 = -49016.355391 nChanged 3 SP:Iteration 19Q (49.962917 sec): 3 clusters Score: Raw -50577.841175 + Penalty 1558.573648 = -49019.267527 nChanged 1 SP:Iteration 20F (49.964686 sec): 3 clusters Score: Raw -50578.522925 + Penalty 1558.761569 = -49019.761356 nChanged 2 SP:Iteration 21Q (49.966246 sec): 3 clusters Score: Raw -50581.124972 + Penalty 1558.918667 = -49022.206305 nChanged 1 SP:Iteration 22Q (49.967771 sec): 3 clusters Score: Raw -50581.706874 + Penalty 1559.181404 = -49022.525470 nChanged 2 SP:Iteration 23Q (49.969292 sec): 3 clusters Score: Raw -50583.973197 + Penalty 1559.085221 = -49024.887977 nChanged 2 SP:Iteration 24Q (49.970842 sec): 3 clusters Score: Raw -50584.412758 + Penalty 1558.977397 = -49025.435361 nChanged 1 SP:Iteration 25Q (49.972425 sec): 3 clusters Score: Raw -50584.743862 + Penalty 1558.977397 = -49025.766465 nChanged 0 SP:Iteration 26F (49.974221 sec): 3 clusters Score: Raw -50584.743862 + Penalty 1558.977397 = -49025.766465 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 7 (1316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.981033 sec): 2 clusters Score: Raw -60689.620436 + Penalty 427.146935 = -60262.473501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.983646 sec): 3 clusters Score: Raw -59902.377175 + Penalty 864.699450 = -59037.677725 nChanged 501 SP:Iteration 1F (49.986129 sec): 3 clusters Score: Raw -60295.234680 + Penalty 878.676873 = -59416.557807 nChanged 201 SP:Iteration 2F (49.988584 sec): 3 clusters Score: Raw -60479.840278 + Penalty 885.695866 = -59594.144413 nChanged 97 SP:Iteration 3F (49.991029 sec): 3 clusters Score: Raw -60586.403583 + Penalty 883.824712 = -59702.578870 nChanged 76 SP:Iteration 4F (49.993475 sec): 3 clusters Score: Raw -60680.736684 + Penalty 881.879782 = -59798.856902 nChanged 46 SP:Iteration 5Q (49.995860 sec): 3 clusters Score: Raw -60717.570081 + Penalty 880.633427 = -59836.936654 nChanged 21 SP:Iteration 6Q (49.998186 sec): 3 clusters Score: Raw -60727.200067 + Penalty 880.609854 = -59846.590213 nChanged 12 SP:Iteration 7Q (50.000496 sec): 3 clusters Score: Raw -60731.606546 + Penalty 880.504338 = -59851.102208 nChanged 7 SP:Iteration 8Q (50.002803 sec): 3 clusters Score: Raw -60733.731687 + Penalty 880.730593 = -59853.001094 nChanged 9 SP:Iteration 9Q (50.005107 sec): 3 clusters Score: Raw -60736.603548 + Penalty 881.059597 = -59855.543951 nChanged 9 SP:Iteration 10F (50.007599 sec): 3 clusters Score: Raw -60739.956843 + Penalty 881.620171 = -59858.336673 nChanged 6 SP:Iteration 11Q (50.009973 sec): 3 clusters Score: Raw -60741.389091 + Penalty 882.070144 = -59859.318947 nChanged 4 SP:Iteration 12Q (50.012282 sec): 3 clusters Score: Raw -60741.990349 + Penalty 882.437852 = -59859.552498 nChanged 4 SP:Iteration 13Q (50.014579 sec): 3 clusters Score: Raw -60742.534615 + Penalty 882.832364 = -59859.702251 nChanged 5 SP:Iteration 14Q (50.016875 sec): 3 clusters Score: Raw -60743.326467 + Penalty 882.777478 = -59860.548989 nChanged 1 SP:Iteration 15Q (50.019163 sec): 3 clusters Score: Raw -60743.431972 + Penalty 883.239922 = -59860.192050 nChanged 2 SP:Iteration 16F (50.021602 sec): 3 clusters Score: Raw -60743.528982 + Penalty 883.387368 = -59860.141614 nChanged 1 SP:Iteration 17F (50.024040 sec): 3 clusters Score: Raw -60743.614467 + Penalty 883.387368 = -59860.227099 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 8 (2435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.037382 sec): 2 clusters Score: Raw -107573.329508 + Penalty 247.999508 = -107325.330000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.041957 sec): 3 clusters Score: Raw -106016.063680 + Penalty 496.205982 = -105519.857699 nChanged 1075 SP:Iteration 1F (50.046321 sec): 3 clusters Score: Raw -106904.475857 + Penalty 494.761439 = -106409.714419 nChanged 357 SP:Iteration 2F (50.050669 sec): 3 clusters Score: Raw -107223.464156 + Penalty 493.281910 = -106730.182246 nChanged 129 SP:Iteration 3F (50.055005 sec): 3 clusters Score: Raw -107334.026851 + Penalty 489.129003 = -106844.897848 nChanged 74 SP:Iteration 4Q (50.059121 sec): 3 clusters Score: Raw -107387.677709 + Penalty 486.230220 = -106901.447489 nChanged 61 SP:Iteration 5Q (50.063168 sec): 3 clusters Score: Raw -107424.133390 + Penalty 482.903596 = -106941.229793 nChanged 42 SP:Iteration 6Q (50.067108 sec): 3 clusters Score: Raw -107445.209683 + Penalty 479.778645 = -106965.431038 nChanged 42 SP:Iteration 7Q (50.070959 sec): 3 clusters Score: Raw -107467.084375 + Penalty 477.202584 = -106989.881791 nChanged 34 SP:Iteration 8Q (50.074897 sec): 3 clusters Score: Raw -107482.349591 + Penalty 478.791549 = -107003.558042 nChanged 41 SP:Iteration 9Q (50.078762 sec): 3 clusters Score: Raw -107507.316183 + Penalty 474.917517 = -107032.398667 nChanged 36 SP:Iteration 10F (50.083101 sec): 3 clusters Score: Raw -107530.301908 + Penalty 465.611105 = -107064.690803 nChanged 30 SP:Iteration 11Q (50.086741 sec): 3 clusters Score: Raw -107548.638702 + Penalty 464.442920 = -107084.195782 nChanged 17 SP:Iteration 12Q (50.090328 sec): 3 clusters Score: Raw -107558.720981 + Penalty 461.688470 = -107097.032511 nChanged 11 SP:Iteration 13Q (50.093870 sec): 3 clusters Score: Raw -107565.070657 + Penalty 463.430136 = -107101.640521 nChanged 5 SP:Iteration 14Q (50.097393 sec): 3 clusters Score: Raw -107569.200118 + Penalty 464.422950 = -107104.777168 nChanged 6 SP:Iteration 15Q (50.100898 sec): 3 clusters Score: Raw -107572.227217 + Penalty 465.385376 = -107106.841841 nChanged 5 SP:Iteration 16Q (50.104390 sec): 3 clusters Score: Raw -107576.048957 + Penalty 469.972930 = -107106.076027 nChanged 5 SP:Iteration 17F (50.108719 sec): 3 clusters Score: Raw -107578.320733 + Penalty 470.740191 = -107107.580542 nChanged 3 SP:Iteration 18Q (50.112275 sec): 3 clusters Score: Raw -107580.614916 + Penalty 472.413193 = -107108.201723 nChanged 3 SP:Iteration 19Q (50.115744 sec): 3 clusters Score: Raw -107581.855312 + Penalty 480.250794 = -107101.604518 nChanged 6 SP:Iteration 20F (50.120069 sec): 3 clusters Score: Raw -107584.890989 + Penalty 486.948165 = -107097.942825 nChanged 6 SP:Iteration 21F (50.124393 sec): 3 clusters Score: Raw -107587.864058 + Penalty 488.394188 = -107099.469870 nChanged 3 SP:Iteration 22Q (50.127841 sec): 3 clusters Score: Raw -107589.762838 + Penalty 490.348647 = -107099.414191 nChanged 6 SP:Iteration 23F (50.132180 sec): 3 clusters Score: Raw -107593.443914 + Penalty 497.224602 = -107096.219312 nChanged 4 SP:Iteration 24F (50.136813 sec): 3 clusters Score: Raw -107596.866906 + Penalty 501.430744 = -107095.436161 nChanged 3 SP:Iteration 25F (50.141350 sec): 3 clusters Score: Raw -107599.920705 + Penalty 501.430744 = -107098.489961 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 9 (960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.146944 sec): 2 clusters Score: Raw -47179.928494 + Penalty 313.957992 = -46865.970501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.148861 sec): 3 clusters Score: Raw -46682.051629 + Penalty 622.915179 = -46059.136450 nChanged 367 SP:Iteration 1F (50.150735 sec): 3 clusters Score: Raw -46885.932810 + Penalty 618.236550 = -46267.696260 nChanged 110 SP:Iteration 2F (50.152561 sec): 3 clusters Score: Raw -46977.365347 + Penalty 613.551716 = -46363.813632 nChanged 91 SP:Iteration 3F (50.154391 sec): 3 clusters Score: Raw -47052.932852 + Penalty 610.455971 = -46442.476880 nChanged 61 SP:Iteration 4F (50.156221 sec): 3 clusters Score: Raw -47102.782346 + Penalty 608.110368 = -46494.671978 nChanged 44 SP:Iteration 5Q (50.158052 sec): 3 clusters Score: Raw -47132.423715 + Penalty 609.769374 = -46522.654341 nChanged 31 SP:Iteration 6Q (50.159869 sec): 3 clusters Score: Raw -47149.595513 + Penalty 613.843730 = -46535.751783 nChanged 22 SP:Iteration 7Q (50.161688 sec): 3 clusters Score: Raw -47163.169420 + Penalty 617.437165 = -46545.732255 nChanged 27 SP:Iteration 8Q (50.163492 sec): 3 clusters Score: Raw -47184.352250 + Penalty 622.564604 = -46561.787646 nChanged 24 SP:Iteration 9Q (50.165290 sec): 3 clusters Score: Raw -47203.356281 + Penalty 630.729398 = -46572.626883 nChanged 17 SP:Iteration 10F (50.167121 sec): 3 clusters Score: Raw -47214.410583 + Penalty 637.442669 = -46576.967913 nChanged 14 SP:Iteration 11Q (50.168937 sec): 3 clusters Score: Raw -47226.083688 + Penalty 642.367418 = -46583.716271 nChanged 12 SP:Iteration 12Q (50.170744 sec): 3 clusters Score: Raw -47242.224898 + Penalty 647.235442 = -46594.989456 nChanged 11 SP:Iteration 13Q (50.172502 sec): 3 clusters Score: Raw -47256.636284 + Penalty 645.572668 = -46611.063616 nChanged 12 SP:Iteration 14Q (50.174257 sec): 3 clusters Score: Raw -47268.921454 + Penalty 647.550477 = -46621.370977 nChanged 12 SP:Iteration 15Q (50.176008 sec): 3 clusters Score: Raw -47282.596507 + Penalty 650.992297 = -46631.604209 nChanged 14 SP:Iteration 16Q (50.177760 sec): 3 clusters Score: Raw -47296.488041 + Penalty 657.664204 = -46638.823836 nChanged 10 SP:Iteration 17Q (50.179505 sec): 3 clusters Score: Raw -47304.381787 + Penalty 657.688856 = -46646.692932 nChanged 4 SP:Iteration 18Q (50.181239 sec): 3 clusters Score: Raw -47307.735563 + Penalty 660.174833 = -46647.560730 nChanged 5 SP:Iteration 19Q (50.182960 sec): 3 clusters Score: Raw -47312.719552 + Penalty 662.421336 = -46650.298215 nChanged 6 SP:Iteration 20F (50.184786 sec): 3 clusters Score: Raw -47316.435835 + Penalty 663.454025 = -46652.981810 nChanged 7 SP:Iteration 21Q (50.186501 sec): 3 clusters Score: Raw -47322.177354 + Penalty 663.365736 = -46658.811618 nChanged 2 SP:Iteration 22Q (50.188205 sec): 3 clusters Score: Raw -47322.703354 + Penalty 663.365736 = -46659.337618 nChanged 0 SP:Iteration 23F (50.190033 sec): 3 clusters Score: Raw -47322.703354 + Penalty 663.365736 = -46659.337618 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 10 (903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.193173 sec): 2 clusters Score: Raw -40411.204347 + Penalty 532.307455 = -39878.896892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.194978 sec): 3 clusters Score: Raw -39972.399595 + Penalty 1065.704390 = -38906.695206 nChanged 330 SP:Iteration 1F (50.196746 sec): 3 clusters Score: Raw -40182.608173 + Penalty 1069.284455 = -39113.323718 nChanged 95 SP:Iteration 2F (50.198468 sec): 3 clusters Score: Raw -40287.509763 + Penalty 1072.086342 = -39215.423421 nChanged 79 SP:Iteration 3F (50.200193 sec): 3 clusters Score: Raw -40387.441230 + Penalty 1071.526096 = -39315.915134 nChanged 54 SP:Iteration 4F (50.201918 sec): 3 clusters Score: Raw -40468.581901 + Penalty 1070.411007 = -39398.170894 nChanged 42 SP:Iteration 5Q (50.203603 sec): 3 clusters Score: Raw -40534.477986 + Penalty 1069.973079 = -39464.504908 nChanged 33 SP:Iteration 6Q (50.205253 sec): 3 clusters Score: Raw -40574.376216 + Penalty 1069.725144 = -39504.651072 nChanged 23 SP:Iteration 7Q (50.206886 sec): 3 clusters Score: Raw -40591.192271 + Penalty 1070.526548 = -39520.665723 nChanged 18 SP:Iteration 8Q (50.208512 sec): 3 clusters Score: Raw -40604.600957 + Penalty 1071.448466 = -39533.152491 nChanged 14 SP:Iteration 9Q (50.210125 sec): 3 clusters Score: Raw -40621.245287 + Penalty 1071.888695 = -39549.356591 nChanged 16 SP:Iteration 10F (50.211847 sec): 3 clusters Score: Raw -40643.684027 + Penalty 1071.613895 = -39572.070133 nChanged 18 SP:Iteration 11Q (50.213443 sec): 3 clusters Score: Raw -40664.471900 + Penalty 1070.416096 = -39594.055804 nChanged 18 SP:Iteration 12Q (50.215031 sec): 3 clusters Score: Raw -40687.789080 + Penalty 1069.488526 = -39618.300554 nChanged 19 SP:Iteration 13Q (50.216655 sec): 3 clusters Score: Raw -40708.832240 + Penalty 1068.693053 = -39640.139187 nChanged 18 SP:Iteration 14Q (50.218237 sec): 3 clusters Score: Raw -40748.181763 + Penalty 1067.733344 = -39680.448419 nChanged 23 SP:Iteration 15Q (50.219771 sec): 3 clusters Score: Raw -40805.843246 + Penalty 1067.832677 = -39738.010568 nChanged 20 SP:Iteration 16Q (50.221264 sec): 3 clusters Score: Raw -40846.756106 + Penalty 1067.628084 = -39779.128021 nChanged 10 SP:Iteration 17Q (50.222720 sec): 3 clusters Score: Raw -40860.472816 + Penalty 1067.977203 = -39792.495613 nChanged 9 SP:Iteration 18Q (50.224168 sec): 3 clusters Score: Raw -40886.045842 + Penalty 1068.307557 = -39817.738285 nChanged 8 SP:Iteration 19Q (50.225602 sec): 3 clusters Score: Raw -40902.514864 + Penalty 1068.550080 = -39833.964784 nChanged 6 SP:Iteration 20F (50.227329 sec): 3 clusters Score: Raw -40910.168316 + Penalty 1068.783700 = -39841.384616 nChanged 2 SP:Iteration 21Q (50.228754 sec): 3 clusters Score: Raw -40911.879626 + Penalty 1069.038620 = -39842.841006 nChanged 2 SP:Iteration 22Q (50.230213 sec): 3 clusters Score: Raw -40914.569361 + Penalty 1069.081091 = -39845.488269 nChanged 1 SP:Iteration 23Q (50.231658 sec): 3 clusters Score: Raw -40915.130259 + Penalty 1069.081091 = -39846.049168 nChanged 0 SP:Iteration 24F (50.233401 sec): 3 clusters Score: Raw -40915.130259 + Penalty 1069.081091 = -39846.049168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 11 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.234201 sec): 2 clusters Score: Raw -3578.014638 + Penalty 260.378667 = -3317.635972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.234582 sec): 3 clusters Score: Raw -3555.145281 + Penalty 521.398074 = -3033.747207 nChanged 16 SP:Iteration 1F (50.234953 sec): 3 clusters Score: Raw -3581.902863 + Penalty 521.797260 = -3060.105603 nChanged 6 SP:Iteration 2F (50.235331 sec): 3 clusters Score: Raw -3592.950234 + Penalty 523.037365 = -3069.912869 nChanged 1 SP:Iteration 3Q (50.235692 sec): 3 clusters Score: Raw -3597.448412 + Penalty 524.663753 = -3072.784659 nChanged 3 SP:Iteration 4Q (50.236080 sec): 3 clusters Score: Raw -3607.905066 + Penalty 526.505604 = -3081.399462 nChanged 1 SP:Iteration 5Q (50.236437 sec): 3 clusters Score: Raw -3609.480094 + Penalty 526.505604 = -3082.974490 nChanged 0 SP:Iteration 6F (50.236802 sec): 3 clusters Score: Raw -3609.480094 + Penalty 526.505604 = -3082.974490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 12 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.237446 sec): 2 clusters Score: Raw -2508.971731 + Penalty 335.452698 = -2173.519033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.237765 sec): 3 clusters Score: Raw -2519.066154 + Penalty 674.140603 = -1844.925551 nChanged 5 SP:Iteration 1F (50.238076 sec): 3 clusters Score: Raw -2528.594581 + Penalty 674.140603 = -1854.453978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 13 (411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.240523 sec): 2 clusters Score: Raw -17397.223502 + Penalty 289.162957 = -17108.060546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.241458 sec): 3 clusters Score: Raw -17227.658570 + Penalty 583.998391 = -16643.660179 nChanged 141 SP:Iteration 1F (50.242377 sec): 3 clusters Score: Raw -17396.993016 + Penalty 586.190542 = -16810.802474 nChanged 46 SP:Iteration 2F (50.243299 sec): 3 clusters Score: Raw -17443.994593 + Penalty 591.090380 = -16852.904213 nChanged 14 SP:Iteration 3Q (50.244183 sec): 3 clusters Score: Raw -17453.235737 + Penalty 593.795639 = -16859.440098 nChanged 10 SP:Iteration 4Q (50.245053 sec): 3 clusters Score: Raw -17460.708606 + Penalty 594.908804 = -16865.799802 nChanged 2 SP:Iteration 5Q (50.245917 sec): 3 clusters Score: Raw -17461.608501 + Penalty 595.370182 = -16866.238318 nChanged 1 SP:Iteration 6Q (50.246781 sec): 3 clusters Score: Raw -17462.053879 + Penalty 595.981792 = -16866.072086 nChanged 1 SP:Iteration 7F (50.247692 sec): 3 clusters Score: Raw -17463.345589 + Penalty 596.540089 = -16866.805501 nChanged 1 SP:Iteration 8Q (50.248554 sec): 3 clusters Score: Raw -17464.616779 + Penalty 597.222283 = -16867.394496 nChanged 2 SP:Iteration 9Q (50.249414 sec): 3 clusters Score: Raw -17466.227970 + Penalty 597.932422 = -16868.295548 nChanged 1 SP:Iteration 10F (50.250322 sec): 3 clusters Score: Raw -17466.320813 + Penalty 597.932422 = -16868.388391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 14 (472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.253121 sec): 2 clusters Score: Raw -22392.530052 + Penalty 611.182118 = -21781.347934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.254155 sec): 3 clusters Score: Raw -22218.500287 + Penalty 1222.521462 = -20995.978825 nChanged 131 SP:Iteration 1F (50.255172 sec): 3 clusters Score: Raw -22382.107112 + Penalty 1221.508334 = -21160.598778 nChanged 44 SP:Iteration 2F (50.256189 sec): 3 clusters Score: Raw -22466.041667 + Penalty 1219.016890 = -21247.024777 nChanged 32 SP:Iteration 3F (50.257202 sec): 3 clusters Score: Raw -22539.659258 + Penalty 1219.633232 = -21320.026026 nChanged 24 SP:Iteration 4F (50.258223 sec): 3 clusters Score: Raw -22617.342764 + Penalty 1221.178638 = -21396.164126 nChanged 23 SP:Iteration 5Q (50.259155 sec): 3 clusters Score: Raw -22705.124689 + Penalty 1221.737202 = -21483.387487 nChanged 17 SP:Iteration 6Q (50.260070 sec): 3 clusters Score: Raw -22736.606717 + Penalty 1221.800289 = -21514.806428 nChanged 12 SP:Iteration 7Q (50.260980 sec): 3 clusters Score: Raw -22754.513853 + Penalty 1222.201266 = -21532.312587 nChanged 4 SP:Iteration 8Q (50.261883 sec): 3 clusters Score: Raw -22759.584538 + Penalty 1222.459352 = -21537.125187 nChanged 4 SP:Iteration 9Q (50.262784 sec): 3 clusters Score: Raw -22774.901780 + Penalty 1222.572949 = -21552.328831 nChanged 3 SP:Iteration 10F (50.263830 sec): 3 clusters Score: Raw -22780.464985 + Penalty 1222.583265 = -21557.881721 nChanged 6 SP:Iteration 11Q (50.264726 sec): 3 clusters Score: Raw -22798.268273 + Penalty 1222.364236 = -21575.904036 nChanged 4 SP:Iteration 12Q (50.265621 sec): 3 clusters Score: Raw -22816.307994 + Penalty 1221.766766 = -21594.541228 nChanged 7 SP:Iteration 13Q (50.266513 sec): 3 clusters Score: Raw -22850.967494 + Penalty 1221.446902 = -21629.520592 nChanged 8 SP:Iteration 14Q (50.267394 sec): 3 clusters Score: Raw -22892.672774 + Penalty 1220.435573 = -21672.237201 nChanged 6 SP:Iteration 15Q (50.268272 sec): 3 clusters Score: Raw -22934.831237 + Penalty 1219.665105 = -21715.166132 nChanged 5 SP:Iteration 16Q (50.269146 sec): 3 clusters Score: Raw -22955.014710 + Penalty 1219.111378 = -21735.903332 nChanged 3 SP:Iteration 17Q (50.270013 sec): 3 clusters Score: Raw -22962.315796 + Penalty 1218.994362 = -21743.321434 nChanged 3 SP:Iteration 18Q (50.270881 sec): 3 clusters Score: Raw -22966.814967 + Penalty 1218.994362 = -21747.820604 nChanged 0 SP:Iteration 19F (50.271895 sec): 3 clusters Score: Raw -22966.814967 + Penalty 1218.994362 = -21747.820604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 15 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.273374 sec): 2 clusters Score: Raw -14225.647693 + Penalty 628.121271 = -13597.526423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.274166 sec): 3 clusters Score: Raw -14159.380563 + Penalty 1257.038361 = -12902.342202 nChanged 73 SP:Iteration 1F (50.274945 sec): 3 clusters Score: Raw -14274.805137 + Penalty 1260.153989 = -13014.651148 nChanged 23 SP:Iteration 2F (50.275729 sec): 3 clusters Score: Raw -14316.832987 + Penalty 1264.943754 = -13051.889233 nChanged 15 SP:Iteration 3Q (50.276492 sec): 3 clusters Score: Raw -14343.490567 + Penalty 1269.276257 = -13074.214310 nChanged 10 SP:Iteration 4Q (50.277243 sec): 3 clusters Score: Raw -14358.207637 + Penalty 1270.742674 = -13087.464964 nChanged 8 SP:Iteration 5Q (50.277989 sec): 3 clusters Score: Raw -14368.185989 + Penalty 1272.418740 = -13095.767249 nChanged 5 SP:Iteration 6Q (50.278730 sec): 3 clusters Score: Raw -14378.963362 + Penalty 1273.060571 = -13105.902791 nChanged 4 SP:Iteration 7Q (50.279470 sec): 3 clusters Score: Raw -14383.363829 + Penalty 1272.932930 = -13110.430899 nChanged 3 SP:Iteration 8Q (50.280208 sec): 3 clusters Score: Raw -14391.875461 + Penalty 1272.969631 = -13118.905830 nChanged 2 SP:Iteration 9Q (50.280944 sec): 3 clusters Score: Raw -14394.662880 + Penalty 1272.969631 = -13121.693250 nChanged 0 SP:Iteration 10F (50.281719 sec): 3 clusters Score: Raw -14394.662880 + Penalty 1272.969631 = -13121.693250 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 16 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.283011 sec): 2 clusters Score: Raw -14004.570269 + Penalty 158.843437 = -13845.726832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.283769 sec): 3 clusters Score: Raw -13829.772628 + Penalty 314.923040 = -13514.849588 nChanged 116 SP:Iteration 1F (50.284513 sec): 3 clusters Score: Raw -13902.647915 + Penalty 319.707749 = -13582.940166 nChanged 34 SP:Iteration 2F (50.285255 sec): 3 clusters Score: Raw -13936.041296 + Penalty 331.968867 = -13604.072429 nChanged 26 SP:Iteration 3F (50.285997 sec): 3 clusters Score: Raw -13968.204485 + Penalty 381.357054 = -13586.847431 nChanged 29 SP:Iteration 4F (50.286739 sec): 3 clusters Score: Raw -14005.971642 + Penalty 474.245913 = -13531.725728 nChanged 12 SP:Iteration 5F (50.287478 sec): 3 clusters Score: Raw -14022.859083 + Penalty 499.415580 = -13523.443503 nChanged 2 SP:Iteration 6F (50.288216 sec): 3 clusters Score: Raw -14024.821017 + Penalty 507.415409 = -13517.405608 nChanged 1 SP:Iteration 7F (50.288956 sec): 3 clusters Score: Raw -14026.177364 + Penalty 507.415409 = -13518.761955 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 17 (2469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.301702 sec): 2 clusters Score: Raw -111519.409377 + Penalty 336.088206 = -111183.321171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.306255 sec): 3 clusters Score: Raw -109986.027050 + Penalty 683.117287 = -109302.909763 nChanged 1052 SP:Iteration 1F (50.310705 sec): 3 clusters Score: Raw -110761.858381 + Penalty 703.479434 = -110058.378947 nChanged 321 SP:Iteration 2F (50.315180 sec): 3 clusters Score: Raw -111032.161678 + Penalty 718.008676 = -110314.153002 nChanged 195 SP:Iteration 3F (50.319612 sec): 3 clusters Score: Raw -111189.899198 + Penalty 734.377301 = -110455.521897 nChanged 131 SP:Iteration 4F (50.324032 sec): 3 clusters Score: Raw -111297.462726 + Penalty 742.368724 = -110555.094002 nChanged 92 SP:Iteration 5Q (50.328249 sec): 3 clusters Score: Raw -111364.205900 + Penalty 748.396356 = -110615.809544 nChanged 58 SP:Iteration 6Q (50.332347 sec): 3 clusters Score: Raw -111402.291999 + Penalty 750.595811 = -110651.696188 nChanged 35 SP:Iteration 7Q (50.336371 sec): 3 clusters Score: Raw -111417.651605 + Penalty 750.741836 = -110666.909769 nChanged 33 SP:Iteration 8Q (50.340419 sec): 3 clusters Score: Raw -111433.455745 + Penalty 754.339390 = -110679.116355 nChanged 30 SP:Iteration 9Q (50.344530 sec): 3 clusters Score: Raw -111447.362784 + Penalty 755.827874 = -110691.534910 nChanged 25 SP:Iteration 10F (50.349079 sec): 3 clusters Score: Raw -111459.204074 + Penalty 756.591715 = -110702.612359 nChanged 21 SP:Iteration 11Q (50.353000 sec): 3 clusters Score: Raw -111466.676204 + Penalty 755.616874 = -110711.059330 nChanged 16 SP:Iteration 12Q (50.356906 sec): 3 clusters Score: Raw -111471.942964 + Penalty 754.787114 = -110717.155850 nChanged 9 SP:Iteration 13Q (50.360848 sec): 3 clusters Score: Raw -111475.733135 + Penalty 754.018298 = -110721.714837 nChanged 13 SP:Iteration 14Q (50.364873 sec): 3 clusters Score: Raw -111478.654959 + Penalty 753.122782 = -110725.532177 nChanged 6 SP:Iteration 15Q (50.368776 sec): 3 clusters Score: Raw -111480.171366 + Penalty 751.553730 = -110728.617637 nChanged 5 SP:Iteration 16Q (50.372668 sec): 3 clusters Score: Raw -111481.304864 + Penalty 749.952153 = -110731.352711 nChanged 8 SP:Iteration 17Q (50.376558 sec): 3 clusters Score: Raw -111482.859799 + Penalty 749.264783 = -110733.595016 nChanged 8 SP:Iteration 18Q (50.380450 sec): 3 clusters Score: Raw -111483.612566 + Penalty 748.705591 = -110734.906975 nChanged 5 SP:Iteration 19Q (50.384335 sec): 3 clusters Score: Raw -111484.296039 + Penalty 749.827241 = -110734.468799 nChanged 3 SP:Iteration 20F (50.388759 sec): 3 clusters Score: Raw -111484.817733 + Penalty 749.846612 = -110734.971121 nChanged 5 SP:Iteration 21Q (50.392655 sec): 3 clusters Score: Raw -111485.821652 + Penalty 749.660470 = -110736.161182 nChanged 1 SP:Iteration 22Q (50.396560 sec): 3 clusters Score: Raw -111485.885602 + Penalty 749.660470 = -110736.225132 nChanged 0 SP:Iteration 23F (50.401023 sec): 3 clusters Score: Raw -111485.885602 + Penalty 749.660470 = -110736.225132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 18 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.404892 sec): 2 clusters Score: Raw -19867.896698 + Penalty 131.991345 = -19735.905353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.405805 sec): 3 clusters Score: Raw -19643.157917 + Penalty 261.357259 = -19381.800657 nChanged 157 SP:Iteration 1F (50.406742 sec): 3 clusters Score: Raw -19743.209864 + Penalty 261.803314 = -19481.406549 nChanged 29 SP:Iteration 2F (50.407673 sec): 3 clusters Score: Raw -19760.077699 + Penalty 262.463761 = -19497.613937 nChanged 16 SP:Iteration 3Q (50.408583 sec): 3 clusters Score: Raw -19769.099994 + Penalty 264.541152 = -19504.558842 nChanged 19 SP:Iteration 4Q (50.409477 sec): 3 clusters Score: Raw -19780.666721 + Penalty 266.954335 = -19513.712386 nChanged 20 SP:Iteration 5Q (50.410406 sec): 3 clusters Score: Raw -19793.522318 + Penalty 268.958984 = -19524.563334 nChanged 20 SP:Iteration 6Q (50.411293 sec): 3 clusters Score: Raw -19808.049525 + Penalty 271.033681 = -19537.015843 nChanged 17 SP:Iteration 7Q (50.412191 sec): 3 clusters Score: Raw -19816.204838 + Penalty 273.343552 = -19542.861286 nChanged 14 SP:Iteration 8Q (50.413065 sec): 3 clusters Score: Raw -19824.404100 + Penalty 274.661888 = -19549.742212 nChanged 13 SP:Iteration 9Q (50.413930 sec): 3 clusters Score: Raw -19831.204787 + Penalty 275.041438 = -19556.163349 nChanged 8 SP:Iteration 10F (50.414837 sec): 3 clusters Score: Raw -19835.269701 + Penalty 275.045015 = -19560.224686 nChanged 7 SP:Iteration 11Q (50.415693 sec): 3 clusters Score: Raw -19839.027821 + Penalty 275.644916 = -19563.382905 nChanged 5 SP:Iteration 12Q (50.416554 sec): 3 clusters Score: Raw -19841.305845 + Penalty 276.987452 = -19564.318393 nChanged 6 SP:Iteration 13Q (50.417406 sec): 3 clusters Score: Raw -19843.855572 + Penalty 278.224608 = -19565.630964 nChanged 4 SP:Iteration 14Q (50.418270 sec): 3 clusters Score: Raw -19845.070137 + Penalty 278.943039 = -19566.127098 nChanged 2 SP:Iteration 15Q (50.419109 sec): 3 clusters Score: Raw -19845.504689 + Penalty 280.370076 = -19565.134614 nChanged 5 SP:Iteration 16F (50.419991 sec): 3 clusters Score: Raw -19846.617679 + Penalty 281.339421 = -19565.278259 nChanged 5 SP:Iteration 17Q (50.420835 sec): 3 clusters Score: Raw -19849.429435 + Penalty 283.551136 = -19565.878299 nChanged 5 SP:Iteration 18Q (50.421663 sec): 3 clusters Score: Raw -19850.289190 + Penalty 285.467170 = -19564.822021 nChanged 4 SP:Iteration 19F (50.422545 sec): 3 clusters Score: Raw -19851.057397 + Penalty 287.545593 = -19563.511804 nChanged 4 SP:Iteration 20F (50.423426 sec): 3 clusters Score: Raw -19852.104880 + Penalty 290.165575 = -19561.939306 nChanged 7 SP:Iteration 21F (50.424308 sec): 3 clusters Score: Raw -19855.340914 + Penalty 291.395346 = -19563.945568 nChanged 5 SP:Iteration 22Q (50.425147 sec): 3 clusters Score: Raw -19857.745782 + Penalty 294.549183 = -19563.196598 nChanged 5 SP:Iteration 23F (50.426028 sec): 3 clusters Score: Raw -19861.221731 + Penalty 297.243681 = -19563.978050 nChanged 3 SP:Iteration 24Q (50.426838 sec): 3 clusters Score: Raw -19861.446230 + Penalty 293.967537 = -19567.478693 nChanged 2 SP:Iteration 25Q (50.427691 sec): 3 clusters Score: Raw -19862.709659 + Penalty 293.967537 = -19568.742122 nChanged 0 SP:Iteration 26F (50.428617 sec): 3 clusters Score: Raw -19862.709659 + Penalty 293.967537 = -19568.742122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 19 (476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.431318 sec): 2 clusters Score: Raw -20583.948335 + Penalty 484.010098 = -20099.938237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.432368 sec): 3 clusters Score: Raw -20432.281088 + Penalty 968.587193 = -19463.693895 nChanged 140 SP:Iteration 1F (50.433398 sec): 3 clusters Score: Raw -20558.908793 + Penalty 968.700735 = -19590.208058 nChanged 49 SP:Iteration 2F (50.434427 sec): 3 clusters Score: Raw -20601.614299 + Penalty 969.404968 = -19632.209331 nChanged 21 SP:Iteration 3Q (50.435437 sec): 3 clusters Score: Raw -20619.097864 + Penalty 972.746062 = -19646.351802 nChanged 19 SP:Iteration 4Q (50.436446 sec): 3 clusters Score: Raw -20640.620289 + Penalty 976.819023 = -19663.801266 nChanged 26 SP:Iteration 5F (50.437478 sec): 3 clusters Score: Raw -20673.733005 + Penalty 979.256745 = -19694.476260 nChanged 25 SP:Iteration 6F (50.438505 sec): 3 clusters Score: Raw -20702.305981 + Penalty 982.773485 = -19719.532496 nChanged 21 SP:Iteration 7Q (50.439517 sec): 3 clusters Score: Raw -20751.552492 + Penalty 978.355519 = -19773.196973 nChanged 25 SP:Iteration 8F (50.440543 sec): 3 clusters Score: Raw -20806.813159 + Penalty 971.293786 = -19835.519373 nChanged 27 SP:Iteration 9F (50.441598 sec): 3 clusters Score: Raw -20929.513260 + Penalty 957.606406 = -19971.906854 nChanged 24 SP:Iteration 10F (50.442645 sec): 3 clusters Score: Raw -21177.890107 + Penalty 944.304997 = -20233.585110 nChanged 18 SP:Iteration 11Q (50.443596 sec): 3 clusters Score: Raw -21362.208020 + Penalty 930.477827 = -20431.730192 nChanged 16 SP:Iteration 12Q (50.444513 sec): 3 clusters Score: Raw -21391.723807 + Penalty 921.111665 = -20470.612142 nChanged 8 SP:Iteration 13Q (50.445412 sec): 3 clusters Score: Raw -21411.839912 + Penalty 914.763250 = -20497.076662 nChanged 3 SP:Iteration 14Q (50.446304 sec): 3 clusters Score: Raw -21423.568166 + Penalty 912.925958 = -20510.642208 nChanged 2 SP:Iteration 15Q (50.447197 sec): 3 clusters Score: Raw -21425.003917 + Penalty 912.925958 = -20512.077959 nChanged 0 SP:Iteration 16F (50.448221 sec): 3 clusters Score: Raw -21425.003917 + Penalty 912.925958 = -20512.077959 nChanged 0 Score: Raw -2195636.218350 + Penalty 230856.227054 = -1964779.991296 Splitting cluster 19 changes total score from -1931151.522077 to -1964779.991296 So it's getting split into cluster 88. Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 20 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.051752 sec): 2 clusters Score: Raw -1811.483151 + Penalty 263.588459 = -1547.894692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.052045 sec): 3 clusters Score: Raw -1823.556072 + Penalty 528.375831 = -1295.180241 nChanged 1 SP:Iteration 1Q (56.052327 sec): 3 clusters Score: Raw -1827.795160 + Penalty 530.243386 = -1297.551774 nChanged 1 SP:Iteration 2Q (56.052610 sec): 3 clusters Score: Raw -1830.069156 + Penalty 530.243386 = -1299.825769 nChanged 0 SP:Iteration 3F (56.052893 sec): 3 clusters Score: Raw -1830.069156 + Penalty 530.243386 = -1299.825769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 21 (471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.054740 sec): 2 clusters Score: Raw -16998.284257 + Penalty 821.269269 = -16177.014988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.055771 sec): 3 clusters Score: Raw -16922.763857 + Penalty 1642.423759 = -15280.340098 nChanged 109 SP:Iteration 1F (56.056787 sec): 3 clusters Score: Raw -17082.724475 + Penalty 1642.176561 = -15440.547913 nChanged 31 SP:Iteration 2F (56.057799 sec): 3 clusters Score: Raw -17133.697643 + Penalty 1641.601156 = -15492.096487 nChanged 21 SP:Iteration 3Q (56.058781 sec): 3 clusters Score: Raw -17173.008092 + Penalty 1641.017945 = -15531.990146 nChanged 16 SP:Iteration 4Q (56.059757 sec): 3 clusters Score: Raw -17196.319842 + Penalty 1641.109166 = -15555.210676 nChanged 8 SP:Iteration 5Q (56.060724 sec): 3 clusters Score: Raw -17214.318842 + Penalty 1640.810102 = -15573.508740 nChanged 6 SP:Iteration 6Q (56.061685 sec): 3 clusters Score: Raw -17230.248459 + Penalty 1640.821143 = -15589.427316 nChanged 2 SP:Iteration 7Q (56.062644 sec): 3 clusters Score: Raw -17233.797160 + Penalty 1640.590125 = -15593.207035 nChanged 1 SP:Iteration 8Q (56.063602 sec): 3 clusters Score: Raw -17235.149420 + Penalty 1640.754387 = -15594.395033 nChanged 3 SP:Iteration 9Q (56.064558 sec): 3 clusters Score: Raw -17240.023818 + Penalty 1640.811278 = -15599.212540 nChanged 4 SP:Iteration 10F (56.065574 sec): 3 clusters Score: Raw -17251.611796 + Penalty 1640.668962 = -15610.942834 nChanged 3 SP:Iteration 11Q (56.066534 sec): 3 clusters Score: Raw -17254.460463 + Penalty 1640.668962 = -15613.791501 nChanged 0 SP:Iteration 12F (56.067552 sec): 3 clusters Score: Raw -17254.460463 + Penalty 1640.668962 = -15613.791501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 22 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.068721 sec): 2 clusters Score: Raw -12448.565914 + Penalty 354.877887 = -12093.688027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.069412 sec): 3 clusters Score: Raw -12322.012640 + Penalty 711.260207 = -11610.752434 nChanged 69 SP:Iteration 1F (56.070057 sec): 3 clusters Score: Raw -12375.832792 + Penalty 714.612762 = -11661.220030 nChanged 31 SP:Iteration 2F (56.070700 sec): 3 clusters Score: Raw -12407.417819 + Penalty 718.351718 = -11689.066102 nChanged 12 SP:Iteration 3Q (56.071341 sec): 3 clusters Score: Raw -12425.681870 + Penalty 726.139087 = -11699.542783 nChanged 16 SP:Iteration 4F (56.071983 sec): 3 clusters Score: Raw -12442.835909 + Penalty 730.481092 = -11712.354816 nChanged 5 SP:Iteration 5Q (56.072608 sec): 3 clusters Score: Raw -12445.389565 + Penalty 735.077344 = -11710.312221 nChanged 4 SP:Iteration 6F (56.073250 sec): 3 clusters Score: Raw -12448.475880 + Penalty 738.639801 = -11709.836079 nChanged 3 SP:Iteration 7F (56.073891 sec): 3 clusters Score: Raw -12452.098883 + Penalty 739.914834 = -11712.184049 nChanged 1 SP:Iteration 8Q (56.074502 sec): 3 clusters Score: Raw -12452.524359 + Penalty 740.948396 = -11711.575963 nChanged 1 SP:Iteration 9F (56.075129 sec): 3 clusters Score: Raw -12452.592954 + Penalty 740.948396 = -11711.644558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 23 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.075869 sec): 2 clusters Score: Raw -3685.882857 + Penalty 318.443564 = -3367.439293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.076247 sec): 3 clusters Score: Raw -3670.464162 + Penalty 640.153067 = -3030.311095 nChanged 15 SP:Iteration 1F (56.076617 sec): 3 clusters Score: Raw -3687.706933 + Penalty 640.099379 = -3047.607554 nChanged 2 SP:Iteration 2Q (56.076982 sec): 3 clusters Score: Raw -3689.817937 + Penalty 639.840037 = -3049.977899 nChanged 2 SP:Iteration 3Q (56.077349 sec): 3 clusters Score: Raw -3691.109039 + Penalty 639.408908 = -3051.700131 nChanged 2 SP:Iteration 4Q (56.077713 sec): 3 clusters Score: Raw -3694.886868 + Penalty 636.887127 = -3057.999741 nChanged 3 SP:Iteration 5Q (56.078079 sec): 3 clusters Score: Raw -3699.112387 + Penalty 635.389166 = -3063.723220 nChanged 2 SP:Iteration 6Q (56.078440 sec): 3 clusters Score: Raw -3701.566000 + Penalty 635.389166 = -3066.176834 nChanged 0 SP:Iteration 7F (56.078810 sec): 3 clusters Score: Raw -3701.566000 + Penalty 635.389166 = -3066.176834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 24 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.079380 sec): 2 clusters Score: Raw -1342.643305 + Penalty 285.316536 = -1057.326768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.079648 sec): 3 clusters Score: Raw -1387.996988 + Penalty 570.633072 = -817.363915 nChanged 1 SP:Iteration 1Q (56.079903 sec): 3 clusters Score: Raw -1392.353192 + Penalty 570.633072 = -821.720120 nChanged 0 SP:Iteration 2F (56.080163 sec): 3 clusters Score: Raw -1392.353192 + Penalty 570.633072 = -821.720120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 25 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.081455 sec): 2 clusters Score: Raw -8683.333954 + Penalty 232.703503 = -8450.630451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.082019 sec): 3 clusters Score: Raw -8611.600382 + Penalty 464.904450 = -8146.695932 nChanged 61 SP:Iteration 1F (56.082568 sec): 3 clusters Score: Raw -8676.722651 + Penalty 460.881018 = -8215.841633 nChanged 16 SP:Iteration 2F (56.083090 sec): 3 clusters Score: Raw -8692.897856 + Penalty 465.751649 = -8227.146207 nChanged 11 SP:Iteration 3F (56.083616 sec): 3 clusters Score: Raw -8707.363704 + Penalty 449.900946 = -8257.462758 nChanged 4 SP:Iteration 4Q (56.084137 sec): 3 clusters Score: Raw -8711.592527 + Penalty 449.900946 = -8261.691580 nChanged 0 SP:Iteration 5F (56.084662 sec): 3 clusters Score: Raw -8711.592527 + Penalty 449.900946 = -8261.691580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 26 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.085283 sec): 2 clusters Score: Raw -980.895593 + Penalty 318.183553 = -662.712039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.085528 sec): 3 clusters Score: Raw -997.085712 + Penalty 638.798708 = -358.287003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 27 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.086737 sec): 2 clusters Score: Raw -12830.712910 + Penalty 317.979895 = -12512.733015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.087448 sec): 3 clusters Score: Raw -12708.240112 + Penalty 650.582049 = -12057.658063 nChanged 76 SP:Iteration 1F (56.088155 sec): 3 clusters Score: Raw -12785.849138 + Penalty 656.725182 = -12129.123956 nChanged 22 SP:Iteration 2F (56.088864 sec): 3 clusters Score: Raw -12808.050255 + Penalty 660.183555 = -12147.866699 nChanged 8 SP:Iteration 3Q (56.089577 sec): 3 clusters Score: Raw -12814.358787 + Penalty 663.090502 = -12151.268286 nChanged 6 SP:Iteration 4Q (56.090286 sec): 3 clusters Score: Raw -12818.228092 + Penalty 664.440697 = -12153.787395 nChanged 3 SP:Iteration 5Q (56.090996 sec): 3 clusters Score: Raw -12819.821194 + Penalty 665.098729 = -12154.722465 nChanged 3 SP:Iteration 6Q (56.091706 sec): 3 clusters Score: Raw -12824.162528 + Penalty 664.550577 = -12159.611951 nChanged 1 SP:Iteration 7Q (56.092415 sec): 3 clusters Score: Raw -12824.902215 + Penalty 664.284029 = -12160.618186 nChanged 1 SP:Iteration 8Q (56.093123 sec): 3 clusters Score: Raw -12825.265255 + Penalty 663.337817 = -12161.927438 nChanged 1 SP:Iteration 9Q (56.093829 sec): 3 clusters Score: Raw -12825.589709 + Penalty 663.105566 = -12162.484143 nChanged 1 SP:Iteration 10F (56.094537 sec): 3 clusters Score: Raw -12825.918483 + Penalty 663.105566 = -12162.812917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 28 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.095963 sec): 2 clusters Score: Raw -17009.649492 + Penalty 239.641190 = -16770.008302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.096817 sec): 3 clusters Score: Raw -16824.264194 + Penalty 479.858703 = -16344.405491 nChanged 138 SP:Iteration 1F (56.097656 sec): 3 clusters Score: Raw -16926.994327 + Penalty 480.110237 = -16446.884090 nChanged 38 SP:Iteration 2F (56.098494 sec): 3 clusters Score: Raw -16950.515005 + Penalty 480.605738 = -16469.909267 nChanged 17 SP:Iteration 3Q (56.099327 sec): 3 clusters Score: Raw -16966.567579 + Penalty 480.453671 = -16486.113908 nChanged 13 SP:Iteration 4Q (56.100152 sec): 3 clusters Score: Raw -16974.685295 + Penalty 479.282380 = -16495.402915 nChanged 11 SP:Iteration 5Q (56.100974 sec): 3 clusters Score: Raw -16978.704203 + Penalty 479.282380 = -16499.421823 nChanged 2 SP:Iteration 6Q (56.101793 sec): 3 clusters Score: Raw -16979.373119 + Penalty 479.032535 = -16500.340584 nChanged 1 SP:Iteration 7Q (56.102613 sec): 3 clusters Score: Raw -16979.421447 + Penalty 479.032535 = -16500.388913 nChanged 0 SP:Iteration 8F (56.103449 sec): 3 clusters Score: Raw -16979.421447 + Penalty 479.032535 = -16500.388913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 29 (441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.105093 sec): 2 clusters Score: Raw -22669.195956 + Penalty 731.054494 = -21938.141462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.106069 sec): 3 clusters Score: Raw -22556.386147 + Penalty 1462.465926 = -21093.920221 nChanged 116 SP:Iteration 1F (56.107029 sec): 3 clusters Score: Raw -22669.040482 + Penalty 1463.626241 = -21205.414241 nChanged 29 SP:Iteration 2F (56.107988 sec): 3 clusters Score: Raw -22698.738076 + Penalty 1464.649258 = -21234.088818 nChanged 17 SP:Iteration 3Q (56.108960 sec): 3 clusters Score: Raw -22715.044330 + Penalty 1467.175287 = -21247.869043 nChanged 17 SP:Iteration 4Q (56.109906 sec): 3 clusters Score: Raw -22735.196434 + Penalty 1469.477737 = -21265.718696 nChanged 13 SP:Iteration 5Q (56.110839 sec): 3 clusters Score: Raw -22758.068530 + Penalty 1474.508147 = -21283.560383 nChanged 14 SP:Iteration 6Q (56.111769 sec): 3 clusters Score: Raw -22777.908170 + Penalty 1478.006706 = -21299.901464 nChanged 11 SP:Iteration 7Q (56.112688 sec): 3 clusters Score: Raw -22798.082641 + Penalty 1480.851048 = -21317.231593 nChanged 7 SP:Iteration 8Q (56.113598 sec): 3 clusters Score: Raw -22814.742189 + Penalty 1482.827670 = -21331.914520 nChanged 5 SP:Iteration 9Q (56.114506 sec): 3 clusters Score: Raw -22827.503095 + Penalty 1482.483181 = -21345.019915 nChanged 1 SP:Iteration 10F (56.115464 sec): 3 clusters Score: Raw -22828.930456 + Penalty 1482.033635 = -21346.896821 nChanged 1 SP:Iteration 11Q (56.116384 sec): 3 clusters Score: Raw -22830.143889 + Penalty 1481.543364 = -21348.600525 nChanged 1 SP:Iteration 12Q (56.117284 sec): 3 clusters Score: Raw -22830.822139 + Penalty 1481.399589 = -21349.422550 nChanged 1 SP:Iteration 13Q (56.118182 sec): 3 clusters Score: Raw -22831.649587 + Penalty 1481.952694 = -21349.696893 nChanged 1 SP:Iteration 14Q (56.119081 sec): 3 clusters Score: Raw -22832.598861 + Penalty 1481.601696 = -21350.997165 nChanged 1 SP:Iteration 15Q (56.119978 sec): 3 clusters Score: Raw -22836.518411 + Penalty 1481.519683 = -21354.998727 nChanged 4 SP:Iteration 16Q (56.120875 sec): 3 clusters Score: Raw -22847.075647 + Penalty 1482.248788 = -21364.826859 nChanged 2 SP:Iteration 17Q (56.121767 sec): 3 clusters Score: Raw -22848.691240 + Penalty 1482.248788 = -21366.442452 nChanged 0 SP:Iteration 18F (56.122724 sec): 3 clusters Score: Raw -22848.691240 + Penalty 1482.248788 = -21366.442452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 30 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.123286 sec): 2 clusters Score: Raw -617.836683 + Penalty 258.943187 = -358.893496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.123521 sec): 3 clusters Score: Raw -644.768976 + Penalty 516.435625 = -128.333350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 31 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.124077 sec): 2 clusters Score: Raw -1284.197004 + Penalty 214.203229 = -1069.993775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.124342 sec): 3 clusters Score: Raw -1299.622139 + Penalty 431.421373 = -868.200766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 32 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.127042 sec): 2 clusters Score: Raw -25457.428704 + Penalty 717.977706 = -24739.450998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.128109 sec): 3 clusters Score: Raw -25344.250534 + Penalty 1436.091550 = -23908.158984 nChanged 134 SP:Iteration 1F (56.129140 sec): 3 clusters Score: Raw -25514.897418 + Penalty 1435.955412 = -24078.942006 nChanged 39 SP:Iteration 2F (56.130165 sec): 3 clusters Score: Raw -25578.115626 + Penalty 1437.924566 = -24140.191060 nChanged 26 SP:Iteration 3F (56.131189 sec): 3 clusters Score: Raw -25623.901649 + Penalty 1439.623566 = -24184.278083 nChanged 23 SP:Iteration 4Q (56.132162 sec): 3 clusters Score: Raw -25673.723745 + Penalty 1442.102554 = -24231.621192 nChanged 24 SP:Iteration 5Q (56.133118 sec): 3 clusters Score: Raw -25724.457504 + Penalty 1444.796294 = -24279.661210 nChanged 16 SP:Iteration 6Q (56.134056 sec): 3 clusters Score: Raw -25775.108990 + Penalty 1444.129454 = -24330.979536 nChanged 17 SP:Iteration 7Q (56.134985 sec): 3 clusters Score: Raw -25838.322994 + Penalty 1442.746463 = -24395.576531 nChanged 13 SP:Iteration 8Q (56.135891 sec): 3 clusters Score: Raw -25900.964889 + Penalty 1439.032398 = -24461.932491 nChanged 17 SP:Iteration 9Q (56.136818 sec): 3 clusters Score: Raw -26078.415622 + Penalty 1440.405539 = -24638.010083 nChanged 9 SP:Iteration 10F (56.137843 sec): 3 clusters Score: Raw -26174.267088 + Penalty 1442.482364 = -24731.784724 nChanged 7 SP:Iteration 11Q (56.138726 sec): 3 clusters Score: Raw -26180.298505 + Penalty 1443.877064 = -24736.421441 nChanged 5 SP:Iteration 12Q (56.139613 sec): 3 clusters Score: Raw -26191.261255 + Penalty 1446.448942 = -24744.812313 nChanged 8 SP:Iteration 13Q (56.140496 sec): 3 clusters Score: Raw -26204.283105 + Penalty 1450.542024 = -24753.741081 nChanged 9 SP:Iteration 14Q (56.141378 sec): 3 clusters Score: Raw -26219.989036 + Penalty 1457.897316 = -24762.091720 nChanged 14 SP:Iteration 15Q (56.142259 sec): 3 clusters Score: Raw -26247.490672 + Penalty 1465.683299 = -24781.807373 nChanged 15 SP:Iteration 16Q (56.143141 sec): 3 clusters Score: Raw -26272.427805 + Penalty 1470.303233 = -24802.124573 nChanged 13 SP:Iteration 17Q (56.144020 sec): 3 clusters Score: Raw -26300.471054 + Penalty 1473.056129 = -24827.414925 nChanged 8 SP:Iteration 18Q (56.144892 sec): 3 clusters Score: Raw -26317.946293 + Penalty 1473.543672 = -24844.402621 nChanged 4 SP:Iteration 19Q (56.145761 sec): 3 clusters Score: Raw -26326.922092 + Penalty 1473.543672 = -24853.378420 nChanged 0 SP:Iteration 20F (56.146785 sec): 3 clusters Score: Raw -26327.265935 + Penalty 1473.996071 = -24853.269865 nChanged 1 SP:Iteration 21F (56.147808 sec): 3 clusters Score: Raw -26328.199630 + Penalty 1473.996071 = -24854.203559 nChanged 0 Score: Raw -2196506.988209 + Penalty 232190.571603 = -1964316.416606 Splitting cluster 32 changes total score from -1931151.522077 to -1964316.416606 So it's getting split into cluster 89. Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 33 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.690461 sec): 2 clusters Score: Raw -13223.375628 + Penalty 200.893154 = -13022.482473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.691270 sec): 3 clusters Score: Raw -13041.939811 + Penalty 401.693658 = -12640.246153 nChanged 125 SP:Iteration 1F (61.692079 sec): 3 clusters Score: Raw -13137.843338 + Penalty 400.105478 = -12737.737859 nChanged 36 SP:Iteration 2F (61.692875 sec): 3 clusters Score: Raw -13171.496182 + Penalty 400.150039 = -12771.346143 nChanged 17 SP:Iteration 3Q (61.693665 sec): 3 clusters Score: Raw -13186.249905 + Penalty 400.840907 = -12785.408998 nChanged 16 SP:Iteration 4Q (61.694455 sec): 3 clusters Score: Raw -13198.982991 + Penalty 401.602335 = -12797.380656 nChanged 7 SP:Iteration 5Q (61.695245 sec): 3 clusters Score: Raw -13204.149837 + Penalty 401.976269 = -12802.173568 nChanged 8 SP:Iteration 6Q (61.696033 sec): 3 clusters Score: Raw -13214.236668 + Penalty 403.932656 = -12810.304012 nChanged 10 SP:Iteration 7Q (61.696819 sec): 3 clusters Score: Raw -13225.859901 + Penalty 406.733251 = -12819.126650 nChanged 12 SP:Iteration 8Q (61.697602 sec): 3 clusters Score: Raw -13239.305905 + Penalty 409.471299 = -12829.834606 nChanged 14 SP:Iteration 9Q (61.698380 sec): 3 clusters Score: Raw -13257.218191 + Penalty 413.634100 = -12843.584091 nChanged 6 SP:Iteration 10F (61.699176 sec): 3 clusters Score: Raw -13274.181155 + Penalty 416.254672 = -12857.926483 nChanged 7 SP:Iteration 11Q (61.699941 sec): 3 clusters Score: Raw -13279.751167 + Penalty 421.326561 = -12858.424606 nChanged 9 SP:Iteration 12Q (61.700709 sec): 3 clusters Score: Raw -13290.255720 + Penalty 422.203128 = -12868.052592 nChanged 5 SP:Iteration 13Q (61.701469 sec): 3 clusters Score: Raw -13295.288151 + Penalty 423.920053 = -12871.368098 nChanged 2 SP:Iteration 14Q (61.702222 sec): 3 clusters Score: Raw -13300.277979 + Penalty 426.037000 = -12874.240979 nChanged 4 SP:Iteration 15Q (61.702974 sec): 3 clusters Score: Raw -13306.161023 + Penalty 427.761522 = -12878.399500 nChanged 2 SP:Iteration 16Q (61.703720 sec): 3 clusters Score: Raw -13307.621868 + Penalty 430.931330 = -12876.690538 nChanged 3 SP:Iteration 17F (61.704546 sec): 3 clusters Score: Raw -13311.701611 + Penalty 435.149105 = -12876.552505 nChanged 5 SP:Iteration 18F (61.705341 sec): 3 clusters Score: Raw -13320.379939 + Penalty 435.565705 = -12884.814234 nChanged 4 SP:Iteration 19Q (61.706077 sec): 3 clusters Score: Raw -13322.960368 + Penalty 436.565876 = -12886.394492 nChanged 1 SP:Iteration 20F (61.706930 sec): 3 clusters Score: Raw -13324.814794 + Penalty 435.631114 = -12889.183680 nChanged 1 SP:Iteration 21Q (61.707724 sec): 3 clusters Score: Raw -13325.140124 + Penalty 435.648900 = -12889.491224 nChanged 1 SP:Iteration 22Q (61.708569 sec): 3 clusters Score: Raw -13325.649926 + Penalty 435.424353 = -12890.225574 nChanged 1 SP:Iteration 23Q (61.709317 sec): 3 clusters Score: Raw -13325.934502 + Penalty 434.151874 = -12891.782628 nChanged 1 SP:Iteration 24Q (61.710049 sec): 3 clusters Score: Raw -13326.153423 + Penalty 434.151874 = -12892.001549 nChanged 0 SP:Iteration 25F (61.710896 sec): 3 clusters Score: Raw -13326.153423 + Penalty 434.151874 = -12892.001549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 34 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.711705 sec): 2 clusters Score: Raw -3530.926264 + Penalty 485.015306 = -3045.910958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.712081 sec): 3 clusters Score: Raw -3603.104148 + Penalty 970.040960 = -2633.063189 nChanged 2 SP:Iteration 1Q (61.712438 sec): 3 clusters Score: Raw -3610.697838 + Penalty 970.040960 = -2640.656879 nChanged 0 SP:Iteration 2F (61.712808 sec): 3 clusters Score: Raw -3610.697838 + Penalty 970.040960 = -2640.656879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 35 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.713449 sec): 2 clusters Score: Raw -2468.342943 + Penalty 298.215989 = -2170.126954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.713763 sec): 3 clusters Score: Raw -2470.057053 + Penalty 602.249592 = -1867.807462 nChanged 3 SP:Iteration 1F (61.714070 sec): 3 clusters Score: Raw -2478.005010 + Penalty 608.053315 = -1869.951695 nChanged 2 SP:Iteration 2Q (61.714377 sec): 3 clusters Score: Raw -2485.613781 + Penalty 613.122903 = -1872.490878 nChanged 1 SP:Iteration 3Q (61.714682 sec): 3 clusters Score: Raw -2487.736324 + Penalty 615.911886 = -1871.824438 nChanged 1 SP:Iteration 4F (61.714991 sec): 3 clusters Score: Raw -2488.769981 + Penalty 615.911886 = -1872.858095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 36 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.715496 sec): 2 clusters Score: Raw -435.873781 + Penalty 204.341322 = -231.532459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.715722 sec): 3 clusters Score: Raw -448.722579 + Penalty 393.976542 = -54.746037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 37 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.716354 sec): 2 clusters Score: Raw -2352.617777 + Penalty 428.291903 = -1924.325873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.716675 sec): 3 clusters Score: Raw -2399.302855 + Penalty 860.908499 = -1538.394355 nChanged 3 SP:Iteration 1F (61.716985 sec): 3 clusters Score: Raw -2419.017637 + Penalty 862.370448 = -1556.647189 nChanged 1 SP:Iteration 2Q (61.717283 sec): 3 clusters Score: Raw -2422.936241 + Penalty 862.370448 = -1560.565792 nChanged 0 SP:Iteration 3F (61.717593 sec): 3 clusters Score: Raw -2422.936241 + Penalty 862.370448 = -1560.565792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 38 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.718183 sec): 2 clusters Score: Raw -1933.123651 + Penalty 494.069452 = -1439.054199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.718490 sec): 3 clusters Score: Raw -2037.435759 + Penalty 987.976596 = -1049.459163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 39 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.718996 sec): 2 clusters Score: Raw -400.412166 + Penalty 134.590700 = -265.821467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.719217 sec): 3 clusters Score: Raw -410.535679 + Penalty 258.422133 = -152.113546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 40 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.719744 sec): 2 clusters Score: Raw -869.156906 + Penalty 303.020201 = -566.136705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.719989 sec): 3 clusters Score: Raw -934.769175 + Penalty 609.644203 = -325.124972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 41 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.720772 sec): 2 clusters Score: Raw -5658.352811 + Penalty 580.229821 = -5078.122990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.721200 sec): 3 clusters Score: Raw -5700.574117 + Penalty 1159.182886 = -4541.391231 nChanged 5 SP:Iteration 1Q (61.721614 sec): 3 clusters Score: Raw -5719.328714 + Penalty 1159.835221 = -4559.493494 nChanged 2 SP:Iteration 2Q (61.722019 sec): 3 clusters Score: Raw -5733.058879 + Penalty 1159.835221 = -4573.223658 nChanged 0 SP:Iteration 3F (61.722441 sec): 3 clusters Score: Raw -5733.058879 + Penalty 1159.835221 = -4573.223658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 42 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.722960 sec): 2 clusters Score: Raw -661.530019 + Penalty 251.654779 = -409.875239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.723193 sec): 3 clusters Score: Raw -681.685914 + Penalty 500.866225 = -180.819689 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 43 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.723708 sec): 2 clusters Score: Raw -687.249299 + Penalty 227.791684 = -459.457616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.723944 sec): 3 clusters Score: Raw -714.888797 + Penalty 452.191162 = -262.697634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 44 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.724522 sec): 2 clusters Score: Raw -1795.328219 + Penalty 425.286543 = -1370.041675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.724803 sec): 3 clusters Score: Raw -1861.527355 + Penalty 850.573087 = -1010.954269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 45 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.725713 sec): 2 clusters Score: Raw -6371.334458 + Penalty 347.429026 = -6023.905432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.726214 sec): 3 clusters Score: Raw -6342.248387 + Penalty 693.463800 = -5648.784587 nChanged 32 SP:Iteration 1F (61.726708 sec): 3 clusters Score: Raw -6391.873997 + Penalty 694.977786 = -5696.896211 nChanged 11 SP:Iteration 2F (61.727201 sec): 3 clusters Score: Raw -6413.577332 + Penalty 695.320109 = -5718.257224 nChanged 5 SP:Iteration 3Q (61.727680 sec): 3 clusters Score: Raw -6433.767869 + Penalty 695.759900 = -5738.007969 nChanged 7 SP:Iteration 4Q (61.728153 sec): 3 clusters Score: Raw -6442.569434 + Penalty 695.657763 = -5746.911671 nChanged 5 SP:Iteration 5Q (61.728623 sec): 3 clusters Score: Raw -6452.731269 + Penalty 696.076922 = -5756.654347 nChanged 3 SP:Iteration 6Q (61.729092 sec): 3 clusters Score: Raw -6455.531758 + Penalty 695.862673 = -5759.669085 nChanged 1 SP:Iteration 7Q (61.729582 sec): 3 clusters Score: Raw -6456.914186 + Penalty 695.892713 = -5761.021473 nChanged 1 SP:Iteration 8Q (61.730050 sec): 3 clusters Score: Raw -6457.891347 + Penalty 696.701334 = -5761.190013 nChanged 1 SP:Iteration 9Q (61.730517 sec): 3 clusters Score: Raw -6458.496008 + Penalty 696.529923 = -5761.966085 nChanged 1 SP:Iteration 10F (61.731008 sec): 3 clusters Score: Raw -6459.625402 + Penalty 696.529923 = -5763.095479 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 46 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.732087 sec): 2 clusters Score: Raw -6311.155566 + Penalty 752.975232 = -5558.180334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.732724 sec): 3 clusters Score: Raw -6369.799107 + Penalty 1509.069322 = -4860.729785 nChanged 32 SP:Iteration 1F (61.733341 sec): 3 clusters Score: Raw -6457.371537 + Penalty 1509.248109 = -4948.123428 nChanged 10 SP:Iteration 2Q (61.733919 sec): 3 clusters Score: Raw -6484.318595 + Penalty 1506.753958 = -4977.564636 nChanged 6 SP:Iteration 3Q (61.734487 sec): 3 clusters Score: Raw -6500.652428 + Penalty 1505.203472 = -4995.448956 nChanged 3 SP:Iteration 4Q (61.735055 sec): 3 clusters Score: Raw -6519.798740 + Penalty 1504.318043 = -5015.480697 nChanged 2 SP:Iteration 5Q (61.735633 sec): 3 clusters Score: Raw -6523.694889 + Penalty 1504.251575 = -5019.443314 nChanged 2 SP:Iteration 6Q (61.736189 sec): 3 clusters Score: Raw -6526.766670 + Penalty 1504.789444 = -5021.977226 nChanged 1 SP:Iteration 7Q (61.736745 sec): 3 clusters Score: Raw -6527.719926 + Penalty 1504.789444 = -5022.930483 nChanged 0 SP:Iteration 8F (61.737346 sec): 3 clusters Score: Raw -6527.719926 + Penalty 1504.789444 = -5022.930483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 48 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.738403 sec): 2 clusters Score: Raw -10642.911264 + Penalty 633.456293 = -10009.454971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.738993 sec): 3 clusters Score: Raw -10661.625564 + Penalty 1271.417968 = -9390.207596 nChanged 33 SP:Iteration 1F (61.739572 sec): 3 clusters Score: Raw -10723.060921 + Penalty 1273.478641 = -9449.582280 nChanged 5 SP:Iteration 2Q (61.740133 sec): 3 clusters Score: Raw -10732.855617 + Penalty 1276.396505 = -9456.459113 nChanged 4 SP:Iteration 3Q (61.740691 sec): 3 clusters Score: Raw -10741.207234 + Penalty 1278.474560 = -9462.732673 nChanged 2 SP:Iteration 4Q (61.741250 sec): 3 clusters Score: Raw -10744.637070 + Penalty 1278.474560 = -9466.162510 nChanged 0 SP:Iteration 5F (61.741831 sec): 3 clusters Score: Raw -10744.637070 + Penalty 1278.474560 = -9466.162510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 49 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.742374 sec): 2 clusters Score: Raw -805.697110 + Penalty 374.967893 = -430.729217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.742612 sec): 3 clusters Score: Raw -869.609741 + Penalty 749.859661 = -119.750080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 50 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.743403 sec): 2 clusters Score: Raw -5899.978890 + Penalty 504.893077 = -5395.085814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.743823 sec): 3 clusters Score: Raw -5918.850065 + Penalty 1008.139030 = -4910.711034 nChanged 9 SP:Iteration 1F (61.744236 sec): 3 clusters Score: Raw -5941.590913 + Penalty 1009.502686 = -4932.088228 nChanged 6 SP:Iteration 2F (61.744648 sec): 3 clusters Score: Raw -5957.607897 + Penalty 1009.577458 = -4948.030439 nChanged 2 SP:Iteration 3Q (61.745047 sec): 3 clusters Score: Raw -5960.278891 + Penalty 1009.577458 = -4950.701433 nChanged 0 SP:Iteration 4F (61.745486 sec): 3 clusters Score: Raw -5960.278891 + Penalty 1009.577458 = -4950.701433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 51 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.746012 sec): 2 clusters Score: Raw -735.441869 + Penalty 205.399006 = -530.042863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.746254 sec): 3 clusters Score: Raw -758.096703 + Penalty 406.010006 = -352.086697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 52 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.746792 sec): 2 clusters Score: Raw -1099.461565 + Penalty 354.370604 = -745.090961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.747044 sec): 3 clusters Score: Raw -1155.203299 + Penalty 709.635103 = -445.568196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 53 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.747823 sec): 2 clusters Score: Raw -4727.725578 + Penalty 477.472099 = -4250.253479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.748262 sec): 3 clusters Score: Raw -4770.698767 + Penalty 953.985317 = -3816.713450 nChanged 10 SP:Iteration 1F (61.748695 sec): 3 clusters Score: Raw -4804.157964 + Penalty 955.031580 = -3849.126384 nChanged 6 SP:Iteration 2F (61.749124 sec): 3 clusters Score: Raw -4817.672291 + Penalty 954.790974 = -3862.881317 nChanged 4 SP:Iteration 3Q (61.749536 sec): 3 clusters Score: Raw -4824.474510 + Penalty 954.771377 = -3869.703133 nChanged 1 SP:Iteration 4Q (61.749945 sec): 3 clusters Score: Raw -4825.711706 + Penalty 954.771377 = -3870.940329 nChanged 0 SP:Iteration 5F (61.750373 sec): 3 clusters Score: Raw -4825.711706 + Penalty 954.771377 = -3870.940329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 54 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.750907 sec): 2 clusters Score: Raw -892.163475 + Penalty 161.628584 = -730.534892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.751150 sec): 3 clusters Score: Raw -912.428010 + Penalty 295.829757 = -616.598253 nChanged 1 SP:Iteration 1Q (61.751384 sec): 3 clusters Score: Raw -916.522368 + Penalty 295.829757 = -620.692611 nChanged 0 SP:Iteration 2F (61.751625 sec): 3 clusters Score: Raw -916.522368 + Penalty 295.829757 = -620.692611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 55 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.752149 sec): 2 clusters Score: Raw -857.595924 + Penalty 245.699683 = -611.896241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.752390 sec): 3 clusters Score: Raw -880.476708 + Penalty 489.272560 = -391.204148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 56 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.753090 sec): 2 clusters Score: Raw -4453.619827 + Penalty 283.949455 = -4169.670372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.753460 sec): 3 clusters Score: Raw -4442.762461 + Penalty 569.302218 = -3873.460244 nChanged 15 SP:Iteration 1F (61.753823 sec): 3 clusters Score: Raw -4463.467718 + Penalty 574.004443 = -3889.463275 nChanged 7 SP:Iteration 2F (61.754185 sec): 3 clusters Score: Raw -4471.019299 + Penalty 577.191880 = -3893.827419 nChanged 3 SP:Iteration 3Q (61.754543 sec): 3 clusters Score: Raw -4473.756406 + Penalty 578.537348 = -3895.219058 nChanged 1 SP:Iteration 4Q (61.754900 sec): 3 clusters Score: Raw -4474.782312 + Penalty 579.623293 = -3895.159019 nChanged 1 SP:Iteration 5F (61.755261 sec): 3 clusters Score: Raw -4474.932050 + Penalty 583.288714 = -3891.643336 nChanged 2 SP:Iteration 6F (61.755623 sec): 3 clusters Score: Raw -4476.990063 + Penalty 583.288714 = -3893.701349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 57 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.757055 sec): 2 clusters Score: Raw -11428.529232 + Penalty 195.032921 = -11233.496311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.757841 sec): 3 clusters Score: Raw -11274.535845 + Penalty 391.095390 = -10883.440456 nChanged 107 SP:Iteration 1F (61.758600 sec): 3 clusters Score: Raw -11381.414508 + Penalty 390.690604 = -10990.723905 nChanged 37 SP:Iteration 2F (61.759357 sec): 3 clusters Score: Raw -11431.899856 + Penalty 391.267610 = -11040.632247 nChanged 14 SP:Iteration 3Q (61.760102 sec): 3 clusters Score: Raw -11455.862961 + Penalty 392.165256 = -11063.697705 nChanged 13 SP:Iteration 4Q (61.760837 sec): 3 clusters Score: Raw -11481.753491 + Penalty 391.829120 = -11089.924371 nChanged 8 SP:Iteration 5Q (61.761560 sec): 3 clusters Score: Raw -11489.916221 + Penalty 392.083011 = -11097.833209 nChanged 5 SP:Iteration 6Q (61.762275 sec): 3 clusters Score: Raw -11492.928004 + Penalty 392.230047 = -11100.697956 nChanged 3 SP:Iteration 7Q (61.762988 sec): 3 clusters Score: Raw -11493.853089 + Penalty 392.549926 = -11101.303162 nChanged 2 SP:Iteration 8Q (61.763696 sec): 3 clusters Score: Raw -11494.924044 + Penalty 393.322782 = -11101.601262 nChanged 3 SP:Iteration 9Q (61.764402 sec): 3 clusters Score: Raw -11496.568023 + Penalty 394.026083 = -11102.541940 nChanged 4 SP:Iteration 10F (61.765154 sec): 3 clusters Score: Raw -11499.386293 + Penalty 393.807351 = -11105.578942 nChanged 2 SP:Iteration 11Q (61.765856 sec): 3 clusters Score: Raw -11501.117586 + Penalty 393.807351 = -11107.310235 nChanged 0 SP:Iteration 12F (61.766607 sec): 3 clusters Score: Raw -11501.117586 + Penalty 393.807351 = -11107.310235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 58 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.767132 sec): 2 clusters Score: Raw -409.131563 + Penalty 190.289202 = -218.842361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.767353 sec): 3 clusters Score: Raw -416.080682 + Penalty 382.627550 = -33.453133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 59 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.767892 sec): 2 clusters Score: Raw -1052.663187 + Penalty 271.955828 = -780.707359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.768148 sec): 3 clusters Score: Raw -1087.490390 + Penalty 543.549815 = -543.940575 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 60 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.769269 sec): 2 clusters Score: Raw -10337.567288 + Penalty 566.278746 = -9771.288541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.769907 sec): 3 clusters Score: Raw -10291.668802 + Penalty 1134.827927 = -9156.840874 nChanged 45 SP:Iteration 1F (61.770534 sec): 3 clusters Score: Raw -10347.462112 + Penalty 1141.951321 = -9205.510791 nChanged 19 SP:Iteration 2F (61.771156 sec): 3 clusters Score: Raw -10378.883297 + Penalty 1148.037869 = -9230.845427 nChanged 11 SP:Iteration 3Q (61.771781 sec): 3 clusters Score: Raw -10399.737116 + Penalty 1153.149545 = -9246.587571 nChanged 10 SP:Iteration 4Q (61.772392 sec): 3 clusters Score: Raw -10415.773475 + Penalty 1155.701512 = -9260.071964 nChanged 4 SP:Iteration 5Q (61.773001 sec): 3 clusters Score: Raw -10422.637046 + Penalty 1154.425554 = -9268.211492 nChanged 1 SP:Iteration 6Q (61.773609 sec): 3 clusters Score: Raw -10426.953510 + Penalty 1154.646380 = -9272.307130 nChanged 2 SP:Iteration 7Q (61.774214 sec): 3 clusters Score: Raw -10432.775847 + Penalty 1156.290892 = -9276.484954 nChanged 1 SP:Iteration 8Q (61.774822 sec): 3 clusters Score: Raw -10434.217418 + Penalty 1156.290892 = -9277.926526 nChanged 0 SP:Iteration 9F (61.775473 sec): 3 clusters Score: Raw -10434.217418 + Penalty 1156.290892 = -9277.926526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 61 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.776060 sec): 2 clusters Score: Raw -1343.254902 + Penalty 400.198997 = -943.055904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.776321 sec): 3 clusters Score: Raw -1422.735534 + Penalty 800.603403 = -622.132131 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 62 (753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.780374 sec): 2 clusters Score: Raw -36224.578583 + Penalty 769.451612 = -35455.126971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.781909 sec): 3 clusters Score: Raw -35971.101629 + Penalty 1544.230533 = -34426.871096 nChanged 234 SP:Iteration 1F (61.783389 sec): 3 clusters Score: Raw -36235.947080 + Penalty 1547.966178 = -34687.980902 nChanged 70 SP:Iteration 2F (61.784867 sec): 3 clusters Score: Raw -36326.969218 + Penalty 1551.077828 = -34775.891390 nChanged 36 SP:Iteration 3Q (61.786359 sec): 3 clusters Score: Raw -36374.254294 + Penalty 1551.865481 = -34822.388814 nChanged 23 SP:Iteration 4Q (61.787817 sec): 3 clusters Score: Raw -36397.767065 + Penalty 1550.578814 = -34847.188252 nChanged 18 SP:Iteration 5Q (61.789256 sec): 3 clusters Score: Raw -36423.087563 + Penalty 1550.051169 = -34873.036394 nChanged 18 SP:Iteration 6Q (61.790672 sec): 3 clusters Score: Raw -36463.579531 + Penalty 1549.874589 = -34913.704941 nChanged 23 SP:Iteration 7Q (61.792080 sec): 3 clusters Score: Raw -36544.663014 + Penalty 1550.205132 = -34994.457882 nChanged 27 SP:Iteration 8Q (61.793463 sec): 3 clusters Score: Raw -36623.204670 + Penalty 1550.922790 = -35072.281880 nChanged 14 SP:Iteration 9Q (61.794847 sec): 3 clusters Score: Raw -36640.627957 + Penalty 1552.200342 = -35088.427615 nChanged 7 SP:Iteration 10F (61.796404 sec): 3 clusters Score: Raw -36646.049591 + Penalty 1552.711463 = -35093.338128 nChanged 4 SP:Iteration 11Q (61.797783 sec): 3 clusters Score: Raw -36652.726312 + Penalty 1553.081255 = -35099.645057 nChanged 1 SP:Iteration 12Q (61.799161 sec): 3 clusters Score: Raw -36654.665014 + Penalty 1553.081255 = -35101.583759 nChanged 0 SP:Iteration 13F (61.800666 sec): 3 clusters Score: Raw -36654.665014 + Penalty 1553.081255 = -35101.583759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 63 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.802931 sec): 2 clusters Score: Raw -5352.618102 + Penalty 446.487597 = -4906.130504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.803364 sec): 3 clusters Score: Raw -5367.645078 + Penalty 903.408427 = -4464.236650 nChanged 13 SP:Iteration 1F (61.803772 sec): 3 clusters Score: Raw -5393.054321 + Penalty 903.548070 = -4489.506251 nChanged 1 SP:Iteration 2Q (61.804167 sec): 3 clusters Score: Raw -5395.040621 + Penalty 903.548070 = -4491.492551 nChanged 0 SP:Iteration 3F (61.804572 sec): 3 clusters Score: Raw -5395.040621 + Penalty 903.548070 = -4491.492551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 64 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.805174 sec): 2 clusters Score: Raw -1777.363375 + Penalty 422.325805 = -1355.037569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.805449 sec): 3 clusters Score: Raw -1830.829227 + Penalty 846.271885 = -984.557342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 65 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.806012 sec): 2 clusters Score: Raw -1448.530056 + Penalty 311.379821 = -1137.150236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.806280 sec): 3 clusters Score: Raw -1481.312964 + Penalty 622.759641 = -858.553323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 66 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.806834 sec): 2 clusters Score: Raw -726.783992 + Penalty 205.078446 = -521.705547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.807072 sec): 3 clusters Score: Raw -757.749611 + Penalty 395.142742 = -362.606869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 67 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.808742 sec): 2 clusters Score: Raw -17237.864948 + Penalty 770.294087 = -16467.570861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.809727 sec): 3 clusters Score: Raw -17183.151852 + Penalty 1541.471025 = -15641.680828 nChanged 96 SP:Iteration 1F (61.810703 sec): 3 clusters Score: Raw -17326.081604 + Penalty 1540.974850 = -15785.106755 nChanged 32 SP:Iteration 2F (61.811619 sec): 3 clusters Score: Raw -17396.205209 + Penalty 1540.418469 = -15855.786740 nChanged 22 SP:Iteration 3F (61.812529 sec): 3 clusters Score: Raw -17449.857659 + Penalty 1540.074531 = -15909.783128 nChanged 12 SP:Iteration 4Q (61.813461 sec): 3 clusters Score: Raw -17469.013561 + Penalty 1540.511276 = -15928.502285 nChanged 7 SP:Iteration 5Q (61.814363 sec): 3 clusters Score: Raw -17482.758954 + Penalty 1540.789907 = -15941.969047 nChanged 3 SP:Iteration 6Q (61.815258 sec): 3 clusters Score: Raw -17486.800340 + Penalty 1539.488631 = -15947.311709 nChanged 3 SP:Iteration 7Q (61.816149 sec): 3 clusters Score: Raw -17493.775153 + Penalty 1539.488631 = -15954.286522 nChanged 0 SP:Iteration 8F (61.817096 sec): 3 clusters Score: Raw -17493.775153 + Penalty 1539.488631 = -15954.286522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 68 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.817777 sec): 2 clusters Score: Raw -3337.764931 + Penalty 212.313652 = -3125.451279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.818118 sec): 3 clusters Score: Raw -3337.167071 + Penalty 448.687655 = -2888.479416 nChanged 16 SP:Iteration 1F (61.818452 sec): 3 clusters Score: Raw -3361.369944 + Penalty 458.087660 = -2903.282284 nChanged 3 SP:Iteration 2Q (61.818779 sec): 3 clusters Score: Raw -3366.485191 + Penalty 469.986825 = -2896.498367 nChanged 3 SP:Iteration 3F (61.819113 sec): 3 clusters Score: Raw -3376.672907 + Penalty 502.207615 = -2874.465292 nChanged 6 SP:Iteration 4F (61.819445 sec): 3 clusters Score: Raw -3392.137285 + Penalty 499.024468 = -2893.112817 nChanged 2 SP:Iteration 5Q (61.819760 sec): 3 clusters Score: Raw -3402.120239 + Penalty 499.670870 = -2902.449369 nChanged 2 SP:Iteration 6Q (61.820072 sec): 3 clusters Score: Raw -3412.485150 + Penalty 495.605863 = -2916.879287 nChanged 1 SP:Iteration 7Q (61.820380 sec): 3 clusters Score: Raw -3419.023540 + Penalty 495.605863 = -2923.417677 nChanged 0 SP:Iteration 8F (61.820713 sec): 3 clusters Score: Raw -3419.023540 + Penalty 495.605863 = -2923.417677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 69 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.821336 sec): 2 clusters Score: Raw -2107.645390 + Penalty 389.080862 = -1718.564528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.821645 sec): 3 clusters Score: Raw -2165.252831 + Penalty 778.161724 = -1387.091107 nChanged 2 SP:Iteration 1Q (61.821932 sec): 3 clusters Score: Raw -2168.216594 + Penalty 778.161724 = -1390.054869 nChanged 0 SP:Iteration 2F (61.822231 sec): 3 clusters Score: Raw -2168.216594 + Penalty 778.161724 = -1390.054869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 70 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.824054 sec): 2 clusters Score: Raw -20546.760665 + Penalty 553.249912 = -19993.510753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.825129 sec): 3 clusters Score: Raw -20367.832889 + Penalty 1107.586124 = -19260.246765 nChanged 141 SP:Iteration 1F (61.826170 sec): 3 clusters Score: Raw -20491.097204 + Penalty 1111.545926 = -19379.551278 nChanged 45 SP:Iteration 2F (61.827201 sec): 3 clusters Score: Raw -20554.050298 + Penalty 1114.517162 = -19439.533135 nChanged 33 SP:Iteration 3F (61.828232 sec): 3 clusters Score: Raw -20594.072223 + Penalty 1118.897522 = -19475.174701 nChanged 28 SP:Iteration 4F (61.829256 sec): 3 clusters Score: Raw -20636.403277 + Penalty 1124.121699 = -19512.281578 nChanged 17 SP:Iteration 5Q (61.830246 sec): 3 clusters Score: Raw -20660.625232 + Penalty 1128.003988 = -19532.621243 nChanged 10 SP:Iteration 6Q (61.831223 sec): 3 clusters Score: Raw -20674.701893 + Penalty 1132.272495 = -19542.429398 nChanged 10 SP:Iteration 7Q (61.832215 sec): 3 clusters Score: Raw -20688.336294 + Penalty 1137.308777 = -19551.027517 nChanged 10 SP:Iteration 8Q (61.833189 sec): 3 clusters Score: Raw -20700.852101 + Penalty 1141.872402 = -19558.979698 nChanged 8 SP:Iteration 9Q (61.834160 sec): 3 clusters Score: Raw -20707.841103 + Penalty 1142.738462 = -19565.102641 nChanged 1 SP:Iteration 10F (61.835188 sec): 3 clusters Score: Raw -20708.129863 + Penalty 1142.738462 = -19565.391401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 71 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.835731 sec): 2 clusters Score: Raw -285.745006 + Penalty 198.547613 = -87.197394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.835947 sec): 3 clusters Score: Raw -274.275438 + Penalty 392.998504 = 118.723065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 72 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.836439 sec): 2 clusters Score: Raw -285.055908 + Penalty 214.101410 = -70.954498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.836655 sec): 3 clusters Score: Raw -275.622817 + Penalty 430.387734 = 154.764917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 73 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.837205 sec): 2 clusters Score: Raw -1300.203109 + Penalty 251.444529 = -1048.758580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.837465 sec): 3 clusters Score: Raw -1317.051624 + Penalty 503.281896 = -813.769728 nChanged 3 SP:Iteration 1F (61.837722 sec): 3 clusters Score: Raw -1323.856156 + Penalty 503.281896 = -820.574260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 74 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.838230 sec): 2 clusters Score: Raw -508.408999 + Penalty 191.717996 = -316.691003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.838459 sec): 3 clusters Score: Raw -518.294246 + Penalty 385.185849 = -133.108397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 75 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.839309 sec): 2 clusters Score: Raw -7624.641523 + Penalty 381.843726 = -7242.797797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.839776 sec): 3 clusters Score: Raw -7569.839766 + Penalty 769.203411 = -6800.636356 nChanged 29 SP:Iteration 1F (61.840234 sec): 3 clusters Score: Raw -7607.984696 + Penalty 778.809328 = -6829.175368 nChanged 15 SP:Iteration 2F (61.840691 sec): 3 clusters Score: Raw -7631.187201 + Penalty 792.913436 = -6838.273765 nChanged 10 SP:Iteration 3F (61.841149 sec): 3 clusters Score: Raw -7644.357556 + Penalty 796.800711 = -6847.556846 nChanged 1 SP:Iteration 4Q (61.841603 sec): 3 clusters Score: Raw -7645.557716 + Penalty 798.459678 = -6847.098039 nChanged 1 SP:Iteration 5F (61.842078 sec): 3 clusters Score: Raw -7645.536913 + Penalty 798.459678 = -6847.077235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 76 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.842627 sec): 2 clusters Score: Raw -1197.892679 + Penalty 256.110060 = -941.782618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.842883 sec): 3 clusters Score: Raw -1227.017872 + Penalty 503.509332 = -723.508540 nChanged 2 SP:Iteration 1F (61.843136 sec): 3 clusters Score: Raw -1236.823525 + Penalty 503.509332 = -733.314193 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 77 (1174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.849580 sec): 2 clusters Score: Raw -56429.862828 + Penalty 612.891029 = -55816.971800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.851836 sec): 3 clusters Score: Raw -55810.284100 + Penalty 1224.953371 = -54585.330730 nChanged 408 SP:Iteration 1F (61.854034 sec): 3 clusters Score: Raw -56059.282773 + Penalty 1224.298145 = -54834.984628 nChanged 130 SP:Iteration 2F (61.856233 sec): 3 clusters Score: Raw -56168.664168 + Penalty 1226.824746 = -54941.839422 nChanged 93 SP:Iteration 3F (61.858428 sec): 3 clusters Score: Raw -56262.790450 + Penalty 1228.886875 = -55033.903575 nChanged 75 SP:Iteration 4F (61.860621 sec): 3 clusters Score: Raw -56348.131219 + Penalty 1228.680548 = -55119.450670 nChanged 72 SP:Iteration 5F (61.862815 sec): 3 clusters Score: Raw -56419.801657 + Penalty 1228.660923 = -55191.140735 nChanged 46 SP:Iteration 6Q (61.864966 sec): 3 clusters Score: Raw -56468.936218 + Penalty 1226.974185 = -55241.962033 nChanged 44 SP:Iteration 7Q (61.867091 sec): 3 clusters Score: Raw -56512.515720 + Penalty 1225.349918 = -55287.165801 nChanged 42 SP:Iteration 8Q (61.869195 sec): 3 clusters Score: Raw -56550.910649 + Penalty 1223.915565 = -55326.995084 nChanged 26 SP:Iteration 9Q (61.871273 sec): 3 clusters Score: Raw -56573.056994 + Penalty 1221.950608 = -55351.106386 nChanged 20 SP:Iteration 10F (61.873464 sec): 3 clusters Score: Raw -56588.635521 + Penalty 1219.631418 = -55369.004103 nChanged 15 SP:Iteration 11Q (61.875512 sec): 3 clusters Score: Raw -56597.114314 + Penalty 1218.638163 = -55378.476151 nChanged 6 SP:Iteration 12Q (61.877656 sec): 3 clusters Score: Raw -56599.005129 + Penalty 1218.646501 = -55380.358629 nChanged 2 SP:Iteration 13Q (61.879706 sec): 3 clusters Score: Raw -56599.526959 + Penalty 1218.851548 = -55380.675412 nChanged 3 SP:Iteration 14Q (61.881772 sec): 3 clusters Score: Raw -56600.885944 + Penalty 1218.855122 = -55382.030822 nChanged 2 SP:Iteration 15Q (61.883809 sec): 3 clusters Score: Raw -56601.257230 + Penalty 1218.855122 = -55382.402108 nChanged 0 SP:Iteration 16F (61.886001 sec): 3 clusters Score: Raw -56601.257230 + Penalty 1218.855122 = -55382.402108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 78 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.887789 sec): 2 clusters Score: Raw -1496.659819 + Penalty 292.475201 = -1204.184618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.888071 sec): 3 clusters Score: Raw -1517.660733 + Penalty 585.499907 = -932.160826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 79 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.888766 sec): 2 clusters Score: Raw -3001.623229 + Penalty 509.756363 = -2491.866866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.889106 sec): 3 clusters Score: Raw -3104.925941 + Penalty 1011.736843 = -2093.189097 nChanged 3 SP:Iteration 1Q (61.889423 sec): 3 clusters Score: Raw -3114.659519 + Penalty 1011.736843 = -2102.922676 nChanged 0 SP:Iteration 2F (61.889756 sec): 3 clusters Score: Raw -3114.659519 + Penalty 1011.736843 = -2102.922676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 80 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.890306 sec): 2 clusters Score: Raw -625.703193 + Penalty 212.268540 = -413.434653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.890543 sec): 3 clusters Score: Raw -658.408120 + Penalty 427.495218 = -230.912902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 81 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.891197 sec): 2 clusters Score: Raw -2864.823842 + Penalty 264.302933 = -2600.520909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.891532 sec): 3 clusters Score: Raw -2854.903430 + Penalty 520.535756 = -2334.367674 nChanged 8 SP:Iteration 1F (61.891865 sec): 3 clusters Score: Raw -2868.612292 + Penalty 518.013992 = -2350.598300 nChanged 4 SP:Iteration 2F (61.892194 sec): 3 clusters Score: Raw -2877.169784 + Penalty 518.013992 = -2359.155792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 82 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.892842 sec): 2 clusters Score: Raw -2500.452723 + Penalty 412.578595 = -2087.874127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.893168 sec): 3 clusters Score: Raw -2588.951368 + Penalty 823.409446 = -1765.541923 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 83 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.893678 sec): 2 clusters Score: Raw -504.301603 + Penalty 177.939107 = -326.362496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.893904 sec): 3 clusters Score: Raw -510.661506 + Penalty 364.364493 = -146.297013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 84 (396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.895496 sec): 2 clusters Score: Raw -18177.146511 + Penalty 475.435426 = -17701.711085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.896388 sec): 3 clusters Score: Raw -18026.570997 + Penalty 953.804465 = -17072.766532 nChanged 111 SP:Iteration 1F (61.897266 sec): 3 clusters Score: Raw -18113.997854 + Penalty 955.215752 = -17158.782102 nChanged 24 SP:Iteration 2F (61.898154 sec): 3 clusters Score: Raw -18134.976722 + Penalty 955.928079 = -17179.048643 nChanged 17 SP:Iteration 3Q (61.899034 sec): 3 clusters Score: Raw -18148.419520 + Penalty 957.153996 = -17191.265524 nChanged 13 SP:Iteration 4Q (61.899906 sec): 3 clusters Score: Raw -18161.786796 + Penalty 959.694666 = -17202.092130 nChanged 12 SP:Iteration 5Q (61.900775 sec): 3 clusters Score: Raw -18172.849749 + Penalty 961.734213 = -17211.115536 nChanged 8 SP:Iteration 6Q (61.901646 sec): 3 clusters Score: Raw -18179.573960 + Penalty 964.442287 = -17215.131673 nChanged 8 SP:Iteration 7Q (61.902511 sec): 3 clusters Score: Raw -18186.601836 + Penalty 965.019268 = -17221.582568 nChanged 3 SP:Iteration 8Q (61.903375 sec): 3 clusters Score: Raw -18188.068680 + Penalty 964.831584 = -17223.237095 nChanged 2 SP:Iteration 9Q (61.904239 sec): 3 clusters Score: Raw -18188.938315 + Penalty 966.604416 = -17222.333899 nChanged 3 SP:Iteration 10F (61.905139 sec): 3 clusters Score: Raw -18190.539118 + Penalty 967.093801 = -17223.445317 nChanged 2 SP:Iteration 11Q (61.906001 sec): 3 clusters Score: Raw -18190.707619 + Penalty 967.593837 = -17223.113782 nChanged 1 SP:Iteration 12F (61.906885 sec): 3 clusters Score: Raw -18190.875938 + Penalty 967.598875 = -17223.277063 nChanged 1 SP:Iteration 13Q (61.907747 sec): 3 clusters Score: Raw -18191.032326 + Penalty 967.598875 = -17223.433450 nChanged 0 SP:Iteration 14F (61.908627 sec): 3 clusters Score: Raw -18191.032326 + Penalty 967.598875 = -17223.433450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 85 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.910305 sec): 2 clusters Score: Raw -20412.221703 + Penalty 697.210359 = -19715.011344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.911283 sec): 3 clusters Score: Raw -20322.601025 + Penalty 1395.106040 = -18927.494985 nChanged 110 SP:Iteration 1F (61.912228 sec): 3 clusters Score: Raw -20460.884765 + Penalty 1394.715093 = -19066.169671 nChanged 38 SP:Iteration 2F (61.913169 sec): 3 clusters Score: Raw -20513.912827 + Penalty 1395.114880 = -19118.797946 nChanged 16 SP:Iteration 3Q (61.914087 sec): 3 clusters Score: Raw -20536.024243 + Penalty 1394.245137 = -19141.779106 nChanged 15 SP:Iteration 4Q (61.915003 sec): 3 clusters Score: Raw -20565.862918 + Penalty 1396.008149 = -19169.854769 nChanged 14 SP:Iteration 5Q (61.915932 sec): 3 clusters Score: Raw -20584.894523 + Penalty 1396.576113 = -19188.318409 nChanged 5 SP:Iteration 6Q (61.916838 sec): 3 clusters Score: Raw -20594.790206 + Penalty 1397.314556 = -19197.475650 nChanged 5 SP:Iteration 7Q (61.917743 sec): 3 clusters Score: Raw -20602.819288 + Penalty 1398.119182 = -19204.700106 nChanged 4 SP:Iteration 8Q (61.918645 sec): 3 clusters Score: Raw -20606.279993 + Penalty 1398.587735 = -19207.692258 nChanged 4 SP:Iteration 9Q (61.919592 sec): 3 clusters Score: Raw -20609.434560 + Penalty 1399.167667 = -19210.266894 nChanged 3 SP:Iteration 10F (61.920570 sec): 3 clusters Score: Raw -20613.926091 + Penalty 1397.961420 = -19215.964670 nChanged 3 SP:Iteration 11Q (61.921474 sec): 3 clusters Score: Raw -20618.671665 + Penalty 1397.961420 = -19220.710245 nChanged 0 SP:Iteration 12F (61.922415 sec): 3 clusters Score: Raw -20618.671665 + Penalty 1397.961420 = -19220.710245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 86 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.923001 sec): 2 clusters Score: Raw -1032.267594 + Penalty 200.109806 = -832.157787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.923252 sec): 3 clusters Score: Raw -1035.330016 + Penalty 397.321085 = -638.008931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 87 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.924798 sec): 2 clusters Score: Raw -18926.763102 + Penalty 672.665096 = -18254.098006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.925689 sec): 3 clusters Score: Raw -18808.245779 + Penalty 1345.969691 = -17462.276088 nChanged 87 SP:Iteration 1F (61.926566 sec): 3 clusters Score: Raw -18880.286095 + Penalty 1347.415990 = -17532.870105 nChanged 22 SP:Iteration 2F (61.927439 sec): 3 clusters Score: Raw -18905.270349 + Penalty 1349.320128 = -17555.950222 nChanged 14 SP:Iteration 3Q (61.928304 sec): 3 clusters Score: Raw -18923.431852 + Penalty 1349.739583 = -17573.692269 nChanged 8 SP:Iteration 4Q (61.929166 sec): 3 clusters Score: Raw -18946.094599 + Penalty 1351.417557 = -17594.677042 nChanged 6 SP:Iteration 5Q (61.930022 sec): 3 clusters Score: Raw -18952.393480 + Penalty 1353.417689 = -17598.975791 nChanged 3 SP:Iteration 6Q (61.930877 sec): 3 clusters Score: Raw -18956.424464 + Penalty 1354.028976 = -17602.395488 nChanged 3 SP:Iteration 7Q (61.931734 sec): 3 clusters Score: Raw -18960.307572 + Penalty 1355.017954 = -17605.289618 nChanged 3 SP:Iteration 8Q (61.932586 sec): 3 clusters Score: Raw -18967.877625 + Penalty 1355.203915 = -17612.673710 nChanged 6 SP:Iteration 9Q (61.933436 sec): 3 clusters Score: Raw -18978.183171 + Penalty 1357.266367 = -17620.916803 nChanged 9 SP:Iteration 10F (61.934308 sec): 3 clusters Score: Raw -18993.200961 + Penalty 1357.803882 = -17635.397079 nChanged 6 SP:Iteration 11Q (61.935148 sec): 3 clusters Score: Raw -19006.446491 + Penalty 1358.821067 = -17647.625425 nChanged 6 SP:Iteration 12Q (61.935981 sec): 3 clusters Score: Raw -19015.725042 + Penalty 1358.154328 = -17657.570714 nChanged 3 SP:Iteration 13Q (61.936811 sec): 3 clusters Score: Raw -19019.021921 + Penalty 1358.181834 = -17660.840087 nChanged 1 SP:Iteration 14Q (61.937664 sec): 3 clusters Score: Raw -19019.691696 + Penalty 1358.181834 = -17661.509862 nChanged 0 SP:Iteration 15F (61.938536 sec): 3 clusters Score: Raw -19019.691696 + Penalty 1358.181834 = -17661.509862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 90 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.939086 sec): 2 clusters Score: Raw -584.236068 + Penalty 334.165454 = -250.070614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.939316 sec): 3 clusters Score: Raw -607.472498 + Penalty 668.362178 = 60.889680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 91 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.939880 sec): 2 clusters Score: Raw -1486.118995 + Penalty 456.810548 = -1029.308447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.940150 sec): 3 clusters Score: Raw -1616.453985 + Penalty 912.433301 = -704.020684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 92 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.940658 sec): 2 clusters Score: Raw -528.271042 + Penalty 153.313805 = -374.957236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.940886 sec): 3 clusters Score: Raw -536.426102 + Penalty 309.410386 = -227.015716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 93 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.941395 sec): 2 clusters Score: Raw -624.722808 + Penalty 276.849358 = -347.873450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.941632 sec): 3 clusters Score: Raw -670.390964 + Penalty 552.935120 = -117.455844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 94 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.942128 sec): 2 clusters Score: Raw -388.840891 + Penalty 170.657167 = -218.183724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.942350 sec): 3 clusters Score: Raw -397.766324 + Penalty 341.314334 = -56.451990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 95 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.942844 sec): 2 clusters Score: Raw -358.561445 + Penalty 180.339359 = -178.222086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.943063 sec): 3 clusters Score: Raw -353.430032 + Penalty 372.133582 = 18.703549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 96 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.944178 sec): 2 clusters Score: Raw -8623.770583 + Penalty 222.888617 = -8400.881966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.944810 sec): 3 clusters Score: Raw -8533.538120 + Penalty 469.700812 = -8063.837308 nChanged 69 SP:Iteration 1F (61.945455 sec): 3 clusters Score: Raw -8618.876193 + Penalty 469.503048 = -8149.373145 nChanged 23 SP:Iteration 2F (61.946088 sec): 3 clusters Score: Raw -8653.903811 + Penalty 471.368334 = -8182.535477 nChanged 17 SP:Iteration 3F (61.946719 sec): 3 clusters Score: Raw -8670.250262 + Penalty 469.044348 = -8201.205915 nChanged 10 SP:Iteration 4Q (61.947328 sec): 3 clusters Score: Raw -8683.105571 + Penalty 469.582596 = -8213.522975 nChanged 6 SP:Iteration 5Q (61.947941 sec): 3 clusters Score: Raw -8691.018681 + Penalty 468.750065 = -8222.268616 nChanged 3 SP:Iteration 6Q (61.948546 sec): 3 clusters Score: Raw -8695.193592 + Penalty 466.932092 = -8228.261500 nChanged 5 SP:Iteration 7Q (61.949144 sec): 3 clusters Score: Raw -8702.674941 + Penalty 465.548329 = -8237.126612 nChanged 1 SP:Iteration 8Q (61.949755 sec): 3 clusters Score: Raw -8703.815758 + Penalty 463.784286 = -8240.031471 nChanged 1 SP:Iteration 9Q (61.950386 sec): 3 clusters Score: Raw -8706.256376 + Penalty 462.685847 = -8243.570529 nChanged 1 SP:Iteration 10F (61.951035 sec): 3 clusters Score: Raw -8707.932133 + Penalty 462.685847 = -8245.246287 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 97 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.951548 sec): 2 clusters Score: Raw -410.060651 + Penalty 159.087573 = -250.973078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.951775 sec): 3 clusters Score: Raw -416.915790 + Penalty 315.534710 = -101.381080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 98 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.952271 sec): 2 clusters Score: Raw -343.256435 + Penalty 164.740339 = -178.516096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.952489 sec): 3 clusters Score: Raw -348.417988 + Penalty 325.084933 = -23.333055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 99 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.952980 sec): 2 clusters Score: Raw -260.750084 + Penalty 146.770664 = -113.979420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.953195 sec): 3 clusters Score: Raw -253.206587 + Penalty 306.783117 = 53.576529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 100 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.953685 sec): 2 clusters Score: Raw -302.974545 + Penalty 146.949612 = -156.024933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.953901 sec): 3 clusters Score: Raw -301.165192 + Penalty 316.135919 = 14.970727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 101 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.954532 sec): 2 clusters Score: Raw -2843.154854 + Penalty 301.454917 = -2541.699937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.954848 sec): 3 clusters Score: Raw -2852.568764 + Penalty 601.635086 = -2250.933678 nChanged 4 SP:Iteration 1F (61.955158 sec): 3 clusters Score: Raw -2861.142334 + Penalty 604.364273 = -2256.778061 nChanged 2 SP:Iteration 2Q (61.955463 sec): 3 clusters Score: Raw -2864.072733 + Penalty 604.364273 = -2259.708460 nChanged 0 SP:Iteration 3F (61.955772 sec): 3 clusters Score: Raw -2864.072733 + Penalty 604.364273 = -2259.708460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 102 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.956911 sec): 2 clusters Score: Raw -10293.546023 + Penalty 802.527550 = -9491.018473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.957548 sec): 3 clusters Score: Raw -10317.500790 + Penalty 1605.002347 = -8712.498443 nChanged 36 SP:Iteration 1F (61.958168 sec): 3 clusters Score: Raw -10402.282284 + Penalty 1605.117932 = -8797.164352 nChanged 9 SP:Iteration 2Q (61.958777 sec): 3 clusters Score: Raw -10434.073391 + Penalty 1605.126533 = -8828.946858 nChanged 4 SP:Iteration 3Q (61.959386 sec): 3 clusters Score: Raw -10442.391658 + Penalty 1604.991806 = -8837.399853 nChanged 1 SP:Iteration 4Q (61.959981 sec): 3 clusters Score: Raw -10445.376975 + Penalty 1604.846946 = -8840.530029 nChanged 1 SP:Iteration 5Q (61.960574 sec): 3 clusters Score: Raw -10449.684633 + Penalty 1604.846946 = -8844.837688 nChanged 0 SP:Iteration 6F (61.961200 sec): 3 clusters Score: Raw -10449.684633 + Penalty 1604.846946 = -8844.837688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 103 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.961794 sec): 2 clusters Score: Raw -1707.318808 + Penalty 446.696483 = -1260.622325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.962095 sec): 3 clusters Score: Raw -1808.184133 + Penalty 893.682001 = -914.502132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 104 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.962601 sec): 2 clusters Score: Raw -485.197580 + Penalty 236.492574 = -248.705007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.962824 sec): 3 clusters Score: Raw -489.727178 + Penalty 470.957631 = -18.769548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 105 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.963318 sec): 2 clusters Score: Raw -333.601633 + Penalty 185.195929 = -148.405704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.963539 sec): 3 clusters Score: Raw -347.464784 + Penalty 370.248668 = 22.783884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 106 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.964034 sec): 2 clusters Score: Raw -347.906342 + Penalty 194.266041 = -153.640300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.964254 sec): 3 clusters Score: Raw -350.631294 + Penalty 385.196178 = 34.564884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 107 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.964747 sec): 2 clusters Score: Raw -338.775980 + Penalty 165.432301 = -173.343679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.964964 sec): 3 clusters Score: Raw -344.426974 + Penalty 329.029146 = -15.397828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 108 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.965594 sec): 2 clusters Score: Raw -2831.017226 + Penalty 326.853228 = -2504.163998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.965910 sec): 3 clusters Score: Raw -2832.380456 + Penalty 654.085001 = -2178.295455 nChanged 3 SP:Iteration 1F (61.966222 sec): 3 clusters Score: Raw -2838.111258 + Penalty 654.085001 = -2184.026257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 109 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.966739 sec): 2 clusters Score: Raw -719.748211 + Penalty 245.082245 = -474.665966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.966976 sec): 3 clusters Score: Raw -742.524726 + Penalty 492.506577 = -250.018149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 110 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.967537 sec): 2 clusters Score: Raw -1440.782779 + Penalty 315.392336 = -1125.390443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.967804 sec): 3 clusters Score: Raw -1477.777892 + Penalty 632.462302 = -845.315589 nChanged 1 SP:Iteration 1Q (61.968062 sec): 3 clusters Score: Raw -1480.911236 + Penalty 632.462302 = -848.448934 nChanged 0 SP:Iteration 2F (61.968324 sec): 3 clusters Score: Raw -1480.911236 + Penalty 632.462302 = -848.448934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 112 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.968814 sec): 2 clusters Score: Raw -240.974421 + Penalty 144.524979 = -96.449442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.969031 sec): 3 clusters Score: Raw -240.754863 + Penalty 296.713373 = 55.958510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 113 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.969541 sec): 2 clusters Score: Raw -623.788113 + Penalty 294.257374 = -329.530739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.969792 sec): 3 clusters Score: Raw -645.510916 + Penalty 622.917077 = -22.593839 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 114 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.970349 sec): 2 clusters Score: Raw -1349.418548 + Penalty 403.954362 = -945.464186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.970615 sec): 3 clusters Score: Raw -1436.205483 + Penalty 809.323823 = -626.881660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 115 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.971108 sec): 2 clusters Score: Raw -297.355902 + Penalty 163.545154 = -133.810749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.971328 sec): 3 clusters Score: Raw -297.083175 + Penalty 327.090307 = 30.007132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 116 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.971915 sec): 2 clusters Score: Raw -2165.964692 + Penalty 377.238936 = -1788.725756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.972199 sec): 3 clusters Score: Raw -2192.970586 + Penalty 758.533416 = -1434.437169 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 117 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.972695 sec): 2 clusters Score: Raw -398.577236 + Penalty 183.462557 = -215.114679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.972915 sec): 3 clusters Score: Raw -398.571417 + Penalty 366.925115 = -31.646303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 118 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.973447 sec): 2 clusters Score: Raw -974.266076 + Penalty 330.896988 = -643.369089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.973696 sec): 3 clusters Score: Raw -1028.250950 + Penalty 657.599463 = -370.651487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 119 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.974286 sec): 2 clusters Score: Raw -1905.177550 + Penalty 484.502520 = -1420.675030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.974575 sec): 3 clusters Score: Raw -2022.999883 + Penalty 972.230045 = -1050.769838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 120 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.975141 sec): 2 clusters Score: Raw -1649.927348 + Penalty 317.685700 = -1332.241647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.975414 sec): 3 clusters Score: Raw -1693.295199 + Penalty 632.282304 = -1061.012896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 121 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.975951 sec): 2 clusters Score: Raw -1085.983567 + Penalty 360.035855 = -725.947712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.976199 sec): 3 clusters Score: Raw -1140.223221 + Penalty 721.481235 = -418.741986 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 122 (736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.978585 sec): 2 clusters Score: Raw -30267.981883 + Penalty 49.397768 = -30218.584115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.980059 sec): 3 clusters Score: Raw -29821.690096 + Penalty 102.664657 = -29719.025439 nChanged 317 SP:Iteration 1F (61.981512 sec): 3 clusters Score: Raw -30098.638212 + Penalty 104.526437 = -29994.111774 nChanged 76 SP:Iteration 2F (61.982995 sec): 3 clusters Score: Raw -30189.241793 + Penalty 109.639869 = -30079.601924 nChanged 48 SP:Iteration 3F (61.984486 sec): 3 clusters Score: Raw -30235.440702 + Penalty 111.707243 = -30123.733458 nChanged 18 SP:Iteration 4Q (61.985954 sec): 3 clusters Score: Raw -30249.718812 + Penalty 118.629952 = -30131.088860 nChanged 5 SP:Iteration 5Q (61.987393 sec): 3 clusters Score: Raw -30254.994114 + Penalty 127.385494 = -30127.608620 nChanged 5 SP:Iteration 6F (61.988843 sec): 3 clusters Score: Raw -30262.860351 + Penalty 125.948267 = -30136.912084 nChanged 3 SP:Iteration 7Q (61.990083 sec): 3 clusters Score: Raw -30265.598396 + Penalty 125.948267 = -30139.650129 nChanged 0 SP:Iteration 8F (61.991532 sec): 3 clusters Score: Raw -30265.598396 + Penalty 125.948267 = -30139.650129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 123 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.992312 sec): 2 clusters Score: Raw -3095.637862 + Penalty 569.180900 = -2526.456962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.992682 sec): 3 clusters Score: Raw -3191.829283 + Penalty 1145.538796 = -2046.290486 nChanged 3 SP:Iteration 1Q (61.993021 sec): 3 clusters Score: Raw -3204.407241 + Penalty 1145.538796 = -2058.868444 nChanged 0 SP:Iteration 2F (61.993375 sec): 3 clusters Score: Raw -3204.407241 + Penalty 1145.538796 = -2058.868444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 124 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.993894 sec): 2 clusters Score: Raw -356.018458 + Penalty 217.340995 = -138.677463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.994116 sec): 3 clusters Score: Raw -358.592306 + Penalty 431.752654 = 73.160347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 126 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.994655 sec): 2 clusters Score: Raw -1148.523724 + Penalty 369.518557 = -779.005168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.994909 sec): 3 clusters Score: Raw -1210.913339 + Penalty 734.810087 = -476.103252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 127 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.995458 sec): 2 clusters Score: Raw -1373.414836 + Penalty 328.638166 = -1044.776671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.995718 sec): 3 clusters Score: Raw -1431.488473 + Penalty 651.837182 = -779.651291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 128 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.996211 sec): 2 clusters Score: Raw -324.282225 + Penalty 224.739200 = -99.543025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.996428 sec): 3 clusters Score: Raw -324.040828 + Penalty 432.610078 = 108.569249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 129 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.996936 sec): 2 clusters Score: Raw -602.598032 + Penalty 250.515646 = -352.082386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.997166 sec): 3 clusters Score: Raw -611.715196 + Penalty 525.293046 = -86.422149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 131 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.997662 sec): 2 clusters Score: Raw -431.642642 + Penalty 288.679991 = -142.962650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.997885 sec): 3 clusters Score: Raw -444.347268 + Penalty 582.719491 = 138.372224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 132 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.998392 sec): 2 clusters Score: Raw -307.550974 + Penalty 168.602653 = -138.948321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.998610 sec): 3 clusters Score: Raw -306.787629 + Penalty 333.442747 = 26.655119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 133 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.999340 sec): 2 clusters Score: Raw -3299.531030 + Penalty 182.016307 = -3117.514723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.999722 sec): 3 clusters Score: Raw -3292.202537 + Penalty 360.276365 = -2931.926172 nChanged 14 SP:Iteration 1F (62.000096 sec): 3 clusters Score: Raw -3310.511518 + Penalty 360.940533 = -2949.570985 nChanged 3 SP:Iteration 2Q (62.000463 sec): 3 clusters Score: Raw -3315.419936 + Penalty 361.696335 = -2953.723600 nChanged 3 SP:Iteration 3Q (62.000830 sec): 3 clusters Score: Raw -3319.979567 + Penalty 362.703129 = -2957.276438 nChanged 3 SP:Iteration 4Q (62.001195 sec): 3 clusters Score: Raw -3323.770759 + Penalty 364.032614 = -2959.738145 nChanged 3 SP:Iteration 5Q (62.001559 sec): 3 clusters Score: Raw -3327.725757 + Penalty 362.769657 = -2964.956100 nChanged 1 SP:Iteration 6Q (62.001927 sec): 3 clusters Score: Raw -3333.581509 + Penalty 362.769657 = -2970.811852 nChanged 0 SP:Iteration 7F (62.002298 sec): 3 clusters Score: Raw -3333.581509 + Penalty 362.769657 = -2970.811852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 134 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.002806 sec): 2 clusters Score: Raw -515.597603 + Penalty 227.147454 = -288.450149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.003033 sec): 3 clusters Score: Raw -515.089724 + Penalty 464.223847 = -50.865877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 135 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.003562 sec): 2 clusters Score: Raw -1005.785958 + Penalty 322.377776 = -683.408182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.003808 sec): 3 clusters Score: Raw -1061.062721 + Penalty 644.922886 = -416.139835 nChanged 1 SP:Iteration 1Q (62.004045 sec): 3 clusters Score: Raw -1066.400966 + Penalty 643.465852 = -422.935114 nChanged 1 SP:Iteration 2Q (62.004279 sec): 3 clusters Score: Raw -1071.991098 + Penalty 643.465852 = -428.525246 nChanged 0 SP:Iteration 3F (62.004520 sec): 3 clusters Score: Raw -1071.991098 + Penalty 643.465852 = -428.525246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 136 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.005144 sec): 2 clusters Score: Raw -2645.654900 + Penalty 494.371157 = -2151.283743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.005454 sec): 3 clusters Score: Raw -2734.427786 + Penalty 985.767668 = -1748.660117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 137 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.005976 sec): 2 clusters Score: Raw -814.352723 + Penalty 299.169464 = -515.183259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.006214 sec): 3 clusters Score: Raw -860.649657 + Penalty 599.368870 = -261.280786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 138 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.006714 sec): 2 clusters Score: Raw -315.217932 + Penalty 197.039765 = -118.178167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.006931 sec): 3 clusters Score: Raw -314.538334 + Penalty 394.079529 = 79.541196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 139 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.007472 sec): 2 clusters Score: Raw -592.965894 + Penalty 223.072893 = -369.893001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.007706 sec): 3 clusters Score: Raw -632.183970 + Penalty 446.145787 = -186.038183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 142 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.008208 sec): 2 clusters Score: Raw -470.211494 + Penalty 219.046062 = -251.165432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.008435 sec): 3 clusters Score: Raw -479.357419 + Penalty 439.699010 = -39.658409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 143 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.008969 sec): 2 clusters Score: Raw -1080.206134 + Penalty 316.753253 = -763.452881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.009222 sec): 3 clusters Score: Raw -1136.476902 + Penalty 632.132718 = -504.344184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 144 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.009740 sec): 2 clusters Score: Raw -682.310749 + Penalty 230.882862 = -451.427887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.009972 sec): 3 clusters Score: Raw -706.779368 + Penalty 457.587749 = -249.191619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 145 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.010523 sec): 2 clusters Score: Raw -1361.731382 + Penalty 321.105450 = -1040.625932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.010790 sec): 3 clusters Score: Raw -1391.243688 + Penalty 647.550139 = -743.693549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 146 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.011286 sec): 2 clusters Score: Raw -354.757632 + Penalty 191.501712 = -163.255920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.011507 sec): 3 clusters Score: Raw -356.684867 + Penalty 378.675480 = 21.990613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 147 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.012039 sec): 2 clusters Score: Raw -1000.521766 + Penalty 234.903992 = -765.617774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.012288 sec): 3 clusters Score: Raw -1015.511522 + Penalty 470.508423 = -545.003099 nChanged 1 SP:Iteration 1Q (62.012529 sec): 3 clusters Score: Raw -1017.681343 + Penalty 470.508423 = -547.172920 nChanged 0 SP:Iteration 2F (62.012774 sec): 3 clusters Score: Raw -1017.681343 + Penalty 470.508423 = -547.172920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 148 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.013279 sec): 2 clusters Score: Raw -483.989979 + Penalty 237.766578 = -246.223401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.013504 sec): 3 clusters Score: Raw -507.674021 + Penalty 465.920638 = -41.753383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 149 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.013983 sec): 2 clusters Score: Raw -105.368291 + Penalty 78.145301 = -27.222990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.014176 sec): 2 clusters Score: Raw -105.368291 + Penalty 78.145301 = -27.222990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 150 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.014695 sec): 2 clusters Score: Raw -793.463888 + Penalty 311.231424 = -482.232464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.014951 sec): 3 clusters Score: Raw -856.850379 + Penalty 622.818707 = -234.031672 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 151 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.015488 sec): 2 clusters Score: Raw -1147.725593 + Penalty 331.255547 = -816.470045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.015740 sec): 3 clusters Score: Raw -1207.192605 + Penalty 666.309396 = -540.883209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 152 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.016255 sec): 2 clusters Score: Raw -651.458571 + Penalty 230.859519 = -420.599052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.016488 sec): 3 clusters Score: Raw -678.558708 + Penalty 467.957242 = -210.601466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 153 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.016984 sec): 2 clusters Score: Raw -429.196183 + Penalty 246.455501 = -182.740682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.017208 sec): 3 clusters Score: Raw -431.540378 + Penalty 500.186423 = 68.646045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 154 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.017698 sec): 2 clusters Score: Raw -267.525460 + Penalty 175.303763 = -92.221696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.017914 sec): 3 clusters Score: Raw -260.257912 + Penalty 354.027373 = 93.769461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 155 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.018412 sec): 2 clusters Score: Raw -456.230913 + Penalty 262.046629 = -194.184284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.018636 sec): 3 clusters Score: Raw -451.464558 + Penalty 520.596687 = 69.132129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 156 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.019144 sec): 2 clusters Score: Raw -689.629573 + Penalty 361.519073 = -328.110500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.019379 sec): 3 clusters Score: Raw -735.446021 + Penalty 722.191456 = -13.254565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 157 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.019892 sec): 2 clusters Score: Raw -724.648773 + Penalty 259.516663 = -465.132110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.020127 sec): 3 clusters Score: Raw -759.382896 + Penalty 518.488923 = -240.893974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 158 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.020763 sec): 2 clusters Score: Raw -3032.990782 + Penalty 466.478061 = -2566.512721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.021084 sec): 3 clusters Score: Raw -3089.427200 + Penalty 935.839598 = -2153.587602 nChanged 3 SP:Iteration 1F (62.021399 sec): 3 clusters Score: Raw -3103.958564 + Penalty 935.839598 = -2168.118966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 159 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.021901 sec): 2 clusters Score: Raw -448.554535 + Penalty 292.235737 = -156.318798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.022122 sec): 3 clusters Score: Raw -455.798799 + Penalty 584.471474 = 128.672675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 160 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.022627 sec): 2 clusters Score: Raw -213.466202 + Penalty 153.065893 = -60.400309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.022839 sec): 3 clusters Score: Raw -205.625810 + Penalty 296.971710 = 91.345899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 161 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.023342 sec): 2 clusters Score: Raw -458.375664 + Penalty 202.440033 = -255.935631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.023562 sec): 3 clusters Score: Raw -454.726072 + Penalty 380.948614 = -73.777458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 162 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.024181 sec): 2 clusters Score: Raw -2658.596002 + Penalty 527.119537 = -2131.476466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.024498 sec): 3 clusters Score: Raw -2806.017052 + Penalty 1056.096536 = -1749.920515 nChanged 1 SP:Iteration 1Q (62.024794 sec): 3 clusters Score: Raw -2813.181447 + Penalty 1056.838790 = -1756.342657 nChanged 1 SP:Iteration 2Q (62.025090 sec): 3 clusters Score: Raw -2825.059904 + Penalty 1056.838790 = -1768.221114 nChanged 0 SP:Iteration 3F (62.025402 sec): 3 clusters Score: Raw -2825.059904 + Penalty 1056.838790 = -1768.221114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 163 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.025922 sec): 2 clusters Score: Raw -748.419005 + Penalty 309.152688 = -439.266317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.026161 sec): 3 clusters Score: Raw -803.049213 + Penalty 625.123491 = -177.925722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 164 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.026669 sec): 2 clusters Score: Raw -574.899440 + Penalty 246.306192 = -328.593248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.026899 sec): 3 clusters Score: Raw -612.615618 + Penalty 484.502742 = -128.112876 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 165 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.027381 sec): 2 clusters Score: Raw -154.616091 + Penalty 94.701581 = -59.914510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.027577 sec): 2 clusters Score: Raw -154.616091 + Penalty 94.701581 = -59.914510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 166 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.028080 sec): 2 clusters Score: Raw -526.937707 + Penalty 273.033073 = -253.904634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.028307 sec): 3 clusters Score: Raw -542.187988 + Penalty 545.072646 = 2.884658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 167 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.028826 sec): 2 clusters Score: Raw -805.548278 + Penalty 262.031672 = -543.516606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.029063 sec): 3 clusters Score: Raw -829.596492 + Penalty 524.277230 = -305.319262 nChanged 1 SP:Iteration 1F (62.029297 sec): 3 clusters Score: Raw -831.518250 + Penalty 524.277230 = -307.241020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 168 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.029941 sec): 2 clusters Score: Raw -2372.993350 + Penalty 148.380334 = -2224.613015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.030268 sec): 3 clusters Score: Raw -2377.320186 + Penalty 331.889304 = -2045.430882 nChanged 11 SP:Iteration 1F (62.030607 sec): 3 clusters Score: Raw -2403.747741 + Penalty 383.480149 = -2020.267592 nChanged 8 SP:Iteration 2F (62.030927 sec): 3 clusters Score: Raw -2428.486758 + Penalty 392.346335 = -2036.140423 nChanged 1 SP:Iteration 3Q (62.031225 sec): 3 clusters Score: Raw -2432.335343 + Penalty 392.346335 = -2039.989008 nChanged 0 SP:Iteration 4F (62.031545 sec): 3 clusters Score: Raw -2432.335343 + Penalty 392.346335 = -2039.989008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 169 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.032115 sec): 2 clusters Score: Raw -1725.368663 + Penalty 359.630166 = -1365.738497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.032384 sec): 3 clusters Score: Raw -1747.152951 + Penalty 724.214129 = -1022.938822 nChanged 1 SP:Iteration 1Q (62.032645 sec): 3 clusters Score: Raw -1750.852145 + Penalty 724.214129 = -1026.638016 nChanged 0 SP:Iteration 2F (62.032910 sec): 3 clusters Score: Raw -1750.852145 + Penalty 724.214129 = -1026.638016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 170 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.033407 sec): 2 clusters Score: Raw -369.757335 + Penalty 246.003948 = -123.753387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.033624 sec): 3 clusters Score: Raw -367.940841 + Penalty 479.905547 = 111.964706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 172 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.034110 sec): 2 clusters Score: Raw -215.190879 + Penalty 164.739011 = -50.451868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.034324 sec): 3 clusters Score: Raw -207.351136 + Penalty 351.734695 = 144.383559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 173 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.034860 sec): 2 clusters Score: Raw -1217.781183 + Penalty 325.028814 = -892.752369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.035109 sec): 3 clusters Score: Raw -1237.368873 + Penalty 649.852403 = -587.516470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 174 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.035635 sec): 2 clusters Score: Raw -876.946847 + Penalty 358.474060 = -518.472787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.035878 sec): 3 clusters Score: Raw -954.689620 + Penalty 715.957295 = -238.732325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 175 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.036461 sec): 2 clusters Score: Raw -2280.580324 + Penalty 462.664710 = -1817.915614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.036744 sec): 3 clusters Score: Raw -2346.721926 + Penalty 926.037476 = -1420.684450 nChanged 1 SP:Iteration 1Q (62.037010 sec): 3 clusters Score: Raw -2351.813432 + Penalty 926.037476 = -1425.775956 nChanged 0 SP:Iteration 2F (62.037287 sec): 3 clusters Score: Raw -2351.813432 + Penalty 926.037476 = -1425.775956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 176 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.037776 sec): 2 clusters Score: Raw -205.949700 + Penalty 141.332465 = -64.617235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.037989 sec): 3 clusters Score: Raw -199.318993 + Penalty 295.468794 = 96.149801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 177 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.038469 sec): 2 clusters Score: Raw -103.962466 + Penalty 74.427476 = -29.534990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.038679 sec): 2 clusters Score: Raw -103.962466 + Penalty 74.427476 = -29.534990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 178 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.039193 sec): 2 clusters Score: Raw -742.518793 + Penalty 271.156905 = -471.361888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.039427 sec): 3 clusters Score: Raw -772.414650 + Penalty 543.017377 = -229.397274 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 179 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.039910 sec): 2 clusters Score: Raw -158.483183 + Penalty 117.590672 = -40.892511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.040121 sec): 3 clusters Score: Raw -149.847948 + Penalty 241.560815 = 91.712868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 180 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.040615 sec): 2 clusters Score: Raw -360.288742 + Penalty 211.049220 = -149.239522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.040835 sec): 3 clusters Score: Raw -362.562633 + Penalty 420.548716 = 57.986082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 181 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.041320 sec): 2 clusters Score: Raw -221.079421 + Penalty 177.122573 = -43.956848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.041533 sec): 3 clusters Score: Raw -211.114192 + Penalty 354.245145 = 143.130954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 182 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.042020 sec): 2 clusters Score: Raw -166.873599 + Penalty 138.797751 = -28.075847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.042230 sec): 3 clusters Score: Raw -156.223574 + Penalty 271.796772 = 115.573199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 183 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.042724 sec): 2 clusters Score: Raw -374.311170 + Penalty 224.508126 = -149.803043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.042943 sec): 3 clusters Score: Raw -378.110149 + Penalty 465.749019 = 87.638870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 184 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.043433 sec): 2 clusters Score: Raw -304.095217 + Penalty 146.704884 = -157.390334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.043652 sec): 3 clusters Score: Raw -303.198622 + Penalty 293.409767 = -9.788855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 185 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.044151 sec): 2 clusters Score: Raw -475.271393 + Penalty 237.748115 = -237.523278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.044376 sec): 3 clusters Score: Raw -474.261176 + Penalty 488.702077 = 14.440901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 186 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.044945 sec): 2 clusters Score: Raw -1830.139343 + Penalty 403.750730 = -1426.388613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.045223 sec): 3 clusters Score: Raw -1866.790473 + Penalty 805.865492 = -1060.924980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 187 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.045720 sec): 2 clusters Score: Raw -392.586772 + Penalty 215.029440 = -177.557332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.045956 sec): 3 clusters Score: Raw -402.154515 + Penalty 432.094416 = 29.939901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 188 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.046445 sec): 2 clusters Score: Raw -255.986719 + Penalty 165.679423 = -90.307296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.046662 sec): 3 clusters Score: Raw -255.233369 + Penalty 324.647851 = 69.414482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 189 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.047172 sec): 2 clusters Score: Raw -656.049753 + Penalty 238.438700 = -417.611053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.047404 sec): 3 clusters Score: Raw -663.579219 + Penalty 480.200579 = -183.378641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 190 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.047898 sec): 2 clusters Score: Raw -341.272488 + Penalty 217.898391 = -123.374097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.048117 sec): 3 clusters Score: Raw -349.812587 + Penalty 431.731622 = 81.919035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 192 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.048598 sec): 2 clusters Score: Raw -102.383023 + Penalty 64.845150 = -37.537874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.048805 sec): 3 clusters Score: Raw -93.676095 + Penalty 129.690299 = 36.014204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 193 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.049308 sec): 2 clusters Score: Raw -537.179884 + Penalty 238.108754 = -299.071129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.049537 sec): 3 clusters Score: Raw -566.001679 + Penalty 476.625063 = -89.376615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 194 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.050022 sec): 2 clusters Score: Raw -158.423962 + Penalty 137.324012 = -21.099950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.050232 sec): 3 clusters Score: Raw -151.609557 + Penalty 273.746856 = 122.137299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 195 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.050755 sec): 2 clusters Score: Raw -821.128070 + Penalty 235.603782 = -585.524288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.050995 sec): 3 clusters Score: Raw -843.034381 + Penalty 478.496192 = -364.538189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 196 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.051468 sec): 2 clusters Score: Raw -49.112679 + Penalty 0.000000 = -49.112679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.051659 sec): 2 clusters Score: Raw -49.112679 + Penalty 0.000000 = -49.112679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 197 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.052147 sec): 2 clusters Score: Raw -255.127662 + Penalty 171.991242 = -83.136421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.052362 sec): 3 clusters Score: Raw -255.499773 + Penalty 343.987401 = 88.487628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 199 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.052872 sec): 2 clusters Score: Raw -346.324715 + Penalty 193.746111 = -152.578604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.053092 sec): 3 clusters Score: Raw -355.516481 + Penalty 386.046205 = 30.529724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 200 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.053579 sec): 2 clusters Score: Raw -197.477276 + Penalty 121.113023 = -76.364252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.053793 sec): 3 clusters Score: Raw -192.724938 + Penalty 242.226047 = 49.501109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 201 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.054281 sec): 2 clusters Score: Raw -256.144021 + Penalty 150.860605 = -105.283416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.054496 sec): 3 clusters Score: Raw -253.430334 + Penalty 302.712717 = 49.282382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 202 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.054984 sec): 2 clusters Score: Raw -256.885748 + Penalty 142.590770 = -114.294978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.055200 sec): 3 clusters Score: Raw -250.229038 + Penalty 277.222987 = 26.993949 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 203 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.055673 sec): 2 clusters Score: Raw -49.072310 + Penalty 0.000000 = -49.072310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.055865 sec): 2 clusters Score: Raw -49.072310 + Penalty 0.000000 = -49.072310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 204 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.056349 sec): 2 clusters Score: Raw -212.060719 + Penalty 146.087001 = -65.973718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.056563 sec): 3 clusters Score: Raw -203.990429 + Penalty 308.196744 = 104.206314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 205 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.057046 sec): 2 clusters Score: Raw -170.513815 + Penalty 145.155448 = -25.358367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.057256 sec): 3 clusters Score: Raw -157.037805 + Penalty 299.723499 = 142.685694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 207 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.057747 sec): 2 clusters Score: Raw -317.053657 + Penalty 184.049944 = -133.003714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.057964 sec): 3 clusters Score: Raw -317.534919 + Penalty 380.785632 = 63.250712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 208 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.058474 sec): 2 clusters Score: Raw -628.348606 + Penalty 271.046137 = -357.302470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.058709 sec): 3 clusters Score: Raw -673.326457 + Penalty 542.092274 = -131.234184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 210 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.059193 sec): 2 clusters Score: Raw -227.927140 + Penalty 175.580835 = -52.346306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.059407 sec): 3 clusters Score: Raw -213.898981 + Penalty 351.161669 = 137.262688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 211 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.059917 sec): 2 clusters Score: Raw -450.734819 + Penalty 269.858628 = -180.876191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.060138 sec): 3 clusters Score: Raw -438.535884 + Penalty 547.397311 = 108.861428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 212 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.060623 sec): 2 clusters Score: Raw -163.486415 + Penalty 137.646536 = -25.839879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.060833 sec): 3 clusters Score: Raw -154.315447 + Penalty 271.638453 = 117.323007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 214 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.061332 sec): 2 clusters Score: Raw -476.185316 + Penalty 247.362971 = -228.822345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.061558 sec): 3 clusters Score: Raw -485.625517 + Penalty 498.955921 = 13.330404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 216 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.062059 sec): 2 clusters Score: Raw -440.062728 + Penalty 210.846881 = -229.215847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.062282 sec): 3 clusters Score: Raw -458.676810 + Penalty 418.565857 = -40.110952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 218 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.062765 sec): 2 clusters Score: Raw -160.879256 + Penalty 117.921790 = -42.957466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.062973 sec): 3 clusters Score: Raw -151.190577 + Penalty 226.581220 = 75.390643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 219 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.063468 sec): 2 clusters Score: Raw -389.541367 + Penalty 174.719947 = -214.821420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.063691 sec): 3 clusters Score: Raw -393.147602 + Penalty 374.791976 = -18.355626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 220 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.064170 sec): 2 clusters Score: Raw -100.112035 + Penalty 66.721548 = -33.390487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.064363 sec): 2 clusters Score: Raw -100.112035 + Penalty 66.721548 = -33.390487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 221 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.064840 sec): 2 clusters Score: Raw -100.186901 + Penalty 61.414090 = -38.772811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.065033 sec): 2 clusters Score: Raw -100.186901 + Penalty 61.414090 = -38.772811 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 222 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.065512 sec): 2 clusters Score: Raw -104.447304 + Penalty 69.725235 = -34.722070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.065705 sec): 2 clusters Score: Raw -104.447304 + Penalty 69.725235 = -34.722070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 223 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.066204 sec): 2 clusters Score: Raw -475.235088 + Penalty 251.022546 = -224.212542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.066428 sec): 3 clusters Score: Raw -488.395268 + Penalty 497.543383 = 9.148114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 225 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.066925 sec): 2 clusters Score: Raw -166.085364 + Penalty 148.287472 = -17.797892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.067122 sec): 2 clusters Score: Raw -166.085364 + Penalty 148.287472 = -17.797892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 226 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.067611 sec): 2 clusters Score: Raw -260.962534 + Penalty 158.111990 = -102.850545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.067827 sec): 3 clusters Score: Raw -255.483039 + Penalty 311.079688 = 55.596650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 229 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.068303 sec): 2 clusters Score: Raw -49.535202 + Penalty 0.000000 = -49.535202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.068494 sec): 2 clusters Score: Raw -49.535202 + Penalty 0.000000 = -49.535202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 230 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.068972 sec): 2 clusters Score: Raw -104.854379 + Penalty 73.374719 = -31.479660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.069177 sec): 3 clusters Score: Raw -95.641754 + Penalty 146.749438 = 51.107684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 233 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.069656 sec): 2 clusters Score: Raw -108.190054 + Penalty 88.376864 = -19.813191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.069860 sec): 3 clusters Score: Raw -98.857713 + Penalty 176.753728 = 77.896015 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 234 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.070338 sec): 2 clusters Score: Raw -93.542770 + Penalty 59.134176 = -34.408594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.070531 sec): 2 clusters Score: Raw -93.542770 + Penalty 59.134176 = -34.408594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 235 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.071009 sec): 2 clusters Score: Raw -103.025557 + Penalty 72.403209 = -30.622347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.071216 sec): 3 clusters Score: Raw -94.109767 + Penalty 144.806419 = 50.696652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 237 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.071697 sec): 2 clusters Score: Raw -105.583616 + Penalty 72.902468 = -32.681147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.071890 sec): 2 clusters Score: Raw -105.583616 + Penalty 72.902468 = -32.681147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 239 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.072364 sec): 2 clusters Score: Raw -49.427700 + Penalty 0.000000 = -49.427700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.072554 sec): 2 clusters Score: Raw -49.427700 + Penalty 0.000000 = -49.427700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 240 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.073032 sec): 2 clusters Score: Raw -100.794659 + Penalty 66.683458 = -34.111201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.073225 sec): 2 clusters Score: Raw -100.794659 + Penalty 66.683458 = -34.111201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 241 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.073717 sec): 2 clusters Score: Raw -98.050793 + Penalty 57.391996 = -40.658797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.073921 sec): 3 clusters Score: Raw -90.480170 + Penalty 114.783992 = 24.303822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 243 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.074395 sec): 2 clusters Score: Raw -48.188959 + Penalty 0.000000 = -48.188959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.074587 sec): 2 clusters Score: Raw -48.188959 + Penalty 0.000000 = -48.188959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 244 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.075061 sec): 2 clusters Score: Raw -49.022309 + Penalty 0.000000 = -49.022309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.075251 sec): 2 clusters Score: Raw -49.022309 + Penalty 0.000000 = -49.022309 nChanged 0 Deleting Class 225 (3 points): Lose 43.641372 but Gain 1471.768912 Iteration 20F (67.675614 sec): 223 clusters Score: Raw -2163585.700294 + Penalty 230789.575235 = -1932796.125058 nChanged 629 Deleting Class 239 (1 points): Lose 0.698250 but Gain 1428.468769 Iteration 21Q (68.233022 sec): 222 clusters Score: Raw -2163952.195693 + Penalty 229416.639364 = -1934535.556329 nChanged 485 Deleting Class 156 (13 points): Lose 118.517115 but Gain 1536.851961 Iteration 22Q (68.773603 sec): 221 clusters Score: Raw -2164026.880428 + Penalty 227994.710957 = -1936032.169471 nChanged 429 Deleting Class 205 (3 points): Lose 29.653380 but Gain 1440.683243 Iteration 23Q (69.305294 sec): 220 clusters Score: Raw -2164165.460323 + Penalty 226615.476275 = -1937549.984048 nChanged 352 Deleting Class 90 (11 points): Lose 113.258020 but Gain 1519.535863 Iteration 24Q (69.819732 sec): 219 clusters Score: Raw -2164155.024831 + Penalty 225176.022639 = -1938979.002192 nChanged 302 Deleting Class 72 (5 points): Lose 62.165295 but Gain 1450.523987 Iteration 25Q (70.326310 sec): 218 clusters Score: Raw -2164189.113300 + Penalty 223833.788605 = -1940355.324695 nChanged 251 Deleting Class 229 (1 points): Lose 7.675687 but Gain 1392.007227 Iteration 26Q (70.824230 sec): 217 clusters Score: Raw -2164259.960238 + Penalty 222481.567317 = -1941778.392921 nChanged 232 Deleting Class 159 (8 points): Lose 155.084470 but Gain 1532.379115 Iteration 27Q (71.318500 sec): 216 clusters Score: Raw -2164168.157940 + Penalty 220988.859818 = -1943179.298122 nChanged 214 Deleting Class 233 (2 points): Lose 24.301863 but Gain 1390.249479 Iteration 28Q (71.808626 sec): 215 clusters Score: Raw -2164224.275132 + Penalty 219609.814501 = -1944614.460630 nChanged 175 Deleting Class 131 (8 points): Lose 152.348944 but Gain 1513.734063 Iteration 29Q (72.291696 sec): 214 clusters Score: Raw -2164121.652277 + Penalty 218187.086126 = -1945934.566151 nChanged 172 Deleting Class 210 (4 points): Lose 31.886232 but Gain 1381.024134 Iteration 30F (77.652922 sec): 213 clusters Score: Raw -2164159.585698 + Penalty 216846.214183 = -1947313.371515 nChanged 152 Deleting Class 211 (8 points): Lose 73.236545 but Gain 1415.041604 Iteration 31Q (78.130998 sec): 212 clusters Score: Raw -2164125.771279 + Penalty 215493.806322 = -1948631.964957 nChanged 142 Deleting Class 181 (4 points): Lose 52.897530 but Gain 1393.150615 Iteration 32Q (78.606498 sec): 211 clusters Score: Raw -2164117.588325 + Penalty 214104.971471 = -1950012.616854 nChanged 131 Deleting Class 182 (3 points): Lose 37.404489 but Gain 1377.582425 Iteration 33Q (79.077166 sec): 210 clusters Score: Raw -2164117.932207 + Penalty 212762.389601 = -1951355.542606 nChanged 116 Deleting Class 49 (16 points): Lose 144.916653 but Gain 1474.647590 Iteration 34Q (79.546199 sec): 209 clusters Score: Raw -2164011.679156 + Penalty 211336.646902 = -1952675.032254 nChanged 95 Deleting Class 212 (3 points): Lose 39.203655 but Gain 1366.156487 Iteration 35Q (80.011184 sec): 208 clusters Score: Raw -2164020.989439 + Penalty 210051.300160 = -1953969.689279 nChanged 79 Deleting Class 194 (3 points): Lose 53.433110 but Gain 1362.955402 Iteration 36Q (80.471818 sec): 207 clusters Score: Raw -2164010.146007 + Penalty 208744.208240 = -1955265.937767 nChanged 74 Deleting Class 155 (8 points): Lose 71.015580 but Gain 1374.078288 Iteration 37Q (80.930253 sec): 206 clusters Score: Raw -2163970.234020 + Penalty 207413.422888 = -1956556.811132 nChanged 86 Deleting Class 128 (6 points): Lose 72.556104 but Gain 1367.661869 Iteration 38Q (81.392135 sec): 205 clusters Score: Raw -2163938.144435 + Penalty 206080.235169 = -1957857.909266 nChanged 60 Deleting Class 244 (1 points): Lose 4.434339 but Gain 1296.876700 Iteration 39Q (81.842949 sec): 204 clusters Score: Raw -2163961.946117 + Penalty 204826.605151 = -1959135.340966 nChanged 45 Deleting Class 71 (5 points): Lose 53.690873 but Gain 1345.147961 Iteration 40F (86.983465 sec): 203 clusters Score: Raw -2163930.225318 + Penalty 203519.975098 = -1960410.250219 nChanged 58 Deleting Class 170 (7 points): Lose 87.068308 but Gain 1378.475050 Iteration 41Q (87.458463 sec): 202 clusters Score: Raw -2163867.980145 + Penalty 202157.926564 = -1961710.053581 nChanged 43 Deleting Class 172 (4 points): Lose 27.638169 but Gain 1295.748200 Iteration 42Q (87.927347 sec): 201 clusters Score: Raw -2163860.853073 + Penalty 200893.706091 = -1962967.146981 nChanged 44 Deleting Class 196 (1 points): Lose 11.140915 but Gain 1271.683073 Iteration 43Q (88.395728 sec): 200 clusters Score: Raw -2163869.590930 + Penalty 199633.998386 = -1964235.592544 nChanged 61 Deleting Class 203 (1 points): Lose 0.910962 but Gain 1253.020069 Iteration 44Q (88.863913 sec): 199 clusters Score: Raw -2163885.167444 + Penalty 198394.421844 = -1965490.745600 nChanged 61 Deleting Class 38 (41 points): Lose 202.716052 but Gain 1450.693824 Iteration 45Q (89.307522 sec): 198 clusters Score: Raw -2163706.423711 + Penalty 196997.265187 = -1966709.158525 nChanged 114 Deleting Class 103 (35 points): Lose 150.117008 but Gain 1369.966746 Iteration 46Q (89.756293 sec): 197 clusters Score: Raw -2163669.704319 + Penalty 195676.732358 = -1967992.971961 nChanged 123 Deleting Class 153 (8 points): Lose 81.058389 but Gain 1292.324020 Iteration 47Q (90.206594 sec): 196 clusters Score: Raw -2163707.131010 + Penalty 194428.078759 = -1969279.052251 nChanged 126 Deleting Class 149 (2 points): Lose 22.907064 but Gain 1229.297569 Iteration 48Q (90.655347 sec): 195 clusters Score: Raw -2163777.567037 + Penalty 193224.365526 = -1970553.201512 nChanged 118 Deleting Class 166 (10 points): Lose 101.786901 but Gain 1292.942420 Iteration 49Q (91.100991 sec): 194 clusters Score: Raw -2163742.105627 + Penalty 191976.043212 = -1971766.062415 nChanged 135 Deleting Class 174 (19 points): Lose 142.333805 but Gain 1327.500804 Iteration 50F (96.000045 sec): 193 clusters Score: Raw -2163683.246948 + Penalty 190740.012573 = -1972943.234375 nChanged 127 Deleting Class 175 (41 points): Lose 175.859171 but Gain 1358.482768 Iteration 51Q (96.448965 sec): 192 clusters Score: Raw -2163603.465948 + Penalty 189448.179487 = -1974155.286461 nChanged 146 Deleting Class 183 (7 points): Lose 78.773753 but Gain 1258.023917 Iteration 52Q (96.897288 sec): 191 clusters Score: Raw -2163641.185620 + Penalty 188287.703548 = -1975353.482072 nChanged 108 Deleting Class 230 (3 points): Lose 29.277091 but Gain 1228.310351 Iteration 53Q (97.335953 sec): 190 clusters Score: Raw -2163689.827565 + Penalty 187149.472241 = -1976540.355324 nChanged 100 Deleting Class 91 (31 points): Lose 244.534389 but Gain 1413.497475 Iteration 54Q (97.773322 sec): 189 clusters Score: Raw -2163520.496778 + Penalty 185803.663880 = -1977716.832897 nChanged 125 Deleting Class 121 (22 points): Lose 109.994360 but Gain 1270.048772 Iteration 55Q (98.208416 sec): 188 clusters Score: Raw -2163541.968276 + Penalty 184569.613355 = -1978972.354921 nChanged 113 Deleting Class 124 (7 points): Lose 58.388323 but Gain 1217.863133 Iteration 56Q (98.641381 sec): 187 clusters Score: Raw -2163595.955332 + Penalty 183375.698908 = -1980220.256425 nChanged 103 Deleting Class 64 (32 points): Lose 134.654538 but Gain 1292.780919 Iteration 57Q (99.081027 sec): 186 clusters Score: Raw -2163539.967743 + Penalty 182218.626155 = -1981321.341587 nChanged 136 Deleting Class 177 (2 points): Lose 15.091603 but Gain 1170.812762 Iteration 58Q (99.512993 sec): 185 clusters Score: Raw -2163667.332614 + Penalty 181096.452291 = -1982570.880323 nChanged 115 Deleting Class 61 (27 points): Lose 153.426515 but Gain 1307.610595 Iteration 59Q (99.945641 sec): 184 clusters Score: Raw -2163618.423662 + Penalty 179879.516835 = -1983738.906827 nChanged 132 Deleting Class 223 (9 points): Lose 94.968793 but Gain 1245.712719 Iteration 60F (104.586177 sec): 183 clusters Score: Raw -2163710.900953 + Penalty 178844.953380 = -1984865.947573 nChanged 118 Deleting Class 218 (3 points): Lose 19.850217 but Gain 1170.386290 Iteration 61Q (105.014189 sec): 182 clusters Score: Raw -2163842.339771 + Penalty 177727.700894 = -1986114.638877 nChanged 95 Deleting Class 240 (3 points): Lose 57.692137 but Gain 1207.983100 Iteration 62Q (105.436229 sec): 181 clusters Score: Raw -2163840.209258 + Penalty 176523.839784 = -1987316.369474 nChanged 68 Deleting Class 138 (6 points): Lose 56.256284 but Gain 1199.095540 Iteration 63Q (105.852587 sec): 180 clusters Score: Raw -2163829.790185 + Penalty 175363.841792 = -1988465.948393 nChanged 69 Deleting Class 180 (8 points): Lose 69.434608 but Gain 1209.519008 Iteration 64Q (106.269841 sec): 179 clusters Score: Raw -2163852.673546 + Penalty 174200.382406 = -1989652.291140 nChanged 80 Deleting Class 119 (42 points): Lose 248.086604 but Gain 1387.899552 Iteration 65Q (106.684935 sec): 178 clusters Score: Raw -2163734.127141 + Penalty 172950.012792 = -1990784.114349 nChanged 132 Deleting Class 197 (5 points): Lose 28.213519 but Gain 1165.230168 Iteration 66Q (107.104191 sec): 177 clusters Score: Raw -2163917.753204 + Penalty 171836.714532 = -1992081.038671 nChanged 92 Deleting Class 243 (1 points): Lose 16.174870 but Gain 1151.426819 Iteration 67Q (107.520497 sec): 176 clusters Score: Raw -2163977.262633 + Penalty 170681.156792 = -1993296.105841 nChanged 77 Deleting Class 179 (3 points): Lose 32.481269 but Gain 1167.099911 Iteration 68Q (107.930582 sec): 175 clusters Score: Raw -2163992.847582 + Penalty 169546.748281 = -1994446.099302 nChanged 66 Deleting Class 113 (13 points): Lose 116.511824 but Gain 1250.916082 Iteration 69Q (108.337821 sec): 174 clusters Score: Raw -2163915.319138 + Penalty 168334.293081 = -1995581.026057 nChanged 67 Deleting Class 154 (5 points): Lose 56.353309 but Gain 1187.672302 Iteration 70F (112.723311 sec): 173 clusters Score: Raw -2163918.665812 + Penalty 167189.304842 = -1996729.360970 nChanged 50 Deleting Class 237 (2 points): Lose 20.304702 but Gain 1146.822985 Iteration 71Q (113.129168 sec): 172 clusters Score: Raw -2163935.903952 + Penalty 166059.355606 = -1997876.548347 nChanged 28 Deleting Class 162 (59 points): Lose 307.961745 but Gain 1434.588501 Iteration 72Q (113.530835 sec): 171 clusters Score: Raw -2163647.587302 + Penalty 164762.313332 = -1998885.273970 nChanged 82 Deleting Class 160 (4 points): Lose 78.245921 but Gain 1203.933745 Iteration 73Q (113.936175 sec): 170 clusters Score: Raw -2163703.010741 + Penalty 163621.374747 = -2000081.635994 nChanged 42 Deleting Class 190 (7 points): Lose 99.835087 but Gain 1220.986484 Iteration 74Q (114.335419 sec): 169 clusters Score: Raw -2163653.166953 + Penalty 162457.351206 = -2001195.815747 nChanged 27 Deleting Class 204 (4 points): Lose 30.037946 but Gain 1149.041550 Iteration 75Q (114.732050 sec): 168 clusters Score: Raw -2163663.240850 + Penalty 161311.424597 = -2002351.816253 nChanged 20 Deleting Class 214 (9 points): Lose 109.629226 but Gain 1227.551883 Iteration 76Q (115.126290 sec): 167 clusters Score: Raw -2163587.636782 + Penalty 160188.944537 = -2003398.692246 nChanged 23 Deleting Class 235 (2 points): Lose 22.807142 but Gain 1138.969180 Iteration 77Q (115.519823 sec): 166 clusters Score: Raw -2163597.137935 + Penalty 159063.559807 = -2004533.578128 nChanged 11 Deleting Class 185 (9 points): Lose 68.635975 but Gain 1179.837648 Iteration 78Q (115.910200 sec): 165 clusters Score: Raw -2163539.083939 + Penalty 157895.750469 = -2005643.333470 nChanged 14 Deleting Class 114 (31 points): Lose 178.267768 but Gain 1286.753471 Iteration 79Q (116.299504 sec): 164 clusters Score: Raw -2163379.759639 + Penalty 156620.259423 = -2006759.500216 nChanged 37 Deleting Class 163 (16 points): Lose 111.936547 but Gain 1215.814140 Iteration 80F (120.422429 sec): 163 clusters Score: Raw -2163342.606149 + Penalty 155474.771197 = -2007867.834952 nChanged 31 Deleting Class 136 (54 points): Lose 257.081369 but Gain 1358.055155 Iteration 81Q (120.810890 sec): 162 clusters Score: Raw -2163155.427052 + Penalty 154191.411586 = -2008964.015465 nChanged 74 Deleting Class 188 (5 points): Lose 22.591965 but Gain 1122.467985 Iteration 82Q (121.202375 sec): 161 clusters Score: Raw -2163265.887962 + Penalty 153079.600956 = -2010186.287006 nChanged 26 Deleting Class 150 (18 points): Lose 115.900981 but Gain 1213.206560 Iteration 83Q (121.587498 sec): 160 clusters Score: Raw -2163180.357221 + Penalty 151906.018181 = -2011274.339040 nChanged 31 Deleting Class 104 (9 points): Lose 82.611793 but Gain 1173.606956 Iteration 84Q (121.972750 sec): 159 clusters Score: Raw -2163148.590463 + Penalty 150763.380152 = -2012385.210311 nChanged 22 Deleting Class 222 (2 points): Lose 6.124726 but Gain 1096.842173 Iteration 85Q (122.362295 sec): 158 clusters Score: Raw -2163166.423140 + Penalty 149697.960684 = -2013468.462456 nChanged 9 Deleting Class 26 (20 points): Lose 96.990620 but Gain 1186.526630 Iteration 86Q (122.742275 sec): 157 clusters Score: Raw -2163082.418937 + Penalty 148549.045295 = -2014533.373642 nChanged 28 Deleting Class 187 (9 points): Lose 68.877993 but Gain 1156.922633 Iteration 87Q (123.123897 sec): 156 clusters Score: Raw -2163065.043524 + Penalty 147555.161126 = -2015509.882399 nChanged 23 Deleting Class 44 (40 points): Lose 202.711468 but Gain 1290.814033 Iteration 88Q (123.503448 sec): 155 clusters Score: Raw -2162910.530280 + Penalty 146319.898079 = -2016590.632201 nChanged 46 Deleting Class 173 (28 points): Lose 131.775303 but Gain 1203.407487 Iteration 89Q (123.881926 sec): 154 clusters Score: Raw -2162890.851757 + Penalty 145206.572116 = -2017684.279641 nChanged 55 Deleting Class 93 (13 points): Lose 106.483911 but Gain 1176.912952 Iteration 90F (127.755803 sec): 153 clusters Score: Raw -2162875.386075 + Penalty 144080.408325 = -2018794.977750 nChanged 36 Deleting Class 148 (12 points): Lose 100.491633 but Gain 1168.520389 Iteration 91Q (128.130060 sec): 152 clusters Score: Raw -2162827.001956 + Penalty 142942.201597 = -2019884.800359 nChanged 30 Deleting Class 176 (4 points): Lose 43.615163 but Gain 1111.644931 Iteration 92Q (128.503497 sec): 151 clusters Score: Raw -2162822.414102 + Penalty 141857.423457 = -2020964.990644 nChanged 22 Deleting Class 137 (17 points): Lose 89.911565 but Gain 1151.377135 Iteration 93Q (128.874120 sec): 150 clusters Score: Raw -2162754.854200 + Penalty 140726.862588 = -2022027.991612 nChanged 33 Deleting Class 126 (23 points): Lose 179.556719 but Gain 1238.792419 Iteration 94Q (129.250824 sec): 149 clusters Score: Raw -2162609.709094 + Penalty 139522.200932 = -2023087.508163 nChanged 39 Deleting Class 135 (30 points): Lose 154.538907 but Gain 1208.667670 Iteration 95Q (129.621452 sec): 148 clusters Score: Raw -2162514.352583 + Penalty 138424.497915 = -2024089.854668 nChanged 46 Deleting Class 208 (15 points): Lose 88.987728 but Gain 1140.368102 Iteration 96Q (130.007934 sec): 147 clusters Score: Raw -2162508.839077 + Penalty 137350.410388 = -2025158.428689 nChanged 25 Deleting Class 118 (25 points): Lose 129.975732 but Gain 1180.654110 Iteration 97Q (130.391583 sec): 146 clusters Score: Raw -2162427.874919 + Penalty 136212.598669 = -2026215.276250 nChanged 29 Deleting Class 30 (14 points): Lose 86.696822 but Gain 1134.542444 Iteration 98Q (130.773195 sec): 145 clusters Score: Raw -2162385.679798 + Penalty 135093.948413 = -2027291.731385 nChanged 25 Deleting Class 129 (12 points): Lose 59.026668 but Gain 1099.270041 Iteration 99Q (131.154501 sec): 144 clusters Score: Raw -2162365.789705 + Penalty 134038.281849 = -2028327.507856 nChanged 20 Deleting Class 142 (9 points): Lose 59.568378 but Gain 1099.926430 Iteration 100F (134.780814 sec): 143 clusters Score: Raw -2162327.485308 + Penalty 132985.627730 = -2029341.857578 nChanged 17 Deleting Class 106 (7 points): Lose 48.629492 but Gain 1088.563386 Iteration 101Q (135.167282 sec): 142 clusters Score: Raw -2162303.378188 + Penalty 131913.624408 = -2030389.753780 nChanged 14 Deleting Class 146 (7 points): Lose 40.121013 but Gain 1073.073556 Iteration 102Q (135.543288 sec): 141 clusters Score: Raw -2162275.475425 + Penalty 130872.196372 = -2031403.279053 nChanged 16 Deleting Class 207 (6 points): Lose 89.698040 but Gain 1120.045322 Iteration 103Q (135.918116 sec): 140 clusters Score: Raw -2162201.873962 + Penalty 129764.769002 = -2032437.104960 nChanged 10 Deleting Class 164 (14 points): Lose 90.263515 but Gain 1116.668075 Iteration 104Q (136.291027 sec): 139 clusters Score: Raw -2162124.956813 + Penalty 128662.601676 = -2033462.355136 nChanged 20 Deleting Class 157 (22 points): Lose 109.200749 but Gain 1134.584086 Iteration 105Q (136.662119 sec): 138 clusters Score: Raw -2162045.251020 + Penalty 127539.961179 = -2034505.289841 nChanged 30 Deleting Class 220 (2 points): Lose 24.218807 but Gain 1049.591413 Iteration 106Q (137.036783 sec): 137 clusters Score: Raw -2162067.458959 + Penalty 126541.489540 = -2035525.969419 nChanged 12 Deleting Class 79 (70 points): Lose 289.821432 but Gain 1312.942297 Iteration 107Q (137.406323 sec): 136 clusters Score: Raw -2161797.321573 + Penalty 125290.659268 = -2036506.662305 nChanged 79 Deleting Class 40 (19 points): Lose 99.449766 but Gain 1122.144123 Iteration 108Q (137.778135 sec): 135 clusters Score: Raw -2161839.887321 + Penalty 124193.103942 = -2037646.783380 nChanged 38 Deleting Class 193 (10 points): Lose 55.205582 but Gain 1073.746975 Iteration 109Q (138.128974 sec): 134 clusters Score: Raw -2161831.422984 + Penalty 123134.439086 = -2038696.983898 nChanged 22 Deleting Class 52 (24 points): Lose 196.444420 but Gain 1215.838962 Iteration 110F (141.492793 sec): 133 clusters Score: Raw -2161659.228713 + Penalty 121931.110438 = -2039728.118275 nChanged 34 Deleting Class 134 (12 points): Lose 49.637288 but Gain 1067.579975 Iteration 111Q (141.840428 sec): 132 clusters Score: Raw -2161658.598496 + Penalty 120886.981911 = -2040771.616584 nChanged 22 Deleting Class 158 (64 points): Lose 246.532522 but Gain 1260.943348 Iteration 112Q (142.185593 sec): 131 clusters Score: Raw -2161433.691657 + Penalty 119654.629597 = -2041779.062060 nChanged 73 Deleting Class 226 (5 points): Lose 58.463631 but Gain 1071.199083 Iteration 113Q (142.535113 sec): 130 clusters Score: Raw -2161479.244777 + Penalty 118643.258132 = -2042835.986645 nChanged 24 Deleting Class 192 (2 points): Lose 9.421923 but Gain 1020.073936 Iteration 114Q (142.877418 sec): 129 clusters Score: Raw -2161496.564082 + Penalty 117619.833603 = -2043876.730479 nChanged 13 Deleting Class 95 (9 points): Lose 51.147685 but Gain 1060.843278 Iteration 115Q (143.217671 sec): 128 clusters Score: Raw -2161454.262489 + Penalty 116576.046728 = -2044878.215761 nChanged 16 Deleting Class 42 (17 points): Lose 95.025180 but Gain 1103.609836 Iteration 116Q (143.559146 sec): 127 clusters Score: Raw -2161377.703646 + Penalty 115526.968763 = -2045850.734883 nChanged 25 Deleting Class 178 (15 points): Lose 85.019425 but Gain 1091.801215 Iteration 117Q (143.897417 sec): 126 clusters Score: Raw -2161328.992786 + Penalty 114434.951275 = -2046894.041511 nChanged 28 Deleting Class 151 (24 points): Lose 131.472045 but Gain 1136.531630 Iteration 118Q (144.234012 sec): 125 clusters Score: Raw -2161226.765728 + Penalty 113361.644532 = -2047865.121196 nChanged 39 Writing temp clu file Memory request: 0.25 GB would take us to total of 0.50 GB. Compute initial score before splitting: Score: Raw -2161226.765728 + Penalty 113361.644532 = -2047865.121196Memory request: 0.12 GB would take us to total of 0.62 GB. Trying to split cluster 1 (26045 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.522395 sec): 2 clusters Score: Raw -1059492.162686 + Penalty 181.935508 = -1059310.227178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.571705 sec): 3 clusters Score: Raw -1041850.542141 + Penalty 337.647332 = -1041512.894809 nChanged 12675 SP:Iteration 1F (144.619912 sec): 3 clusters Score: Raw -1053202.770144 + Penalty 317.071501 = -1052885.698643 nChanged 3683 SP:Iteration 2F (144.668233 sec): 3 clusters Score: Raw -1058658.605466 + Penalty 315.719363 = -1058342.886102 nChanged 1177 SP:Iteration 3Q (144.718671 sec): 3 clusters Score: Raw -1060062.004977 + Penalty 317.941637 = -1059744.063339 nChanged 514 SP:Iteration 4Q (144.762539 sec): 3 clusters Score: Raw -1060392.394868 + Penalty 320.242437 = -1060072.152432 nChanged 252 SP:Iteration 5Q (144.806065 sec): 3 clusters Score: Raw -1060512.494817 + Penalty 321.939724 = -1060190.555093 nChanged 170 SP:Iteration 6Q (144.849640 sec): 3 clusters Score: Raw -1060555.173570 + Penalty 322.957377 = -1060232.216193 nChanged 99 SP:Iteration 7Q (144.893628 sec): 3 clusters Score: Raw -1060564.199724 + Penalty 323.476967 = -1060240.722757 nChanged 46 SP:Iteration 8Q (144.937122 sec): 3 clusters Score: Raw -1060566.673081 + Penalty 323.881373 = -1060242.791708 nChanged 31 SP:Iteration 9Q (144.980622 sec): 3 clusters Score: Raw -1060567.870393 + Penalty 324.184723 = -1060243.685670 nChanged 22 SP:Iteration 10F (145.028841 sec): 3 clusters Score: Raw -1060568.386726 + Penalty 324.330079 = -1060244.056646 nChanged 8 SP:Iteration 11Q (145.072708 sec): 3 clusters Score: Raw -1060568.471573 + Penalty 324.347283 = -1060244.124290 nChanged 2 SP:Iteration 12Q (145.116278 sec): 3 clusters Score: Raw -1060568.455972 + Penalty 324.347283 = -1060244.108690 nChanged 0 SP:Iteration 13F (145.164641 sec): 3 clusters Score: Raw -1060568.455972 + Penalty 324.347283 = -1060244.108690 nChanged 0 Score: Raw -2194412.876435 + Penalty 113514.368736 = -2080898.507699 Splitting cluster 1 changes total score from -2047865.121196 to -2080898.507699 So it's getting split into cluster 26. Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 2 (939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.297223 sec): 2 clusters Score: Raw -42172.282150 + Penalty 530.733996 = -41641.548154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.299125 sec): 3 clusters Score: Raw -41690.358889 + Penalty 1060.482794 = -40629.876096 nChanged 330 SP:Iteration 1F (148.300985 sec): 3 clusters Score: Raw -41911.303589 + Penalty 1050.429548 = -40860.874040 nChanged 111 SP:Iteration 2F (148.302836 sec): 3 clusters Score: Raw -41999.665085 + Penalty 1045.169483 = -40954.495602 nChanged 57 SP:Iteration 3F (148.304681 sec): 3 clusters Score: Raw -42041.017671 + Penalty 1037.534818 = -41003.482854 nChanged 41 SP:Iteration 4Q (148.306531 sec): 3 clusters Score: Raw -42065.658371 + Penalty 1033.167734 = -41032.490636 nChanged 31 SP:Iteration 5Q (148.308377 sec): 3 clusters Score: Raw -42087.684459 + Penalty 1030.067818 = -41057.616641 nChanged 32 SP:Iteration 6Q (148.310225 sec): 3 clusters Score: Raw -42114.177803 + Penalty 1038.486615 = -41075.691189 nChanged 31 SP:Iteration 7Q (148.312063 sec): 3 clusters Score: Raw -42141.732593 + Penalty 1051.256362 = -41090.476231 nChanged 29 SP:Iteration 8Q (148.313897 sec): 3 clusters Score: Raw -42170.999619 + Penalty 1064.820792 = -41106.178828 nChanged 21 SP:Iteration 9Q (148.315728 sec): 3 clusters Score: Raw -42192.618887 + Penalty 1087.221373 = -41105.397514 nChanged 12 SP:Iteration 10F (148.317553 sec): 3 clusters Score: Raw -42213.236613 + Penalty 1105.982499 = -41107.254114 nChanged 8 SP:Iteration 11Q (148.319388 sec): 3 clusters Score: Raw -42222.070598 + Penalty 1108.661101 = -41113.409497 nChanged 2 SP:Iteration 12Q (148.321194 sec): 3 clusters Score: Raw -42224.344068 + Penalty 1115.533100 = -41108.810968 nChanged 4 SP:Iteration 13F (148.323059 sec): 3 clusters Score: Raw -42229.933135 + Penalty 1118.369991 = -41111.563145 nChanged 3 SP:Iteration 14Q (148.324814 sec): 3 clusters Score: Raw -42235.639841 + Penalty 1119.543029 = -41116.096812 nChanged 2 SP:Iteration 15Q (148.326549 sec): 3 clusters Score: Raw -42238.190687 + Penalty 1125.243729 = -41112.946958 nChanged 3 SP:Iteration 16F (148.328370 sec): 3 clusters Score: Raw -42240.274994 + Penalty 1125.243729 = -41115.031264 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 3 (2413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.340286 sec): 2 clusters Score: Raw -104565.062416 + Penalty 263.106494 = -104301.955922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.345166 sec): 3 clusters Score: Raw -103040.839484 + Penalty 526.862069 = -102513.977415 nChanged 1077 SP:Iteration 1F (148.349813 sec): 3 clusters Score: Raw -103666.250990 + Penalty 531.034785 = -103135.216205 nChanged 342 SP:Iteration 2F (148.354351 sec): 3 clusters Score: Raw -103965.188060 + Penalty 534.626794 = -103430.561266 nChanged 250 SP:Iteration 3F (148.358893 sec): 3 clusters Score: Raw -104217.621376 + Penalty 536.952823 = -103680.668552 nChanged 175 SP:Iteration 4F (148.363431 sec): 3 clusters Score: Raw -104377.428706 + Penalty 540.706050 = -103836.722656 nChanged 101 SP:Iteration 5Q (148.367958 sec): 3 clusters Score: Raw -104442.470560 + Penalty 542.154658 = -103900.315902 nChanged 51 SP:Iteration 6Q (148.372393 sec): 3 clusters Score: Raw -104475.094848 + Penalty 543.116472 = -103931.978376 nChanged 45 SP:Iteration 7Q (148.376762 sec): 3 clusters Score: Raw -104495.456150 + Penalty 545.535572 = -103949.920578 nChanged 33 SP:Iteration 8Q (148.381162 sec): 3 clusters Score: Raw -104507.552164 + Penalty 545.657690 = -103961.894475 nChanged 22 SP:Iteration 9Q (148.385510 sec): 3 clusters Score: Raw -104512.782552 + Penalty 547.546257 = -103965.236295 nChanged 16 SP:Iteration 10F (148.390065 sec): 3 clusters Score: Raw -104515.555874 + Penalty 548.454975 = -103967.100899 nChanged 13 SP:Iteration 11Q (148.394318 sec): 3 clusters Score: Raw -104517.765609 + Penalty 549.332070 = -103968.433540 nChanged 13 SP:Iteration 12Q (148.398571 sec): 3 clusters Score: Raw -104520.118628 + Penalty 549.982541 = -103970.136088 nChanged 10 SP:Iteration 13Q (148.402894 sec): 3 clusters Score: Raw -104522.098893 + Penalty 551.454003 = -103970.644890 nChanged 10 SP:Iteration 14Q (148.407141 sec): 3 clusters Score: Raw -104523.301736 + Penalty 552.234331 = -103971.067405 nChanged 6 SP:Iteration 15Q (148.411354 sec): 3 clusters Score: Raw -104523.979040 + Penalty 552.015662 = -103971.963378 nChanged 4 SP:Iteration 16Q (148.415555 sec): 3 clusters Score: Raw -104524.973206 + Penalty 551.200148 = -103973.773058 nChanged 9 SP:Iteration 17Q (148.419881 sec): 3 clusters Score: Raw -104527.495695 + Penalty 552.085018 = -103975.410677 nChanged 9 SP:Iteration 18Q (148.424222 sec): 3 clusters Score: Raw -104528.931534 + Penalty 553.261020 = -103975.670514 nChanged 9 SP:Iteration 19Q (148.428524 sec): 3 clusters Score: Raw -104530.178053 + Penalty 554.412123 = -103975.765930 nChanged 9 SP:Iteration 20F (148.433121 sec): 3 clusters Score: Raw -104531.687496 + Penalty 556.058592 = -103975.628904 nChanged 13 SP:Iteration 21F (148.437679 sec): 3 clusters Score: Raw -104533.554841 + Penalty 556.638863 = -103976.915978 nChanged 10 SP:Iteration 22Q (148.441924 sec): 3 clusters Score: Raw -104534.968170 + Penalty 558.025815 = -103976.942355 nChanged 11 SP:Iteration 23Q (148.446229 sec): 3 clusters Score: Raw -104537.114059 + Penalty 559.366709 = -103977.747350 nChanged 15 SP:Iteration 24Q (148.450582 sec): 3 clusters Score: Raw -104540.523539 + Penalty 560.947919 = -103979.575620 nChanged 15 SP:Iteration 25Q (148.454750 sec): 3 clusters Score: Raw -104544.880118 + Penalty 563.116620 = -103981.763498 nChanged 17 SP:Iteration 26Q (148.458947 sec): 3 clusters Score: Raw -104549.757749 + Penalty 561.606050 = -103988.151699 nChanged 14 SP:Iteration 27Q (148.463055 sec): 3 clusters Score: Raw -104553.378796 + Penalty 562.018584 = -103991.360212 nChanged 13 SP:Iteration 28Q (148.467143 sec): 3 clusters Score: Raw -104555.459987 + Penalty 562.323954 = -103993.136032 nChanged 9 SP:Iteration 29Q (148.471247 sec): 3 clusters Score: Raw -104557.237885 + Penalty 563.007525 = -103994.230360 nChanged 8 SP:Iteration 30F (148.475940 sec): 3 clusters Score: Raw -104558.376698 + Penalty 563.287018 = -103995.089680 nChanged 4 SP:Iteration 31Q (148.480009 sec): 3 clusters Score: Raw -104559.082323 + Penalty 564.832874 = -103994.249449 nChanged 5 SP:Iteration 32F (148.484701 sec): 3 clusters Score: Raw -104559.563792 + Penalty 565.967023 = -103993.596769 nChanged 6 SP:Iteration 33F (148.489273 sec): 3 clusters Score: Raw -104560.396547 + Penalty 565.010421 = -103995.386126 nChanged 4 SP:Iteration 34Q (148.493360 sec): 3 clusters Score: Raw -104561.096624 + Penalty 563.400739 = -103997.695885 nChanged 4 SP:Iteration 35Q (148.497414 sec): 3 clusters Score: Raw -104561.819474 + Penalty 563.399834 = -103998.419641 nChanged 3 SP:Iteration 36Q (148.501454 sec): 3 clusters Score: Raw -104562.518715 + Penalty 564.723856 = -103997.794858 nChanged 4 SP:Iteration 37F (148.506025 sec): 3 clusters Score: Raw -104562.974609 + Penalty 565.736444 = -103997.238166 nChanged 2 SP:Iteration 38F (148.510598 sec): 3 clusters Score: Raw -104563.150566 + Penalty 565.736444 = -103997.414122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 4 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.522135 sec): 2 clusters Score: Raw -10513.721961 + Penalty 365.725874 = -10147.996087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.522761 sec): 3 clusters Score: Raw -10413.236866 + Penalty 741.320262 = -9671.916604 nChanged 51 SP:Iteration 1F (148.523353 sec): 3 clusters Score: Raw -10464.583225 + Penalty 790.020734 = -9674.562491 nChanged 28 SP:Iteration 2F (148.523938 sec): 3 clusters Score: Raw -10508.977069 + Penalty 831.300550 = -9677.676519 nChanged 13 SP:Iteration 3F (148.524522 sec): 3 clusters Score: Raw -10525.274692 + Penalty 860.374936 = -9664.899756 nChanged 7 SP:Iteration 4F (148.525094 sec): 3 clusters Score: Raw -10533.412325 + Penalty 873.887285 = -9659.525040 nChanged 3 SP:Iteration 5F (148.525666 sec): 3 clusters Score: Raw -10536.965464 + Penalty 873.887285 = -9663.078179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 5 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.527125 sec): 2 clusters Score: Raw -8340.449616 + Penalty 328.532772 = -8011.916844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.527661 sec): 3 clusters Score: Raw -8270.268466 + Penalty 663.487992 = -7606.780475 nChanged 38 SP:Iteration 1F (148.528187 sec): 3 clusters Score: Raw -8295.183589 + Penalty 664.972684 = -7630.210904 nChanged 10 SP:Iteration 2F (148.528711 sec): 3 clusters Score: Raw -8306.774000 + Penalty 664.368035 = -7642.405966 nChanged 5 SP:Iteration 3Q (148.529232 sec): 3 clusters Score: Raw -8310.868748 + Penalty 665.284772 = -7645.583976 nChanged 2 SP:Iteration 4Q (148.529757 sec): 3 clusters Score: Raw -8311.680811 + Penalty 663.899639 = -7647.781172 nChanged 3 SP:Iteration 5Q (148.530279 sec): 3 clusters Score: Raw -8315.003017 + Penalty 667.109789 = -7647.893229 nChanged 5 SP:Iteration 6Q (148.530799 sec): 3 clusters Score: Raw -8320.798128 + Penalty 674.954497 = -7645.843631 nChanged 10 SP:Iteration 7F (148.531320 sec): 3 clusters Score: Raw -8335.508493 + Penalty 675.008328 = -7660.500165 nChanged 6 SP:Iteration 8Q (148.531835 sec): 3 clusters Score: Raw -8343.909697 + Penalty 681.911192 = -7661.998506 nChanged 2 SP:Iteration 9Q (148.532348 sec): 3 clusters Score: Raw -8345.677046 + Penalty 686.192008 = -7659.485039 nChanged 1 SP:Iteration 10F (148.532899 sec): 3 clusters Score: Raw -8345.945665 + Penalty 689.666037 = -7656.279628 nChanged 1 SP:Iteration 11F (148.533419 sec): 3 clusters Score: Raw -8346.112018 + Penalty 702.584743 = -7643.527276 nChanged 3 SP:Iteration 12F (148.533939 sec): 3 clusters Score: Raw -8349.910788 + Penalty 720.728082 = -7629.182706 nChanged 4 SP:Iteration 13F (148.534448 sec): 3 clusters Score: Raw -8356.250797 + Penalty 725.203602 = -7631.047195 nChanged 2 SP:Iteration 14Q (148.534947 sec): 3 clusters Score: Raw -8360.248929 + Penalty 734.529141 = -7625.719788 nChanged 2 SP:Iteration 15F (148.535457 sec): 3 clusters Score: Raw -8364.045452 + Penalty 742.587949 = -7621.457503 nChanged 1 SP:Iteration 16F (148.535966 sec): 3 clusters Score: Raw -8366.666582 + Penalty 742.587949 = -7624.078633 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 6 (671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.538413 sec): 2 clusters Score: Raw -38693.905008 + Penalty 739.579312 = -37954.325696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.539924 sec): 3 clusters Score: Raw -38435.778566 + Penalty 1479.280732 = -36956.497834 nChanged 207 SP:Iteration 1F (148.541356 sec): 3 clusters Score: Raw -38616.749978 + Penalty 1479.609105 = -37137.140873 nChanged 55 SP:Iteration 2F (148.542767 sec): 3 clusters Score: Raw -38676.403445 + Penalty 1479.455813 = -37196.947632 nChanged 29 SP:Iteration 3Q (148.544187 sec): 3 clusters Score: Raw -38712.604994 + Penalty 1479.422254 = -37233.182740 nChanged 25 SP:Iteration 4Q (148.545589 sec): 3 clusters Score: Raw -38762.150605 + Penalty 1479.558263 = -37282.592341 nChanged 23 SP:Iteration 5Q (148.546972 sec): 3 clusters Score: Raw -38808.125011 + Penalty 1479.419126 = -37328.705885 nChanged 34 SP:Iteration 6F (148.548408 sec): 3 clusters Score: Raw -38872.036429 + Penalty 1479.142240 = -37392.894189 nChanged 31 SP:Iteration 7Q (148.549756 sec): 3 clusters Score: Raw -38946.838133 + Penalty 1479.244018 = -37467.594115 nChanged 40 SP:Iteration 8F (148.551225 sec): 3 clusters Score: Raw -39068.866656 + Penalty 1479.148693 = -37589.717963 nChanged 38 SP:Iteration 9F (148.552703 sec): 3 clusters Score: Raw -39240.647063 + Penalty 1479.132464 = -37761.514599 nChanged 33 SP:Iteration 10F (148.554192 sec): 3 clusters Score: Raw -39542.262829 + Penalty 1479.047778 = -38063.215050 nChanged 13 SP:Iteration 11Q (148.555415 sec): 3 clusters Score: Raw -39785.183159 + Penalty 1478.819864 = -38306.363294 nChanged 10 SP:Iteration 12Q (148.556612 sec): 3 clusters Score: Raw -39837.616737 + Penalty 1478.209362 = -38359.407375 nChanged 11 SP:Iteration 13Q (148.557806 sec): 3 clusters Score: Raw -39988.036769 + Penalty 1477.769266 = -38510.267503 nChanged 5 SP:Iteration 14Q (148.558971 sec): 3 clusters Score: Raw -40148.548613 + Penalty 1477.654623 = -38670.893990 nChanged 2 SP:Iteration 15Q (148.560099 sec): 3 clusters Score: Raw -40233.801796 + Penalty 1477.654623 = -38756.147173 nChanged 0 SP:Iteration 16F (148.561509 sec): 3 clusters Score: Raw -40233.801796 + Penalty 1477.654623 = -38756.147173 nChanged 0 Score: Raw -2195952.771832 + Penalty 114750.832595 = -2081201.939238 Splitting cluster 6 changes total score from -2047865.121196 to -2081201.939238 So it's getting split into cluster 30. Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 7 (855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.697334 sec): 2 clusters Score: Raw -40021.122448 + Penalty 465.312984 = -39555.809464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.699050 sec): 3 clusters Score: Raw -39549.544358 + Penalty 928.549873 = -38620.994485 nChanged 311 SP:Iteration 1F (151.700714 sec): 3 clusters Score: Raw -39721.386436 + Penalty 928.605443 = -38792.780993 nChanged 92 SP:Iteration 2F (151.702367 sec): 3 clusters Score: Raw -39785.991407 + Penalty 929.497054 = -38856.494354 nChanged 51 SP:Iteration 3F (151.704181 sec): 3 clusters Score: Raw -39826.361355 + Penalty 930.126611 = -38896.234744 nChanged 36 SP:Iteration 4Q (151.706017 sec): 3 clusters Score: Raw -39847.195981 + Penalty 931.357328 = -38915.838653 nChanged 36 SP:Iteration 5Q (151.707703 sec): 3 clusters Score: Raw -39863.596316 + Penalty 932.458079 = -38931.138237 nChanged 32 SP:Iteration 6Q (151.709350 sec): 3 clusters Score: Raw -39886.079693 + Penalty 932.377191 = -38953.702502 nChanged 23 SP:Iteration 7Q (151.710997 sec): 3 clusters Score: Raw -39897.218410 + Penalty 932.626257 = -38964.592153 nChanged 16 SP:Iteration 8Q (151.712645 sec): 3 clusters Score: Raw -39904.345437 + Penalty 932.783480 = -38971.561957 nChanged 8 SP:Iteration 9Q (151.714291 sec): 3 clusters Score: Raw -39906.900907 + Penalty 932.748921 = -38974.151986 nChanged 5 SP:Iteration 10F (151.715981 sec): 3 clusters Score: Raw -39908.607348 + Penalty 932.556751 = -38976.050597 nChanged 5 SP:Iteration 11Q (151.717670 sec): 3 clusters Score: Raw -39909.551640 + Penalty 932.570600 = -38976.981040 nChanged 6 SP:Iteration 12Q (151.719349 sec): 3 clusters Score: Raw -39912.650770 + Penalty 932.509660 = -38980.141110 nChanged 7 SP:Iteration 13Q (151.721019 sec): 3 clusters Score: Raw -39920.443598 + Penalty 932.733982 = -38987.709616 nChanged 7 SP:Iteration 14Q (151.722726 sec): 3 clusters Score: Raw -39925.349962 + Penalty 932.664440 = -38992.685522 nChanged 7 SP:Iteration 15Q (151.724393 sec): 3 clusters Score: Raw -39928.295794 + Penalty 932.658317 = -38995.637477 nChanged 5 SP:Iteration 16Q (151.726058 sec): 3 clusters Score: Raw -39929.903973 + Penalty 932.678375 = -38997.225598 nChanged 4 SP:Iteration 17Q (151.727742 sec): 3 clusters Score: Raw -39930.965134 + Penalty 932.487665 = -38998.477469 nChanged 2 SP:Iteration 18Q (151.729405 sec): 3 clusters Score: Raw -39931.200214 + Penalty 932.416100 = -38998.784114 nChanged 1 SP:Iteration 19Q (151.731035 sec): 3 clusters Score: Raw -39931.687604 + Penalty 932.239649 = -38999.447955 nChanged 2 SP:Iteration 20F (151.732683 sec): 3 clusters Score: Raw -39931.986579 + Penalty 931.960867 = -39000.025712 nChanged 3 SP:Iteration 21Q (151.734323 sec): 3 clusters Score: Raw -39933.087754 + Penalty 931.645233 = -39001.442521 nChanged 3 SP:Iteration 22Q (151.735953 sec): 3 clusters Score: Raw -39934.254783 + Penalty 931.314776 = -39002.940006 nChanged 3 SP:Iteration 23Q (151.737649 sec): 3 clusters Score: Raw -39934.552161 + Penalty 931.314776 = -39003.237385 nChanged 0 SP:Iteration 24F (151.739330 sec): 3 clusters Score: Raw -39934.552161 + Penalty 931.314776 = -39003.237385 nChanged 0 Memory request: 0.02 GB would take us to total of 0.51 GB. Trying to split cluster 8 (3250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.754179 sec): 2 clusters Score: Raw -143675.254793 + Penalty 309.636666 = -143365.618127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.760182 sec): 3 clusters Score: Raw -141594.558785 + Penalty 632.616679 = -140961.942106 nChanged 1441 SP:Iteration 1F (151.766052 sec): 3 clusters Score: Raw -142588.208924 + Penalty 665.726216 = -141922.482707 nChanged 446 SP:Iteration 2F (151.771903 sec): 3 clusters Score: Raw -142967.533379 + Penalty 699.394131 = -142268.139248 nChanged 303 SP:Iteration 3F (151.777746 sec): 3 clusters Score: Raw -143295.043738 + Penalty 736.688188 = -142558.355549 nChanged 165 SP:Iteration 4F (151.783644 sec): 3 clusters Score: Raw -143511.955309 + Penalty 754.821174 = -142757.134134 nChanged 67 SP:Iteration 5Q (151.789076 sec): 3 clusters Score: Raw -143586.106529 + Penalty 753.161702 = -142832.944827 nChanged 35 SP:Iteration 6Q (151.794099 sec): 3 clusters Score: Raw -143627.554318 + Penalty 749.526877 = -142878.027441 nChanged 16 SP:Iteration 7Q (151.798980 sec): 3 clusters Score: Raw -143643.232742 + Penalty 748.638241 = -142894.594501 nChanged 13 SP:Iteration 8Q (151.803781 sec): 3 clusters Score: Raw -143650.365851 + Penalty 751.828934 = -142898.536916 nChanged 9 SP:Iteration 9Q (151.808621 sec): 3 clusters Score: Raw -143656.696367 + Penalty 751.608652 = -142905.087714 nChanged 8 SP:Iteration 10F (151.814503 sec): 3 clusters Score: Raw -143664.871307 + Penalty 753.526435 = -142911.344872 nChanged 12 SP:Iteration 11Q (151.819257 sec): 3 clusters Score: Raw -143677.160354 + Penalty 754.573312 = -142922.587042 nChanged 4 SP:Iteration 12Q (151.824152 sec): 3 clusters Score: Raw -143678.812596 + Penalty 753.447598 = -142925.364998 nChanged 4 SP:Iteration 13Q (151.829171 sec): 3 clusters Score: Raw -143681.149320 + Penalty 753.447598 = -142927.701722 nChanged 0 SP:Iteration 14F (151.835014 sec): 3 clusters Score: Raw -143681.149320 + Penalty 753.447598 = -142927.701722 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 9 (901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.840431 sec): 2 clusters Score: Raw -44476.977000 + Penalty 307.999806 = -44168.977194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.842232 sec): 3 clusters Score: Raw -44001.487368 + Penalty 616.256844 = -43385.230524 nChanged 378 SP:Iteration 1F (151.843968 sec): 3 clusters Score: Raw -44213.392203 + Penalty 616.481791 = -43596.910412 nChanged 72 SP:Iteration 2F (151.845701 sec): 3 clusters Score: Raw -44257.871570 + Penalty 616.721065 = -43641.150505 nChanged 50 SP:Iteration 3F (151.847433 sec): 3 clusters Score: Raw -44282.630255 + Penalty 616.733757 = -43665.896498 nChanged 41 SP:Iteration 4Q (151.849172 sec): 3 clusters Score: Raw -44302.453059 + Penalty 618.383866 = -43684.069193 nChanged 44 SP:Iteration 5Q (151.850906 sec): 3 clusters Score: Raw -44328.106438 + Penalty 619.315191 = -43708.791247 nChanged 46 SP:Iteration 6F (151.852640 sec): 3 clusters Score: Raw -44358.720669 + Penalty 623.871918 = -43734.848751 nChanged 40 SP:Iteration 7Q (151.854379 sec): 3 clusters Score: Raw -44382.866305 + Penalty 627.899540 = -43754.966765 nChanged 41 SP:Iteration 8Q (151.856117 sec): 3 clusters Score: Raw -44413.875374 + Penalty 635.586374 = -43778.289000 nChanged 35 SP:Iteration 9Q (151.857910 sec): 3 clusters Score: Raw -44439.413245 + Penalty 643.309910 = -43796.103335 nChanged 23 SP:Iteration 10F (151.859678 sec): 3 clusters Score: Raw -44452.985584 + Penalty 650.839283 = -43802.146301 nChanged 21 SP:Iteration 11Q (151.861415 sec): 3 clusters Score: Raw -44468.550006 + Penalty 656.258313 = -43812.291693 nChanged 19 SP:Iteration 12Q (151.863155 sec): 3 clusters Score: Raw -44486.680698 + Penalty 660.229412 = -43826.451285 nChanged 11 SP:Iteration 13Q (151.864893 sec): 3 clusters Score: Raw -44497.096742 + Penalty 665.663524 = -43831.433218 nChanged 17 SP:Iteration 14Q (151.866633 sec): 3 clusters Score: Raw -44512.547327 + Penalty 666.186838 = -43846.360489 nChanged 16 SP:Iteration 15Q (151.868374 sec): 3 clusters Score: Raw -44527.467707 + Penalty 666.473530 = -43860.994177 nChanged 20 SP:Iteration 16Q (151.870111 sec): 3 clusters Score: Raw -44548.711781 + Penalty 668.041161 = -43880.670620 nChanged 13 SP:Iteration 17Q (151.871900 sec): 3 clusters Score: Raw -44557.046600 + Penalty 667.207637 = -43889.838964 nChanged 9 SP:Iteration 18Q (151.873661 sec): 3 clusters Score: Raw -44564.535521 + Penalty 666.793981 = -43897.741540 nChanged 10 SP:Iteration 19Q (151.875391 sec): 3 clusters Score: Raw -44570.976798 + Penalty 665.498832 = -43905.477966 nChanged 6 SP:Iteration 20F (151.877122 sec): 3 clusters Score: Raw -44573.604463 + Penalty 663.332225 = -43910.272238 nChanged 5 SP:Iteration 21Q (151.878849 sec): 3 clusters Score: Raw -44578.150052 + Penalty 660.172347 = -43917.977705 nChanged 8 SP:Iteration 22Q (151.880571 sec): 3 clusters Score: Raw -44585.430029 + Penalty 658.543045 = -43926.886984 nChanged 4 SP:Iteration 23Q (151.882292 sec): 3 clusters Score: Raw -44587.841703 + Penalty 656.680565 = -43931.161138 nChanged 5 SP:Iteration 24Q (151.884067 sec): 3 clusters Score: Raw -44590.554174 + Penalty 654.757086 = -43935.797088 nChanged 6 SP:Iteration 25Q (151.885820 sec): 3 clusters Score: Raw -44592.966230 + Penalty 654.169458 = -43938.796771 nChanged 2 SP:Iteration 26Q (151.887580 sec): 3 clusters Score: Raw -44593.674049 + Penalty 654.169458 = -43939.504591 nChanged 0 SP:Iteration 27F (151.889315 sec): 3 clusters Score: Raw -44593.674049 + Penalty 654.169458 = -43939.504591 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 10 (735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.891905 sec): 2 clusters Score: Raw -32909.040542 + Penalty 528.243061 = -32380.797481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.893461 sec): 3 clusters Score: Raw -32574.744859 + Penalty 1067.405296 = -31507.339562 nChanged 244 SP:Iteration 1F (151.894939 sec): 3 clusters Score: Raw -32795.303084 + Penalty 1087.812601 = -31707.490483 nChanged 77 SP:Iteration 2F (151.896406 sec): 3 clusters Score: Raw -32882.109608 + Penalty 1104.002371 = -31778.107237 nChanged 45 SP:Iteration 3F (151.897859 sec): 3 clusters Score: Raw -32946.354562 + Penalty 1116.807580 = -31829.546982 nChanged 38 SP:Iteration 4F (151.899315 sec): 3 clusters Score: Raw -33002.173678 + Penalty 1133.915980 = -31868.257698 nChanged 34 SP:Iteration 5Q (151.900733 sec): 3 clusters Score: Raw -33040.012076 + Penalty 1139.385884 = -31900.626192 nChanged 10 SP:Iteration 6Q (151.902133 sec): 3 clusters Score: Raw -33046.597249 + Penalty 1142.868646 = -31903.728603 nChanged 5 SP:Iteration 7Q (151.903553 sec): 3 clusters Score: Raw -33050.187155 + Penalty 1147.787605 = -31902.399549 nChanged 8 SP:Iteration 8F (151.905027 sec): 3 clusters Score: Raw -33057.011919 + Penalty 1150.130165 = -31906.881755 nChanged 4 SP:Iteration 9Q (151.906418 sec): 3 clusters Score: Raw -33061.579300 + Penalty 1148.608326 = -31912.970974 nChanged 3 SP:Iteration 10F (151.907867 sec): 3 clusters Score: Raw -33065.438749 + Penalty 1149.688541 = -31915.750208 nChanged 3 SP:Iteration 11Q (151.909281 sec): 3 clusters Score: Raw -33067.836430 + Penalty 1150.201757 = -31917.634673 nChanged 2 SP:Iteration 12Q (151.910678 sec): 3 clusters Score: Raw -33069.068586 + Penalty 1152.166566 = -31916.902020 nChanged 1 SP:Iteration 13F (151.912148 sec): 3 clusters Score: Raw -33069.849663 + Penalty 1152.166566 = -31917.683098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 11 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.913634 sec): 2 clusters Score: Raw -10403.132891 + Penalty 431.996001 = -9971.136890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.914240 sec): 3 clusters Score: Raw -10335.179546 + Penalty 870.232034 = -9464.947512 nChanged 49 SP:Iteration 1F (151.914839 sec): 3 clusters Score: Raw -10412.470704 + Penalty 886.229271 = -9526.241433 nChanged 26 SP:Iteration 2F (151.915431 sec): 3 clusters Score: Raw -10461.561015 + Penalty 895.395520 = -9566.165495 nChanged 13 SP:Iteration 3F (151.916022 sec): 3 clusters Score: Raw -10492.310388 + Penalty 897.223482 = -9595.086906 nChanged 8 SP:Iteration 4Q (151.916600 sec): 3 clusters Score: Raw -10506.587682 + Penalty 899.406854 = -9607.180829 nChanged 1 SP:Iteration 5Q (151.917172 sec): 3 clusters Score: Raw -10507.090264 + Penalty 900.555067 = -9606.535198 nChanged 2 SP:Iteration 6F (151.917762 sec): 3 clusters Score: Raw -10510.360268 + Penalty 904.387749 = -9605.972520 nChanged 3 SP:Iteration 7F (151.918355 sec): 3 clusters Score: Raw -10515.719882 + Penalty 904.387749 = -9611.332133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 12 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.919279 sec): 2 clusters Score: Raw -6249.672050 + Penalty 443.088310 = -5806.583740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.919759 sec): 3 clusters Score: Raw -6224.153757 + Penalty 883.882159 = -5340.271598 nChanged 24 SP:Iteration 1F (151.920230 sec): 3 clusters Score: Raw -6251.392413 + Penalty 883.920947 = -5367.471466 nChanged 6 SP:Iteration 2Q (151.920740 sec): 3 clusters Score: Raw -6261.278303 + Penalty 885.827029 = -5375.451274 nChanged 5 SP:Iteration 3Q (151.921212 sec): 3 clusters Score: Raw -6266.770247 + Penalty 886.552756 = -5380.217491 nChanged 2 SP:Iteration 4Q (151.921684 sec): 3 clusters Score: Raw -6268.910218 + Penalty 888.372896 = -5380.537321 nChanged 2 SP:Iteration 5Q (151.922154 sec): 3 clusters Score: Raw -6272.490143 + Penalty 890.873606 = -5381.616537 nChanged 3 SP:Iteration 6Q (151.922624 sec): 3 clusters Score: Raw -6275.517224 + Penalty 893.679357 = -5381.837867 nChanged 2 SP:Iteration 7Q (151.923112 sec): 3 clusters Score: Raw -6277.855595 + Penalty 893.679357 = -5384.176238 nChanged 0 SP:Iteration 8F (151.923612 sec): 3 clusters Score: Raw -6277.855595 + Penalty 893.679357 = -5384.176238 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 13 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.925884 sec): 2 clusters Score: Raw -16408.523766 + Penalty 289.719307 = -16118.804458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.926824 sec): 3 clusters Score: Raw -16232.050368 + Penalty 579.431862 = -15652.618506 nChanged 124 SP:Iteration 1F (151.927729 sec): 3 clusters Score: Raw -16312.146345 + Penalty 580.603967 = -15731.542379 nChanged 45 SP:Iteration 2F (151.928653 sec): 3 clusters Score: Raw -16342.270413 + Penalty 581.604567 = -15760.665845 nChanged 20 SP:Iteration 3F (151.929517 sec): 3 clusters Score: Raw -16360.215181 + Penalty 581.076247 = -15779.138934 nChanged 13 SP:Iteration 4Q (151.930375 sec): 3 clusters Score: Raw -16369.295919 + Penalty 580.935341 = -15788.360578 nChanged 12 SP:Iteration 5Q (151.931231 sec): 3 clusters Score: Raw -16378.384110 + Penalty 580.892948 = -15797.491162 nChanged 9 SP:Iteration 6Q (151.932087 sec): 3 clusters Score: Raw -16385.204653 + Penalty 580.631535 = -15804.573118 nChanged 7 SP:Iteration 7Q (151.932942 sec): 3 clusters Score: Raw -16388.938911 + Penalty 580.103995 = -15808.834917 nChanged 5 SP:Iteration 8Q (151.933796 sec): 3 clusters Score: Raw -16390.038312 + Penalty 580.103995 = -15809.934317 nChanged 0 SP:Iteration 9F (151.934660 sec): 3 clusters Score: Raw -16390.038312 + Penalty 580.103995 = -15809.934317 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 14 (642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.938147 sec): 2 clusters Score: Raw -30692.560005 + Penalty 728.221335 = -29964.338670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.939533 sec): 3 clusters Score: Raw -30506.539092 + Penalty 1460.641454 = -29045.897638 nChanged 170 SP:Iteration 1F (151.940849 sec): 3 clusters Score: Raw -30766.868245 + Penalty 1469.556540 = -29297.311705 nChanged 57 SP:Iteration 2F (151.942159 sec): 3 clusters Score: Raw -30933.547250 + Penalty 1467.916404 = -29465.630846 nChanged 41 SP:Iteration 3F (151.943476 sec): 3 clusters Score: Raw -31045.610886 + Penalty 1468.011391 = -29577.599496 nChanged 24 SP:Iteration 4Q (151.944697 sec): 3 clusters Score: Raw -31107.474062 + Penalty 1467.894440 = -29639.579621 nChanged 12 SP:Iteration 5Q (151.945913 sec): 3 clusters Score: Raw -31123.775838 + Penalty 1467.884493 = -29655.891345 nChanged 11 SP:Iteration 6Q (151.947134 sec): 3 clusters Score: Raw -31135.687838 + Penalty 1467.449637 = -29668.238201 nChanged 4 SP:Iteration 7Q (151.948347 sec): 3 clusters Score: Raw -31140.354257 + Penalty 1467.449637 = -29672.904620 nChanged 2 SP:Iteration 8Q (151.949552 sec): 3 clusters Score: Raw -31142.731016 + Penalty 1467.673767 = -29675.057249 nChanged 1 SP:Iteration 9Q (151.950756 sec): 3 clusters Score: Raw -31143.310366 + Penalty 1468.110414 = -29675.199952 nChanged 2 SP:Iteration 10F (151.952065 sec): 3 clusters Score: Raw -31145.720662 + Penalty 1468.015181 = -29677.705481 nChanged 2 SP:Iteration 11Q (151.953268 sec): 3 clusters Score: Raw -31148.268259 + Penalty 1468.298177 = -29679.970082 nChanged 1 SP:Iteration 12Q (151.954502 sec): 3 clusters Score: Raw -31149.637679 + Penalty 1468.827593 = -29680.810086 nChanged 2 SP:Iteration 13Q (151.955714 sec): 3 clusters Score: Raw -31151.069113 + Penalty 1469.073106 = -29681.996007 nChanged 1 SP:Iteration 14Q (151.956985 sec): 3 clusters Score: Raw -31151.673129 + Penalty 1469.183140 = -29682.489990 nChanged 1 SP:Iteration 15Q (151.958187 sec): 3 clusters Score: Raw -31154.307337 + Penalty 1468.414940 = -29685.892398 nChanged 3 SP:Iteration 16Q (151.959390 sec): 3 clusters Score: Raw -31156.914704 + Penalty 1468.942129 = -29687.972575 nChanged 3 SP:Iteration 17Q (151.960589 sec): 3 clusters Score: Raw -31159.938740 + Penalty 1469.021532 = -29690.917208 nChanged 1 SP:Iteration 18Q (151.961786 sec): 3 clusters Score: Raw -31160.835983 + Penalty 1469.021532 = -29691.814451 nChanged 0 SP:Iteration 19F (151.963103 sec): 3 clusters Score: Raw -31160.835983 + Penalty 1469.021532 = -29691.814451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 15 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.964975 sec): 2 clusters Score: Raw -13052.639598 + Penalty 653.069288 = -12399.570310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.965724 sec): 3 clusters Score: Raw -13035.934725 + Penalty 1324.947450 = -11710.987275 nChanged 72 SP:Iteration 1F (151.966464 sec): 3 clusters Score: Raw -13180.301131 + Penalty 1333.199769 = -11847.101362 nChanged 27 SP:Iteration 2F (151.967200 sec): 3 clusters Score: Raw -13248.207391 + Penalty 1338.395395 = -11909.811996 nChanged 12 SP:Iteration 3Q (151.967893 sec): 3 clusters Score: Raw -13282.050357 + Penalty 1341.021180 = -11941.029177 nChanged 6 SP:Iteration 4Q (151.968579 sec): 3 clusters Score: Raw -13290.318970 + Penalty 1344.284180 = -11946.034790 nChanged 3 SP:Iteration 5Q (151.969254 sec): 3 clusters Score: Raw -13298.314156 + Penalty 1346.981013 = -11951.333142 nChanged 3 SP:Iteration 6Q (151.969928 sec): 3 clusters Score: Raw -13305.275858 + Penalty 1346.981013 = -11958.294845 nChanged 0 SP:Iteration 7F (151.970664 sec): 3 clusters Score: Raw -13305.275858 + Penalty 1346.981013 = -11958.294845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 16 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.971359 sec): 2 clusters Score: Raw -3431.033930 + Penalty 194.576444 = -3236.457486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.971707 sec): 3 clusters Score: Raw -3415.967284 + Penalty 425.240442 = -2990.726841 nChanged 13 SP:Iteration 1F (151.972056 sec): 3 clusters Score: Raw -3434.897501 + Penalty 434.593038 = -3000.304463 nChanged 3 SP:Iteration 2Q (151.972400 sec): 3 clusters Score: Raw -3439.231644 + Penalty 429.652843 = -3009.578801 nChanged 1 SP:Iteration 3Q (151.972733 sec): 3 clusters Score: Raw -3440.009769 + Penalty 438.726813 = -3001.282956 nChanged 1 SP:Iteration 4F (151.973073 sec): 3 clusters Score: Raw -3442.402445 + Penalty 441.704845 = -3000.697599 nChanged 1 SP:Iteration 5F (151.973417 sec): 3 clusters Score: Raw -3443.886037 + Penalty 439.089431 = -3004.796606 nChanged 1 SP:Iteration 6Q (151.973747 sec): 3 clusters Score: Raw -3448.742680 + Penalty 439.089431 = -3009.653248 nChanged 0 SP:Iteration 7F (151.974092 sec): 3 clusters Score: Raw -3448.742680 + Penalty 439.089431 = -3009.653248 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 17 (1298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.978852 sec): 2 clusters Score: Raw -60803.470433 + Penalty 288.920139 = -60514.550295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.981309 sec): 3 clusters Score: Raw -60050.317953 + Penalty 577.426029 = -59472.891924 nChanged 529 SP:Iteration 1F (151.983725 sec): 3 clusters Score: Raw -60419.378103 + Penalty 577.466774 = -59841.911330 nChanged 139 SP:Iteration 2F (151.986170 sec): 3 clusters Score: Raw -60517.297532 + Penalty 577.962969 = -59939.334564 nChanged 86 SP:Iteration 3F (151.988583 sec): 3 clusters Score: Raw -60583.924359 + Penalty 579.793099 = -60004.131260 nChanged 77 SP:Iteration 4F (151.990990 sec): 3 clusters Score: Raw -60640.206022 + Penalty 582.079223 = -60058.126799 nChanged 56 SP:Iteration 5Q (151.993385 sec): 3 clusters Score: Raw -60681.414049 + Penalty 583.826177 = -60097.587872 nChanged 45 SP:Iteration 6Q (151.995774 sec): 3 clusters Score: Raw -60711.852296 + Penalty 585.098114 = -60126.754182 nChanged 40 SP:Iteration 7Q (151.998139 sec): 3 clusters Score: Raw -60731.109025 + Penalty 585.982116 = -60145.126909 nChanged 28 SP:Iteration 8Q (152.000494 sec): 3 clusters Score: Raw -60745.466747 + Penalty 587.559306 = -60157.907442 nChanged 22 SP:Iteration 9Q (152.003037 sec): 3 clusters Score: Raw -60754.745597 + Penalty 588.447332 = -60166.298265 nChanged 18 SP:Iteration 10F (152.005446 sec): 3 clusters Score: Raw -60761.318104 + Penalty 589.095803 = -60172.222301 nChanged 18 SP:Iteration 11Q (152.007916 sec): 3 clusters Score: Raw -60770.300579 + Penalty 590.057318 = -60180.243261 nChanged 24 SP:Iteration 12Q (152.010266 sec): 3 clusters Score: Raw -60781.383247 + Penalty 591.731047 = -60189.652200 nChanged 23 SP:Iteration 13Q (152.012584 sec): 3 clusters Score: Raw -60789.647340 + Penalty 593.148717 = -60196.498623 nChanged 17 SP:Iteration 14Q (152.014892 sec): 3 clusters Score: Raw -60794.433573 + Penalty 594.468834 = -60199.964739 nChanged 8 SP:Iteration 15Q (152.017196 sec): 3 clusters Score: Raw -60797.210571 + Penalty 593.920156 = -60203.290415 nChanged 9 SP:Iteration 16Q (152.019498 sec): 3 clusters Score: Raw -60802.570817 + Penalty 593.081768 = -60209.489048 nChanged 9 SP:Iteration 17Q (152.021904 sec): 3 clusters Score: Raw -60807.643531 + Penalty 591.670227 = -60215.973305 nChanged 13 SP:Iteration 18Q (152.024203 sec): 3 clusters Score: Raw -60815.691006 + Penalty 591.356344 = -60224.334662 nChanged 14 SP:Iteration 19Q (152.026808 sec): 3 clusters Score: Raw -60822.304420 + Penalty 591.236628 = -60231.067792 nChanged 15 SP:Iteration 20F (152.029247 sec): 3 clusters Score: Raw -60829.209256 + Penalty 591.582334 = -60237.626922 nChanged 14 SP:Iteration 21Q (152.031744 sec): 3 clusters Score: Raw -60833.515928 + Penalty 591.698738 = -60241.817190 nChanged 11 SP:Iteration 22Q (152.034208 sec): 3 clusters Score: Raw -60837.449703 + Penalty 592.984541 = -60244.465162 nChanged 13 SP:Iteration 23Q (152.036512 sec): 3 clusters Score: Raw -60842.635744 + Penalty 594.479063 = -60248.156682 nChanged 16 SP:Iteration 24Q (152.038814 sec): 3 clusters Score: Raw -60848.348809 + Penalty 596.404225 = -60251.944583 nChanged 10 SP:Iteration 25Q (152.041161 sec): 3 clusters Score: Raw -60851.143871 + Penalty 598.579011 = -60252.564860 nChanged 12 SP:Iteration 26Q (152.043504 sec): 3 clusters Score: Raw -60855.506489 + Penalty 600.697433 = -60254.809056 nChanged 8 SP:Iteration 27Q (152.045792 sec): 3 clusters Score: Raw -60857.702602 + Penalty 603.344119 = -60254.358483 nChanged 14 SP:Iteration 28F (152.048207 sec): 3 clusters Score: Raw -60863.265281 + Penalty 607.700104 = -60255.565177 nChanged 16 SP:Iteration 29Q (152.050502 sec): 3 clusters Score: Raw -60871.327023 + Penalty 612.949597 = -60258.377426 nChanged 21 SP:Iteration 30F (152.052904 sec): 3 clusters Score: Raw -60883.918183 + Penalty 619.056196 = -60264.861987 nChanged 20 SP:Iteration 31Q (152.055177 sec): 3 clusters Score: Raw -60891.820932 + Penalty 625.201691 = -60266.619240 nChanged 19 SP:Iteration 32Q (152.057435 sec): 3 clusters Score: Raw -60899.397824 + Penalty 629.122903 = -60270.274921 nChanged 14 SP:Iteration 33Q (152.059692 sec): 3 clusters Score: Raw -60905.846819 + Penalty 633.817702 = -60272.029117 nChanged 15 SP:Iteration 34Q (152.061930 sec): 3 clusters Score: Raw -60911.825647 + Penalty 637.269919 = -60274.555728 nChanged 12 SP:Iteration 35Q (152.064164 sec): 3 clusters Score: Raw -60915.639057 + Penalty 638.946516 = -60276.692542 nChanged 6 SP:Iteration 36Q (152.066412 sec): 3 clusters Score: Raw -60917.081248 + Penalty 640.458905 = -60276.622343 nChanged 4 SP:Iteration 37F (152.068825 sec): 3 clusters Score: Raw -60917.321119 + Penalty 640.458905 = -60276.862214 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 18 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.071700 sec): 2 clusters Score: Raw -18418.637418 + Penalty 133.949318 = -18284.688100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.072602 sec): 3 clusters Score: Raw -18201.555631 + Penalty 268.857214 = -17932.698417 nChanged 148 SP:Iteration 1F (152.073482 sec): 3 clusters Score: Raw -18310.935692 + Penalty 269.963469 = -18040.972223 nChanged 46 SP:Iteration 2F (152.074361 sec): 3 clusters Score: Raw -18345.936144 + Penalty 270.441774 = -18075.494371 nChanged 27 SP:Iteration 3F (152.075238 sec): 3 clusters Score: Raw -18368.593554 + Penalty 270.836739 = -18097.756816 nChanged 11 SP:Iteration 4Q (152.076107 sec): 3 clusters Score: Raw -18374.794500 + Penalty 271.466411 = -18103.328089 nChanged 6 SP:Iteration 5Q (152.076974 sec): 3 clusters Score: Raw -18377.504425 + Penalty 271.505083 = -18105.999342 nChanged 4 SP:Iteration 6Q (152.077838 sec): 3 clusters Score: Raw -18379.226801 + Penalty 271.602375 = -18107.624426 nChanged 3 SP:Iteration 7Q (152.078704 sec): 3 clusters Score: Raw -18381.020931 + Penalty 271.782647 = -18109.238284 nChanged 3 SP:Iteration 8Q (152.079566 sec): 3 clusters Score: Raw -18381.754652 + Penalty 271.981398 = -18109.773254 nChanged 2 SP:Iteration 9Q (152.080426 sec): 3 clusters Score: Raw -18382.461220 + Penalty 272.637757 = -18109.823463 nChanged 4 SP:Iteration 10F (152.081301 sec): 3 clusters Score: Raw -18383.098589 + Penalty 272.891030 = -18110.207558 nChanged 1 SP:Iteration 11Q (152.082163 sec): 3 clusters Score: Raw -18383.499739 + Penalty 273.277026 = -18110.222713 nChanged 2 SP:Iteration 12Q (152.083022 sec): 3 clusters Score: Raw -18384.305536 + Penalty 273.277026 = -18111.028510 nChanged 0 SP:Iteration 13F (152.083897 sec): 3 clusters Score: Raw -18384.305536 + Penalty 273.277026 = -18111.028510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 19 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.084706 sec): 2 clusters Score: Raw -4461.591108 + Penalty 316.903087 = -4144.688021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.085118 sec): 3 clusters Score: Raw -4478.040386 + Penalty 644.335221 = -3833.705165 nChanged 15 SP:Iteration 1F (152.085522 sec): 3 clusters Score: Raw -4518.933351 + Penalty 645.291998 = -3873.641353 nChanged 7 SP:Iteration 2F (152.085925 sec): 3 clusters Score: Raw -4533.322920 + Penalty 643.436085 = -3889.886835 nChanged 4 SP:Iteration 3Q (152.086311 sec): 3 clusters Score: Raw -4542.452010 + Penalty 642.498599 = -3899.953411 nChanged 1 SP:Iteration 4Q (152.086694 sec): 3 clusters Score: Raw -4543.009547 + Penalty 642.498599 = -3900.510947 nChanged 0 SP:Iteration 5F (152.087095 sec): 3 clusters Score: Raw -4543.009547 + Penalty 642.498599 = -3900.510947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 20 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.087700 sec): 2 clusters Score: Raw -1798.874812 + Penalty 311.656423 = -1487.218389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.087988 sec): 3 clusters Score: Raw -1823.224494 + Penalty 622.752612 = -1200.471882 nChanged 2 SP:Iteration 1Q (152.088270 sec): 3 clusters Score: Raw -1829.264925 + Penalty 622.752612 = -1206.512313 nChanged 0 SP:Iteration 2F (152.088553 sec): 3 clusters Score: Raw -1829.264925 + Penalty 622.752612 = -1206.512313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 21 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.090414 sec): 2 clusters Score: Raw -17385.688117 + Penalty 819.383526 = -16566.304591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.091517 sec): 3 clusters Score: Raw -17271.201284 + Penalty 1638.889251 = -15632.312032 nChanged 119 SP:Iteration 1F (152.092575 sec): 3 clusters Score: Raw -17407.144282 + Penalty 1640.859812 = -15766.284470 nChanged 42 SP:Iteration 2F (152.093627 sec): 3 clusters Score: Raw -17492.934238 + Penalty 1640.785566 = -15852.148672 nChanged 36 SP:Iteration 3F (152.094678 sec): 3 clusters Score: Raw -17574.620912 + Penalty 1639.309834 = -15935.311078 nChanged 19 SP:Iteration 4Q (152.095687 sec): 3 clusters Score: Raw -17613.968283 + Penalty 1637.015005 = -15976.953279 nChanged 22 SP:Iteration 5Q (152.096684 sec): 3 clusters Score: Raw -17656.606488 + Penalty 1637.028576 = -16019.577911 nChanged 10 SP:Iteration 6Q (152.097667 sec): 3 clusters Score: Raw -17677.317829 + Penalty 1635.604435 = -16041.713394 nChanged 12 SP:Iteration 7Q (152.098644 sec): 3 clusters Score: Raw -17699.882365 + Penalty 1635.815246 = -16064.067118 nChanged 7 SP:Iteration 8Q (152.099608 sec): 3 clusters Score: Raw -17707.915275 + Penalty 1635.816964 = -16072.098311 nChanged 2 SP:Iteration 9Q (152.100572 sec): 3 clusters Score: Raw -17709.524256 + Penalty 1635.816964 = -16073.707292 nChanged 0 SP:Iteration 10F (152.101620 sec): 3 clusters Score: Raw -17709.524256 + Penalty 1635.816964 = -16073.707292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 22 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.102758 sec): 2 clusters Score: Raw -12117.809027 + Penalty 356.732101 = -11761.076927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.103401 sec): 3 clusters Score: Raw -11998.871862 + Penalty 710.280945 = -11288.590918 nChanged 69 SP:Iteration 1F (152.104033 sec): 3 clusters Score: Raw -12039.601911 + Penalty 709.766018 = -11329.835894 nChanged 19 SP:Iteration 2F (152.104665 sec): 3 clusters Score: Raw -12056.732330 + Penalty 710.061458 = -11346.670872 nChanged 22 SP:Iteration 3F (152.105296 sec): 3 clusters Score: Raw -12077.372368 + Penalty 709.485682 = -11367.886687 nChanged 15 SP:Iteration 4F (152.105928 sec): 3 clusters Score: Raw -12090.251596 + Penalty 709.080218 = -11381.171378 nChanged 10 SP:Iteration 5Q (152.106535 sec): 3 clusters Score: Raw -12097.220389 + Penalty 708.647025 = -11388.573364 nChanged 5 SP:Iteration 6Q (152.107142 sec): 3 clusters Score: Raw -12101.215808 + Penalty 707.009361 = -11394.206448 nChanged 3 SP:Iteration 7Q (152.107747 sec): 3 clusters Score: Raw -12103.529396 + Penalty 707.590789 = -11395.938607 nChanged 1 SP:Iteration 8Q (152.108355 sec): 3 clusters Score: Raw -12104.599613 + Penalty 709.112813 = -11395.486800 nChanged 3 SP:Iteration 9F (152.108966 sec): 3 clusters Score: Raw -12106.728706 + Penalty 708.963311 = -11397.765395 nChanged 2 SP:Iteration 10F (152.109577 sec): 3 clusters Score: Raw -12109.098329 + Penalty 711.636230 = -11397.462099 nChanged 5 SP:Iteration 11F (152.110189 sec): 3 clusters Score: Raw -12111.307319 + Penalty 713.205287 = -11398.102032 nChanged 3 SP:Iteration 12Q (152.110792 sec): 3 clusters Score: Raw -12113.142390 + Penalty 714.227466 = -11398.914925 nChanged 2 SP:Iteration 13Q (152.111396 sec): 3 clusters Score: Raw -12113.773683 + Penalty 714.227466 = -11399.546218 nChanged 0 SP:Iteration 14F (152.112008 sec): 3 clusters Score: Raw -12113.773683 + Penalty 714.227466 = -11399.546218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 23 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.112790 sec): 2 clusters Score: Raw -3889.884230 + Penalty 363.977561 = -3525.906669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.113188 sec): 3 clusters Score: Raw -3889.159347 + Penalty 728.861219 = -3160.298128 nChanged 11 SP:Iteration 1F (152.113577 sec): 3 clusters Score: Raw -3901.287663 + Penalty 727.143575 = -3174.144088 nChanged 4 SP:Iteration 2Q (152.113986 sec): 3 clusters Score: Raw -3905.225401 + Penalty 727.640950 = -3177.584452 nChanged 3 SP:Iteration 3Q (152.114369 sec): 3 clusters Score: Raw -3910.974599 + Penalty 730.836900 = -3180.137699 nChanged 5 SP:Iteration 4F (152.114757 sec): 3 clusters Score: Raw -3924.952481 + Penalty 733.474203 = -3191.478278 nChanged 2 SP:Iteration 5Q (152.115133 sec): 3 clusters Score: Raw -3926.525281 + Penalty 735.863790 = -3190.661491 nChanged 1 SP:Iteration 6F (152.115519 sec): 3 clusters Score: Raw -3927.904075 + Penalty 735.863790 = -3192.040285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 24 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.116112 sec): 2 clusters Score: Raw -1574.218200 + Penalty 305.685876 = -1268.532325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.116394 sec): 3 clusters Score: Raw -1607.427354 + Penalty 607.024426 = -1000.402928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 25 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.117319 sec): 2 clusters Score: Raw -8385.035676 + Penalty 235.092191 = -8149.943486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.117854 sec): 3 clusters Score: Raw -8301.166082 + Penalty 469.877430 = -7831.288652 nChanged 58 SP:Iteration 1F (152.118363 sec): 3 clusters Score: Raw -8343.832085 + Penalty 470.915816 = -7872.916269 nChanged 14 SP:Iteration 2F (152.118869 sec): 3 clusters Score: Raw -8367.567315 + Penalty 473.119623 = -7894.447691 nChanged 14 SP:Iteration 3F (152.119374 sec): 3 clusters Score: Raw -8387.668900 + Penalty 473.577030 = -7914.091870 nChanged 12 SP:Iteration 4F (152.119881 sec): 3 clusters Score: Raw -8397.834028 + Penalty 472.395406 = -7925.438621 nChanged 9 SP:Iteration 5F (152.120386 sec): 3 clusters Score: Raw -8404.929275 + Penalty 471.660001 = -7933.269273 nChanged 4 SP:Iteration 6Q (152.120885 sec): 3 clusters Score: Raw -8408.701734 + Penalty 471.252801 = -7937.448934 nChanged 3 SP:Iteration 7Q (152.121384 sec): 3 clusters Score: Raw -8411.407378 + Penalty 471.421165 = -7939.986213 nChanged 2 SP:Iteration 8Q (152.121883 sec): 3 clusters Score: Raw -8414.332412 + Penalty 473.579453 = -7940.752959 nChanged 2 SP:Iteration 9Q (152.122383 sec): 3 clusters Score: Raw -8416.131117 + Penalty 473.004722 = -7943.126395 nChanged 1 SP:Iteration 10F (152.122888 sec): 3 clusters Score: Raw -8416.989612 + Penalty 473.004722 = -7943.984890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 27 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.124098 sec): 2 clusters Score: Raw -13178.378617 + Penalty 306.581918 = -12871.796699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.124788 sec): 3 clusters Score: Raw -13048.668313 + Penalty 610.630927 = -12438.037387 nChanged 78 SP:Iteration 1F (152.125464 sec): 3 clusters Score: Raw -13114.655014 + Penalty 611.135839 = -12503.519174 nChanged 31 SP:Iteration 2F (152.126138 sec): 3 clusters Score: Raw -13147.366591 + Penalty 611.694955 = -12535.671636 nChanged 14 SP:Iteration 3F (152.126812 sec): 3 clusters Score: Raw -13157.904518 + Penalty 615.321542 = -12542.582976 nChanged 13 SP:Iteration 4Q (152.127504 sec): 3 clusters Score: Raw -13163.798960 + Penalty 615.945435 = -12547.853525 nChanged 5 SP:Iteration 5Q (152.128174 sec): 3 clusters Score: Raw -13166.433231 + Penalty 616.984712 = -12549.448519 nChanged 4 SP:Iteration 6Q (152.128846 sec): 3 clusters Score: Raw -13169.215940 + Penalty 620.209659 = -12549.006281 nChanged 4 SP:Iteration 7F (152.129516 sec): 3 clusters Score: Raw -13170.003434 + Penalty 622.711520 = -12547.291915 nChanged 2 SP:Iteration 8F (152.130187 sec): 3 clusters Score: Raw -13170.721251 + Penalty 620.072562 = -12550.648689 nChanged 1 SP:Iteration 9Q (152.130858 sec): 3 clusters Score: Raw -13172.087623 + Penalty 620.072562 = -12552.015061 nChanged 0 SP:Iteration 10F (152.131578 sec): 3 clusters Score: Raw -13172.087623 + Penalty 620.072562 = -12552.015061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 28 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.133010 sec): 2 clusters Score: Raw -16640.563027 + Penalty 248.392575 = -16392.170452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.133885 sec): 3 clusters Score: Raw -16449.338598 + Penalty 495.257900 = -15954.080699 nChanged 127 SP:Iteration 1F (152.134746 sec): 3 clusters Score: Raw -16522.459599 + Penalty 499.057080 = -16023.402519 nChanged 46 SP:Iteration 2F (152.135606 sec): 3 clusters Score: Raw -16555.978960 + Penalty 500.772573 = -16055.206387 nChanged 30 SP:Iteration 3F (152.136435 sec): 3 clusters Score: Raw -16586.140538 + Penalty 501.921169 = -16084.219369 nChanged 24 SP:Iteration 4F (152.137262 sec): 3 clusters Score: Raw -16600.741937 + Penalty 502.475816 = -16098.266121 nChanged 15 SP:Iteration 5Q (152.138083 sec): 3 clusters Score: Raw -16612.235665 + Penalty 502.259308 = -16109.976356 nChanged 13 SP:Iteration 6Q (152.138906 sec): 3 clusters Score: Raw -16621.435385 + Penalty 505.761670 = -16115.673714 nChanged 11 SP:Iteration 7Q (152.139726 sec): 3 clusters Score: Raw -16628.824771 + Penalty 508.526600 = -16120.298171 nChanged 7 SP:Iteration 8Q (152.140544 sec): 3 clusters Score: Raw -16632.572864 + Penalty 510.515557 = -16122.057307 nChanged 4 SP:Iteration 9Q (152.141366 sec): 3 clusters Score: Raw -16633.763995 + Penalty 512.605588 = -16121.158407 nChanged 2 SP:Iteration 10F (152.142192 sec): 3 clusters Score: Raw -16634.479831 + Penalty 513.494991 = -16120.984839 nChanged 2 SP:Iteration 11F (152.143021 sec): 3 clusters Score: Raw -16634.819646 + Penalty 514.122055 = -16120.697591 nChanged 1 SP:Iteration 12F (152.143848 sec): 3 clusters Score: Raw -16635.158670 + Penalty 514.122055 = -16121.036615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 29 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.145559 sec): 2 clusters Score: Raw -23800.258953 + Penalty 734.549072 = -23065.709880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.146586 sec): 3 clusters Score: Raw -23662.761112 + Penalty 1466.739947 = -22196.021165 nChanged 114 SP:Iteration 1F (152.147600 sec): 3 clusters Score: Raw -23787.341192 + Penalty 1462.602228 = -22324.738964 nChanged 35 SP:Iteration 2F (152.148617 sec): 3 clusters Score: Raw -23835.031405 + Penalty 1461.707999 = -22373.323406 nChanged 22 SP:Iteration 3Q (152.149615 sec): 3 clusters Score: Raw -23861.090703 + Penalty 1462.722021 = -22398.368682 nChanged 19 SP:Iteration 4Q (152.150608 sec): 3 clusters Score: Raw -23891.561781 + Penalty 1463.828655 = -22427.733127 nChanged 23 SP:Iteration 5Q (152.151602 sec): 3 clusters Score: Raw -23932.566797 + Penalty 1464.891999 = -22467.674798 nChanged 17 SP:Iteration 6Q (152.152590 sec): 3 clusters Score: Raw -23967.529691 + Penalty 1467.357497 = -22500.172194 nChanged 10 SP:Iteration 7Q (152.153574 sec): 3 clusters Score: Raw -23993.539318 + Penalty 1469.363774 = -22524.175544 nChanged 11 SP:Iteration 8Q (152.154551 sec): 3 clusters Score: Raw -24014.886045 + Penalty 1468.975429 = -22545.910616 nChanged 6 SP:Iteration 9Q (152.155519 sec): 3 clusters Score: Raw -24027.191917 + Penalty 1468.876455 = -22558.315462 nChanged 2 SP:Iteration 10F (152.156529 sec): 3 clusters Score: Raw -24029.893740 + Penalty 1468.876455 = -22561.017285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 31 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.157106 sec): 2 clusters Score: Raw -1150.593746 + Penalty 220.646187 = -929.947559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.157363 sec): 3 clusters Score: Raw -1166.502851 + Penalty 438.319889 = -728.182963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 32 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.158315 sec): 2 clusters Score: Raw -8684.724971 + Penalty 661.995965 = -8022.729006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.158831 sec): 3 clusters Score: Raw -8737.238043 + Penalty 1323.849292 = -7413.388751 nChanged 17 SP:Iteration 1F (152.159340 sec): 3 clusters Score: Raw -8782.928215 + Penalty 1323.930797 = -7458.997418 nChanged 5 SP:Iteration 2Q (152.159826 sec): 3 clusters Score: Raw -8794.458222 + Penalty 1323.930797 = -7470.527424 nChanged 2 SP:Iteration 3Q (152.160312 sec): 3 clusters Score: Raw -8796.414714 + Penalty 1323.930797 = -7472.483917 nChanged 0 SP:Iteration 4F (152.160819 sec): 3 clusters Score: Raw -8796.414714 + Penalty 1323.930797 = -7472.483917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 33 (452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.162569 sec): 2 clusters Score: Raw -17591.232544 + Penalty 221.206610 = -17370.025934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.163564 sec): 3 clusters Score: Raw -17395.085994 + Penalty 459.983144 = -16935.102850 nChanged 165 SP:Iteration 1F (152.164552 sec): 3 clusters Score: Raw -17557.618407 + Penalty 469.320249 = -17088.298157 nChanged 38 SP:Iteration 2F (152.165531 sec): 3 clusters Score: Raw -17599.097548 + Penalty 473.806815 = -17125.290733 nChanged 21 SP:Iteration 3Q (152.166504 sec): 3 clusters Score: Raw -17618.132255 + Penalty 483.725916 = -17134.406339 nChanged 13 SP:Iteration 4Q (152.167478 sec): 3 clusters Score: Raw -17634.589445 + Penalty 490.019014 = -17144.570430 nChanged 10 SP:Iteration 5Q (152.168446 sec): 3 clusters Score: Raw -17643.434705 + Penalty 501.085651 = -17142.349054 nChanged 9 SP:Iteration 6F (152.169422 sec): 3 clusters Score: Raw -17652.507097 + Penalty 507.512824 = -17144.994273 nChanged 6 SP:Iteration 7Q (152.170367 sec): 3 clusters Score: Raw -17657.489505 + Penalty 508.625466 = -17148.864038 nChanged 1 SP:Iteration 8Q (152.171289 sec): 3 clusters Score: Raw -17658.518820 + Penalty 508.760777 = -17149.758043 nChanged 2 SP:Iteration 9Q (152.172209 sec): 3 clusters Score: Raw -17661.682751 + Penalty 511.678666 = -17150.004086 nChanged 2 SP:Iteration 10F (152.173185 sec): 3 clusters Score: Raw -17662.413269 + Penalty 511.678666 = -17150.734603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 34 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.173954 sec): 2 clusters Score: Raw -3798.441869 + Penalty 488.150533 = -3310.291336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.174340 sec): 3 clusters Score: Raw -3878.900753 + Penalty 977.452091 = -2901.448661 nChanged 7 SP:Iteration 1F (152.174717 sec): 3 clusters Score: Raw -3907.304516 + Penalty 978.401448 = -2928.903068 nChanged 1 SP:Iteration 2Q (152.175074 sec): 3 clusters Score: Raw -3913.340232 + Penalty 978.401448 = -2934.938784 nChanged 0 SP:Iteration 3F (152.175449 sec): 3 clusters Score: Raw -3913.340232 + Penalty 978.401448 = -2934.938784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 35 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.176074 sec): 2 clusters Score: Raw -2324.935481 + Penalty 299.653763 = -2025.281718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.176385 sec): 3 clusters Score: Raw -2337.827043 + Penalty 613.457236 = -1724.369807 nChanged 2 SP:Iteration 1Q (152.176677 sec): 3 clusters Score: Raw -2347.541295 + Penalty 613.457236 = -1734.084059 nChanged 0 SP:Iteration 2F (152.176974 sec): 3 clusters Score: Raw -2347.541295 + Penalty 613.457236 = -1734.084059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 36 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.177507 sec): 2 clusters Score: Raw -389.209709 + Penalty 189.468287 = -199.741423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.177729 sec): 3 clusters Score: Raw -394.125047 + Penalty 378.936573 = -15.188474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 37 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.178343 sec): 2 clusters Score: Raw -2113.520213 + Penalty 430.901014 = -1682.619198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.178650 sec): 3 clusters Score: Raw -2176.054074 + Penalty 861.362484 = -1314.691590 nChanged 1 SP:Iteration 1Q (152.178945 sec): 3 clusters Score: Raw -2180.351026 + Penalty 861.342565 = -1319.008461 nChanged 2 SP:Iteration 2Q (152.179239 sec): 3 clusters Score: Raw -2196.375723 + Penalty 861.342565 = -1335.033158 nChanged 0 SP:Iteration 3F (152.179543 sec): 3 clusters Score: Raw -2196.375723 + Penalty 861.342565 = -1335.033158 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 39 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.180046 sec): 2 clusters Score: Raw -400.412166 + Penalty 134.590700 = -265.821467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.180272 sec): 3 clusters Score: Raw -410.417430 + Penalty 272.565819 = -137.851610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 41 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.181067 sec): 2 clusters Score: Raw -6023.388993 + Penalty 590.359707 = -5433.029285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.181493 sec): 3 clusters Score: Raw -6064.115318 + Penalty 1180.432202 = -4883.683116 nChanged 10 SP:Iteration 1F (152.181911 sec): 3 clusters Score: Raw -6096.291767 + Penalty 1180.421700 = -4915.870067 nChanged 2 SP:Iteration 2Q (152.182314 sec): 3 clusters Score: Raw -6101.365433 + Penalty 1179.816764 = -4921.548669 nChanged 1 SP:Iteration 3Q (152.182714 sec): 3 clusters Score: Raw -6103.842566 + Penalty 1179.816764 = -4924.025802 nChanged 0 SP:Iteration 4F (152.183133 sec): 3 clusters Score: Raw -6103.842566 + Penalty 1179.816764 = -4924.025802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 43 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.183660 sec): 2 clusters Score: Raw -792.509012 + Penalty 250.935640 = -541.573372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.183902 sec): 3 clusters Score: Raw -825.299871 + Penalty 485.203886 = -340.095984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 45 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.184838 sec): 2 clusters Score: Raw -6826.035280 + Penalty 368.939046 = -6457.096234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.185368 sec): 3 clusters Score: Raw -6797.148061 + Penalty 738.029908 = -6059.118153 nChanged 34 SP:Iteration 1F (152.185889 sec): 3 clusters Score: Raw -6853.817295 + Penalty 737.956642 = -6115.860653 nChanged 10 SP:Iteration 2F (152.186409 sec): 3 clusters Score: Raw -6865.381796 + Penalty 737.821857 = -6127.559939 nChanged 2 SP:Iteration 3Q (152.186917 sec): 3 clusters Score: Raw -6869.165613 + Penalty 737.592266 = -6131.573347 nChanged 3 SP:Iteration 4Q (152.187425 sec): 3 clusters Score: Raw -6875.472620 + Penalty 737.592266 = -6137.880354 nChanged 0 SP:Iteration 5F (152.187944 sec): 3 clusters Score: Raw -6875.472620 + Penalty 737.592266 = -6137.880354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 46 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.189148 sec): 2 clusters Score: Raw -7723.690559 + Penalty 759.693873 = -6963.996686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.189856 sec): 3 clusters Score: Raw -7733.600512 + Penalty 1523.387644 = -6210.212868 nChanged 44 SP:Iteration 1F (152.190531 sec): 3 clusters Score: Raw -7828.960034 + Penalty 1523.559713 = -6305.400322 nChanged 6 SP:Iteration 2Q (152.191160 sec): 3 clusters Score: Raw -7849.244103 + Penalty 1521.873388 = -6327.370715 nChanged 7 SP:Iteration 3Q (152.191787 sec): 3 clusters Score: Raw -7871.165115 + Penalty 1522.455455 = -6348.709661 nChanged 4 SP:Iteration 4Q (152.192411 sec): 3 clusters Score: Raw -7892.449592 + Penalty 1522.030295 = -6370.419297 nChanged 6 SP:Iteration 5Q (152.193031 sec): 3 clusters Score: Raw -7920.552118 + Penalty 1521.835241 = -6398.716877 nChanged 6 SP:Iteration 6Q (152.193643 sec): 3 clusters Score: Raw -7934.768765 + Penalty 1521.069425 = -6413.699340 nChanged 3 SP:Iteration 7Q (152.194254 sec): 3 clusters Score: Raw -7947.349367 + Penalty 1521.194608 = -6426.154759 nChanged 3 SP:Iteration 8Q (152.194862 sec): 3 clusters Score: Raw -7962.539053 + Penalty 1520.733860 = -6441.805193 nChanged 7 SP:Iteration 9Q (152.195470 sec): 3 clusters Score: Raw -7986.631866 + Penalty 1521.064522 = -6465.567344 nChanged 5 SP:Iteration 10F (152.196127 sec): 3 clusters Score: Raw -8012.556467 + Penalty 1520.442569 = -6492.113898 nChanged 4 SP:Iteration 11Q (152.196730 sec): 3 clusters Score: Raw -8023.029048 + Penalty 1520.192150 = -6502.836898 nChanged 1 SP:Iteration 12Q (152.197330 sec): 3 clusters Score: Raw -8024.189213 + Penalty 1519.825308 = -6504.363906 nChanged 1 SP:Iteration 13Q (152.197928 sec): 3 clusters Score: Raw -8025.279130 + Penalty 1519.825308 = -6505.453822 nChanged 0 SP:Iteration 14F (152.198590 sec): 3 clusters Score: Raw -8025.279130 + Penalty 1519.825308 = -6505.453822 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 47 (857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.201295 sec): 2 clusters Score: Raw -36321.406508 + Penalty 45.230493 = -36276.176016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.202989 sec): 3 clusters Score: Raw -35801.073328 + Penalty 90.524763 = -35710.548565 nChanged 389 SP:Iteration 1F (152.204641 sec): 3 clusters Score: Raw -36194.004565 + Penalty 90.308395 = -36103.696171 nChanged 54 SP:Iteration 2F (152.206283 sec): 3 clusters Score: Raw -36248.408123 + Penalty 90.411974 = -36157.996150 nChanged 24 SP:Iteration 3Q (152.207889 sec): 3 clusters Score: Raw -36260.796101 + Penalty 90.426490 = -36170.369611 nChanged 11 SP:Iteration 4Q (152.209541 sec): 3 clusters Score: Raw -36262.468732 + Penalty 90.330903 = -36172.137829 nChanged 9 SP:Iteration 5Q (152.211169 sec): 3 clusters Score: Raw -36264.632597 + Penalty 90.146723 = -36174.485874 nChanged 7 SP:Iteration 6Q (152.212773 sec): 3 clusters Score: Raw -36265.586561 + Penalty 90.108346 = -36175.478216 nChanged 7 SP:Iteration 7Q (152.214366 sec): 3 clusters Score: Raw -36267.352254 + Penalty 90.406636 = -36176.945618 nChanged 13 SP:Iteration 8Q (152.215998 sec): 3 clusters Score: Raw -36269.822026 + Penalty 90.429468 = -36179.392558 nChanged 7 SP:Iteration 9Q (152.217622 sec): 3 clusters Score: Raw -36270.918112 + Penalty 90.486677 = -36180.431436 nChanged 8 SP:Iteration 10F (152.219254 sec): 3 clusters Score: Raw -36272.983297 + Penalty 90.438721 = -36182.544576 nChanged 9 SP:Iteration 11Q (152.220851 sec): 3 clusters Score: Raw -36274.846215 + Penalty 90.507922 = -36184.338294 nChanged 9 SP:Iteration 12Q (152.222440 sec): 3 clusters Score: Raw -36276.952763 + Penalty 90.592233 = -36186.360529 nChanged 12 SP:Iteration 13Q (152.224028 sec): 3 clusters Score: Raw -36281.531256 + Penalty 90.772350 = -36190.758905 nChanged 12 SP:Iteration 14Q (152.225661 sec): 3 clusters Score: Raw -36284.730765 + Penalty 90.958394 = -36193.772370 nChanged 9 SP:Iteration 15Q (152.227266 sec): 3 clusters Score: Raw -36286.846615 + Penalty 91.058136 = -36195.788479 nChanged 5 SP:Iteration 16Q (152.228846 sec): 3 clusters Score: Raw -36288.339070 + Penalty 91.022642 = -36197.316428 nChanged 10 SP:Iteration 17Q (152.230576 sec): 3 clusters Score: Raw -36292.347733 + Penalty 91.209541 = -36201.138193 nChanged 8 SP:Iteration 18Q (152.232410 sec): 3 clusters Score: Raw -36295.672525 + Penalty 91.153493 = -36204.519033 nChanged 12 SP:Iteration 19Q (152.234000 sec): 3 clusters Score: Raw -36301.760558 + Penalty 91.371605 = -36210.388954 nChanged 9 SP:Iteration 20F (152.235782 sec): 3 clusters Score: Raw -36305.817235 + Penalty 90.907714 = -36214.909522 nChanged 10 SP:Iteration 21Q (152.237459 sec): 3 clusters Score: Raw -36308.330289 + Penalty 91.041889 = -36217.288400 nChanged 6 SP:Iteration 22Q (152.239015 sec): 3 clusters Score: Raw -36309.269925 + Penalty 90.517255 = -36218.752670 nChanged 4 SP:Iteration 23Q (152.240560 sec): 3 clusters Score: Raw -36309.830784 + Penalty 90.181970 = -36219.648815 nChanged 6 SP:Iteration 24Q (152.242117 sec): 3 clusters Score: Raw -36310.576341 + Penalty 90.272241 = -36220.304100 nChanged 5 SP:Iteration 25Q (152.243698 sec): 3 clusters Score: Raw -36311.271922 + Penalty 90.335931 = -36220.935991 nChanged 2 SP:Iteration 26Q (152.245248 sec): 3 clusters Score: Raw -36311.392517 + Penalty 90.435311 = -36220.957206 nChanged 3 SP:Iteration 27Q (152.246776 sec): 3 clusters Score: Raw -36311.641064 + Penalty 89.801378 = -36221.839687 nChanged 4 SP:Iteration 28Q (152.248302 sec): 3 clusters Score: Raw -36312.019777 + Penalty 89.823430 = -36222.196346 nChanged 3 SP:Iteration 29Q (152.249821 sec): 3 clusters Score: Raw -36312.271346 + Penalty 89.918969 = -36222.352377 nChanged 3 SP:Iteration 30F (152.251454 sec): 3 clusters Score: Raw -36312.588165 + Penalty 88.568950 = -36224.019215 nChanged 5 SP:Iteration 31Q (152.252972 sec): 3 clusters Score: Raw -36313.177121 + Penalty 88.101638 = -36225.075482 nChanged 5 SP:Iteration 32Q (152.254487 sec): 3 clusters Score: Raw -36314.258285 + Penalty 88.120299 = -36226.137986 nChanged 3 SP:Iteration 33Q (152.256029 sec): 3 clusters Score: Raw -36314.998185 + Penalty 88.083994 = -36226.914191 nChanged 5 SP:Iteration 34Q (152.257606 sec): 3 clusters Score: Raw -36316.689234 + Penalty 87.728889 = -36228.960345 nChanged 2 SP:Iteration 35Q (152.259124 sec): 3 clusters Score: Raw -36317.444450 + Penalty 87.842066 = -36229.602385 nChanged 5 SP:Iteration 36Q (152.260624 sec): 3 clusters Score: Raw -36318.248849 + Penalty 87.941819 = -36230.307030 nChanged 4 SP:Iteration 37Q (152.262109 sec): 3 clusters Score: Raw -36319.402276 + Penalty 88.047321 = -36231.354955 nChanged 5 SP:Iteration 38Q (152.263636 sec): 3 clusters Score: Raw -36319.873468 + Penalty 88.076184 = -36231.797284 nChanged 1 SP:Iteration 39Q (152.265134 sec): 3 clusters Score: Raw -36319.872184 + Penalty 88.076184 = -36231.795999 nChanged 0 SP:Iteration 40F (152.266775 sec): 3 clusters Score: Raw -36319.872184 + Penalty 88.076184 = -36231.795999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 48 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.268040 sec): 2 clusters Score: Raw -12643.141003 + Penalty 677.550864 = -11965.590139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.268732 sec): 3 clusters Score: Raw -12611.572915 + Penalty 1355.163718 = -11256.409197 nChanged 42 SP:Iteration 1F (152.269388 sec): 3 clusters Score: Raw -12683.840874 + Penalty 1355.363323 = -11328.477551 nChanged 13 SP:Iteration 2Q (152.270026 sec): 3 clusters Score: Raw -12730.373612 + Penalty 1356.522780 = -11373.850833 nChanged 11 SP:Iteration 3Q (152.270665 sec): 3 clusters Score: Raw -12754.753802 + Penalty 1356.298853 = -11398.454949 nChanged 3 SP:Iteration 4Q (152.271294 sec): 3 clusters Score: Raw -12768.214993 + Penalty 1356.391853 = -11411.823139 nChanged 6 SP:Iteration 5Q (152.271916 sec): 3 clusters Score: Raw -12781.388797 + Penalty 1357.150837 = -11424.237960 nChanged 4 SP:Iteration 6Q (152.272537 sec): 3 clusters Score: Raw -12788.369904 + Penalty 1357.698329 = -11430.671574 nChanged 1 SP:Iteration 7Q (152.273183 sec): 3 clusters Score: Raw -12790.704146 + Penalty 1357.698329 = -11433.005816 nChanged 0 SP:Iteration 8F (152.273837 sec): 3 clusters Score: Raw -12790.704146 + Penalty 1357.698329 = -11433.005816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 50 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.274703 sec): 2 clusters Score: Raw -6273.752820 + Penalty 522.848482 = -5750.904339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.275150 sec): 3 clusters Score: Raw -6280.914922 + Penalty 1045.941196 = -5234.973726 nChanged 13 SP:Iteration 1F (152.275592 sec): 3 clusters Score: Raw -6305.457717 + Penalty 1046.310696 = -5259.147021 nChanged 1 SP:Iteration 2Q (152.276024 sec): 3 clusters Score: Raw -6306.364758 + Penalty 1046.803854 = -5259.560905 nChanged 1 SP:Iteration 3Q (152.276455 sec): 3 clusters Score: Raw -6309.004524 + Penalty 1046.803854 = -5262.200670 nChanged 0 SP:Iteration 4F (152.276896 sec): 3 clusters Score: Raw -6309.004524 + Penalty 1046.803854 = -5262.200670 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 51 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.277434 sec): 2 clusters Score: Raw -788.529743 + Penalty 229.561429 = -558.968314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.277678 sec): 3 clusters Score: Raw -812.018993 + Penalty 454.975964 = -357.043029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 53 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.278472 sec): 2 clusters Score: Raw -4679.724940 + Penalty 488.003046 = -4191.721894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.278898 sec): 3 clusters Score: Raw -4750.812177 + Penalty 978.613449 = -3772.198728 nChanged 9 SP:Iteration 1F (152.279318 sec): 3 clusters Score: Raw -4772.246598 + Penalty 983.684425 = -3788.562173 nChanged 6 SP:Iteration 2F (152.279738 sec): 3 clusters Score: Raw -4786.371557 + Penalty 988.240218 = -3798.131339 nChanged 3 SP:Iteration 3Q (152.280135 sec): 3 clusters Score: Raw -4804.692063 + Penalty 988.240218 = -3816.451844 nChanged 0 SP:Iteration 4F (152.280552 sec): 3 clusters Score: Raw -4804.692063 + Penalty 988.240218 = -3816.451844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 54 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.281079 sec): 2 clusters Score: Raw -766.368221 + Penalty 153.645172 = -612.723050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.281325 sec): 3 clusters Score: Raw -784.705808 + Penalty 308.371962 = -476.333846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 55 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.281866 sec): 2 clusters Score: Raw -1192.402658 + Penalty 296.630237 = -895.772420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.282122 sec): 3 clusters Score: Raw -1238.353085 + Penalty 595.101139 = -643.251947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 56 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.282847 sec): 2 clusters Score: Raw -4799.426513 + Penalty 286.682845 = -4512.743668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.283230 sec): 3 clusters Score: Raw -4777.283822 + Penalty 564.012088 = -4213.271734 nChanged 12 SP:Iteration 1F (152.283608 sec): 3 clusters Score: Raw -4794.558528 + Penalty 560.920494 = -4233.638033 nChanged 8 SP:Iteration 2F (152.283984 sec): 3 clusters Score: Raw -4808.929921 + Penalty 558.116079 = -4250.813842 nChanged 5 SP:Iteration 3F (152.284361 sec): 3 clusters Score: Raw -4816.706348 + Penalty 549.004799 = -4267.701549 nChanged 5 SP:Iteration 4F (152.284759 sec): 3 clusters Score: Raw -4823.698016 + Penalty 549.004799 = -4274.693217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 57 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.286547 sec): 2 clusters Score: Raw -17360.618547 + Penalty 222.195235 = -17138.423312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.287569 sec): 3 clusters Score: Raw -17123.508930 + Penalty 457.342365 = -16666.166565 nChanged 157 SP:Iteration 1F (152.288592 sec): 3 clusters Score: Raw -17255.096887 + Penalty 487.185414 = -16767.911473 nChanged 62 SP:Iteration 2F (152.289606 sec): 3 clusters Score: Raw -17320.370747 + Penalty 516.415227 = -16803.955519 nChanged 30 SP:Iteration 3F (152.290616 sec): 3 clusters Score: Raw -17365.476253 + Penalty 585.448535 = -16780.027718 nChanged 31 SP:Iteration 4F (152.291627 sec): 3 clusters Score: Raw -17424.031863 + Penalty 620.317233 = -16803.714630 nChanged 14 SP:Iteration 5Q (152.292552 sec): 3 clusters Score: Raw -17446.419198 + Penalty 633.597438 = -16812.821760 nChanged 5 SP:Iteration 6Q (152.293430 sec): 3 clusters Score: Raw -17452.435538 + Penalty 634.219839 = -16818.215700 nChanged 3 SP:Iteration 7Q (152.294302 sec): 3 clusters Score: Raw -17456.445552 + Penalty 634.172650 = -16822.272902 nChanged 3 SP:Iteration 8Q (152.295168 sec): 3 clusters Score: Raw -17458.588619 + Penalty 638.600436 = -16819.988183 nChanged 1 SP:Iteration 9F (152.296175 sec): 3 clusters Score: Raw -17459.059664 + Penalty 638.600436 = -16820.459228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 58 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.296711 sec): 2 clusters Score: Raw -457.222053 + Penalty 207.291201 = -249.930852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.296935 sec): 3 clusters Score: Raw -466.446982 + Penalty 414.177068 = -52.269915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 59 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.297538 sec): 2 clusters Score: Raw -1951.846507 + Penalty 382.052473 = -1569.794033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.297837 sec): 3 clusters Score: Raw -1987.481922 + Penalty 764.104946 = -1223.376975 nChanged 2 SP:Iteration 1Q (152.298124 sec): 3 clusters Score: Raw -1997.957171 + Penalty 764.104946 = -1233.852225 nChanged 0 SP:Iteration 2F (152.298415 sec): 3 clusters Score: Raw -1997.957171 + Penalty 764.104946 = -1233.852225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 60 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.299799 sec): 2 clusters Score: Raw -13206.102797 + Penalty 618.832833 = -12587.269964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.300571 sec): 3 clusters Score: Raw -13133.882404 + Penalty 1242.307052 = -11891.575352 nChanged 68 SP:Iteration 1F (152.301331 sec): 3 clusters Score: Raw -13209.424946 + Penalty 1243.584084 = -11965.840862 nChanged 19 SP:Iteration 2F (152.302089 sec): 3 clusters Score: Raw -13235.510464 + Penalty 1244.136197 = -11991.374267 nChanged 4 SP:Iteration 3Q (152.302829 sec): 3 clusters Score: Raw -13240.495860 + Penalty 1243.603965 = -11996.891895 nChanged 1 SP:Iteration 4Q (152.303567 sec): 3 clusters Score: Raw -13240.858253 + Penalty 1243.603965 = -11997.254288 nChanged 0 SP:Iteration 5F (152.304325 sec): 3 clusters Score: Raw -13240.858253 + Penalty 1243.603965 = -11997.254288 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 62 (755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.306858 sec): 2 clusters Score: Raw -36852.018591 + Penalty 771.275863 = -36080.742728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.308399 sec): 3 clusters Score: Raw -36578.627112 + Penalty 1542.856015 = -35035.771097 nChanged 235 SP:Iteration 1F (152.309950 sec): 3 clusters Score: Raw -36938.212421 + Penalty 1543.834313 = -35394.378108 nChanged 87 SP:Iteration 2F (152.311479 sec): 3 clusters Score: Raw -37113.009010 + Penalty 1545.348742 = -35567.660268 nChanged 57 SP:Iteration 3F (152.312991 sec): 3 clusters Score: Raw -37194.139094 + Penalty 1549.830492 = -35644.308602 nChanged 28 SP:Iteration 4Q (152.314393 sec): 3 clusters Score: Raw -37231.672997 + Penalty 1553.434774 = -35678.238223 nChanged 21 SP:Iteration 5Q (152.315777 sec): 3 clusters Score: Raw -37264.561594 + Penalty 1556.051279 = -35708.510315 nChanged 16 SP:Iteration 6Q (152.317189 sec): 3 clusters Score: Raw -37283.738699 + Penalty 1557.978740 = -35725.759959 nChanged 6 SP:Iteration 7Q (152.318585 sec): 3 clusters Score: Raw -37292.901114 + Penalty 1559.349595 = -35733.551519 nChanged 4 SP:Iteration 8Q (152.319977 sec): 3 clusters Score: Raw -37297.490423 + Penalty 1559.048224 = -35738.442199 nChanged 1 SP:Iteration 9Q (152.321382 sec): 3 clusters Score: Raw -37299.350882 + Penalty 1558.173782 = -35741.177100 nChanged 1 SP:Iteration 10F (152.322894 sec): 3 clusters Score: Raw -37301.831273 + Penalty 1557.724624 = -35744.106649 nChanged 1 SP:Iteration 11Q (152.324273 sec): 3 clusters Score: Raw -37303.620908 + Penalty 1557.724624 = -35745.896284 nChanged 0 SP:Iteration 12F (152.325761 sec): 3 clusters Score: Raw -37303.620908 + Penalty 1557.724624 = -35745.896284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 63 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.326591 sec): 2 clusters Score: Raw -5110.634853 + Penalty 463.255982 = -4647.378871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.327001 sec): 3 clusters Score: Raw -5120.455464 + Penalty 921.879865 = -4198.575598 nChanged 13 SP:Iteration 1F (152.327402 sec): 3 clusters Score: Raw -5148.660785 + Penalty 921.443905 = -4227.216880 nChanged 4 SP:Iteration 2Q (152.327792 sec): 3 clusters Score: Raw -5156.789808 + Penalty 927.168651 = -4229.621157 nChanged 5 SP:Iteration 3Q (152.328182 sec): 3 clusters Score: Raw -5167.818112 + Penalty 930.299188 = -4237.518925 nChanged 2 SP:Iteration 4Q (152.328571 sec): 3 clusters Score: Raw -5170.800014 + Penalty 931.828668 = -4238.971347 nChanged 1 SP:Iteration 5Q (152.328955 sec): 3 clusters Score: Raw -5173.946515 + Penalty 931.828668 = -4242.117848 nChanged 0 SP:Iteration 6F (152.329355 sec): 3 clusters Score: Raw -5173.946515 + Penalty 931.828668 = -4242.117848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 65 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.329963 sec): 2 clusters Score: Raw -1669.360697 + Penalty 326.936658 = -1342.424039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.330248 sec): 3 clusters Score: Raw -1692.013960 + Penalty 645.682676 = -1046.331284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 66 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.330773 sec): 2 clusters Score: Raw -774.854196 + Penalty 208.927133 = -565.927063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.331011 sec): 3 clusters Score: Raw -793.848546 + Penalty 400.118116 = -393.730430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 67 (270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.332259 sec): 2 clusters Score: Raw -10889.328710 + Penalty 720.135842 = -10169.192868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.332955 sec): 3 clusters Score: Raw -10896.332292 + Penalty 1439.508679 = -9456.823612 nChanged 43 SP:Iteration 1F (152.333627 sec): 3 clusters Score: Raw -10968.187223 + Penalty 1440.275801 = -9527.911422 nChanged 15 SP:Iteration 2F (152.334300 sec): 3 clusters Score: Raw -11004.491003 + Penalty 1440.618244 = -9563.872759 nChanged 5 SP:Iteration 3Q (152.334979 sec): 3 clusters Score: Raw -11017.344859 + Penalty 1441.052883 = -9576.291977 nChanged 7 SP:Iteration 4Q (152.335623 sec): 3 clusters Score: Raw -11026.845126 + Penalty 1441.669811 = -9585.175315 nChanged 3 SP:Iteration 5Q (152.336266 sec): 3 clusters Score: Raw -11032.374793 + Penalty 1442.100900 = -9590.273893 nChanged 1 SP:Iteration 6Q (152.336927 sec): 3 clusters Score: Raw -11033.067443 + Penalty 1442.241427 = -9590.826016 nChanged 1 SP:Iteration 7Q (152.337568 sec): 3 clusters Score: Raw -11036.046855 + Penalty 1442.979014 = -9593.067841 nChanged 2 SP:Iteration 8Q (152.338208 sec): 3 clusters Score: Raw -11040.518916 + Penalty 1442.979014 = -9597.539901 nChanged 0 SP:Iteration 9F (152.338882 sec): 3 clusters Score: Raw -11040.518916 + Penalty 1442.979014 = -9597.539901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 68 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.339570 sec): 2 clusters Score: Raw -3482.134719 + Penalty 219.450942 = -3262.683777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.339926 sec): 3 clusters Score: Raw -3476.473071 + Penalty 446.261215 = -3030.211857 nChanged 14 SP:Iteration 1F (152.340274 sec): 3 clusters Score: Raw -3499.540702 + Penalty 455.244311 = -3044.296391 nChanged 5 SP:Iteration 2F (152.340620 sec): 3 clusters Score: Raw -3517.721448 + Penalty 460.520277 = -3057.201170 nChanged 3 SP:Iteration 3Q (152.340959 sec): 3 clusters Score: Raw -3524.882357 + Penalty 465.113625 = -3059.768733 nChanged 1 SP:Iteration 4Q (152.341297 sec): 3 clusters Score: Raw -3525.419882 + Penalty 469.214904 = -3056.204978 nChanged 2 SP:Iteration 5F (152.341642 sec): 3 clusters Score: Raw -3531.648113 + Penalty 475.066592 = -3056.581521 nChanged 1 SP:Iteration 6Q (152.341974 sec): 3 clusters Score: Raw -3534.092882 + Penalty 481.477610 = -3052.615271 nChanged 1 SP:Iteration 7F (152.342318 sec): 3 clusters Score: Raw -3535.049451 + Penalty 481.477610 = -3053.571841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 69 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.342980 sec): 2 clusters Score: Raw -2961.691262 + Penalty 450.206453 = -2511.484809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.343317 sec): 3 clusters Score: Raw -3022.619921 + Penalty 900.905326 = -2121.714595 nChanged 2 SP:Iteration 1Q (152.343634 sec): 3 clusters Score: Raw -3027.098279 + Penalty 900.905326 = -2126.192953 nChanged 0 SP:Iteration 2F (152.343963 sec): 3 clusters Score: Raw -3027.098279 + Penalty 900.905326 = -2126.192953 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 70 (619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.346126 sec): 2 clusters Score: Raw -26264.735338 + Penalty 593.562014 = -25671.173323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.347427 sec): 3 clusters Score: Raw -26003.889684 + Penalty 1187.709313 = -24816.180371 nChanged 184 SP:Iteration 1F (152.348713 sec): 3 clusters Score: Raw -26106.496088 + Penalty 1188.668508 = -24917.827580 nChanged 39 SP:Iteration 2F (152.349990 sec): 3 clusters Score: Raw -26145.583089 + Penalty 1190.150289 = -24955.432800 nChanged 36 SP:Iteration 3F (152.351282 sec): 3 clusters Score: Raw -26191.919155 + Penalty 1194.947279 = -24996.971876 nChanged 36 SP:Iteration 4F (152.352554 sec): 3 clusters Score: Raw -26244.266067 + Penalty 1202.003142 = -25042.262925 nChanged 32 SP:Iteration 5F (152.353832 sec): 3 clusters Score: Raw -26282.252015 + Penalty 1216.633573 = -25065.618442 nChanged 34 SP:Iteration 6F (152.355111 sec): 3 clusters Score: Raw -26327.017598 + Penalty 1228.234602 = -25098.782997 nChanged 22 SP:Iteration 7Q (152.356355 sec): 3 clusters Score: Raw -26349.514746 + Penalty 1232.498232 = -25117.016514 nChanged 8 SP:Iteration 8Q (152.357617 sec): 3 clusters Score: Raw -26358.106523 + Penalty 1238.093975 = -25120.012548 nChanged 6 SP:Iteration 9Q (152.358849 sec): 3 clusters Score: Raw -26365.919754 + Penalty 1241.990759 = -25123.928996 nChanged 8 SP:Iteration 10F (152.360120 sec): 3 clusters Score: Raw -26374.366301 + Penalty 1244.819157 = -25129.547144 nChanged 4 SP:Iteration 11Q (152.361336 sec): 3 clusters Score: Raw -26380.157716 + Penalty 1249.064316 = -25131.093401 nChanged 8 SP:Iteration 12Q (152.362546 sec): 3 clusters Score: Raw -26387.736740 + Penalty 1250.957118 = -25136.779622 nChanged 3 SP:Iteration 13Q (152.363748 sec): 3 clusters Score: Raw -26394.422329 + Penalty 1251.037604 = -25143.384726 nChanged 3 SP:Iteration 14Q (152.364948 sec): 3 clusters Score: Raw -26398.306450 + Penalty 1252.670024 = -25145.636426 nChanged 3 SP:Iteration 15Q (152.366143 sec): 3 clusters Score: Raw -26401.438818 + Penalty 1254.208536 = -25147.230282 nChanged 3 SP:Iteration 16Q (152.367336 sec): 3 clusters Score: Raw -26403.168075 + Penalty 1254.038760 = -25149.129315 nChanged 2 SP:Iteration 17Q (152.368529 sec): 3 clusters Score: Raw -26405.285703 + Penalty 1254.687006 = -25150.598697 nChanged 1 SP:Iteration 18Q (152.369719 sec): 3 clusters Score: Raw -26406.096603 + Penalty 1254.218145 = -25151.878458 nChanged 2 SP:Iteration 19Q (152.370910 sec): 3 clusters Score: Raw -26407.420697 + Penalty 1254.431576 = -25152.989121 nChanged 2 SP:Iteration 20F (152.372180 sec): 3 clusters Score: Raw -26409.863958 + Penalty 1255.576023 = -25154.287935 nChanged 4 SP:Iteration 21Q (152.373372 sec): 3 clusters Score: Raw -26416.908045 + Penalty 1257.936294 = -25158.971750 nChanged 4 SP:Iteration 22Q (152.374557 sec): 3 clusters Score: Raw -26419.887611 + Penalty 1257.882213 = -25162.005398 nChanged 1 SP:Iteration 23Q (152.375740 sec): 3 clusters Score: Raw -26421.041044 + Penalty 1257.819191 = -25163.221853 nChanged 1 SP:Iteration 24Q (152.376926 sec): 3 clusters Score: Raw -26422.429012 + Penalty 1257.941535 = -25164.487477 nChanged 2 SP:Iteration 25Q (152.378108 sec): 3 clusters Score: Raw -26423.535119 + Penalty 1257.452467 = -25166.082652 nChanged 2 SP:Iteration 26Q (152.379290 sec): 3 clusters Score: Raw -26424.538138 + Penalty 1257.982614 = -25166.555524 nChanged 1 SP:Iteration 27Q (152.380471 sec): 3 clusters Score: Raw -26426.830985 + Penalty 1259.429115 = -25167.401870 nChanged 1 SP:Iteration 28Q (152.381652 sec): 3 clusters Score: Raw -26427.743909 + Penalty 1260.196736 = -25167.547173 nChanged 1 SP:Iteration 29Q (152.382909 sec): 3 clusters Score: Raw -26429.683674 + Penalty 1261.835610 = -25167.848064 nChanged 2 SP:Iteration 30F (152.384181 sec): 3 clusters Score: Raw -26432.692432 + Penalty 1264.153150 = -25168.539282 nChanged 4 SP:Iteration 31Q (152.385360 sec): 3 clusters Score: Raw -26439.952097 + Penalty 1267.337766 = -25172.614330 nChanged 5 SP:Iteration 32Q (152.386535 sec): 3 clusters Score: Raw -26451.561928 + Penalty 1268.859381 = -25182.702547 nChanged 2 SP:Iteration 33Q (152.387703 sec): 3 clusters Score: Raw -26452.439910 + Penalty 1268.827453 = -25183.612457 nChanged 1 SP:Iteration 34Q (152.388875 sec): 3 clusters Score: Raw -26452.774394 + Penalty 1268.827453 = -25183.946941 nChanged 0 SP:Iteration 35F (152.390147 sec): 3 clusters Score: Raw -26452.774394 + Penalty 1268.827453 = -25183.946941 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 73 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.390737 sec): 2 clusters Score: Raw -1302.014679 + Penalty 265.253712 = -1036.760967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.391001 sec): 3 clusters Score: Raw -1315.990815 + Penalty 528.017643 = -787.973172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 74 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.391512 sec): 2 clusters Score: Raw -508.408999 + Penalty 191.717996 = -316.691003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.391760 sec): 3 clusters Score: Raw -525.439210 + Penalty 377.782665 = -147.656545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 75 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.392588 sec): 2 clusters Score: Raw -6807.897616 + Penalty 375.844375 = -6432.053241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.393025 sec): 3 clusters Score: Raw -6767.945244 + Penalty 751.429045 = -6016.516199 nChanged 25 SP:Iteration 1F (152.393456 sec): 3 clusters Score: Raw -6804.794890 + Penalty 751.970645 = -6052.824245 nChanged 3 SP:Iteration 2Q (152.393883 sec): 3 clusters Score: Raw -6810.692186 + Penalty 752.579366 = -6058.112821 nChanged 3 SP:Iteration 3Q (152.394310 sec): 3 clusters Score: Raw -6813.252887 + Penalty 754.636770 = -6058.616117 nChanged 3 SP:Iteration 4Q (152.394736 sec): 3 clusters Score: Raw -6817.508270 + Penalty 756.675501 = -6060.832768 nChanged 3 SP:Iteration 5Q (152.395160 sec): 3 clusters Score: Raw -6820.729519 + Penalty 758.211133 = -6062.518385 nChanged 2 SP:Iteration 6Q (152.395585 sec): 3 clusters Score: Raw -6821.312271 + Penalty 758.364465 = -6062.947807 nChanged 2 SP:Iteration 7Q (152.396007 sec): 3 clusters Score: Raw -6824.663655 + Penalty 758.364465 = -6066.299190 nChanged 0 SP:Iteration 8F (152.396437 sec): 3 clusters Score: Raw -6824.663655 + Penalty 758.364465 = -6066.299190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 76 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.396984 sec): 2 clusters Score: Raw -1197.892679 + Penalty 256.110060 = -941.782618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.397241 sec): 3 clusters Score: Raw -1220.575463 + Penalty 515.548220 = -705.027244 nChanged 1 SP:Iteration 1Q (152.397488 sec): 3 clusters Score: Raw -1222.572231 + Penalty 515.548220 = -707.024012 nChanged 0 SP:Iteration 2F (152.397738 sec): 3 clusters Score: Raw -1222.572231 + Penalty 515.548220 = -707.024012 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 77 (1506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.405130 sec): 2 clusters Score: Raw -71099.231820 + Penalty 640.801365 = -70458.430455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.407946 sec): 3 clusters Score: Raw -70295.757022 + Penalty 1281.564724 = -69014.192298 nChanged 575 SP:Iteration 1F (152.410717 sec): 3 clusters Score: Raw -70661.046524 + Penalty 1282.090554 = -69378.955970 nChanged 155 SP:Iteration 2F (152.413478 sec): 3 clusters Score: Raw -70780.425891 + Penalty 1282.413507 = -69498.012384 nChanged 94 SP:Iteration 3F (152.416234 sec): 3 clusters Score: Raw -70863.902730 + Penalty 1282.703706 = -69581.199024 nChanged 64 SP:Iteration 4Q (152.418986 sec): 3 clusters Score: Raw -70918.944289 + Penalty 1282.286926 = -69636.657363 nChanged 57 SP:Iteration 5Q (152.421723 sec): 3 clusters Score: Raw -70956.973029 + Penalty 1281.937753 = -69675.035276 nChanged 44 SP:Iteration 6Q (152.424442 sec): 3 clusters Score: Raw -70984.790328 + Penalty 1281.774672 = -69703.015656 nChanged 46 SP:Iteration 7Q (152.427150 sec): 3 clusters Score: Raw -71004.810037 + Penalty 1281.889490 = -69722.920547 nChanged 27 SP:Iteration 8Q (152.429854 sec): 3 clusters Score: Raw -71017.008396 + Penalty 1281.814187 = -69735.194209 nChanged 41 SP:Iteration 9Q (152.432552 sec): 3 clusters Score: Raw -71043.919248 + Penalty 1282.096126 = -69761.823122 nChanged 38 SP:Iteration 10F (152.435348 sec): 3 clusters Score: Raw -71065.502108 + Penalty 1282.655314 = -69782.846793 nChanged 27 SP:Iteration 11Q (152.438087 sec): 3 clusters Score: Raw -71080.853196 + Penalty 1283.635483 = -69797.217714 nChanged 25 SP:Iteration 12Q (152.440821 sec): 3 clusters Score: Raw -71091.716077 + Penalty 1282.998434 = -69808.717643 nChanged 28 SP:Iteration 13Q (152.443565 sec): 3 clusters Score: Raw -71113.103910 + Penalty 1282.685954 = -69830.417957 nChanged 26 SP:Iteration 14Q (152.446308 sec): 3 clusters Score: Raw -71133.845907 + Penalty 1281.376823 = -69852.469084 nChanged 25 SP:Iteration 15Q (152.448999 sec): 3 clusters Score: Raw -71150.754373 + Penalty 1280.705038 = -69870.049335 nChanged 22 SP:Iteration 16Q (152.451643 sec): 3 clusters Score: Raw -71164.927774 + Penalty 1279.780495 = -69885.147278 nChanged 16 SP:Iteration 17Q (152.454280 sec): 3 clusters Score: Raw -71172.818586 + Penalty 1278.673537 = -69894.145049 nChanged 18 SP:Iteration 18Q (152.456950 sec): 3 clusters Score: Raw -71183.876946 + Penalty 1278.111446 = -69905.765501 nChanged 16 SP:Iteration 19Q (152.459592 sec): 3 clusters Score: Raw -71194.522022 + Penalty 1279.407858 = -69915.114165 nChanged 15 SP:Iteration 20F (152.462341 sec): 3 clusters Score: Raw -71206.040570 + Penalty 1279.971965 = -69926.068606 nChanged 17 SP:Iteration 21Q (152.464967 sec): 3 clusters Score: Raw -71219.470488 + Penalty 1279.966435 = -69939.504053 nChanged 15 SP:Iteration 22Q (152.467578 sec): 3 clusters Score: Raw -71228.721052 + Penalty 1280.775802 = -69947.945249 nChanged 8 SP:Iteration 23Q (152.470197 sec): 3 clusters Score: Raw -71233.309361 + Penalty 1278.316591 = -69954.992770 nChanged 9 SP:Iteration 24Q (152.472786 sec): 3 clusters Score: Raw -71238.890757 + Penalty 1275.646552 = -69963.244205 nChanged 6 SP:Iteration 25Q (152.475362 sec): 3 clusters Score: Raw -71243.166193 + Penalty 1274.259162 = -69968.907031 nChanged 7 SP:Iteration 26Q (152.477929 sec): 3 clusters Score: Raw -71247.348988 + Penalty 1272.441830 = -69974.907158 nChanged 8 SP:Iteration 27Q (152.480496 sec): 3 clusters Score: Raw -71253.365981 + Penalty 1269.549993 = -69983.815988 nChanged 6 SP:Iteration 28Q (152.483062 sec): 3 clusters Score: Raw -71261.723636 + Penalty 1267.437995 = -69994.285641 nChanged 6 SP:Iteration 29Q (152.485605 sec): 3 clusters Score: Raw -71264.166375 + Penalty 1266.702158 = -69997.464216 nChanged 5 SP:Iteration 30F (152.488352 sec): 3 clusters Score: Raw -71265.910570 + Penalty 1265.099672 = -70000.810898 nChanged 3 SP:Iteration 31Q (152.490887 sec): 3 clusters Score: Raw -71267.546213 + Penalty 1264.843134 = -70002.703078 nChanged 1 SP:Iteration 32Q (152.493422 sec): 3 clusters Score: Raw -71267.756813 + Penalty 1264.278197 = -70003.478615 nChanged 2 SP:Iteration 33Q (152.495948 sec): 3 clusters Score: Raw -71270.349059 + Penalty 1261.157180 = -70009.191879 nChanged 5 SP:Iteration 34Q (152.498475 sec): 3 clusters Score: Raw -71276.532115 + Penalty 1258.279808 = -70018.252308 nChanged 6 SP:Iteration 35Q (152.500982 sec): 3 clusters Score: Raw -71283.038101 + Penalty 1258.289553 = -70024.748548 nChanged 5 SP:Iteration 36Q (152.503472 sec): 3 clusters Score: Raw -71287.190714 + Penalty 1257.799013 = -70029.391701 nChanged 5 SP:Iteration 37Q (152.506156 sec): 3 clusters Score: Raw -71289.199366 + Penalty 1257.467536 = -70031.731830 nChanged 2 SP:Iteration 38Q (152.508634 sec): 3 clusters Score: Raw -71290.650865 + Penalty 1257.985546 = -70032.665319 nChanged 3 SP:Iteration 39Q (152.511105 sec): 3 clusters Score: Raw -71292.102818 + Penalty 1256.769146 = -70035.333673 nChanged 3 SP:Iteration 40F (152.513848 sec): 3 clusters Score: Raw -71295.710139 + Penalty 1255.697752 = -70040.012387 nChanged 5 SP:Iteration 41Q (152.516306 sec): 3 clusters Score: Raw -71301.101873 + Penalty 1253.375008 = -70047.726866 nChanged 6 SP:Iteration 42Q (152.518758 sec): 3 clusters Score: Raw -71306.597627 + Penalty 1251.535829 = -70055.061798 nChanged 6 SP:Iteration 43Q (152.521186 sec): 3 clusters Score: Raw -71310.677240 + Penalty 1249.659830 = -70061.017409 nChanged 4 SP:Iteration 44Q (152.523607 sec): 3 clusters Score: Raw -71315.045067 + Penalty 1250.082566 = -70064.962501 nChanged 7 SP:Iteration 45Q (152.526109 sec): 3 clusters Score: Raw -71321.326921 + Penalty 1248.335938 = -70072.990983 nChanged 3 SP:Iteration 46Q (152.528509 sec): 3 clusters Score: Raw -71324.362724 + Penalty 1247.962154 = -70076.400571 nChanged 1 SP:Iteration 47Q (152.530928 sec): 3 clusters Score: Raw -71324.543977 + Penalty 1248.242641 = -70076.301336 nChanged 1 SP:Iteration 48F (152.533675 sec): 3 clusters Score: Raw -71324.671959 + Penalty 1248.242641 = -70076.429318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 78 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.535274 sec): 2 clusters Score: Raw -1542.515473 + Penalty 303.065918 = -1239.449555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.535559 sec): 3 clusters Score: Raw -1574.670904 + Penalty 611.854906 = -962.815998 nChanged 2 SP:Iteration 1F (152.535837 sec): 3 clusters Score: Raw -1584.349362 + Penalty 618.101286 = -966.248076 nChanged 1 SP:Iteration 2Q (152.536098 sec): 3 clusters Score: Raw -1586.893555 + Penalty 618.101286 = -968.792269 nChanged 0 SP:Iteration 3F (152.536366 sec): 3 clusters Score: Raw -1586.893555 + Penalty 618.101286 = -968.792269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 80 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.536888 sec): 2 clusters Score: Raw -632.501027 + Penalty 217.340277 = -415.160750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.537123 sec): 3 clusters Score: Raw -654.604919 + Penalty 416.028408 = -238.576510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 81 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.537845 sec): 2 clusters Score: Raw -3781.174848 + Penalty 336.516217 = -3444.658631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.538225 sec): 3 clusters Score: Raw -3789.462209 + Penalty 641.440426 = -3148.021783 nChanged 15 SP:Iteration 1F (152.538599 sec): 3 clusters Score: Raw -3810.944672 + Penalty 635.189386 = -3175.755286 nChanged 2 SP:Iteration 2Q (152.538960 sec): 3 clusters Score: Raw -3817.101221 + Penalty 635.189386 = -3181.911835 nChanged 0 SP:Iteration 3F (152.539330 sec): 3 clusters Score: Raw -3817.101221 + Penalty 635.189386 = -3181.911835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 82 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.540003 sec): 2 clusters Score: Raw -2804.975639 + Penalty 439.734956 = -2365.240684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.540343 sec): 3 clusters Score: Raw -2888.531553 + Penalty 882.252054 = -2006.279499 nChanged 2 SP:Iteration 1Q (152.540659 sec): 3 clusters Score: Raw -2899.449435 + Penalty 882.252054 = -2017.197381 nChanged 0 SP:Iteration 2F (152.540991 sec): 3 clusters Score: Raw -2899.449435 + Penalty 882.252054 = -2017.197381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 83 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.541500 sec): 2 clusters Score: Raw -504.301603 + Penalty 177.939107 = -326.362496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.541727 sec): 3 clusters Score: Raw -505.074729 + Penalty 357.421191 = -147.653538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 84 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.543191 sec): 2 clusters Score: Raw -15828.470256 + Penalty 492.014043 = -15336.456213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.544050 sec): 3 clusters Score: Raw -15700.644154 + Penalty 986.677062 = -14713.967092 nChanged 79 SP:Iteration 1F (152.544892 sec): 3 clusters Score: Raw -15779.132336 + Penalty 988.446432 = -14790.685904 nChanged 29 SP:Iteration 2F (152.545733 sec): 3 clusters Score: Raw -15811.009556 + Penalty 990.833930 = -14820.175626 nChanged 14 SP:Iteration 3Q (152.546562 sec): 3 clusters Score: Raw -15829.734453 + Penalty 991.272855 = -14838.461599 nChanged 9 SP:Iteration 4Q (152.547421 sec): 3 clusters Score: Raw -15836.545098 + Penalty 992.206619 = -14844.338479 nChanged 3 SP:Iteration 5Q (152.548229 sec): 3 clusters Score: Raw -15837.869481 + Penalty 993.239565 = -14844.629916 nChanged 3 SP:Iteration 6Q (152.549026 sec): 3 clusters Score: Raw -15840.019854 + Penalty 994.425301 = -14845.594553 nChanged 2 SP:Iteration 7Q (152.549818 sec): 3 clusters Score: Raw -15841.176260 + Penalty 995.946992 = -14845.229269 nChanged 3 SP:Iteration 8F (152.550624 sec): 3 clusters Score: Raw -15846.352038 + Penalty 995.971284 = -14850.380754 nChanged 3 SP:Iteration 9Q (152.551415 sec): 3 clusters Score: Raw -15850.189230 + Penalty 995.538555 = -14854.650674 nChanged 1 SP:Iteration 10F (152.552221 sec): 3 clusters Score: Raw -15852.284826 + Penalty 994.308630 = -14857.976197 nChanged 3 SP:Iteration 11Q (152.553011 sec): 3 clusters Score: Raw -15854.397711 + Penalty 993.569413 = -14860.828297 nChanged 4 SP:Iteration 12Q (152.553800 sec): 3 clusters Score: Raw -15855.382021 + Penalty 994.152534 = -14861.229487 nChanged 1 SP:Iteration 13Q (152.554587 sec): 3 clusters Score: Raw -15855.630953 + Penalty 994.701624 = -14860.929330 nChanged 1 SP:Iteration 14F (152.555394 sec): 3 clusters Score: Raw -15855.722808 + Penalty 994.701624 = -14861.021184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 85 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.557223 sec): 2 clusters Score: Raw -22469.318653 + Penalty 708.529829 = -21760.788824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.558303 sec): 3 clusters Score: Raw -22354.803885 + Penalty 1416.986927 = -20937.816958 nChanged 134 SP:Iteration 1F (152.559364 sec): 3 clusters Score: Raw -22485.024786 + Penalty 1416.789861 = -21068.234926 nChanged 37 SP:Iteration 2F (152.560387 sec): 3 clusters Score: Raw -22545.829659 + Penalty 1416.666500 = -21129.163158 nChanged 20 SP:Iteration 3Q (152.561372 sec): 3 clusters Score: Raw -22580.771619 + Penalty 1415.549630 = -21165.221989 nChanged 22 SP:Iteration 4Q (152.562352 sec): 3 clusters Score: Raw -22618.467030 + Penalty 1413.925593 = -21204.541437 nChanged 14 SP:Iteration 5Q (152.563332 sec): 3 clusters Score: Raw -22635.378395 + Penalty 1412.031444 = -21223.346951 nChanged 20 SP:Iteration 6Q (152.564306 sec): 3 clusters Score: Raw -22656.053916 + Penalty 1411.010894 = -21245.043022 nChanged 13 SP:Iteration 7Q (152.565280 sec): 3 clusters Score: Raw -22670.290336 + Penalty 1407.819721 = -21262.470614 nChanged 16 SP:Iteration 8Q (152.566254 sec): 3 clusters Score: Raw -22685.215705 + Penalty 1406.917234 = -21278.298471 nChanged 7 SP:Iteration 9Q (152.567223 sec): 3 clusters Score: Raw -22697.941684 + Penalty 1405.511992 = -21292.429691 nChanged 7 SP:Iteration 10F (152.568229 sec): 3 clusters Score: Raw -22708.123574 + Penalty 1405.098520 = -21303.025054 nChanged 3 SP:Iteration 11Q (152.569204 sec): 3 clusters Score: Raw -22718.743579 + Penalty 1406.103895 = -21312.639685 nChanged 4 SP:Iteration 12Q (152.570182 sec): 3 clusters Score: Raw -22728.134385 + Penalty 1406.678176 = -21321.456210 nChanged 4 SP:Iteration 13Q (152.571152 sec): 3 clusters Score: Raw -22731.504951 + Penalty 1405.910324 = -21325.594627 nChanged 3 SP:Iteration 14Q (152.572123 sec): 3 clusters Score: Raw -22735.299587 + Penalty 1404.566691 = -21330.732896 nChanged 3 SP:Iteration 15Q (152.573089 sec): 3 clusters Score: Raw -22750.316970 + Penalty 1404.514622 = -21345.802348 nChanged 6 SP:Iteration 16Q (152.574056 sec): 3 clusters Score: Raw -22773.028278 + Penalty 1405.238748 = -21367.789530 nChanged 7 SP:Iteration 17Q (152.575020 sec): 3 clusters Score: Raw -22779.480913 + Penalty 1405.795633 = -21373.685280 nChanged 3 SP:Iteration 18Q (152.575981 sec): 3 clusters Score: Raw -22782.474987 + Penalty 1404.606181 = -21377.868806 nChanged 4 SP:Iteration 19Q (152.576948 sec): 3 clusters Score: Raw -22787.086664 + Penalty 1404.279155 = -21382.807509 nChanged 3 SP:Iteration 20F (152.577981 sec): 3 clusters Score: Raw -22791.336460 + Penalty 1403.622494 = -21387.713967 nChanged 2 SP:Iteration 21Q (152.578946 sec): 3 clusters Score: Raw -22792.632532 + Penalty 1403.622494 = -21389.010038 nChanged 0 SP:Iteration 22F (152.579952 sec): 3 clusters Score: Raw -22792.632532 + Penalty 1403.622494 = -21389.010038 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 86 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.580538 sec): 2 clusters Score: Raw -1311.202350 + Penalty 228.772653 = -1082.429697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.580803 sec): 3 clusters Score: Raw -1314.981141 + Penalty 461.635405 = -853.345735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 87 (449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.582511 sec): 2 clusters Score: Raw -21897.688638 + Penalty 720.082681 = -21177.605958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.583505 sec): 3 clusters Score: Raw -21754.409078 + Penalty 1439.636990 = -20314.772088 nChanged 115 SP:Iteration 1F (152.584486 sec): 3 clusters Score: Raw -21882.904419 + Penalty 1438.769791 = -20444.134628 nChanged 32 SP:Iteration 2F (152.585463 sec): 3 clusters Score: Raw -21922.754254 + Penalty 1439.077150 = -20483.677103 nChanged 16 SP:Iteration 3Q (152.586424 sec): 3 clusters Score: Raw -21942.578496 + Penalty 1439.243872 = -20503.334624 nChanged 10 SP:Iteration 4Q (152.587382 sec): 3 clusters Score: Raw -21958.237350 + Penalty 1439.193195 = -20519.044155 nChanged 5 SP:Iteration 5Q (152.588339 sec): 3 clusters Score: Raw -21964.068835 + Penalty 1439.399878 = -20524.668957 nChanged 2 SP:Iteration 6Q (152.589292 sec): 3 clusters Score: Raw -21966.086209 + Penalty 1439.399878 = -20526.686332 nChanged 0 SP:Iteration 7F (152.590266 sec): 3 clusters Score: Raw -21966.086209 + Penalty 1439.399878 = -20526.686332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 88 (407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.591873 sec): 2 clusters Score: Raw -19090.870318 + Penalty 494.737370 = -18596.132948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.592800 sec): 3 clusters Score: Raw -18970.295487 + Penalty 993.992318 = -17976.303169 nChanged 113 SP:Iteration 1F (152.593715 sec): 3 clusters Score: Raw -19099.156603 + Penalty 1001.515149 = -18097.641453 nChanged 43 SP:Iteration 2F (152.594626 sec): 3 clusters Score: Raw -19171.637484 + Penalty 1016.195145 = -18155.442339 nChanged 24 SP:Iteration 3F (152.595534 sec): 3 clusters Score: Raw -19202.338433 + Penalty 1026.555736 = -18175.782698 nChanged 14 SP:Iteration 4Q (152.596413 sec): 3 clusters Score: Raw -19221.564248 + Penalty 1031.978508 = -18189.585740 nChanged 9 SP:Iteration 5Q (152.597292 sec): 3 clusters Score: Raw -19243.245557 + Penalty 1035.641483 = -18207.604073 nChanged 7 SP:Iteration 6Q (152.598163 sec): 3 clusters Score: Raw -19251.174469 + Penalty 1038.892896 = -18212.281572 nChanged 3 SP:Iteration 7Q (152.599031 sec): 3 clusters Score: Raw -19254.329293 + Penalty 1039.796875 = -18214.532418 nChanged 1 SP:Iteration 8Q (152.599896 sec): 3 clusters Score: Raw -19255.015002 + Penalty 1043.141905 = -18211.873096 nChanged 2 SP:Iteration 9F (152.600805 sec): 3 clusters Score: Raw -19257.332972 + Penalty 1049.043016 = -18208.289956 nChanged 4 SP:Iteration 10F (152.601715 sec): 3 clusters Score: Raw -19262.460454 + Penalty 1055.496876 = -18206.963578 nChanged 5 SP:Iteration 11F (152.602623 sec): 3 clusters Score: Raw -19271.431312 + Penalty 1067.537874 = -18203.893438 nChanged 7 SP:Iteration 12F (152.603531 sec): 3 clusters Score: Raw -19289.889823 + Penalty 1075.932947 = -18213.956876 nChanged 5 SP:Iteration 13Q (152.604377 sec): 3 clusters Score: Raw -19307.792962 + Penalty 1086.113446 = -18221.679516 nChanged 4 SP:Iteration 14Q (152.605213 sec): 3 clusters Score: Raw -19320.773538 + Penalty 1093.049507 = -18227.724031 nChanged 7 SP:Iteration 15Q (152.606063 sec): 3 clusters Score: Raw -19338.475741 + Penalty 1100.623878 = -18237.851863 nChanged 5 SP:Iteration 16Q (152.606870 sec): 3 clusters Score: Raw -19352.014090 + Penalty 1101.464733 = -18250.549357 nChanged 2 SP:Iteration 17Q (152.607665 sec): 3 clusters Score: Raw -19353.502054 + Penalty 1104.837956 = -18248.664098 nChanged 2 SP:Iteration 18F (152.608576 sec): 3 clusters Score: Raw -19360.146669 + Penalty 1106.412678 = -18253.733991 nChanged 1 SP:Iteration 19Q (152.609366 sec): 3 clusters Score: Raw -19362.311251 + Penalty 1107.948213 = -18254.363037 nChanged 1 SP:Iteration 20F (152.610275 sec): 3 clusters Score: Raw -19365.821534 + Penalty 1107.948213 = -18257.873320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 89 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.611657 sec): 2 clusters Score: Raw -19413.166896 + Penalty 634.396526 = -18778.770370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.612474 sec): 3 clusters Score: Raw -19337.881509 + Penalty 1268.841612 = -18069.039898 nChanged 92 SP:Iteration 1F (152.613277 sec): 3 clusters Score: Raw -19441.266398 + Penalty 1268.996009 = -18172.270389 nChanged 18 SP:Iteration 2F (152.614078 sec): 3 clusters Score: Raw -19459.192537 + Penalty 1269.120235 = -18190.072302 nChanged 8 SP:Iteration 3Q (152.614859 sec): 3 clusters Score: Raw -19472.338646 + Penalty 1269.196565 = -18203.142081 nChanged 6 SP:Iteration 4Q (152.615639 sec): 3 clusters Score: Raw -19478.505955 + Penalty 1269.251579 = -18209.254376 nChanged 6 SP:Iteration 5Q (152.616415 sec): 3 clusters Score: Raw -19487.673696 + Penalty 1269.301589 = -18218.372107 nChanged 5 SP:Iteration 6Q (152.617188 sec): 3 clusters Score: Raw -19491.685716 + Penalty 1269.410324 = -18222.275392 nChanged 3 SP:Iteration 7Q (152.617961 sec): 3 clusters Score: Raw -19496.741749 + Penalty 1269.850055 = -18226.891694 nChanged 6 SP:Iteration 8Q (152.618738 sec): 3 clusters Score: Raw -19513.820159 + Penalty 1270.682147 = -18243.138012 nChanged 9 SP:Iteration 9Q (152.619507 sec): 3 clusters Score: Raw -19547.394718 + Penalty 1271.269342 = -18276.125376 nChanged 12 SP:Iteration 10F (152.620309 sec): 3 clusters Score: Raw -19573.127873 + Penalty 1271.185699 = -18301.942173 nChanged 10 SP:Iteration 11Q (152.621073 sec): 3 clusters Score: Raw -19592.875117 + Penalty 1271.728364 = -18321.146753 nChanged 3 SP:Iteration 12Q (152.621836 sec): 3 clusters Score: Raw -19601.788982 + Penalty 1271.705568 = -18330.083413 nChanged 5 SP:Iteration 13Q (152.622595 sec): 3 clusters Score: Raw -19612.158517 + Penalty 1270.596567 = -18341.561950 nChanged 5 SP:Iteration 14Q (152.623351 sec): 3 clusters Score: Raw -19616.169291 + Penalty 1269.635221 = -18346.534070 nChanged 5 SP:Iteration 15Q (152.624106 sec): 3 clusters Score: Raw -19621.241539 + Penalty 1268.698694 = -18352.542845 nChanged 5 SP:Iteration 16Q (152.624861 sec): 3 clusters Score: Raw -19626.681678 + Penalty 1268.497377 = -18358.184302 nChanged 1 SP:Iteration 17Q (152.625615 sec): 3 clusters Score: Raw -19628.568670 + Penalty 1268.497377 = -18360.071293 nChanged 0 SP:Iteration 18F (152.626415 sec): 3 clusters Score: Raw -19628.568670 + Penalty 1268.497377 = -18360.071293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 92 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.626951 sec): 2 clusters Score: Raw -528.271042 + Penalty 153.313805 = -374.957236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.627180 sec): 3 clusters Score: Raw -535.967746 + Penalty 301.605739 = -234.362007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 94 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.627680 sec): 2 clusters Score: Raw -388.840891 + Penalty 170.657167 = -218.183724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.627929 sec): 3 clusters Score: Raw -392.167326 + Penalty 341.314334 = -50.852992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 96 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.629179 sec): 2 clusters Score: Raw -10222.042599 + Penalty 272.543384 = -9949.499215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.629908 sec): 3 clusters Score: Raw -10120.856452 + Penalty 556.602937 = -9564.253515 nChanged 83 SP:Iteration 1F (152.630625 sec): 3 clusters Score: Raw -10247.367662 + Penalty 562.788903 = -9684.578759 nChanged 27 SP:Iteration 2F (152.631338 sec): 3 clusters Score: Raw -10296.171706 + Penalty 560.995368 = -9735.176338 nChanged 11 SP:Iteration 3Q (152.632024 sec): 3 clusters Score: Raw -10315.436507 + Penalty 559.954632 = -9755.481876 nChanged 5 SP:Iteration 4Q (152.632705 sec): 3 clusters Score: Raw -10320.459106 + Penalty 559.105129 = -9761.353977 nChanged 1 SP:Iteration 5Q (152.633379 sec): 3 clusters Score: Raw -10321.078621 + Penalty 559.105129 = -9761.973493 nChanged 0 SP:Iteration 6F (152.634090 sec): 3 clusters Score: Raw -10321.078621 + Penalty 559.105129 = -9761.973493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 97 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.634626 sec): 2 clusters Score: Raw -610.788126 + Penalty 214.198921 = -396.589205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.634863 sec): 3 clusters Score: Raw -624.636023 + Penalty 428.482219 = -196.153804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 98 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.635360 sec): 2 clusters Score: Raw -395.694082 + Penalty 182.478391 = -213.215691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.635583 sec): 3 clusters Score: Raw -400.299436 + Penalty 354.404179 = -45.895257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 99 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.636074 sec): 2 clusters Score: Raw -260.750084 + Penalty 146.770664 = -113.979420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.636290 sec): 3 clusters Score: Raw -253.472726 + Penalty 297.865069 = 44.392344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 100 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.636783 sec): 2 clusters Score: Raw -302.974545 + Penalty 146.949612 = -156.024933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.637001 sec): 3 clusters Score: Raw -300.378152 + Penalty 297.782786 = -2.595366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 101 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.637628 sec): 2 clusters Score: Raw -2677.366580 + Penalty 316.652614 = -2360.713966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.637941 sec): 3 clusters Score: Raw -2691.943835 + Penalty 642.550264 = -2049.393571 nChanged 4 SP:Iteration 1F (152.638262 sec): 3 clusters Score: Raw -2703.186351 + Penalty 641.779966 = -2061.406385 nChanged 2 SP:Iteration 2Q (152.638565 sec): 3 clusters Score: Raw -2709.774594 + Penalty 644.110398 = -2065.664196 nChanged 1 SP:Iteration 3Q (152.638863 sec): 3 clusters Score: Raw -2711.358583 + Penalty 646.746318 = -2064.612265 nChanged 1 SP:Iteration 4F (152.639169 sec): 3 clusters Score: Raw -2713.185693 + Penalty 646.746318 = -2066.439375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 102 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.640478 sec): 2 clusters Score: Raw -12575.009556 + Penalty 820.980516 = -11754.029040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.641247 sec): 3 clusters Score: Raw -12565.623655 + Penalty 1642.188227 = -10923.435428 nChanged 52 SP:Iteration 1F (152.641981 sec): 3 clusters Score: Raw -12663.758550 + Penalty 1641.658364 = -11022.100187 nChanged 14 SP:Iteration 2Q (152.642716 sec): 3 clusters Score: Raw -12688.637458 + Penalty 1641.652283 = -11046.985175 nChanged 3 SP:Iteration 3Q (152.643425 sec): 3 clusters Score: Raw -12696.555909 + Penalty 1641.538521 = -11055.017388 nChanged 3 SP:Iteration 4Q (152.644141 sec): 3 clusters Score: Raw -12701.129970 + Penalty 1641.672312 = -11059.457658 nChanged 1 SP:Iteration 5Q (152.644868 sec): 3 clusters Score: Raw -12703.263991 + Penalty 1641.672312 = -11061.591678 nChanged 0 SP:Iteration 6F (152.645602 sec): 3 clusters Score: Raw -12703.263991 + Penalty 1641.672312 = -11061.591678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 105 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.646127 sec): 2 clusters Score: Raw -333.601633 + Penalty 185.195929 = -148.405704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.646354 sec): 3 clusters Score: Raw -344.247680 + Penalty 377.182134 = 32.934454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 107 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.646852 sec): 2 clusters Score: Raw -338.775980 + Penalty 165.432301 = -173.343679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.647074 sec): 3 clusters Score: Raw -341.038466 + Penalty 319.019395 = -22.019070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 108 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.647751 sec): 2 clusters Score: Raw -3528.734888 + Penalty 357.399030 = -3171.335858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.648100 sec): 3 clusters Score: Raw -3533.707273 + Penalty 719.393528 = -2814.313745 nChanged 4 SP:Iteration 1F (152.648448 sec): 3 clusters Score: Raw -3541.829950 + Penalty 724.978511 = -2816.851438 nChanged 2 SP:Iteration 2Q (152.648787 sec): 3 clusters Score: Raw -3545.660329 + Penalty 728.426689 = -2817.233640 nChanged 1 SP:Iteration 3Q (152.649125 sec): 3 clusters Score: Raw -3548.738542 + Penalty 728.426689 = -2820.311853 nChanged 0 SP:Iteration 4F (152.649467 sec): 3 clusters Score: Raw -3548.738542 + Penalty 728.426689 = -2820.311853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 109 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.649993 sec): 2 clusters Score: Raw -835.767762 + Penalty 268.503223 = -567.264539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.650229 sec): 3 clusters Score: Raw -855.308460 + Penalty 519.953896 = -335.354564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 110 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.650812 sec): 2 clusters Score: Raw -1702.399968 + Penalty 363.289103 = -1339.110865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.651094 sec): 3 clusters Score: Raw -1740.793716 + Penalty 731.760169 = -1009.033547 nChanged 3 SP:Iteration 1F (152.651371 sec): 3 clusters Score: Raw -1754.148916 + Penalty 731.048527 = -1023.100390 nChanged 1 SP:Iteration 2Q (152.651635 sec): 3 clusters Score: Raw -1759.751387 + Penalty 731.048527 = -1028.702860 nChanged 0 SP:Iteration 3F (152.651910 sec): 3 clusters Score: Raw -1759.751387 + Penalty 731.048527 = -1028.702860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 112 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.652405 sec): 2 clusters Score: Raw -240.974421 + Penalty 144.524979 = -96.449442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.652639 sec): 3 clusters Score: Raw -239.584217 + Penalty 254.069325 = 14.485109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 115 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.653137 sec): 2 clusters Score: Raw -297.355902 + Penalty 163.545154 = -133.810749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.653356 sec): 3 clusters Score: Raw -298.220089 + Penalty 358.374332 = 60.154243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 116 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.653939 sec): 2 clusters Score: Raw -2160.890416 + Penalty 376.515190 = -1784.375226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.654226 sec): 3 clusters Score: Raw -2185.994480 + Penalty 755.848919 = -1430.145562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 117 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.654725 sec): 2 clusters Score: Raw -398.577236 + Penalty 183.462557 = -215.114679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.654947 sec): 3 clusters Score: Raw -400.622376 + Penalty 366.925115 = -33.697262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 120 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.655518 sec): 2 clusters Score: Raw -1739.644058 + Penalty 327.660863 = -1411.983195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.655798 sec): 3 clusters Score: Raw -1802.447332 + Penalty 689.613116 = -1112.834216 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 122 (1156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.659329 sec): 2 clusters Score: Raw -47570.105896 + Penalty 56.213680 = -47513.892215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.661604 sec): 3 clusters Score: Raw -46860.516692 + Penalty 112.095859 = -46748.420833 nChanged 534 SP:Iteration 1F (152.663809 sec): 3 clusters Score: Raw -47357.230618 + Penalty 112.667461 = -47244.563157 nChanged 99 SP:Iteration 2F (152.666014 sec): 3 clusters Score: Raw -47448.426586 + Penalty 112.344738 = -47336.081849 nChanged 55 SP:Iteration 3Q (152.668140 sec): 3 clusters Score: Raw -47511.621161 + Penalty 111.823354 = -47399.797807 nChanged 49 SP:Iteration 4Q (152.670254 sec): 3 clusters Score: Raw -47541.257572 + Penalty 111.714149 = -47429.543423 nChanged 26 SP:Iteration 5Q (152.672349 sec): 3 clusters Score: Raw -47552.183774 + Penalty 111.693125 = -47440.490649 nChanged 17 SP:Iteration 6Q (152.674445 sec): 3 clusters Score: Raw -47557.256131 + Penalty 111.664238 = -47445.591893 nChanged 8 SP:Iteration 7Q (152.676537 sec): 3 clusters Score: Raw -47560.709724 + Penalty 111.091098 = -47449.618626 nChanged 17 SP:Iteration 8Q (152.678626 sec): 3 clusters Score: Raw -47567.614544 + Penalty 110.908359 = -47456.706185 nChanged 17 SP:Iteration 9Q (152.680709 sec): 3 clusters Score: Raw -47573.277135 + Penalty 111.140209 = -47462.136926 nChanged 11 SP:Iteration 10F (152.682859 sec): 3 clusters Score: Raw -47576.784885 + Penalty 110.852243 = -47465.932642 nChanged 10 SP:Iteration 11Q (152.684940 sec): 3 clusters Score: Raw -47580.004812 + Penalty 110.978664 = -47469.026148 nChanged 16 SP:Iteration 12Q (152.687021 sec): 3 clusters Score: Raw -47585.878007 + Penalty 110.877473 = -47475.000534 nChanged 16 SP:Iteration 13Q (152.689134 sec): 3 clusters Score: Raw -47592.569389 + Penalty 110.836927 = -47481.732462 nChanged 7 SP:Iteration 14Q (152.691262 sec): 3 clusters Score: Raw -47594.060195 + Penalty 110.742376 = -47483.317819 nChanged 6 SP:Iteration 15Q (152.693341 sec): 3 clusters Score: Raw -47594.973969 + Penalty 110.740620 = -47484.233349 nChanged 5 SP:Iteration 16Q (152.695446 sec): 3 clusters Score: Raw -47595.488852 + Penalty 110.766380 = -47484.722472 nChanged 3 SP:Iteration 17Q (152.697521 sec): 3 clusters Score: Raw -47595.870490 + Penalty 110.850930 = -47485.019560 nChanged 6 SP:Iteration 18Q (152.699597 sec): 3 clusters Score: Raw -47596.731864 + Penalty 111.117122 = -47485.614741 nChanged 8 SP:Iteration 19Q (152.701668 sec): 3 clusters Score: Raw -47598.280475 + Penalty 111.120604 = -47487.159871 nChanged 6 SP:Iteration 20F (152.703818 sec): 3 clusters Score: Raw -47599.083308 + Penalty 111.373521 = -47487.709786 nChanged 6 SP:Iteration 21Q (152.706053 sec): 3 clusters Score: Raw -47600.052197 + Penalty 111.418730 = -47488.633467 nChanged 9 SP:Iteration 22Q (152.708226 sec): 3 clusters Score: Raw -47601.701455 + Penalty 111.427906 = -47490.273548 nChanged 8 SP:Iteration 23Q (152.710358 sec): 3 clusters Score: Raw -47602.871378 + Penalty 111.464574 = -47491.406804 nChanged 5 SP:Iteration 24Q (152.712457 sec): 3 clusters Score: Raw -47603.239814 + Penalty 111.481339 = -47491.758475 nChanged 1 SP:Iteration 25Q (152.714516 sec): 3 clusters Score: Raw -47603.292595 + Penalty 111.498402 = -47491.794194 nChanged 2 SP:Iteration 26Q (152.716572 sec): 3 clusters Score: Raw -47603.385320 + Penalty 111.514911 = -47491.870409 nChanged 2 SP:Iteration 27Q (152.718650 sec): 3 clusters Score: Raw -47603.705222 + Penalty 111.618944 = -47492.086278 nChanged 3 SP:Iteration 28Q (152.720707 sec): 3 clusters Score: Raw -47604.238876 + Penalty 111.677330 = -47492.561546 nChanged 3 SP:Iteration 29Q (152.722763 sec): 3 clusters Score: Raw -47604.623297 + Penalty 111.683788 = -47492.939509 nChanged 2 SP:Iteration 30F (152.724913 sec): 3 clusters Score: Raw -47604.713168 + Penalty 111.697697 = -47493.015471 nChanged 1 SP:Iteration 31Q (152.726964 sec): 3 clusters Score: Raw -47604.777001 + Penalty 111.705305 = -47493.071696 nChanged 2 SP:Iteration 32Q (152.729018 sec): 3 clusters Score: Raw -47604.914753 + Penalty 111.721664 = -47493.193089 nChanged 2 SP:Iteration 33Q (152.731069 sec): 3 clusters Score: Raw -47605.065098 + Penalty 111.766192 = -47493.298905 nChanged 4 SP:Iteration 34Q (152.733116 sec): 3 clusters Score: Raw -47605.609479 + Penalty 111.833261 = -47493.776219 nChanged 4 SP:Iteration 35Q (152.735163 sec): 3 clusters Score: Raw -47606.012816 + Penalty 111.866912 = -47494.145904 nChanged 5 SP:Iteration 36Q (152.737255 sec): 3 clusters Score: Raw -47606.642922 + Penalty 111.928134 = -47494.714789 nChanged 2 SP:Iteration 37Q (152.739378 sec): 3 clusters Score: Raw -47607.111261 + Penalty 111.954920 = -47495.156342 nChanged 3 SP:Iteration 38Q (152.741639 sec): 3 clusters Score: Raw -47607.983096 + Penalty 111.981179 = -47496.001918 nChanged 4 SP:Iteration 39Q (152.743728 sec): 3 clusters Score: Raw -47608.772354 + Penalty 112.020515 = -47496.751839 nChanged 4 SP:Iteration 40F (152.745965 sec): 3 clusters Score: Raw -47609.784032 + Penalty 112.053564 = -47497.730468 nChanged 4 SP:Iteration 41Q (152.747997 sec): 3 clusters Score: Raw -47610.466418 + Penalty 112.125306 = -47498.341112 nChanged 6 SP:Iteration 42Q (152.750033 sec): 3 clusters Score: Raw -47611.788946 + Penalty 112.232042 = -47499.556904 nChanged 7 SP:Iteration 43Q (152.752059 sec): 3 clusters Score: Raw -47613.839220 + Penalty 112.315213 = -47501.524007 nChanged 8 SP:Iteration 44Q (152.754084 sec): 3 clusters Score: Raw -47616.221978 + Penalty 112.403492 = -47503.818486 nChanged 7 SP:Iteration 45Q (152.756106 sec): 3 clusters Score: Raw -47618.090719 + Penalty 112.518362 = -47505.572357 nChanged 10 SP:Iteration 46Q (152.758126 sec): 3 clusters Score: Raw -47620.343080 + Penalty 112.552037 = -47507.791043 nChanged 3 SP:Iteration 47Q (152.760140 sec): 3 clusters Score: Raw -47620.663454 + Penalty 112.564886 = -47508.098568 nChanged 1 SP:Iteration 48Q (152.762150 sec): 3 clusters Score: Raw -47620.772212 + Penalty 112.604646 = -47508.167565 nChanged 3 SP:Iteration 49Q (152.764158 sec): 3 clusters Score: Raw -47621.186678 + Penalty 112.641232 = -47508.545447 nChanged 3 SP:Iteration 50F (152.766325 sec): 3 clusters Score: Raw -47621.744554 + Penalty 112.654857 = -47509.089697 nChanged 1 SP:Iteration 51Q (152.768333 sec): 3 clusters Score: Raw -47621.834072 + Penalty 112.669370 = -47509.164702 nChanged 1 SP:Iteration 52Q (152.770345 sec): 3 clusters Score: Raw -47621.969223 + Penalty 112.684139 = -47509.285085 nChanged 1 SP:Iteration 53Q (152.772422 sec): 3 clusters Score: Raw -47622.017623 + Penalty 112.684139 = -47509.333484 nChanged 0 SP:Iteration 54F (152.774601 sec): 3 clusters Score: Raw -47622.017623 + Penalty 112.684139 = -47509.333484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 123 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.775382 sec): 2 clusters Score: Raw -2970.092613 + Penalty 562.111837 = -2407.980775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.775743 sec): 3 clusters Score: Raw -3086.198888 + Penalty 1126.036830 = -1960.162057 nChanged 4 SP:Iteration 1Q (152.776079 sec): 3 clusters Score: Raw -3103.659998 + Penalty 1126.036830 = -1977.623168 nChanged 0 SP:Iteration 2F (152.776448 sec): 3 clusters Score: Raw -3103.659998 + Penalty 1126.036830 = -1977.623168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 127 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.777012 sec): 2 clusters Score: Raw -1410.358198 + Penalty 333.923863 = -1076.434334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.777276 sec): 3 clusters Score: Raw -1442.284771 + Penalty 657.384754 = -784.900017 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 132 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.777771 sec): 2 clusters Score: Raw -307.550974 + Penalty 168.602653 = -138.948321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.777991 sec): 3 clusters Score: Raw -307.166108 + Penalty 337.205307 = 30.039198 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 133 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.778774 sec): 2 clusters Score: Raw -3667.396590 + Penalty 214.600187 = -3452.796403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.779182 sec): 3 clusters Score: Raw -3668.738169 + Penalty 429.861577 = -3238.876592 nChanged 21 SP:Iteration 1F (152.779586 sec): 3 clusters Score: Raw -3694.983794 + Penalty 432.788865 = -3262.194929 nChanged 4 SP:Iteration 2Q (152.779980 sec): 3 clusters Score: Raw -3701.739798 + Penalty 434.846262 = -3266.893535 nChanged 5 SP:Iteration 3Q (152.780374 sec): 3 clusters Score: Raw -3713.439844 + Penalty 435.776197 = -3277.663647 nChanged 4 SP:Iteration 4Q (152.780764 sec): 3 clusters Score: Raw -3718.572652 + Penalty 435.776197 = -3282.796455 nChanged 0 SP:Iteration 5F (152.781167 sec): 3 clusters Score: Raw -3718.572652 + Penalty 435.776197 = -3282.796455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 139 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.781693 sec): 2 clusters Score: Raw -765.992141 + Penalty 261.521035 = -504.471106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.781939 sec): 3 clusters Score: Raw -813.449173 + Penalty 523.042070 = -290.407103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 143 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.782482 sec): 2 clusters Score: Raw -1124.004750 + Penalty 324.879216 = -799.125534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.782740 sec): 3 clusters Score: Raw -1178.256718 + Penalty 649.758433 = -528.498285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 144 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.783279 sec): 2 clusters Score: Raw -637.169947 + Penalty 221.770785 = -415.399162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.783515 sec): 3 clusters Score: Raw -659.435750 + Penalty 450.224489 = -209.211260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 145 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.784067 sec): 2 clusters Score: Raw -1326.867668 + Penalty 319.843311 = -1007.024356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.784334 sec): 3 clusters Score: Raw -1351.598811 + Penalty 641.505716 = -710.093095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 147 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.784886 sec): 2 clusters Score: Raw -1407.624164 + Penalty 301.701913 = -1105.922251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.785147 sec): 3 clusters Score: Raw -1424.863469 + Penalty 603.793328 = -821.070141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 152 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.785676 sec): 2 clusters Score: Raw -929.393131 + Penalty 282.753278 = -646.639853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.785924 sec): 3 clusters Score: Raw -973.371032 + Penalty 565.506556 = -407.864476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 161 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.786426 sec): 2 clusters Score: Raw -458.375664 + Penalty 202.440033 = -255.935631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.786651 sec): 3 clusters Score: Raw -457.101664 + Penalty 404.599502 = -52.502162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 165 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.787137 sec): 2 clusters Score: Raw -154.616091 + Penalty 94.701581 = -59.914510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.787348 sec): 3 clusters Score: Raw -147.024836 + Penalty 178.007511 = 30.982675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 167 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.787874 sec): 2 clusters Score: Raw -904.659551 + Penalty 283.420769 = -621.238781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.788119 sec): 3 clusters Score: Raw -928.013910 + Penalty 562.210193 = -365.803716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 168 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.788753 sec): 2 clusters Score: Raw -2181.574013 + Penalty 157.011610 = -2024.562403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.789073 sec): 3 clusters Score: Raw -2179.677139 + Penalty 313.571633 = -1866.105506 nChanged 7 SP:Iteration 1F (152.789386 sec): 3 clusters Score: Raw -2193.634492 + Penalty 318.779348 = -1874.855144 nChanged 6 SP:Iteration 2F (152.789699 sec): 3 clusters Score: Raw -2205.823386 + Penalty 323.818816 = -1882.004570 nChanged 2 SP:Iteration 3Q (152.790004 sec): 3 clusters Score: Raw -2210.514233 + Penalty 331.225622 = -1879.288612 nChanged 2 SP:Iteration 4F (152.790315 sec): 3 clusters Score: Raw -2216.451613 + Penalty 339.203498 = -1877.248115 nChanged 2 SP:Iteration 5F (152.790627 sec): 3 clusters Score: Raw -2222.789114 + Penalty 339.203498 = -1883.585616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 169 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.791227 sec): 2 clusters Score: Raw -2256.696778 + Penalty 410.410974 = -1846.285805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.791535 sec): 3 clusters Score: Raw -2285.412661 + Penalty 821.382251 = -1464.030410 nChanged 2 SP:Iteration 1Q (152.791816 sec): 3 clusters Score: Raw -2294.401265 + Penalty 821.382251 = -1473.019013 nChanged 0 SP:Iteration 2F (152.792103 sec): 3 clusters Score: Raw -2294.401265 + Penalty 821.382251 = -1473.019013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 184 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.792599 sec): 2 clusters Score: Raw -304.095217 + Penalty 146.704884 = -157.390334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.792818 sec): 3 clusters Score: Raw -301.088317 + Penalty 293.799983 = -7.288334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 186 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.793414 sec): 2 clusters Score: Raw -2276.906306 + Penalty 442.306241 = -1834.600064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.793714 sec): 3 clusters Score: Raw -2335.797832 + Penalty 888.299763 = -1447.498070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 189 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.794232 sec): 2 clusters Score: Raw -759.388242 + Penalty 258.665705 = -500.722537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.794469 sec): 3 clusters Score: Raw -777.321116 + Penalty 515.072478 = -262.248638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 195 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.795001 sec): 2 clusters Score: Raw -963.369487 + Penalty 269.208378 = -694.161109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.795250 sec): 3 clusters Score: Raw -996.682212 + Penalty 539.531886 = -457.150326 nChanged 1 SP:Iteration 1Q (152.795489 sec): 3 clusters Score: Raw -1001.543035 + Penalty 539.531886 = -462.011149 nChanged 0 SP:Iteration 2F (152.795733 sec): 3 clusters Score: Raw -1001.543035 + Penalty 539.531886 = -462.011149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 199 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.796235 sec): 2 clusters Score: Raw -448.500454 + Penalty 215.715132 = -232.785323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.796460 sec): 3 clusters Score: Raw -457.301446 + Penalty 431.785601 = -25.515846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 200 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.796950 sec): 2 clusters Score: Raw -252.591979 + Penalty 153.388407 = -99.203573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.797169 sec): 3 clusters Score: Raw -249.098781 + Penalty 310.040121 = 60.941340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 201 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.797659 sec): 2 clusters Score: Raw -256.144021 + Penalty 150.860605 = -105.283416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.797876 sec): 3 clusters Score: Raw -252.780674 + Penalty 301.363246 = 48.582572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 202 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.798367 sec): 2 clusters Score: Raw -256.885748 + Penalty 142.590770 = -114.294978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.798589 sec): 3 clusters Score: Raw -249.314370 + Penalty 286.293331 = 36.978960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 216 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.799109 sec): 2 clusters Score: Raw -489.975471 + Penalty 224.967663 = -265.007808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.799337 sec): 3 clusters Score: Raw -509.684461 + Penalty 449.004345 = -60.680117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 219 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.799838 sec): 2 clusters Score: Raw -438.704725 + Penalty 196.414092 = -242.290633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.800065 sec): 3 clusters Score: Raw -443.383599 + Penalty 391.264483 = -52.119116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 221 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.800546 sec): 2 clusters Score: Raw -100.186901 + Penalty 61.414090 = -38.772811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.800741 sec): 2 clusters Score: Raw -100.186901 + Penalty 61.414090 = -38.772811 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 234 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.801220 sec): 2 clusters Score: Raw -93.542770 + Penalty 59.134176 = -34.408594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.801416 sec): 2 clusters Score: Raw -93.542770 + Penalty 59.134176 = -34.408594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 241 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.801898 sec): 2 clusters Score: Raw -152.226711 + Penalty 96.309786 = -55.916925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.802111 sec): 3 clusters Score: Raw -144.013505 + Penalty 197.965196 = 53.951691 nChanged 0 Deleting Class 116 (41 points): Lose 103.883286 but Gain 1105.529311 Iteration 119Q (154.216747 sec): 126 clusters Score: Raw -2164136.836989 + Penalty 113691.554068 = -2050445.282921 nChanged 466 Deleting Class 169 (44 points): Lose 182.959438 but Gain 1182.566818 Iteration 120F (157.364339 sec): 125 clusters Score: Raw -2164381.221619 + Penalty 112687.422464 = -2051693.799155 nChanged 591 Deleting Class 200 (5 points): Lose 42.494818 but Gain 1039.197098 Iteration 121Q (157.750285 sec): 124 clusters Score: Raw -2164597.515841 + Penalty 111707.443099 = -2052890.072743 nChanged 399 Deleting Class 216 (10 points): Lose 72.836817 but Gain 1065.329675 Iteration 122Q (158.116335 sec): 123 clusters Score: Raw -2164637.855266 + Penalty 110689.156819 = -2053948.698448 nChanged 312 Deleting Class 105 (7 points): Lose 52.088695 but Gain 1037.739310 Iteration 123Q (158.474346 sec): 122 clusters Score: Raw -2164678.948105 + Penalty 109693.216745 = -2054985.731361 nChanged 263 Deleting Class 161 (8 points): Lose 56.912571 but Gain 1041.919816 Iteration 124Q (158.828264 sec): 121 clusters Score: Raw -2164695.742292 + Penalty 108693.853230 = -2056001.889062 nChanged 230 Deleting Class 189 (15 points): Lose 56.304223 but Gain 1041.505952 Iteration 125Q (159.184455 sec): 120 clusters Score: Raw -2164700.512440 + Penalty 107709.555167 = -2056990.957273 nChanged 197 Deleting Class 132 (6 points): Lose 41.404838 but Gain 1026.040049 Iteration 126Q (159.533446 sec): 119 clusters Score: Raw -2164722.357485 + Penalty 106719.078725 = -2058003.278760 nChanged 187 Deleting Class 199 (9 points): Lose 87.939532 but Gain 1070.497797 Iteration 127Q (159.877737 sec): 118 clusters Score: Raw -2164681.153733 + Penalty 105681.471450 = -2058999.682284 nChanged 142 Deleting Class 167 (20 points): Lose 91.349177 but Gain 1066.719803 Iteration 128Q (160.214577 sec): 117 clusters Score: Raw -2164637.576061 + Penalty 104676.376424 = -2059961.199636 nChanged 133 Deleting Class 201 (5 points): Lose 47.737488 but Gain 1022.071394 Iteration 129Q (160.551634 sec): 116 clusters Score: Raw -2164648.552343 + Penalty 103677.237919 = -2060971.314424 nChanged 88 Deleting Class 37 (50 points): Lose 223.913358 but Gain 1195.892156 Iteration 130F (163.465479 sec): 115 clusters Score: Raw -2164457.905307 + Penalty 102600.547300 = -2061857.358007 nChanged 133 Deleting Class 58 (9 points): Lose 56.847846 but Gain 1028.693593 Iteration 131Q (163.801328 sec): 114 clusters Score: Raw -2164559.369352 + Penalty 101606.583168 = -2062952.786184 nChanged 86 Deleting Class 115 (6 points): Lose 36.325157 but Gain 995.262375 Iteration 132Q (164.132793 sec): 113 clusters Score: Raw -2164572.715389 + Penalty 100650.175554 = -2063922.539834 nChanged 74 Deleting Class 112 (5 points): Lose 25.621326 but Gain 979.147917 Iteration 133Q (164.458904 sec): 112 clusters Score: Raw -2164577.100658 + Penalty 99688.010916 = -2064889.089742 nChanged 65 Deleting Class 221 (2 points): Lose 16.687845 but Gain 966.100215 Iteration 134Q (164.782519 sec): 111 clusters Score: Raw -2164580.893040 + Penalty 98741.009266 = -2065839.883774 nChanged 43 Deleting Class 143 (24 points): Lose 169.860975 but Gain 1114.654556 Iteration 135Q (165.103778 sec): 110 clusters Score: Raw -2164427.049512 + Penalty 97667.117546 = -2066759.931967 nChanged 53 Deleting Class 36 (8 points): Lose 51.756424 but Gain 993.503561 Iteration 136Q (165.425635 sec): 109 clusters Score: Raw -2164430.911993 + Penalty 96709.011062 = -2067721.900931 nChanged 38 Deleting Class 99 (6 points): Lose 58.694684 but Gain 999.737167 Iteration 137Q (165.748159 sec): 108 clusters Score: Raw -2164403.198879 + Penalty 95740.413032 = -2068662.785848 nChanged 41 Deleting Class 202 (5 points): Lose 29.093350 but Gain 966.043770 Iteration 138Q (166.066071 sec): 107 clusters Score: Raw -2164394.813179 + Penalty 94784.386926 = -2069610.426253 nChanged 30 Deleting Class 241 (3 points): Lose 22.768699 but Gain 955.884854 Iteration 139Q (166.384556 sec): 106 clusters Score: Raw -2164382.207424 + Penalty 93837.167496 = -2070545.039928 nChanged 25 Deleting Class 127 (29 points): Lose 133.713895 but Gain 1067.786606 Iteration 140F (169.046014 sec): 105 clusters Score: Raw -2164259.408194 + Penalty 92815.285691 = -2071444.122503 nChanged 45 Deleting Class 98 (8 points): Lose 29.042638 but Gain 956.851061 Iteration 141Q (169.360530 sec): 104 clusters Score: Raw -2164283.378825 + Penalty 91869.161110 = -2072414.217715 nChanged 22 Deleting Class 110 (39 points): Lose 169.019385 but Gain 1094.514523 Iteration 142Q (169.673038 sec): 103 clusters Score: Raw -2164131.379699 + Penalty 90844.673753 = -2073286.705946 nChanged 53 Deleting Class 117 (8 points): Lose 37.410814 but Gain 962.011676 Iteration 143Q (169.985450 sec): 102 clusters Score: Raw -2164170.262595 + Penalty 89913.223507 = -2074257.039087 nChanged 34 Deleting Class 145 (29 points): Lose 115.803481 but Gain 1037.581127 Iteration 144Q (170.293462 sec): 101 clusters Score: Raw -2164080.168445 + Penalty 88909.205029 = -2075170.963416 nChanged 42 Deleting Class 109 (17 points): Lose 113.887063 but Gain 1033.355704 Iteration 145Q (170.600607 sec): 100 clusters Score: Raw -2164019.758952 + Penalty 87903.421048 = -2076116.337904 nChanged 34 Deleting Class 219 (8 points): Lose 55.251637 but Gain 972.342804 Iteration 146Q (170.912363 sec): 99 clusters Score: Raw -2164003.840618 + Penalty 86954.688632 = -2077049.151986 nChanged 25 Deleting Class 152 (19 points): Lose 104.751075 but Gain 1018.103889 Iteration 147Q (171.216723 sec): 98 clusters Score: Raw -2163922.973899 + Penalty 85951.086435 = -2077971.887464 nChanged 43 Deleting Class 43 (25 points): Lose 112.447517 but Gain 1022.411413 Iteration 148Q (171.519741 sec): 97 clusters Score: Raw -2163864.163774 + Penalty 84941.278558 = -2078922.885217 nChanged 53 Deleting Class 234 (2 points): Lose 20.865818 but Gain 930.235058 Iteration 149Q (171.823502 sec): 96 clusters Score: Raw -2163903.061453 + Penalty 84019.601835 = -2079883.459618 nChanged 30 Deleting Class 165 (3 points): Lose 31.389808 but Gain 939.923253 Iteration 150F (174.237445 sec): 95 clusters Score: Raw -2163884.691837 + Penalty 83084.546800 = -2080800.145037 nChanged 20 Deleting Class 147 (30 points): Lose 116.732648 but Gain 1017.709913 Iteration 151Q (174.535607 sec): 94 clusters Score: Raw -2163781.099141 + Penalty 82104.027024 = -2081677.072117 nChanged 54 Deleting Class 139 (20 points): Lose 97.712407 but Gain 992.938780 Iteration 152Q (174.834430 sec): 93 clusters Score: Raw -2163735.940548 + Penalty 81141.247619 = -2082594.692928 nChanged 41 Deleting Class 107 (7 points): Lose 39.706864 but Gain 926.994470 Iteration 153Q (175.132982 sec): 92 clusters Score: Raw -2163745.826628 + Penalty 80224.947358 = -2083520.879270 nChanged 35 Deleting Class 59 (47 points): Lose 224.854021 but Gain 1109.537170 Iteration 154Q (175.426330 sec): 91 clusters Score: Raw -2163556.745248 + Penalty 79172.898820 = -2084383.846428 nChanged 68 Deleting Class 50 (128 points): Lose 300.508539 but Gain 1184.285899 Iteration 155Q (175.719778 sec): 90 clusters Score: Raw -2163350.471016 + Penalty 78045.646024 = -2085304.824991 nChanged 154 Deleting Class 51 (17 points): Lose 56.990620 but Gain 944.928677 Iteration 156Q (176.015686 sec): 89 clusters Score: Raw -2163488.936041 + Penalty 77163.737655 = -2086325.198386 nChanged 45 Deleting Class 195 (21 points): Lose 83.893743 but Gain 964.159774 Iteration 157Q (176.305468 sec): 88 clusters Score: Raw -2163456.624467 + Penalty 76238.731135 = -2087217.893332 nChanged 45 Deleting Class 120 (38 points): Lose 141.804926 but Gain 1020.706568 Iteration 158Q (176.593493 sec): 87 clusters Score: Raw -2163361.171672 + Penalty 75257.782029 = -2088103.389643 nChanged 56 Deleting Class 186 (48 points): Lose 374.638556 but Gain 1250.838139 Iteration 159Q (176.882935 sec): 86 clusters Score: Raw -2163049.544935 + Penalty 74054.643083 = -2088994.901852 nChanged 72 Deleting Class 97 (13 points): Lose 38.872259 but Gain 910.579983 Iteration 160F (179.038472 sec): 85 clusters Score: Raw -2163162.607279 + Penalty 73146.874391 = -2090015.732888 nChanged 45 Deleting Class 55 (27 points): Lose 172.651498 but Gain 1033.842502 Iteration 161Q (179.322855 sec): 84 clusters Score: Raw -2163053.364834 + Penalty 72179.914760 = -2090873.450074 nChanged 50 Deleting Class 144 (15 points): Lose 94.828689 but Gain 951.098144 Iteration 162Q (179.605007 sec): 83 clusters Score: Raw -2163055.298101 + Penalty 71288.719129 = -2091766.578972 nChanged 36 Deleting Class 69 (82 points): Lose 318.125832 but Gain 1172.466346 Iteration 163Q (179.891384 sec): 82 clusters Score: Raw -2162781.550114 + Penalty 70183.876629 = -2092597.673485 nChanged 97 Deleting Class 94 (8 points): Lose 42.912454 but Gain 894.864814 Iteration 164Q (180.173021 sec): 81 clusters Score: Raw -2162900.595630 + Penalty 69325.148691 = -2093575.446939 nChanged 31 Deleting Class 73 (29 points): Lose 86.891412 but Gain 951.684797 Iteration 165Q (180.449540 sec): 80 clusters Score: Raw -2162846.590000 + Penalty 68413.632029 = -2094432.957971 nChanged 48 Deleting Class 100 (6 points): Lose 45.943520 but Gain 894.269359 Iteration 166Q (180.726089 sec): 79 clusters Score: Raw -2162856.436576 + Penalty 67521.443695 = -2095334.992881 nChanged 40 Deleting Class 184 (6 points): Lose 48.708607 but Gain 892.780053 Iteration 167Q (181.000222 sec): 78 clusters Score: Raw -2162850.828536 + Penalty 66646.279888 = -2096204.548648 nChanged 29 Deleting Class 74 (9 points): Lose 37.878414 but Gain 856.398664 Iteration 168Q (181.271790 sec): 77 clusters Score: Raw -2162840.773321 + Penalty 65803.954710 = -2097036.818612 nChanged 27 Deleting Class 24 (45 points): Lose 147.397983 but Gain 956.959657 Iteration 169Q (181.541981 sec): 76 clusters Score: Raw -2162716.216221 + Penalty 64862.085331 = -2097854.130890 nChanged 52 Deleting Class 83 (10 points): Lose 33.080323 but Gain 842.626928 Iteration 170F (183.464814 sec): 75 clusters Score: Raw -2162763.124068 + Penalty 64019.554002 = -2098743.570066 nChanged 26 Deleting Class 80 (17 points): Lose 98.588012 but Gain 899.019403 Iteration 171Q (183.733770 sec): 74 clusters Score: Raw -2162692.943370 + Penalty 63142.459121 = -2099550.484250 nChanged 36 Deleting Class 65 (37 points): Lose 191.862875 but Gain 987.246537 Iteration 172Q (184.005804 sec): 73 clusters Score: Raw -2162558.120346 + Penalty 62181.284730 = -2100376.835616 nChanged 56 Deleting Class 20 (46 points): Lose 154.849223 but Gain 935.457358 Iteration 173Q (184.272874 sec): 72 clusters Score: Raw -2162491.171874 + Penalty 61280.536692 = -2101210.635183 nChanged 85 Deleting Class 76 (27 points): Lose 84.723788 but Gain 856.395458 Iteration 174Q (184.538346 sec): 71 clusters Score: Raw -2162497.667650 + Penalty 60422.748383 = -2102074.919266 nChanged 65 Deleting Class 78 (43 points): Lose 185.462419 but Gain 946.289489 Iteration 175Q (184.806136 sec): 70 clusters Score: Raw -2162367.066459 + Penalty 59492.850456 = -2102874.216003 nChanged 75 Deleting Class 35 (56 points): Lose 162.401189 but Gain 919.176391 Iteration 176Q (185.069300 sec): 69 clusters Score: Raw -2162277.846781 + Penalty 58619.913073 = -2103657.933708 nChanged 101 Deleting Class 86 (31 points): Lose 99.700954 but Gain 851.076010 Iteration 177Q (185.330232 sec): 68 clusters Score: Raw -2162272.846986 + Penalty 57801.520899 = -2104471.326088 nChanged 87 Deleting Class 31 (22 points): Lose 56.304192 but Gain 774.664046 Iteration 178Q (185.597838 sec): 67 clusters Score: Raw -2162281.259435 + Penalty 57046.539055 = -2105234.720380 nChanged 75 Deleting Class 66 (19 points): Lose 115.843222 but Gain 826.201408 Iteration 179Q (185.856283 sec): 66 clusters Score: Raw -2162213.383749 + Penalty 56250.144071 = -2105963.239678 nChanged 57 Deleting Class 82 (69 points): Lose 430.534036 but Gain 1109.815242 Iteration 180F (187.527234 sec): 65 clusters Score: Raw -2161820.448028 + Penalty 55155.744687 = -2106664.703340 nChanged 110 Deleting Class 108 (89 points): Lose 249.082416 but Gain 927.031864 Iteration 181Q (187.784802 sec): 64 clusters Score: Raw -2161729.492307 + Penalty 54274.138035 = -2107455.354273 nChanged 152 Deleting Class 92 (12 points): Lose 68.814110 but Gain 706.961139 Iteration 182Q (188.040312 sec): 63 clusters Score: Raw -2161811.645400 + Penalty 53596.858140 = -2108214.787261 nChanged 85 Deleting Class 39 (9 points): Lose 39.769427 but Gain 667.913495 Iteration 183Q (188.293094 sec): 62 clusters Score: Raw -2161817.110563 + Penalty 52962.351640 = -2108854.758922 nChanged 63 Deleting Class 101 (76 points): Lose 378.895174 but Gain 994.188925 Iteration 184Q (188.545300 sec): 61 clusters Score: Raw -2161472.241394 + Penalty 52035.297858 = -2109436.943537 nChanged 107 Deleting Class 123 (76 points): Lose 783.432978 but Gain 1395.557699 Iteration 185Q (188.794272 sec): 60 clusters Score: Raw -2160870.004888 + Penalty 52067.275329 = -2108802.729559 nChanged 124 Deleting Class 4 (180 points): Lose 343.992430 but Gain 906.832200 Iteration 186F (190.329704 sec): 59 clusters Score: Raw -2160877.776188 + Penalty 49850.942498 = -2111026.833690 nChanged 241 Deleting Class 63 (143 points): Lose 530.581086 but Gain 1097.958630 Iteration 187Q (190.586153 sec): 58 clusters Score: Raw -2160609.430654 + Penalty 48815.633371 = -2111793.797283 nChanged 219 Deleting Class 75 (128 points): Lose 292.427632 but Gain 845.846451 Iteration 188Q (190.834676 sec): 57 clusters Score: Raw -2160603.385166 + Penalty 48012.608054 = -2112590.777112 nChanged 227 Deleting Class 34 (104 points): Lose 622.266600 but Gain 1166.858157 Iteration 189Q (191.080671 sec): 56 clusters Score: Raw -2160256.685267 + Penalty 46840.882787 = -2113415.802480 nChanged 210 Deleting Class 54 (16 points): Lose 44.185261 but Gain 583.191434 Iteration 190F (192.510020 sec): 55 clusters Score: Raw -2160611.993177 + Penalty 46295.464163 = -2114316.529014 nChanged 135 Deleting Class 41 (120 points): Lose 860.819473 but Gain 1359.017741 Iteration 191Q (192.752515 sec): 54 clusters Score: Raw -2159887.577433 + Penalty 44983.740160 = -2114903.837272 nChanged 199 Deleting Class 16 (52 points): Lose 107.154922 but Gain 583.148661 Iteration 192Q (192.995026 sec): 53 clusters Score: Raw -2160062.803950 + Penalty 44436.993830 = -2115625.810120 nChanged 143 Deleting Class 48 (274 points): Lose 909.283523 but Gain 1345.809446 Iteration 193Q (193.235093 sec): 52 clusters Score: Raw -2159288.956708 + Penalty 43234.016810 = -2116054.939898 nChanged 338 Deleting Class 56 (102 points): Lose 273.375993 but Gain 708.783339 Iteration 194Q (193.482886 sec): 51 clusters Score: Raw -2159536.047286 + Penalty 42609.454101 = -2116926.593185 nChanged 227 Deleting Class 23 (172 points): Lose 633.339054 but Gain 1021.316945 Iteration 195Q (193.724477 sec): 50 clusters Score: Raw -2159136.326337 + Penalty 41652.140328 = -2117484.186009 nChanged 279 Deleting Class 68 (74 points): Lose 239.438929 but Gain 567.173857 Iteration 196Q (193.959965 sec): 49 clusters Score: Raw -2159316.891829 + Penalty 41133.814502 = -2118183.077327 nChanged 224 Deleting Class 67 (241 points): Lose 1102.361235 but Gain 1409.719893 Iteration 197Q (194.193026 sec): 48 clusters Score: Raw -2158398.480532 + Penalty 39832.220796 = -2118566.259737 nChanged 366 Deleting Class 5 (267 points): Lose 680.500786 but Gain 951.952977 Iteration 198Q (194.428305 sec): 47 clusters Score: Raw -2158400.579686 + Penalty 39006.901576 = -2119393.678111 nChanged 410 Deleting Class 168 (106 points): Lose 432.669886 but Gain 605.133229 Iteration 199Q (194.658790 sec): 46 clusters Score: Raw -2158445.985002 + Penalty 38453.371439 = -2119992.613563 nChanged 258 Deleting Class 81 (267 points): Lose 828.413775 but Gain 1010.393847 Iteration 200F (195.834823 sec): 45 clusters Score: Raw -2157885.489536 + Penalty 37491.654954 = -2120393.834582 nChanged 387 Deleting Class 102 (377 points): Lose 1438.016546 but Gain 1561.774643 Iteration 201Q (196.062413 sec): 44 clusters Score: Raw -2156918.492894 + Penalty 36190.250297 = -2120728.242597 nChanged 521 Deleting Class 45 (191 points): Lose 712.166391 but Gain 819.804172 Iteration 202Q (196.290247 sec): 43 clusters Score: Raw -2157068.309952 + Penalty 35427.775766 = -2121640.534186 nChanged 381 Deleting Class 27 (357 points): Lose 560.996959 but Gain 600.484369 Iteration 203Q (196.513616 sec): 42 clusters Score: Raw -2156979.028189 + Penalty 34870.076445 = -2122108.951743 nChanged 523 Iteration 204Q (196.734053 sec): 42 clusters Score: Raw -2157458.242586 + Penalty 34910.688853 = -2122547.553733 nChanged 161 Iteration 205Q (196.947187 sec): 42 clusters Score: Raw -2157509.152371 + Penalty 34948.571274 = -2122560.581097 nChanged 127 Iteration 206Q (197.158555 sec): 42 clusters Score: Raw -2157548.411166 + Penalty 34979.534700 = -2122568.876467 nChanged 113 Iteration 207Q (197.369960 sec): 42 clusters Score: Raw -2157591.683009 + Penalty 35014.940546 = -2122576.742463 nChanged 93 Iteration 208Q (197.581320 sec): 42 clusters Score: Raw -2157643.612017 + Penalty 35052.284947 = -2122591.327071 nChanged 98 Iteration 209Q (197.792008 sec): 42 clusters Score: Raw -2157710.707406 + Penalty 35084.410332 = -2122626.297075 nChanged 86 Iteration 210F (198.868089 sec): 42 clusters Score: Raw -2157777.450395 + Penalty 35121.112303 = -2122656.338092 nChanged 91 Iteration 211Q (199.080862 sec): 42 clusters Score: Raw -2157854.812446 + Penalty 35148.178973 = -2122706.633473 nChanged 84 Iteration 212Q (199.294242 sec): 42 clusters Score: Raw -2157885.624775 + Penalty 35163.032448 = -2122722.592327 nChanged 77 Iteration 213Q (199.508860 sec): 42 clusters Score: Raw -2157902.992383 + Penalty 35171.706832 = -2122731.285551 nChanged 58 Iteration 214Q (199.721104 sec): 42 clusters Score: Raw -2157913.757201 + Penalty 35180.863546 = -2122732.893655 nChanged 42 Iteration 215Q (199.933255 sec): 42 clusters Score: Raw -2157919.511884 + Penalty 35186.350370 = -2122733.161515 nChanged 40 Iteration 216Q (200.144670 sec): 42 clusters Score: Raw -2157923.687727 + Penalty 35192.424308 = -2122731.263419 nChanged 32 Iteration 217F (201.222200 sec): 42 clusters Score: Raw -2157930.140263 + Penalty 35195.685862 = -2122734.454401 nChanged 31 Iteration 218Q (201.433735 sec): 42 clusters Score: Raw -2157935.051766 + Penalty 35203.551180 = -2122731.500586 nChanged 29 Writing temp clu file Memory request: 0.25 GB would take us to total of 0.50 GB. Compute initial score before splitting: Score: Raw -2157935.051766 + Penalty 35203.551180 = -2122731.500586Memory request: 0.04 GB would take us to total of 0.54 GB. Trying to split cluster 1 (8799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.642859 sec): 2 clusters Score: Raw -366969.013650 + Penalty 75.304574 = -366893.709076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.659826 sec): 3 clusters Score: Raw -360988.562032 + Penalty 167.196347 = -360821.365685 nChanged 4294 SP:Iteration 1F (201.677049 sec): 3 clusters Score: Raw -365052.816703 + Penalty 171.237332 = -364881.579371 nChanged 723 SP:Iteration 2F (201.694609 sec): 3 clusters Score: Raw -365670.705898 + Penalty 175.058657 = -365495.647241 nChanged 493 SP:Iteration 3F (201.712274 sec): 3 clusters Score: Raw -366205.278443 + Penalty 179.906958 = -366025.371485 nChanged 357 SP:Iteration 4Q (201.730030 sec): 3 clusters Score: Raw -366609.455584 + Penalty 182.110862 = -366427.344722 nChanged 198 SP:Iteration 5Q (201.748377 sec): 3 clusters Score: Raw -366824.263489 + Penalty 179.832769 = -366644.430720 nChanged 94 SP:Iteration 6Q (201.766248 sec): 3 clusters Score: Raw -366923.454791 + Penalty 192.264855 = -366731.189937 nChanged 33 SP:Iteration 7Q (201.782204 sec): 3 clusters Score: Raw -366958.187008 + Penalty 200.941030 = -366757.245977 nChanged 5 SP:Iteration 8Q (201.794989 sec): 3 clusters Score: Raw -366968.191280 + Penalty 181.590544 = -366786.600736 nChanged 3 SP:Iteration 9Q (201.807454 sec): 3 clusters Score: Raw -366990.470957 + Penalty 174.827279 = -366815.643677 nChanged 2 SP:Iteration 10F (201.825112 sec): 3 clusters Score: Raw -366991.358712 + Penalty 174.827279 = -366816.531433 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 2 (976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.834795 sec): 2 clusters Score: Raw -43665.175976 + Penalty 615.369556 = -43049.806420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.836796 sec): 3 clusters Score: Raw -43215.265212 + Penalty 1232.888092 = -41982.377120 nChanged 350 SP:Iteration 1F (201.838764 sec): 3 clusters Score: Raw -43470.852713 + Penalty 1230.963741 = -42239.888972 nChanged 79 SP:Iteration 2F (201.840780 sec): 3 clusters Score: Raw -43530.214873 + Penalty 1228.829809 = -42301.385064 nChanged 55 SP:Iteration 3F (201.842808 sec): 3 clusters Score: Raw -43574.353949 + Penalty 1227.152882 = -42347.201067 nChanged 46 SP:Iteration 4Q (201.844774 sec): 3 clusters Score: Raw -43609.159618 + Penalty 1227.816834 = -42381.342784 nChanged 25 SP:Iteration 5Q (201.846738 sec): 3 clusters Score: Raw -43639.642894 + Penalty 1227.940610 = -42411.702285 nChanged 28 SP:Iteration 6Q (201.848701 sec): 3 clusters Score: Raw -43659.712667 + Penalty 1228.033410 = -42431.679258 nChanged 21 SP:Iteration 7Q (201.850662 sec): 3 clusters Score: Raw -43675.930349 + Penalty 1227.439994 = -42448.490355 nChanged 18 SP:Iteration 8Q (201.852627 sec): 3 clusters Score: Raw -43684.098883 + Penalty 1227.184994 = -42456.913889 nChanged 10 SP:Iteration 9Q (201.854630 sec): 3 clusters Score: Raw -43688.547885 + Penalty 1227.162730 = -42461.385155 nChanged 6 SP:Iteration 10F (201.856653 sec): 3 clusters Score: Raw -43690.295641 + Penalty 1227.449049 = -42462.846592 nChanged 4 SP:Iteration 11Q (201.858611 sec): 3 clusters Score: Raw -43692.621761 + Penalty 1227.598586 = -42465.023175 nChanged 3 SP:Iteration 12Q (201.860617 sec): 3 clusters Score: Raw -43693.175175 + Penalty 1227.800066 = -42465.375109 nChanged 1 SP:Iteration 13Q (201.862620 sec): 3 clusters Score: Raw -43693.353536 + Penalty 1227.800066 = -42465.553470 nChanged 0 SP:Iteration 14F (201.864602 sec): 3 clusters Score: Raw -43693.353536 + Penalty 1227.800066 = -42465.553470 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 3 (1209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.871605 sec): 2 clusters Score: Raw -53206.497712 + Penalty 318.980002 = -52887.517710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.874035 sec): 3 clusters Score: Raw -52507.277901 + Penalty 639.713722 = -51867.564179 nChanged 497 SP:Iteration 1F (201.876441 sec): 3 clusters Score: Raw -52866.923107 + Penalty 641.093496 = -52225.829611 nChanged 152 SP:Iteration 2F (201.878807 sec): 3 clusters Score: Raw -53000.563442 + Penalty 644.224892 = -52356.338550 nChanged 105 SP:Iteration 3F (201.881169 sec): 3 clusters Score: Raw -53096.593650 + Penalty 646.456660 = -52450.136990 nChanged 66 SP:Iteration 4F (201.883537 sec): 3 clusters Score: Raw -53140.464669 + Penalty 646.690748 = -52493.773921 nChanged 31 SP:Iteration 5Q (201.885812 sec): 3 clusters Score: Raw -53152.096988 + Penalty 647.653086 = -52504.443903 nChanged 16 SP:Iteration 6Q (201.888080 sec): 3 clusters Score: Raw -53158.195789 + Penalty 648.655436 = -52509.540353 nChanged 9 SP:Iteration 7Q (201.890341 sec): 3 clusters Score: Raw -53159.393567 + Penalty 648.945793 = -52510.447774 nChanged 3 SP:Iteration 8Q (201.892603 sec): 3 clusters Score: Raw -53159.593403 + Penalty 649.149208 = -52510.444195 nChanged 1 SP:Iteration 9F (201.895009 sec): 3 clusters Score: Raw -53159.674139 + Penalty 649.434079 = -52510.240060 nChanged 2 SP:Iteration 10F (201.897428 sec): 3 clusters Score: Raw -53159.878598 + Penalty 649.776498 = -52510.102100 nChanged 2 SP:Iteration 11F (201.899841 sec): 3 clusters Score: Raw -53160.009939 + Penalty 650.028208 = -52509.981731 nChanged 1 SP:Iteration 12F (201.902206 sec): 3 clusters Score: Raw -53160.070224 + Penalty 650.028208 = -52510.042017 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 6 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.908229 sec): 2 clusters Score: Raw -33853.886427 + Penalty 714.773686 = -33139.112741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.909535 sec): 3 clusters Score: Raw -33635.547579 + Penalty 1429.384565 = -32206.163015 nChanged 172 SP:Iteration 1F (201.910815 sec): 3 clusters Score: Raw -33780.501981 + Penalty 1427.450068 = -32353.051913 nChanged 53 SP:Iteration 2F (201.912096 sec): 3 clusters Score: Raw -33833.575511 + Penalty 1426.794165 = -32406.781346 nChanged 22 SP:Iteration 3Q (201.913358 sec): 3 clusters Score: Raw -33855.812878 + Penalty 1426.909632 = -32428.903246 nChanged 10 SP:Iteration 4Q (201.914614 sec): 3 clusters Score: Raw -33868.873742 + Penalty 1427.071620 = -32441.802122 nChanged 4 SP:Iteration 5Q (201.915865 sec): 3 clusters Score: Raw -33871.555023 + Penalty 1427.718274 = -32443.836749 nChanged 4 SP:Iteration 6Q (201.917122 sec): 3 clusters Score: Raw -33874.987017 + Penalty 1427.636255 = -32447.350762 nChanged 1 SP:Iteration 7Q (201.918385 sec): 3 clusters Score: Raw -33875.377898 + Penalty 1427.569692 = -32447.808206 nChanged 1 SP:Iteration 8Q (201.919630 sec): 3 clusters Score: Raw -33876.366136 + Penalty 1427.569692 = -32448.796444 nChanged 0 SP:Iteration 9F (201.920900 sec): 3 clusters Score: Raw -33876.366136 + Penalty 1427.569692 = -32448.796444 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 7 (556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.923044 sec): 2 clusters Score: Raw -26520.972586 + Penalty 483.316214 = -26037.656371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.924296 sec): 3 clusters Score: Raw -26233.421129 + Penalty 965.731719 = -25267.689410 nChanged 165 SP:Iteration 1F (201.925534 sec): 3 clusters Score: Raw -26331.348956 + Penalty 965.381936 = -25365.967020 nChanged 63 SP:Iteration 2F (201.926773 sec): 3 clusters Score: Raw -26374.064823 + Penalty 965.227208 = -25408.837615 nChanged 34 SP:Iteration 3F (201.927992 sec): 3 clusters Score: Raw -26398.751160 + Penalty 964.669085 = -25434.082076 nChanged 21 SP:Iteration 4Q (201.929206 sec): 3 clusters Score: Raw -26413.589709 + Penalty 964.835985 = -25448.753724 nChanged 18 SP:Iteration 5Q (201.930450 sec): 3 clusters Score: Raw -26424.213820 + Penalty 965.416572 = -25458.797249 nChanged 22 SP:Iteration 6Q (201.931677 sec): 3 clusters Score: Raw -26442.049615 + Penalty 966.632428 = -25475.417187 nChanged 19 SP:Iteration 7Q (201.932930 sec): 3 clusters Score: Raw -26455.870533 + Penalty 967.677497 = -25488.193036 nChanged 14 SP:Iteration 8Q (201.934146 sec): 3 clusters Score: Raw -26469.326196 + Penalty 968.691957 = -25500.634238 nChanged 11 SP:Iteration 9Q (201.935359 sec): 3 clusters Score: Raw -26477.731037 + Penalty 969.604879 = -25508.126158 nChanged 13 SP:Iteration 10F (201.936582 sec): 3 clusters Score: Raw -26485.590365 + Penalty 971.629786 = -25513.960578 nChanged 13 SP:Iteration 11Q (201.937788 sec): 3 clusters Score: Raw -26496.159607 + Penalty 974.909208 = -25521.250400 nChanged 13 SP:Iteration 12Q (201.938986 sec): 3 clusters Score: Raw -26509.286554 + Penalty 976.954566 = -25532.331988 nChanged 9 SP:Iteration 13Q (201.940180 sec): 3 clusters Score: Raw -26515.504283 + Penalty 978.764756 = -25536.739527 nChanged 6 SP:Iteration 14Q (201.941373 sec): 3 clusters Score: Raw -26517.779394 + Penalty 979.459689 = -25538.319705 nChanged 3 SP:Iteration 15Q (201.942554 sec): 3 clusters Score: Raw -26519.179720 + Penalty 980.040230 = -25539.139490 nChanged 2 SP:Iteration 16Q (201.943733 sec): 3 clusters Score: Raw -26519.445321 + Penalty 980.040230 = -25539.405091 nChanged 0 SP:Iteration 17F (201.944946 sec): 3 clusters Score: Raw -26519.445321 + Penalty 980.040230 = -25539.405091 nChanged 0 Memory request: 0.02 GB would take us to total of 0.51 GB. Trying to split cluster 8 (2887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.959067 sec): 2 clusters Score: Raw -128814.993472 + Penalty 334.136238 = -128480.857234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.964698 sec): 3 clusters Score: Raw -127033.524589 + Penalty 674.011254 = -126359.513336 nChanged 1251 SP:Iteration 1F (201.970156 sec): 3 clusters Score: Raw -127903.190967 + Penalty 685.053080 = -127218.137887 nChanged 357 SP:Iteration 2F (201.975559 sec): 3 clusters Score: Raw -128235.057078 + Penalty 700.147674 = -127534.909404 nChanged 242 SP:Iteration 3F (201.980919 sec): 3 clusters Score: Raw -128486.124556 + Penalty 708.692898 = -127777.431658 nChanged 150 SP:Iteration 4F (201.986263 sec): 3 clusters Score: Raw -128577.320691 + Penalty 712.515856 = -127864.804835 nChanged 96 SP:Iteration 5Q (201.991319 sec): 3 clusters Score: Raw -128626.190549 + Penalty 714.637679 = -127911.552870 nChanged 60 SP:Iteration 6Q (201.996290 sec): 3 clusters Score: Raw -128654.439864 + Penalty 719.007713 = -127935.432151 nChanged 40 SP:Iteration 7Q (202.001433 sec): 3 clusters Score: Raw -128669.853632 + Penalty 721.772163 = -127948.081469 nChanged 29 SP:Iteration 8Q (202.006604 sec): 3 clusters Score: Raw -128678.730192 + Penalty 724.241806 = -127954.488387 nChanged 27 SP:Iteration 9Q (202.011838 sec): 3 clusters Score: Raw -128686.765046 + Penalty 725.086374 = -127961.678672 nChanged 17 SP:Iteration 10F (202.017273 sec): 3 clusters Score: Raw -128691.571771 + Penalty 725.844447 = -127965.727323 nChanged 15 SP:Iteration 11Q (202.022083 sec): 3 clusters Score: Raw -128696.844039 + Penalty 726.667402 = -127970.176636 nChanged 24 SP:Iteration 12Q (202.026866 sec): 3 clusters Score: Raw -128704.043760 + Penalty 729.422635 = -127974.621125 nChanged 17 SP:Iteration 13Q (202.031628 sec): 3 clusters Score: Raw -128707.871958 + Penalty 732.569398 = -127975.302560 nChanged 12 SP:Iteration 14Q (202.036371 sec): 3 clusters Score: Raw -128710.183765 + Penalty 734.699709 = -127975.484056 nChanged 12 SP:Iteration 15Q (202.041142 sec): 3 clusters Score: Raw -128711.520953 + Penalty 735.077098 = -127976.443855 nChanged 8 SP:Iteration 16Q (202.045994 sec): 3 clusters Score: Raw -128713.206271 + Penalty 737.130587 = -127976.075684 nChanged 8 SP:Iteration 17F (202.051303 sec): 3 clusters Score: Raw -128714.574641 + Penalty 737.394734 = -127977.179907 nChanged 4 SP:Iteration 18Q (202.056013 sec): 3 clusters Score: Raw -128715.460355 + Penalty 737.853777 = -127977.606577 nChanged 4 SP:Iteration 19Q (202.060718 sec): 3 clusters Score: Raw -128716.188585 + Penalty 738.290110 = -127977.898476 nChanged 6 SP:Iteration 20F (202.066115 sec): 3 clusters Score: Raw -128717.728479 + Penalty 738.724005 = -127979.004474 nChanged 13 SP:Iteration 21Q (202.070810 sec): 3 clusters Score: Raw -128722.521689 + Penalty 741.712855 = -127980.808833 nChanged 13 SP:Iteration 22Q (202.075493 sec): 3 clusters Score: Raw -128726.685516 + Penalty 742.544053 = -127984.141463 nChanged 17 SP:Iteration 23Q (202.080159 sec): 3 clusters Score: Raw -128731.484988 + Penalty 744.044164 = -127987.440824 nChanged 17 SP:Iteration 24Q (202.084808 sec): 3 clusters Score: Raw -128736.286194 + Penalty 745.043711 = -127991.242483 nChanged 18 SP:Iteration 25Q (202.089436 sec): 3 clusters Score: Raw -128740.814194 + Penalty 749.676340 = -127991.137854 nChanged 20 SP:Iteration 26F (202.094865 sec): 3 clusters Score: Raw -128747.000849 + Penalty 753.638979 = -127993.361870 nChanged 20 SP:Iteration 27Q (202.099516 sec): 3 clusters Score: Raw -128754.185913 + Penalty 758.320232 = -127995.865681 nChanged 22 SP:Iteration 28Q (202.104135 sec): 3 clusters Score: Raw -128762.500787 + Penalty 759.946211 = -128002.554576 nChanged 21 SP:Iteration 29Q (202.108703 sec): 3 clusters Score: Raw -128768.374551 + Penalty 761.990259 = -128006.384292 nChanged 10 SP:Iteration 30F (202.113955 sec): 3 clusters Score: Raw -128771.291628 + Penalty 766.043692 = -128005.247936 nChanged 16 SP:Iteration 31F (202.119280 sec): 3 clusters Score: Raw -128776.957795 + Penalty 763.734115 = -128013.223680 nChanged 16 SP:Iteration 32Q (202.123774 sec): 3 clusters Score: Raw -128782.820063 + Penalty 766.210149 = -128016.609914 nChanged 18 SP:Iteration 33Q (202.128228 sec): 3 clusters Score: Raw -128790.958514 + Penalty 770.561760 = -128020.396754 nChanged 24 SP:Iteration 34Q (202.132665 sec): 3 clusters Score: Raw -128802.696488 + Penalty 770.434317 = -128032.262171 nChanged 13 SP:Iteration 35Q (202.137059 sec): 3 clusters Score: Raw -128811.414541 + Penalty 774.713215 = -128036.701326 nChanged 16 SP:Iteration 36Q (202.141442 sec): 3 clusters Score: Raw -128819.533676 + Penalty 778.382230 = -128041.151447 nChanged 9 SP:Iteration 37Q (202.145850 sec): 3 clusters Score: Raw -128823.533214 + Penalty 781.805032 = -128041.728182 nChanged 11 SP:Iteration 38Q (202.150220 sec): 3 clusters Score: Raw -128828.767548 + Penalty 783.384474 = -128045.383074 nChanged 11 SP:Iteration 39Q (202.154570 sec): 3 clusters Score: Raw -128835.098357 + Penalty 785.844115 = -128049.254242 nChanged 7 SP:Iteration 40F (202.159781 sec): 3 clusters Score: Raw -128837.838105 + Penalty 787.975379 = -128049.862726 nChanged 4 SP:Iteration 41Q (202.164083 sec): 3 clusters Score: Raw -128838.813059 + Penalty 789.612577 = -128049.200481 nChanged 3 SP:Iteration 42F (202.169261 sec): 3 clusters Score: Raw -128839.792712 + Penalty 791.888630 = -128047.904082 nChanged 5 SP:Iteration 43F (202.174437 sec): 3 clusters Score: Raw -128841.902449 + Penalty 791.944903 = -128049.957546 nChanged 2 SP:Iteration 44Q (202.178706 sec): 3 clusters Score: Raw -128843.317855 + Penalty 792.653342 = -128050.664513 nChanged 2 SP:Iteration 45Q (202.182975 sec): 3 clusters Score: Raw -128844.290541 + Penalty 792.814842 = -128051.475699 nChanged 1 SP:Iteration 46Q (202.187232 sec): 3 clusters Score: Raw -128844.632443 + Penalty 794.095976 = -128050.536466 nChanged 1 SP:Iteration 47F (202.192407 sec): 3 clusters Score: Raw -128845.610386 + Penalty 793.594422 = -128052.015964 nChanged 2 SP:Iteration 48Q (202.196697 sec): 3 clusters Score: Raw -128846.351730 + Penalty 793.594422 = -128052.757308 nChanged 0 SP:Iteration 49F (202.201873 sec): 3 clusters Score: Raw -128846.351730 + Penalty 793.594422 = -128052.757308 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 9 (904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.206999 sec): 2 clusters Score: Raw -44573.018454 + Penalty 309.137855 = -44263.880599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.209029 sec): 3 clusters Score: Raw -44101.281834 + Penalty 619.070079 = -43482.211755 nChanged 347 SP:Iteration 1F (202.210913 sec): 3 clusters Score: Raw -44305.654114 + Penalty 619.969777 = -43685.684336 nChanged 76 SP:Iteration 2F (202.212807 sec): 3 clusters Score: Raw -44349.699081 + Penalty 620.079554 = -43729.619527 nChanged 65 SP:Iteration 3F (202.214661 sec): 3 clusters Score: Raw -44392.796517 + Penalty 619.464762 = -43773.331755 nChanged 57 SP:Iteration 4F (202.216573 sec): 3 clusters Score: Raw -44426.431767 + Penalty 620.735484 = -43805.696283 nChanged 46 SP:Iteration 5F (202.218486 sec): 3 clusters Score: Raw -44459.131618 + Penalty 623.022895 = -43836.108724 nChanged 36 SP:Iteration 6Q (202.220369 sec): 3 clusters Score: Raw -44485.903032 + Penalty 624.383315 = -43861.519717 nChanged 42 SP:Iteration 7Q (202.222258 sec): 3 clusters Score: Raw -44519.246146 + Penalty 631.775938 = -43887.470207 nChanged 41 SP:Iteration 8Q (202.224147 sec): 3 clusters Score: Raw -44565.556776 + Penalty 640.106855 = -43925.449922 nChanged 34 SP:Iteration 9Q (202.226036 sec): 3 clusters Score: Raw -44608.114857 + Penalty 645.141955 = -43962.972903 nChanged 41 SP:Iteration 10F (202.227929 sec): 3 clusters Score: Raw -44640.999336 + Penalty 647.720619 = -43993.278717 nChanged 21 SP:Iteration 11Q (202.229817 sec): 3 clusters Score: Raw -44658.334137 + Penalty 646.422705 = -44011.911432 nChanged 14 SP:Iteration 12Q (202.231707 sec): 3 clusters Score: Raw -44673.051091 + Penalty 647.553443 = -44025.497648 nChanged 16 SP:Iteration 13Q (202.233591 sec): 3 clusters Score: Raw -44681.334686 + Penalty 648.097113 = -44033.237574 nChanged 7 SP:Iteration 14Q (202.235472 sec): 3 clusters Score: Raw -44684.039391 + Penalty 646.854856 = -44037.184535 nChanged 8 SP:Iteration 15Q (202.237348 sec): 3 clusters Score: Raw -44686.971000 + Penalty 647.182697 = -44039.788303 nChanged 3 SP:Iteration 16Q (202.239223 sec): 3 clusters Score: Raw -44689.469938 + Penalty 646.466007 = -44043.003931 nChanged 3 SP:Iteration 17Q (202.241096 sec): 3 clusters Score: Raw -44691.213886 + Penalty 646.845027 = -44044.368858 nChanged 1 SP:Iteration 18Q (202.243009 sec): 3 clusters Score: Raw -44691.732598 + Penalty 646.845027 = -44044.887571 nChanged 0 SP:Iteration 19F (202.244950 sec): 3 clusters Score: Raw -44691.732598 + Penalty 646.845027 = -44044.887571 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 10 (858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.248001 sec): 2 clusters Score: Raw -37855.255278 + Penalty 553.870784 = -37301.384493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.249789 sec): 3 clusters Score: Raw -37464.684415 + Penalty 1129.225061 = -36335.459355 nChanged 303 SP:Iteration 1F (202.251531 sec): 3 clusters Score: Raw -37744.282778 + Penalty 1159.189755 = -36585.093023 nChanged 113 SP:Iteration 2F (202.253253 sec): 3 clusters Score: Raw -37910.567648 + Penalty 1190.024977 = -36720.542670 nChanged 80 SP:Iteration 3F (202.255014 sec): 3 clusters Score: Raw -38002.135104 + Penalty 1205.237178 = -36796.897926 nChanged 29 SP:Iteration 4Q (202.256715 sec): 3 clusters Score: Raw -38034.609864 + Penalty 1214.780255 = -36819.829608 nChanged 15 SP:Iteration 5Q (202.258354 sec): 3 clusters Score: Raw -38048.618908 + Penalty 1217.080624 = -36831.538285 nChanged 6 SP:Iteration 6Q (202.260006 sec): 3 clusters Score: Raw -38055.763385 + Penalty 1219.728527 = -36836.034859 nChanged 3 SP:Iteration 7Q (202.261659 sec): 3 clusters Score: Raw -38059.135406 + Penalty 1220.922541 = -36838.212865 nChanged 3 SP:Iteration 8Q (202.263307 sec): 3 clusters Score: Raw -38063.868172 + Penalty 1223.227133 = -36840.641039 nChanged 5 SP:Iteration 9Q (202.264974 sec): 3 clusters Score: Raw -38069.058044 + Penalty 1224.160526 = -36844.897519 nChanged 2 SP:Iteration 10F (202.266702 sec): 3 clusters Score: Raw -38070.935237 + Penalty 1225.039273 = -36845.895964 nChanged 1 SP:Iteration 11Q (202.268341 sec): 3 clusters Score: Raw -38071.586811 + Penalty 1225.329835 = -36846.256976 nChanged 1 SP:Iteration 12Q (202.269956 sec): 3 clusters Score: Raw -38072.018763 + Penalty 1226.133930 = -36845.884834 nChanged 1 SP:Iteration 13F (202.271656 sec): 3 clusters Score: Raw -38072.443247 + Penalty 1226.897957 = -36845.545290 nChanged 1 SP:Iteration 14F (202.273354 sec): 3 clusters Score: Raw -38072.853088 + Penalty 1226.438951 = -36846.414137 nChanged 1 SP:Iteration 15Q (202.275020 sec): 3 clusters Score: Raw -38073.246700 + Penalty 1226.438951 = -36846.807748 nChanged 0 SP:Iteration 16F (202.276748 sec): 3 clusters Score: Raw -38073.246700 + Penalty 1226.438951 = -36846.807748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 11 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.278647 sec): 2 clusters Score: Raw -13304.111127 + Penalty 532.466168 = -12771.644958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.279394 sec): 3 clusters Score: Raw -13251.593458 + Penalty 1065.181994 = -12186.411464 nChanged 70 SP:Iteration 1F (202.280124 sec): 3 clusters Score: Raw -13333.906956 + Penalty 1073.527749 = -12260.379207 nChanged 20 SP:Iteration 2F (202.280856 sec): 3 clusters Score: Raw -13370.348118 + Penalty 1086.865669 = -12283.482449 nChanged 18 SP:Iteration 3F (202.281595 sec): 3 clusters Score: Raw -13405.134818 + Penalty 1096.854665 = -12308.280153 nChanged 7 SP:Iteration 4Q (202.282305 sec): 3 clusters Score: Raw -13415.792096 + Penalty 1104.160443 = -12311.631653 nChanged 5 SP:Iteration 5Q (202.283009 sec): 3 clusters Score: Raw -13423.240160 + Penalty 1105.790646 = -12317.449514 nChanged 4 SP:Iteration 6Q (202.283707 sec): 3 clusters Score: Raw -13434.143194 + Penalty 1105.530526 = -12328.612668 nChanged 6 SP:Iteration 7Q (202.284397 sec): 3 clusters Score: Raw -13455.836271 + Penalty 1105.713477 = -12350.122795 nChanged 7 SP:Iteration 8Q (202.285084 sec): 3 clusters Score: Raw -13481.809367 + Penalty 1106.991088 = -12374.818279 nChanged 5 SP:Iteration 9Q (202.285761 sec): 3 clusters Score: Raw -13497.818611 + Penalty 1113.160983 = -12384.657628 nChanged 5 SP:Iteration 10F (202.286497 sec): 3 clusters Score: Raw -13518.663195 + Penalty 1122.471109 = -12396.192086 nChanged 6 SP:Iteration 11Q (202.287164 sec): 3 clusters Score: Raw -13539.932404 + Penalty 1124.002396 = -12415.930008 nChanged 3 SP:Iteration 12Q (202.287826 sec): 3 clusters Score: Raw -13550.445530 + Penalty 1127.565037 = -12422.880494 nChanged 2 SP:Iteration 13Q (202.288486 sec): 3 clusters Score: Raw -13560.827327 + Penalty 1128.563111 = -12432.264217 nChanged 1 SP:Iteration 14Q (202.289142 sec): 3 clusters Score: Raw -13562.479196 + Penalty 1130.249546 = -12432.229650 nChanged 1 SP:Iteration 15F (202.289879 sec): 3 clusters Score: Raw -13567.610080 + Penalty 1130.249546 = -12437.360534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 12 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.292379 sec): 2 clusters Score: Raw -13553.531784 + Penalty 593.372760 = -12960.159024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.293212 sec): 3 clusters Score: Raw -13451.745210 + Penalty 1184.303662 = -12267.441548 nChanged 75 SP:Iteration 1F (202.294028 sec): 3 clusters Score: Raw -13539.392605 + Penalty 1183.724196 = -12355.668409 nChanged 26 SP:Iteration 2F (202.294858 sec): 3 clusters Score: Raw -13576.605062 + Penalty 1187.496109 = -12389.108954 nChanged 12 SP:Iteration 3Q (202.295652 sec): 3 clusters Score: Raw -13595.806805 + Penalty 1187.480424 = -12408.326381 nChanged 7 SP:Iteration 4Q (202.296442 sec): 3 clusters Score: Raw -13610.829509 + Penalty 1187.701428 = -12423.128081 nChanged 7 SP:Iteration 5Q (202.297224 sec): 3 clusters Score: Raw -13623.000732 + Penalty 1189.696523 = -12433.304208 nChanged 3 SP:Iteration 6Q (202.297994 sec): 3 clusters Score: Raw -13628.755393 + Penalty 1192.329041 = -12436.426352 nChanged 4 SP:Iteration 7Q (202.298791 sec): 3 clusters Score: Raw -13635.577863 + Penalty 1194.377513 = -12441.200350 nChanged 5 SP:Iteration 8Q (202.299557 sec): 3 clusters Score: Raw -13642.371181 + Penalty 1194.653498 = -12447.717683 nChanged 4 SP:Iteration 9Q (202.300319 sec): 3 clusters Score: Raw -13645.940411 + Penalty 1195.338899 = -12450.601512 nChanged 2 SP:Iteration 10F (202.301124 sec): 3 clusters Score: Raw -13650.287419 + Penalty 1195.669388 = -12454.618031 nChanged 3 SP:Iteration 11Q (202.301885 sec): 3 clusters Score: Raw -13654.935180 + Penalty 1195.004763 = -12459.930417 nChanged 1 SP:Iteration 12Q (202.302638 sec): 3 clusters Score: Raw -13656.827376 + Penalty 1195.004763 = -12461.822613 nChanged 0 SP:Iteration 13F (202.303444 sec): 3 clusters Score: Raw -13656.827376 + Penalty 1195.004763 = -12461.822613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 13 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.305682 sec): 2 clusters Score: Raw -14902.189550 + Penalty 285.401059 = -14616.788491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.306545 sec): 3 clusters Score: Raw -14748.711367 + Penalty 561.700514 = -14187.010853 nChanged 109 SP:Iteration 1F (202.307402 sec): 3 clusters Score: Raw -14861.043151 + Penalty 554.823526 = -14306.219624 nChanged 35 SP:Iteration 2F (202.308258 sec): 3 clusters Score: Raw -14912.120763 + Penalty 554.824410 = -14357.296354 nChanged 24 SP:Iteration 3F (202.309116 sec): 3 clusters Score: Raw -14941.892149 + Penalty 561.271276 = -14380.620873 nChanged 15 SP:Iteration 4Q (202.309937 sec): 3 clusters Score: Raw -14959.977715 + Penalty 566.410223 = -14393.567491 nChanged 10 SP:Iteration 5Q (202.310753 sec): 3 clusters Score: Raw -14968.656668 + Penalty 568.848178 = -14399.808490 nChanged 5 SP:Iteration 6Q (202.311566 sec): 3 clusters Score: Raw -14975.247174 + Penalty 570.302525 = -14404.944650 nChanged 5 SP:Iteration 7Q (202.312373 sec): 3 clusters Score: Raw -14978.731695 + Penalty 571.823315 = -14406.908380 nChanged 3 SP:Iteration 8Q (202.313175 sec): 3 clusters Score: Raw -14980.815837 + Penalty 573.447624 = -14407.368213 nChanged 3 SP:Iteration 9Q (202.313976 sec): 3 clusters Score: Raw -14983.373803 + Penalty 577.171475 = -14406.202327 nChanged 7 SP:Iteration 10F (202.314817 sec): 3 clusters Score: Raw -14987.940332 + Penalty 579.006402 = -14408.933929 nChanged 3 SP:Iteration 11Q (202.315613 sec): 3 clusters Score: Raw -14989.421927 + Penalty 582.071289 = -14407.350638 nChanged 5 SP:Iteration 12F (202.316452 sec): 3 clusters Score: Raw -14991.780070 + Penalty 582.773778 = -14409.006292 nChanged 1 SP:Iteration 13Q (202.317244 sec): 3 clusters Score: Raw -14992.433686 + Penalty 583.920079 = -14408.513606 nChanged 2 SP:Iteration 14F (202.318081 sec): 3 clusters Score: Raw -14993.165896 + Penalty 584.612328 = -14408.553567 nChanged 1 SP:Iteration 15Q (202.318869 sec): 3 clusters Score: Raw -14993.668934 + Penalty 586.118999 = -14407.549936 nChanged 2 SP:Iteration 16F (202.319707 sec): 3 clusters Score: Raw -14993.980133 + Penalty 586.118999 = -14407.861135 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 14 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.322020 sec): 2 clusters Score: Raw -28792.110614 + Penalty 721.884417 = -28070.226197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.323349 sec): 3 clusters Score: Raw -28587.143336 + Penalty 1448.230223 = -27138.913113 nChanged 173 SP:Iteration 1F (202.324664 sec): 3 clusters Score: Raw -28771.916988 + Penalty 1461.204228 = -27310.712760 nChanged 71 SP:Iteration 2F (202.325988 sec): 3 clusters Score: Raw -28944.132715 + Penalty 1473.560304 = -27470.572412 nChanged 45 SP:Iteration 3F (202.327313 sec): 3 clusters Score: Raw -29131.132549 + Penalty 1469.449946 = -27661.682603 nChanged 26 SP:Iteration 4Q (202.328573 sec): 3 clusters Score: Raw -29217.934998 + Penalty 1459.407291 = -27758.527707 nChanged 29 SP:Iteration 5Q (202.329829 sec): 3 clusters Score: Raw -29261.195109 + Penalty 1448.563147 = -27812.631962 nChanged 25 SP:Iteration 6Q (202.331039 sec): 3 clusters Score: Raw -29298.525745 + Penalty 1438.338370 = -27860.187375 nChanged 23 SP:Iteration 7Q (202.332244 sec): 3 clusters Score: Raw -29338.161051 + Penalty 1426.005855 = -27912.155196 nChanged 25 SP:Iteration 8Q (202.333427 sec): 3 clusters Score: Raw -29391.863485 + Penalty 1417.438762 = -27974.424723 nChanged 17 SP:Iteration 9Q (202.334595 sec): 3 clusters Score: Raw -29443.123415 + Penalty 1406.709321 = -28036.414094 nChanged 22 SP:Iteration 10F (202.335864 sec): 3 clusters Score: Raw -29487.587677 + Penalty 1400.609624 = -28086.978053 nChanged 12 SP:Iteration 11Q (202.337070 sec): 3 clusters Score: Raw -29523.079606 + Penalty 1390.632488 = -28132.447118 nChanged 15 SP:Iteration 12Q (202.338202 sec): 3 clusters Score: Raw -29563.632497 + Penalty 1387.373651 = -28176.258846 nChanged 5 SP:Iteration 13Q (202.339304 sec): 3 clusters Score: Raw -29573.344201 + Penalty 1385.570389 = -28187.773812 nChanged 2 SP:Iteration 14Q (202.340401 sec): 3 clusters Score: Raw -29575.864108 + Penalty 1383.852757 = -28192.011352 nChanged 2 SP:Iteration 15Q (202.341496 sec): 3 clusters Score: Raw -29584.564057 + Penalty 1381.433774 = -28203.130283 nChanged 2 SP:Iteration 16Q (202.342604 sec): 3 clusters Score: Raw -29588.909448 + Penalty 1380.877389 = -28208.032059 nChanged 1 SP:Iteration 17Q (202.343689 sec): 3 clusters Score: Raw -29592.250213 + Penalty 1378.823117 = -28213.427096 nChanged 3 SP:Iteration 18Q (202.344773 sec): 3 clusters Score: Raw -29596.640836 + Penalty 1377.144382 = -28219.496454 nChanged 3 SP:Iteration 19Q (202.345851 sec): 3 clusters Score: Raw -29602.448077 + Penalty 1375.980767 = -28226.467310 nChanged 3 SP:Iteration 20F (202.347127 sec): 3 clusters Score: Raw -29610.406562 + Penalty 1373.263819 = -28237.142743 nChanged 3 SP:Iteration 21Q (202.348200 sec): 3 clusters Score: Raw -29617.212580 + Penalty 1372.293319 = -28244.919261 nChanged 1 SP:Iteration 22Q (202.349270 sec): 3 clusters Score: Raw -29619.490244 + Penalty 1371.874193 = -28247.616051 nChanged 1 SP:Iteration 23Q (202.350338 sec): 3 clusters Score: Raw -29620.514297 + Penalty 1371.071463 = -28249.442833 nChanged 1 SP:Iteration 24Q (202.351408 sec): 3 clusters Score: Raw -29621.541949 + Penalty 1371.071463 = -28250.470485 nChanged 0 SP:Iteration 25F (202.352681 sec): 3 clusters Score: Raw -29621.541949 + Penalty 1371.071463 = -28250.470485 nChanged 0 Score: Raw -2189397.870758 + Penalty 36310.696497 = -2153087.174261 Splitting cluster 14 changes total score from -2122731.500586 to -2153087.174261 So it's getting split into cluster 4. Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 15 (353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (203.481811 sec): 2 clusters Score: Raw -14351.159167 + Penalty 717.927513 = -13633.231654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (203.482679 sec): 3 clusters Score: Raw -14295.141060 + Penalty 1434.152387 = -12860.988673 nChanged 74 SP:Iteration 1F (203.483530 sec): 3 clusters Score: Raw -14396.450908 + Penalty 1435.750842 = -12960.700066 nChanged 30 SP:Iteration 2F (203.484378 sec): 3 clusters Score: Raw -14462.786972 + Penalty 1435.707930 = -13027.079042 nChanged 14 SP:Iteration 3Q (203.485192 sec): 3 clusters Score: Raw -14485.091794 + Penalty 1436.026811 = -13049.064983 nChanged 5 SP:Iteration 4Q (203.485973 sec): 3 clusters Score: Raw -14492.014860 + Penalty 1435.672224 = -13056.342636 nChanged 5 SP:Iteration 5Q (203.486751 sec): 3 clusters Score: Raw -14500.898987 + Penalty 1436.039269 = -13064.859718 nChanged 3 SP:Iteration 6Q (203.487528 sec): 3 clusters Score: Raw -14507.655566 + Penalty 1436.039269 = -13071.616297 nChanged 0 SP:Iteration 7F (203.488340 sec): 3 clusters Score: Raw -14507.655566 + Penalty 1436.039269 = -13071.616297 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 17 (1215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (203.494069 sec): 2 clusters Score: Raw -56979.121065 + Penalty 288.020256 = -56691.100809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (203.496384 sec): 3 clusters Score: Raw -56282.896838 + Penalty 568.733069 = -55714.163769 nChanged 501 SP:Iteration 1F (203.498662 sec): 3 clusters Score: Raw -56627.381581 + Penalty 559.939530 = -56067.442050 nChanged 128 SP:Iteration 2F (203.500937 sec): 3 clusters Score: Raw -56733.732236 + Penalty 553.606981 = -56180.125255 nChanged 70 SP:Iteration 3F (203.503216 sec): 3 clusters Score: Raw -56801.370169 + Penalty 552.114710 = -56249.255458 nChanged 63 SP:Iteration 4F (203.505493 sec): 3 clusters Score: Raw -56851.505149 + Penalty 554.592128 = -56296.913021 nChanged 52 SP:Iteration 5Q (203.507721 sec): 3 clusters Score: Raw -56895.471813 + Penalty 562.258049 = -56333.213764 nChanged 56 SP:Iteration 6Q (203.509944 sec): 3 clusters Score: Raw -56942.310594 + Penalty 569.005959 = -56373.304635 nChanged 47 SP:Iteration 7Q (203.512167 sec): 3 clusters Score: Raw -56974.629814 + Penalty 575.663264 = -56398.966550 nChanged 37 SP:Iteration 8Q (203.514381 sec): 3 clusters Score: Raw -57000.778410 + Penalty 582.673029 = -56418.105380 nChanged 33 SP:Iteration 9Q (203.516590 sec): 3 clusters Score: Raw -57025.975712 + Penalty 587.562903 = -56438.412809 nChanged 26 SP:Iteration 10F (203.518863 sec): 3 clusters Score: Raw -57042.231962 + Penalty 590.880309 = -56451.351653 nChanged 15 SP:Iteration 11Q (203.521079 sec): 3 clusters Score: Raw -57048.941448 + Penalty 593.109971 = -56455.831477 nChanged 9 SP:Iteration 12Q (203.523285 sec): 3 clusters Score: Raw -57055.346034 + Penalty 595.727439 = -56459.618595 nChanged 12 SP:Iteration 13Q (203.525483 sec): 3 clusters Score: Raw -57058.785191 + Penalty 597.929156 = -56460.856035 nChanged 10 SP:Iteration 14Q (203.527674 sec): 3 clusters Score: Raw -57061.633641 + Penalty 599.498787 = -56462.134855 nChanged 7 SP:Iteration 15Q (203.529863 sec): 3 clusters Score: Raw -57063.236682 + Penalty 599.723146 = -56463.513536 nChanged 1 SP:Iteration 16Q (203.532050 sec): 3 clusters Score: Raw -57063.388031 + Penalty 599.723146 = -56463.664885 nChanged 0 SP:Iteration 17F (203.534400 sec): 3 clusters Score: Raw -57063.388031 + Penalty 599.723146 = -56463.664885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 18 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (203.536429 sec): 2 clusters Score: Raw -16034.235528 + Penalty 129.905051 = -15904.330476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (203.537242 sec): 3 clusters Score: Raw -15848.717112 + Penalty 259.896555 = -15588.820557 nChanged 130 SP:Iteration 1F (203.538039 sec): 3 clusters Score: Raw -15927.343612 + Penalty 257.786381 = -15669.557232 nChanged 37 SP:Iteration 2F (203.538829 sec): 3 clusters Score: Raw -15959.238879 + Penalty 257.380822 = -15701.858057 nChanged 19 SP:Iteration 3F (203.539616 sec): 3 clusters Score: Raw -15968.296627 + Penalty 256.712198 = -15711.584430 nChanged 13 SP:Iteration 4Q (203.540377 sec): 3 clusters Score: Raw -15973.847665 + Penalty 256.523589 = -15717.324076 nChanged 7 SP:Iteration 5Q (203.541142 sec): 3 clusters Score: Raw -15977.270722 + Penalty 256.636429 = -15720.634293 nChanged 3 SP:Iteration 6Q (203.541901 sec): 3 clusters Score: Raw -15977.837171 + Penalty 256.994868 = -15720.842303 nChanged 3 SP:Iteration 7Q (203.542653 sec): 3 clusters Score: Raw -15979.511740 + Penalty 257.116005 = -15722.395735 nChanged 1 SP:Iteration 8Q (203.543407 sec): 3 clusters Score: Raw -15979.661651 + Penalty 257.116005 = -15722.545646 nChanged 0 SP:Iteration 9F (203.544173 sec): 3 clusters Score: Raw -15979.661651 + Penalty 257.116005 = -15722.545646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 19 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (203.545526 sec): 2 clusters Score: Raw -6103.431532 + Penalty 371.613399 = -5731.818133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (203.546008 sec): 3 clusters Score: Raw -6135.922464 + Penalty 742.233062 = -5393.689402 nChanged 28 SP:Iteration 1F (203.546482 sec): 3 clusters Score: Raw -6195.243460 + Penalty 735.118351 = -5460.125109 nChanged 8 SP:Iteration 2F (203.546955 sec): 3 clusters Score: Raw -6219.017639 + Penalty 732.671322 = -5486.346318 nChanged 5 SP:Iteration 3Q (203.547412 sec): 3 clusters Score: Raw -6237.681539 + Penalty 732.201140 = -5505.480399 nChanged 3 SP:Iteration 4Q (203.547861 sec): 3 clusters Score: Raw -6247.245699 + Penalty 732.743009 = -5514.502690 nChanged 2 SP:Iteration 5Q (203.548309 sec): 3 clusters Score: Raw -6267.383446 + Penalty 732.952375 = -5534.431071 nChanged 4 SP:Iteration 6Q (203.548753 sec): 3 clusters Score: Raw -6310.719084 + Penalty 731.489362 = -5579.229722 nChanged 3 SP:Iteration 7Q (203.549193 sec): 3 clusters Score: Raw -6319.987442 + Penalty 731.489362 = -5588.498080 nChanged 0 SP:Iteration 8F (203.549665 sec): 3 clusters Score: Raw -6319.987442 + Penalty 731.489362 = -5588.498080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 21 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (203.551929 sec): 2 clusters Score: Raw -17194.359162 + Penalty 830.509118 = -16363.850044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (203.553007 sec): 3 clusters Score: Raw -17057.504953 + Penalty 1662.055411 = -15395.449542 nChanged 123 SP:Iteration 1F (203.554068 sec): 3 clusters Score: Raw -17249.022842 + Penalty 1661.707848 = -15587.314994 nChanged 37 SP:Iteration 2F (203.555127 sec): 3 clusters Score: Raw -17314.578500 + Penalty 1661.519000 = -15653.059500 nChanged 17 SP:Iteration 3Q (203.556149 sec): 3 clusters Score: Raw -17346.387929 + Penalty 1661.215134 = -15685.172795 nChanged 12 SP:Iteration 4Q (203.557163 sec): 3 clusters Score: Raw -17367.846919 + Penalty 1661.130978 = -15706.715941 nChanged 8 SP:Iteration 5Q (203.558173 sec): 3 clusters Score: Raw -17381.773237 + Penalty 1661.198503 = -15720.574735 nChanged 5 SP:Iteration 6Q (203.559201 sec): 3 clusters Score: Raw -17386.640281 + Penalty 1660.983459 = -15725.656821 nChanged 5 SP:Iteration 7Q (203.560209 sec): 3 clusters Score: Raw -17393.005049 + Penalty 1660.916138 = -15732.088911 nChanged 1 SP:Iteration 8Q (203.561215 sec): 3 clusters Score: Raw -17395.550213 + Penalty 1660.806816 = -15734.743397 nChanged 2 SP:Iteration 9Q (203.562223 sec): 3 clusters Score: Raw -17396.223859 + Penalty 1660.806816 = -15735.417043 nChanged 0 SP:Iteration 10F (203.563280 sec): 3 clusters Score: Raw -17396.223859 + Penalty 1660.806816 = -15735.417043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 22 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (203.565105 sec): 2 clusters Score: Raw -17216.635846 + Penalty 404.061422 = -16812.574424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (203.565896 sec): 3 clusters Score: Raw -17049.238056 + Penalty 807.755184 = -16241.482871 nChanged 102 SP:Iteration 1F (203.566670 sec): 3 clusters Score: Raw -17127.714305 + Penalty 807.833876 = -16319.880429 nChanged 37 SP:Iteration 2F (203.567445 sec): 3 clusters Score: Raw -17158.924703 + Penalty 808.048699 = -16350.876005 nChanged 23 SP:Iteration 3F (203.568220 sec): 3 clusters Score: Raw -17179.879007 + Penalty 808.104512 = -16371.774495 nChanged 13 SP:Iteration 4Q (203.568987 sec): 3 clusters Score: Raw -17190.841558 + Penalty 808.078320 = -16382.763238 nChanged 12 SP:Iteration 5Q (203.569749 sec): 3 clusters Score: Raw -17199.238409 + Penalty 808.008672 = -16391.229737 nChanged 9 SP:Iteration 6Q (203.570509 sec): 3 clusters Score: Raw -17204.552408 + Penalty 808.043089 = -16396.509319 nChanged 5 SP:Iteration 7Q (203.571268 sec): 3 clusters Score: Raw -17208.746705 + Penalty 807.885931 = -16400.860774 nChanged 6 SP:Iteration 8Q (203.572063 sec): 3 clusters Score: Raw -17216.393053 + Penalty 807.664884 = -16408.728168 nChanged 10 SP:Iteration 9Q (203.572822 sec): 3 clusters Score: Raw -17228.724549 + Penalty 807.221056 = -16421.503493 nChanged 10 SP:Iteration 10F (203.573597 sec): 3 clusters Score: Raw -17236.434578 + Penalty 807.580006 = -16428.854572 nChanged 5 SP:Iteration 11Q (203.574354 sec): 3 clusters Score: Raw -17238.113023 + Penalty 807.595715 = -16430.517308 nChanged 2 SP:Iteration 12Q (203.575108 sec): 3 clusters Score: Raw -17238.214534 + Penalty 807.595715 = -16430.618819 nChanged 0 SP:Iteration 13F (203.575880 sec): 3 clusters Score: Raw -17238.214534 + Penalty 807.595715 = -16430.618819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 25 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (203.577361 sec): 2 clusters Score: Raw -11098.366047 + Penalty 294.999684 = -10803.366364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (203.577968 sec): 3 clusters Score: Raw -10999.449120 + Penalty 589.332119 = -10410.117001 nChanged 64 SP:Iteration 1F (203.578567 sec): 3 clusters Score: Raw -11053.146977 + Penalty 589.329004 = -10463.817973 nChanged 16 SP:Iteration 2F (203.579166 sec): 3 clusters Score: Raw -11068.618436 + Penalty 588.894354 = -10479.724082 nChanged 8 SP:Iteration 3Q (203.579811 sec): 3 clusters Score: Raw -11072.948097 + Penalty 588.816241 = -10484.131856 nChanged 4 SP:Iteration 4Q (203.580449 sec): 3 clusters Score: Raw -11077.239313 + Penalty 590.117714 = -10487.121599 nChanged 5 SP:Iteration 5Q (203.581150 sec): 3 clusters Score: Raw -11080.951183 + Penalty 589.711143 = -10491.240041 nChanged 2 SP:Iteration 6Q (203.581871 sec): 3 clusters Score: Raw -11082.176537 + Penalty 590.002449 = -10492.174087 nChanged 1 SP:Iteration 7Q (203.582535 sec): 3 clusters Score: Raw -11082.359196 + Penalty 590.430308 = -10491.928888 nChanged 1 SP:Iteration 8F (203.583211 sec): 3 clusters Score: Raw -11082.625688 + Penalty 591.022351 = -10491.603337 nChanged 1 SP:Iteration 9F (203.583870 sec): 3 clusters Score: Raw -11083.104758 + Penalty 592.013471 = -10491.091287 nChanged 2 SP:Iteration 10F (203.584509 sec): 3 clusters Score: Raw -11084.670087 + Penalty 592.738787 = -10491.931300 nChanged 1 SP:Iteration 11Q (203.585116 sec): 3 clusters Score: Raw -11084.932120 + Penalty 595.231545 = -10489.700574 nChanged 3 SP:Iteration 12F (203.585730 sec): 3 clusters Score: Raw -11087.149902 + Penalty 598.303129 = -10488.846773 nChanged 5 SP:Iteration 13F (203.586345 sec): 3 clusters Score: Raw -11089.732435 + Penalty 603.874723 = -10485.857712 nChanged 6 SP:Iteration 14F (203.586959 sec): 3 clusters Score: Raw -11093.441794 + Penalty 613.337793 = -10480.104001 nChanged 7 SP:Iteration 15F (203.587573 sec): 3 clusters Score: Raw -11101.599808 + Penalty 616.954769 = -10484.645040 nChanged 4 SP:Iteration 16Q (203.588179 sec): 3 clusters Score: Raw -11103.579736 + Penalty 621.752481 = -10481.827255 nChanged 3 SP:Iteration 17F (203.588799 sec): 3 clusters Score: Raw -11104.070946 + Penalty 621.752481 = -10482.318465 nChanged 0 Memory request: 0.09 GB would take us to total of 0.59 GB. Trying to split cluster 26 (20157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (203.680809 sec): 2 clusters Score: Raw -830126.742660 + Penalty 254.315696 = -829872.426965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (203.718562 sec): 3 clusters Score: Raw -816581.289259 + Penalty 532.653513 = -816048.635746 nChanged 9632 SP:Iteration 1F (203.755746 sec): 3 clusters Score: Raw -822562.780221 + Penalty 565.322876 = -821997.457344 nChanged 2808 SP:Iteration 2F (203.792858 sec): 3 clusters Score: Raw -824605.333809 + Penalty 585.902377 = -824019.431431 nChanged 1795 SP:Iteration 3F (203.829730 sec): 3 clusters Score: Raw -826098.663541 + Penalty 593.163955 = -825505.499585 nChanged 1331 SP:Iteration 4F (203.867004 sec): 3 clusters Score: Raw -827468.573021 + Penalty 592.534502 = -826876.038519 nChanged 876 SP:Iteration 5Q (203.905435 sec): 3 clusters Score: Raw -828812.810798 + Penalty 578.199725 = -828234.611072 nChanged 301 SP:Iteration 6Q (203.938384 sec): 3 clusters Score: Raw -829515.379039 + Penalty 562.322721 = -828953.056319 nChanged 160 SP:Iteration 7Q (203.969411 sec): 3 clusters Score: Raw -829611.531391 + Penalty 553.949782 = -829057.581609 nChanged 107 SP:Iteration 8Q (204.000316 sec): 3 clusters Score: Raw -829642.663204 + Penalty 547.155768 = -829095.507435 nChanged 75 SP:Iteration 9Q (204.031209 sec): 3 clusters Score: Raw -829659.212396 + Penalty 541.895873 = -829117.316524 nChanged 64 SP:Iteration 10F (204.068423 sec): 3 clusters Score: Raw -829672.820407 + Penalty 538.620574 = -829134.199833 nChanged 61 SP:Iteration 11Q (204.099056 sec): 3 clusters Score: Raw -829684.129727 + Penalty 536.361419 = -829147.768308 nChanged 59 SP:Iteration 12Q (204.129506 sec): 3 clusters Score: Raw -829694.081539 + Penalty 534.404769 = -829159.676770 nChanged 60 SP:Iteration 13Q (204.160153 sec): 3 clusters Score: Raw -829704.017267 + Penalty 534.238098 = -829169.779169 nChanged 47 SP:Iteration 14Q (204.190631 sec): 3 clusters Score: Raw -829711.616220 + Penalty 533.237883 = -829178.378337 nChanged 38 SP:Iteration 15Q (204.221153 sec): 3 clusters Score: Raw -829717.067400 + Penalty 532.222934 = -829184.844466 nChanged 37 SP:Iteration 16Q (204.251558 sec): 3 clusters Score: Raw -829721.593021 + Penalty 528.742005 = -829192.851015 nChanged 43 SP:Iteration 17Q (204.282372 sec): 3 clusters Score: Raw -829727.949935 + Penalty 526.395395 = -829201.554541 nChanged 45 SP:Iteration 18Q (204.312717 sec): 3 clusters Score: Raw -829734.790508 + Penalty 524.602765 = -829210.187743 nChanged 48 SP:Iteration 19Q (204.342966 sec): 3 clusters Score: Raw -829741.569626 + Penalty 525.082466 = -829216.487160 nChanged 52 SP:Iteration 20F (204.379786 sec): 3 clusters Score: Raw -829749.464367 + Penalty 526.103482 = -829223.360885 nChanged 57 SP:Iteration 21Q (204.410218 sec): 3 clusters Score: Raw -829759.236117 + Penalty 525.322451 = -829233.913666 nChanged 65 SP:Iteration 22Q (204.440321 sec): 3 clusters Score: Raw -829772.256315 + Penalty 522.809010 = -829249.447305 nChanged 64 SP:Iteration 23Q (204.470803 sec): 3 clusters Score: Raw -829785.539189 + Penalty 521.761890 = -829263.777299 nChanged 51 SP:Iteration 24Q (204.501408 sec): 3 clusters Score: Raw -829795.627146 + Penalty 518.567698 = -829277.059448 nChanged 62 SP:Iteration 25Q (204.531374 sec): 3 clusters Score: Raw -829810.778785 + Penalty 516.147598 = -829294.631187 nChanged 66 SP:Iteration 26Q (204.561373 sec): 3 clusters Score: Raw -829828.492125 + Penalty 513.287627 = -829315.204498 nChanged 61 SP:Iteration 27Q (204.591279 sec): 3 clusters Score: Raw -829845.661499 + Penalty 512.459416 = -829333.202083 nChanged 63 SP:Iteration 28Q (204.620989 sec): 3 clusters Score: Raw -829863.865894 + Penalty 511.730743 = -829352.135151 nChanged 65 SP:Iteration 29Q (204.651073 sec): 3 clusters Score: Raw -829885.161008 + Penalty 507.216094 = -829377.944914 nChanged 68 SP:Iteration 30F (204.688261 sec): 3 clusters Score: Raw -829907.894938 + Penalty 504.392604 = -829403.502333 nChanged 64 SP:Iteration 31Q (204.717744 sec): 3 clusters Score: Raw -829929.234446 + Penalty 502.625211 = -829426.609235 nChanged 59 SP:Iteration 32Q (204.747112 sec): 3 clusters Score: Raw -829949.064893 + Penalty 502.400094 = -829446.664799 nChanged 51 SP:Iteration 33Q (204.776776 sec): 3 clusters Score: Raw -829964.463787 + Penalty 507.812341 = -829456.651446 nChanged 55 SP:Iteration 34Q (204.806242 sec): 3 clusters Score: Raw -829981.798825 + Penalty 510.525481 = -829471.273344 nChanged 44 SP:Iteration 35Q (204.835406 sec): 3 clusters Score: Raw -829996.877102 + Penalty 511.857056 = -829485.020045 nChanged 35 SP:Iteration 36Q (204.864753 sec): 3 clusters Score: Raw -830007.960855 + Penalty 512.476144 = -829495.484711 nChanged 38 SP:Iteration 37Q (204.894372 sec): 3 clusters Score: Raw -830019.880358 + Penalty 516.029579 = -829503.850779 nChanged 38 SP:Iteration 38Q (204.923536 sec): 3 clusters Score: Raw -830032.532707 + Penalty 514.458283 = -829518.074424 nChanged 35 SP:Iteration 39Q (204.952590 sec): 3 clusters Score: Raw -830044.953672 + Penalty 517.883953 = -829527.069719 nChanged 34 SP:Iteration 40F (204.989387 sec): 3 clusters Score: Raw -830058.942809 + Penalty 523.056113 = -829535.886697 nChanged 36 SP:Iteration 41Q (205.018640 sec): 3 clusters Score: Raw -830075.468935 + Penalty 528.406999 = -829547.061935 nChanged 29 SP:Iteration 42Q (205.047502 sec): 3 clusters Score: Raw -830087.289515 + Penalty 540.124924 = -829547.164591 nChanged 21 SP:Iteration 43Q (205.076766 sec): 3 clusters Score: Raw -830095.990361 + Penalty 554.571856 = -829541.418504 nChanged 27 SP:Iteration 44F (205.113534 sec): 3 clusters Score: Raw -830109.851226 + Penalty 584.096047 = -829525.755179 nChanged 25 SP:Iteration 45F (205.150450 sec): 3 clusters Score: Raw -830126.741237 + Penalty 630.735710 = -829496.005526 nChanged 22 SP:Iteration 46F (205.187314 sec): 3 clusters Score: Raw -830146.271444 + Penalty 722.014651 = -829424.256793 nChanged 27 SP:Iteration 47F (205.224119 sec): 3 clusters Score: Raw -830196.163996 + Penalty 754.627415 = -829441.536581 nChanged 18 SP:Iteration 48Q (205.252749 sec): 3 clusters Score: Raw -830243.757995 + Penalty 738.512736 = -829505.245259 nChanged 4 SP:Iteration 49Q (205.281646 sec): 3 clusters Score: Raw -830250.689427 + Penalty 738.120718 = -829512.568708 nChanged 5 SP:Iteration 50F (205.318495 sec): 3 clusters Score: Raw -830259.822009 + Penalty 732.317623 = -829527.504386 nChanged 2 SP:Iteration 51Q (205.346984 sec): 3 clusters Score: Raw -830262.480193 + Penalty 727.166562 = -829535.313631 nChanged 2 SP:Iteration 52Q (205.375483 sec): 3 clusters Score: Raw -830265.895214 + Penalty 733.457645 = -829532.437569 nChanged 2 SP:Iteration 53F (205.412214 sec): 3 clusters Score: Raw -830270.907261 + Penalty 733.457645 = -829537.449616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 28 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.425385 sec): 2 clusters Score: Raw -19386.403246 + Penalty 296.426884 = -19089.976362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.426352 sec): 3 clusters Score: Raw -19171.921567 + Penalty 594.774499 = -18577.147068 nChanged 150 SP:Iteration 1F (205.427301 sec): 3 clusters Score: Raw -19261.239380 + Penalty 597.375645 = -18663.863734 nChanged 47 SP:Iteration 2F (205.428251 sec): 3 clusters Score: Raw -19295.030172 + Penalty 602.744050 = -18692.286123 nChanged 24 SP:Iteration 3F (205.429198 sec): 3 clusters Score: Raw -19320.675962 + Penalty 613.178677 = -18707.497285 nChanged 23 SP:Iteration 4F (205.430144 sec): 3 clusters Score: Raw -19350.690774 + Penalty 626.531976 = -18724.158798 nChanged 27 SP:Iteration 5F (205.431089 sec): 3 clusters Score: Raw -19385.364742 + Penalty 642.610120 = -18742.754622 nChanged 23 SP:Iteration 6F (205.432032 sec): 3 clusters Score: Raw -19414.260578 + Penalty 657.514526 = -18756.746053 nChanged 19 SP:Iteration 7Q (205.432951 sec): 3 clusters Score: Raw -19433.092448 + Penalty 676.609632 = -18756.482816 nChanged 15 SP:Iteration 8F (205.433893 sec): 3 clusters Score: Raw -19452.511851 + Penalty 702.237805 = -18750.274046 nChanged 14 SP:Iteration 9F (205.434836 sec): 3 clusters Score: Raw -19472.691880 + Penalty 714.811683 = -18757.880197 nChanged 6 SP:Iteration 10F (205.435778 sec): 3 clusters Score: Raw -19477.982430 + Penalty 732.998675 = -18744.983755 nChanged 7 SP:Iteration 11F (205.436720 sec): 3 clusters Score: Raw -19484.003006 + Penalty 745.215603 = -18738.787403 nChanged 4 SP:Iteration 12F (205.437663 sec): 3 clusters Score: Raw -19487.681563 + Penalty 759.431481 = -18728.250083 nChanged 5 SP:Iteration 13F (205.438604 sec): 3 clusters Score: Raw -19492.859189 + Penalty 775.235776 = -18717.623412 nChanged 5 SP:Iteration 14F (205.439576 sec): 3 clusters Score: Raw -19497.430039 + Penalty 781.409142 = -18716.020897 nChanged 2 SP:Iteration 15F (205.440518 sec): 3 clusters Score: Raw -19498.708535 + Penalty 795.634636 = -18703.073899 nChanged 4 SP:Iteration 16F (205.441460 sec): 3 clusters Score: Raw -19504.801741 + Penalty 797.828627 = -18706.973113 nChanged 2 SP:Iteration 17Q (205.442272 sec): 3 clusters Score: Raw -19515.233027 + Penalty 799.881870 = -18715.351156 nChanged 4 SP:Iteration 18Q (205.443080 sec): 3 clusters Score: Raw -19525.708981 + Penalty 799.881870 = -18725.827111 nChanged 0 SP:Iteration 19F (205.444021 sec): 3 clusters Score: Raw -19525.708981 + Penalty 799.881870 = -18725.827111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 29 (474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.446895 sec): 2 clusters Score: Raw -24111.418334 + Penalty 735.487037 = -23375.931298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.447936 sec): 3 clusters Score: Raw -23998.287509 + Penalty 1472.226244 = -22526.061265 nChanged 131 SP:Iteration 1F (205.448957 sec): 3 clusters Score: Raw -24160.972892 + Penalty 1475.156401 = -22685.816491 nChanged 37 SP:Iteration 2F (205.449979 sec): 3 clusters Score: Raw -24203.958237 + Penalty 1478.462984 = -22725.495253 nChanged 22 SP:Iteration 3Q (205.450976 sec): 3 clusters Score: Raw -24236.496768 + Penalty 1480.252734 = -22756.244034 nChanged 13 SP:Iteration 4Q (205.451969 sec): 3 clusters Score: Raw -24248.694929 + Penalty 1480.760228 = -22767.934700 nChanged 3 SP:Iteration 5Q (205.452962 sec): 3 clusters Score: Raw -24260.479555 + Penalty 1480.946619 = -22779.532936 nChanged 11 SP:Iteration 6Q (205.453951 sec): 3 clusters Score: Raw -24276.188706 + Penalty 1480.637084 = -22795.551622 nChanged 9 SP:Iteration 7Q (205.454957 sec): 3 clusters Score: Raw -24283.397589 + Penalty 1480.059610 = -22803.337978 nChanged 6 SP:Iteration 8Q (205.455945 sec): 3 clusters Score: Raw -24289.519996 + Penalty 1480.541812 = -22808.978184 nChanged 4 SP:Iteration 9Q (205.456949 sec): 3 clusters Score: Raw -24298.154040 + Penalty 1480.690729 = -22817.463311 nChanged 4 SP:Iteration 10F (205.457968 sec): 3 clusters Score: Raw -24301.075943 + Penalty 1480.409065 = -22820.666878 nChanged 4 SP:Iteration 11Q (205.458954 sec): 3 clusters Score: Raw -24304.633131 + Penalty 1481.015153 = -22823.617978 nChanged 2 SP:Iteration 12Q (205.459938 sec): 3 clusters Score: Raw -24306.081460 + Penalty 1482.158186 = -22823.923274 nChanged 2 SP:Iteration 13Q (205.460922 sec): 3 clusters Score: Raw -24307.118407 + Penalty 1482.241219 = -22824.877187 nChanged 1 SP:Iteration 14Q (205.461906 sec): 3 clusters Score: Raw -24307.556930 + Penalty 1483.382714 = -22824.174216 nChanged 2 SP:Iteration 15F (205.462928 sec): 3 clusters Score: Raw -24311.427785 + Penalty 1482.369613 = -22829.058172 nChanged 2 SP:Iteration 16Q (205.463912 sec): 3 clusters Score: Raw -24314.904821 + Penalty 1482.320959 = -22832.583861 nChanged 1 SP:Iteration 17Q (205.464896 sec): 3 clusters Score: Raw -24315.433016 + Penalty 1483.307122 = -22832.125894 nChanged 4 SP:Iteration 18F (205.465912 sec): 3 clusters Score: Raw -24319.208664 + Penalty 1484.273316 = -22834.935348 nChanged 6 SP:Iteration 19Q (205.466897 sec): 3 clusters Score: Raw -24326.093835 + Penalty 1486.973447 = -22839.120387 nChanged 6 SP:Iteration 20F (205.467915 sec): 3 clusters Score: Raw -24333.210101 + Penalty 1487.116005 = -22846.094096 nChanged 5 SP:Iteration 21Q (205.468901 sec): 3 clusters Score: Raw -24338.749213 + Penalty 1487.145751 = -22851.603463 nChanged 1 SP:Iteration 22Q (205.469885 sec): 3 clusters Score: Raw -24338.858151 + Penalty 1487.145751 = -22851.712400 nChanged 0 SP:Iteration 23F (205.470902 sec): 3 clusters Score: Raw -24338.858151 + Penalty 1487.145751 = -22851.712400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 30 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.472835 sec): 2 clusters Score: Raw -22476.490560 + Penalty 677.408347 = -21799.082213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.473690 sec): 3 clusters Score: Raw -22381.829992 + Penalty 1354.998153 = -21026.831839 nChanged 83 SP:Iteration 1F (205.474530 sec): 3 clusters Score: Raw -22480.171634 + Penalty 1355.043712 = -21125.127922 nChanged 20 SP:Iteration 2F (205.475369 sec): 3 clusters Score: Raw -22516.384611 + Penalty 1355.306349 = -21161.078263 nChanged 16 SP:Iteration 3Q (205.476192 sec): 3 clusters Score: Raw -22541.741983 + Penalty 1355.246323 = -21186.495660 nChanged 7 SP:Iteration 4Q (205.477007 sec): 3 clusters Score: Raw -22549.357878 + Penalty 1355.402616 = -21193.955262 nChanged 3 SP:Iteration 5Q (205.477822 sec): 3 clusters Score: Raw -22551.672473 + Penalty 1355.402616 = -21196.269857 nChanged 0 SP:Iteration 6F (205.478659 sec): 3 clusters Score: Raw -22551.672473 + Penalty 1355.402616 = -21196.269857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 32 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.480053 sec): 2 clusters Score: Raw -9168.085134 + Penalty 670.763441 = -8497.321693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.480580 sec): 3 clusters Score: Raw -9204.002925 + Penalty 1338.587676 = -7865.415249 nChanged 22 SP:Iteration 1F (205.481099 sec): 3 clusters Score: Raw -9263.417875 + Penalty 1338.010573 = -7925.407302 nChanged 7 SP:Iteration 2Q (205.481595 sec): 3 clusters Score: Raw -9283.599301 + Penalty 1336.985590 = -7946.613712 nChanged 4 SP:Iteration 3Q (205.482090 sec): 3 clusters Score: Raw -9291.551734 + Penalty 1337.007416 = -7954.544319 nChanged 2 SP:Iteration 4Q (205.482587 sec): 3 clusters Score: Raw -9298.907091 + Penalty 1336.856784 = -7962.050308 nChanged 1 SP:Iteration 5Q (205.483093 sec): 3 clusters Score: Raw -9301.818977 + Penalty 1336.710890 = -7965.108087 nChanged 1 SP:Iteration 6Q (205.483596 sec): 3 clusters Score: Raw -9301.839302 + Penalty 1336.710890 = -7965.128412 nChanged 0 SP:Iteration 7F (205.484125 sec): 3 clusters Score: Raw -9301.839302 + Penalty 1336.710890 = -7965.128412 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 33 (558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.486640 sec): 2 clusters Score: Raw -21214.196136 + Penalty 265.404797 = -20948.791339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.487887 sec): 3 clusters Score: Raw -20954.043943 + Penalty 527.198304 = -20426.845638 nChanged 191 SP:Iteration 1F (205.489115 sec): 3 clusters Score: Raw -21149.787886 + Penalty 527.583451 = -20622.204435 nChanged 44 SP:Iteration 2F (205.490283 sec): 3 clusters Score: Raw -21199.634070 + Penalty 533.497378 = -20666.136691 nChanged 21 SP:Iteration 3Q (205.491433 sec): 3 clusters Score: Raw -21234.190880 + Penalty 534.756184 = -20699.434696 nChanged 14 SP:Iteration 4Q (205.492568 sec): 3 clusters Score: Raw -21250.866883 + Penalty 537.291930 = -20713.574953 nChanged 10 SP:Iteration 5Q (205.493684 sec): 3 clusters Score: Raw -21265.517720 + Penalty 545.335795 = -20720.181925 nChanged 7 SP:Iteration 6Q (205.494784 sec): 3 clusters Score: Raw -21274.372925 + Penalty 552.091000 = -20722.281925 nChanged 9 SP:Iteration 7Q (205.495881 sec): 3 clusters Score: Raw -21293.528674 + Penalty 564.619664 = -20728.909010 nChanged 13 SP:Iteration 8Q (205.496966 sec): 3 clusters Score: Raw -21313.986804 + Penalty 568.956600 = -20745.030204 nChanged 10 SP:Iteration 9Q (205.498038 sec): 3 clusters Score: Raw -21339.579584 + Penalty 575.013688 = -20764.565896 nChanged 13 SP:Iteration 10F (205.499210 sec): 3 clusters Score: Raw -21361.584022 + Penalty 576.114093 = -20785.469929 nChanged 4 SP:Iteration 11Q (205.500273 sec): 3 clusters Score: Raw -21366.037942 + Penalty 577.491121 = -20788.546821 nChanged 2 SP:Iteration 12Q (205.501330 sec): 3 clusters Score: Raw -21369.945862 + Penalty 577.491121 = -20792.454742 nChanged 0 SP:Iteration 13F (205.502538 sec): 3 clusters Score: Raw -21369.945862 + Penalty 577.491121 = -20792.454742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 46 (351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.504442 sec): 2 clusters Score: Raw -10443.347309 + Penalty 784.354648 = -9658.992660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.505288 sec): 3 clusters Score: Raw -10415.257671 + Penalty 1566.271983 = -8848.985688 nChanged 70 SP:Iteration 1F (205.506144 sec): 3 clusters Score: Raw -10532.375527 + Penalty 1565.755210 = -8966.620316 nChanged 19 SP:Iteration 2F (205.506990 sec): 3 clusters Score: Raw -10569.125547 + Penalty 1566.007781 = -9003.117766 nChanged 7 SP:Iteration 3Q (205.507798 sec): 3 clusters Score: Raw -10583.403268 + Penalty 1565.557372 = -9017.845896 nChanged 8 SP:Iteration 4Q (205.508601 sec): 3 clusters Score: Raw -10599.166954 + Penalty 1564.767780 = -9034.399174 nChanged 11 SP:Iteration 5Q (205.509388 sec): 3 clusters Score: Raw -10632.174399 + Penalty 1564.593590 = -9067.580808 nChanged 11 SP:Iteration 6Q (205.510159 sec): 3 clusters Score: Raw -10667.843740 + Penalty 1565.116101 = -9102.727639 nChanged 12 SP:Iteration 7Q (205.510938 sec): 3 clusters Score: Raw -10698.540169 + Penalty 1564.653237 = -9133.886932 nChanged 12 SP:Iteration 8Q (205.511693 sec): 3 clusters Score: Raw -10728.921529 + Penalty 1564.460833 = -9164.460695 nChanged 6 SP:Iteration 9Q (205.512447 sec): 3 clusters Score: Raw -10748.254357 + Penalty 1565.284649 = -9182.969708 nChanged 4 SP:Iteration 10F (205.513282 sec): 3 clusters Score: Raw -10760.889689 + Penalty 1564.835699 = -9196.053990 nChanged 3 SP:Iteration 11Q (205.514064 sec): 3 clusters Score: Raw -10767.417786 + Penalty 1563.570600 = -9203.847186 nChanged 2 SP:Iteration 12Q (205.514834 sec): 3 clusters Score: Raw -10771.518597 + Penalty 1563.570600 = -9207.947997 nChanged 0 SP:Iteration 13F (205.515676 sec): 3 clusters Score: Raw -10771.518597 + Penalty 1563.570600 = -9207.947997 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 47 (1041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.519913 sec): 2 clusters Score: Raw -43852.809064 + Penalty 48.988039 = -43803.821024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.521944 sec): 3 clusters Score: Raw -43172.289574 + Penalty 96.458156 = -43075.831419 nChanged 480 SP:Iteration 1F (205.523919 sec): 3 clusters Score: Raw -43435.790889 + Penalty 96.576979 = -43339.213911 nChanged 51 SP:Iteration 2Q (205.525887 sec): 3 clusters Score: Raw -43465.963246 + Penalty 96.104824 = -43369.858421 nChanged 44 SP:Iteration 3Q (205.527850 sec): 3 clusters Score: Raw -43523.945994 + Penalty 95.406890 = -43428.539105 nChanged 76 SP:Iteration 4F (205.529815 sec): 3 clusters Score: Raw -43590.361386 + Penalty 95.164948 = -43495.196437 nChanged 83 SP:Iteration 5F (205.531778 sec): 3 clusters Score: Raw -43644.226753 + Penalty 94.451874 = -43549.774880 nChanged 40 SP:Iteration 6Q (205.533663 sec): 3 clusters Score: Raw -43665.869582 + Penalty 93.918956 = -43571.950627 nChanged 27 SP:Iteration 7Q (205.535535 sec): 3 clusters Score: Raw -43681.684023 + Penalty 93.475602 = -43588.208421 nChanged 27 SP:Iteration 8Q (205.537390 sec): 3 clusters Score: Raw -43691.934381 + Penalty 93.085123 = -43598.849258 nChanged 26 SP:Iteration 9Q (205.539238 sec): 3 clusters Score: Raw -43700.289982 + Penalty 92.858748 = -43607.431233 nChanged 18 SP:Iteration 10F (205.541200 sec): 3 clusters Score: Raw -43705.140770 + Penalty 92.610576 = -43612.530194 nChanged 16 SP:Iteration 11Q (205.543030 sec): 3 clusters Score: Raw -43711.242856 + Penalty 92.160401 = -43619.082455 nChanged 23 SP:Iteration 12Q (205.544912 sec): 3 clusters Score: Raw -43731.065356 + Penalty 91.780453 = -43639.284902 nChanged 30 SP:Iteration 13Q (205.546766 sec): 3 clusters Score: Raw -43775.548307 + Penalty 91.681449 = -43683.866858 nChanged 31 SP:Iteration 14Q (205.548586 sec): 3 clusters Score: Raw -43808.351964 + Penalty 92.545678 = -43715.806287 nChanged 27 SP:Iteration 15Q (205.550338 sec): 3 clusters Score: Raw -43820.854842 + Penalty 92.699150 = -43728.155692 nChanged 11 SP:Iteration 16Q (205.552078 sec): 3 clusters Score: Raw -43826.398025 + Penalty 92.888174 = -43733.509851 nChanged 11 SP:Iteration 17Q (205.553817 sec): 3 clusters Score: Raw -43831.140698 + Penalty 93.229710 = -43737.910988 nChanged 13 SP:Iteration 18Q (205.555527 sec): 3 clusters Score: Raw -43837.642498 + Penalty 93.430028 = -43744.212470 nChanged 7 SP:Iteration 19Q (205.557226 sec): 3 clusters Score: Raw -43840.126465 + Penalty 93.430028 = -43746.696436 nChanged 0 SP:Iteration 20F (205.559246 sec): 3 clusters Score: Raw -43840.126465 + Penalty 93.430028 = -43746.696436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 53 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.567350 sec): 2 clusters Score: Raw -10761.283493 + Penalty 609.179826 = -10152.103667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.568065 sec): 3 clusters Score: Raw -10751.446233 + Penalty 1221.066465 = -9530.379769 nChanged 52 SP:Iteration 1F (205.568749 sec): 3 clusters Score: Raw -10833.807752 + Penalty 1221.282152 = -9612.525600 nChanged 16 SP:Iteration 2F (205.569433 sec): 3 clusters Score: Raw -10861.737282 + Penalty 1220.679759 = -9641.057524 nChanged 6 SP:Iteration 3Q (205.570107 sec): 3 clusters Score: Raw -10871.940888 + Penalty 1220.717752 = -9651.223137 nChanged 4 SP:Iteration 4Q (205.570801 sec): 3 clusters Score: Raw -10874.714756 + Penalty 1221.099533 = -9653.615223 nChanged 1 SP:Iteration 5Q (205.571450 sec): 3 clusters Score: Raw -10875.565847 + Penalty 1221.359456 = -9654.206390 nChanged 1 SP:Iteration 6Q (205.572102 sec): 3 clusters Score: Raw -10876.453783 + Penalty 1221.359456 = -9655.094327 nChanged 0 SP:Iteration 7F (205.572784 sec): 3 clusters Score: Raw -10876.453783 + Penalty 1221.359456 = -9655.094327 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 57 (1152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.577031 sec): 2 clusters Score: Raw -42587.418919 + Penalty 445.157152 = -42142.261767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.579275 sec): 3 clusters Score: Raw -41942.861842 + Penalty 892.971734 = -41049.890108 nChanged 442 SP:Iteration 1F (205.581515 sec): 3 clusters Score: Raw -42279.700594 + Penalty 905.195019 = -41374.505574 nChanged 172 SP:Iteration 2F (205.583717 sec): 3 clusters Score: Raw -42428.668316 + Penalty 914.835631 = -41513.832686 nChanged 83 SP:Iteration 3F (205.585970 sec): 3 clusters Score: Raw -42510.335778 + Penalty 922.726858 = -41587.608919 nChanged 66 SP:Iteration 4F (205.588212 sec): 3 clusters Score: Raw -42572.599053 + Penalty 939.086371 = -41633.512682 nChanged 70 SP:Iteration 5F (205.590415 sec): 3 clusters Score: Raw -42637.496248 + Penalty 961.532647 = -41675.963600 nChanged 48 SP:Iteration 6Q (205.592573 sec): 3 clusters Score: Raw -42687.302750 + Penalty 981.746520 = -41705.556230 nChanged 35 SP:Iteration 7Q (205.594702 sec): 3 clusters Score: Raw -42723.261470 + Penalty 1001.419040 = -41721.842429 nChanged 35 SP:Iteration 8Q (205.596804 sec): 3 clusters Score: Raw -42749.982181 + Penalty 1014.575527 = -41735.406654 nChanged 24 SP:Iteration 9Q (205.598894 sec): 3 clusters Score: Raw -42772.661354 + Penalty 1026.365035 = -41746.296319 nChanged 20 SP:Iteration 10F (205.601084 sec): 3 clusters Score: Raw -42788.395116 + Penalty 1031.592527 = -41756.802590 nChanged 7 SP:Iteration 11Q (205.603170 sec): 3 clusters Score: Raw -42798.377897 + Penalty 1031.276815 = -41767.101082 nChanged 9 SP:Iteration 12Q (205.605241 sec): 3 clusters Score: Raw -42804.730438 + Penalty 1032.110832 = -41772.619606 nChanged 8 SP:Iteration 13Q (205.607302 sec): 3 clusters Score: Raw -42815.595821 + Penalty 1029.618196 = -41785.977626 nChanged 11 SP:Iteration 14Q (205.609391 sec): 3 clusters Score: Raw -42819.675052 + Penalty 1026.961879 = -41792.713174 nChanged 6 SP:Iteration 15Q (205.611443 sec): 3 clusters Score: Raw -42823.406397 + Penalty 1023.506097 = -41799.900300 nChanged 6 SP:Iteration 16Q (205.613500 sec): 3 clusters Score: Raw -42826.419676 + Penalty 1021.679487 = -41804.740189 nChanged 4 SP:Iteration 17Q (205.615552 sec): 3 clusters Score: Raw -42827.535406 + Penalty 1019.394366 = -41808.141039 nChanged 3 SP:Iteration 18Q (205.617601 sec): 3 clusters Score: Raw -42828.571011 + Penalty 1019.025089 = -41809.545922 nChanged 2 SP:Iteration 19Q (205.619649 sec): 3 clusters Score: Raw -42829.415407 + Penalty 1018.551325 = -41810.864082 nChanged 1 SP:Iteration 20F (205.621839 sec): 3 clusters Score: Raw -42829.786267 + Penalty 1017.917304 = -41811.868963 nChanged 1 SP:Iteration 21Q (205.623900 sec): 3 clusters Score: Raw -42830.079153 + Penalty 1017.917304 = -41812.161849 nChanged 0 SP:Iteration 22F (205.626087 sec): 3 clusters Score: Raw -42830.079153 + Penalty 1017.917304 = -41812.161849 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 60 (447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.628666 sec): 2 clusters Score: Raw -17942.357428 + Penalty 721.120402 = -17221.237026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.629659 sec): 3 clusters Score: Raw -17817.208281 + Penalty 1446.629809 = -16370.578472 nChanged 98 SP:Iteration 1F (205.630635 sec): 3 clusters Score: Raw -17933.766980 + Penalty 1448.474623 = -16485.292357 nChanged 27 SP:Iteration 2F (205.631610 sec): 3 clusters Score: Raw -17986.616794 + Penalty 1450.887979 = -16535.728815 nChanged 18 SP:Iteration 3Q (205.632572 sec): 3 clusters Score: Raw -18026.343096 + Penalty 1452.119422 = -16574.223673 nChanged 14 SP:Iteration 4Q (205.633523 sec): 3 clusters Score: Raw -18053.165423 + Penalty 1453.144429 = -16600.020994 nChanged 12 SP:Iteration 5Q (205.634468 sec): 3 clusters Score: Raw -18066.066323 + Penalty 1457.158627 = -16608.907697 nChanged 6 SP:Iteration 6Q (205.635405 sec): 3 clusters Score: Raw -18075.125235 + Penalty 1459.455070 = -16615.670165 nChanged 6 SP:Iteration 7Q (205.636338 sec): 3 clusters Score: Raw -18082.055241 + Penalty 1461.139592 = -16620.915649 nChanged 2 SP:Iteration 8Q (205.637269 sec): 3 clusters Score: Raw -18084.260132 + Penalty 1461.336172 = -16622.923960 nChanged 2 SP:Iteration 9Q (205.638200 sec): 3 clusters Score: Raw -18086.629934 + Penalty 1462.355789 = -16624.274146 nChanged 1 SP:Iteration 10F (205.639173 sec): 3 clusters Score: Raw -18087.757080 + Penalty 1462.355789 = -16625.401291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 62 (541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.641149 sec): 2 clusters Score: Raw -25182.302938 + Penalty 773.344851 = -24408.958087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.642314 sec): 3 clusters Score: Raw -25028.180521 + Penalty 1546.870788 = -23481.309733 nChanged 150 SP:Iteration 1F (205.643465 sec): 3 clusters Score: Raw -25216.892233 + Penalty 1546.123913 = -23670.768320 nChanged 43 SP:Iteration 2F (205.644610 sec): 3 clusters Score: Raw -25305.682337 + Penalty 1546.877132 = -23758.805205 nChanged 36 SP:Iteration 3F (205.645740 sec): 3 clusters Score: Raw -25378.345093 + Penalty 1548.165751 = -23830.179342 nChanged 33 SP:Iteration 4F (205.646870 sec): 3 clusters Score: Raw -25440.150746 + Penalty 1549.260688 = -23890.890059 nChanged 12 SP:Iteration 5Q (205.647960 sec): 3 clusters Score: Raw -25451.876746 + Penalty 1549.101807 = -23902.774939 nChanged 8 SP:Iteration 6Q (205.649041 sec): 3 clusters Score: Raw -25460.100174 + Penalty 1549.068725 = -23911.031449 nChanged 3 SP:Iteration 7Q (205.650121 sec): 3 clusters Score: Raw -25463.653706 + Penalty 1548.880259 = -23914.773447 nChanged 4 SP:Iteration 8Q (205.651234 sec): 3 clusters Score: Raw -25471.294806 + Penalty 1549.360588 = -23921.934218 nChanged 4 SP:Iteration 9Q (205.652312 sec): 3 clusters Score: Raw -25478.316106 + Penalty 1549.622130 = -23928.693976 nChanged 2 SP:Iteration 10F (205.653456 sec): 3 clusters Score: Raw -25485.694649 + Penalty 1549.699206 = -23935.995443 nChanged 2 SP:Iteration 11Q (205.654534 sec): 3 clusters Score: Raw -25488.277807 + Penalty 1549.901502 = -23938.376305 nChanged 1 SP:Iteration 12Q (205.655611 sec): 3 clusters Score: Raw -25488.961314 + Penalty 1550.245947 = -23938.715367 nChanged 1 SP:Iteration 13Q (205.656695 sec): 3 clusters Score: Raw -25489.185853 + Penalty 1550.245947 = -23938.939906 nChanged 0 SP:Iteration 14F (205.657840 sec): 3 clusters Score: Raw -25489.185853 + Penalty 1550.245947 = -23938.939906 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 70 (790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.660541 sec): 2 clusters Score: Raw -33113.575857 + Penalty 651.359573 = -32462.216284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.662136 sec): 3 clusters Score: Raw -32786.333313 + Penalty 1298.645991 = -31487.687322 nChanged 255 SP:Iteration 1F (205.663697 sec): 3 clusters Score: Raw -33009.695590 + Penalty 1292.507991 = -31717.187598 nChanged 81 SP:Iteration 2F (205.665239 sec): 3 clusters Score: Raw -33113.702799 + Penalty 1291.429952 = -31822.272847 nChanged 59 SP:Iteration 3F (205.666827 sec): 3 clusters Score: Raw -33184.169778 + Penalty 1297.533364 = -31886.636414 nChanged 49 SP:Iteration 4F (205.668395 sec): 3 clusters Score: Raw -33236.489051 + Penalty 1305.514275 = -31930.974776 nChanged 31 SP:Iteration 5Q (205.669901 sec): 3 clusters Score: Raw -33273.671016 + Penalty 1316.461347 = -31957.209669 nChanged 30 SP:Iteration 6Q (205.671390 sec): 3 clusters Score: Raw -33312.620052 + Penalty 1325.295236 = -31987.324816 nChanged 20 SP:Iteration 7Q (205.672905 sec): 3 clusters Score: Raw -33335.279378 + Penalty 1332.072356 = -32003.207022 nChanged 14 SP:Iteration 8Q (205.674398 sec): 3 clusters Score: Raw -33362.803327 + Penalty 1338.174464 = -32024.628863 nChanged 17 SP:Iteration 9Q (205.675860 sec): 3 clusters Score: Raw -33389.682645 + Penalty 1340.808878 = -32048.873767 nChanged 13 SP:Iteration 10F (205.677395 sec): 3 clusters Score: Raw -33407.852933 + Penalty 1344.697474 = -32063.155459 nChanged 8 SP:Iteration 11Q (205.678874 sec): 3 clusters Score: Raw -33420.261097 + Penalty 1347.690134 = -32072.570963 nChanged 8 SP:Iteration 12Q (205.680398 sec): 3 clusters Score: Raw -33431.324011 + Penalty 1348.884702 = -32082.439310 nChanged 2 SP:Iteration 13Q (205.681823 sec): 3 clusters Score: Raw -33435.076540 + Penalty 1348.315366 = -32086.761173 nChanged 1 SP:Iteration 14Q (205.683243 sec): 3 clusters Score: Raw -33435.403330 + Penalty 1348.315366 = -32087.087964 nChanged 0 SP:Iteration 15F (205.684848 sec): 3 clusters Score: Raw -33435.403330 + Penalty 1348.315366 = -32087.087964 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 77 (1993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.695055 sec): 2 clusters Score: Raw -92729.420028 + Penalty 686.637724 = -92042.782304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.698734 sec): 3 clusters Score: Raw -91615.739580 + Penalty 1374.599964 = -90241.139616 nChanged 785 SP:Iteration 1F (205.702389 sec): 3 clusters Score: Raw -92113.122414 + Penalty 1378.316038 = -90734.806376 nChanged 240 SP:Iteration 2F (205.706009 sec): 3 clusters Score: Raw -92310.715732 + Penalty 1385.314353 = -90925.401379 nChanged 171 SP:Iteration 3F (205.709615 sec): 3 clusters Score: Raw -92465.049583 + Penalty 1398.483672 = -91066.565911 nChanged 148 SP:Iteration 4F (205.713219 sec): 3 clusters Score: Raw -92623.781961 + Penalty 1414.654869 = -91209.127092 nChanged 112 SP:Iteration 5F (205.716847 sec): 3 clusters Score: Raw -92769.793783 + Penalty 1437.804956 = -91331.988827 nChanged 84 SP:Iteration 6Q (205.720430 sec): 3 clusters Score: Raw -92866.207112 + Penalty 1466.293389 = -91399.913723 nChanged 61 SP:Iteration 7Q (205.723893 sec): 3 clusters Score: Raw -92944.905145 + Penalty 1494.086920 = -91450.818225 nChanged 40 SP:Iteration 8Q (205.727228 sec): 3 clusters Score: Raw -92994.992511 + Penalty 1522.457008 = -91472.535503 nChanged 29 SP:Iteration 9Q (205.730462 sec): 3 clusters Score: Raw -93036.047826 + Penalty 1538.531311 = -91497.516516 nChanged 22 SP:Iteration 10F (205.734080 sec): 3 clusters Score: Raw -93069.298776 + Penalty 1557.536356 = -91511.762420 nChanged 22 SP:Iteration 11Q (205.737212 sec): 3 clusters Score: Raw -93108.005001 + Penalty 1566.386400 = -91541.618600 nChanged 18 SP:Iteration 12Q (205.740292 sec): 3 clusters Score: Raw -93134.395329 + Penalty 1574.139813 = -91560.255517 nChanged 12 SP:Iteration 13Q (205.743336 sec): 3 clusters Score: Raw -93148.037732 + Penalty 1579.581394 = -91568.456338 nChanged 7 SP:Iteration 14Q (205.746347 sec): 3 clusters Score: Raw -93162.080190 + Penalty 1582.668705 = -91579.411485 nChanged 7 SP:Iteration 15Q (205.749360 sec): 3 clusters Score: Raw -93169.973018 + Penalty 1581.059023 = -91588.913995 nChanged 3 SP:Iteration 16Q (205.752353 sec): 3 clusters Score: Raw -93174.434057 + Penalty 1581.109027 = -91593.325030 nChanged 4 SP:Iteration 17Q (205.755332 sec): 3 clusters Score: Raw -93177.721193 + Penalty 1580.815038 = -91596.906154 nChanged 3 SP:Iteration 18Q (205.758305 sec): 3 clusters Score: Raw -93180.091571 + Penalty 1580.929746 = -91599.161825 nChanged 1 SP:Iteration 19Q (205.761278 sec): 3 clusters Score: Raw -93180.417128 + Penalty 1580.929746 = -91599.487382 nChanged 0 SP:Iteration 20F (205.764881 sec): 3 clusters Score: Raw -93180.417128 + Penalty 1580.929746 = -91599.487382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 84 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.768973 sec): 2 clusters Score: Raw -18996.160888 + Penalty 517.468675 = -18478.692213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.769941 sec): 3 clusters Score: Raw -18804.807428 + Penalty 1034.848934 = -17769.958494 nChanged 111 SP:Iteration 1F (205.770881 sec): 3 clusters Score: Raw -18894.144503 + Penalty 1034.572129 = -17859.572374 nChanged 44 SP:Iteration 2F (205.771826 sec): 3 clusters Score: Raw -18943.589267 + Penalty 1034.242343 = -17909.346925 nChanged 23 SP:Iteration 3F (205.772769 sec): 3 clusters Score: Raw -18964.351329 + Penalty 1034.799015 = -17929.552314 nChanged 11 SP:Iteration 4Q (205.773700 sec): 3 clusters Score: Raw -18974.409739 + Penalty 1034.636027 = -17939.773711 nChanged 9 SP:Iteration 5Q (205.774628 sec): 3 clusters Score: Raw -18980.472740 + Penalty 1034.749879 = -17945.722861 nChanged 5 SP:Iteration 6Q (205.775553 sec): 3 clusters Score: Raw -18984.277267 + Penalty 1034.937349 = -17949.339917 nChanged 3 SP:Iteration 7Q (205.776478 sec): 3 clusters Score: Raw -18988.615299 + Penalty 1035.102701 = -17953.512598 nChanged 3 SP:Iteration 8Q (205.777403 sec): 3 clusters Score: Raw -18991.145471 + Penalty 1035.102701 = -17956.042770 nChanged 0 SP:Iteration 9F (205.778340 sec): 3 clusters Score: Raw -18991.145471 + Penalty 1035.102701 = -17956.042770 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 85 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.780100 sec): 2 clusters Score: Raw -21899.740990 + Penalty 693.331348 = -21206.409642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.781137 sec): 3 clusters Score: Raw -21765.107890 + Penalty 1387.018268 = -20378.089622 nChanged 118 SP:Iteration 1F (205.782155 sec): 3 clusters Score: Raw -21919.320644 + Penalty 1386.417153 = -20532.903491 nChanged 51 SP:Iteration 2F (205.783176 sec): 3 clusters Score: Raw -22019.256254 + Penalty 1384.691436 = -20634.564819 nChanged 36 SP:Iteration 3F (205.784224 sec): 3 clusters Score: Raw -22083.520668 + Penalty 1382.258600 = -20701.262068 nChanged 25 SP:Iteration 4F (205.785241 sec): 3 clusters Score: Raw -22123.275924 + Penalty 1379.557382 = -20743.718541 nChanged 16 SP:Iteration 5Q (205.786219 sec): 3 clusters Score: Raw -22145.057800 + Penalty 1378.980742 = -20766.077058 nChanged 9 SP:Iteration 6Q (205.787193 sec): 3 clusters Score: Raw -22156.767433 + Penalty 1378.843286 = -20777.924147 nChanged 5 SP:Iteration 7Q (205.788184 sec): 3 clusters Score: Raw -22161.570268 + Penalty 1378.653379 = -20782.916889 nChanged 2 SP:Iteration 8Q (205.789153 sec): 3 clusters Score: Raw -22163.670568 + Penalty 1378.515362 = -20785.155206 nChanged 1 SP:Iteration 9Q (205.790119 sec): 3 clusters Score: Raw -22164.114901 + Penalty 1378.569909 = -20785.544992 nChanged 1 SP:Iteration 10F (205.791133 sec): 3 clusters Score: Raw -22165.145491 + Penalty 1378.062267 = -20787.083224 nChanged 2 SP:Iteration 11Q (205.792102 sec): 3 clusters Score: Raw -22168.239295 + Penalty 1377.485782 = -20790.753513 nChanged 5 SP:Iteration 12Q (205.793079 sec): 3 clusters Score: Raw -22176.667135 + Penalty 1377.066783 = -20799.600352 nChanged 8 SP:Iteration 13Q (205.794048 sec): 3 clusters Score: Raw -22184.783248 + Penalty 1379.132562 = -20805.650686 nChanged 5 SP:Iteration 14Q (205.795012 sec): 3 clusters Score: Raw -22192.042761 + Penalty 1379.132562 = -20812.910199 nChanged 0 SP:Iteration 15F (205.796024 sec): 3 clusters Score: Raw -22192.042761 + Penalty 1379.132562 = -20812.910199 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 87 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.798206 sec): 2 clusters Score: Raw -28511.135352 + Penalty 783.361740 = -27727.773612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.799533 sec): 3 clusters Score: Raw -28278.903554 + Penalty 1567.829965 = -26711.073589 nChanged 170 SP:Iteration 1F (205.800843 sec): 3 clusters Score: Raw -28435.702995 + Penalty 1568.754983 = -26866.948012 nChanged 41 SP:Iteration 2F (205.802080 sec): 3 clusters Score: Raw -28477.639059 + Penalty 1570.824692 = -26906.814367 nChanged 28 SP:Iteration 3Q (205.803327 sec): 3 clusters Score: Raw -28512.856550 + Penalty 1572.930182 = -26939.926369 nChanged 21 SP:Iteration 4Q (205.804554 sec): 3 clusters Score: Raw -28539.092903 + Penalty 1576.135982 = -26962.956920 nChanged 15 SP:Iteration 5Q (205.805778 sec): 3 clusters Score: Raw -28557.339382 + Penalty 1576.131913 = -26981.207469 nChanged 8 SP:Iteration 6Q (205.807009 sec): 3 clusters Score: Raw -28563.827826 + Penalty 1577.308815 = -26986.519012 nChanged 7 SP:Iteration 7Q (205.808290 sec): 3 clusters Score: Raw -28568.747707 + Penalty 1578.564747 = -26990.182960 nChanged 12 SP:Iteration 8Q (205.809506 sec): 3 clusters Score: Raw -28582.568757 + Penalty 1579.475653 = -27003.093104 nChanged 11 SP:Iteration 9Q (205.810717 sec): 3 clusters Score: Raw -28590.196302 + Penalty 1580.015258 = -27010.181045 nChanged 6 SP:Iteration 10F (205.811935 sec): 3 clusters Score: Raw -28593.521463 + Penalty 1580.789647 = -27012.731817 nChanged 3 SP:Iteration 11Q (205.813132 sec): 3 clusters Score: Raw -28595.421307 + Penalty 1581.660305 = -27013.761002 nChanged 3 SP:Iteration 12Q (205.814362 sec): 3 clusters Score: Raw -28599.644948 + Penalty 1581.930594 = -27017.714354 nChanged 1 SP:Iteration 13Q (205.815571 sec): 3 clusters Score: Raw -28600.707326 + Penalty 1581.666357 = -27019.040969 nChanged 1 SP:Iteration 14Q (205.816789 sec): 3 clusters Score: Raw -28602.648843 + Penalty 1581.494389 = -27021.154454 nChanged 2 SP:Iteration 15Q (205.817996 sec): 3 clusters Score: Raw -28604.844066 + Penalty 1581.248246 = -27023.595820 nChanged 2 SP:Iteration 16Q (205.819200 sec): 3 clusters Score: Raw -28609.057692 + Penalty 1581.483992 = -27027.573700 nChanged 1 SP:Iteration 17Q (205.820404 sec): 3 clusters Score: Raw -28610.284855 + Penalty 1581.016354 = -27029.268500 nChanged 2 SP:Iteration 18Q (205.821634 sec): 3 clusters Score: Raw -28618.164403 + Penalty 1580.778835 = -27037.385569 nChanged 3 SP:Iteration 19Q (205.822841 sec): 3 clusters Score: Raw -28625.175923 + Penalty 1581.282776 = -27043.893146 nChanged 9 SP:Iteration 20F (205.824084 sec): 3 clusters Score: Raw -28639.004174 + Penalty 1581.258249 = -27057.745925 nChanged 9 SP:Iteration 21Q (205.825285 sec): 3 clusters Score: Raw -28647.612124 + Penalty 1582.465905 = -27065.146218 nChanged 7 SP:Iteration 22Q (205.826480 sec): 3 clusters Score: Raw -28655.299029 + Penalty 1582.757112 = -27072.541917 nChanged 5 SP:Iteration 23Q (205.827677 sec): 3 clusters Score: Raw -28662.581973 + Penalty 1583.144301 = -27079.437672 nChanged 4 SP:Iteration 24Q (205.828871 sec): 3 clusters Score: Raw -28667.936734 + Penalty 1583.614941 = -27084.321793 nChanged 3 SP:Iteration 25Q (205.830064 sec): 3 clusters Score: Raw -28671.482992 + Penalty 1583.614941 = -27087.868052 nChanged 0 SP:Iteration 26F (205.831304 sec): 3 clusters Score: Raw -28671.482992 + Penalty 1583.614941 = -27087.868052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 88 (415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.832966 sec): 2 clusters Score: Raw -19426.471096 + Penalty 500.950268 = -18925.520827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.833901 sec): 3 clusters Score: Raw -19287.136938 + Penalty 1004.258983 = -18282.877955 nChanged 113 SP:Iteration 1F (205.834821 sec): 3 clusters Score: Raw -19398.686957 + Penalty 1013.074777 = -18385.612180 nChanged 36 SP:Iteration 2F (205.835741 sec): 3 clusters Score: Raw -19437.003166 + Penalty 1020.025062 = -18416.978105 nChanged 21 SP:Iteration 3F (205.836660 sec): 3 clusters Score: Raw -19462.901012 + Penalty 1033.839573 = -18429.061440 nChanged 19 SP:Iteration 4Q (205.837564 sec): 3 clusters Score: Raw -19488.703788 + Penalty 1048.869718 = -18439.834070 nChanged 14 SP:Iteration 5Q (205.838462 sec): 3 clusters Score: Raw -19507.407490 + Penalty 1063.012558 = -18444.394931 nChanged 9 SP:Iteration 6Q (205.839354 sec): 3 clusters Score: Raw -19518.567304 + Penalty 1071.990011 = -18446.577293 nChanged 4 SP:Iteration 7Q (205.840232 sec): 3 clusters Score: Raw -19524.057802 + Penalty 1076.595490 = -18447.462312 nChanged 2 SP:Iteration 8Q (205.841105 sec): 3 clusters Score: Raw -19525.106847 + Penalty 1077.189136 = -18447.917711 nChanged 1 SP:Iteration 9Q (205.841975 sec): 3 clusters Score: Raw -19526.161283 + Penalty 1077.189136 = -18448.972147 nChanged 0 SP:Iteration 10F (205.842893 sec): 3 clusters Score: Raw -19526.161283 + Penalty 1077.189136 = -18448.972147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 89 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.844297 sec): 2 clusters Score: Raw -19908.690660 + Penalty 635.811179 = -19272.879481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.845126 sec): 3 clusters Score: Raw -19815.525086 + Penalty 1271.658212 = -18543.866874 nChanged 98 SP:Iteration 1F (205.845944 sec): 3 clusters Score: Raw -19964.679883 + Penalty 1269.887189 = -18694.792694 nChanged 35 SP:Iteration 2F (205.846760 sec): 3 clusters Score: Raw -20040.222919 + Penalty 1267.053474 = -18773.169445 nChanged 24 SP:Iteration 3F (205.847575 sec): 3 clusters Score: Raw -20102.820329 + Penalty 1264.207181 = -18838.613149 nChanged 20 SP:Iteration 4F (205.848388 sec): 3 clusters Score: Raw -20143.639419 + Penalty 1261.138141 = -18882.501278 nChanged 17 SP:Iteration 5Q (205.849161 sec): 3 clusters Score: Raw -20171.968861 + Penalty 1260.345286 = -18911.623575 nChanged 8 SP:Iteration 6Q (205.849928 sec): 3 clusters Score: Raw -20192.472402 + Penalty 1258.651799 = -18933.820602 nChanged 6 SP:Iteration 7Q (205.850691 sec): 3 clusters Score: Raw -20202.707781 + Penalty 1258.387448 = -18944.320334 nChanged 1 SP:Iteration 8Q (205.851445 sec): 3 clusters Score: Raw -20204.022519 + Penalty 1257.813072 = -18946.209447 nChanged 1 SP:Iteration 9Q (205.852230 sec): 3 clusters Score: Raw -20206.787105 + Penalty 1258.262379 = -18948.524726 nChanged 2 SP:Iteration 10F (205.853047 sec): 3 clusters Score: Raw -20208.847087 + Penalty 1258.262379 = -18950.584708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 96 (496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.855851 sec): 2 clusters Score: Raw -16762.905272 + Penalty 345.448747 = -16417.456526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.857006 sec): 3 clusters Score: Raw -16592.077272 + Penalty 719.200589 = -15872.876683 nChanged 149 SP:Iteration 1F (205.858108 sec): 3 clusters Score: Raw -16755.315225 + Penalty 728.713387 = -16026.601838 nChanged 44 SP:Iteration 2F (205.859193 sec): 3 clusters Score: Raw -16805.989805 + Penalty 727.520934 = -16078.468871 nChanged 17 SP:Iteration 3Q (205.860248 sec): 3 clusters Score: Raw -16831.428520 + Penalty 722.844018 = -16108.584502 nChanged 11 SP:Iteration 4Q (205.861295 sec): 3 clusters Score: Raw -16851.725673 + Penalty 717.300010 = -16134.425663 nChanged 13 SP:Iteration 5Q (205.862336 sec): 3 clusters Score: Raw -16872.934304 + Penalty 709.706539 = -16163.227765 nChanged 11 SP:Iteration 6Q (205.863376 sec): 3 clusters Score: Raw -16883.719407 + Penalty 705.818521 = -16177.900886 nChanged 6 SP:Iteration 7Q (205.864409 sec): 3 clusters Score: Raw -16891.256820 + Penalty 702.114813 = -16189.142007 nChanged 6 SP:Iteration 8Q (205.865442 sec): 3 clusters Score: Raw -16896.774097 + Penalty 702.068177 = -16194.705920 nChanged 3 SP:Iteration 9Q (205.866474 sec): 3 clusters Score: Raw -16899.016907 + Penalty 702.068177 = -16196.948730 nChanged 0 SP:Iteration 10F (205.867548 sec): 3 clusters Score: Raw -16899.016907 + Penalty 702.068177 = -16196.948730 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 122 (1287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.871925 sec): 2 clusters Score: Raw -52636.577994 + Penalty 57.652769 = -52578.925225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.874344 sec): 3 clusters Score: Raw -51826.038457 + Penalty 123.637408 = -51702.401049 nChanged 596 SP:Iteration 1F (205.876724 sec): 3 clusters Score: Raw -52449.841398 + Penalty 119.231478 = -52330.609920 nChanged 74 SP:Iteration 2F (205.879099 sec): 3 clusters Score: Raw -52498.533188 + Penalty 117.324048 = -52381.209140 nChanged 49 SP:Iteration 3Q (205.881486 sec): 3 clusters Score: Raw -52531.634618 + Penalty 116.844773 = -52414.789846 nChanged 30 SP:Iteration 4Q (205.883865 sec): 3 clusters Score: Raw -52550.679986 + Penalty 115.339955 = -52435.340030 nChanged 25 SP:Iteration 5Q (205.886285 sec): 3 clusters Score: Raw -52564.632824 + Penalty 117.064294 = -52447.568530 nChanged 19 SP:Iteration 6Q (205.888722 sec): 3 clusters Score: Raw -52580.350344 + Penalty 115.261261 = -52465.089082 nChanged 14 SP:Iteration 7Q (205.891125 sec): 3 clusters Score: Raw -52589.625362 + Penalty 114.697656 = -52474.927706 nChanged 12 SP:Iteration 8Q (205.893595 sec): 3 clusters Score: Raw -52596.577060 + Penalty 111.487455 = -52485.089604 nChanged 5 SP:Iteration 9Q (205.896005 sec): 3 clusters Score: Raw -52600.332765 + Penalty 115.273094 = -52485.059672 nChanged 10 SP:Iteration 10F (205.898402 sec): 3 clusters Score: Raw -52610.591431 + Penalty 116.046849 = -52494.544582 nChanged 5 SP:Iteration 11Q (205.900626 sec): 3 clusters Score: Raw -52615.034515 + Penalty 113.167535 = -52501.866980 nChanged 3 SP:Iteration 12Q (205.902799 sec): 3 clusters Score: Raw -52619.747008 + Penalty 114.697232 = -52505.049777 nChanged 6 SP:Iteration 13Q (205.904910 sec): 3 clusters Score: Raw -52659.107651 + Penalty 111.031873 = -52548.075778 nChanged 8 SP:Iteration 14Q (205.906792 sec): 3 clusters Score: Raw -52664.131307 + Penalty 109.305473 = -52554.825834 nChanged 4 SP:Iteration 15Q (205.908674 sec): 3 clusters Score: Raw -52666.219363 + Penalty 108.658855 = -52557.560508 nChanged 3 SP:Iteration 16Q (205.910587 sec): 3 clusters Score: Raw -52666.906767 + Penalty 111.962013 = -52554.944754 nChanged 2 SP:Iteration 17F (205.912913 sec): 3 clusters Score: Raw -52667.363727 + Penalty 111.962013 = -52555.401714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 133 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.915050 sec): 2 clusters Score: Raw -4570.054875 + Penalty 271.755505 = -4298.299370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.915507 sec): 3 clusters Score: Raw -4574.843568 + Penalty 552.674211 = -4022.169357 nChanged 20 SP:Iteration 1F (205.915956 sec): 3 clusters Score: Raw -4613.551521 + Penalty 556.778651 = -4056.772871 nChanged 6 SP:Iteration 2Q (205.916385 sec): 3 clusters Score: Raw -4625.188777 + Penalty 560.403958 = -4064.784820 nChanged 6 SP:Iteration 3Q (205.916807 sec): 3 clusters Score: Raw -4637.133814 + Penalty 563.102437 = -4074.031377 nChanged 2 SP:Iteration 4Q (205.917225 sec): 3 clusters Score: Raw -4639.681860 + Penalty 564.132445 = -4075.549415 nChanged 1 SP:Iteration 5Q (205.917658 sec): 3 clusters Score: Raw -4640.171108 + Penalty 565.501259 = -4074.669849 nChanged 1 SP:Iteration 6F (205.918106 sec): 3 clusters Score: Raw -4641.167731 + Penalty 565.501259 = -4075.666473 nChanged 0 Iteration 219F (207.042531 sec): 43 clusters Score: Raw -2158784.657816 + Penalty 36301.956739 = -2122482.701076 nChanged 48 Iteration 220F (208.160170 sec): 43 clusters Score: Raw -2158840.813511 + Penalty 36295.381348 = -2122545.432162 nChanged 40 Iteration 221Q (208.374615 sec): 43 clusters Score: Raw -2158858.666830 + Penalty 36296.278586 = -2122562.388244 nChanged 33 Iteration 222Q (208.589024 sec): 43 clusters Score: Raw -2158870.313886 + Penalty 36299.482261 = -2122570.831625 nChanged 33 Iteration 223Q (208.803019 sec): 43 clusters Score: Raw -2158876.916840 + Penalty 36301.136470 = -2122575.780370 nChanged 41 Iteration 224Q (209.017121 sec): 43 clusters Score: Raw -2158889.096710 + Penalty 36303.113422 = -2122585.983288 nChanged 30 Iteration 225Q (209.230990 sec): 43 clusters Score: Raw -2158901.563178 + Penalty 36304.835019 = -2122596.728159 nChanged 27 Iteration 226Q (209.445192 sec): 43 clusters Score: Raw -2158911.788502 + Penalty 36307.535702 = -2122604.252800 nChanged 23 Iteration 227Q (209.658928 sec): 43 clusters Score: Raw -2158916.668166 + Penalty 36309.169051 = -2122607.499115 nChanged 19 Iteration 228Q (209.872706 sec): 43 clusters Score: Raw -2158920.791828 + Penalty 36309.506467 = -2122611.285360 nChanged 11 Iteration 229Q (210.086127 sec): 43 clusters Score: Raw -2158928.632724 + Penalty 36306.290090 = -2122622.342634 nChanged 8 Iteration 230F (211.201678 sec): 43 clusters Score: Raw -2158940.134306 + Penalty 36304.585628 = -2122635.548678 nChanged 12 Iteration 231Q (211.415297 sec): 43 clusters Score: Raw -2158958.568500 + Penalty 36296.960168 = -2122661.608332 nChanged 10 Iteration 232Q (211.630152 sec): 43 clusters Score: Raw -2159045.372617 + Penalty 36291.808566 = -2122753.564051 nChanged 3 Iteration 233Q (211.850856 sec): 43 clusters Score: Raw -2159106.512650 + Penalty 36291.980942 = -2122814.531708 nChanged 2 Iteration 234Q (212.071699 sec): 43 clusters Score: Raw -2159106.546580 + Penalty 36291.980942 = -2122814.565638 nChanged 0 Iteration 235F (213.186178 sec): 43 clusters Score: Raw -2159106.546580 + Penalty 36291.980942 = -2122814.565638 nChanged 0 Writing temp clu file Memory request: 0.25 GB would take us to total of 0.50 GB. Compute initial score before splitting: Score: Raw -2159106.546580 + Penalty 36291.980942 = -2122814.565638Memory request: 0.04 GB would take us to total of 0.54 GB. Trying to split cluster 1 (8799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (213.398241 sec): 2 clusters Score: Raw -366969.013650 + Penalty 75.304574 = -366893.709076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (213.414105 sec): 3 clusters Score: Raw -361026.168464 + Penalty 157.197158 = -360868.971306 nChanged 4266 SP:Iteration 1F (213.429604 sec): 3 clusters Score: Raw -364057.918197 + Penalty 163.037853 = -363894.880345 nChanged 780 SP:Iteration 2F (213.445066 sec): 3 clusters Score: Raw -364637.327318 + Penalty 174.256241 = -364463.071077 nChanged 822 SP:Iteration 3F (213.460523 sec): 3 clusters Score: Raw -365393.291351 + Penalty 186.669943 = -365206.621408 nChanged 682 SP:Iteration 4F (213.476082 sec): 3 clusters Score: Raw -366051.808980 + Penalty 193.511758 = -365858.297222 nChanged 436 SP:Iteration 5Q (213.491918 sec): 3 clusters Score: Raw -366478.909500 + Penalty 182.937969 = -366295.971531 nChanged 244 SP:Iteration 6Q (213.507649 sec): 3 clusters Score: Raw -366724.512885 + Penalty 179.595724 = -366544.917161 nChanged 143 SP:Iteration 7Q (213.523294 sec): 3 clusters Score: Raw -366860.656599 + Penalty 166.749906 = -366693.906693 nChanged 73 SP:Iteration 8Q (213.537854 sec): 3 clusters Score: Raw -366931.360271 + Penalty 173.159536 = -366758.200735 nChanged 25 SP:Iteration 9Q (213.550801 sec): 3 clusters Score: Raw -366973.819416 + Penalty 171.813288 = -366802.006128 nChanged 11 SP:Iteration 10F (213.566332 sec): 3 clusters Score: Raw -366997.393782 + Penalty 171.234009 = -366826.159773 nChanged 5 SP:Iteration 11Q (213.578689 sec): 3 clusters Score: Raw -367000.884060 + Penalty 166.662965 = -366834.221095 nChanged 5 SP:Iteration 12Q (213.590674 sec): 3 clusters Score: Raw -367005.123892 + Penalty 163.328192 = -366841.795700 nChanged 4 SP:Iteration 13Q (213.602637 sec): 3 clusters Score: Raw -367007.855355 + Penalty 161.837042 = -366846.018313 nChanged 2 SP:Iteration 14Q (213.614921 sec): 3 clusters Score: Raw -367008.991070 + Penalty 156.386212 = -366852.604858 nChanged 3 SP:Iteration 15Q (213.626822 sec): 3 clusters Score: Raw -367010.146990 + Penalty 154.505338 = -366855.641652 nChanged 1 SP:Iteration 16Q (213.639020 sec): 3 clusters Score: Raw -367010.812270 + Penalty 154.874818 = -366855.937453 nChanged 1 SP:Iteration 17Q (213.651413 sec): 3 clusters Score: Raw -367011.366292 + Penalty 155.492962 = -366855.873330 nChanged 1 SP:Iteration 18F (213.666871 sec): 3 clusters Score: Raw -367011.561271 + Penalty 155.492962 = -366856.068309 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 2 (937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (213.676054 sec): 2 clusters Score: Raw -41928.316761 + Penalty 619.637507 = -41308.679253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (213.677921 sec): 3 clusters Score: Raw -41463.193854 + Penalty 1233.978051 = -40229.215804 nChanged 334 SP:Iteration 1F (213.679737 sec): 3 clusters Score: Raw -41679.338213 + Penalty 1228.250629 = -40451.087584 nChanged 98 SP:Iteration 2F (213.681527 sec): 3 clusters Score: Raw -41750.813560 + Penalty 1223.968427 = -40526.845133 nChanged 53 SP:Iteration 3F (213.683316 sec): 3 clusters Score: Raw -41802.506689 + Penalty 1219.761987 = -40582.744702 nChanged 50 SP:Iteration 4F (213.685143 sec): 3 clusters Score: Raw -41858.487613 + Penalty 1217.001924 = -40641.485689 nChanged 46 SP:Iteration 5Q (213.686954 sec): 3 clusters Score: Raw -41889.610173 + Penalty 1217.965953 = -40671.644220 nChanged 28 SP:Iteration 6Q (213.688751 sec): 3 clusters Score: Raw -41907.756625 + Penalty 1218.237753 = -40689.518872 nChanged 18 SP:Iteration 7Q (213.690531 sec): 3 clusters Score: Raw -41919.470419 + Penalty 1219.554088 = -40699.916331 nChanged 17 SP:Iteration 8Q (213.692274 sec): 3 clusters Score: Raw -41930.231666 + Penalty 1220.044411 = -40710.187254 nChanged 11 SP:Iteration 9Q (213.694011 sec): 3 clusters Score: Raw -41935.127217 + Penalty 1220.434991 = -40714.692226 nChanged 8 SP:Iteration 10F (213.695797 sec): 3 clusters Score: Raw -41938.921730 + Penalty 1220.137587 = -40718.784143 nChanged 4 SP:Iteration 11Q (213.697530 sec): 3 clusters Score: Raw -41941.220733 + Penalty 1219.822332 = -40721.398402 nChanged 3 SP:Iteration 12Q (213.699283 sec): 3 clusters Score: Raw -41941.828878 + Penalty 1220.134924 = -40721.693955 nChanged 1 SP:Iteration 13Q (213.701092 sec): 3 clusters Score: Raw -41941.915749 + Penalty 1220.134924 = -40721.780825 nChanged 0 SP:Iteration 14F (213.702913 sec): 3 clusters Score: Raw -41941.915749 + Penalty 1220.134924 = -40721.780825 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 3 (1187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (213.710337 sec): 2 clusters Score: Raw -52367.195171 + Penalty 328.318335 = -52038.876836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (213.712660 sec): 3 clusters Score: Raw -51717.180889 + Penalty 657.186436 = -51059.994453 nChanged 466 SP:Iteration 1F (213.714889 sec): 3 clusters Score: Raw -52107.072517 + Penalty 662.397277 = -51444.675241 nChanged 129 SP:Iteration 2F (213.717114 sec): 3 clusters Score: Raw -52220.525481 + Penalty 665.051987 = -51555.473494 nChanged 62 SP:Iteration 3F (213.719340 sec): 3 clusters Score: Raw -52275.258889 + Penalty 668.453891 = -51606.804998 nChanged 37 SP:Iteration 4Q (213.721566 sec): 3 clusters Score: Raw -52306.853696 + Penalty 669.408191 = -51637.445505 nChanged 28 SP:Iteration 5Q (213.723703 sec): 3 clusters Score: Raw -52325.045305 + Penalty 677.257977 = -51647.787328 nChanged 23 SP:Iteration 6Q (213.725790 sec): 3 clusters Score: Raw -52340.857029 + Penalty 682.646882 = -51658.210147 nChanged 18 SP:Iteration 7Q (213.727847 sec): 3 clusters Score: Raw -52358.973987 + Penalty 686.518908 = -51672.455079 nChanged 12 SP:Iteration 8Q (213.729867 sec): 3 clusters Score: Raw -52368.891063 + Penalty 687.871395 = -51681.019668 nChanged 7 SP:Iteration 9Q (213.731858 sec): 3 clusters Score: Raw -52372.469104 + Penalty 690.288406 = -51682.180699 nChanged 5 SP:Iteration 10F (213.734082 sec): 3 clusters Score: Raw -52373.616671 + Penalty 692.130666 = -51681.486004 nChanged 2 SP:Iteration 11F (213.736304 sec): 3 clusters Score: Raw -52374.031669 + Penalty 693.144889 = -51680.886780 nChanged 1 SP:Iteration 12F (213.738527 sec): 3 clusters Score: Raw -52374.118539 + Penalty 693.813738 = -51680.304801 nChanged 2 SP:Iteration 13F (213.740752 sec): 3 clusters Score: Raw -52374.298930 + Penalty 692.606310 = -51681.692620 nChanged 1 SP:Iteration 14Q (213.742726 sec): 3 clusters Score: Raw -52374.336533 + Penalty 692.606310 = -51681.730223 nChanged 0 SP:Iteration 15F (213.744977 sec): 3 clusters Score: Raw -52374.336533 + Penalty 692.606310 = -51681.730223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 4 (492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (213.750625 sec): 2 clusters Score: Raw -23970.984308 + Penalty 738.274193 = -23232.710115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (213.751710 sec): 3 clusters Score: Raw -23838.704370 + Penalty 1478.637980 = -22360.066390 nChanged 139 SP:Iteration 1F (213.752771 sec): 3 clusters Score: Raw -23973.436379 + Penalty 1479.153317 = -22494.283062 nChanged 26 SP:Iteration 2F (213.753906 sec): 3 clusters Score: Raw -24000.207220 + Penalty 1478.877028 = -22521.330191 nChanged 9 SP:Iteration 3Q (213.754947 sec): 3 clusters Score: Raw -24013.622468 + Penalty 1478.907972 = -22534.714496 nChanged 10 SP:Iteration 4Q (213.755982 sec): 3 clusters Score: Raw -24025.326217 + Penalty 1478.962576 = -22546.363640 nChanged 8 SP:Iteration 5Q (213.757024 sec): 3 clusters Score: Raw -24037.657747 + Penalty 1478.674648 = -22558.983099 nChanged 6 SP:Iteration 6Q (213.758062 sec): 3 clusters Score: Raw -24043.894403 + Penalty 1479.019835 = -22564.874568 nChanged 3 SP:Iteration 7Q (213.759102 sec): 3 clusters Score: Raw -24046.720466 + Penalty 1478.857051 = -22567.863414 nChanged 1 SP:Iteration 8Q (213.760200 sec): 3 clusters Score: Raw -24047.093585 + Penalty 1478.857051 = -22568.236534 nChanged 0 SP:Iteration 9F (213.761310 sec): 3 clusters Score: Raw -24047.093585 + Penalty 1478.857051 = -22568.236534 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 6 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (213.763462 sec): 2 clusters Score: Raw -33853.886427 + Penalty 714.773686 = -33139.112741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (213.764716 sec): 3 clusters Score: Raw -33653.361108 + Penalty 1428.147353 = -32225.213755 nChanged 172 SP:Iteration 1F (213.765953 sec): 3 clusters Score: Raw -33807.756179 + Penalty 1428.240541 = -32379.515638 nChanged 47 SP:Iteration 2F (213.767187 sec): 3 clusters Score: Raw -33850.377872 + Penalty 1428.332689 = -32422.045183 nChanged 19 SP:Iteration 3Q (213.768426 sec): 3 clusters Score: Raw -33867.727698 + Penalty 1428.240482 = -32439.487215 nChanged 6 SP:Iteration 4Q (213.769646 sec): 3 clusters Score: Raw -33870.494605 + Penalty 1428.402667 = -32442.091939 nChanged 6 SP:Iteration 5Q (213.770862 sec): 3 clusters Score: Raw -33876.424831 + Penalty 1428.495942 = -32447.928889 nChanged 6 SP:Iteration 6Q (213.772073 sec): 3 clusters Score: Raw -33881.862772 + Penalty 1428.471819 = -32453.390954 nChanged 4 SP:Iteration 7Q (213.773285 sec): 3 clusters Score: Raw -33888.589494 + Penalty 1428.420834 = -32460.168660 nChanged 1 SP:Iteration 8Q (213.774514 sec): 3 clusters Score: Raw -33889.542196 + Penalty 1428.431702 = -32461.110495 nChanged 2 SP:Iteration 9Q (213.775724 sec): 3 clusters Score: Raw -33891.111302 + Penalty 1428.431702 = -32462.679600 nChanged 0 SP:Iteration 10F (213.776953 sec): 3 clusters Score: Raw -33891.111302 + Penalty 1428.431702 = -32462.679600 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 7 (557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (213.779033 sec): 2 clusters Score: Raw -26570.258506 + Penalty 483.909525 = -26086.348980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (213.780293 sec): 3 clusters Score: Raw -26299.366952 + Penalty 968.364708 = -25331.002243 nChanged 180 SP:Iteration 1F (213.781526 sec): 3 clusters Score: Raw -26396.814901 + Penalty 968.728433 = -25428.086468 nChanged 41 SP:Iteration 2F (213.782758 sec): 3 clusters Score: Raw -26423.407795 + Penalty 972.514130 = -25450.893665 nChanged 35 SP:Iteration 3F (213.783931 sec): 3 clusters Score: Raw -26458.626999 + Penalty 978.703818 = -25479.923181 nChanged 30 SP:Iteration 4F (213.785105 sec): 3 clusters Score: Raw -26481.732782 + Penalty 990.402968 = -25491.329815 nChanged 29 SP:Iteration 5F (213.786290 sec): 3 clusters Score: Raw -26509.809868 + Penalty 1012.033178 = -25497.776690 nChanged 30 SP:Iteration 6F (213.787458 sec): 3 clusters Score: Raw -26539.940342 + Penalty 1037.573977 = -25502.366365 nChanged 32 SP:Iteration 7F (213.788625 sec): 3 clusters Score: Raw -26576.410517 + Penalty 1063.385882 = -25513.024635 nChanged 23 SP:Iteration 8Q (213.789757 sec): 3 clusters Score: Raw -26603.554759 + Penalty 1082.999711 = -25520.555048 nChanged 13 SP:Iteration 9Q (213.790873 sec): 3 clusters Score: Raw -26617.696976 + Penalty 1092.483136 = -25525.213840 nChanged 7 SP:Iteration 10F (213.792049 sec): 3 clusters Score: Raw -26628.477475 + Penalty 1099.717339 = -25528.760136 nChanged 6 SP:Iteration 11Q (213.793147 sec): 3 clusters Score: Raw -26635.706726 + Penalty 1104.832807 = -25530.873919 nChanged 4 SP:Iteration 12Q (213.794238 sec): 3 clusters Score: Raw -26638.404441 + Penalty 1109.310133 = -25529.094308 nChanged 3 SP:Iteration 13F (213.795407 sec): 3 clusters Score: Raw -26642.293270 + Penalty 1115.531148 = -25526.762122 nChanged 5 SP:Iteration 14F (213.796576 sec): 3 clusters Score: Raw -26649.455377 + Penalty 1118.184287 = -25531.271090 nChanged 2 SP:Iteration 15Q (213.797629 sec): 3 clusters Score: Raw -26650.866856 + Penalty 1121.376136 = -25529.490721 nChanged 2 SP:Iteration 16F (213.798783 sec): 3 clusters Score: Raw -26651.705601 + Penalty 1122.817941 = -25528.887661 nChanged 1 SP:Iteration 17F (213.799959 sec): 3 clusters Score: Raw -26652.039598 + Penalty 1124.320276 = -25527.719322 nChanged 1 SP:Iteration 18F (213.801158 sec): 3 clusters Score: Raw -26655.475318 + Penalty 1125.210625 = -25530.264693 nChanged 1 SP:Iteration 19Q (213.802204 sec): 3 clusters Score: Raw -26657.561299 + Penalty 1125.210625 = -25532.350674 nChanged 0 SP:Iteration 20F (213.803372 sec): 3 clusters Score: Raw -26657.561299 + Penalty 1125.210625 = -25532.350674 nChanged 0 Memory request: 0.02 GB would take us to total of 0.51 GB. Trying to split cluster 8 (2881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (213.817152 sec): 2 clusters Score: Raw -128739.145298 + Penalty 337.993910 = -128401.151388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (213.822488 sec): 3 clusters Score: Raw -126919.377592 + Penalty 677.745134 = -126241.632458 nChanged 1252 SP:Iteration 1F (213.827738 sec): 3 clusters Score: Raw -127648.329487 + Penalty 683.334771 = -126964.994716 nChanged 371 SP:Iteration 2F (213.832969 sec): 3 clusters Score: Raw -127824.743704 + Penalty 692.442712 = -127132.300992 nChanged 243 SP:Iteration 3F (213.838188 sec): 3 clusters Score: Raw -128020.505457 + Penalty 698.541459 = -127321.963998 nChanged 199 SP:Iteration 4F (213.843411 sec): 3 clusters Score: Raw -128205.421364 + Penalty 698.838821 = -127506.582543 nChanged 190 SP:Iteration 5F (213.848801 sec): 3 clusters Score: Raw -128342.477482 + Penalty 697.694025 = -127644.783456 nChanged 144 SP:Iteration 6Q (213.854072 sec): 3 clusters Score: Raw -128426.887076 + Penalty 696.551217 = -127730.335859 nChanged 107 SP:Iteration 7Q (213.859222 sec): 3 clusters Score: Raw -128493.229278 + Penalty 695.730799 = -127797.498479 nChanged 72 SP:Iteration 8Q (213.864345 sec): 3 clusters Score: Raw -128524.115270 + Penalty 696.611010 = -127827.504259 nChanged 48 SP:Iteration 9Q (213.869417 sec): 3 clusters Score: Raw -128537.091579 + Penalty 696.926108 = -127840.165470 nChanged 27 SP:Iteration 10F (213.874856 sec): 3 clusters Score: Raw -128543.553025 + Penalty 697.042739 = -127846.510286 nChanged 16 SP:Iteration 11Q (213.880052 sec): 3 clusters Score: Raw -128545.285935 + Penalty 697.511725 = -127847.774210 nChanged 10 SP:Iteration 12Q (213.885279 sec): 3 clusters Score: Raw -128547.602455 + Penalty 698.174968 = -127849.427487 nChanged 12 SP:Iteration 13Q (213.890284 sec): 3 clusters Score: Raw -128550.071186 + Penalty 698.711387 = -127851.359799 nChanged 7 SP:Iteration 14Q (213.895275 sec): 3 clusters Score: Raw -128551.436184 + Penalty 698.984132 = -127852.452051 nChanged 8 SP:Iteration 15Q (213.900267 sec): 3 clusters Score: Raw -128552.969604 + Penalty 698.854418 = -127854.115186 nChanged 8 SP:Iteration 16Q (213.905255 sec): 3 clusters Score: Raw -128554.232726 + Penalty 699.266878 = -127854.965848 nChanged 11 SP:Iteration 17Q (213.910271 sec): 3 clusters Score: Raw -128555.768731 + Penalty 699.020548 = -127856.748183 nChanged 10 SP:Iteration 18Q (213.915288 sec): 3 clusters Score: Raw -128557.123510 + Penalty 698.774322 = -127858.349188 nChanged 4 SP:Iteration 19Q (213.920373 sec): 3 clusters Score: Raw -128557.352654 + Penalty 698.513924 = -127858.838730 nChanged 6 SP:Iteration 20F (213.925582 sec): 3 clusters Score: Raw -128557.724018 + Penalty 698.412348 = -127859.311669 nChanged 3 SP:Iteration 21Q (213.930566 sec): 3 clusters Score: Raw -128557.910506 + Penalty 698.362851 = -127859.547655 nChanged 2 SP:Iteration 22Q (213.935545 sec): 3 clusters Score: Raw -128558.077972 + Penalty 698.167655 = -127859.910317 nChanged 2 SP:Iteration 23Q (213.940532 sec): 3 clusters Score: Raw -128558.254980 + Penalty 697.801208 = -127860.453772 nChanged 5 SP:Iteration 24Q (213.945513 sec): 3 clusters Score: Raw -128558.669778 + Penalty 697.746458 = -127860.923321 nChanged 4 SP:Iteration 25Q (213.950519 sec): 3 clusters Score: Raw -128558.812420 + Penalty 697.720357 = -127861.092063 nChanged 2 SP:Iteration 26Q (213.955498 sec): 3 clusters Score: Raw -128559.105610 + Penalty 697.836133 = -127861.269478 nChanged 2 SP:Iteration 27Q (213.960481 sec): 3 clusters Score: Raw -128559.462399 + Penalty 698.178619 = -127861.283779 nChanged 5 SP:Iteration 28Q (213.965494 sec): 3 clusters Score: Raw -128560.001660 + Penalty 698.375961 = -127861.625699 nChanged 2 SP:Iteration 29Q (213.970522 sec): 3 clusters Score: Raw -128560.192358 + Penalty 698.356179 = -127861.836179 nChanged 1 SP:Iteration 30F (213.975855 sec): 3 clusters Score: Raw -128560.270305 + Penalty 698.152711 = -127862.117594 nChanged 3 SP:Iteration 31Q (213.980884 sec): 3 clusters Score: Raw -128560.754845 + Penalty 698.149605 = -127862.605240 nChanged 4 SP:Iteration 32Q (213.986181 sec): 3 clusters Score: Raw -128560.943414 + Penalty 698.021796 = -127862.921619 nChanged 2 SP:Iteration 33Q (213.991177 sec): 3 clusters Score: Raw -128561.075761 + Penalty 697.900318 = -127863.175443 nChanged 3 SP:Iteration 34Q (213.996159 sec): 3 clusters Score: Raw -128561.344068 + Penalty 698.054120 = -127863.289948 nChanged 3 SP:Iteration 35Q (214.001139 sec): 3 clusters Score: Raw -128561.462506 + Penalty 698.054120 = -127863.408385 nChanged 0 SP:Iteration 36F (214.006395 sec): 3 clusters Score: Raw -128561.462506 + Penalty 698.054120 = -127863.408385 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 9 (905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.011079 sec): 2 clusters Score: Raw -44598.537929 + Penalty 309.118067 = -44289.419862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.012878 sec): 3 clusters Score: Raw -44118.687583 + Penalty 619.831417 = -43498.856165 nChanged 356 SP:Iteration 1F (214.014610 sec): 3 clusters Score: Raw -44337.258753 + Penalty 624.033876 = -43713.224877 nChanged 99 SP:Iteration 2F (214.016344 sec): 3 clusters Score: Raw -44408.981850 + Penalty 631.007320 = -43777.974530 nChanged 79 SP:Iteration 3F (214.018080 sec): 3 clusters Score: Raw -44483.405005 + Penalty 639.536031 = -43843.868974 nChanged 69 SP:Iteration 4F (214.019821 sec): 3 clusters Score: Raw -44544.287266 + Penalty 647.132860 = -43897.154406 nChanged 57 SP:Iteration 5F (214.021564 sec): 3 clusters Score: Raw -44589.555138 + Penalty 652.956682 = -43936.598456 nChanged 44 SP:Iteration 6Q (214.023295 sec): 3 clusters Score: Raw -44627.970977 + Penalty 661.566054 = -43966.404924 nChanged 37 SP:Iteration 7Q (214.025075 sec): 3 clusters Score: Raw -44656.460187 + Penalty 662.870882 = -43993.589305 nChanged 22 SP:Iteration 8Q (214.026833 sec): 3 clusters Score: Raw -44667.760186 + Penalty 663.189898 = -44004.570288 nChanged 12 SP:Iteration 9Q (214.028553 sec): 3 clusters Score: Raw -44676.653780 + Penalty 661.850029 = -44014.803751 nChanged 12 SP:Iteration 10F (214.030291 sec): 3 clusters Score: Raw -44687.369297 + Penalty 659.475251 = -44027.894046 nChanged 10 SP:Iteration 11Q (214.032019 sec): 3 clusters Score: Raw -44692.493368 + Penalty 657.214480 = -44035.278888 nChanged 7 SP:Iteration 12Q (214.033746 sec): 3 clusters Score: Raw -44699.046480 + Penalty 655.774388 = -44043.272092 nChanged 8 SP:Iteration 13Q (214.035471 sec): 3 clusters Score: Raw -44707.765678 + Penalty 653.439848 = -44054.325830 nChanged 12 SP:Iteration 14Q (214.037196 sec): 3 clusters Score: Raw -44713.865399 + Penalty 653.155863 = -44060.709536 nChanged 6 SP:Iteration 15Q (214.038920 sec): 3 clusters Score: Raw -44716.749502 + Penalty 652.270215 = -44064.479288 nChanged 4 SP:Iteration 16Q (214.040641 sec): 3 clusters Score: Raw -44718.098470 + Penalty 650.908345 = -44067.190125 nChanged 3 SP:Iteration 17Q (214.042360 sec): 3 clusters Score: Raw -44719.183907 + Penalty 650.360556 = -44068.823351 nChanged 1 SP:Iteration 18Q (214.044080 sec): 3 clusters Score: Raw -44719.675870 + Penalty 649.813487 = -44069.862382 nChanged 1 SP:Iteration 19Q (214.045801 sec): 3 clusters Score: Raw -44719.880023 + Penalty 649.813487 = -44070.066535 nChanged 0 SP:Iteration 20F (214.047535 sec): 3 clusters Score: Raw -44719.880023 + Penalty 649.813487 = -44070.066535 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 10 (858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.050894 sec): 2 clusters Score: Raw -37855.255278 + Penalty 553.870784 = -37301.384493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.052615 sec): 3 clusters Score: Raw -37495.270001 + Penalty 1106.106179 = -36389.163822 nChanged 303 SP:Iteration 1F (214.054275 sec): 3 clusters Score: Raw -37768.333807 + Penalty 1100.927526 = -36667.406282 nChanged 100 SP:Iteration 2F (214.055932 sec): 3 clusters Score: Raw -37882.611843 + Penalty 1098.964573 = -36783.647270 nChanged 49 SP:Iteration 3F (214.057589 sec): 3 clusters Score: Raw -37924.673157 + Penalty 1098.098375 = -36826.574781 nChanged 24 SP:Iteration 4Q (214.059210 sec): 3 clusters Score: Raw -37949.291492 + Penalty 1100.631433 = -36848.660059 nChanged 22 SP:Iteration 5Q (214.060870 sec): 3 clusters Score: Raw -37972.783364 + Penalty 1104.650520 = -36868.132844 nChanged 26 SP:Iteration 6Q (214.062488 sec): 3 clusters Score: Raw -38005.074223 + Penalty 1108.387826 = -36896.686396 nChanged 30 SP:Iteration 7Q (214.064063 sec): 3 clusters Score: Raw -38034.023037 + Penalty 1113.371506 = -36920.651532 nChanged 26 SP:Iteration 8Q (214.065620 sec): 3 clusters Score: Raw -38073.235366 + Penalty 1116.893272 = -36956.342095 nChanged 25 SP:Iteration 9Q (214.067160 sec): 3 clusters Score: Raw -38106.531178 + Penalty 1118.490571 = -36988.040607 nChanged 22 SP:Iteration 10F (214.068864 sec): 3 clusters Score: Raw -38130.127131 + Penalty 1118.555489 = -37011.571642 nChanged 14 SP:Iteration 11Q (214.070395 sec): 3 clusters Score: Raw -38141.255830 + Penalty 1118.837163 = -37022.418667 nChanged 9 SP:Iteration 12Q (214.071896 sec): 3 clusters Score: Raw -38151.544473 + Penalty 1118.613404 = -37032.931069 nChanged 12 SP:Iteration 13Q (214.073385 sec): 3 clusters Score: Raw -38172.706327 + Penalty 1117.732861 = -37054.973466 nChanged 20 SP:Iteration 14Q (214.074894 sec): 3 clusters Score: Raw -38222.395908 + Penalty 1116.001960 = -37106.393948 nChanged 20 SP:Iteration 15Q (214.076374 sec): 3 clusters Score: Raw -38273.682679 + Penalty 1115.136383 = -37158.546296 nChanged 15 SP:Iteration 16Q (214.077803 sec): 3 clusters Score: Raw -38316.802273 + Penalty 1114.354775 = -37202.447498 nChanged 13 SP:Iteration 17Q (214.079298 sec): 3 clusters Score: Raw -38360.510597 + Penalty 1114.548588 = -37245.962009 nChanged 9 SP:Iteration 18Q (214.080745 sec): 3 clusters Score: Raw -38382.958958 + Penalty 1115.449126 = -37267.509831 nChanged 5 SP:Iteration 19Q (214.082143 sec): 3 clusters Score: Raw -38396.980661 + Penalty 1115.902409 = -37281.078252 nChanged 5 SP:Iteration 20F (214.083827 sec): 3 clusters Score: Raw -38404.168314 + Penalty 1116.126901 = -37288.041413 nChanged 1 SP:Iteration 21Q (214.085220 sec): 3 clusters Score: Raw -38404.854916 + Penalty 1116.126901 = -37288.728015 nChanged 0 SP:Iteration 22F (214.086925 sec): 3 clusters Score: Raw -38404.854916 + Penalty 1116.126901 = -37288.728015 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 11 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.088203 sec): 2 clusters Score: Raw -13177.769264 + Penalty 534.355060 = -12643.414204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.088909 sec): 3 clusters Score: Raw -13111.559951 + Penalty 1077.511076 = -12034.048875 nChanged 60 SP:Iteration 1F (214.089610 sec): 3 clusters Score: Raw -13184.389243 + Penalty 1089.613379 = -12094.775864 nChanged 23 SP:Iteration 2F (214.090304 sec): 3 clusters Score: Raw -13221.664077 + Penalty 1102.629507 = -12119.034570 nChanged 18 SP:Iteration 3F (214.090995 sec): 3 clusters Score: Raw -13261.043594 + Penalty 1106.531503 = -12154.512091 nChanged 10 SP:Iteration 4Q (214.091664 sec): 3 clusters Score: Raw -13299.369796 + Penalty 1103.692872 = -12195.676923 nChanged 9 SP:Iteration 5Q (214.092319 sec): 3 clusters Score: Raw -13325.079125 + Penalty 1102.387876 = -12222.691249 nChanged 5 SP:Iteration 6Q (214.092999 sec): 3 clusters Score: Raw -13342.783636 + Penalty 1100.219700 = -12242.563936 nChanged 5 SP:Iteration 7Q (214.093645 sec): 3 clusters Score: Raw -13361.329018 + Penalty 1099.764383 = -12261.564635 nChanged 5 SP:Iteration 8Q (214.094284 sec): 3 clusters Score: Raw -13377.027386 + Penalty 1102.447852 = -12274.579535 nChanged 5 SP:Iteration 9Q (214.094918 sec): 3 clusters Score: Raw -13393.091322 + Penalty 1106.449124 = -12286.642198 nChanged 6 SP:Iteration 10F (214.095608 sec): 3 clusters Score: Raw -13408.976349 + Penalty 1108.294081 = -12300.682269 nChanged 1 SP:Iteration 11Q (214.096231 sec): 3 clusters Score: Raw -13414.339345 + Penalty 1112.314530 = -12302.024814 nChanged 2 SP:Iteration 12Q (214.096851 sec): 3 clusters Score: Raw -13421.830323 + Penalty 1116.119566 = -12305.710757 nChanged 2 SP:Iteration 13Q (214.097466 sec): 3 clusters Score: Raw -13424.378244 + Penalty 1116.119566 = -12308.258678 nChanged 0 SP:Iteration 14F (214.098157 sec): 3 clusters Score: Raw -13424.378244 + Penalty 1116.119566 = -12308.258678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 12 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.099544 sec): 2 clusters Score: Raw -13553.531784 + Penalty 593.372760 = -12960.159024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.100350 sec): 3 clusters Score: Raw -13469.086257 + Penalty 1186.588436 = -12282.497821 nChanged 77 SP:Iteration 1F (214.101137 sec): 3 clusters Score: Raw -13542.605524 + Penalty 1187.003976 = -12355.601548 nChanged 21 SP:Iteration 2F (214.101922 sec): 3 clusters Score: Raw -13566.978432 + Penalty 1188.265865 = -12378.712567 nChanged 13 SP:Iteration 3Q (214.102701 sec): 3 clusters Score: Raw -13590.247281 + Penalty 1190.938324 = -12399.308957 nChanged 11 SP:Iteration 4Q (214.103475 sec): 3 clusters Score: Raw -13609.625673 + Penalty 1192.599020 = -12417.026652 nChanged 5 SP:Iteration 5Q (214.104241 sec): 3 clusters Score: Raw -13613.437748 + Penalty 1193.377331 = -12420.060418 nChanged 3 SP:Iteration 6Q (214.105003 sec): 3 clusters Score: Raw -13619.241294 + Penalty 1194.222520 = -12425.018775 nChanged 4 SP:Iteration 7Q (214.105764 sec): 3 clusters Score: Raw -13623.456471 + Penalty 1194.423240 = -12429.033231 nChanged 1 SP:Iteration 8Q (214.106524 sec): 3 clusters Score: Raw -13625.371514 + Penalty 1194.069636 = -12431.301878 nChanged 2 SP:Iteration 9Q (214.107280 sec): 3 clusters Score: Raw -13627.175967 + Penalty 1194.069636 = -12433.106331 nChanged 0 SP:Iteration 10F (214.108066 sec): 3 clusters Score: Raw -13627.175967 + Penalty 1194.069636 = -12433.106331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 13 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.109464 sec): 2 clusters Score: Raw -14902.189550 + Penalty 285.401059 = -14616.788491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.110308 sec): 3 clusters Score: Raw -14740.601937 + Penalty 567.169482 = -14173.432455 nChanged 112 SP:Iteration 1F (214.111119 sec): 3 clusters Score: Raw -14830.198592 + Penalty 568.129617 = -14262.068976 nChanged 42 SP:Iteration 2F (214.111928 sec): 3 clusters Score: Raw -14899.622612 + Penalty 571.979488 = -14327.643124 nChanged 33 SP:Iteration 3F (214.112735 sec): 3 clusters Score: Raw -14933.407121 + Penalty 575.149102 = -14358.258019 nChanged 17 SP:Iteration 4Q (214.113524 sec): 3 clusters Score: Raw -14955.098780 + Penalty 579.806944 = -14375.291835 nChanged 19 SP:Iteration 5F (214.114331 sec): 3 clusters Score: Raw -14975.766178 + Penalty 581.723646 = -14394.042532 nChanged 9 SP:Iteration 6Q (214.115108 sec): 3 clusters Score: Raw -14985.149390 + Penalty 584.969418 = -14400.179972 nChanged 7 SP:Iteration 7Q (214.115888 sec): 3 clusters Score: Raw -14992.744192 + Penalty 588.028826 = -14404.715366 nChanged 5 SP:Iteration 8Q (214.116665 sec): 3 clusters Score: Raw -14998.269976 + Penalty 589.927750 = -14408.342226 nChanged 4 SP:Iteration 9Q (214.117466 sec): 3 clusters Score: Raw -14999.589498 + Penalty 590.567639 = -14409.021859 nChanged 1 SP:Iteration 10F (214.118274 sec): 3 clusters Score: Raw -15000.243843 + Penalty 590.567639 = -14409.676204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 14 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.119092 sec): 2 clusters Score: Raw -7271.998135 + Penalty 435.367020 = -6836.631115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.119534 sec): 3 clusters Score: Raw -7262.372841 + Penalty 871.087653 = -6391.285188 nChanged 21 SP:Iteration 1F (214.119971 sec): 3 clusters Score: Raw -7306.149482 + Penalty 871.640136 = -6434.509345 nChanged 8 SP:Iteration 2F (214.120405 sec): 3 clusters Score: Raw -7320.730100 + Penalty 872.445011 = -6448.285089 nChanged 5 SP:Iteration 3Q (214.120829 sec): 3 clusters Score: Raw -7330.512078 + Penalty 872.538835 = -6457.973244 nChanged 2 SP:Iteration 4Q (214.121250 sec): 3 clusters Score: Raw -7333.354049 + Penalty 872.082432 = -6461.271617 nChanged 1 SP:Iteration 5Q (214.121670 sec): 3 clusters Score: Raw -7334.066600 + Penalty 871.939797 = -6462.126802 nChanged 1 SP:Iteration 6Q (214.122090 sec): 3 clusters Score: Raw -7333.894697 + Penalty 872.022998 = -6461.871699 nChanged 1 SP:Iteration 7F (214.122522 sec): 3 clusters Score: Raw -7333.359236 + Penalty 872.022998 = -6461.336238 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 15 (353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.124027 sec): 2 clusters Score: Raw -14341.320305 + Penalty 718.085584 = -13623.234720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.124857 sec): 3 clusters Score: Raw -14322.084793 + Penalty 1436.152797 = -12885.931995 nChanged 65 SP:Iteration 1F (214.125680 sec): 3 clusters Score: Raw -14414.214378 + Penalty 1436.177008 = -12978.037369 nChanged 15 SP:Iteration 2Q (214.126478 sec): 3 clusters Score: Raw -14448.789974 + Penalty 1436.110454 = -13012.679519 nChanged 9 SP:Iteration 3Q (214.127269 sec): 3 clusters Score: Raw -14461.686013 + Penalty 1435.970882 = -13025.715131 nChanged 5 SP:Iteration 4Q (214.128057 sec): 3 clusters Score: Raw -14475.045097 + Penalty 1436.041016 = -13039.004081 nChanged 4 SP:Iteration 5Q (214.128841 sec): 3 clusters Score: Raw -14482.409646 + Penalty 1436.474297 = -13045.935348 nChanged 6 SP:Iteration 6Q (214.129629 sec): 3 clusters Score: Raw -14490.389714 + Penalty 1437.139832 = -13053.249882 nChanged 7 SP:Iteration 7Q (214.130412 sec): 3 clusters Score: Raw -14498.421317 + Penalty 1438.142398 = -13060.278919 nChanged 6 SP:Iteration 8Q (214.131195 sec): 3 clusters Score: Raw -14508.588818 + Penalty 1440.616726 = -13067.972093 nChanged 9 SP:Iteration 9Q (214.131979 sec): 3 clusters Score: Raw -14525.782019 + Penalty 1443.497482 = -13082.284537 nChanged 10 SP:Iteration 10F (214.132798 sec): 3 clusters Score: Raw -14552.313596 + Penalty 1444.428917 = -13107.884679 nChanged 6 SP:Iteration 11Q (214.133568 sec): 3 clusters Score: Raw -14559.522550 + Penalty 1444.397881 = -13115.124669 nChanged 4 SP:Iteration 12Q (214.134337 sec): 3 clusters Score: Raw -14563.589384 + Penalty 1444.624200 = -13118.965184 nChanged 1 SP:Iteration 13Q (214.135104 sec): 3 clusters Score: Raw -14564.203904 + Penalty 1444.372244 = -13119.831659 nChanged 3 SP:Iteration 14Q (214.135871 sec): 3 clusters Score: Raw -14569.861977 + Penalty 1445.521961 = -13124.340016 nChanged 2 SP:Iteration 15Q (214.136634 sec): 3 clusters Score: Raw -14572.059377 + Penalty 1446.237874 = -13125.821503 nChanged 2 SP:Iteration 16Q (214.137399 sec): 3 clusters Score: Raw -14574.887598 + Penalty 1446.995444 = -13127.892154 nChanged 2 SP:Iteration 17Q (214.138161 sec): 3 clusters Score: Raw -14575.711181 + Penalty 1446.995444 = -13128.715737 nChanged 0 SP:Iteration 18F (214.138983 sec): 3 clusters Score: Raw -14575.711181 + Penalty 1446.995444 = -13128.715737 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 17 (1178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.144481 sec): 2 clusters Score: Raw -55296.716969 + Penalty 285.842191 = -55010.874778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.146720 sec): 3 clusters Score: Raw -54614.195924 + Penalty 578.163973 = -54036.031950 nChanged 483 SP:Iteration 1F (214.148977 sec): 3 clusters Score: Raw -54916.854854 + Penalty 591.856234 = -54324.998619 nChanged 146 SP:Iteration 2F (214.151222 sec): 3 clusters Score: Raw -55079.971242 + Penalty 607.332739 = -54472.638503 nChanged 108 SP:Iteration 3F (214.153416 sec): 3 clusters Score: Raw -55246.587627 + Penalty 618.878259 = -54627.709368 nChanged 75 SP:Iteration 4F (214.155603 sec): 3 clusters Score: Raw -55344.694109 + Penalty 623.329334 = -54721.364775 nChanged 43 SP:Iteration 5Q (214.157724 sec): 3 clusters Score: Raw -55391.630702 + Penalty 624.539170 = -54767.091532 nChanged 26 SP:Iteration 6Q (214.159786 sec): 3 clusters Score: Raw -55407.238910 + Penalty 626.942351 = -54780.296559 nChanged 11 SP:Iteration 7Q (214.161827 sec): 3 clusters Score: Raw -55411.053984 + Penalty 628.416541 = -54782.637443 nChanged 5 SP:Iteration 8Q (214.163859 sec): 3 clusters Score: Raw -55412.469796 + Penalty 629.801990 = -54782.667805 nChanged 4 SP:Iteration 9Q (214.165890 sec): 3 clusters Score: Raw -55413.664586 + Penalty 630.393219 = -54783.271367 nChanged 2 SP:Iteration 10F (214.168079 sec): 3 clusters Score: Raw -55414.094120 + Penalty 631.657147 = -54782.436972 nChanged 3 SP:Iteration 11F (214.170302 sec): 3 clusters Score: Raw -55414.818523 + Penalty 631.657147 = -54783.161376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 18 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.172222 sec): 2 clusters Score: Raw -15768.910434 + Penalty 129.008419 = -15639.902015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.172994 sec): 3 clusters Score: Raw -15579.278384 + Penalty 258.480696 = -15320.797687 nChanged 138 SP:Iteration 1F (214.173733 sec): 3 clusters Score: Raw -15659.007120 + Penalty 259.223121 = -15399.783999 nChanged 35 SP:Iteration 2F (214.174489 sec): 3 clusters Score: Raw -15687.616102 + Penalty 259.110216 = -15428.505887 nChanged 22 SP:Iteration 3F (214.175246 sec): 3 clusters Score: Raw -15709.546488 + Penalty 258.686294 = -15450.860194 nChanged 18 SP:Iteration 4F (214.176025 sec): 3 clusters Score: Raw -15720.390781 + Penalty 258.586482 = -15461.804298 nChanged 11 SP:Iteration 5Q (214.176798 sec): 3 clusters Score: Raw -15728.579149 + Penalty 258.702032 = -15469.877117 nChanged 11 SP:Iteration 6Q (214.177569 sec): 3 clusters Score: Raw -15737.564004 + Penalty 258.868693 = -15478.695311 nChanged 10 SP:Iteration 7Q (214.178339 sec): 3 clusters Score: Raw -15744.695123 + Penalty 259.073430 = -15485.621693 nChanged 5 SP:Iteration 8Q (214.179106 sec): 3 clusters Score: Raw -15746.760315 + Penalty 259.112282 = -15487.648032 nChanged 1 SP:Iteration 9Q (214.179875 sec): 3 clusters Score: Raw -15746.859887 + Penalty 259.094898 = -15487.764990 nChanged 1 SP:Iteration 10F (214.180653 sec): 3 clusters Score: Raw -15747.115708 + Penalty 259.007434 = -15488.108274 nChanged 1 SP:Iteration 11Q (214.181418 sec): 3 clusters Score: Raw -15747.326853 + Penalty 259.007434 = -15488.319419 nChanged 0 SP:Iteration 12F (214.182196 sec): 3 clusters Score: Raw -15747.326853 + Penalty 259.007434 = -15488.319419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 19 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.183874 sec): 2 clusters Score: Raw -6103.431532 + Penalty 371.613399 = -5731.818133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.184359 sec): 3 clusters Score: Raw -6124.810502 + Penalty 742.795437 = -5382.015065 nChanged 31 SP:Iteration 1F (214.184865 sec): 3 clusters Score: Raw -6193.151879 + Penalty 743.182111 = -5449.969768 nChanged 8 SP:Iteration 2F (214.185342 sec): 3 clusters Score: Raw -6213.738050 + Penalty 743.087264 = -5470.650786 nChanged 5 SP:Iteration 3Q (214.185794 sec): 3 clusters Score: Raw -6245.796320 + Penalty 741.819896 = -5503.976425 nChanged 8 SP:Iteration 4F (214.186269 sec): 3 clusters Score: Raw -6287.105758 + Penalty 736.473321 = -5550.632437 nChanged 11 SP:Iteration 5F (214.186745 sec): 3 clusters Score: Raw -6312.666607 + Penalty 736.183959 = -5576.482648 nChanged 1 SP:Iteration 6Q (214.187200 sec): 3 clusters Score: Raw -6313.502807 + Penalty 734.881839 = -5578.620969 nChanged 1 SP:Iteration 7Q (214.187660 sec): 3 clusters Score: Raw -6313.819249 + Penalty 734.436939 = -5579.382310 nChanged 1 SP:Iteration 8Q (214.188116 sec): 3 clusters Score: Raw -6319.325884 + Penalty 731.494257 = -5587.831627 nChanged 2 SP:Iteration 9Q (214.188567 sec): 3 clusters Score: Raw -6324.995312 + Penalty 732.214834 = -5592.780479 nChanged 1 SP:Iteration 10F (214.189052 sec): 3 clusters Score: Raw -6326.559123 + Penalty 733.054501 = -5593.504622 nChanged 1 SP:Iteration 11Q (214.189502 sec): 3 clusters Score: Raw -6327.262273 + Penalty 733.054501 = -5594.207772 nChanged 0 SP:Iteration 12F (214.189990 sec): 3 clusters Score: Raw -6327.262273 + Penalty 733.054501 = -5594.207772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 21 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.192365 sec): 2 clusters Score: Raw -17268.253288 + Penalty 830.719890 = -16437.533398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.193435 sec): 3 clusters Score: Raw -17171.619761 + Penalty 1661.420661 = -15510.199101 nChanged 110 SP:Iteration 1F (214.194505 sec): 3 clusters Score: Raw -17352.256907 + Penalty 1661.448090 = -15690.808816 nChanged 40 SP:Iteration 2F (214.195567 sec): 3 clusters Score: Raw -17430.002900 + Penalty 1661.433519 = -15768.569381 nChanged 20 SP:Iteration 3Q (214.196585 sec): 3 clusters Score: Raw -17470.235419 + Penalty 1661.374569 = -15808.860850 nChanged 13 SP:Iteration 4Q (214.197589 sec): 3 clusters Score: Raw -17501.290149 + Penalty 1661.303706 = -15839.986442 nChanged 13 SP:Iteration 5Q (214.198589 sec): 3 clusters Score: Raw -17544.342893 + Penalty 1661.128123 = -15883.214770 nChanged 9 SP:Iteration 6Q (214.199582 sec): 3 clusters Score: Raw -17563.686684 + Penalty 1661.062522 = -15902.624162 nChanged 8 SP:Iteration 7Q (214.200567 sec): 3 clusters Score: Raw -17579.180257 + Penalty 1661.013898 = -15918.166359 nChanged 4 SP:Iteration 8Q (214.201547 sec): 3 clusters Score: Raw -17584.334610 + Penalty 1661.013898 = -15923.320712 nChanged 0 SP:Iteration 9F (214.202612 sec): 3 clusters Score: Raw -17584.334610 + Penalty 1661.013898 = -15923.320712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 22 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.204415 sec): 2 clusters Score: Raw -17216.635846 + Penalty 404.061422 = -16812.574424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.205218 sec): 3 clusters Score: Raw -17053.620652 + Penalty 813.395066 = -16240.225587 nChanged 96 SP:Iteration 1F (214.206003 sec): 3 clusters Score: Raw -17122.585057 + Penalty 820.082018 = -16302.503040 nChanged 33 SP:Iteration 2F (214.206786 sec): 3 clusters Score: Raw -17149.842298 + Penalty 827.843725 = -16321.998573 nChanged 18 SP:Iteration 3F (214.207569 sec): 3 clusters Score: Raw -17172.318321 + Penalty 836.049942 = -16336.268379 nChanged 18 SP:Iteration 4F (214.208350 sec): 3 clusters Score: Raw -17193.714848 + Penalty 839.466150 = -16354.248697 nChanged 8 SP:Iteration 5Q (214.209113 sec): 3 clusters Score: Raw -17204.740660 + Penalty 838.959614 = -16365.781045 nChanged 10 SP:Iteration 6Q (214.209878 sec): 3 clusters Score: Raw -17214.278985 + Penalty 837.372530 = -16376.906455 nChanged 6 SP:Iteration 7Q (214.210658 sec): 3 clusters Score: Raw -17221.887862 + Penalty 837.738697 = -16384.149165 nChanged 4 SP:Iteration 8Q (214.211398 sec): 3 clusters Score: Raw -17226.107449 + Penalty 838.106084 = -16388.001365 nChanged 5 SP:Iteration 9Q (214.212131 sec): 3 clusters Score: Raw -17230.799495 + Penalty 836.996477 = -16393.803018 nChanged 5 SP:Iteration 10F (214.212912 sec): 3 clusters Score: Raw -17234.969002 + Penalty 836.164677 = -16398.804325 nChanged 1 SP:Iteration 11Q (214.213638 sec): 3 clusters Score: Raw -17236.491235 + Penalty 834.017482 = -16402.473753 nChanged 4 SP:Iteration 12Q (214.214363 sec): 3 clusters Score: Raw -17239.328589 + Penalty 832.908613 = -16406.419976 nChanged 2 SP:Iteration 13Q (214.215086 sec): 3 clusters Score: Raw -17241.707350 + Penalty 833.129712 = -16408.577638 nChanged 1 SP:Iteration 14Q (214.215806 sec): 3 clusters Score: Raw -17242.350159 + Penalty 833.227720 = -16409.122440 nChanged 1 SP:Iteration 15Q (214.216527 sec): 3 clusters Score: Raw -17243.059739 + Penalty 833.227720 = -16409.832019 nChanged 0 SP:Iteration 16F (214.217308 sec): 3 clusters Score: Raw -17243.059739 + Penalty 833.227720 = -16409.832019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 25 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.219183 sec): 2 clusters Score: Raw -11098.366047 + Penalty 294.999684 = -10803.366364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.219804 sec): 3 clusters Score: Raw -11004.889438 + Penalty 596.114196 = -10408.775242 nChanged 56 SP:Iteration 1F (214.220410 sec): 3 clusters Score: Raw -11057.414188 + Penalty 602.927682 = -10454.486505 nChanged 15 SP:Iteration 2F (214.221016 sec): 3 clusters Score: Raw -11075.869214 + Penalty 610.266019 = -10465.603195 nChanged 13 SP:Iteration 3F (214.221619 sec): 3 clusters Score: Raw -11087.884505 + Penalty 616.881759 = -10471.002746 nChanged 5 SP:Iteration 4Q (214.222215 sec): 3 clusters Score: Raw -11092.284878 + Penalty 624.444073 = -10467.840805 nChanged 8 SP:Iteration 5F (214.222817 sec): 3 clusters Score: Raw -11101.006899 + Penalty 629.492157 = -10471.514742 nChanged 6 SP:Iteration 6Q (214.223410 sec): 3 clusters Score: Raw -11107.634391 + Penalty 634.660332 = -10472.974059 nChanged 3 SP:Iteration 7Q (214.224004 sec): 3 clusters Score: Raw -11113.235249 + Penalty 644.562546 = -10468.672703 nChanged 4 SP:Iteration 8F (214.224607 sec): 3 clusters Score: Raw -11127.709403 + Penalty 652.872545 = -10474.836859 nChanged 8 SP:Iteration 9Q (214.225194 sec): 3 clusters Score: Raw -11144.224977 + Penalty 658.772794 = -10485.452183 nChanged 8 SP:Iteration 10F (214.225796 sec): 3 clusters Score: Raw -11153.629465 + Penalty 661.342324 = -10492.287141 nChanged 1 SP:Iteration 11Q (214.226352 sec): 3 clusters Score: Raw -11154.913117 + Penalty 661.342324 = -10493.570793 nChanged 0 SP:Iteration 12F (214.226954 sec): 3 clusters Score: Raw -11154.913117 + Penalty 661.342324 = -10493.570793 nChanged 0 Memory request: 0.09 GB would take us to total of 0.59 GB. Trying to split cluster 26 (20284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.316366 sec): 2 clusters Score: Raw -835194.168752 + Penalty 254.476988 = -834939.691764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.354801 sec): 3 clusters Score: Raw -821474.112377 + Penalty 514.594707 = -820959.517670 nChanged 9669 SP:Iteration 1F (214.392648 sec): 3 clusters Score: Raw -826867.941712 + Penalty 535.688331 = -826332.253381 nChanged 4012 SP:Iteration 2F (214.430463 sec): 3 clusters Score: Raw -830772.582023 + Penalty 550.828237 = -830221.753786 nChanged 1789 SP:Iteration 3F (214.468151 sec): 3 clusters Score: Raw -832850.818713 + Penalty 554.383242 = -832296.435471 nChanged 834 SP:Iteration 4Q (214.507953 sec): 3 clusters Score: Raw -833726.069643 + Penalty 555.528161 = -833170.541482 nChanged 486 SP:Iteration 5Q (214.542729 sec): 3 clusters Score: Raw -834249.577795 + Penalty 551.575869 = -833698.001925 nChanged 309 SP:Iteration 6Q (214.575817 sec): 3 clusters Score: Raw -834512.258615 + Penalty 548.173173 = -833964.085443 nChanged 208 SP:Iteration 7Q (214.608291 sec): 3 clusters Score: Raw -834608.838987 + Penalty 546.039287 = -834062.799701 nChanged 146 SP:Iteration 8Q (214.640362 sec): 3 clusters Score: Raw -834654.145231 + Penalty 542.694600 = -834111.450631 nChanged 133 SP:Iteration 9Q (214.673088 sec): 3 clusters Score: Raw -834687.948205 + Penalty 541.631688 = -834146.316517 nChanged 91 SP:Iteration 10F (214.711036 sec): 3 clusters Score: Raw -834704.742728 + Penalty 540.676001 = -834164.066727 nChanged 84 SP:Iteration 11Q (214.742698 sec): 3 clusters Score: Raw -834719.065774 + Penalty 539.284107 = -834179.781667 nChanged 77 SP:Iteration 12Q (214.774200 sec): 3 clusters Score: Raw -834731.394852 + Penalty 537.251803 = -834194.143049 nChanged 64 SP:Iteration 13Q (214.805754 sec): 3 clusters Score: Raw -834740.120389 + Penalty 535.980054 = -834204.140335 nChanged 56 SP:Iteration 14Q (214.837350 sec): 3 clusters Score: Raw -834746.985950 + Penalty 535.874867 = -834211.111082 nChanged 52 SP:Iteration 15Q (214.868742 sec): 3 clusters Score: Raw -834753.318791 + Penalty 534.572854 = -834218.745937 nChanged 57 SP:Iteration 16Q (214.900157 sec): 3 clusters Score: Raw -834761.196021 + Penalty 534.358327 = -834226.837694 nChanged 48 SP:Iteration 17Q (214.931820 sec): 3 clusters Score: Raw -834767.328975 + Penalty 534.549820 = -834232.779155 nChanged 42 SP:Iteration 18Q (214.963038 sec): 3 clusters Score: Raw -834772.190531 + Penalty 534.121611 = -834238.068920 nChanged 35 SP:Iteration 19Q (214.994360 sec): 3 clusters Score: Raw -834776.542116 + Penalty 534.273491 = -834242.268625 nChanged 31 SP:Iteration 20F (215.031910 sec): 3 clusters Score: Raw -834780.120838 + Penalty 533.064162 = -834247.056676 nChanged 33 SP:Iteration 21Q (215.063006 sec): 3 clusters Score: Raw -834784.508421 + Penalty 531.896400 = -834252.612021 nChanged 34 SP:Iteration 22Q (215.094128 sec): 3 clusters Score: Raw -834789.137239 + Penalty 528.852516 = -834260.284723 nChanged 42 SP:Iteration 23Q (215.125539 sec): 3 clusters Score: Raw -834794.549942 + Penalty 526.401871 = -834268.148071 nChanged 43 SP:Iteration 24Q (215.156694 sec): 3 clusters Score: Raw -834800.180048 + Penalty 524.958662 = -834275.221386 nChanged 47 SP:Iteration 25Q (215.187664 sec): 3 clusters Score: Raw -834806.073615 + Penalty 523.949032 = -834282.124583 nChanged 50 SP:Iteration 26Q (215.218767 sec): 3 clusters Score: Raw -834813.567767 + Penalty 522.883737 = -834290.684030 nChanged 56 SP:Iteration 27Q (215.249746 sec): 3 clusters Score: Raw -834823.575672 + Penalty 521.391108 = -834302.184564 nChanged 62 SP:Iteration 28Q (215.280559 sec): 3 clusters Score: Raw -834834.816351 + Penalty 519.887544 = -834314.928806 nChanged 63 SP:Iteration 29Q (215.311585 sec): 3 clusters Score: Raw -834847.548927 + Penalty 517.815171 = -834329.733756 nChanged 63 SP:Iteration 30F (215.349303 sec): 3 clusters Score: Raw -834860.251686 + Penalty 515.944285 = -834344.307401 nChanged 65 SP:Iteration 31Q (215.380124 sec): 3 clusters Score: Raw -834874.240372 + Penalty 515.667880 = -834358.572492 nChanged 57 SP:Iteration 32Q (215.410755 sec): 3 clusters Score: Raw -834887.773362 + Penalty 515.101074 = -834372.672288 nChanged 63 SP:Iteration 33Q (215.441333 sec): 3 clusters Score: Raw -834903.963207 + Penalty 512.934243 = -834391.028964 nChanged 73 SP:Iteration 34Q (215.471837 sec): 3 clusters Score: Raw -834924.083237 + Penalty 510.074106 = -834414.009131 nChanged 61 SP:Iteration 35Q (215.502132 sec): 3 clusters Score: Raw -834942.519660 + Penalty 505.805681 = -834436.713979 nChanged 64 SP:Iteration 36Q (215.532661 sec): 3 clusters Score: Raw -834959.531157 + Penalty 500.997003 = -834458.534153 nChanged 68 SP:Iteration 37Q (215.562936 sec): 3 clusters Score: Raw -834979.289725 + Penalty 499.196871 = -834480.092855 nChanged 53 SP:Iteration 38Q (215.595239 sec): 3 clusters Score: Raw -834994.306950 + Penalty 499.881762 = -834494.425188 nChanged 48 SP:Iteration 39Q (215.629373 sec): 3 clusters Score: Raw -835007.164996 + Penalty 499.336374 = -834507.828623 nChanged 47 SP:Iteration 40F (215.666672 sec): 3 clusters Score: Raw -835018.297571 + Penalty 500.932251 = -834517.365320 nChanged 43 SP:Iteration 41Q (215.697230 sec): 3 clusters Score: Raw -835029.662245 + Penalty 498.829884 = -834530.832360 nChanged 51 SP:Iteration 42Q (215.727408 sec): 3 clusters Score: Raw -835045.651560 + Penalty 495.628663 = -834550.022897 nChanged 57 SP:Iteration 43Q (215.757116 sec): 3 clusters Score: Raw -835067.974658 + Penalty 495.776183 = -834572.198475 nChanged 52 SP:Iteration 44Q (215.786770 sec): 3 clusters Score: Raw -835086.789146 + Penalty 492.596525 = -834594.192621 nChanged 36 SP:Iteration 45Q (215.816331 sec): 3 clusters Score: Raw -835098.860427 + Penalty 491.213258 = -834607.647169 nChanged 36 SP:Iteration 46Q (215.846112 sec): 3 clusters Score: Raw -835111.486871 + Penalty 498.002825 = -834613.484046 nChanged 33 SP:Iteration 47Q (215.875536 sec): 3 clusters Score: Raw -835124.656164 + Penalty 504.707290 = -834619.948875 nChanged 29 SP:Iteration 48Q (215.904929 sec): 3 clusters Score: Raw -835137.927461 + Penalty 515.004904 = -834622.922557 nChanged 29 SP:Iteration 49Q (215.934636 sec): 3 clusters Score: Raw -835149.218560 + Penalty 522.547854 = -834626.670706 nChanged 29 SP:Iteration 50F (215.971831 sec): 3 clusters Score: Raw -835160.938026 + Penalty 533.655211 = -834627.282814 nChanged 26 SP:Iteration 51Q (216.001112 sec): 3 clusters Score: Raw -835172.424993 + Penalty 548.731167 = -834623.693826 nChanged 20 SP:Iteration 52F (216.038602 sec): 3 clusters Score: Raw -835183.500836 + Penalty 581.824288 = -834601.676549 nChanged 25 SP:Iteration 53F (216.075792 sec): 3 clusters Score: Raw -835204.682885 + Penalty 648.277906 = -834556.404979 nChanged 28 SP:Iteration 54F (216.113063 sec): 3 clusters Score: Raw -835248.426058 + Penalty 713.865023 = -834534.561034 nChanged 18 SP:Iteration 55F (216.150702 sec): 3 clusters Score: Raw -835327.123092 + Penalty 680.430200 = -834646.692892 nChanged 9 SP:Iteration 56Q (216.179554 sec): 3 clusters Score: Raw -835362.328886 + Penalty 678.110107 = -834684.218779 nChanged 6 SP:Iteration 57Q (216.208683 sec): 3 clusters Score: Raw -835388.268700 + Penalty 674.955262 = -834713.313439 nChanged 2 SP:Iteration 58Q (216.237872 sec): 3 clusters Score: Raw -835392.608919 + Penalty 674.955262 = -834717.653658 nChanged 0 SP:Iteration 59F (216.275248 sec): 3 clusters Score: Raw -835392.608919 + Penalty 674.955262 = -834717.653658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 28 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.288411 sec): 2 clusters Score: Raw -19426.150050 + Penalty 297.013891 = -19129.136159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.289369 sec): 3 clusters Score: Raw -19201.407149 + Penalty 594.138030 = -18607.269119 nChanged 142 SP:Iteration 1F (216.290328 sec): 3 clusters Score: Raw -19269.622671 + Penalty 592.952229 = -18676.670442 nChanged 55 SP:Iteration 2F (216.291272 sec): 3 clusters Score: Raw -19317.145395 + Penalty 589.734051 = -18727.411344 nChanged 35 SP:Iteration 3F (216.292216 sec): 3 clusters Score: Raw -19343.265352 + Penalty 585.243972 = -18758.021379 nChanged 26 SP:Iteration 4F (216.293157 sec): 3 clusters Score: Raw -19357.400486 + Penalty 582.213089 = -18775.187397 nChanged 11 SP:Iteration 5Q (216.294096 sec): 3 clusters Score: Raw -19369.222825 + Penalty 579.293227 = -18789.929598 nChanged 8 SP:Iteration 6Q (216.295029 sec): 3 clusters Score: Raw -19375.947571 + Penalty 576.708845 = -18799.238726 nChanged 6 SP:Iteration 7Q (216.295960 sec): 3 clusters Score: Raw -19379.634670 + Penalty 575.237997 = -18804.396673 nChanged 5 SP:Iteration 8Q (216.296890 sec): 3 clusters Score: Raw -19380.978472 + Penalty 573.910444 = -18807.068028 nChanged 4 SP:Iteration 9Q (216.297817 sec): 3 clusters Score: Raw -19383.823172 + Penalty 570.695542 = -18813.127630 nChanged 8 SP:Iteration 10F (216.298790 sec): 3 clusters Score: Raw -19387.810186 + Penalty 566.220737 = -18821.589449 nChanged 8 SP:Iteration 11Q (216.299721 sec): 3 clusters Score: Raw -19393.668213 + Penalty 564.009407 = -18829.658806 nChanged 9 SP:Iteration 12Q (216.300654 sec): 3 clusters Score: Raw -19397.521803 + Penalty 561.532692 = -18835.989111 nChanged 11 SP:Iteration 13Q (216.301582 sec): 3 clusters Score: Raw -19403.634706 + Penalty 557.137342 = -18846.497364 nChanged 6 SP:Iteration 14Q (216.302509 sec): 3 clusters Score: Raw -19407.321968 + Penalty 555.554946 = -18851.767022 nChanged 4 SP:Iteration 15Q (216.303435 sec): 3 clusters Score: Raw -19409.208140 + Penalty 555.961655 = -18853.246485 nChanged 2 SP:Iteration 16Q (216.304363 sec): 3 clusters Score: Raw -19409.544245 + Penalty 555.961655 = -18853.582590 nChanged 0 SP:Iteration 17F (216.305304 sec): 3 clusters Score: Raw -19409.544245 + Penalty 555.961655 = -18853.582590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 29 (474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.308159 sec): 2 clusters Score: Raw -24111.418334 + Penalty 735.487037 = -23375.931298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.309205 sec): 3 clusters Score: Raw -23982.513184 + Penalty 1474.497812 = -22508.015372 nChanged 128 SP:Iteration 1F (216.310229 sec): 3 clusters Score: Raw -24126.580923 + Penalty 1476.161873 = -22650.419050 nChanged 40 SP:Iteration 2F (216.311251 sec): 3 clusters Score: Raw -24182.349104 + Penalty 1478.948562 = -22703.400542 nChanged 19 SP:Iteration 3Q (216.312254 sec): 3 clusters Score: Raw -24209.946268 + Penalty 1484.236508 = -22725.709760 nChanged 15 SP:Iteration 4Q (216.313253 sec): 3 clusters Score: Raw -24231.950533 + Penalty 1489.667189 = -22742.283344 nChanged 13 SP:Iteration 5Q (216.314245 sec): 3 clusters Score: Raw -24250.090334 + Penalty 1492.578505 = -22757.511829 nChanged 4 SP:Iteration 6Q (216.315235 sec): 3 clusters Score: Raw -24255.305827 + Penalty 1494.084977 = -22761.220850 nChanged 4 SP:Iteration 7Q (216.316221 sec): 3 clusters Score: Raw -24257.924946 + Penalty 1494.109721 = -22763.815225 nChanged 3 SP:Iteration 8Q (216.317206 sec): 3 clusters Score: Raw -24261.783692 + Penalty 1493.803494 = -22767.980198 nChanged 2 SP:Iteration 9Q (216.318189 sec): 3 clusters Score: Raw -24263.342844 + Penalty 1494.363488 = -22768.979356 nChanged 4 SP:Iteration 10F (216.319206 sec): 3 clusters Score: Raw -24277.071565 + Penalty 1494.365014 = -22782.706551 nChanged 9 SP:Iteration 11Q (216.320196 sec): 3 clusters Score: Raw -24306.145826 + Penalty 1496.306150 = -22809.839676 nChanged 10 SP:Iteration 12Q (216.321180 sec): 3 clusters Score: Raw -24332.881792 + Penalty 1497.732897 = -22835.148895 nChanged 8 SP:Iteration 13Q (216.322151 sec): 3 clusters Score: Raw -24346.209329 + Penalty 1497.711366 = -22848.497963 nChanged 7 SP:Iteration 14Q (216.323112 sec): 3 clusters Score: Raw -24356.222966 + Penalty 1497.643342 = -22858.579623 nChanged 4 SP:Iteration 15Q (216.324069 sec): 3 clusters Score: Raw -24364.010915 + Penalty 1497.681727 = -22866.329188 nChanged 2 SP:Iteration 16Q (216.325022 sec): 3 clusters Score: Raw -24369.361848 + Penalty 1497.441123 = -22871.920725 nChanged 2 SP:Iteration 17Q (216.325973 sec): 3 clusters Score: Raw -24371.188019 + Penalty 1496.739659 = -22874.448360 nChanged 1 SP:Iteration 18Q (216.326923 sec): 3 clusters Score: Raw -24371.817264 + Penalty 1496.875846 = -22874.941418 nChanged 1 SP:Iteration 19Q (216.327872 sec): 3 clusters Score: Raw -24374.016446 + Penalty 1497.233020 = -22876.783425 nChanged 1 SP:Iteration 20F (216.328889 sec): 3 clusters Score: Raw -24378.584307 + Penalty 1497.789329 = -22880.794977 nChanged 2 SP:Iteration 21Q (216.329839 sec): 3 clusters Score: Raw -24381.707673 + Penalty 1497.045259 = -22884.662413 nChanged 1 SP:Iteration 22Q (216.330790 sec): 3 clusters Score: Raw -24382.823548 + Penalty 1497.045259 = -22885.778289 nChanged 0 SP:Iteration 23F (216.331835 sec): 3 clusters Score: Raw -24382.823548 + Penalty 1497.045259 = -22885.778289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 30 (360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.333273 sec): 2 clusters Score: Raw -22060.494069 + Penalty 674.018288 = -21386.475781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.334174 sec): 3 clusters Score: Raw -21946.989300 + Penalty 1348.724615 = -20598.264685 nChanged 84 SP:Iteration 1F (216.335033 sec): 3 clusters Score: Raw -22048.735576 + Penalty 1349.293327 = -20699.442250 nChanged 23 SP:Iteration 2F (216.335889 sec): 3 clusters Score: Raw -22075.577230 + Penalty 1350.094080 = -20725.483151 nChanged 12 SP:Iteration 3Q (216.336736 sec): 3 clusters Score: Raw -22091.164454 + Penalty 1351.234890 = -20739.929564 nChanged 12 SP:Iteration 4Q (216.337572 sec): 3 clusters Score: Raw -22112.002421 + Penalty 1352.985318 = -20759.017102 nChanged 16 SP:Iteration 5Q (216.338424 sec): 3 clusters Score: Raw -22129.896276 + Penalty 1353.703032 = -20776.193244 nChanged 19 SP:Iteration 6F (216.339281 sec): 3 clusters Score: Raw -22169.244181 + Penalty 1355.703424 = -20813.540756 nChanged 9 SP:Iteration 7Q (216.340118 sec): 3 clusters Score: Raw -22188.162877 + Penalty 1356.773239 = -20831.389638 nChanged 6 SP:Iteration 8Q (216.340954 sec): 3 clusters Score: Raw -22204.904018 + Penalty 1356.478514 = -20848.425504 nChanged 3 SP:Iteration 9Q (216.341781 sec): 3 clusters Score: Raw -22215.162371 + Penalty 1357.123400 = -20858.038971 nChanged 5 SP:Iteration 10F (216.342636 sec): 3 clusters Score: Raw -22222.276344 + Penalty 1357.123400 = -20865.152944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 32 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.343702 sec): 2 clusters Score: Raw -9168.085134 + Penalty 670.763441 = -8497.321693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.344233 sec): 3 clusters Score: Raw -9218.302697 + Penalty 1340.855457 = -7877.447240 nChanged 26 SP:Iteration 1F (216.344756 sec): 3 clusters Score: Raw -9276.041295 + Penalty 1340.055138 = -7935.986157 nChanged 5 SP:Iteration 2Q (216.345255 sec): 3 clusters Score: Raw -9281.717234 + Penalty 1339.575366 = -7942.141868 nChanged 2 SP:Iteration 3Q (216.345753 sec): 3 clusters Score: Raw -9287.237818 + Penalty 1339.341886 = -7947.895933 nChanged 1 SP:Iteration 4Q (216.346248 sec): 3 clusters Score: Raw -9287.904132 + Penalty 1339.341886 = -7948.562246 nChanged 0 SP:Iteration 5F (216.346768 sec): 3 clusters Score: Raw -9287.904132 + Penalty 1339.341886 = -7948.562246 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 33 (561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.349093 sec): 2 clusters Score: Raw -21266.928816 + Penalty 268.469459 = -20998.459357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.350298 sec): 3 clusters Score: Raw -21004.423364 + Penalty 539.536978 = -20464.886386 nChanged 189 SP:Iteration 1F (216.351487 sec): 3 clusters Score: Raw -21176.588216 + Penalty 544.414444 = -20632.173772 nChanged 55 SP:Iteration 2F (216.352668 sec): 3 clusters Score: Raw -21233.548579 + Penalty 548.975594 = -20684.572985 nChanged 29 SP:Iteration 3F (216.353830 sec): 3 clusters Score: Raw -21262.287850 + Penalty 556.804056 = -20705.483794 nChanged 22 SP:Iteration 4Q (216.354976 sec): 3 clusters Score: Raw -21284.638439 + Penalty 563.919666 = -20720.718774 nChanged 16 SP:Iteration 5Q (216.356141 sec): 3 clusters Score: Raw -21299.835478 + Penalty 564.234803 = -20735.600676 nChanged 13 SP:Iteration 6Q (216.357283 sec): 3 clusters Score: Raw -21310.249473 + Penalty 576.285577 = -20733.963896 nChanged 9 SP:Iteration 7F (216.358463 sec): 3 clusters Score: Raw -21315.538913 + Penalty 585.276596 = -20730.262316 nChanged 5 SP:Iteration 8F (216.359675 sec): 3 clusters Score: Raw -21318.835822 + Penalty 593.350323 = -20725.485499 nChanged 5 SP:Iteration 9F (216.360858 sec): 3 clusters Score: Raw -21322.828882 + Penalty 598.011413 = -20724.817470 nChanged 2 SP:Iteration 10F (216.362038 sec): 3 clusters Score: Raw -21324.084084 + Penalty 603.713724 = -20720.370360 nChanged 3 SP:Iteration 11F (216.363217 sec): 3 clusters Score: Raw -21325.472383 + Penalty 606.544307 = -20718.928076 nChanged 1 SP:Iteration 12F (216.364396 sec): 3 clusters Score: Raw -21325.688295 + Penalty 609.854002 = -20715.834293 nChanged 1 SP:Iteration 13F (216.365575 sec): 3 clusters Score: Raw -21325.950517 + Penalty 613.405408 = -20712.545109 nChanged 1 SP:Iteration 14F (216.366754 sec): 3 clusters Score: Raw -21326.977482 + Penalty 613.405408 = -20713.572074 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 46 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.368701 sec): 2 clusters Score: Raw -10411.285223 + Penalty 784.239264 = -9627.045959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.369529 sec): 3 clusters Score: Raw -10387.225699 + Penalty 1570.632934 = -8816.592765 nChanged 77 SP:Iteration 1F (216.370346 sec): 3 clusters Score: Raw -10506.371385 + Penalty 1571.319400 = -8935.051985 nChanged 14 SP:Iteration 2Q (216.371134 sec): 3 clusters Score: Raw -10537.316399 + Penalty 1571.884759 = -8965.431640 nChanged 10 SP:Iteration 3Q (216.371910 sec): 3 clusters Score: Raw -10551.992336 + Penalty 1573.038833 = -8978.953503 nChanged 4 SP:Iteration 4Q (216.372683 sec): 3 clusters Score: Raw -10555.060899 + Penalty 1572.930591 = -8982.130308 nChanged 3 SP:Iteration 5Q (216.373455 sec): 3 clusters Score: Raw -10558.626926 + Penalty 1573.358777 = -8985.268149 nChanged 1 SP:Iteration 6Q (216.374227 sec): 3 clusters Score: Raw -10559.639585 + Penalty 1573.848236 = -8985.791349 nChanged 2 SP:Iteration 7Q (216.374998 sec): 3 clusters Score: Raw -10564.366816 + Penalty 1573.848236 = -8990.518580 nChanged 0 SP:Iteration 8F (216.375807 sec): 3 clusters Score: Raw -10564.366816 + Penalty 1573.848236 = -8990.518580 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 47 (1041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.379901 sec): 2 clusters Score: Raw -43852.809064 + Penalty 48.988039 = -43803.821024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.381935 sec): 3 clusters Score: Raw -43195.766285 + Penalty 98.027633 = -43097.738651 nChanged 470 SP:Iteration 1F (216.383932 sec): 3 clusters Score: Raw -43469.526425 + Penalty 98.123599 = -43371.402826 nChanged 94 SP:Iteration 2F (216.385909 sec): 3 clusters Score: Raw -43538.929642 + Penalty 98.031868 = -43440.897773 nChanged 110 SP:Iteration 3F (216.387880 sec): 3 clusters Score: Raw -43668.401268 + Penalty 97.962217 = -43570.439051 nChanged 84 SP:Iteration 4F (216.389852 sec): 3 clusters Score: Raw -43736.087144 + Penalty 97.979347 = -43638.107798 nChanged 38 SP:Iteration 5Q (216.391789 sec): 3 clusters Score: Raw -43751.382995 + Penalty 98.000591 = -43653.382404 nChanged 13 SP:Iteration 6Q (216.393698 sec): 3 clusters Score: Raw -43753.481716 + Penalty 98.043419 = -43655.438297 nChanged 7 SP:Iteration 7Q (216.395601 sec): 3 clusters Score: Raw -43754.747410 + Penalty 98.094051 = -43656.653359 nChanged 11 SP:Iteration 8Q (216.397502 sec): 3 clusters Score: Raw -43756.499351 + Penalty 98.149505 = -43658.349846 nChanged 6 SP:Iteration 9Q (216.399418 sec): 3 clusters Score: Raw -43757.575936 + Penalty 98.121097 = -43659.454839 nChanged 7 SP:Iteration 10F (216.401453 sec): 3 clusters Score: Raw -43759.826182 + Penalty 98.182450 = -43661.643733 nChanged 7 SP:Iteration 11Q (216.403387 sec): 3 clusters Score: Raw -43760.776964 + Penalty 98.193669 = -43662.583295 nChanged 3 SP:Iteration 12Q (216.405277 sec): 3 clusters Score: Raw -43761.027113 + Penalty 98.213556 = -43662.813557 nChanged 2 SP:Iteration 13Q (216.407197 sec): 3 clusters Score: Raw -43761.127944 + Penalty 98.150649 = -43662.977295 nChanged 2 SP:Iteration 14Q (216.409088 sec): 3 clusters Score: Raw -43761.759992 + Penalty 98.145891 = -43663.614101 nChanged 3 SP:Iteration 15Q (216.410986 sec): 3 clusters Score: Raw -43762.107584 + Penalty 98.145891 = -43663.961693 nChanged 0 SP:Iteration 16F (216.412963 sec): 3 clusters Score: Raw -43762.107584 + Penalty 98.145891 = -43663.961693 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 53 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.421197 sec): 2 clusters Score: Raw -10054.307678 + Penalty 600.349948 = -9453.957731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.421883 sec): 3 clusters Score: Raw -10034.841112 + Penalty 1202.346063 = -8832.495049 nChanged 51 SP:Iteration 1F (216.422536 sec): 3 clusters Score: Raw -10125.049323 + Penalty 1203.030898 = -8922.018425 nChanged 16 SP:Iteration 2F (216.423187 sec): 3 clusters Score: Raw -10157.402200 + Penalty 1202.604076 = -8954.798124 nChanged 6 SP:Iteration 3Q (216.423817 sec): 3 clusters Score: Raw -10164.759186 + Penalty 1201.640000 = -8963.119186 nChanged 3 SP:Iteration 4Q (216.424444 sec): 3 clusters Score: Raw -10166.768128 + Penalty 1201.360290 = -8965.407838 nChanged 3 SP:Iteration 5Q (216.425069 sec): 3 clusters Score: Raw -10170.954280 + Penalty 1201.255039 = -8969.699241 nChanged 2 SP:Iteration 6Q (216.425695 sec): 3 clusters Score: Raw -10174.136546 + Penalty 1201.245913 = -8972.890633 nChanged 2 SP:Iteration 7Q (216.426320 sec): 3 clusters Score: Raw -10178.185449 + Penalty 1201.175076 = -8977.010373 nChanged 2 SP:Iteration 8Q (216.426943 sec): 3 clusters Score: Raw -10179.315367 + Penalty 1201.175076 = -8978.140291 nChanged 0 SP:Iteration 9F (216.427592 sec): 3 clusters Score: Raw -10179.315367 + Penalty 1201.175076 = -8978.140291 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 57 (1153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.431909 sec): 2 clusters Score: Raw -42636.808740 + Penalty 446.253244 = -42190.555496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.434203 sec): 3 clusters Score: Raw -42014.635282 + Penalty 917.974966 = -41096.660316 nChanged 439 SP:Iteration 1F (216.436485 sec): 3 clusters Score: Raw -42559.556072 + Penalty 958.082171 = -41601.473901 nChanged 169 SP:Iteration 2F (216.438738 sec): 3 clusters Score: Raw -42753.816630 + Penalty 967.302366 = -41786.514264 nChanged 63 SP:Iteration 3F (216.441100 sec): 3 clusters Score: Raw -42813.212717 + Penalty 967.850688 = -41845.362029 nChanged 41 SP:Iteration 4Q (216.443310 sec): 3 clusters Score: Raw -42852.203127 + Penalty 966.208599 = -41885.994527 nChanged 21 SP:Iteration 5Q (216.445476 sec): 3 clusters Score: Raw -42860.856749 + Penalty 966.282682 = -41894.574067 nChanged 4 SP:Iteration 6Q (216.447595 sec): 3 clusters Score: Raw -42861.399083 + Penalty 964.945395 = -41896.453688 nChanged 2 SP:Iteration 7Q (216.449715 sec): 3 clusters Score: Raw -42861.822406 + Penalty 963.464875 = -41898.357531 nChanged 2 SP:Iteration 8Q (216.451836 sec): 3 clusters Score: Raw -42862.273608 + Penalty 962.659319 = -41899.614289 nChanged 1 SP:Iteration 9Q (216.453952 sec): 3 clusters Score: Raw -42862.882811 + Penalty 962.006215 = -41900.876596 nChanged 1 SP:Iteration 10F (216.456153 sec): 3 clusters Score: Raw -42863.126170 + Penalty 960.801828 = -41902.324343 nChanged 2 SP:Iteration 11Q (216.458280 sec): 3 clusters Score: Raw -42863.503822 + Penalty 960.801828 = -41902.701994 nChanged 0 SP:Iteration 12F (216.460485 sec): 3 clusters Score: Raw -42863.503822 + Penalty 960.801828 = -41902.701994 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 60 (446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.463072 sec): 2 clusters Score: Raw -17901.912845 + Penalty 721.294914 = -17180.617931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.464101 sec): 3 clusters Score: Raw -17775.643967 + Penalty 1441.488116 = -16334.155850 nChanged 109 SP:Iteration 1F (216.465074 sec): 3 clusters Score: Raw -17908.587353 + Penalty 1447.371715 = -16461.215638 nChanged 38 SP:Iteration 2F (216.466046 sec): 3 clusters Score: Raw -17979.993652 + Penalty 1453.334166 = -16526.659486 nChanged 23 SP:Iteration 3F (216.467017 sec): 3 clusters Score: Raw -18018.394017 + Penalty 1461.169893 = -16557.224124 nChanged 21 SP:Iteration 4Q (216.467958 sec): 3 clusters Score: Raw -18045.429225 + Penalty 1463.376439 = -16582.052786 nChanged 8 SP:Iteration 5Q (216.468890 sec): 3 clusters Score: Raw -18055.264809 + Penalty 1463.476748 = -16591.788061 nChanged 4 SP:Iteration 6Q (216.469817 sec): 3 clusters Score: Raw -18060.884042 + Penalty 1464.213430 = -16596.670611 nChanged 1 SP:Iteration 7Q (216.470747 sec): 3 clusters Score: Raw -18061.249828 + Penalty 1464.213430 = -16597.036398 nChanged 0 SP:Iteration 8F (216.471718 sec): 3 clusters Score: Raw -18061.249828 + Penalty 1464.213430 = -16597.036398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 62 (541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.473692 sec): 2 clusters Score: Raw -25182.302938 + Penalty 773.344851 = -24408.958087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.474851 sec): 3 clusters Score: Raw -25049.051211 + Penalty 1550.867850 = -23498.183361 nChanged 154 SP:Iteration 1F (216.475989 sec): 3 clusters Score: Raw -25219.481212 + Penalty 1553.936996 = -23665.544216 nChanged 36 SP:Iteration 2F (216.477126 sec): 3 clusters Score: Raw -25262.734078 + Penalty 1557.686644 = -23705.047435 nChanged 20 SP:Iteration 3Q (216.478234 sec): 3 clusters Score: Raw -25287.540398 + Penalty 1561.244901 = -23726.295498 nChanged 17 SP:Iteration 4Q (216.479337 sec): 3 clusters Score: Raw -25310.479933 + Penalty 1564.746121 = -23745.733812 nChanged 14 SP:Iteration 5Q (216.480438 sec): 3 clusters Score: Raw -25330.834980 + Penalty 1569.277594 = -23761.557386 nChanged 15 SP:Iteration 6Q (216.481537 sec): 3 clusters Score: Raw -25354.679704 + Penalty 1572.139770 = -23782.539934 nChanged 10 SP:Iteration 7Q (216.482630 sec): 3 clusters Score: Raw -25370.124990 + Penalty 1573.733481 = -23796.391509 nChanged 10 SP:Iteration 8Q (216.483724 sec): 3 clusters Score: Raw -25382.480830 + Penalty 1574.721235 = -23807.759596 nChanged 5 SP:Iteration 9Q (216.484813 sec): 3 clusters Score: Raw -25387.018599 + Penalty 1576.553940 = -23810.464659 nChanged 8 SP:Iteration 10F (216.485984 sec): 3 clusters Score: Raw -25397.225256 + Penalty 1577.359721 = -23819.865534 nChanged 4 SP:Iteration 11Q (216.487127 sec): 3 clusters Score: Raw -25403.935337 + Penalty 1576.780902 = -23827.154436 nChanged 4 SP:Iteration 12Q (216.488264 sec): 3 clusters Score: Raw -25410.313030 + Penalty 1576.635999 = -23833.677031 nChanged 3 SP:Iteration 13Q (216.489381 sec): 3 clusters Score: Raw -25419.665082 + Penalty 1576.948272 = -23842.716810 nChanged 2 SP:Iteration 14Q (216.490466 sec): 3 clusters Score: Raw -25424.883938 + Penalty 1577.252246 = -23847.631692 nChanged 1 SP:Iteration 15Q (216.491545 sec): 3 clusters Score: Raw -25425.803915 + Penalty 1577.252246 = -23848.551669 nChanged 0 SP:Iteration 16F (216.492680 sec): 3 clusters Score: Raw -25425.803915 + Penalty 1577.252246 = -23848.551669 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 70 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.495405 sec): 2 clusters Score: Raw -32832.142594 + Penalty 650.732206 = -32181.410388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.497001 sec): 3 clusters Score: Raw -32506.250822 + Penalty 1301.545602 = -31204.705220 nChanged 261 SP:Iteration 1F (216.498534 sec): 3 clusters Score: Raw -32678.320593 + Penalty 1300.436517 = -31377.884076 nChanged 63 SP:Iteration 2F (216.500093 sec): 3 clusters Score: Raw -32730.435944 + Penalty 1298.958400 = -31431.477544 nChanged 33 SP:Iteration 3Q (216.501625 sec): 3 clusters Score: Raw -32772.328115 + Penalty 1297.441303 = -31474.886812 nChanged 34 SP:Iteration 4Q (216.503140 sec): 3 clusters Score: Raw -32810.763152 + Penalty 1297.209698 = -31513.553454 nChanged 37 SP:Iteration 5Q (216.504690 sec): 3 clusters Score: Raw -32862.676899 + Penalty 1295.928412 = -31566.748487 nChanged 30 SP:Iteration 6Q (216.506217 sec): 3 clusters Score: Raw -32908.475148 + Penalty 1292.922256 = -31615.552892 nChanged 35 SP:Iteration 7Q (216.507722 sec): 3 clusters Score: Raw -32955.317007 + Penalty 1287.949164 = -31667.367843 nChanged 30 SP:Iteration 8Q (216.509213 sec): 3 clusters Score: Raw -32983.657531 + Penalty 1286.578828 = -31697.078703 nChanged 24 SP:Iteration 9Q (216.510737 sec): 3 clusters Score: Raw -33007.995895 + Penalty 1284.887786 = -31723.108109 nChanged 24 SP:Iteration 10F (216.512292 sec): 3 clusters Score: Raw -33031.555009 + Penalty 1288.724519 = -31742.830490 nChanged 17 SP:Iteration 11Q (216.513766 sec): 3 clusters Score: Raw -33057.848071 + Penalty 1295.636482 = -31762.211589 nChanged 17 SP:Iteration 12Q (216.515227 sec): 3 clusters Score: Raw -33079.376962 + Penalty 1300.267836 = -31779.109127 nChanged 10 SP:Iteration 13Q (216.516719 sec): 3 clusters Score: Raw -33088.170093 + Penalty 1303.905594 = -31784.264499 nChanged 8 SP:Iteration 14Q (216.518189 sec): 3 clusters Score: Raw -33095.383821 + Penalty 1307.645366 = -31787.738455 nChanged 8 SP:Iteration 15Q (216.519645 sec): 3 clusters Score: Raw -33104.974606 + Penalty 1312.080495 = -31792.894111 nChanged 11 SP:Iteration 16Q (216.521090 sec): 3 clusters Score: Raw -33120.163368 + Penalty 1314.133721 = -31806.029647 nChanged 5 SP:Iteration 17Q (216.522562 sec): 3 clusters Score: Raw -33124.418283 + Penalty 1316.798695 = -31807.619589 nChanged 4 SP:Iteration 18Q (216.524015 sec): 3 clusters Score: Raw -33127.046408 + Penalty 1318.725049 = -31808.321359 nChanged 3 SP:Iteration 19Q (216.525459 sec): 3 clusters Score: Raw -33129.494219 + Penalty 1319.405214 = -31810.089005 nChanged 1 SP:Iteration 20F (216.526983 sec): 3 clusters Score: Raw -33130.321221 + Penalty 1320.090618 = -31810.230603 nChanged 1 SP:Iteration 21Q (216.528414 sec): 3 clusters Score: Raw -33130.793601 + Penalty 1321.322554 = -31809.471046 nChanged 2 SP:Iteration 22F (216.529936 sec): 3 clusters Score: Raw -33133.473302 + Penalty 1321.322554 = -31812.150748 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 77 (1982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.539724 sec): 2 clusters Score: Raw -92209.207991 + Penalty 687.689807 = -91521.518184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.543584 sec): 3 clusters Score: Raw -91108.785105 + Penalty 1375.679152 = -89733.105953 nChanged 800 SP:Iteration 1F (216.547396 sec): 3 clusters Score: Raw -91691.130341 + Penalty 1379.243358 = -90311.886984 nChanged 262 SP:Iteration 2F (216.551060 sec): 3 clusters Score: Raw -91932.216906 + Penalty 1382.175707 = -90550.041199 nChanged 172 SP:Iteration 3F (216.554694 sec): 3 clusters Score: Raw -92072.658027 + Penalty 1384.034393 = -90688.623634 nChanged 122 SP:Iteration 4F (216.558318 sec): 3 clusters Score: Raw -92153.930071 + Penalty 1384.596085 = -90769.333987 nChanged 77 SP:Iteration 5Q (216.561916 sec): 3 clusters Score: Raw -92248.801087 + Penalty 1384.877008 = -90863.924079 nChanged 65 SP:Iteration 6Q (216.565500 sec): 3 clusters Score: Raw -92348.150984 + Penalty 1384.231774 = -90963.919210 nChanged 62 SP:Iteration 7Q (216.569046 sec): 3 clusters Score: Raw -92389.533616 + Penalty 1383.028046 = -91006.505570 nChanged 45 SP:Iteration 8Q (216.572575 sec): 3 clusters Score: Raw -92414.126761 + Penalty 1382.197348 = -91031.929413 nChanged 39 SP:Iteration 9Q (216.576085 sec): 3 clusters Score: Raw -92434.539713 + Penalty 1381.172081 = -91053.367632 nChanged 32 SP:Iteration 10F (216.579743 sec): 3 clusters Score: Raw -92445.889490 + Penalty 1380.453477 = -91065.436014 nChanged 18 SP:Iteration 11Q (216.583238 sec): 3 clusters Score: Raw -92450.241745 + Penalty 1380.513318 = -91069.728427 nChanged 12 SP:Iteration 12Q (216.586730 sec): 3 clusters Score: Raw -92453.831793 + Penalty 1380.483086 = -91073.348707 nChanged 12 SP:Iteration 13Q (216.590222 sec): 3 clusters Score: Raw -92456.736750 + Penalty 1380.933998 = -91075.802752 nChanged 7 SP:Iteration 14Q (216.593707 sec): 3 clusters Score: Raw -92458.261051 + Penalty 1380.970039 = -91077.291012 nChanged 4 SP:Iteration 15Q (216.597186 sec): 3 clusters Score: Raw -92458.654167 + Penalty 1381.252680 = -91077.401488 nChanged 2 SP:Iteration 16Q (216.600669 sec): 3 clusters Score: Raw -92458.990575 + Penalty 1381.267007 = -91077.723568 nChanged 2 SP:Iteration 17Q (216.604147 sec): 3 clusters Score: Raw -92460.096566 + Penalty 1381.264353 = -91078.832213 nChanged 2 SP:Iteration 18Q (216.607620 sec): 3 clusters Score: Raw -92460.566592 + Penalty 1381.177209 = -91079.389383 nChanged 3 SP:Iteration 19Q (216.611201 sec): 3 clusters Score: Raw -92461.860862 + Penalty 1380.799423 = -91081.061439 nChanged 3 SP:Iteration 20F (216.614942 sec): 3 clusters Score: Raw -92462.569831 + Penalty 1380.450947 = -91082.118883 nChanged 3 SP:Iteration 21Q (216.618414 sec): 3 clusters Score: Raw -92463.207893 + Penalty 1380.195940 = -91083.011953 nChanged 2 SP:Iteration 22Q (216.621895 sec): 3 clusters Score: Raw -92463.381453 + Penalty 1379.952781 = -91083.428672 nChanged 2 SP:Iteration 23Q (216.625372 sec): 3 clusters Score: Raw -92463.899875 + Penalty 1379.723817 = -91084.176058 nChanged 4 SP:Iteration 24Q (216.628847 sec): 3 clusters Score: Raw -92464.692394 + Penalty 1379.460831 = -91085.231563 nChanged 2 SP:Iteration 25Q (216.632324 sec): 3 clusters Score: Raw -92465.037231 + Penalty 1379.620251 = -91085.416980 nChanged 1 SP:Iteration 26Q (216.635794 sec): 3 clusters Score: Raw -92465.155951 + Penalty 1379.922705 = -91085.233246 nChanged 2 SP:Iteration 27F (216.639444 sec): 3 clusters Score: Raw -92465.466579 + Penalty 1380.288697 = -91085.177881 nChanged 4 SP:Iteration 28F (216.643207 sec): 3 clusters Score: Raw -92466.259479 + Penalty 1380.277262 = -91085.982217 nChanged 6 SP:Iteration 29Q (216.646783 sec): 3 clusters Score: Raw -92469.229936 + Penalty 1379.883736 = -91089.346200 nChanged 5 SP:Iteration 30F (216.650511 sec): 3 clusters Score: Raw -92471.683680 + Penalty 1379.918006 = -91091.765673 nChanged 4 SP:Iteration 31Q (216.653990 sec): 3 clusters Score: Raw -92472.320762 + Penalty 1379.777148 = -91092.543614 nChanged 1 SP:Iteration 32Q (216.657465 sec): 3 clusters Score: Raw -92472.444746 + Penalty 1379.638628 = -91092.806117 nChanged 1 SP:Iteration 33Q (216.660940 sec): 3 clusters Score: Raw -92472.581897 + Penalty 1379.488910 = -91093.092987 nChanged 1 SP:Iteration 34Q (216.664411 sec): 3 clusters Score: Raw -92472.663559 + Penalty 1379.345383 = -91093.318176 nChanged 1 SP:Iteration 35Q (216.667886 sec): 3 clusters Score: Raw -92472.778683 + Penalty 1379.067877 = -91093.710807 nChanged 2 SP:Iteration 36Q (216.671365 sec): 3 clusters Score: Raw -92473.504174 + Penalty 1378.781912 = -91094.722261 nChanged 2 SP:Iteration 37Q (216.674834 sec): 3 clusters Score: Raw -92474.033497 + Penalty 1378.790397 = -91095.243101 nChanged 2 SP:Iteration 38Q (216.678305 sec): 3 clusters Score: Raw -92475.411707 + Penalty 1378.790920 = -91096.620786 nChanged 4 SP:Iteration 39Q (216.681776 sec): 3 clusters Score: Raw -92476.387231 + Penalty 1378.808881 = -91097.578350 nChanged 2 SP:Iteration 40F (216.685523 sec): 3 clusters Score: Raw -92476.862752 + Penalty 1378.954307 = -91097.908445 nChanged 1 SP:Iteration 41Q (216.689201 sec): 3 clusters Score: Raw -92477.447933 + Penalty 1378.954307 = -91098.493626 nChanged 0 SP:Iteration 42F (216.692979 sec): 3 clusters Score: Raw -92477.447933 + Penalty 1378.954307 = -91098.493626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 84 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.697183 sec): 2 clusters Score: Raw -18947.840322 + Penalty 517.375488 = -18430.464834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.698140 sec): 3 clusters Score: Raw -18770.092034 + Penalty 1036.515426 = -17733.576607 nChanged 109 SP:Iteration 1F (216.699078 sec): 3 clusters Score: Raw -18847.624686 + Penalty 1040.897232 = -17806.727453 nChanged 35 SP:Iteration 2F (216.700016 sec): 3 clusters Score: Raw -18880.246708 + Penalty 1046.065297 = -17834.181411 nChanged 24 SP:Iteration 3F (216.700954 sec): 3 clusters Score: Raw -18915.366494 + Penalty 1047.938095 = -17867.428399 nChanged 14 SP:Iteration 4Q (216.701881 sec): 3 clusters Score: Raw -18931.348817 + Penalty 1049.124092 = -17882.224725 nChanged 14 SP:Iteration 5Q (216.702803 sec): 3 clusters Score: Raw -18944.778727 + Penalty 1049.437990 = -17895.340737 nChanged 9 SP:Iteration 6Q (216.703722 sec): 3 clusters Score: Raw -18956.085115 + Penalty 1049.832404 = -17906.252712 nChanged 7 SP:Iteration 7Q (216.704634 sec): 3 clusters Score: Raw -18964.744997 + Penalty 1048.451742 = -17916.293254 nChanged 5 SP:Iteration 8Q (216.705540 sec): 3 clusters Score: Raw -18971.470515 + Penalty 1050.843840 = -17920.626675 nChanged 6 SP:Iteration 9Q (216.706446 sec): 3 clusters Score: Raw -18980.274719 + Penalty 1051.218403 = -17929.056316 nChanged 6 SP:Iteration 10F (216.707380 sec): 3 clusters Score: Raw -18988.523263 + Penalty 1049.673935 = -17938.849327 nChanged 5 SP:Iteration 11Q (216.708282 sec): 3 clusters Score: Raw -18992.281590 + Penalty 1048.850033 = -17943.431557 nChanged 2 SP:Iteration 12Q (216.709182 sec): 3 clusters Score: Raw -18993.279695 + Penalty 1048.992504 = -17944.287191 nChanged 1 SP:Iteration 13Q (216.710081 sec): 3 clusters Score: Raw -18993.717099 + Penalty 1048.992504 = -17944.724595 nChanged 0 SP:Iteration 14F (216.711017 sec): 3 clusters Score: Raw -18993.717099 + Penalty 1048.992504 = -17944.724595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 85 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.712821 sec): 2 clusters Score: Raw -21899.740990 + Penalty 693.331348 = -21206.409642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.713850 sec): 3 clusters Score: Raw -21803.822724 + Penalty 1389.989292 = -20413.833432 nChanged 119 SP:Iteration 1F (216.714861 sec): 3 clusters Score: Raw -21939.977797 + Penalty 1389.364360 = -20550.613437 nChanged 26 SP:Iteration 2F (216.715871 sec): 3 clusters Score: Raw -21976.555142 + Penalty 1388.587252 = -20587.967890 nChanged 17 SP:Iteration 3Q (216.716856 sec): 3 clusters Score: Raw -22003.602034 + Penalty 1386.662695 = -20616.939338 nChanged 11 SP:Iteration 4Q (216.717833 sec): 3 clusters Score: Raw -22016.547535 + Penalty 1384.867749 = -20631.679786 nChanged 17 SP:Iteration 5Q (216.718807 sec): 3 clusters Score: Raw -22037.714020 + Penalty 1383.843968 = -20653.870053 nChanged 13 SP:Iteration 6Q (216.719779 sec): 3 clusters Score: Raw -22062.473487 + Penalty 1383.461827 = -20679.011660 nChanged 10 SP:Iteration 7Q (216.720746 sec): 3 clusters Score: Raw -22087.366531 + Penalty 1382.513013 = -20704.853518 nChanged 12 SP:Iteration 8Q (216.721710 sec): 3 clusters Score: Raw -22099.673917 + Penalty 1381.528574 = -20718.145343 nChanged 11 SP:Iteration 9Q (216.722672 sec): 3 clusters Score: Raw -22112.916693 + Penalty 1380.841320 = -20732.075374 nChanged 7 SP:Iteration 10F (216.723681 sec): 3 clusters Score: Raw -22118.193542 + Penalty 1380.160019 = -20738.033523 nChanged 3 SP:Iteration 11Q (216.724638 sec): 3 clusters Score: Raw -22120.255618 + Penalty 1380.160019 = -20740.095599 nChanged 0 SP:Iteration 12F (216.725646 sec): 3 clusters Score: Raw -22120.255618 + Penalty 1380.160019 = -20740.095599 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 87 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.727812 sec): 2 clusters Score: Raw -28511.135352 + Penalty 783.361740 = -27727.773612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.729066 sec): 3 clusters Score: Raw -28323.531271 + Penalty 1569.194095 = -26754.337177 nChanged 167 SP:Iteration 1F (216.730304 sec): 3 clusters Score: Raw -28493.991493 + Penalty 1573.137677 = -26920.853815 nChanged 51 SP:Iteration 2F (216.731540 sec): 3 clusters Score: Raw -28559.263147 + Penalty 1578.357876 = -26980.905271 nChanged 27 SP:Iteration 3Q (216.732752 sec): 3 clusters Score: Raw -28588.631835 + Penalty 1581.905751 = -27006.726084 nChanged 17 SP:Iteration 4Q (216.733960 sec): 3 clusters Score: Raw -28602.322832 + Penalty 1583.354158 = -27018.968674 nChanged 8 SP:Iteration 5Q (216.735164 sec): 3 clusters Score: Raw -28609.784352 + Penalty 1584.160169 = -27025.624183 nChanged 4 SP:Iteration 6Q (216.736367 sec): 3 clusters Score: Raw -28613.815423 + Penalty 1585.099672 = -27028.715751 nChanged 6 SP:Iteration 7Q (216.737569 sec): 3 clusters Score: Raw -28618.999083 + Penalty 1584.946348 = -27034.052736 nChanged 1 SP:Iteration 8Q (216.738768 sec): 3 clusters Score: Raw -28619.674517 + Penalty 1584.946348 = -27034.728169 nChanged 0 SP:Iteration 9F (216.739996 sec): 3 clusters Score: Raw -28619.674517 + Penalty 1584.946348 = -27034.728169 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 88 (415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.741683 sec): 2 clusters Score: Raw -19426.471096 + Penalty 500.950268 = -18925.520827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.742620 sec): 3 clusters Score: Raw -19277.169992 + Penalty 1005.992159 = -18271.177833 nChanged 112 SP:Iteration 1F (216.743563 sec): 3 clusters Score: Raw -19421.617203 + Penalty 1013.293351 = -18408.323851 nChanged 44 SP:Iteration 2F (216.744484 sec): 3 clusters Score: Raw -19497.195397 + Penalty 1028.633027 = -18468.562370 nChanged 28 SP:Iteration 3F (216.745404 sec): 3 clusters Score: Raw -19536.360299 + Penalty 1044.418903 = -18491.941397 nChanged 20 SP:Iteration 4Q (216.746291 sec): 3 clusters Score: Raw -19571.382406 + Penalty 1064.805392 = -18506.577014 nChanged 16 SP:Iteration 5Q (216.747170 sec): 3 clusters Score: Raw -19606.432614 + Penalty 1084.920596 = -18521.512019 nChanged 13 SP:Iteration 6Q (216.748086 sec): 3 clusters Score: Raw -19637.331536 + Penalty 1098.840935 = -18538.490601 nChanged 8 SP:Iteration 7Q (216.748972 sec): 3 clusters Score: Raw -19657.674636 + Penalty 1108.512860 = -18549.161775 nChanged 8 SP:Iteration 8Q (216.749837 sec): 3 clusters Score: Raw -19679.039494 + Penalty 1111.177591 = -18567.861904 nChanged 2 SP:Iteration 9Q (216.750686 sec): 3 clusters Score: Raw -19683.733809 + Penalty 1113.076279 = -18570.657530 nChanged 2 SP:Iteration 10F (216.751615 sec): 3 clusters Score: Raw -19688.177934 + Penalty 1114.696334 = -18573.481600 nChanged 1 SP:Iteration 11Q (216.752425 sec): 3 clusters Score: Raw -19688.717126 + Penalty 1114.696334 = -18574.020792 nChanged 0 SP:Iteration 12F (216.753344 sec): 3 clusters Score: Raw -19688.717126 + Penalty 1114.696334 = -18574.020792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 89 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.754788 sec): 2 clusters Score: Raw -19908.690660 + Penalty 635.811179 = -19272.879481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.755649 sec): 3 clusters Score: Raw -19837.685220 + Penalty 1269.384325 = -18568.300895 nChanged 69 SP:Iteration 1F (216.756496 sec): 3 clusters Score: Raw -19927.390648 + Penalty 1268.721310 = -18658.669339 nChanged 21 SP:Iteration 2F (216.757329 sec): 3 clusters Score: Raw -19953.796512 + Penalty 1268.398881 = -18685.397631 nChanged 12 SP:Iteration 3Q (216.758127 sec): 3 clusters Score: Raw -19969.374671 + Penalty 1268.152221 = -18701.222450 nChanged 11 SP:Iteration 4Q (216.758943 sec): 3 clusters Score: Raw -19994.176152 + Penalty 1267.256492 = -18726.919659 nChanged 12 SP:Iteration 5Q (216.759765 sec): 3 clusters Score: Raw -20017.525535 + Penalty 1265.868596 = -18751.656939 nChanged 14 SP:Iteration 6Q (216.760556 sec): 3 clusters Score: Raw -20038.889566 + Penalty 1264.638484 = -18774.251083 nChanged 10 SP:Iteration 7Q (216.761340 sec): 3 clusters Score: Raw -20066.695476 + Penalty 1263.585801 = -18803.109675 nChanged 10 SP:Iteration 8Q (216.762115 sec): 3 clusters Score: Raw -20101.669465 + Penalty 1263.584230 = -18838.085235 nChanged 13 SP:Iteration 9Q (216.762902 sec): 3 clusters Score: Raw -20130.551459 + Penalty 1263.116766 = -18867.434693 nChanged 10 SP:Iteration 10F (216.763716 sec): 3 clusters Score: Raw -20154.729512 + Penalty 1262.091456 = -18892.638056 nChanged 8 SP:Iteration 11Q (216.764481 sec): 3 clusters Score: Raw -20179.799888 + Penalty 1262.240050 = -18917.559837 nChanged 8 SP:Iteration 12Q (216.765243 sec): 3 clusters Score: Raw -20198.820500 + Penalty 1262.105397 = -18936.715104 nChanged 2 SP:Iteration 13Q (216.765996 sec): 3 clusters Score: Raw -20200.653681 + Penalty 1262.105397 = -18938.548285 nChanged 0 SP:Iteration 14F (216.766809 sec): 3 clusters Score: Raw -20200.653681 + Penalty 1262.105397 = -18938.548285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 96 (498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.769599 sec): 2 clusters Score: Raw -16833.645643 + Penalty 344.994918 = -16488.650725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.770710 sec): 3 clusters Score: Raw -16637.331270 + Penalty 689.404385 = -15947.926885 nChanged 164 SP:Iteration 1F (216.771793 sec): 3 clusters Score: Raw -16797.118437 + Penalty 688.966130 = -16108.152308 nChanged 46 SP:Iteration 2F (216.772877 sec): 3 clusters Score: Raw -16850.389107 + Penalty 690.513366 = -16159.875741 nChanged 26 SP:Iteration 3F (216.773959 sec): 3 clusters Score: Raw -16886.507974 + Penalty 692.476577 = -16194.031397 nChanged 17 SP:Iteration 4Q (216.775018 sec): 3 clusters Score: Raw -16906.373464 + Penalty 692.798199 = -16213.575266 nChanged 10 SP:Iteration 5Q (216.776072 sec): 3 clusters Score: Raw -16924.153864 + Penalty 692.827416 = -16231.326449 nChanged 9 SP:Iteration 6Q (216.777121 sec): 3 clusters Score: Raw -16933.613480 + Penalty 692.935833 = -16240.677647 nChanged 7 SP:Iteration 7Q (216.778171 sec): 3 clusters Score: Raw -16950.955319 + Penalty 694.084376 = -16256.870943 nChanged 12 SP:Iteration 8Q (216.779221 sec): 3 clusters Score: Raw -16970.504483 + Penalty 695.172011 = -16275.332472 nChanged 10 SP:Iteration 9Q (216.780266 sec): 3 clusters Score: Raw -16975.958389 + Penalty 695.371185 = -16280.587204 nChanged 1 SP:Iteration 10F (216.781347 sec): 3 clusters Score: Raw -16976.439616 + Penalty 695.371185 = -16281.068431 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 122 (1287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.785922 sec): 2 clusters Score: Raw -52636.577994 + Penalty 57.652769 = -52578.925225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.788361 sec): 3 clusters Score: Raw -51815.608390 + Penalty 118.481671 = -51697.126719 nChanged 570 SP:Iteration 1F (216.790766 sec): 3 clusters Score: Raw -52367.054320 + Penalty 118.395260 = -52248.659060 nChanged 92 SP:Iteration 2F (216.793168 sec): 3 clusters Score: Raw -52457.807168 + Penalty 119.338550 = -52338.468617 nChanged 54 SP:Iteration 3Q (216.795471 sec): 3 clusters Score: Raw -52491.600094 + Penalty 119.484646 = -52372.115447 nChanged 24 SP:Iteration 4Q (216.797738 sec): 3 clusters Score: Raw -52511.151349 + Penalty 120.139772 = -52391.011577 nChanged 30 SP:Iteration 5Q (216.799987 sec): 3 clusters Score: Raw -52529.613128 + Penalty 120.812018 = -52408.801110 nChanged 29 SP:Iteration 6Q (216.802217 sec): 3 clusters Score: Raw -52542.821524 + Penalty 120.798742 = -52422.022782 nChanged 26 SP:Iteration 7Q (216.804460 sec): 3 clusters Score: Raw -52553.739700 + Penalty 120.490431 = -52433.249268 nChanged 23 SP:Iteration 8Q (216.806659 sec): 3 clusters Score: Raw -52559.605940 + Penalty 120.299994 = -52439.305946 nChanged 12 SP:Iteration 9Q (216.808853 sec): 3 clusters Score: Raw -52561.584525 + Penalty 120.748571 = -52440.835954 nChanged 10 SP:Iteration 10F (216.811460 sec): 3 clusters Score: Raw -52563.954089 + Penalty 120.978694 = -52442.975395 nChanged 5 SP:Iteration 11Q (216.813652 sec): 3 clusters Score: Raw -52564.686793 + Penalty 121.113655 = -52443.573138 nChanged 2 SP:Iteration 12Q (216.815860 sec): 3 clusters Score: Raw -52564.879013 + Penalty 120.468469 = -52444.410544 nChanged 2 SP:Iteration 13Q (216.818094 sec): 3 clusters Score: Raw -52565.416071 + Penalty 120.468469 = -52444.947603 nChanged 0 SP:Iteration 14F (216.820507 sec): 3 clusters Score: Raw -52565.416071 + Penalty 120.468469 = -52444.947603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 133 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.822640 sec): 2 clusters Score: Raw -4570.054875 + Penalty 271.755505 = -4298.299370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.823100 sec): 3 clusters Score: Raw -4591.951608 + Penalty 549.135645 = -4042.815963 nChanged 20 SP:Iteration 1F (216.823561 sec): 3 clusters Score: Raw -4626.843048 + Penalty 552.717537 = -4074.125511 nChanged 6 SP:Iteration 2Q (216.823988 sec): 3 clusters Score: Raw -4642.763452 + Penalty 555.083548 = -4087.679904 nChanged 3 SP:Iteration 3Q (216.824412 sec): 3 clusters Score: Raw -4647.372630 + Penalty 554.734207 = -4092.638423 nChanged 2 SP:Iteration 4Q (216.824834 sec): 3 clusters Score: Raw -4650.721941 + Penalty 554.734207 = -4095.987734 nChanged 0 SP:Iteration 5F (216.825276 sec): 3 clusters Score: Raw -4650.721941 + Penalty 554.734207 = -4095.987734 nChanged 0 Time taken for this iteration:215.328730 seconds. 300->43 Clusters: Score -2122814.565638, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 236 (time per iteration =918.998203 ms) Total iterations: 3904 (time per iteration =55.554195 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 12160016250.000000 (time per metric unit =17.835797ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 304000406250.000000 (time per metric unit=713.431862ps) That took 216.883576 seconds. FileBase PeterP-2014-03-27_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 0.35 and 0.52 GB of RAM. Memory request: 0.17 GB would take us to total of 0.17 GB. ---------------------------------------------------------- Loaded 38020 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 38020 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 82 (10 points): Lose 17.128478 but Gain 1699.182696 Iteration 0F (4.082738 sec): 168 clusters Score: Raw -1906918.639642 + Penalty 150223.659968 = -1756694.979675 nChanged 5573 Deleting Class 130 (1 points): Lose 2.456377 but Gain 1679.730643 Iteration 1F (6.492466 sec): 139 clusters Score: Raw -1919351.376191 + Penalty 131426.096223 = -1787925.279968 nChanged 2168 Deleting Class 114 (1 points): Lose 2.208649 but Gain 1668.356141 Iteration 2F (8.716708 sec): 126 clusters Score: Raw -1923673.985154 + Penalty 124719.455671 = -1798954.529483 nChanged 1150 Deleting Class 95 (2 points): Lose 23.832949 but Gain 1670.436384 Iteration 3Q (8.987219 sec): 121 clusters Score: Raw -1925773.788065 + Penalty 122475.963343 = -1803297.824723 nChanged 776 Deleting Class 92 (6 points): Lose 50.079539 but Gain 1691.232411 Iteration 4Q (9.227218 sec): 120 clusters Score: Raw -1926874.355182 + Penalty 121054.875831 = -1805819.479350 nChanged 569 Deleting Class 46 (10 points): Lose 59.605562 but Gain 1693.667472 Iteration 5Q (9.450417 sec): 119 clusters Score: Raw -1927594.773243 + Penalty 119437.694304 = -1808157.078939 nChanged 460 Deleting Class 68 (2 points): Lose 23.154332 but Gain 1655.060830 Iteration 6Q (9.663592 sec): 118 clusters Score: Raw -1928177.235687 + Penalty 116648.895981 = -1811528.339706 nChanged 371 Deleting Class 28 (15 points): Lose 67.636164 but Gain 1691.111715 Iteration 7Q (9.868222 sec): 116 clusters Score: Raw -1928572.438960 + Penalty 114997.846634 = -1813574.592325 nChanged 311 Deleting Class 45 (7 points): Lose 100.069363 but Gain 1690.385994 Iteration 8Q (10.067664 sec): 115 clusters Score: Raw -1928777.641508 + Penalty 111896.606293 = -1816881.035216 nChanged 254 Deleting Class 47 (8 points): Lose 120.236928 but Gain 1686.417733 Iteration 9Q (10.259003 sec): 113 clusters Score: Raw -1928868.748643 + Penalty 110243.047179 = -1818625.701464 nChanged 213 Deleting Class 35 (13 points): Lose 104.000496 but Gain 1692.184338 Iteration 10F (12.237148 sec): 112 clusters Score: Raw -1929362.251853 + Penalty 108179.795093 = -1821182.456760 nChanged 361 Deleting Class 146 (1 points): Lose 1.921423 but Gain 1546.596802 Iteration 11Q (12.438747 sec): 110 clusters Score: Raw -1930247.114330 + Penalty 105051.184893 = -1825195.929438 nChanged 351 Deleting Class 91 (4 points): Lose 20.900026 but Gain 1522.021075 Iteration 12Q (12.638351 sec): 109 clusters Score: Raw -1930916.774667 + Penalty 103565.477779 = -1827351.296888 nChanged 364 Deleting Class 73 (10 points): Lose 60.472254 but Gain 1518.603747 Iteration 13Q (12.835909 sec): 108 clusters Score: Raw -1931584.594084 + Penalty 102265.690162 = -1829318.903922 nChanged 318 Deleting Class 109 (7 points): Lose 29.453226 but Gain 1478.380606 Iteration 14Q (13.029512 sec): 107 clusters Score: Raw -1932192.633956 + Penalty 100639.484079 = -1831553.149877 nChanged 284 Deleting Class 126 (2 points): Lose 18.929938 but Gain 1462.773496 Iteration 15Q (13.218341 sec): 106 clusters Score: Raw -1932647.577055 + Penalty 98994.527060 = -1833653.049995 nChanged 252 Deleting Class 99 (3 points): Lose 46.322126 but Gain 1459.142469 Iteration 16Q (13.405536 sec): 105 clusters Score: Raw -1932898.259603 + Penalty 97352.384186 = -1835545.875418 nChanged 178 Deleting Class 133 (1 points): Lose 1.177426 but Gain 1400.183147 Iteration 17Q (13.587018 sec): 104 clusters Score: Raw -1933067.575947 + Penalty 95970.444165 = -1837097.131782 nChanged 142 Deleting Class 111 (6 points): Lose 27.500423 but Gain 1423.871328 Iteration 18Q (13.765750 sec): 103 clusters Score: Raw -1933168.560915 + Penalty 94549.036431 = -1838619.524484 nChanged 105 Deleting Class 90 (1 points): Lose 1.900971 but Gain 1378.786373 Iteration 19Q (13.941291 sec): 102 clusters Score: Raw -1933228.524237 + Penalty 93176.250608 = -1840052.273630 nChanged 56 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -1933228.524237 + Penalty 93176.250608 = -1840052.273630Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 1 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.075241 sec): 2 clusters Score: Raw -10390.093705 + Penalty 451.081750 = -9939.011954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.075790 sec): 3 clusters Score: Raw -10127.372155 + Penalty 927.791431 = -9199.580724 nChanged 50 SP:Iteration 1F (14.076349 sec): 3 clusters Score: Raw -10232.891828 + Penalty 952.550740 = -9280.341088 nChanged 25 SP:Iteration 2F (14.076881 sec): 3 clusters Score: Raw -10301.971014 + Penalty 1007.724061 = -9294.246953 nChanged 20 SP:Iteration 3F (14.077458 sec): 3 clusters Score: Raw -10373.519776 + Penalty 1049.023716 = -9324.496061 nChanged 5 SP:Iteration 4Q (14.077916 sec): 3 clusters Score: Raw -10395.514926 + Penalty 1076.736697 = -9318.778229 nChanged 1 SP:Iteration 5F (14.078496 sec): 3 clusters Score: Raw -10401.191256 + Penalty 1076.736697 = -9324.454559 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 2 (1519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.086261 sec): 2 clusters Score: Raw -95689.537816 + Penalty 874.890667 = -94814.647148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.089198 sec): 3 clusters Score: Raw -94123.471000 + Penalty 1749.783204 = -92373.687796 nChanged 597 SP:Iteration 1F (14.092049 sec): 3 clusters Score: Raw -94803.267242 + Penalty 1764.050481 = -93039.216761 nChanged 284 SP:Iteration 2F (14.094843 sec): 3 clusters Score: Raw -95332.165666 + Penalty 1782.150335 = -93550.015331 nChanged 174 SP:Iteration 3F (14.097738 sec): 3 clusters Score: Raw -95641.575776 + Penalty 1791.125583 = -93850.450193 nChanged 106 SP:Iteration 4F (14.100593 sec): 3 clusters Score: Raw -95798.048960 + Penalty 1793.135763 = -94004.913196 nChanged 52 SP:Iteration 5Q (14.102970 sec): 3 clusters Score: Raw -95871.061087 + Penalty 1813.929412 = -94057.131674 nChanged 37 SP:Iteration 6Q (14.105297 sec): 3 clusters Score: Raw -95896.780725 + Penalty 1827.258328 = -94069.522398 nChanged 18 SP:Iteration 7Q (14.107694 sec): 3 clusters Score: Raw -95914.166302 + Penalty 1834.716296 = -94079.450006 nChanged 7 SP:Iteration 8Q (14.109974 sec): 3 clusters Score: Raw -95927.120338 + Penalty 1838.452980 = -94088.667358 nChanged 5 SP:Iteration 9Q (14.112192 sec): 3 clusters Score: Raw -95935.181941 + Penalty 1840.730354 = -94094.451588 nChanged 2 SP:Iteration 10F (14.114989 sec): 3 clusters Score: Raw -95933.683177 + Penalty 1844.971078 = -94088.712099 nChanged 2 SP:Iteration 11F (14.117801 sec): 3 clusters Score: Raw -95933.586005 + Penalty 1850.561959 = -94083.024046 nChanged 3 SP:Iteration 12F (14.120582 sec): 3 clusters Score: Raw -95932.274885 + Penalty 1850.409712 = -94081.865173 nChanged 2 SP:Iteration 13F (14.123381 sec): 3 clusters Score: Raw -95930.150733 + Penalty 1850.409712 = -94079.741021 nChanged 0 Memory request: 0.02 GB would take us to total of 0.37 GB. Trying to split cluster 3 (4422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.144740 sec): 2 clusters Score: Raw -211029.782148 + Penalty 324.451572 = -210705.330575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.152948 sec): 3 clusters Score: Raw -208100.923883 + Penalty 658.988351 = -207441.935532 nChanged 2047 SP:Iteration 1F (14.160868 sec): 3 clusters Score: Raw -209468.874834 + Penalty 671.831031 = -208797.043804 nChanged 818 SP:Iteration 2F (14.168759 sec): 3 clusters Score: Raw -210007.808719 + Penalty 682.171659 = -209325.637060 nChanged 355 SP:Iteration 3F (14.176651 sec): 3 clusters Score: Raw -210244.285813 + Penalty 704.997116 = -209539.288697 nChanged 268 SP:Iteration 4F (14.184533 sec): 3 clusters Score: Raw -210478.583953 + Penalty 728.946414 = -209749.637539 nChanged 224 SP:Iteration 5F (14.192425 sec): 3 clusters Score: Raw -210691.424767 + Penalty 750.958779 = -209940.465988 nChanged 164 SP:Iteration 6Q (14.200284 sec): 3 clusters Score: Raw -210885.064066 + Penalty 786.178786 = -210098.885280 nChanged 90 SP:Iteration 7Q (14.207879 sec): 3 clusters Score: Raw -211004.184779 + Penalty 801.253132 = -210202.931648 nChanged 35 SP:Iteration 8Q (14.214448 sec): 3 clusters Score: Raw -211033.343676 + Penalty 801.539928 = -210231.803749 nChanged 17 SP:Iteration 9Q (14.220901 sec): 3 clusters Score: Raw -211043.636446 + Penalty 790.796432 = -210252.840014 nChanged 11 SP:Iteration 10F (14.228799 sec): 3 clusters Score: Raw -211047.498160 + Penalty 793.984572 = -210253.513588 nChanged 7 SP:Iteration 11Q (14.235089 sec): 3 clusters Score: Raw -211050.775464 + Penalty 804.105796 = -210246.669668 nChanged 5 SP:Iteration 12F (14.242987 sec): 3 clusters Score: Raw -211052.390792 + Penalty 806.020440 = -210246.370352 nChanged 7 SP:Iteration 13F (14.250913 sec): 3 clusters Score: Raw -211054.613773 + Penalty 808.375608 = -210246.238164 nChanged 5 SP:Iteration 14F (14.258827 sec): 3 clusters Score: Raw -211056.033291 + Penalty 815.319835 = -210240.713457 nChanged 5 SP:Iteration 15F (14.266683 sec): 3 clusters Score: Raw -211058.789570 + Penalty 820.081417 = -210238.708153 nChanged 2 SP:Iteration 16F (14.274583 sec): 3 clusters Score: Raw -211059.144382 + Penalty 820.081417 = -210239.062965 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 4 (5391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.301802 sec): 2 clusters Score: Raw -289974.508314 + Penalty 313.561663 = -289660.946650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.311773 sec): 3 clusters Score: Raw -286340.774371 + Penalty 622.933345 = -285717.841026 nChanged 2537 SP:Iteration 1F (14.321384 sec): 3 clusters Score: Raw -288166.345706 + Penalty 613.244658 = -287553.101048 nChanged 701 SP:Iteration 2F (14.331018 sec): 3 clusters Score: Raw -288711.077830 + Penalty 606.876789 = -288104.201041 nChanged 555 SP:Iteration 3F (14.340589 sec): 3 clusters Score: Raw -289192.743099 + Penalty 608.364546 = -288584.378553 nChanged 436 SP:Iteration 4F (14.350350 sec): 3 clusters Score: Raw -289492.372171 + Penalty 604.619933 = -288887.752238 nChanged 273 SP:Iteration 5F (14.360025 sec): 3 clusters Score: Raw -289665.504063 + Penalty 597.976700 = -289067.527363 nChanged 180 SP:Iteration 6Q (14.369611 sec): 3 clusters Score: Raw -289745.771596 + Penalty 588.758092 = -289157.013505 nChanged 131 SP:Iteration 7Q (14.379260 sec): 3 clusters Score: Raw -289795.302451 + Penalty 587.699653 = -289207.602798 nChanged 121 SP:Iteration 8Q (14.388990 sec): 3 clusters Score: Raw -289841.530820 + Penalty 584.523125 = -289257.007695 nChanged 103 SP:Iteration 9Q (14.398581 sec): 3 clusters Score: Raw -289884.305384 + Penalty 580.597763 = -289303.707621 nChanged 70 SP:Iteration 10F (14.408133 sec): 3 clusters Score: Raw -289896.812177 + Penalty 577.156613 = -289319.655564 nChanged 58 SP:Iteration 11Q (14.416704 sec): 3 clusters Score: Raw -289901.726890 + Penalty 574.182627 = -289327.544263 nChanged 58 SP:Iteration 12Q (14.424987 sec): 3 clusters Score: Raw -289909.274360 + Penalty 560.564017 = -289348.710343 nChanged 46 SP:Iteration 13Q (14.433130 sec): 3 clusters Score: Raw -289912.875086 + Penalty 502.422419 = -289410.452666 nChanged 47 SP:Iteration 14Q (14.441045 sec): 3 clusters Score: Raw -289928.846292 + Penalty 492.404068 = -289436.442224 nChanged 44 SP:Iteration 15Q (14.448792 sec): 3 clusters Score: Raw -289939.901164 + Penalty 455.679070 = -289484.222094 nChanged 26 SP:Iteration 16Q (14.456393 sec): 3 clusters Score: Raw -289948.809763 + Penalty 504.698519 = -289444.111244 nChanged 22 SP:Iteration 17F (14.466225 sec): 3 clusters Score: Raw -289968.005694 + Penalty 313.561663 = -289654.444031 nChanged 7 SP:Iteration 18Q (14.473521 sec): 2 clusters Score: Raw -289974.508314 + Penalty 313.561663 = -289660.946650 nChanged 0 SP:Iteration 19F (14.480815 sec): 2 clusters Score: Raw -289974.508314 + Penalty 313.561663 = -289660.946650 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 5 (630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.487349 sec): 2 clusters Score: Raw -31561.297745 + Penalty 161.984057 = -31399.313688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.488672 sec): 3 clusters Score: Raw -31206.826412 + Penalty 353.574788 = -30853.251623 nChanged 256 SP:Iteration 1F (14.489957 sec): 3 clusters Score: Raw -31451.312037 + Penalty 390.638733 = -31060.673304 nChanged 50 SP:Iteration 2F (14.491241 sec): 3 clusters Score: Raw -31497.149689 + Penalty 413.594927 = -31083.554762 nChanged 22 SP:Iteration 3Q (14.492467 sec): 3 clusters Score: Raw -31515.363274 + Penalty 428.020239 = -31087.343036 nChanged 19 SP:Iteration 4Q (14.493650 sec): 3 clusters Score: Raw -31529.037312 + Penalty 436.740887 = -31092.296425 nChanged 17 SP:Iteration 5Q (14.494831 sec): 3 clusters Score: Raw -31542.260710 + Penalty 444.653362 = -31097.607348 nChanged 11 SP:Iteration 6Q (14.495960 sec): 3 clusters Score: Raw -31548.230111 + Penalty 453.343209 = -31094.886903 nChanged 5 SP:Iteration 7F (14.497242 sec): 3 clusters Score: Raw -31550.251719 + Penalty 458.553919 = -31091.697799 nChanged 6 SP:Iteration 8F (14.498504 sec): 3 clusters Score: Raw -31552.388738 + Penalty 467.122239 = -31085.266500 nChanged 3 SP:Iteration 9F (14.499767 sec): 3 clusters Score: Raw -31554.320671 + Penalty 450.759558 = -31103.561113 nChanged 5 SP:Iteration 10F (14.501067 sec): 3 clusters Score: Raw -31557.442676 + Penalty 440.917738 = -31116.524937 nChanged 2 SP:Iteration 11Q (14.502137 sec): 3 clusters Score: Raw -31557.335165 + Penalty 452.748538 = -31104.586627 nChanged 3 SP:Iteration 12F (14.503415 sec): 3 clusters Score: Raw -31558.676601 + Penalty 492.201159 = -31066.475442 nChanged 4 SP:Iteration 13F (14.504698 sec): 3 clusters Score: Raw -31560.275357 + Penalty 497.872199 = -31062.403158 nChanged 1 SP:Iteration 14F (14.505978 sec): 3 clusters Score: Raw -31559.974480 + Penalty 497.872199 = -31062.102281 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 6 (5360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.522270 sec): 2 clusters Score: Raw -290301.835059 + Penalty 276.076333 = -290025.758726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.532218 sec): 3 clusters Score: Raw -286625.065614 + Penalty 555.724252 = -286069.341362 nChanged 2454 SP:Iteration 1F (14.541868 sec): 3 clusters Score: Raw -288664.454530 + Penalty 549.316692 = -288115.137838 nChanged 677 SP:Iteration 2F (14.551576 sec): 3 clusters Score: Raw -289140.868556 + Penalty 547.860157 = -288593.008399 nChanged 716 SP:Iteration 3F (14.561440 sec): 3 clusters Score: Raw -289769.438593 + Penalty 554.878166 = -289214.560428 nChanged 525 SP:Iteration 4F (14.571003 sec): 3 clusters Score: Raw -290193.752927 + Penalty 563.377469 = -289630.375458 nChanged 365 SP:Iteration 5F (14.580836 sec): 3 clusters Score: Raw -290462.666147 + Penalty 564.690929 = -289897.975218 nChanged 230 SP:Iteration 6Q (14.590556 sec): 3 clusters Score: Raw -290615.166098 + Penalty 561.363946 = -290053.802152 nChanged 160 SP:Iteration 7Q (14.600128 sec): 3 clusters Score: Raw -290722.232187 + Penalty 554.681494 = -290167.550694 nChanged 117 SP:Iteration 8Q (14.609426 sec): 3 clusters Score: Raw -290784.445962 + Penalty 546.029141 = -290238.416821 nChanged 96 SP:Iteration 9Q (14.618084 sec): 3 clusters Score: Raw -290825.688576 + Penalty 533.272364 = -290292.416212 nChanged 68 SP:Iteration 10F (14.627608 sec): 3 clusters Score: Raw -290854.837176 + Penalty 530.902996 = -290323.934180 nChanged 49 SP:Iteration 11Q (14.635702 sec): 3 clusters Score: Raw -290855.693615 + Penalty 533.793829 = -290321.899787 nChanged 35 SP:Iteration 12F (14.645286 sec): 3 clusters Score: Raw -290853.427386 + Penalty 528.421436 = -290325.005950 nChanged 22 SP:Iteration 13Q (14.653045 sec): 3 clusters Score: Raw -290852.301780 + Penalty 520.801327 = -290331.500453 nChanged 19 SP:Iteration 14Q (14.660730 sec): 3 clusters Score: Raw -290849.892237 + Penalty 517.432781 = -290332.459457 nChanged 10 SP:Iteration 15Q (14.668367 sec): 3 clusters Score: Raw -290846.975134 + Penalty 514.557039 = -290332.418095 nChanged 5 SP:Iteration 16F (14.677878 sec): 3 clusters Score: Raw -290845.541064 + Penalty 512.322539 = -290333.218525 nChanged 3 SP:Iteration 17Q (14.685496 sec): 3 clusters Score: Raw -290844.541911 + Penalty 512.188150 = -290332.353761 nChanged 2 SP:Iteration 18F (14.695042 sec): 3 clusters Score: Raw -290843.245245 + Penalty 511.814335 = -290331.430910 nChanged 2 SP:Iteration 19F (14.704560 sec): 3 clusters Score: Raw -290841.999781 + Penalty 509.326718 = -290332.673063 nChanged 2 SP:Iteration 20F (14.714071 sec): 3 clusters Score: Raw -290841.336198 + Penalty 509.326718 = -290332.009480 nChanged 0 Score: Raw -1956020.664936 + Penalty 93462.719468 = -1862557.945467 Splitting cluster 6 changes total score from -1840052.273630 to -1862557.945467 So it's getting split into cluster 28. Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.504384 sec): 2 clusters Score: Raw -29636.723339 + Penalty 347.773659 = -29288.949680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.505658 sec): 3 clusters Score: Raw -29316.763622 + Penalty 694.085517 = -28622.678104 nChanged 230 SP:Iteration 1F (16.506908 sec): 3 clusters Score: Raw -29568.696498 + Penalty 687.845335 = -28880.851163 nChanged 67 SP:Iteration 2F (16.508157 sec): 3 clusters Score: Raw -29619.137653 + Penalty 679.189698 = -28939.947955 nChanged 37 SP:Iteration 3F (16.509412 sec): 3 clusters Score: Raw -29647.111623 + Penalty 665.249594 = -28981.862029 nChanged 35 SP:Iteration 4F (16.510638 sec): 3 clusters Score: Raw -29678.949870 + Penalty 644.261022 = -29034.688848 nChanged 36 SP:Iteration 5F (16.511872 sec): 3 clusters Score: Raw -29714.692484 + Penalty 630.802103 = -29083.890381 nChanged 21 SP:Iteration 6Q (16.513121 sec): 3 clusters Score: Raw -29727.085472 + Penalty 620.039441 = -29107.046031 nChanged 16 SP:Iteration 7Q (16.514363 sec): 3 clusters Score: Raw -29735.695973 + Penalty 611.311295 = -29124.384678 nChanged 11 SP:Iteration 8Q (16.515605 sec): 3 clusters Score: Raw -29741.930033 + Penalty 607.971618 = -29133.958415 nChanged 9 SP:Iteration 9Q (16.516855 sec): 3 clusters Score: Raw -29746.057645 + Penalty 607.983288 = -29138.074357 nChanged 7 SP:Iteration 10F (16.518144 sec): 3 clusters Score: Raw -29749.515417 + Penalty 606.568025 = -29142.947393 nChanged 8 SP:Iteration 11Q (16.519388 sec): 3 clusters Score: Raw -29753.247140 + Penalty 608.839746 = -29144.407394 nChanged 3 SP:Iteration 12Q (16.520602 sec): 3 clusters Score: Raw -29754.131063 + Penalty 609.803903 = -29144.327160 nChanged 1 SP:Iteration 13F (16.521837 sec): 3 clusters Score: Raw -29754.222663 + Penalty 607.651246 = -29146.571417 nChanged 1 SP:Iteration 14Q (16.523096 sec): 3 clusters Score: Raw -29755.783161 + Penalty 604.954631 = -29150.828530 nChanged 2 SP:Iteration 15Q (16.524332 sec): 3 clusters Score: Raw -29756.446338 + Penalty 603.675422 = -29152.770917 nChanged 1 SP:Iteration 16Q (16.525574 sec): 3 clusters Score: Raw -29756.487229 + Penalty 603.675422 = -29152.811808 nChanged 0 SP:Iteration 17F (16.526836 sec): 3 clusters Score: Raw -29756.487229 + Penalty 603.675422 = -29152.811808 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 8 (2764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.536210 sec): 2 clusters Score: Raw -184066.526437 + Penalty 1265.912526 = -182800.613911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.541323 sec): 3 clusters Score: Raw -181691.002417 + Penalty 2528.418474 = -179162.583943 nChanged 1099 SP:Iteration 1F (16.546321 sec): 3 clusters Score: Raw -183085.373841 + Penalty 2518.908037 = -180566.465804 nChanged 438 SP:Iteration 2F (16.551335 sec): 3 clusters Score: Raw -183967.741401 + Penalty 2509.280851 = -181458.460549 nChanged 272 SP:Iteration 3F (16.556317 sec): 3 clusters Score: Raw -184332.826889 + Penalty 2507.541883 = -181825.285006 nChanged 165 SP:Iteration 4F (16.561300 sec): 3 clusters Score: Raw -184597.578705 + Penalty 2511.765833 = -182085.812872 nChanged 133 SP:Iteration 5Q (16.565877 sec): 3 clusters Score: Raw -185037.820509 + Penalty 2521.586851 = -182516.233658 nChanged 150 SP:Iteration 6F (16.570867 sec): 3 clusters Score: Raw -185394.975992 + Penalty 2539.838417 = -182855.137575 nChanged 122 SP:Iteration 7Q (16.575215 sec): 3 clusters Score: Raw -185620.849697 + Penalty 2546.498650 = -183074.351047 nChanged 48 SP:Iteration 8Q (16.579426 sec): 3 clusters Score: Raw -185674.417892 + Penalty 2546.497627 = -183127.920265 nChanged 9 SP:Iteration 9Q (16.583526 sec): 3 clusters Score: Raw -185694.567233 + Penalty 2546.756193 = -183147.811040 nChanged 6 SP:Iteration 10F (16.588511 sec): 3 clusters Score: Raw -185731.371000 + Penalty 2547.133971 = -183184.237029 nChanged 5 SP:Iteration 11Q (16.592594 sec): 3 clusters Score: Raw -185749.360118 + Penalty 2547.133971 = -183202.226147 nChanged 4 SP:Iteration 12Q (16.596665 sec): 3 clusters Score: Raw -185753.634803 + Penalty 2547.132557 = -183206.502246 nChanged 3 SP:Iteration 13Q (16.600784 sec): 3 clusters Score: Raw -185758.257025 + Penalty 2547.133971 = -183211.123054 nChanged 1 SP:Iteration 14Q (16.604994 sec): 3 clusters Score: Raw -185759.130729 + Penalty 2547.135330 = -183211.995399 nChanged 1 SP:Iteration 15Q (16.609189 sec): 3 clusters Score: Raw -185759.105799 + Penalty 2547.135330 = -183211.970469 nChanged 0 SP:Iteration 16F (16.614390 sec): 3 clusters Score: Raw -185759.105799 + Penalty 2547.135330 = -183211.970469 nChanged 0 Score: Raw -1957713.246109 + Penalty 95167.775724 = -1862545.470385 Splitting cluster 8 changes total score from -1840052.273630 to -1862545.470385 So it's getting split into cluster 35. Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 9 (963 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.417274 sec): 2 clusters Score: Raw -57942.394105 + Penalty 853.695067 = -57088.699037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.419232 sec): 3 clusters Score: Raw -57045.437015 + Penalty 1722.070563 = -55323.366452 nChanged 354 SP:Iteration 1F (18.421132 sec): 3 clusters Score: Raw -57655.681800 + Penalty 1773.971337 = -55881.710463 nChanged 157 SP:Iteration 2F (18.423078 sec): 3 clusters Score: Raw -57996.067076 + Penalty 1807.927001 = -56188.140074 nChanged 70 SP:Iteration 3F (18.425004 sec): 3 clusters Score: Raw -58103.389208 + Penalty 1825.143348 = -56278.245860 nChanged 24 SP:Iteration 4Q (18.426647 sec): 3 clusters Score: Raw -58123.999236 + Penalty 1823.364588 = -56300.634648 nChanged 14 SP:Iteration 5Q (18.428249 sec): 3 clusters Score: Raw -58131.252328 + Penalty 1823.077841 = -56308.174486 nChanged 8 SP:Iteration 6Q (18.429841 sec): 3 clusters Score: Raw -58131.817672 + Penalty 1829.639630 = -56302.178041 nChanged 5 SP:Iteration 7F (18.431956 sec): 3 clusters Score: Raw -58129.048681 + Penalty 1829.777903 = -56299.270777 nChanged 4 SP:Iteration 8F (18.433880 sec): 3 clusters Score: Raw -58126.998525 + Penalty 1840.414434 = -56286.584091 nChanged 4 SP:Iteration 9F (18.435702 sec): 3 clusters Score: Raw -58125.520369 + Penalty 1839.125665 = -56286.394704 nChanged 4 SP:Iteration 10F (18.437524 sec): 3 clusters Score: Raw -58123.958017 + Penalty 1842.280034 = -56281.677983 nChanged 1 SP:Iteration 11F (18.439357 sec): 3 clusters Score: Raw -58125.485953 + Penalty 1841.251512 = -56284.234441 nChanged 2 SP:Iteration 12Q (18.440965 sec): 3 clusters Score: Raw -58123.590911 + Penalty 1838.902670 = -56284.688241 nChanged 1 SP:Iteration 13Q (18.442475 sec): 3 clusters Score: Raw -58122.787838 + Penalty 1838.902670 = -56283.885169 nChanged 0 SP:Iteration 14F (18.444333 sec): 3 clusters Score: Raw -58122.787838 + Penalty 1838.902670 = -56283.885169 nChanged 0 Memory request: 0.02 GB would take us to total of 0.37 GB. Trying to split cluster 10 (4647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.467201 sec): 2 clusters Score: Raw -253247.546165 + Penalty 241.782539 = -253005.763626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.475908 sec): 3 clusters Score: Raw -249764.947811 + Penalty 493.031974 = -249271.915836 nChanged 2158 SP:Iteration 1F (18.484316 sec): 3 clusters Score: Raw -251311.877994 + Penalty 511.409505 = -250800.468489 nChanged 665 SP:Iteration 2F (18.492640 sec): 3 clusters Score: Raw -251789.183045 + Penalty 558.351461 = -251230.831585 nChanged 558 SP:Iteration 3F (18.500910 sec): 3 clusters Score: Raw -252339.321021 + Penalty 628.636248 = -251710.684773 nChanged 416 SP:Iteration 4F (18.509168 sec): 3 clusters Score: Raw -252729.241141 + Penalty 704.614457 = -252024.626684 nChanged 243 SP:Iteration 5F (18.517502 sec): 3 clusters Score: Raw -252950.069021 + Penalty 826.371086 = -252123.697934 nChanged 173 SP:Iteration 6Q (18.525112 sec): 3 clusters Score: Raw -253131.046675 + Penalty 903.726639 = -252227.320037 nChanged 85 SP:Iteration 7Q (18.532493 sec): 3 clusters Score: Raw -253201.310617 + Penalty 1005.636511 = -252195.674106 nChanged 35 SP:Iteration 8F (18.540764 sec): 3 clusters Score: Raw -253228.376272 + Penalty 1095.105754 = -252133.270518 nChanged 18 SP:Iteration 9F (18.549292 sec): 3 clusters Score: Raw -253248.581684 + Penalty 1184.802849 = -252063.778834 nChanged 6 SP:Iteration 10F (18.557534 sec): 3 clusters Score: Raw -253253.464327 + Penalty 1184.802849 = -252068.661478 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 11 (1340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.568288 sec): 2 clusters Score: Raw -72880.312935 + Penalty 654.362746 = -72225.950189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.570866 sec): 3 clusters Score: Raw -72003.807349 + Penalty 1309.276198 = -70694.531151 nChanged 552 SP:Iteration 1F (18.573393 sec): 3 clusters Score: Raw -72966.385843 + Penalty 1311.259895 = -71655.125948 nChanged 200 SP:Iteration 2F (18.575917 sec): 3 clusters Score: Raw -73397.892015 + Penalty 1308.818719 = -72089.073296 nChanged 97 SP:Iteration 3F (18.578442 sec): 3 clusters Score: Raw -73560.323955 + Penalty 1304.148931 = -72256.175023 nChanged 50 SP:Iteration 4Q (18.580672 sec): 3 clusters Score: Raw -73615.237260 + Penalty 1297.793767 = -72317.443494 nChanged 39 SP:Iteration 5Q (18.582923 sec): 3 clusters Score: Raw -73653.090500 + Penalty 1292.376062 = -72360.714438 nChanged 32 SP:Iteration 6Q (18.585123 sec): 3 clusters Score: Raw -73680.406811 + Penalty 1286.629636 = -72393.777175 nChanged 28 SP:Iteration 7Q (18.587316 sec): 3 clusters Score: Raw -73698.968789 + Penalty 1280.869642 = -72418.099147 nChanged 25 SP:Iteration 8Q (18.589501 sec): 3 clusters Score: Raw -73712.200022 + Penalty 1277.212321 = -72434.987701 nChanged 16 SP:Iteration 9Q (18.591675 sec): 3 clusters Score: Raw -73719.360051 + Penalty 1276.228671 = -72443.131380 nChanged 6 SP:Iteration 10F (18.594216 sec): 3 clusters Score: Raw -73719.888655 + Penalty 1275.922238 = -72443.966418 nChanged 2 SP:Iteration 11Q (18.596378 sec): 3 clusters Score: Raw -73719.968161 + Penalty 1275.327887 = -72444.640275 nChanged 2 SP:Iteration 12Q (18.598538 sec): 3 clusters Score: Raw -73720.437230 + Penalty 1274.734320 = -72445.702910 nChanged 2 SP:Iteration 13Q (18.600702 sec): 3 clusters Score: Raw -73720.606503 + Penalty 1274.734320 = -72445.872183 nChanged 0 SP:Iteration 14F (18.603246 sec): 3 clusters Score: Raw -73720.606503 + Penalty 1274.734320 = -72445.872183 nChanged 0 Score: Raw -1958553.540555 + Penalty 96076.382729 = -1862477.157827 Splitting cluster 11 changes total score from -1840052.273630 to -1862477.157827 So it's getting split into cluster 43. Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 12 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.430063 sec): 2 clusters Score: Raw -5561.393968 + Penalty 664.791985 = -4896.601983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.430492 sec): 3 clusters Score: Raw -5485.988884 + Penalty 1331.419143 = -4154.569741 nChanged 15 SP:Iteration 1F (20.430891 sec): 3 clusters Score: Raw -5527.913427 + Penalty 1333.920687 = -4193.992741 nChanged 4 SP:Iteration 2Q (20.431268 sec): 3 clusters Score: Raw -5537.196011 + Penalty 1335.161226 = -4202.034785 nChanged 4 SP:Iteration 3Q (20.431641 sec): 3 clusters Score: Raw -5557.991722 + Penalty 1338.020420 = -4219.971302 nChanged 3 SP:Iteration 4Q (20.432008 sec): 3 clusters Score: Raw -5566.561158 + Penalty 1337.361157 = -4229.200001 nChanged 4 SP:Iteration 5Q (20.432371 sec): 3 clusters Score: Raw -5583.038574 + Penalty 1335.367412 = -4247.671162 nChanged 1 SP:Iteration 6Q (20.432728 sec): 3 clusters Score: Raw -5586.271636 + Penalty 1336.572811 = -4249.698825 nChanged 1 SP:Iteration 7Q (20.433083 sec): 3 clusters Score: Raw -5587.512619 + Penalty 1336.572811 = -4250.939808 nChanged 0 SP:Iteration 8F (20.433474 sec): 3 clusters Score: Raw -5587.512619 + Penalty 1336.572811 = -4250.939808 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 13 (839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.436320 sec): 2 clusters Score: Raw -41460.301822 + Penalty 197.724510 = -41262.577312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.438031 sec): 3 clusters Score: Raw -40924.962950 + Penalty 395.298333 = -40529.664617 nChanged 355 SP:Iteration 1F (20.439691 sec): 3 clusters Score: Raw -41106.115592 + Penalty 389.481669 = -40716.633923 nChanged 113 SP:Iteration 2F (20.441404 sec): 3 clusters Score: Raw -41195.640846 + Penalty 382.399321 = -40813.241525 nChanged 85 SP:Iteration 3F (20.443093 sec): 3 clusters Score: Raw -41286.733528 + Penalty 380.485041 = -40906.248487 nChanged 65 SP:Iteration 4F (20.444753 sec): 3 clusters Score: Raw -41334.195209 + Penalty 379.321132 = -40954.874077 nChanged 23 SP:Iteration 5Q (20.446385 sec): 3 clusters Score: Raw -41338.201937 + Penalty 377.659607 = -40960.542329 nChanged 7 SP:Iteration 6Q (20.448008 sec): 3 clusters Score: Raw -41339.078931 + Penalty 377.058265 = -40962.020666 nChanged 6 SP:Iteration 7Q (20.449627 sec): 3 clusters Score: Raw -41339.736106 + Penalty 376.705220 = -40963.030886 nChanged 3 SP:Iteration 8Q (20.451283 sec): 3 clusters Score: Raw -41339.876446 + Penalty 376.984957 = -40962.891489 nChanged 1 SP:Iteration 9F (20.452943 sec): 3 clusters Score: Raw -41340.170021 + Penalty 376.984957 = -40963.185065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 14 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.453500 sec): 2 clusters Score: Raw -376.995003 + Penalty 190.547626 = -186.447377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.453729 sec): 3 clusters Score: Raw -376.552983 + Penalty 388.353394 = 11.800411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 15 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.454304 sec): 2 clusters Score: Raw -1839.273934 + Penalty 309.525903 = -1529.748031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.454588 sec): 3 clusters Score: Raw -1846.569404 + Penalty 622.278876 = -1224.290528 nChanged 3 SP:Iteration 1F (20.454867 sec): 3 clusters Score: Raw -1851.798621 + Penalty 622.278876 = -1229.519745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 16 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.455357 sec): 2 clusters Score: Raw -533.284362 + Penalty 241.748044 = -291.536319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.455584 sec): 3 clusters Score: Raw -537.040905 + Penalty 473.300676 = -63.740228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 17 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.456337 sec): 2 clusters Score: Raw -4985.151798 + Penalty 246.392495 = -4738.759303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.456739 sec): 3 clusters Score: Raw -4897.168308 + Penalty 491.582656 = -4405.585652 nChanged 20 SP:Iteration 1F (20.457135 sec): 3 clusters Score: Raw -4931.801123 + Penalty 501.062578 = -4430.738545 nChanged 8 SP:Iteration 2F (20.457530 sec): 3 clusters Score: Raw -4953.154043 + Penalty 501.815500 = -4451.338543 nChanged 6 SP:Iteration 3F (20.457925 sec): 3 clusters Score: Raw -4967.189009 + Penalty 498.873160 = -4468.315848 nChanged 1 SP:Iteration 4Q (20.458291 sec): 3 clusters Score: Raw -4967.460199 + Penalty 498.873160 = -4468.587039 nChanged 0 SP:Iteration 5F (20.458683 sec): 3 clusters Score: Raw -4967.460199 + Penalty 498.873160 = -4468.587039 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.459319 sec): 2 clusters Score: Raw -3342.801847 + Penalty 496.438773 = -2846.363074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.459646 sec): 3 clusters Score: Raw -3331.120472 + Penalty 1029.390110 = -2301.730362 nChanged 6 SP:Iteration 1F (20.459969 sec): 3 clusters Score: Raw -3370.180141 + Penalty 1055.736518 = -2314.443622 nChanged 3 SP:Iteration 2Q (20.460273 sec): 3 clusters Score: Raw -3389.510294 + Penalty 1055.736518 = -2333.773776 nChanged 0 SP:Iteration 3F (20.460594 sec): 3 clusters Score: Raw -3389.510294 + Penalty 1055.736518 = -2333.773776 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 19 (1970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.469612 sec): 2 clusters Score: Raw -92327.797495 + Penalty 150.076034 = -92177.721462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.473344 sec): 3 clusters Score: Raw -91109.570865 + Penalty 304.258584 = -90805.312281 nChanged 908 SP:Iteration 1F (20.477138 sec): 3 clusters Score: Raw -91778.431244 + Penalty 299.365973 = -91479.065270 nChanged 155 SP:Iteration 2F (20.480948 sec): 3 clusters Score: Raw -91840.169139 + Penalty 300.460827 = -91539.708312 nChanged 96 SP:Iteration 3Q (20.484710 sec): 3 clusters Score: Raw -91909.255593 + Penalty 305.792868 = -91603.462725 nChanged 97 SP:Iteration 4Q (20.488532 sec): 3 clusters Score: Raw -92007.993513 + Penalty 314.280106 = -91693.713407 nChanged 97 SP:Iteration 5Q (20.492318 sec): 3 clusters Score: Raw -92156.475481 + Penalty 319.994882 = -91836.480599 nChanged 52 SP:Iteration 6Q (20.496092 sec): 3 clusters Score: Raw -92231.539089 + Penalty 321.190618 = -91910.348471 nChanged 38 SP:Iteration 7Q (20.499549 sec): 3 clusters Score: Raw -92250.788260 + Penalty 321.448100 = -91929.340160 nChanged 33 SP:Iteration 8Q (20.502911 sec): 3 clusters Score: Raw -92266.837940 + Penalty 326.761630 = -91940.076310 nChanged 35 SP:Iteration 9Q (20.506210 sec): 3 clusters Score: Raw -92285.868433 + Penalty 326.758491 = -91959.109942 nChanged 25 SP:Iteration 10F (20.509931 sec): 3 clusters Score: Raw -92296.576074 + Penalty 321.484525 = -91975.091549 nChanged 21 SP:Iteration 11Q (20.513158 sec): 3 clusters Score: Raw -92307.474607 + Penalty 315.293695 = -91992.180912 nChanged 26 SP:Iteration 12Q (20.516358 sec): 3 clusters Score: Raw -92322.643038 + Penalty 308.749414 = -92013.893624 nChanged 23 SP:Iteration 13Q (20.519507 sec): 3 clusters Score: Raw -92335.821556 + Penalty 311.604202 = -92024.217354 nChanged 22 SP:Iteration 14Q (20.522622 sec): 3 clusters Score: Raw -92349.701494 + Penalty 313.402304 = -92036.299190 nChanged 11 SP:Iteration 15Q (20.525704 sec): 3 clusters Score: Raw -92359.905763 + Penalty 316.474411 = -92043.431352 nChanged 11 SP:Iteration 16Q (20.528760 sec): 3 clusters Score: Raw -92366.124051 + Penalty 313.313954 = -92052.810098 nChanged 5 SP:Iteration 17Q (20.531801 sec): 3 clusters Score: Raw -92367.431130 + Penalty 311.486008 = -92055.945122 nChanged 2 SP:Iteration 18Q (20.534834 sec): 3 clusters Score: Raw -92367.788875 + Penalty 311.486008 = -92056.302868 nChanged 0 SP:Iteration 19F (20.538565 sec): 3 clusters Score: Raw -92367.788875 + Penalty 311.486008 = -92056.302868 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 20 (1496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.546439 sec): 2 clusters Score: Raw -89961.763691 + Penalty 665.890888 = -89295.872804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.549320 sec): 3 clusters Score: Raw -88377.438546 + Penalty 1338.848589 = -87038.589957 nChanged 605 SP:Iteration 1F (20.552131 sec): 3 clusters Score: Raw -89407.515990 + Penalty 1363.166158 = -88044.349832 nChanged 290 SP:Iteration 2F (20.554907 sec): 3 clusters Score: Raw -89992.522106 + Penalty 1374.248901 = -88618.273204 nChanged 120 SP:Iteration 3F (20.557673 sec): 3 clusters Score: Raw -90188.370419 + Penalty 1382.796755 = -88805.573663 nChanged 53 SP:Iteration 4Q (20.560061 sec): 3 clusters Score: Raw -90238.786652 + Penalty 1384.777390 = -88854.009262 nChanged 24 SP:Iteration 5Q (20.562422 sec): 3 clusters Score: Raw -90258.041014 + Penalty 1381.531277 = -88876.509737 nChanged 13 SP:Iteration 6Q (20.564768 sec): 3 clusters Score: Raw -90275.442048 + Penalty 1376.898520 = -88898.543528 nChanged 12 SP:Iteration 7Q (20.567109 sec): 3 clusters Score: Raw -90298.811393 + Penalty 1371.642391 = -88927.169002 nChanged 13 SP:Iteration 8Q (20.569457 sec): 3 clusters Score: Raw -90323.634391 + Penalty 1366.524367 = -88957.110023 nChanged 11 SP:Iteration 9Q (20.571796 sec): 3 clusters Score: Raw -90343.822071 + Penalty 1365.097049 = -88978.725022 nChanged 6 SP:Iteration 10F (20.574567 sec): 3 clusters Score: Raw -90353.643385 + Penalty 1367.187798 = -88986.455587 nChanged 7 SP:Iteration 11Q (20.576928 sec): 3 clusters Score: Raw -90363.261986 + Penalty 1369.017048 = -88994.244938 nChanged 6 SP:Iteration 12Q (20.579316 sec): 3 clusters Score: Raw -90376.393869 + Penalty 1367.808244 = -89008.585626 nChanged 9 SP:Iteration 13Q (20.581741 sec): 3 clusters Score: Raw -90394.666338 + Penalty 1365.922734 = -89028.743604 nChanged 8 SP:Iteration 14Q (20.584179 sec): 3 clusters Score: Raw -90408.454565 + Penalty 1366.690692 = -89041.763872 nChanged 4 SP:Iteration 15Q (20.586579 sec): 3 clusters Score: Raw -90413.363647 + Penalty 1365.649860 = -89047.713788 nChanged 2 SP:Iteration 16Q (20.588937 sec): 3 clusters Score: Raw -90416.285035 + Penalty 1366.814407 = -89049.470628 nChanged 1 SP:Iteration 17Q (20.591342 sec): 3 clusters Score: Raw -90417.711495 + Penalty 1366.814407 = -89050.897088 nChanged 0 SP:Iteration 18F (20.594189 sec): 3 clusters Score: Raw -90417.711495 + Penalty 1366.814407 = -89050.897088 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.595401 sec): 2 clusters Score: Raw -703.058108 + Penalty 69.995266 = -633.062842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.595644 sec): 3 clusters Score: Raw -701.193217 + Penalty 172.169707 = -529.023510 nChanged 1 SP:Iteration 1F (20.595886 sec): 3 clusters Score: Raw -701.206914 + Penalty 172.169707 = -529.037208 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 22 (720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.598845 sec): 2 clusters Score: Raw -43361.744775 + Penalty 954.452353 = -42407.292422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.600351 sec): 3 clusters Score: Raw -42376.269218 + Penalty 1909.045774 = -40467.223444 nChanged 235 SP:Iteration 1F (20.601809 sec): 3 clusters Score: Raw -42704.299263 + Penalty 1917.719417 = -40786.579846 nChanged 114 SP:Iteration 2F (20.603299 sec): 3 clusters Score: Raw -43019.408084 + Penalty 1942.004466 = -41077.403618 nChanged 99 SP:Iteration 3F (20.604837 sec): 3 clusters Score: Raw -43290.692782 + Penalty 1962.058081 = -41328.634701 nChanged 67 SP:Iteration 4F (20.606276 sec): 3 clusters Score: Raw -43433.730208 + Penalty 1980.213001 = -41453.517208 nChanged 31 SP:Iteration 5Q (20.607505 sec): 3 clusters Score: Raw -43484.442740 + Penalty 1992.315505 = -41492.127235 nChanged 21 SP:Iteration 6Q (20.608728 sec): 3 clusters Score: Raw -43501.185936 + Penalty 1994.486593 = -41506.699343 nChanged 11 SP:Iteration 7Q (20.609922 sec): 3 clusters Score: Raw -43508.548989 + Penalty 1996.657474 = -41511.891515 nChanged 5 SP:Iteration 8Q (20.611111 sec): 3 clusters Score: Raw -43509.358378 + Penalty 1996.202824 = -41513.155555 nChanged 5 SP:Iteration 9Q (20.612290 sec): 3 clusters Score: Raw -43509.865364 + Penalty 1996.082187 = -41513.783177 nChanged 1 SP:Iteration 10F (20.613740 sec): 3 clusters Score: Raw -43511.048204 + Penalty 1995.950546 = -41515.097658 nChanged 1 SP:Iteration 11Q (20.614941 sec): 3 clusters Score: Raw -43510.724520 + Penalty 2002.277755 = -41508.446765 nChanged 3 SP:Iteration 12F (20.616386 sec): 3 clusters Score: Raw -43522.114737 + Penalty 2005.161431 = -41516.953306 nChanged 5 SP:Iteration 13Q (20.617569 sec): 3 clusters Score: Raw -43531.772032 + Penalty 2005.099334 = -41526.672699 nChanged 2 SP:Iteration 14Q (20.618756 sec): 3 clusters Score: Raw -43531.809522 + Penalty 2005.780666 = -41526.028856 nChanged 1 SP:Iteration 15F (20.620200 sec): 3 clusters Score: Raw -43530.190064 + Penalty 2005.741964 = -41524.448100 nChanged 1 SP:Iteration 16F (20.621656 sec): 3 clusters Score: Raw -43529.420784 + Penalty 2005.741964 = -41523.678820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 23 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.623252 sec): 2 clusters Score: Raw -12564.234464 + Penalty 539.751919 = -12024.482545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.623843 sec): 3 clusters Score: Raw -12385.726256 + Penalty 1082.734319 = -11302.991937 nChanged 54 SP:Iteration 1F (20.624422 sec): 3 clusters Score: Raw -12463.924691 + Penalty 1091.634832 = -11372.289858 nChanged 25 SP:Iteration 2F (20.624997 sec): 3 clusters Score: Raw -12500.238428 + Penalty 1117.531474 = -11382.706953 nChanged 18 SP:Iteration 3F (20.625571 sec): 3 clusters Score: Raw -12529.175801 + Penalty 1129.364753 = -11399.811048 nChanged 11 SP:Iteration 4F (20.626175 sec): 3 clusters Score: Raw -12544.186543 + Penalty 1152.913253 = -11391.273290 nChanged 9 SP:Iteration 5F (20.626747 sec): 3 clusters Score: Raw -12559.715874 + Penalty 1185.176983 = -11374.538891 nChanged 3 SP:Iteration 6F (20.627318 sec): 3 clusters Score: Raw -12564.560402 + Penalty 1185.176983 = -11379.383419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 24 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.628180 sec): 2 clusters Score: Raw -311.384783 + Penalty 138.636079 = -172.748704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.628405 sec): 3 clusters Score: Raw -307.206984 + Penalty 265.352059 = -41.854925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.631094 sec): 2 clusters Score: Raw -23884.543866 + Penalty 639.954813 = -23244.589052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.632069 sec): 3 clusters Score: Raw -23568.925324 + Penalty 1256.670854 = -22312.254470 nChanged 155 SP:Iteration 1F (20.633036 sec): 3 clusters Score: Raw -23863.646740 + Penalty 1246.726722 = -22616.920018 nChanged 52 SP:Iteration 2F (20.634000 sec): 3 clusters Score: Raw -23972.963953 + Penalty 1259.746641 = -22713.217312 nChanged 26 SP:Iteration 3F (20.634968 sec): 3 clusters Score: Raw -24002.864475 + Penalty 1249.992020 = -22752.872455 nChanged 4 SP:Iteration 4Q (20.635804 sec): 3 clusters Score: Raw -24002.315452 + Penalty 1243.233694 = -22759.081758 nChanged 2 SP:Iteration 5Q (20.636648 sec): 3 clusters Score: Raw -24004.312168 + Penalty 1243.233694 = -22761.078475 nChanged 0 SP:Iteration 6F (20.637613 sec): 3 clusters Score: Raw -24004.312168 + Penalty 1243.233694 = -22761.078475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 26 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.638792 sec): 2 clusters Score: Raw -1043.842187 + Penalty 243.337665 = -800.504522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.639044 sec): 3 clusters Score: Raw -1050.860579 + Penalty 491.449687 = -559.410892 nChanged 1 SP:Iteration 1Q (20.639288 sec): 3 clusters Score: Raw -1052.531902 + Penalty 488.046077 = -564.485825 nChanged 1 SP:Iteration 2Q (20.639527 sec): 3 clusters Score: Raw -1061.739634 + Penalty 488.046077 = -573.693557 nChanged 0 SP:Iteration 3F (20.639771 sec): 3 clusters Score: Raw -1061.739634 + Penalty 488.046077 = -573.693557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.640820 sec): 2 clusters Score: Raw -4321.929666 + Penalty 151.179810 = -4170.749856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.641203 sec): 3 clusters Score: Raw -4281.165039 + Penalty 305.193630 = -3975.971409 nChanged 22 SP:Iteration 1F (20.641581 sec): 3 clusters Score: Raw -4316.494436 + Penalty 306.626711 = -4009.867726 nChanged 8 SP:Iteration 2F (20.641954 sec): 3 clusters Score: Raw -4336.051419 + Penalty 305.400046 = -4030.651373 nChanged 6 SP:Iteration 3F (20.642323 sec): 3 clusters Score: Raw -4349.218761 + Penalty 306.485556 = -4042.733205 nChanged 6 SP:Iteration 4F (20.642694 sec): 3 clusters Score: Raw -4356.788124 + Penalty 305.501419 = -4051.286705 nChanged 5 SP:Iteration 5F (20.643066 sec): 3 clusters Score: Raw -4359.460375 + Penalty 304.720314 = -4054.740062 nChanged 1 SP:Iteration 6Q (20.643420 sec): 3 clusters Score: Raw -4358.193137 + Penalty 304.720314 = -4053.472823 nChanged 0 SP:Iteration 7F (20.643790 sec): 3 clusters Score: Raw -4358.193137 + Penalty 304.720314 = -4053.472823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 29 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.644613 sec): 2 clusters Score: Raw -329.344464 + Penalty 214.916410 = -114.428054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.644833 sec): 3 clusters Score: Raw -333.575886 + Penalty 425.212809 = 91.636923 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 30 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.645820 sec): 2 clusters Score: Raw -4428.137926 + Penalty 410.016586 = -4018.121339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.646201 sec): 3 clusters Score: Raw -4381.731397 + Penalty 812.926390 = -3568.805007 nChanged 13 SP:Iteration 1F (20.646582 sec): 3 clusters Score: Raw -4408.471984 + Penalty 806.568108 = -3601.903875 nChanged 7 SP:Iteration 2F (20.646962 sec): 3 clusters Score: Raw -4424.775655 + Penalty 807.430831 = -3617.344824 nChanged 3 SP:Iteration 3Q (20.647324 sec): 3 clusters Score: Raw -4429.659718 + Penalty 809.393661 = -3620.266057 nChanged 1 SP:Iteration 4Q (20.647683 sec): 3 clusters Score: Raw -4434.124634 + Penalty 809.393661 = -3624.730973 nChanged 0 SP:Iteration 5F (20.648053 sec): 3 clusters Score: Raw -4434.124634 + Penalty 809.393661 = -3624.730973 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 31 (1074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.651776 sec): 2 clusters Score: Raw -54366.022218 + Penalty 192.153843 = -54173.868375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.653874 sec): 3 clusters Score: Raw -53368.999620 + Penalty 460.352354 = -52908.647267 nChanged 475 SP:Iteration 1F (20.655958 sec): 3 clusters Score: Raw -54089.595133 + Penalty 482.379311 = -53607.215822 nChanged 141 SP:Iteration 2F (20.658050 sec): 3 clusters Score: Raw -54280.426105 + Penalty 559.996339 = -53720.429766 nChanged 58 SP:Iteration 3F (20.660144 sec): 3 clusters Score: Raw -54375.590627 + Penalty 684.134763 = -53691.455864 nChanged 31 SP:Iteration 4F (20.662158 sec): 3 clusters Score: Raw -54415.796194 + Penalty 749.747579 = -53666.048616 nChanged 9 SP:Iteration 5F (20.664298 sec): 3 clusters Score: Raw -54420.880432 + Penalty 776.916860 = -53643.963572 nChanged 6 SP:Iteration 6F (20.666434 sec): 3 clusters Score: Raw -54430.591632 + Penalty 776.916860 = -53653.674772 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 32 (643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.670471 sec): 2 clusters Score: Raw -38955.293315 + Penalty 765.833996 = -38189.459319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.671865 sec): 3 clusters Score: Raw -38229.975016 + Penalty 1518.978349 = -36710.996667 nChanged 231 SP:Iteration 1F (20.673241 sec): 3 clusters Score: Raw -38739.823717 + Penalty 1492.968584 = -37246.855133 nChanged 98 SP:Iteration 2F (20.674624 sec): 3 clusters Score: Raw -38904.332529 + Penalty 1483.692372 = -37420.640157 nChanged 34 SP:Iteration 3F (20.675970 sec): 3 clusters Score: Raw -38958.978566 + Penalty 1475.624629 = -37483.353938 nChanged 11 SP:Iteration 4Q (20.677076 sec): 3 clusters Score: Raw -38968.705392 + Penalty 1472.805015 = -37495.900377 nChanged 6 SP:Iteration 5Q (20.678179 sec): 3 clusters Score: Raw -38974.476275 + Penalty 1462.563736 = -37511.912539 nChanged 4 SP:Iteration 6Q (20.679274 sec): 3 clusters Score: Raw -38979.128563 + Penalty 1462.563736 = -37516.564827 nChanged 0 SP:Iteration 7F (20.680590 sec): 3 clusters Score: Raw -38979.128563 + Penalty 1462.563736 = -37516.564827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 33 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.681870 sec): 2 clusters Score: Raw -386.221616 + Penalty 126.732207 = -259.489409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.682114 sec): 3 clusters Score: Raw -386.746737 + Penalty 247.153446 = -139.593291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 34 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.682926 sec): 2 clusters Score: Raw -232.069086 + Penalty 157.271237 = -74.797849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.683138 sec): 3 clusters Score: Raw -224.139448 + Penalty 299.957888 = 75.818440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 36 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.683881 sec): 2 clusters Score: Raw -48.155397 + Penalty 0.000000 = -48.155397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.684069 sec): 2 clusters Score: Raw -48.155397 + Penalty 0.000000 = -48.155397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 37 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.684809 sec): 2 clusters Score: Raw -49.986841 + Penalty 0.000000 = -49.986841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.685000 sec): 2 clusters Score: Raw -49.986841 + Penalty 0.000000 = -49.986841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 38 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.685776 sec): 2 clusters Score: Raw -654.163837 + Penalty 263.945441 = -390.218395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.686008 sec): 3 clusters Score: Raw -675.798758 + Penalty 527.890883 = -147.907875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 39 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.686762 sec): 2 clusters Score: Raw -276.836165 + Penalty 191.600822 = -85.235343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.686973 sec): 3 clusters Score: Raw -274.681386 + Penalty 334.111160 = 59.429774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.687955 sec): 2 clusters Score: Raw -3892.274825 + Penalty 127.433270 = -3764.841555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.688323 sec): 3 clusters Score: Raw -3869.178076 + Penalty 252.464103 = -3616.713974 nChanged 26 SP:Iteration 1F (20.688684 sec): 3 clusters Score: Raw -3899.529701 + Penalty 251.761811 = -3647.767891 nChanged 8 SP:Iteration 2F (20.689043 sec): 3 clusters Score: Raw -3908.676311 + Penalty 251.253948 = -3657.422363 nChanged 1 SP:Iteration 3Q (20.689397 sec): 3 clusters Score: Raw -3909.604171 + Penalty 251.253948 = -3658.350222 nChanged 0 SP:Iteration 4F (20.689755 sec): 3 clusters Score: Raw -3909.604171 + Penalty 251.253948 = -3658.350222 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 41 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.690544 sec): 2 clusters Score: Raw -480.256461 + Penalty 272.144900 = -208.111562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.690766 sec): 3 clusters Score: Raw -474.135285 + Penalty 582.363434 = 108.228149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 42 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.691512 sec): 2 clusters Score: Raw -52.776746 + Penalty 0.000000 = -52.776746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.691702 sec): 2 clusters Score: Raw -52.776746 + Penalty 0.000000 = -52.776746 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 44 (593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.694304 sec): 2 clusters Score: Raw -29865.729359 + Penalty 207.089504 = -29658.639855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.695607 sec): 3 clusters Score: Raw -29514.002927 + Penalty 409.784498 = -29104.218429 nChanged 220 SP:Iteration 1F (20.696862 sec): 3 clusters Score: Raw -29632.414377 + Penalty 410.218807 = -29222.195570 nChanged 40 SP:Iteration 2F (20.698137 sec): 3 clusters Score: Raw -29652.764096 + Penalty 410.453497 = -29242.310599 nChanged 34 SP:Iteration 3F (20.699394 sec): 3 clusters Score: Raw -29675.238925 + Penalty 404.189652 = -29271.049274 nChanged 42 SP:Iteration 4F (20.700660 sec): 3 clusters Score: Raw -29707.328204 + Penalty 408.333245 = -29298.994959 nChanged 45 SP:Iteration 5F (20.701927 sec): 3 clusters Score: Raw -29745.723900 + Penalty 413.061563 = -29332.662337 nChanged 52 SP:Iteration 6F (20.703198 sec): 3 clusters Score: Raw -29796.880201 + Penalty 406.695278 = -29390.184922 nChanged 46 SP:Iteration 7F (20.704451 sec): 3 clusters Score: Raw -29845.167385 + Penalty 446.269002 = -29398.898383 nChanged 16 SP:Iteration 8Q (20.705619 sec): 3 clusters Score: Raw -29860.670526 + Penalty 606.718491 = -29253.952035 nChanged 3 SP:Iteration 9F (20.706908 sec): 3 clusters Score: Raw -29863.602220 + Penalty 207.089504 = -29656.512716 nChanged 1 SP:Iteration 10F (20.707912 sec): 2 clusters Score: Raw -29865.729359 + Penalty 207.089504 = -29658.639855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 48 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.709181 sec): 2 clusters Score: Raw -913.743894 + Penalty 367.205710 = -546.538184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.709422 sec): 3 clusters Score: Raw -921.896531 + Penalty 739.081639 = -182.814892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 49 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.710226 sec): 2 clusters Score: Raw -793.175882 + Penalty 279.201565 = -513.974318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.710465 sec): 3 clusters Score: Raw -827.166268 + Penalty 546.945479 = -280.220790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 50 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.711219 sec): 2 clusters Score: Raw -164.306588 + Penalty 102.573098 = -61.733490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.711427 sec): 3 clusters Score: Raw -158.603081 + Penalty 207.104047 = 48.500967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 51 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.712170 sec): 2 clusters Score: Raw -101.335189 + Penalty 47.824806 = -53.510383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.712378 sec): 3 clusters Score: Raw -96.513842 + Penalty 95.649612 = -0.864230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 52 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.713137 sec): 2 clusters Score: Raw -340.036283 + Penalty 199.109667 = -140.926616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.713354 sec): 3 clusters Score: Raw -339.687563 + Penalty 448.742253 = 109.054690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 53 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.714202 sec): 2 clusters Score: Raw -1956.531679 + Penalty 557.663045 = -1398.868634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.714476 sec): 3 clusters Score: Raw -2015.453161 + Penalty 1113.085166 = -902.367995 nChanged 1 SP:Iteration 1Q (20.714733 sec): 3 clusters Score: Raw -2024.650180 + Penalty 1113.085166 = -911.565014 nChanged 0 SP:Iteration 2F (20.714999 sec): 3 clusters Score: Raw -2024.650180 + Penalty 1113.085166 = -911.565014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 55 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.715798 sec): 2 clusters Score: Raw -471.752314 + Penalty 160.596060 = -311.156254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.716018 sec): 3 clusters Score: Raw -469.495583 + Penalty 312.932463 = -156.563120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 56 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.716780 sec): 2 clusters Score: Raw -368.158595 + Penalty 120.506649 = -247.651946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.716995 sec): 3 clusters Score: Raw -368.606893 + Penalty 208.206394 = -160.400499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 57 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.717742 sec): 2 clusters Score: Raw -228.919559 + Penalty 180.844621 = -48.074938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.717954 sec): 3 clusters Score: Raw -222.359672 + Penalty 371.455241 = 149.095569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 58 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.718708 sec): 2 clusters Score: Raw -310.291019 + Penalty 145.196385 = -165.094634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.718925 sec): 3 clusters Score: Raw -307.728012 + Penalty 303.336204 = -4.391808 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 59 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.719689 sec): 2 clusters Score: Raw -518.211080 + Penalty 245.193749 = -273.017331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.719913 sec): 3 clusters Score: Raw -522.611043 + Penalty 490.251763 = -32.359280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 60 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.720672 sec): 2 clusters Score: Raw -416.970324 + Penalty 153.922448 = -263.047875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.720900 sec): 3 clusters Score: Raw -424.189332 + Penalty 323.925585 = -100.263747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 63 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.723124 sec): 2 clusters Score: Raw -26291.618662 + Penalty 197.189938 = -26094.428724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.724236 sec): 3 clusters Score: Raw -25797.725608 + Penalty 385.404822 = -25412.320786 nChanged 209 SP:Iteration 1F (20.725332 sec): 3 clusters Score: Raw -25991.914279 + Penalty 377.980835 = -25613.933444 nChanged 63 SP:Iteration 2F (20.726433 sec): 3 clusters Score: Raw -26100.268995 + Penalty 375.284622 = -25724.984373 nChanged 59 SP:Iteration 3F (20.727538 sec): 3 clusters Score: Raw -26193.166365 + Penalty 363.798073 = -25829.368292 nChanged 44 SP:Iteration 4F (20.728646 sec): 3 clusters Score: Raw -26267.373874 + Penalty 376.021897 = -25891.351978 nChanged 13 SP:Iteration 5Q (20.729597 sec): 3 clusters Score: Raw -26283.581105 + Penalty 416.777618 = -25866.803487 nChanged 7 SP:Iteration 6F (20.730652 sec): 3 clusters Score: Raw -26290.897778 + Penalty 424.732856 = -25866.164922 nChanged 2 SP:Iteration 7F (20.731713 sec): 3 clusters Score: Raw -26296.145216 + Penalty 424.732856 = -25871.412360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 64 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.732939 sec): 2 clusters Score: Raw -569.839073 + Penalty 286.070059 = -283.769014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.733173 sec): 3 clusters Score: Raw -572.854278 + Penalty 568.014266 = -4.840012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 65 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.734000 sec): 2 clusters Score: Raw -592.795591 + Penalty 357.643118 = -235.152472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.734229 sec): 3 clusters Score: Raw -631.525356 + Penalty 715.140531 = 83.615175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 66 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.735527 sec): 2 clusters Score: Raw -7459.219877 + Penalty 512.202578 = -6947.017299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.735973 sec): 3 clusters Score: Raw -7415.327765 + Penalty 1018.839797 = -6396.487968 nChanged 29 SP:Iteration 1F (20.736410 sec): 3 clusters Score: Raw -7461.368428 + Penalty 1017.419408 = -6443.949020 nChanged 10 SP:Iteration 2F (20.736848 sec): 3 clusters Score: Raw -7485.719161 + Penalty 1015.319014 = -6470.400147 nChanged 7 SP:Iteration 3F (20.737284 sec): 3 clusters Score: Raw -7501.150574 + Penalty 1015.787259 = -6485.363314 nChanged 4 SP:Iteration 4Q (20.737712 sec): 3 clusters Score: Raw -7506.594526 + Penalty 1015.787259 = -6490.807267 nChanged 0 SP:Iteration 5F (20.738147 sec): 3 clusters Score: Raw -7506.594526 + Penalty 1015.787259 = -6490.807267 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 67 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.739080 sec): 2 clusters Score: Raw -766.499888 + Penalty 264.850494 = -501.649394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.739319 sec): 3 clusters Score: Raw -765.963504 + Penalty 533.331356 = -232.632148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 69 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.740085 sec): 2 clusters Score: Raw -299.772870 + Penalty 211.008764 = -88.764106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.740302 sec): 3 clusters Score: Raw -289.996560 + Penalty 424.013991 = 134.017431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 70 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.741053 sec): 2 clusters Score: Raw -113.392749 + Penalty 91.778351 = -21.614398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.741246 sec): 2 clusters Score: Raw -113.392749 + Penalty 91.778351 = -21.614398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 71 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.742003 sec): 2 clusters Score: Raw -364.439886 + Penalty 187.636148 = -176.803738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.742224 sec): 3 clusters Score: Raw -368.591159 + Penalty 368.388753 = -0.202406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 72 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.742972 sec): 2 clusters Score: Raw -221.018442 + Penalty 137.053681 = -83.964761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.743185 sec): 3 clusters Score: Raw -215.054435 + Penalty 274.107362 = 59.052927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 74 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.743934 sec): 2 clusters Score: Raw -205.723060 + Penalty 110.910989 = -94.812071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.744130 sec): 2 clusters Score: Raw -205.723060 + Penalty 110.910989 = -94.812071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 75 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.744882 sec): 2 clusters Score: Raw -277.464771 + Penalty 163.655086 = -113.809686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.745122 sec): 3 clusters Score: Raw -272.261483 + Penalty 332.079300 = 59.817817 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 76 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.745878 sec): 2 clusters Score: Raw -253.400808 + Penalty 115.659638 = -137.741171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.746092 sec): 3 clusters Score: Raw -247.962710 + Penalty 262.952143 = 14.989433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 77 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.746994 sec): 2 clusters Score: Raw -3423.613746 + Penalty 443.523371 = -2980.090375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.747314 sec): 3 clusters Score: Raw -3413.645948 + Penalty 890.809616 = -2522.836331 nChanged 8 SP:Iteration 1F (20.747628 sec): 3 clusters Score: Raw -3428.420118 + Penalty 891.127637 = -2537.292480 nChanged 2 SP:Iteration 2Q (20.747937 sec): 3 clusters Score: Raw -3430.090635 + Penalty 893.739148 = -2536.351487 nChanged 1 SP:Iteration 3F (20.748248 sec): 3 clusters Score: Raw -3432.548266 + Penalty 893.739148 = -2538.809118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 78 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.749015 sec): 2 clusters Score: Raw -108.723224 + Penalty 59.378497 = -49.344727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.749207 sec): 2 clusters Score: Raw -108.723224 + Penalty 59.378497 = -49.344727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 80 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.749970 sec): 2 clusters Score: Raw -520.363707 + Penalty 282.098122 = -238.265585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.750196 sec): 3 clusters Score: Raw -531.271511 + Penalty 560.460035 = 29.188525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 81 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.750947 sec): 2 clusters Score: Raw -217.547798 + Penalty 115.248410 = -102.299388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.751145 sec): 2 clusters Score: Raw -217.547798 + Penalty 115.248410 = -102.299388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 83 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.751882 sec): 2 clusters Score: Raw -46.930075 + Penalty 0.000000 = -46.930075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.752072 sec): 2 clusters Score: Raw -46.930075 + Penalty 0.000000 = -46.930075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 86 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.752826 sec): 2 clusters Score: Raw -363.657635 + Penalty 236.486534 = -127.171101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.753045 sec): 3 clusters Score: Raw -355.043022 + Penalty 474.919573 = 119.876551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 88 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.753784 sec): 2 clusters Score: Raw -53.697788 + Penalty 0.000000 = -53.697788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.753974 sec): 2 clusters Score: Raw -53.697788 + Penalty 0.000000 = -53.697788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 89 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.754711 sec): 2 clusters Score: Raw -51.378297 + Penalty 0.000000 = -51.378297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.754922 sec): 2 clusters Score: Raw -51.378297 + Penalty 0.000000 = -51.378297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 93 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.755672 sec): 2 clusters Score: Raw -215.082358 + Penalty 121.927763 = -93.154595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.755886 sec): 3 clusters Score: Raw -208.708562 + Penalty 243.855527 = 35.146965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 98 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.756622 sec): 2 clusters Score: Raw -50.649384 + Penalty 0.000000 = -50.649384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.756812 sec): 2 clusters Score: Raw -50.649384 + Penalty 0.000000 = -50.649384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 100 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.757571 sec): 2 clusters Score: Raw -424.226353 + Penalty 129.014595 = -295.211758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.757793 sec): 3 clusters Score: Raw -417.719292 + Penalty 251.154070 = -166.565223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 103 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.758532 sec): 2 clusters Score: Raw -52.143778 + Penalty 0.000000 = -52.143778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.758721 sec): 2 clusters Score: Raw -52.143778 + Penalty 0.000000 = -52.143778 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 104 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.759465 sec): 2 clusters Score: Raw -168.536703 + Penalty 102.148623 = -66.388080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.759676 sec): 3 clusters Score: Raw -158.796112 + Penalty 211.144003 = 52.347892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 106 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.760435 sec): 2 clusters Score: Raw -475.600592 + Penalty 288.530486 = -187.070106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.760637 sec): 2 clusters Score: Raw -475.600592 + Penalty 288.530486 = -187.070106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 110 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.761479 sec): 2 clusters Score: Raw -2149.502648 + Penalty 301.216201 = -1848.286447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.761764 sec): 3 clusters Score: Raw -2145.826596 + Penalty 596.577349 = -1549.249247 nChanged 3 SP:Iteration 1F (20.762044 sec): 3 clusters Score: Raw -2154.788364 + Penalty 597.812538 = -1556.975826 nChanged 1 SP:Iteration 2Q (20.762317 sec): 3 clusters Score: Raw -2156.747784 + Penalty 597.812538 = -1558.935246 nChanged 0 SP:Iteration 3F (20.762597 sec): 3 clusters Score: Raw -2156.747784 + Penalty 597.812538 = -1558.935246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 113 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.763359 sec): 2 clusters Score: Raw -223.620245 + Penalty 127.609571 = -96.010674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.763572 sec): 3 clusters Score: Raw -214.727529 + Penalty 127.609571 = -87.117958 nChanged 1 SP:Iteration 1F (20.763764 sec): 2 clusters Score: Raw -223.620245 + Penalty 127.609571 = -96.010674 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 115 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.764536 sec): 2 clusters Score: Raw -342.382181 + Penalty 150.366401 = -192.015780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.764751 sec): 3 clusters Score: Raw -347.658465 + Penalty 264.336456 = -83.322009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 120 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.765495 sec): 2 clusters Score: Raw -51.643094 + Penalty 0.000000 = -51.643094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.765686 sec): 2 clusters Score: Raw -51.643094 + Penalty 0.000000 = -51.643094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 121 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.766436 sec): 2 clusters Score: Raw -255.960611 + Penalty 114.236386 = -141.724225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.766652 sec): 3 clusters Score: Raw -252.561487 + Penalty 227.707932 = -24.853554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 122 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.767400 sec): 2 clusters Score: Raw -185.709849 + Penalty 124.530499 = -61.179350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.767614 sec): 3 clusters Score: Raw -185.363116 + Penalty 237.231916 = 51.868799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 124 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.768368 sec): 2 clusters Score: Raw -374.890722 + Penalty 153.664865 = -221.225857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.768590 sec): 3 clusters Score: Raw -373.768471 + Penalty 303.918184 = -69.850287 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 125 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.769399 sec): 2 clusters Score: Raw -1490.633392 + Penalty 301.859406 = -1188.773987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.769661 sec): 3 clusters Score: Raw -1500.450907 + Penalty 602.543585 = -897.907323 nChanged 1 SP:Iteration 1Q (20.769914 sec): 3 clusters Score: Raw -1502.292920 + Penalty 600.674888 = -901.618032 nChanged 1 SP:Iteration 2Q (20.770166 sec): 3 clusters Score: Raw -1505.072618 + Penalty 599.300147 = -905.772471 nChanged 1 SP:Iteration 3Q (20.770418 sec): 3 clusters Score: Raw -1506.491371 + Penalty 599.300147 = -907.191224 nChanged 0 SP:Iteration 4F (20.770679 sec): 3 clusters Score: Raw -1506.491371 + Penalty 599.300147 = -907.191224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 132 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.772759 sec): 2 clusters Score: Raw -17223.152347 + Penalty 144.183793 = -17078.968554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.773717 sec): 3 clusters Score: Raw -17020.876982 + Penalty 295.769519 = -16725.107463 nChanged 179 SP:Iteration 1F (20.774683 sec): 3 clusters Score: Raw -17221.789764 + Penalty 296.282685 = -16925.507079 nChanged 32 SP:Iteration 2F (20.775627 sec): 3 clusters Score: Raw -17235.322442 + Penalty 296.884659 = -16938.437783 nChanged 10 SP:Iteration 3Q (20.776556 sec): 3 clusters Score: Raw -17238.340336 + Penalty 298.436660 = -16939.903676 nChanged 4 SP:Iteration 4Q (20.777483 sec): 3 clusters Score: Raw -17240.431941 + Penalty 300.284224 = -16940.147717 nChanged 4 SP:Iteration 5Q (20.778409 sec): 3 clusters Score: Raw -17241.520788 + Penalty 301.898616 = -16939.622172 nChanged 3 SP:Iteration 6F (20.779352 sec): 3 clusters Score: Raw -17242.846552 + Penalty 304.883975 = -16937.962578 nChanged 5 SP:Iteration 7F (20.780292 sec): 3 clusters Score: Raw -17245.526087 + Penalty 309.233967 = -16936.292120 nChanged 7 SP:Iteration 8F (20.781236 sec): 3 clusters Score: Raw -17249.696447 + Penalty 311.758979 = -16937.937468 nChanged 8 SP:Iteration 9Q (20.782189 sec): 3 clusters Score: Raw -17254.125457 + Penalty 311.695350 = -16942.430106 nChanged 6 SP:Iteration 10F (20.783128 sec): 3 clusters Score: Raw -17260.189452 + Penalty 312.058771 = -16948.130681 nChanged 5 SP:Iteration 11Q (20.784057 sec): 3 clusters Score: Raw -17264.011605 + Penalty 312.333949 = -16951.677656 nChanged 5 SP:Iteration 12Q (20.784985 sec): 3 clusters Score: Raw -17265.585310 + Penalty 313.286447 = -16952.298863 nChanged 3 SP:Iteration 13Q (20.785912 sec): 3 clusters Score: Raw -17266.323186 + Penalty 312.852106 = -16953.471080 nChanged 3 SP:Iteration 14Q (20.786840 sec): 3 clusters Score: Raw -17267.573765 + Penalty 313.942820 = -16953.630945 nChanged 3 SP:Iteration 15Q (20.787765 sec): 3 clusters Score: Raw -17273.097030 + Penalty 310.373581 = -16962.723449 nChanged 5 SP:Iteration 16Q (20.788688 sec): 3 clusters Score: Raw -17288.577135 + Penalty 311.542402 = -16977.034733 nChanged 3 SP:Iteration 17Q (20.789569 sec): 3 clusters Score: Raw -17289.444958 + Penalty 314.528189 = -16974.916769 nChanged 3 SP:Iteration 18F (20.790503 sec): 3 clusters Score: Raw -17290.833362 + Penalty 314.531981 = -16976.301381 nChanged 3 SP:Iteration 19Q (20.791386 sec): 3 clusters Score: Raw -17294.160297 + Penalty 318.090580 = -16976.069717 nChanged 4 SP:Iteration 20F (20.792320 sec): 3 clusters Score: Raw -17297.275291 + Penalty 320.474491 = -16976.800800 nChanged 2 SP:Iteration 21Q (20.793193 sec): 3 clusters Score: Raw -17298.594197 + Penalty 322.067804 = -16976.526393 nChanged 1 SP:Iteration 22F (20.794126 sec): 3 clusters Score: Raw -17299.116815 + Penalty 323.734885 = -16975.381929 nChanged 1 SP:Iteration 23F (20.795058 sec): 3 clusters Score: Raw -17299.265499 + Penalty 321.820724 = -16977.444775 nChanged 1 SP:Iteration 24Q (20.795921 sec): 3 clusters Score: Raw -17299.794662 + Penalty 321.400490 = -16978.394173 nChanged 2 SP:Iteration 25Q (20.796791 sec): 3 clusters Score: Raw -17300.668847 + Penalty 323.085855 = -16977.582991 nChanged 1 SP:Iteration 26F (20.797723 sec): 3 clusters Score: Raw -17300.854130 + Penalty 323.085855 = -16977.768275 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 135 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.798915 sec): 2 clusters Score: Raw -51.699366 + Penalty 0.000000 = -51.699366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.799115 sec): 2 clusters Score: Raw -51.699366 + Penalty 0.000000 = -51.699366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 136 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.799870 sec): 2 clusters Score: Raw -50.690070 + Penalty 0.000000 = -50.690070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.800060 sec): 2 clusters Score: Raw -50.690070 + Penalty 0.000000 = -50.690070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 137 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.800836 sec): 2 clusters Score: Raw -359.838243 + Penalty 97.318504 = -262.519739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.801056 sec): 3 clusters Score: Raw -364.197427 + Penalty 181.858077 = -182.339350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 139 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.801806 sec): 2 clusters Score: Raw -103.443271 + Penalty 66.470030 = -36.973241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.802014 sec): 3 clusters Score: Raw -96.579995 + Penalty 132.940059 = 36.360065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 142 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.802763 sec): 2 clusters Score: Raw -107.110580 + Penalty 74.785168 = -32.325413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.802977 sec): 2 clusters Score: Raw -107.110580 + Penalty 74.785168 = -32.325413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 149 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.803717 sec): 2 clusters Score: Raw -93.289176 + Penalty 9.573105 = -83.716071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.803900 sec): 2 clusters Score: Raw -93.289176 + Penalty 9.573105 = -83.716071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 150 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.804680 sec): 2 clusters Score: Raw -673.690734 + Penalty 173.236115 = -500.454620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.804916 sec): 3 clusters Score: Raw -694.594724 + Penalty 339.219622 = -355.375101 nChanged 1 SP:Iteration 1F (20.805149 sec): 3 clusters Score: Raw -701.280865 + Penalty 339.219622 = -362.061242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 154 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.805888 sec): 2 clusters Score: Raw -52.099506 + Penalty 0.000000 = -52.099506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.806077 sec): 2 clusters Score: Raw -52.099506 + Penalty 0.000000 = -52.099506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 157 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.806843 sec): 2 clusters Score: Raw -429.959933 + Penalty 37.766738 = -392.193195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.807066 sec): 3 clusters Score: Raw -438.245834 + Penalty 77.699991 = -360.545844 nChanged 1 SP:Iteration 1F (20.807286 sec): 3 clusters Score: Raw -442.113343 + Penalty 77.699991 = -364.413352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 160 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.808054 sec): 2 clusters Score: Raw -525.304991 + Penalty 157.640660 = -367.664331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.808283 sec): 3 clusters Score: Raw -529.510468 + Penalty 316.966136 = -212.544331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 162 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.809033 sec): 2 clusters Score: Raw -243.399556 + Penalty 139.111002 = -104.288553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.809248 sec): 3 clusters Score: Raw -247.305117 + Penalty 278.086876 = 30.781760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 164 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.809998 sec): 2 clusters Score: Raw -182.592876 + Penalty 77.468171 = -105.124705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.810204 sec): 3 clusters Score: Raw -184.311784 + Penalty 155.283800 = -29.027984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 167 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.810999 sec): 2 clusters Score: Raw -969.753810 + Penalty 100.812518 = -868.941292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.811247 sec): 3 clusters Score: Raw -966.673622 + Penalty 207.039797 = -759.633824 nChanged 3 SP:Iteration 1F (20.811488 sec): 3 clusters Score: Raw -970.931356 + Penalty 214.018251 = -756.913105 nChanged 1 SP:Iteration 2F (20.811729 sec): 3 clusters Score: Raw -972.274093 + Penalty 214.018251 = -758.255842 nChanged 0 Deleting Class 106 (7 points): Lose 111.549125 but Gain 1510.031244 Iteration 20F (22.660858 sec): 104 clusters Score: Raw -1936366.553442 + Penalty 94571.390722 = -1841795.162719 nChanged 279 Deleting Class 70 (2 points): Lose 24.911636 but Gain 1396.359059 Iteration 21Q (22.851622 sec): 103 clusters Score: Raw -1936532.384450 + Penalty 93181.595395 = -1843350.789054 nChanged 128 Deleting Class 86 (6 points): Lose 32.795471 but Gain 1391.903169 Iteration 22Q (23.031085 sec): 102 clusters Score: Raw -1936592.806774 + Penalty 91799.937040 = -1844792.869734 nChanged 90 Deleting Class 88 (1 points): Lose 4.449268 but Gain 1362.432275 Iteration 23Q (23.208670 sec): 101 clusters Score: Raw -1936631.246479 + Penalty 90399.438206 = -1846231.808272 nChanged 68 Deleting Class 48 (15 points): Lose 75.175028 but Gain 1429.996684 Iteration 24Q (23.383222 sec): 100 clusters Score: Raw -1936594.348961 + Penalty 89004.966489 = -1847589.382472 nChanged 69 Deleting Class 103 (1 points): Lose 2.000279 but Gain 1349.623123 Iteration 25Q (23.557742 sec): 99 clusters Score: Raw -1936653.163354 + Penalty 87631.899685 = -1849021.263670 nChanged 62 Deleting Class 69 (5 points): Lose 36.713140 but Gain 1382.638292 Iteration 26Q (23.729902 sec): 98 clusters Score: Raw -1936645.887664 + Penalty 86226.234308 = -1850419.653356 nChanged 61 Deleting Class 57 (4 points): Lose 31.144700 but Gain 1375.727616 Iteration 27Q (23.900659 sec): 97 clusters Score: Raw -1936645.389854 + Penalty 84442.628721 = -1852202.761133 nChanged 58 Deleting Class 53 (31 points): Lose 321.325035 but Gain 1663.462903 Iteration 28Q (24.070806 sec): 96 clusters Score: Raw -1936340.934187 + Penalty 82830.024268 = -1853510.909919 nChanged 69 Deleting Class 120 (1 points): Lose 1.980083 but Gain 1341.430041 Iteration 29Q (24.241210 sec): 95 clusters Score: Raw -1936571.812120 + Penalty 81529.936696 = -1855041.875424 nChanged 37 Deleting Class 65 (11 points): Lose 234.321274 but Gain 1572.903129 Iteration 30F (25.893214 sec): 94 clusters Score: Raw -1936366.855254 + Penalty 81689.799255 = -1854677.055999 nChanged 66 Deleting Class 41 (7 points): Lose 42.602217 but Gain 1340.408047 Iteration 31F (27.528034 sec): 93 clusters Score: Raw -1936417.969953 + Penalty 80349.982358 = -1856067.987595 nChanged 69 Deleting Class 80 (9 points): Lose 60.741994 but Gain 1353.966945 Iteration 32Q (27.698198 sec): 92 clusters Score: Raw -1936384.250149 + Penalty 79048.735962 = -1857335.514188 nChanged 66 Deleting Class 98 (1 points): Lose 1.675311 but Gain 1247.667453 Iteration 33Q (27.867292 sec): 91 clusters Score: Raw -1936443.728963 + Penalty 77849.806984 = -1858593.921979 nChanged 69 Deleting Class 135 (1 points): Lose 1.673654 but Gain 1224.859387 Iteration 34Q (28.035987 sec): 90 clusters Score: Raw -1936499.610167 + Penalty 76704.548016 = -1859795.062150 nChanged 76 Deleting Class 29 (6 points): Lose 43.881205 but Gain 1264.946576 Iteration 35Q (28.204215 sec): 89 clusters Score: Raw -1936526.065274 + Penalty 75427.793486 = -1861098.271788 nChanged 48 Deleting Class 64 (9 points): Lose 68.261457 but Gain 1289.031055 Iteration 36Q (28.369224 sec): 88 clusters Score: Raw -1936496.284424 + Penalty 74219.316593 = -1862276.967831 nChanged 36 Deleting Class 42 (1 points): Lose 2.685854 but Gain 1215.629874 Iteration 37Q (28.531893 sec): 87 clusters Score: Raw -1936526.244816 + Penalty 73260.287450 = -1863265.957365 nChanged 36 Deleting Class 154 (1 points): Lose 6.943827 but Gain 1213.148468 Iteration 38Q (28.693759 sec): 86 clusters Score: Raw -1936529.078106 + Penalty 72048.694662 = -1864480.383444 nChanged 21 Deleting Class 39 (5 points): Lose 59.258479 but Gain 1255.467444 Iteration 39Q (28.854862 sec): 85 clusters Score: Raw -1936471.441182 + Penalty 70795.070851 = -1865676.370332 nChanged 16 Deleting Class 34 (4 points): Lose 22.954336 but Gain 1196.399330 Iteration 40F (30.332047 sec): 84 clusters Score: Raw -1936461.022576 + Penalty 69597.007621 = -1866864.014956 nChanged 14 Deleting Class 142 (2 points): Lose 9.822961 but Gain 1137.816758 Iteration 41Q (30.492866 sec): 83 clusters Score: Raw -1936461.332134 + Penalty 68458.465784 = -1868002.866350 nChanged 16 Deleting Class 52 (6 points): Lose 46.228616 but Gain 1171.911870 Iteration 42Q (30.654121 sec): 82 clusters Score: Raw -1936418.210922 + Penalty 67287.189408 = -1869131.021514 nChanged 10 Deleting Class 59 (9 points): Lose 74.327275 but Gain 1176.839565 Iteration 43Q (30.813292 sec): 81 clusters Score: Raw -1936358.164976 + Penalty 66110.404694 = -1870247.760282 nChanged 12 Deleting Class 89 (1 points): Lose 12.568602 but Gain 1077.374830 Iteration 44Q (30.977602 sec): 80 clusters Score: Raw -1936377.707429 + Penalty 65038.547565 = -1871339.159864 nChanged 5 Deleting Class 75 (5 points): Lose 17.057798 but Gain 1072.352563 Iteration 45Q (31.135152 sec): 79 clusters Score: Raw -1936364.528388 + Penalty 63967.876023 = -1872396.652365 nChanged 6 Deleting Class 16 (9 points): Lose 32.093922 but Gain 1075.759160 Iteration 46Q (31.292252 sec): 78 clusters Score: Raw -1936340.267150 + Penalty 62988.725354 = -1873351.541796 nChanged 10 Deleting Class 72 (4 points): Lose 14.200182 but Gain 1042.599622 Iteration 47Q (31.448524 sec): 77 clusters Score: Raw -1936340.335416 + Penalty 61945.708014 = -1874394.627402 nChanged 8 Deleting Class 37 (1 points): Lose 5.998269 but Gain 1021.512402 Iteration 48Q (31.603220 sec): 76 clusters Score: Raw -1936341.547039 + Penalty 60924.335982 = -1875417.211057 nChanged 4 Deleting Class 67 (14 points): Lose 53.628244 but Gain 1058.362096 Iteration 49Q (31.758130 sec): 75 clusters Score: Raw -1936290.012523 + Penalty 59926.344320 = -1876363.668203 nChanged 17 Deleting Class 38 (13 points): Lose 120.656383 but Gain 1118.173273 Iteration 50F (33.095635 sec): 74 clusters Score: Raw -1936192.726197 + Penalty 58829.944152 = -1877362.782045 nChanged 17 Deleting Class 49 (18 points): Lose 106.212289 but Gain 1098.402987 Iteration 51Q (33.249118 sec): 73 clusters Score: Raw -1936133.775147 + Penalty 57850.196862 = -1878283.578285 nChanged 25 Deleting Class 14 (7 points): Lose 41.553787 but Gain 1032.673597 Iteration 52Q (33.402257 sec): 72 clusters Score: Raw -1936116.435551 + Penalty 56825.700648 = -1879290.734903 nChanged 15 Deleting Class 139 (2 points): Lose 22.612374 but Gain 1011.306332 Iteration 53Q (33.552671 sec): 71 clusters Score: Raw -1936112.145434 + Penalty 55776.184417 = -1880335.961017 nChanged 13 Deleting Class 77 (58 points): Lose 191.272978 but Gain 1167.390594 Iteration 54Q (33.702175 sec): 70 clusters Score: Raw -1935942.665565 + Penalty 54682.636465 = -1881260.029101 nChanged 64 Deleting Class 71 (7 points): Lose 43.653342 but Gain 1016.894832 Iteration 55Q (33.853668 sec): 69 clusters Score: Raw -1936023.167497 + Penalty 53689.552093 = -1882333.615403 nChanged 30 Deleting Class 104 (3 points): Lose 12.450055 but Gain 980.551435 Iteration 56Q (34.003406 sec): 68 clusters Score: Raw -1936041.257101 + Penalty 52724.812486 = -1883316.444615 nChanged 13 Deleting Class 113 (3 points): Lose 7.892121 but Gain 971.286802 Iteration 57Q (34.152042 sec): 67 clusters Score: Raw -1936049.021390 + Penalty 51753.171158 = -1884295.850232 nChanged 10 Deleting Class 50 (3 points): Lose 37.112772 but Gain 984.626076 Iteration 58Q (34.299299 sec): 66 clusters Score: Raw -1936017.622038 + Penalty 50778.181211 = -1885239.440826 nChanged 7 Deleting Class 93 (4 points): Lose 22.252196 but Gain 927.533205 Iteration 59Q (34.446405 sec): 65 clusters Score: Raw -1936006.583472 + Penalty 49859.712164 = -1886146.871308 nChanged 6 Deleting Class 122 (4 points): Lose 43.419138 but Gain 947.332826 Iteration 60F (35.578408 sec): 64 clusters Score: Raw -1935974.027849 + Penalty 48925.534002 = -1887048.493848 nChanged 7 Deleting Class 78 (2 points): Lose 6.868339 but Gain 903.412411 Iteration 61Q (35.722803 sec): 63 clusters Score: Raw -1935990.555387 + Penalty 48043.804234 = -1887946.751154 nChanged 7 Deleting Class 124 (11 points): Lose 56.236324 but Gain 934.897322 Iteration 62Q (35.868091 sec): 62 clusters Score: Raw -1935938.717974 + Penalty 47144.354354 = -1888794.363619 nChanged 15 Deleting Class 81 (4 points): Lose 8.934012 but Gain 876.721789 Iteration 63Q (36.012219 sec): 61 clusters Score: Raw -1935956.534421 + Penalty 46277.697870 = -1889678.836551 nChanged 11 Deleting Class 162 (5 points): Lose 57.968986 but Gain 911.527064 Iteration 64Q (36.156010 sec): 60 clusters Score: Raw -1935906.866354 + Penalty 45462.595445 = -1890444.270909 nChanged 12 Deleting Class 58 (7 points): Lose 30.873346 but Gain 870.931661 Iteration 65Q (36.298655 sec): 59 clusters Score: Raw -1935897.851500 + Penalty 44618.866181 = -1891278.985319 nChanged 16 Deleting Class 74 (4 points): Lose 19.468021 but Gain 843.726008 Iteration 66Q (36.439892 sec): 58 clusters Score: Raw -1935899.062120 + Penalty 43782.396920 = -1892116.665200 nChanged 11 Deleting Class 24 (5 points): Lose 30.566864 but Gain 848.203572 Iteration 67Q (36.583219 sec): 57 clusters Score: Raw -1935878.230610 + Penalty 42939.538841 = -1892938.691769 nChanged 9 Deleting Class 12 (97 points): Lose 709.656915 but Gain 1514.927915 Iteration 68Q (36.725279 sec): 56 clusters Score: Raw -1935175.389095 + Penalty 41683.335108 = -1893492.053987 nChanged 102 Deleting Class 136 (1 points): Lose 1.099517 but Gain 797.063608 Iteration 69Q (36.867191 sec): 55 clusters Score: Raw -1935580.564981 + Penalty 40937.615951 = -1894642.949030 nChanged 34 Deleting Class 125 (43 points): Lose 236.763761 but Gain 1019.234992 Iteration 70F (37.843249 sec): 54 clusters Score: Raw -1935446.711289 + Penalty 40056.301230 = -1895390.410059 nChanged 68 Deleting Class 115 (7 points): Lose 35.715927 but Gain 814.911296 Iteration 71Q (37.986737 sec): 53 clusters Score: Raw -1935612.353076 + Penalty 39305.417532 = -1896306.935543 nChanged 49 Deleting Class 26 (15 points): Lose 95.995721 but Gain 870.220846 Iteration 72Q (38.126001 sec): 52 clusters Score: Raw -1935586.424109 + Penalty 38478.790952 = -1897107.633157 nChanged 32 Deleting Class 83 (1 points): Lose 4.205833 but Gain 744.430291 Iteration 73Q (38.265689 sec): 51 clusters Score: Raw -1935653.439071 + Penalty 37808.732188 = -1897844.706883 nChanged 21 Deleting Class 55 (10 points): Lose 40.895977 but Gain 778.376115 Iteration 74Q (38.402176 sec): 50 clusters Score: Raw -1935638.991418 + Penalty 37060.475618 = -1898578.515801 nChanged 20 Deleting Class 76 (5 points): Lose 24.592601 but Gain 757.861623 Iteration 75Q (38.537299 sec): 49 clusters Score: Raw -1935641.321459 + Penalty 36315.286804 = -1899326.034655 nChanged 13 Deleting Class 110 (38 points): Lose 138.018890 but Gain 867.185616 Iteration 76Q (38.670220 sec): 48 clusters Score: Raw -1935517.721878 + Penalty 35487.931592 = -1900029.790286 nChanged 43 Deleting Class 121 (5 points): Lose 27.728642 but Gain 748.535745 Iteration 77Q (38.803612 sec): 47 clusters Score: Raw -1935544.191841 + Penalty 34742.132713 = -1900802.059128 nChanged 11 Deleting Class 28 (2 points): Lose 8.398443 but Gain 709.012055 Iteration 78Q (38.934351 sec): 46 clusters Score: Raw -1935543.841684 + Penalty 34034.521116 = -1901509.320568 nChanged 6 Deleting Class 33 (10 points): Lose 58.565327 but Gain 724.383665 Iteration 79Q (39.065600 sec): 45 clusters Score: Raw -1935489.260221 + Penalty 33324.694036 = -1902164.566185 nChanged 14 Deleting Class 56 (9 points): Lose 54.353635 but Gain 698.272089 Iteration 80F (39.868763 sec): 44 clusters Score: Raw -1935454.708416 + Penalty 32642.385134 = -1902812.323282 nChanged 14 Deleting Class 36 (1 points): Lose 1.075886 but Gain 643.999512 Iteration 81Q (39.999232 sec): 43 clusters Score: Raw -1935475.361670 + Penalty 31997.597605 = -1903477.764064 nChanged 8 Deleting Class 100 (8 points): Lose 18.962313 but Gain 654.296265 Iteration 82Q (40.128478 sec): 42 clusters Score: Raw -1935460.109607 + Penalty 31344.083769 = -1904116.025838 nChanged 16 Deleting Class 60 (9 points): Lose 121.600890 but Gain 738.770984 Iteration 83Q (40.256453 sec): 41 clusters Score: Raw -1935350.019770 + Penalty 30609.230017 = -1904740.789753 nChanged 19 Deleting Class 164 (4 points): Lose 31.757777 but Gain 589.318618 Iteration 84Q (40.383770 sec): 40 clusters Score: Raw -1935373.953997 + Penalty 30028.882610 = -1905345.071387 nChanged 15 Deleting Class 160 (13 points): Lose 167.914705 but Gain 723.710539 Iteration 85Q (40.509922 sec): 39 clusters Score: Raw -1935231.741204 + Penalty 29355.043873 = -1905876.697331 nChanged 30 Deleting Class 15 (44 points): Lose 383.415648 but Gain 937.910191 Iteration 86Q (40.634662 sec): 38 clusters Score: Raw -1934988.148816 + Penalty 28033.521711 = -1906954.627105 nChanged 61 Deleting Class 150 (17 points): Lose 174.130627 but Gain 691.464550 Iteration 87Q (40.759449 sec): 37 clusters Score: Raw -1935011.726223 + Penalty 27361.202124 = -1907650.524099 nChanged 45 Deleting Class 51 (2 points): Lose 12.582821 but Gain 358.364772 Iteration 88Q (40.883006 sec): 36 clusters Score: Raw -1935099.314782 + Penalty 27018.990481 = -1908080.324301 nChanged 27 Deleting Class 137 (30 points): Lose 342.247885 but Gain 677.365517 Iteration 89Q (41.005611 sec): 35 clusters Score: Raw -1934788.064996 + Penalty 26362.906310 = -1908425.158686 nChanged 47 Deleting Class 167 (23 points): Lose 106.516594 but Gain 385.342998 Iteration 90F (41.629488 sec): 34 clusters Score: Raw -1934808.687062 + Penalty 26103.640106 = -1908705.046955 nChanged 59 Deleting Class 157 (15 points): Lose 97.797850 but Gain 411.019354 Iteration 91Q (41.750616 sec): 33 clusters Score: Raw -1934834.847954 + Penalty 25746.002815 = -1909088.845139 nChanged 48 Deleting Class 18 (73 points): Lose 1040.741859 but Gain 1291.799795 Iteration 92Q (41.870651 sec): 32 clusters Score: Raw -1933865.432781 + Penalty 24688.079307 = -1909177.353475 nChanged 104 Deleting Class 66 (208 points): Lose 599.889078 but Gain 848.303019 Iteration 93Q (41.991200 sec): 31 clusters Score: Raw -1933951.240143 + Penalty 23920.242385 = -1910030.997758 nChanged 252 Deleting Class 30 (122 points): Lose 874.539022 but Gain 1027.388881 Iteration 94Q (42.112564 sec): 30 clusters Score: Raw -1933503.846917 + Penalty 23003.166437 = -1910500.680479 nChanged 162 Deleting Class 149 (1 points): Lose 5.896379 but Gain 143.657318 Iteration 95Q (42.230856 sec): 29 clusters Score: Raw -1933921.325610 + Penalty 22878.687068 = -1911042.638543 nChanged 67 Deleting Class 21 (36 points): Lose 191.343092 but Gain 334.830195 Iteration 96Q (42.346195 sec): 28 clusters Score: Raw -1933837.144116 + Penalty 22546.800737 = -1911290.343379 nChanged 70 Iteration 97Q (42.461022 sec): 28 clusters Score: Raw -1933949.280609 + Penalty 22554.461379 = -1911394.819231 nChanged 25 Iteration 98Q (42.575486 sec): 28 clusters Score: Raw -1933964.807990 + Penalty 22563.481448 = -1911401.326542 nChanged 15 Iteration 99Q (42.689132 sec): 28 clusters Score: Raw -1933977.683712 + Penalty 22569.789591 = -1911407.894121 nChanged 8 Iteration 100F (43.201295 sec): 28 clusters Score: Raw -1934017.477905 + Penalty 22584.596763 = -1911432.881143 nChanged 11 Iteration 101Q (43.315833 sec): 28 clusters Score: Raw -1934049.230678 + Penalty 22608.657889 = -1911440.572790 nChanged 18 Iteration 102Q (43.431118 sec): 28 clusters Score: Raw -1934065.562751 + Penalty 22611.022348 = -1911454.540403 nChanged 25 Iteration 103Q (43.546331 sec): 28 clusters Score: Raw -1934091.451483 + Penalty 22613.106001 = -1911478.345482 nChanged 17 Iteration 104Q (43.660601 sec): 28 clusters Score: Raw -1934105.116994 + Penalty 22630.862727 = -1911474.254267 nChanged 13 Iteration 105F (44.173424 sec): 28 clusters Score: Raw -1934119.791668 + Penalty 22641.918395 = -1911477.873273 nChanged 10 Iteration 106Q (44.287897 sec): 28 clusters Score: Raw -1934132.269734 + Penalty 22637.578023 = -1911494.691711 nChanged 11 Iteration 107Q (44.402730 sec): 28 clusters Score: Raw -1934137.812741 + Penalty 22553.152159 = -1911584.660582 nChanged 9 Iteration 108Q (44.517266 sec): 28 clusters Score: Raw -1934157.767514 + Penalty 22570.583371 = -1911587.184143 nChanged 7 Iteration 109Q (44.632943 sec): 28 clusters Score: Raw -1934161.576083 + Penalty 22579.389287 = -1911582.186796 nChanged 4 Iteration 110F (45.144739 sec): 28 clusters Score: Raw -1934162.597823 + Penalty 22582.235158 = -1911580.362666 nChanged 2 Iteration 111F (45.655599 sec): 28 clusters Score: Raw -1934164.542482 + Penalty 22582.332131 = -1911582.210351 nChanged 1 Iteration 112Q (45.770737 sec): 28 clusters Score: Raw -1934164.085701 + Penalty 22582.332131 = -1911581.753570 nChanged 0 Iteration 113F (46.283245 sec): 28 clusters Score: Raw -1934164.085701 + Penalty 22582.332131 = -1911581.753570 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -1934164.085701 + Penalty 22582.332131 = -1911581.753570Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 1 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.398119 sec): 2 clusters Score: Raw -8571.423616 + Penalty 444.981057 = -8126.442559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.398640 sec): 3 clusters Score: Raw -8370.329094 + Penalty 888.062269 = -7482.266825 nChanged 39 SP:Iteration 1F (46.399133 sec): 3 clusters Score: Raw -8413.785003 + Penalty 888.374665 = -7525.410338 nChanged 12 SP:Iteration 2F (46.399622 sec): 3 clusters Score: Raw -8425.333791 + Penalty 890.256876 = -7535.076915 nChanged 7 SP:Iteration 3Q (46.400101 sec): 3 clusters Score: Raw -8434.270819 + Penalty 889.680023 = -7544.590796 nChanged 1 SP:Iteration 4Q (46.400581 sec): 3 clusters Score: Raw -8434.885237 + Penalty 889.217353 = -7545.667884 nChanged 1 SP:Iteration 5Q (46.401059 sec): 3 clusters Score: Raw -8434.827913 + Penalty 889.217353 = -7545.610560 nChanged 0 SP:Iteration 6F (46.401548 sec): 3 clusters Score: Raw -8434.827913 + Penalty 889.217353 = -7545.610560 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 2 (1519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.407697 sec): 2 clusters Score: Raw -95607.789958 + Penalty 873.138283 = -94734.651675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.410612 sec): 3 clusters Score: Raw -94132.864952 + Penalty 1743.885332 = -92388.979620 nChanged 586 SP:Iteration 1F (46.413467 sec): 3 clusters Score: Raw -95029.292305 + Penalty 1761.194990 = -93268.097315 nChanged 303 SP:Iteration 2F (46.416312 sec): 3 clusters Score: Raw -95772.806573 + Penalty 1793.165868 = -93979.640705 nChanged 164 SP:Iteration 3F (46.419156 sec): 3 clusters Score: Raw -96090.139307 + Penalty 1806.785864 = -94283.353443 nChanged 61 SP:Iteration 4Q (46.421739 sec): 3 clusters Score: Raw -96146.095613 + Penalty 1812.021276 = -94334.074337 nChanged 33 SP:Iteration 5Q (46.424269 sec): 3 clusters Score: Raw -96166.831434 + Penalty 1818.325631 = -94348.505803 nChanged 17 SP:Iteration 6Q (46.426772 sec): 3 clusters Score: Raw -96167.938140 + Penalty 1821.858655 = -94346.079485 nChanged 9 SP:Iteration 7F (46.429621 sec): 3 clusters Score: Raw -96164.437387 + Penalty 1822.573229 = -94341.864158 nChanged 4 SP:Iteration 8F (46.432489 sec): 3 clusters Score: Raw -96162.575407 + Penalty 1823.592660 = -94338.982747 nChanged 6 SP:Iteration 9F (46.435334 sec): 3 clusters Score: Raw -96161.265214 + Penalty 1826.612608 = -94334.652606 nChanged 8 SP:Iteration 10F (46.438182 sec): 3 clusters Score: Raw -96160.630166 + Penalty 1825.791860 = -94334.838306 nChanged 7 SP:Iteration 11Q (46.440642 sec): 3 clusters Score: Raw -96158.770536 + Penalty 1825.745578 = -94333.024958 nChanged 4 SP:Iteration 12F (46.443488 sec): 3 clusters Score: Raw -96156.491662 + Penalty 1826.201829 = -94330.289833 nChanged 3 SP:Iteration 13F (46.446337 sec): 3 clusters Score: Raw -96155.466489 + Penalty 1826.678878 = -94328.787611 nChanged 2 SP:Iteration 14F (46.449228 sec): 3 clusters Score: Raw -96154.089866 + Penalty 1826.678878 = -94327.410988 nChanged 0 Memory request: 0.02 GB would take us to total of 0.37 GB. Trying to split cluster 3 (4710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.470574 sec): 2 clusters Score: Raw -223980.617706 + Penalty 332.623554 = -223647.994152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.479279 sec): 3 clusters Score: Raw -220926.296115 + Penalty 695.105417 = -220231.190698 nChanged 2224 SP:Iteration 1F (46.487757 sec): 3 clusters Score: Raw -223084.216871 + Penalty 747.268860 = -222336.948011 nChanged 570 SP:Iteration 2F (46.496226 sec): 3 clusters Score: Raw -223637.508997 + Penalty 776.716224 = -222860.792773 nChanged 223 SP:Iteration 3Q (46.504681 sec): 3 clusters Score: Raw -223851.281703 + Penalty 799.612434 = -223051.669268 nChanged 123 SP:Iteration 4Q (46.512712 sec): 3 clusters Score: Raw -223951.407114 + Penalty 818.973908 = -223132.433206 nChanged 82 SP:Iteration 5Q (46.520344 sec): 3 clusters Score: Raw -224009.371620 + Penalty 834.820860 = -223174.550760 nChanged 55 SP:Iteration 6Q (46.527786 sec): 3 clusters Score: Raw -224035.968083 + Penalty 848.064776 = -223187.903307 nChanged 39 SP:Iteration 7Q (46.535160 sec): 3 clusters Score: Raw -224058.604054 + Penalty 861.831258 = -223196.772796 nChanged 41 SP:Iteration 8Q (46.542539 sec): 3 clusters Score: Raw -224083.447124 + Penalty 869.374760 = -223214.072364 nChanged 35 SP:Iteration 9Q (46.549778 sec): 3 clusters Score: Raw -224107.978457 + Penalty 872.322446 = -223235.656011 nChanged 22 SP:Iteration 10F (46.558237 sec): 3 clusters Score: Raw -224122.236476 + Penalty 869.517475 = -223252.719001 nChanged 22 SP:Iteration 11Q (46.565314 sec): 3 clusters Score: Raw -224133.197447 + Penalty 866.743996 = -223266.453451 nChanged 17 SP:Iteration 12Q (46.572358 sec): 3 clusters Score: Raw -224139.477874 + Penalty 864.182613 = -223275.295261 nChanged 15 SP:Iteration 13Q (46.579373 sec): 3 clusters Score: Raw -224144.093112 + Penalty 858.330792 = -223285.762320 nChanged 19 SP:Iteration 14Q (46.586360 sec): 3 clusters Score: Raw -224151.245251 + Penalty 858.106045 = -223293.139206 nChanged 16 SP:Iteration 15Q (46.593308 sec): 3 clusters Score: Raw -224158.424420 + Penalty 855.592978 = -223302.831443 nChanged 12 SP:Iteration 16Q (46.600304 sec): 3 clusters Score: Raw -224163.163910 + Penalty 854.591599 = -223308.572311 nChanged 9 SP:Iteration 17Q (46.607597 sec): 3 clusters Score: Raw -224166.819913 + Penalty 850.015687 = -223316.804226 nChanged 8 SP:Iteration 18Q (46.614557 sec): 3 clusters Score: Raw -224170.387493 + Penalty 849.752975 = -223320.634518 nChanged 6 SP:Iteration 19Q (46.621445 sec): 3 clusters Score: Raw -224171.894334 + Penalty 848.042407 = -223323.851927 nChanged 3 SP:Iteration 20F (46.629784 sec): 3 clusters Score: Raw -224172.332898 + Penalty 846.596961 = -223325.735937 nChanged 2 SP:Iteration 21Q (46.636840 sec): 3 clusters Score: Raw -224172.815951 + Penalty 842.680392 = -223330.135559 nChanged 4 SP:Iteration 22Q (46.643849 sec): 3 clusters Score: Raw -224173.432887 + Penalty 840.768803 = -223332.664084 nChanged 2 SP:Iteration 23Q (46.650780 sec): 3 clusters Score: Raw -224173.587642 + Penalty 839.406045 = -223334.181598 nChanged 2 SP:Iteration 24Q (46.657764 sec): 3 clusters Score: Raw -224174.359665 + Penalty 835.217064 = -223339.142601 nChanged 4 SP:Iteration 25Q (46.664606 sec): 3 clusters Score: Raw -224176.002508 + Penalty 830.533632 = -223345.468876 nChanged 5 SP:Iteration 26Q (46.671438 sec): 3 clusters Score: Raw -224177.040502 + Penalty 826.379184 = -223350.661318 nChanged 7 SP:Iteration 27Q (46.678257 sec): 3 clusters Score: Raw -224178.314645 + Penalty 825.227356 = -223353.087289 nChanged 3 SP:Iteration 28Q (46.685059 sec): 3 clusters Score: Raw -224178.832239 + Penalty 823.429622 = -223355.402618 nChanged 6 SP:Iteration 29Q (46.691857 sec): 3 clusters Score: Raw -224179.989858 + Penalty 822.726219 = -223357.263639 nChanged 3 SP:Iteration 30F (46.700227 sec): 3 clusters Score: Raw -224180.697830 + Penalty 822.013591 = -223358.684238 nChanged 1 SP:Iteration 31Q (46.707191 sec): 3 clusters Score: Raw -224181.333741 + Penalty 821.252188 = -223360.081552 nChanged 1 SP:Iteration 32Q (46.714002 sec): 3 clusters Score: Raw -224181.671315 + Penalty 821.392126 = -223360.279189 nChanged 1 SP:Iteration 33Q (46.720783 sec): 3 clusters Score: Raw -224181.727092 + Penalty 821.483755 = -223360.243336 nChanged 2 SP:Iteration 34F (46.729120 sec): 3 clusters Score: Raw -224181.825382 + Penalty 821.483755 = -223360.341626 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 4 (5375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.756537 sec): 2 clusters Score: Raw -288810.446853 + Penalty 308.620215 = -288501.826638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.766495 sec): 3 clusters Score: Raw -285175.901509 + Penalty 618.487968 = -284557.413541 nChanged 2483 SP:Iteration 1F (46.776320 sec): 3 clusters Score: Raw -286662.536661 + Penalty 619.515450 = -286043.021211 nChanged 583 SP:Iteration 2F (46.786108 sec): 3 clusters Score: Raw -286919.114382 + Penalty 617.678252 = -286301.436130 nChanged 416 SP:Iteration 3F (46.795908 sec): 3 clusters Score: Raw -287115.873048 + Penalty 613.054612 = -286502.818437 nChanged 359 SP:Iteration 4F (46.805713 sec): 3 clusters Score: Raw -287303.707613 + Penalty 607.718690 = -286695.988924 nChanged 354 SP:Iteration 5F (46.815872 sec): 3 clusters Score: Raw -287507.896798 + Penalty 603.197187 = -286904.699611 nChanged 351 SP:Iteration 6F (46.825634 sec): 3 clusters Score: Raw -287732.726194 + Penalty 599.230528 = -287133.495666 nChanged 336 SP:Iteration 7F (46.835374 sec): 3 clusters Score: Raw -287914.014290 + Penalty 597.178594 = -287316.835696 nChanged 305 SP:Iteration 8F (46.845127 sec): 3 clusters Score: Raw -288074.989042 + Penalty 597.174248 = -287477.814794 nChanged 274 SP:Iteration 9F (46.854854 sec): 3 clusters Score: Raw -288246.102450 + Penalty 597.217360 = -287648.885090 nChanged 258 SP:Iteration 10F (46.864671 sec): 3 clusters Score: Raw -288398.539078 + Penalty 597.554968 = -287800.984110 nChanged 198 SP:Iteration 11Q (46.874269 sec): 3 clusters Score: Raw -288485.225945 + Penalty 599.850250 = -287885.375695 nChanged 150 SP:Iteration 12Q (46.883873 sec): 3 clusters Score: Raw -288544.810898 + Penalty 602.431008 = -287942.379890 nChanged 151 SP:Iteration 13Q (46.893445 sec): 3 clusters Score: Raw -288612.139518 + Penalty 606.662575 = -288005.476944 nChanged 134 SP:Iteration 14Q (46.903012 sec): 3 clusters Score: Raw -288680.764552 + Penalty 603.576910 = -288077.187642 nChanged 121 SP:Iteration 15Q (46.912377 sec): 3 clusters Score: Raw -288741.579546 + Penalty 600.257633 = -288141.321913 nChanged 107 SP:Iteration 16Q (46.921336 sec): 3 clusters Score: Raw -288789.218268 + Penalty 597.361737 = -288191.856530 nChanged 78 SP:Iteration 17Q (46.929874 sec): 3 clusters Score: Raw -288812.788302 + Penalty 597.871992 = -288214.916310 nChanged 72 SP:Iteration 18Q (46.938147 sec): 3 clusters Score: Raw -288822.097954 + Penalty 601.666681 = -288220.431272 nChanged 55 SP:Iteration 19Q (46.946275 sec): 3 clusters Score: Raw -288824.413480 + Penalty 603.694636 = -288220.718844 nChanged 50 SP:Iteration 20F (46.955823 sec): 3 clusters Score: Raw -288824.850711 + Penalty 603.788067 = -288221.062644 nChanged 38 SP:Iteration 21Q (46.963842 sec): 3 clusters Score: Raw -288819.557516 + Penalty 607.028632 = -288212.528884 nChanged 31 SP:Iteration 22F (46.973395 sec): 3 clusters Score: Raw -288813.520796 + Penalty 600.642604 = -288212.878192 nChanged 34 SP:Iteration 23Q (46.981267 sec): 3 clusters Score: Raw -288808.396103 + Penalty 594.454070 = -288213.942032 nChanged 32 SP:Iteration 24Q (46.989105 sec): 3 clusters Score: Raw -288804.531344 + Penalty 592.145543 = -288212.385800 nChanged 33 SP:Iteration 25F (46.998643 sec): 3 clusters Score: Raw -288800.373605 + Penalty 592.685997 = -288207.687609 nChanged 31 SP:Iteration 26F (47.008202 sec): 3 clusters Score: Raw -288796.324402 + Penalty 580.795557 = -288215.528844 nChanged 34 SP:Iteration 27Q (47.016065 sec): 3 clusters Score: Raw -288794.406548 + Penalty 564.428894 = -288229.977654 nChanged 31 SP:Iteration 28Q (47.023906 sec): 3 clusters Score: Raw -288797.188121 + Penalty 529.819373 = -288267.368749 nChanged 26 SP:Iteration 29Q (47.031540 sec): 3 clusters Score: Raw -288798.388260 + Penalty 496.100738 = -288302.287522 nChanged 28 SP:Iteration 30F (47.041066 sec): 3 clusters Score: Raw -288799.492094 + Penalty 483.421654 = -288316.070440 nChanged 20 SP:Iteration 31Q (47.048669 sec): 3 clusters Score: Raw -288800.022604 + Penalty 469.475833 = -288330.546770 nChanged 14 SP:Iteration 32Q (47.056156 sec): 3 clusters Score: Raw -288801.548818 + Penalty 458.204178 = -288343.344640 nChanged 15 SP:Iteration 33Q (47.063647 sec): 3 clusters Score: Raw -288803.467288 + Penalty 459.738307 = -288343.728981 nChanged 9 SP:Iteration 34Q (47.071149 sec): 3 clusters Score: Raw -288806.822198 + Penalty 490.944248 = -288315.877950 nChanged 6 SP:Iteration 35F (47.080601 sec): 3 clusters Score: Raw -288809.347753 + Penalty 506.397438 = -288302.950314 nChanged 1 SP:Iteration 36F (47.090097 sec): 3 clusters Score: Raw -288810.934505 + Penalty 506.397438 = -288304.537067 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 5 (647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.097039 sec): 2 clusters Score: Raw -32259.869183 + Penalty 162.283299 = -32097.585884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.098387 sec): 3 clusters Score: Raw -31886.402290 + Penalty 342.923577 = -31543.478713 nChanged 290 SP:Iteration 1F (47.099721 sec): 3 clusters Score: Raw -32104.596254 + Penalty 358.816544 = -31745.779710 nChanged 74 SP:Iteration 2F (47.101118 sec): 3 clusters Score: Raw -32162.186920 + Penalty 362.912204 = -31799.274717 nChanged 37 SP:Iteration 3F (47.102494 sec): 3 clusters Score: Raw -32189.527853 + Penalty 361.106646 = -31828.421208 nChanged 23 SP:Iteration 4Q (47.103875 sec): 3 clusters Score: Raw -32210.189130 + Penalty 350.322659 = -31859.866471 nChanged 27 SP:Iteration 5Q (47.105266 sec): 3 clusters Score: Raw -32233.863186 + Penalty 344.850843 = -31889.012343 nChanged 19 SP:Iteration 6Q (47.106653 sec): 3 clusters Score: Raw -32248.972777 + Penalty 359.403405 = -31889.569372 nChanged 10 SP:Iteration 7Q (47.108042 sec): 3 clusters Score: Raw -32253.899722 + Penalty 348.412719 = -31905.487004 nChanged 5 SP:Iteration 8Q (47.109423 sec): 3 clusters Score: Raw -32255.160621 + Penalty 361.171935 = -31893.988687 nChanged 3 SP:Iteration 9F (47.110805 sec): 3 clusters Score: Raw -32255.798575 + Penalty 364.719982 = -31891.078593 nChanged 1 SP:Iteration 10F (47.112184 sec): 3 clusters Score: Raw -32255.738564 + Penalty 370.386178 = -31885.352386 nChanged 1 SP:Iteration 11F (47.113585 sec): 3 clusters Score: Raw -32255.950826 + Penalty 376.598475 = -31879.352351 nChanged 1 SP:Iteration 12F (47.115000 sec): 3 clusters Score: Raw -32257.229191 + Penalty 351.391136 = -31905.838055 nChanged 2 SP:Iteration 13Q (47.116332 sec): 3 clusters Score: Raw -32258.622119 + Penalty 351.391136 = -31907.230984 nChanged 0 SP:Iteration 14F (47.117715 sec): 3 clusters Score: Raw -32258.622119 + Penalty 351.391136 = -31907.230984 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 6 (5035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.133247 sec): 2 clusters Score: Raw -275220.821532 + Penalty 283.714611 = -274937.106922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.142630 sec): 3 clusters Score: Raw -271695.907007 + Penalty 582.157521 = -271113.749485 nChanged 2337 SP:Iteration 1F (47.151858 sec): 3 clusters Score: Raw -273867.568498 + Penalty 603.110892 = -273264.457605 nChanged 593 SP:Iteration 2F (47.161056 sec): 3 clusters Score: Raw -274360.586410 + Penalty 620.633428 = -273739.952981 nChanged 385 SP:Iteration 3F (47.170276 sec): 3 clusters Score: Raw -274732.240674 + Penalty 643.119990 = -274089.120684 nChanged 277 SP:Iteration 4F (47.179467 sec): 3 clusters Score: Raw -275016.039572 + Penalty 686.176271 = -274329.863301 nChanged 150 SP:Iteration 5Q (47.187501 sec): 3 clusters Score: Raw -275153.405095 + Penalty 779.146810 = -274374.258285 nChanged 54 SP:Iteration 6Q (47.194892 sec): 3 clusters Score: Raw -275206.384304 + Penalty 1069.317388 = -274137.066916 nChanged 17 SP:Iteration 7F (47.204107 sec): 3 clusters Score: Raw -275230.552421 + Penalty 1083.522415 = -274147.030006 nChanged 1 SP:Iteration 8Q (47.211330 sec): 3 clusters Score: Raw -275234.411170 + Penalty 1083.522415 = -274150.888756 nChanged 0 SP:Iteration 9F (47.220680 sec): 3 clusters Score: Raw -275234.411170 + Penalty 1083.522415 = -274150.888756 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.227094 sec): 2 clusters Score: Raw -34060.959900 + Penalty 393.537790 = -33667.422110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.228502 sec): 3 clusters Score: Raw -33712.339562 + Penalty 757.662483 = -32954.677079 nChanged 276 SP:Iteration 1F (47.229881 sec): 3 clusters Score: Raw -34048.551607 + Penalty 715.862357 = -33332.689250 nChanged 88 SP:Iteration 2F (47.231283 sec): 3 clusters Score: Raw -34151.694536 + Penalty 685.037779 = -33466.656758 nChanged 56 SP:Iteration 3F (47.232675 sec): 3 clusters Score: Raw -34187.575421 + Penalty 673.486986 = -33514.088435 nChanged 22 SP:Iteration 4Q (47.234042 sec): 3 clusters Score: Raw -34194.319757 + Penalty 665.950563 = -33528.369194 nChanged 7 SP:Iteration 5Q (47.235395 sec): 3 clusters Score: Raw -34196.999290 + Penalty 659.299553 = -33537.699737 nChanged 7 SP:Iteration 6Q (47.236773 sec): 3 clusters Score: Raw -34199.102820 + Penalty 657.874763 = -33541.228057 nChanged 7 SP:Iteration 7Q (47.238146 sec): 3 clusters Score: Raw -34201.268585 + Penalty 655.693064 = -33545.575520 nChanged 6 SP:Iteration 8Q (47.239524 sec): 3 clusters Score: Raw -34202.652553 + Penalty 655.045770 = -33547.606783 nChanged 3 SP:Iteration 9Q (47.240908 sec): 3 clusters Score: Raw -34202.955223 + Penalty 654.284424 = -33548.670799 nChanged 2 SP:Iteration 10F (47.242295 sec): 3 clusters Score: Raw -34203.186828 + Penalty 652.361945 = -33550.824883 nChanged 2 SP:Iteration 11Q (47.243667 sec): 3 clusters Score: Raw -34203.847620 + Penalty 651.923244 = -33551.924377 nChanged 2 SP:Iteration 12Q (47.245057 sec): 3 clusters Score: Raw -34204.267886 + Penalty 650.787280 = -33553.480606 nChanged 1 SP:Iteration 13Q (47.246433 sec): 3 clusters Score: Raw -34204.523129 + Penalty 650.704166 = -33553.818962 nChanged 1 SP:Iteration 14Q (47.247811 sec): 3 clusters Score: Raw -34204.599697 + Penalty 650.704166 = -33553.895531 nChanged 0 SP:Iteration 15F (47.249220 sec): 3 clusters Score: Raw -34204.599697 + Penalty 650.704166 = -33553.895531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.253134 sec): 2 clusters Score: Raw -25348.896157 + Penalty 974.364240 = -24374.531918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.254067 sec): 3 clusters Score: Raw -24794.761980 + Penalty 1948.863000 = -22845.898980 nChanged 138 SP:Iteration 1F (47.254987 sec): 3 clusters Score: Raw -25047.416666 + Penalty 1948.805985 = -23098.610680 nChanged 52 SP:Iteration 2F (47.255900 sec): 3 clusters Score: Raw -25164.961005 + Penalty 1948.596672 = -23216.364332 nChanged 35 SP:Iteration 3F (47.256815 sec): 3 clusters Score: Raw -25260.136767 + Penalty 1948.177982 = -23311.958786 nChanged 37 SP:Iteration 4F (47.257724 sec): 3 clusters Score: Raw -25361.898259 + Penalty 1947.735831 = -23414.162428 nChanged 25 SP:Iteration 5F (47.258631 sec): 3 clusters Score: Raw -25420.211420 + Penalty 1947.031382 = -23473.180038 nChanged 27 SP:Iteration 6F (47.259540 sec): 3 clusters Score: Raw -25480.973238 + Penalty 1946.313434 = -23534.659804 nChanged 17 SP:Iteration 7Q (47.260328 sec): 3 clusters Score: Raw -25517.430592 + Penalty 1945.685714 = -23571.744877 nChanged 11 SP:Iteration 8Q (47.261096 sec): 3 clusters Score: Raw -25529.514540 + Penalty 1945.238986 = -23584.275554 nChanged 7 SP:Iteration 9Q (47.261852 sec): 3 clusters Score: Raw -25531.620729 + Penalty 1945.080517 = -23586.540212 nChanged 2 SP:Iteration 10F (47.262753 sec): 3 clusters Score: Raw -25532.205929 + Penalty 1945.080517 = -23587.125412 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 9 (980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.267954 sec): 2 clusters Score: Raw -59115.864078 + Penalty 842.029667 = -58273.834411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.269874 sec): 3 clusters Score: Raw -58236.457472 + Penalty 1690.142639 = -56546.314833 nChanged 375 SP:Iteration 1F (47.271774 sec): 3 clusters Score: Raw -58856.906386 + Penalty 1725.548317 = -57131.358070 nChanged 137 SP:Iteration 2F (47.273732 sec): 3 clusters Score: Raw -59106.565462 + Penalty 1748.122052 = -57358.443410 nChanged 69 SP:Iteration 3F (47.275672 sec): 3 clusters Score: Raw -59195.370506 + Penalty 1754.937400 = -57440.433106 nChanged 29 SP:Iteration 4Q (47.277418 sec): 3 clusters Score: Raw -59222.867025 + Penalty 1758.145530 = -57464.721495 nChanged 11 SP:Iteration 5Q (47.279107 sec): 3 clusters Score: Raw -59232.725401 + Penalty 1758.209735 = -57474.515666 nChanged 8 SP:Iteration 6Q (47.280776 sec): 3 clusters Score: Raw -59242.164882 + Penalty 1758.078462 = -57484.086420 nChanged 3 SP:Iteration 7Q (47.282434 sec): 3 clusters Score: Raw -59242.716889 + Penalty 1758.135112 = -57484.581777 nChanged 2 SP:Iteration 8Q (47.284089 sec): 3 clusters Score: Raw -59242.918724 + Penalty 1758.261010 = -57484.657713 nChanged 2 SP:Iteration 9Q (47.285739 sec): 3 clusters Score: Raw -59242.401932 + Penalty 1757.892562 = -57484.509370 nChanged 3 SP:Iteration 10F (47.287701 sec): 3 clusters Score: Raw -59243.262284 + Penalty 1757.892562 = -57485.369722 nChanged 0 Memory request: 0.02 GB would take us to total of 0.37 GB. Trying to split cluster 10 (4589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.310507 sec): 2 clusters Score: Raw -250698.213211 + Penalty 245.655229 = -250452.557981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.319016 sec): 3 clusters Score: Raw -247237.745123 + Penalty 488.811843 = -246748.933280 nChanged 2169 SP:Iteration 1F (47.327459 sec): 3 clusters Score: Raw -248765.561294 + Penalty 492.406290 = -248273.155004 nChanged 570 SP:Iteration 2F (47.335761 sec): 3 clusters Score: Raw -249198.318736 + Penalty 494.905809 = -248703.412928 nChanged 404 SP:Iteration 3F (47.344065 sec): 3 clusters Score: Raw -249585.752999 + Penalty 495.712024 = -249090.040974 nChanged 320 SP:Iteration 4F (47.352516 sec): 3 clusters Score: Raw -249820.984462 + Penalty 496.129357 = -249324.855105 nChanged 243 SP:Iteration 5F (47.360871 sec): 3 clusters Score: Raw -249942.548802 + Penalty 497.037319 = -249445.511483 nChanged 182 SP:Iteration 6Q (47.369160 sec): 3 clusters Score: Raw -250017.239265 + Penalty 497.836135 = -249519.403130 nChanged 135 SP:Iteration 7Q (47.377307 sec): 3 clusters Score: Raw -250068.581668 + Penalty 498.970669 = -249569.610999 nChanged 116 SP:Iteration 8Q (47.385417 sec): 3 clusters Score: Raw -250105.463408 + Penalty 499.379423 = -249606.083985 nChanged 82 SP:Iteration 9Q (47.393614 sec): 3 clusters Score: Raw -250126.756454 + Penalty 499.930844 = -249626.825610 nChanged 63 SP:Iteration 10F (47.402021 sec): 3 clusters Score: Raw -250149.139753 + Penalty 501.060355 = -249648.079398 nChanged 69 SP:Iteration 11Q (47.410163 sec): 3 clusters Score: Raw -250171.413890 + Penalty 502.194825 = -249669.219064 nChanged 68 SP:Iteration 12Q (47.418307 sec): 3 clusters Score: Raw -250187.406305 + Penalty 503.127530 = -249684.278775 nChanged 58 SP:Iteration 13Q (47.426655 sec): 3 clusters Score: Raw -250200.099275 + Penalty 503.779993 = -249696.319282 nChanged 42 SP:Iteration 14Q (47.434838 sec): 3 clusters Score: Raw -250209.262475 + Penalty 505.061027 = -249704.201448 nChanged 42 SP:Iteration 15Q (47.443307 sec): 3 clusters Score: Raw -250216.992545 + Penalty 506.166775 = -249710.825770 nChanged 40 SP:Iteration 16Q (47.451401 sec): 3 clusters Score: Raw -250226.088990 + Penalty 506.533717 = -249719.555273 nChanged 45 SP:Iteration 17Q (47.459563 sec): 3 clusters Score: Raw -250234.230228 + Penalty 506.365618 = -249727.864610 nChanged 40 SP:Iteration 18Q (47.467645 sec): 3 clusters Score: Raw -250238.367406 + Penalty 506.289675 = -249732.077731 nChanged 36 SP:Iteration 19Q (47.475625 sec): 3 clusters Score: Raw -250241.242410 + Penalty 506.192025 = -249735.050385 nChanged 31 SP:Iteration 20F (47.483924 sec): 3 clusters Score: Raw -250241.553865 + Penalty 507.046690 = -249734.507175 nChanged 35 SP:Iteration 21F (47.492252 sec): 3 clusters Score: Raw -250243.061882 + Penalty 508.216507 = -249734.845375 nChanged 41 SP:Iteration 22Q (47.500282 sec): 3 clusters Score: Raw -250244.505208 + Penalty 508.750473 = -249735.754735 nChanged 43 SP:Iteration 23Q (47.508255 sec): 3 clusters Score: Raw -250247.052303 + Penalty 509.230546 = -249737.821757 nChanged 48 SP:Iteration 24Q (47.516271 sec): 3 clusters Score: Raw -250249.001325 + Penalty 510.225823 = -249738.775501 nChanged 49 SP:Iteration 25Q (47.524277 sec): 3 clusters Score: Raw -250249.128173 + Penalty 509.671913 = -249739.456261 nChanged 44 SP:Iteration 26Q (47.532207 sec): 3 clusters Score: Raw -250252.427631 + Penalty 508.454126 = -249743.973505 nChanged 52 SP:Iteration 27Q (47.540068 sec): 3 clusters Score: Raw -250259.157531 + Penalty 508.746847 = -249750.410684 nChanged 58 SP:Iteration 28Q (47.547916 sec): 3 clusters Score: Raw -250263.902682 + Penalty 509.473769 = -249754.428912 nChanged 64 SP:Iteration 29Q (47.555691 sec): 3 clusters Score: Raw -250271.383117 + Penalty 508.977002 = -249762.406115 nChanged 65 SP:Iteration 30F (47.564001 sec): 3 clusters Score: Raw -250276.625302 + Penalty 508.212269 = -249768.413033 nChanged 73 SP:Iteration 31Q (47.571696 sec): 3 clusters Score: Raw -250285.775009 + Penalty 505.462265 = -249780.312744 nChanged 75 SP:Iteration 32Q (47.579332 sec): 3 clusters Score: Raw -250299.888800 + Penalty 500.303036 = -249799.585765 nChanged 83 SP:Iteration 33Q (47.586910 sec): 3 clusters Score: Raw -250318.462412 + Penalty 495.130094 = -249823.332318 nChanged 80 SP:Iteration 34Q (47.594394 sec): 3 clusters Score: Raw -250339.889835 + Penalty 490.839494 = -249849.050342 nChanged 88 SP:Iteration 35Q (47.601807 sec): 3 clusters Score: Raw -250367.746084 + Penalty 481.874396 = -249885.871689 nChanged 79 SP:Iteration 36Q (47.609115 sec): 3 clusters Score: Raw -250397.754185 + Penalty 473.659828 = -249924.094356 nChanged 72 SP:Iteration 37Q (47.616313 sec): 3 clusters Score: Raw -250431.803714 + Penalty 453.027028 = -249978.776686 nChanged 80 SP:Iteration 38Q (47.623427 sec): 3 clusters Score: Raw -250475.125248 + Penalty 433.371216 = -250041.754031 nChanged 72 SP:Iteration 39Q (47.630496 sec): 3 clusters Score: Raw -250517.418454 + Penalty 424.586416 = -250092.832038 nChanged 62 SP:Iteration 40F (47.638934 sec): 3 clusters Score: Raw -250535.775477 + Penalty 421.884968 = -250113.890509 nChanged 51 SP:Iteration 41Q (47.645837 sec): 3 clusters Score: Raw -250546.916836 + Penalty 418.198983 = -250128.717852 nChanged 42 SP:Iteration 42Q (47.652671 sec): 3 clusters Score: Raw -250558.767625 + Penalty 421.700978 = -250137.066647 nChanged 43 SP:Iteration 43Q (47.659489 sec): 3 clusters Score: Raw -250576.757121 + Penalty 423.400506 = -250153.356614 nChanged 43 SP:Iteration 44Q (47.666274 sec): 3 clusters Score: Raw -250593.596048 + Penalty 426.144212 = -250167.451836 nChanged 37 SP:Iteration 45Q (47.673166 sec): 3 clusters Score: Raw -250601.725473 + Penalty 432.326579 = -250169.398894 nChanged 34 SP:Iteration 46Q (47.679855 sec): 3 clusters Score: Raw -250614.424683 + Penalty 428.144335 = -250186.280348 nChanged 32 SP:Iteration 47Q (47.686521 sec): 3 clusters Score: Raw -250623.812461 + Penalty 435.276796 = -250188.535665 nChanged 32 SP:Iteration 48Q (47.693162 sec): 3 clusters Score: Raw -250642.566663 + Penalty 427.950815 = -250214.615848 nChanged 30 SP:Iteration 49Q (47.699844 sec): 3 clusters Score: Raw -250665.266659 + Penalty 364.020761 = -250301.245898 nChanged 27 SP:Iteration 50F (47.707381 sec): 3 clusters Score: Raw -250695.166230 + Penalty 245.655229 = -250449.511000 nChanged 4 SP:Iteration 51Q (47.713957 sec): 2 clusters Score: Raw -250698.213211 + Penalty 245.655229 = -250452.557981 nChanged 0 SP:Iteration 52F (47.720440 sec): 2 clusters Score: Raw -250698.213211 + Penalty 245.655229 = -250452.557981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 11 (447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.724785 sec): 2 clusters Score: Raw -25587.274426 + Penalty 504.915319 = -25082.359107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.725783 sec): 3 clusters Score: Raw -25178.826738 + Penalty 1007.471145 = -24171.355592 nChanged 159 SP:Iteration 1F (47.726797 sec): 3 clusters Score: Raw -25312.861307 + Penalty 1003.863245 = -24308.998062 nChanged 48 SP:Iteration 2F (47.727781 sec): 3 clusters Score: Raw -25362.533721 + Penalty 996.347844 = -24366.185877 nChanged 33 SP:Iteration 3F (47.728783 sec): 3 clusters Score: Raw -25395.878856 + Penalty 991.756593 = -24404.122264 nChanged 20 SP:Iteration 4Q (47.729736 sec): 3 clusters Score: Raw -25410.858439 + Penalty 981.857535 = -24429.000905 nChanged 21 SP:Iteration 5Q (47.730678 sec): 3 clusters Score: Raw -25448.039882 + Penalty 966.816777 = -24481.223105 nChanged 21 SP:Iteration 6Q (47.731602 sec): 3 clusters Score: Raw -25483.251758 + Penalty 959.289392 = -24523.962366 nChanged 12 SP:Iteration 7Q (47.732542 sec): 3 clusters Score: Raw -25520.884889 + Penalty 951.775779 = -24569.109110 nChanged 7 SP:Iteration 8Q (47.733452 sec): 3 clusters Score: Raw -25538.085485 + Penalty 950.871211 = -24587.214274 nChanged 5 SP:Iteration 9Q (47.734356 sec): 3 clusters Score: Raw -25548.295005 + Penalty 950.110229 = -24598.184777 nChanged 1 SP:Iteration 10F (47.735381 sec): 3 clusters Score: Raw -25548.383382 + Penalty 950.330580 = -24598.052802 nChanged 1 SP:Iteration 11F (47.736405 sec): 3 clusters Score: Raw -25551.607507 + Penalty 947.404300 = -24604.203207 nChanged 2 SP:Iteration 12Q (47.737298 sec): 3 clusters Score: Raw -25558.235863 + Penalty 946.220686 = -24612.015177 nChanged 3 SP:Iteration 13Q (47.738152 sec): 3 clusters Score: Raw -25561.000642 + Penalty 939.051670 = -24621.948971 nChanged 3 SP:Iteration 14Q (47.739001 sec): 3 clusters Score: Raw -25563.469996 + Penalty 937.097870 = -24626.372127 nChanged 4 SP:Iteration 15Q (47.739850 sec): 3 clusters Score: Raw -25569.757249 + Penalty 935.166665 = -24634.590583 nChanged 2 SP:Iteration 16Q (47.740696 sec): 3 clusters Score: Raw -25570.770245 + Penalty 933.336407 = -24637.433839 nChanged 1 SP:Iteration 17Q (47.741543 sec): 3 clusters Score: Raw -25571.524669 + Penalty 933.088930 = -24638.435739 nChanged 1 SP:Iteration 18Q (47.742388 sec): 3 clusters Score: Raw -25571.614572 + Penalty 933.088930 = -24638.525642 nChanged 0 SP:Iteration 19F (47.743363 sec): 3 clusters Score: Raw -25571.614572 + Penalty 933.088930 = -24638.525642 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 13 (900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.746316 sec): 2 clusters Score: Raw -44110.792049 + Penalty 210.714941 = -43900.077108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.748192 sec): 3 clusters Score: Raw -43573.197006 + Penalty 430.071382 = -43143.125624 nChanged 381 SP:Iteration 1F (47.749948 sec): 3 clusters Score: Raw -43878.096531 + Penalty 428.743649 = -43449.352882 nChanged 53 SP:Iteration 2F (47.751703 sec): 3 clusters Score: Raw -43892.071381 + Penalty 428.967531 = -43463.103849 nChanged 24 SP:Iteration 3Q (47.753444 sec): 3 clusters Score: Raw -43899.135948 + Penalty 428.527107 = -43470.608841 nChanged 17 SP:Iteration 4Q (47.755185 sec): 3 clusters Score: Raw -43903.600504 + Penalty 427.931905 = -43475.668599 nChanged 19 SP:Iteration 5Q (47.756927 sec): 3 clusters Score: Raw -43909.273572 + Penalty 428.287297 = -43480.986275 nChanged 21 SP:Iteration 6Q (47.758664 sec): 3 clusters Score: Raw -43913.341614 + Penalty 429.134521 = -43484.207092 nChanged 18 SP:Iteration 7Q (47.760435 sec): 3 clusters Score: Raw -43921.466141 + Penalty 430.153353 = -43491.312788 nChanged 25 SP:Iteration 8Q (47.762175 sec): 3 clusters Score: Raw -43932.348167 + Penalty 431.019340 = -43501.328827 nChanged 22 SP:Iteration 9Q (47.763909 sec): 3 clusters Score: Raw -43945.049803 + Penalty 433.169312 = -43511.880491 nChanged 19 SP:Iteration 10F (47.765716 sec): 3 clusters Score: Raw -43950.030372 + Penalty 433.240141 = -43516.790230 nChanged 12 SP:Iteration 11Q (47.767483 sec): 3 clusters Score: Raw -43954.767238 + Penalty 432.189838 = -43522.577401 nChanged 9 SP:Iteration 12Q (47.769205 sec): 3 clusters Score: Raw -43956.299183 + Penalty 432.363130 = -43523.936053 nChanged 7 SP:Iteration 13Q (47.770934 sec): 3 clusters Score: Raw -43957.298669 + Penalty 432.277489 = -43525.021180 nChanged 8 SP:Iteration 14Q (47.772660 sec): 3 clusters Score: Raw -43958.688403 + Penalty 432.153695 = -43526.534708 nChanged 10 SP:Iteration 15Q (47.774388 sec): 3 clusters Score: Raw -43961.145024 + Penalty 432.553340 = -43528.591684 nChanged 5 SP:Iteration 16Q (47.776112 sec): 3 clusters Score: Raw -43963.293864 + Penalty 432.634421 = -43530.659442 nChanged 7 SP:Iteration 17Q (47.777839 sec): 3 clusters Score: Raw -43964.604705 + Penalty 432.735150 = -43531.869554 nChanged 6 SP:Iteration 18Q (47.779610 sec): 3 clusters Score: Raw -43969.770470 + Penalty 432.447292 = -43537.323178 nChanged 9 SP:Iteration 19Q (47.781364 sec): 3 clusters Score: Raw -43978.949642 + Penalty 432.723855 = -43546.225787 nChanged 9 SP:Iteration 20F (47.783106 sec): 3 clusters Score: Raw -43981.660637 + Penalty 432.468474 = -43549.192163 nChanged 4 SP:Iteration 21Q (47.784826 sec): 3 clusters Score: Raw -43982.443807 + Penalty 431.643090 = -43550.800718 nChanged 3 SP:Iteration 22Q (47.786548 sec): 3 clusters Score: Raw -43982.702328 + Penalty 430.562337 = -43552.139991 nChanged 4 SP:Iteration 23Q (47.788270 sec): 3 clusters Score: Raw -43983.439842 + Penalty 429.323220 = -43554.116622 nChanged 5 SP:Iteration 24Q (47.789990 sec): 3 clusters Score: Raw -43984.164749 + Penalty 427.771783 = -43556.392966 nChanged 7 SP:Iteration 25Q (47.791711 sec): 3 clusters Score: Raw -43986.175011 + Penalty 425.426609 = -43560.748402 nChanged 10 SP:Iteration 26Q (47.793480 sec): 3 clusters Score: Raw -43989.375045 + Penalty 423.962845 = -43565.412199 nChanged 6 SP:Iteration 27Q (47.795225 sec): 3 clusters Score: Raw -43990.003121 + Penalty 423.019547 = -43566.983574 nChanged 4 SP:Iteration 28Q (47.796935 sec): 3 clusters Score: Raw -43990.172406 + Penalty 422.574500 = -43567.597906 nChanged 2 SP:Iteration 29Q (47.798645 sec): 3 clusters Score: Raw -43990.234043 + Penalty 422.340695 = -43567.893348 nChanged 1 SP:Iteration 30F (47.800391 sec): 3 clusters Score: Raw -43990.251922 + Penalty 422.340695 = -43567.911227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 17 (270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.802233 sec): 2 clusters Score: Raw -12156.357786 + Penalty 513.510758 = -11642.847028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.802925 sec): 3 clusters Score: Raw -11981.970114 + Penalty 1023.776569 = -10958.193545 nChanged 90 SP:Iteration 1F (47.803599 sec): 3 clusters Score: Raw -12142.726325 + Penalty 999.589452 = -11143.136874 nChanged 32 SP:Iteration 2F (47.804271 sec): 3 clusters Score: Raw -12208.272809 + Penalty 989.409077 = -11218.863732 nChanged 12 SP:Iteration 3Q (47.804900 sec): 3 clusters Score: Raw -12235.950921 + Penalty 980.070838 = -11255.880082 nChanged 3 SP:Iteration 4Q (47.805513 sec): 3 clusters Score: Raw -12241.613421 + Penalty 980.070838 = -11261.542583 nChanged 0 SP:Iteration 5F (47.806183 sec): 3 clusters Score: Raw -12241.613421 + Penalty 980.070838 = -11261.542583 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 19 (1776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.814563 sec): 2 clusters Score: Raw -83380.549233 + Penalty 136.027326 = -83244.521908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.817903 sec): 3 clusters Score: Raw -82281.225853 + Penalty 277.380883 = -82003.844970 nChanged 816 SP:Iteration 1F (47.821201 sec): 3 clusters Score: Raw -83071.447688 + Penalty 280.964234 = -82790.483454 nChanged 119 SP:Iteration 2F (47.824498 sec): 3 clusters Score: Raw -83167.854804 + Penalty 281.410709 = -82886.444095 nChanged 67 SP:Iteration 3Q (47.827730 sec): 3 clusters Score: Raw -83221.587281 + Penalty 281.057912 = -82940.529369 nChanged 45 SP:Iteration 4Q (47.830894 sec): 3 clusters Score: Raw -83258.543544 + Penalty 278.807662 = -82979.735883 nChanged 37 SP:Iteration 5Q (47.833998 sec): 3 clusters Score: Raw -83281.567392 + Penalty 278.742067 = -83002.825325 nChanged 34 SP:Iteration 6Q (47.837072 sec): 3 clusters Score: Raw -83302.224079 + Penalty 275.433284 = -83026.790794 nChanged 29 SP:Iteration 7Q (47.840052 sec): 3 clusters Score: Raw -83316.466988 + Penalty 275.742304 = -83040.724684 nChanged 18 SP:Iteration 8Q (47.842928 sec): 3 clusters Score: Raw -83323.618426 + Penalty 269.905982 = -83053.712443 nChanged 18 SP:Iteration 9Q (47.845763 sec): 3 clusters Score: Raw -83331.354864 + Penalty 266.608932 = -83064.745932 nChanged 20 SP:Iteration 10F (47.849073 sec): 3 clusters Score: Raw -83343.771991 + Penalty 266.949406 = -83076.822585 nChanged 16 SP:Iteration 11Q (47.851861 sec): 3 clusters Score: Raw -83351.437661 + Penalty 260.997912 = -83090.439750 nChanged 14 SP:Iteration 12Q (47.854623 sec): 3 clusters Score: Raw -83357.013968 + Penalty 259.613718 = -83097.400250 nChanged 12 SP:Iteration 13Q (47.857381 sec): 3 clusters Score: Raw -83362.425570 + Penalty 253.397936 = -83109.027634 nChanged 11 SP:Iteration 14Q (47.860113 sec): 3 clusters Score: Raw -83366.824083 + Penalty 254.095956 = -83112.728127 nChanged 9 SP:Iteration 15Q (47.862834 sec): 3 clusters Score: Raw -83371.691635 + Penalty 254.985491 = -83116.706144 nChanged 10 SP:Iteration 16Q (47.865537 sec): 3 clusters Score: Raw -83375.704865 + Penalty 249.824720 = -83125.880146 nChanged 4 SP:Iteration 17Q (47.868230 sec): 3 clusters Score: Raw -83377.688821 + Penalty 250.402176 = -83127.286645 nChanged 3 SP:Iteration 18Q (47.870912 sec): 3 clusters Score: Raw -83378.498443 + Penalty 242.208709 = -83136.289734 nChanged 5 SP:Iteration 19Q (47.873598 sec): 3 clusters Score: Raw -83381.636951 + Penalty 235.403275 = -83146.233676 nChanged 4 SP:Iteration 20F (47.876918 sec): 3 clusters Score: Raw -83383.800829 + Penalty 238.371654 = -83145.429175 nChanged 4 SP:Iteration 21F (47.880234 sec): 3 clusters Score: Raw -83385.879133 + Penalty 242.860303 = -83143.018830 nChanged 4 SP:Iteration 22F (47.883548 sec): 3 clusters Score: Raw -83388.438857 + Penalty 235.847300 = -83152.591557 nChanged 2 SP:Iteration 23Q (47.886200 sec): 3 clusters Score: Raw -83388.927487 + Penalty 237.684868 = -83151.242619 nChanged 1 SP:Iteration 24F (47.889517 sec): 3 clusters Score: Raw -83389.685168 + Penalty 240.177396 = -83149.507772 nChanged 1 SP:Iteration 25F (47.892831 sec): 3 clusters Score: Raw -83391.322003 + Penalty 245.827640 = -83145.494363 nChanged 2 SP:Iteration 26F (47.896148 sec): 3 clusters Score: Raw -83393.740686 + Penalty 245.827640 = -83147.913046 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 20 (1524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.904191 sec): 2 clusters Score: Raw -91315.939814 + Penalty 672.151013 = -90643.788801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.907116 sec): 3 clusters Score: Raw -89723.277158 + Penalty 1344.667036 = -88378.610122 nChanged 621 SP:Iteration 1F (47.909970 sec): 3 clusters Score: Raw -90512.236302 + Penalty 1355.221578 = -89157.014724 nChanged 307 SP:Iteration 2F (47.912825 sec): 3 clusters Score: Raw -91174.878835 + Penalty 1362.011982 = -89812.866853 nChanged 182 SP:Iteration 3F (47.915720 sec): 3 clusters Score: Raw -91554.857927 + Penalty 1371.483489 = -90183.374438 nChanged 124 SP:Iteration 4F (47.918588 sec): 3 clusters Score: Raw -91750.746011 + Penalty 1382.591574 = -90368.154437 nChanged 59 SP:Iteration 5Q (47.921216 sec): 3 clusters Score: Raw -91818.287997 + Penalty 1383.426569 = -90434.861428 nChanged 34 SP:Iteration 6Q (47.923785 sec): 3 clusters Score: Raw -91868.241703 + Penalty 1381.375161 = -90486.866542 nChanged 19 SP:Iteration 7Q (47.926376 sec): 3 clusters Score: Raw -91904.532644 + Penalty 1380.340002 = -90524.192643 nChanged 19 SP:Iteration 8Q (47.929016 sec): 3 clusters Score: Raw -91937.515080 + Penalty 1379.733444 = -90557.781636 nChanged 12 SP:Iteration 9Q (47.931615 sec): 3 clusters Score: Raw -91953.169332 + Penalty 1379.710217 = -90573.459115 nChanged 7 SP:Iteration 10F (47.934515 sec): 3 clusters Score: Raw -91959.872549 + Penalty 1377.090023 = -90582.782525 nChanged 11 SP:Iteration 11Q (47.937140 sec): 3 clusters Score: Raw -91971.333492 + Penalty 1375.529116 = -90595.804376 nChanged 4 SP:Iteration 12Q (47.939900 sec): 3 clusters Score: Raw -91975.605687 + Penalty 1375.137917 = -90600.467770 nChanged 2 SP:Iteration 13Q (47.942559 sec): 3 clusters Score: Raw -91977.909785 + Penalty 1374.842435 = -90603.067350 nChanged 1 SP:Iteration 14Q (47.945107 sec): 3 clusters Score: Raw -91978.678378 + Penalty 1374.842435 = -90603.835943 nChanged 0 SP:Iteration 15F (47.947970 sec): 3 clusters Score: Raw -91978.678378 + Penalty 1374.842435 = -90603.835943 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 22 (759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.951578 sec): 2 clusters Score: Raw -45178.569161 + Penalty 968.686876 = -44209.882285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.953157 sec): 3 clusters Score: Raw -44161.207194 + Penalty 1932.138723 = -42229.068472 nChanged 247 SP:Iteration 1F (47.954708 sec): 3 clusters Score: Raw -44550.507403 + Penalty 1923.966713 = -42626.540690 nChanged 97 SP:Iteration 2F (47.956238 sec): 3 clusters Score: Raw -44726.865866 + Penalty 1916.694699 = -42810.171167 nChanged 65 SP:Iteration 3F (47.957765 sec): 3 clusters Score: Raw -44838.045321 + Penalty 1917.944803 = -42920.100519 nChanged 57 SP:Iteration 4F (47.959337 sec): 3 clusters Score: Raw -44965.398485 + Penalty 1914.828156 = -43050.570329 nChanged 51 SP:Iteration 5F (47.960893 sec): 3 clusters Score: Raw -45070.561224 + Penalty 1969.568945 = -43100.992279 nChanged 36 SP:Iteration 6Q (47.962176 sec): 3 clusters Score: Raw -45164.333383 + Penalty 2024.769193 = -43139.564191 nChanged 17 SP:Iteration 7Q (47.963422 sec): 3 clusters Score: Raw -45209.154554 + Penalty 2042.396900 = -43166.757654 nChanged 6 SP:Iteration 8Q (47.964628 sec): 3 clusters Score: Raw -45255.641912 + Penalty 2042.396900 = -43213.245012 nChanged 0 SP:Iteration 9F (47.966131 sec): 3 clusters Score: Raw -45255.641912 + Penalty 2042.396900 = -43213.245012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 23 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.967499 sec): 2 clusters Score: Raw -15371.561154 + Penalty 601.889894 = -14769.671260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.968197 sec): 3 clusters Score: Raw -15182.614957 + Penalty 1225.324854 = -13957.290103 nChanged 70 SP:Iteration 1F (47.968879 sec): 3 clusters Score: Raw -15297.926560 + Penalty 1291.926417 = -14006.000144 nChanged 37 SP:Iteration 2F (47.969585 sec): 3 clusters Score: Raw -15360.509959 + Penalty 1333.575903 = -14026.934056 nChanged 13 SP:Iteration 3Q (47.970263 sec): 3 clusters Score: Raw -15382.388560 + Penalty 1336.185826 = -14046.202735 nChanged 5 SP:Iteration 4Q (47.970893 sec): 3 clusters Score: Raw -15391.136876 + Penalty 1332.562870 = -14058.574006 nChanged 4 SP:Iteration 5Q (47.971516 sec): 3 clusters Score: Raw -15399.754583 + Penalty 1325.712998 = -14074.041586 nChanged 3 SP:Iteration 6Q (47.972158 sec): 3 clusters Score: Raw -15401.914477 + Penalty 1317.065767 = -14084.848710 nChanged 2 SP:Iteration 7Q (47.972765 sec): 3 clusters Score: Raw -15402.667110 + Penalty 1317.065767 = -14085.601343 nChanged 0 SP:Iteration 8F (47.973472 sec): 3 clusters Score: Raw -15402.667110 + Penalty 1317.065767 = -14085.601343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.975006 sec): 2 clusters Score: Raw -20848.245163 + Penalty 651.228769 = -20197.016394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.975883 sec): 3 clusters Score: Raw -20576.596781 + Penalty 1293.951275 = -19282.645506 nChanged 126 SP:Iteration 1F (47.976752 sec): 3 clusters Score: Raw -20803.728609 + Penalty 1273.693651 = -19530.034958 nChanged 48 SP:Iteration 2F (47.977619 sec): 3 clusters Score: Raw -20873.004079 + Penalty 1267.694522 = -19605.309557 nChanged 16 SP:Iteration 3Q (47.978453 sec): 3 clusters Score: Raw -20910.379346 + Penalty 1270.680857 = -19639.698489 nChanged 14 SP:Iteration 4Q (47.979275 sec): 3 clusters Score: Raw -20935.491850 + Penalty 1274.677486 = -19660.814364 nChanged 13 SP:Iteration 5Q (47.980074 sec): 3 clusters Score: Raw -20961.172958 + Penalty 1279.627066 = -19681.545892 nChanged 8 SP:Iteration 6Q (47.980849 sec): 3 clusters Score: Raw -20977.488397 + Penalty 1273.069438 = -19704.418959 nChanged 3 SP:Iteration 7Q (47.981613 sec): 3 clusters Score: Raw -20979.531153 + Penalty 1273.069438 = -19706.461714 nChanged 0 SP:Iteration 8F (47.982482 sec): 3 clusters Score: Raw -20979.531153 + Penalty 1273.069438 = -19706.461714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.983408 sec): 2 clusters Score: Raw -7701.727932 + Penalty 307.235743 = -7394.492190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.983919 sec): 3 clusters Score: Raw -7586.611654 + Penalty 620.823591 = -6965.788063 nChanged 47 SP:Iteration 1F (47.984422 sec): 3 clusters Score: Raw -7645.011007 + Penalty 635.483517 = -7009.527490 nChanged 15 SP:Iteration 2F (47.984923 sec): 3 clusters Score: Raw -7665.885149 + Penalty 648.160577 = -7017.724573 nChanged 12 SP:Iteration 3F (47.985423 sec): 3 clusters Score: Raw -7697.384777 + Penalty 657.535602 = -7039.849176 nChanged 5 SP:Iteration 4Q (47.985899 sec): 3 clusters Score: Raw -7702.762801 + Penalty 659.648378 = -7043.114423 nChanged 1 SP:Iteration 5Q (47.986365 sec): 3 clusters Score: Raw -7705.871134 + Penalty 659.648378 = -7046.222755 nChanged 0 SP:Iteration 6F (47.986866 sec): 3 clusters Score: Raw -7705.871134 + Penalty 659.648378 = -7046.222755 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 31 (1257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (47.991241 sec): 2 clusters Score: Raw -62932.077638 + Penalty 212.081390 = -62719.996248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (47.993657 sec): 3 clusters Score: Raw -61827.332882 + Penalty 429.172473 = -61398.160408 nChanged 551 SP:Iteration 1F (47.996040 sec): 3 clusters Score: Raw -62329.593083 + Penalty 469.630637 = -61859.962445 nChanged 225 SP:Iteration 2F (47.998433 sec): 3 clusters Score: Raw -62602.078919 + Penalty 520.462617 = -62081.616301 nChanged 149 SP:Iteration 3F (48.000828 sec): 3 clusters Score: Raw -62749.951046 + Penalty 564.540063 = -62185.410983 nChanged 99 SP:Iteration 4F (48.003226 sec): 3 clusters Score: Raw -62859.263786 + Penalty 638.554677 = -62220.709109 nChanged 73 SP:Iteration 5F (48.005687 sec): 3 clusters Score: Raw -62948.613212 + Penalty 734.488828 = -62214.124384 nChanged 48 SP:Iteration 6F (48.008138 sec): 3 clusters Score: Raw -63009.748639 + Penalty 828.355019 = -62181.393620 nChanged 33 SP:Iteration 7F (48.010549 sec): 3 clusters Score: Raw -63046.551164 + Penalty 850.760841 = -62195.790323 nChanged 13 SP:Iteration 8Q (48.012569 sec): 3 clusters Score: Raw -63055.208599 + Penalty 858.033441 = -62197.175157 nChanged 6 SP:Iteration 9Q (48.014527 sec): 3 clusters Score: Raw -63059.627734 + Penalty 862.988652 = -62196.639082 nChanged 5 SP:Iteration 10F (48.017001 sec): 3 clusters Score: Raw -63064.558907 + Penalty 869.758252 = -62194.800655 nChanged 1 SP:Iteration 11F (48.019475 sec): 3 clusters Score: Raw -63065.369157 + Penalty 865.201981 = -62200.167176 nChanged 1 SP:Iteration 12Q (48.021407 sec): 3 clusters Score: Raw -63066.264167 + Penalty 865.201981 = -62201.062186 nChanged 0 SP:Iteration 13F (48.023819 sec): 3 clusters Score: Raw -63066.264167 + Penalty 865.201981 = -62201.062186 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 32 (716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.027121 sec): 2 clusters Score: Raw -42527.679852 + Penalty 793.707111 = -41733.972742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.028682 sec): 3 clusters Score: Raw -41743.156383 + Penalty 1598.983635 = -40144.172748 nChanged 258 SP:Iteration 1F (48.030156 sec): 3 clusters Score: Raw -42062.602563 + Penalty 1620.091469 = -40442.511094 nChanged 113 SP:Iteration 2F (48.031583 sec): 3 clusters Score: Raw -42297.124903 + Penalty 1635.591597 = -40661.533306 nChanged 80 SP:Iteration 3F (48.033042 sec): 3 clusters Score: Raw -42430.817218 + Penalty 1646.412527 = -40784.404691 nChanged 48 SP:Iteration 4F (48.034482 sec): 3 clusters Score: Raw -42518.310686 + Penalty 1660.483370 = -40857.827316 nChanged 30 SP:Iteration 5Q (48.035791 sec): 3 clusters Score: Raw -42555.021078 + Penalty 1675.986468 = -40879.034610 nChanged 19 SP:Iteration 6Q (48.037061 sec): 3 clusters Score: Raw -42568.368884 + Penalty 1676.191500 = -40892.177384 nChanged 11 SP:Iteration 7Q (48.038268 sec): 3 clusters Score: Raw -42577.203250 + Penalty 1674.134853 = -40903.068397 nChanged 8 SP:Iteration 8Q (48.039472 sec): 3 clusters Score: Raw -42587.638797 + Penalty 1683.985327 = -40903.653470 nChanged 6 SP:Iteration 9Q (48.040649 sec): 3 clusters Score: Raw -42587.883515 + Penalty 1700.791751 = -40887.091764 nChanged 5 SP:Iteration 10F (48.042084 sec): 3 clusters Score: Raw -42589.283442 + Penalty 1712.403049 = -40876.880393 nChanged 5 SP:Iteration 11F (48.043525 sec): 3 clusters Score: Raw -42595.056781 + Penalty 1717.080912 = -40877.975869 nChanged 3 SP:Iteration 12Q (48.044696 sec): 3 clusters Score: Raw -42598.313867 + Penalty 1722.277872 = -40876.035995 nChanged 2 SP:Iteration 13F (48.046129 sec): 3 clusters Score: Raw -42599.501064 + Penalty 1723.751114 = -40875.749950 nChanged 2 SP:Iteration 14F (48.047570 sec): 3 clusters Score: Raw -42608.687886 + Penalty 1720.197595 = -40888.490291 nChanged 1 SP:Iteration 15Q (48.048737 sec): 3 clusters Score: Raw -42608.502707 + Penalty 1717.962364 = -40890.540343 nChanged 1 SP:Iteration 16Q (48.049886 sec): 3 clusters Score: Raw -42608.968769 + Penalty 1717.962364 = -40891.006406 nChanged 0 SP:Iteration 17F (48.051318 sec): 3 clusters Score: Raw -42608.968769 + Penalty 1717.962364 = -40891.006406 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 35 (2366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.063629 sec): 2 clusters Score: Raw -162193.961471 + Penalty 1238.043277 = -160955.918193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.068043 sec): 3 clusters Score: Raw -159942.137388 + Penalty 2476.220464 = -157465.916924 nChanged 917 SP:Iteration 1F (48.072421 sec): 3 clusters Score: Raw -160884.167599 + Penalty 2476.120394 = -158408.047205 nChanged 349 SP:Iteration 2F (48.076768 sec): 3 clusters Score: Raw -161343.970578 + Penalty 2475.739316 = -158868.231262 nChanged 241 SP:Iteration 3F (48.081091 sec): 3 clusters Score: Raw -161650.532723 + Penalty 2476.432325 = -159174.100399 nChanged 197 SP:Iteration 4F (48.085422 sec): 3 clusters Score: Raw -161913.620942 + Penalty 2480.916102 = -159432.704840 nChanged 161 SP:Iteration 5F (48.089841 sec): 3 clusters Score: Raw -162147.456684 + Penalty 2484.601925 = -159662.854759 nChanged 127 SP:Iteration 6F (48.094185 sec): 3 clusters Score: Raw -162311.604410 + Penalty 2491.252742 = -159820.351668 nChanged 91 SP:Iteration 7Q (48.098220 sec): 3 clusters Score: Raw -162424.430351 + Penalty 2493.647281 = -159930.783070 nChanged 62 SP:Iteration 8Q (48.102110 sec): 3 clusters Score: Raw -162506.723957 + Penalty 2494.658217 = -160012.065739 nChanged 40 SP:Iteration 9Q (48.105925 sec): 3 clusters Score: Raw -162563.894383 + Penalty 2494.832411 = -160069.061972 nChanged 26 SP:Iteration 10F (48.110276 sec): 3 clusters Score: Raw -162619.386449 + Penalty 2494.913142 = -160124.473307 nChanged 20 SP:Iteration 11Q (48.114017 sec): 3 clusters Score: Raw -162658.013984 + Penalty 2495.237022 = -160162.776961 nChanged 10 SP:Iteration 12Q (48.117869 sec): 3 clusters Score: Raw -162658.795604 + Penalty 2495.262547 = -160163.533057 nChanged 4 SP:Iteration 13Q (48.121929 sec): 3 clusters Score: Raw -162658.776277 + Penalty 2495.249797 = -160163.526481 nChanged 1 SP:Iteration 14F (48.126593 sec): 3 clusters Score: Raw -162660.765244 + Penalty 2495.237022 = -160165.528222 nChanged 1 SP:Iteration 15Q (48.130465 sec): 3 clusters Score: Raw -162662.205924 + Penalty 2495.237022 = -160166.968902 nChanged 0 SP:Iteration 16F (48.134947 sec): 3 clusters Score: Raw -162662.205924 + Penalty 2495.237022 = -160166.968902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.138049 sec): 2 clusters Score: Raw -3277.249136 + Penalty 262.590247 = -3014.658890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.138431 sec): 3 clusters Score: Raw -3285.720489 + Penalty 541.640497 = -2744.079992 nChanged 23 SP:Iteration 1F (48.138785 sec): 3 clusters Score: Raw -3321.326372 + Penalty 542.683458 = -2778.642914 nChanged 3 SP:Iteration 2Q (48.139128 sec): 3 clusters Score: Raw -3324.507673 + Penalty 540.045625 = -2784.462047 nChanged 1 SP:Iteration 3Q (48.139470 sec): 3 clusters Score: Raw -3326.270571 + Penalty 540.045625 = -2786.224945 nChanged 0 SP:Iteration 4F (48.139821 sec): 3 clusters Score: Raw -3326.270571 + Penalty 540.045625 = -2786.224945 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 43 (958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.143155 sec): 2 clusters Score: Raw -53567.539397 + Penalty 671.070989 = -52896.468408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.145168 sec): 3 clusters Score: Raw -52850.297397 + Penalty 1342.441680 = -51507.855717 nChanged 361 SP:Iteration 1F (48.147021 sec): 3 clusters Score: Raw -53100.278573 + Penalty 1342.274582 = -51758.003991 nChanged 123 SP:Iteration 2F (48.148868 sec): 3 clusters Score: Raw -53205.855448 + Penalty 1341.434849 = -51864.420599 nChanged 80 SP:Iteration 3F (48.150718 sec): 3 clusters Score: Raw -53264.297159 + Penalty 1341.742305 = -51922.554854 nChanged 66 SP:Iteration 4F (48.152574 sec): 3 clusters Score: Raw -53307.709449 + Penalty 1343.966498 = -51963.742951 nChanged 53 SP:Iteration 5F (48.154434 sec): 3 clusters Score: Raw -53347.623166 + Penalty 1347.524433 = -52000.098732 nChanged 46 SP:Iteration 6Q (48.156262 sec): 3 clusters Score: Raw -53380.288322 + Penalty 1350.936460 = -52029.351862 nChanged 31 SP:Iteration 7Q (48.158088 sec): 3 clusters Score: Raw -53398.977142 + Penalty 1357.113493 = -52041.863649 nChanged 29 SP:Iteration 8Q (48.159966 sec): 3 clusters Score: Raw -53416.796229 + Penalty 1359.941487 = -52056.854743 nChanged 23 SP:Iteration 9Q (48.161828 sec): 3 clusters Score: Raw -53436.062729 + Penalty 1362.081462 = -52073.981267 nChanged 19 SP:Iteration 10F (48.163726 sec): 3 clusters Score: Raw -53455.290844 + Penalty 1362.548015 = -52092.742829 nChanged 14 SP:Iteration 11Q (48.165622 sec): 3 clusters Score: Raw -53465.964075 + Penalty 1365.685506 = -52100.278569 nChanged 13 SP:Iteration 12Q (48.167436 sec): 3 clusters Score: Raw -53469.681269 + Penalty 1368.996249 = -52100.685019 nChanged 10 SP:Iteration 13Q (48.169186 sec): 3 clusters Score: Raw -53474.902509 + Penalty 1371.514110 = -52103.388399 nChanged 11 SP:Iteration 14Q (48.170925 sec): 3 clusters Score: Raw -53480.609777 + Penalty 1373.842478 = -52106.767298 nChanged 10 SP:Iteration 15Q (48.172665 sec): 3 clusters Score: Raw -53485.515939 + Penalty 1374.502940 = -52111.012999 nChanged 9 SP:Iteration 16Q (48.174405 sec): 3 clusters Score: Raw -53492.468992 + Penalty 1373.798383 = -52118.670609 nChanged 7 SP:Iteration 17Q (48.176112 sec): 3 clusters Score: Raw -53493.961225 + Penalty 1375.040483 = -52118.920742 nChanged 7 SP:Iteration 18Q (48.177788 sec): 3 clusters Score: Raw -53495.064954 + Penalty 1375.538024 = -52119.526930 nChanged 4 SP:Iteration 19Q (48.179506 sec): 3 clusters Score: Raw -53495.410233 + Penalty 1375.831221 = -52119.579012 nChanged 1 SP:Iteration 20F (48.181406 sec): 3 clusters Score: Raw -53495.332006 + Penalty 1376.250515 = -52119.081490 nChanged 1 SP:Iteration 21F (48.183266 sec): 3 clusters Score: Raw -53495.203002 + Penalty 1376.250515 = -52118.952487 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 44 (626 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.185484 sec): 2 clusters Score: Raw -31262.162883 + Penalty 211.984861 = -31050.178022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.186821 sec): 3 clusters Score: Raw -30876.280504 + Penalty 432.974044 = -30443.306460 nChanged 261 SP:Iteration 1F (48.188108 sec): 3 clusters Score: Raw -31150.446995 + Penalty 520.226988 = -30630.220006 nChanged 88 SP:Iteration 2F (48.189391 sec): 3 clusters Score: Raw -31249.812112 + Penalty 514.835029 = -30734.977083 nChanged 9 SP:Iteration 3Q (48.190514 sec): 3 clusters Score: Raw -31255.583867 + Penalty 211.984861 = -31043.599006 nChanged 5 SP:Iteration 4Q (48.191530 sec): 2 clusters Score: Raw -31262.162883 + Penalty 211.984861 = -31050.178022 nChanged 0 SP:Iteration 5F (48.192544 sec): 2 clusters Score: Raw -31262.162883 + Penalty 211.984861 = -31050.178022 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 63 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.195521 sec): 2 clusters Score: Raw -46554.219718 + Penalty 212.097296 = -46342.122423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.197333 sec): 3 clusters Score: Raw -45746.560845 + Penalty 426.536026 = -45320.024819 nChanged 373 SP:Iteration 1F (48.199069 sec): 3 clusters Score: Raw -46030.111248 + Penalty 431.540358 = -45598.570890 nChanged 114 SP:Iteration 2F (48.200811 sec): 3 clusters Score: Raw -46125.617295 + Penalty 436.834832 = -45688.782463 nChanged 85 SP:Iteration 3F (48.202555 sec): 3 clusters Score: Raw -46228.804686 + Penalty 436.631770 = -45792.172916 nChanged 91 SP:Iteration 4F (48.204306 sec): 3 clusters Score: Raw -46330.594253 + Penalty 435.957279 = -45894.636975 nChanged 67 SP:Iteration 5F (48.206065 sec): 3 clusters Score: Raw -46386.143849 + Penalty 431.067907 = -45955.075943 nChanged 45 SP:Iteration 6F (48.207824 sec): 3 clusters Score: Raw -46436.700390 + Penalty 432.019819 = -46004.680571 nChanged 43 SP:Iteration 7Q (48.209460 sec): 3 clusters Score: Raw -46485.302482 + Penalty 448.066218 = -46037.236264 nChanged 27 SP:Iteration 8Q (48.211038 sec): 3 clusters Score: Raw -46518.230704 + Penalty 501.779365 = -46016.451339 nChanged 20 SP:Iteration 9F (48.212803 sec): 3 clusters Score: Raw -46547.751266 + Penalty 586.522342 = -45961.228924 nChanged 11 SP:Iteration 10F (48.214509 sec): 3 clusters Score: Raw -46567.012027 + Penalty 658.060168 = -45908.951859 nChanged 4 SP:Iteration 11F (48.216220 sec): 3 clusters Score: Raw -46572.771594 + Penalty 663.317396 = -45909.454198 nChanged 2 SP:Iteration 12Q (48.217600 sec): 3 clusters Score: Raw -46576.228360 + Penalty 663.317396 = -45912.910964 nChanged 0 SP:Iteration 13F (48.219349 sec): 3 clusters Score: Raw -46576.228360 + Penalty 663.317396 = -45912.910964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 132 (536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.221320 sec): 2 clusters Score: Raw -21168.917364 + Penalty 223.990860 = -20944.926504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.222484 sec): 3 clusters Score: Raw -20920.575739 + Penalty 445.445388 = -20475.130350 nChanged 218 SP:Iteration 1F (48.223624 sec): 3 clusters Score: Raw -21236.722121 + Penalty 470.039364 = -20766.682757 nChanged 80 SP:Iteration 2F (48.224762 sec): 3 clusters Score: Raw -21356.269546 + Penalty 473.695249 = -20882.574297 nChanged 30 SP:Iteration 3F (48.225897 sec): 3 clusters Score: Raw -21380.353957 + Penalty 470.872093 = -20909.481864 nChanged 10 SP:Iteration 4Q (48.226986 sec): 3 clusters Score: Raw -21390.298157 + Penalty 467.502414 = -20922.795744 nChanged 6 SP:Iteration 5Q (48.228057 sec): 3 clusters Score: Raw -21399.221854 + Penalty 461.473478 = -20937.748376 nChanged 11 SP:Iteration 6Q (48.229122 sec): 3 clusters Score: Raw -21408.636309 + Penalty 456.538454 = -20952.097855 nChanged 8 SP:Iteration 7Q (48.230198 sec): 3 clusters Score: Raw -21416.029988 + Penalty 455.671672 = -20960.358315 nChanged 3 SP:Iteration 8Q (48.231268 sec): 3 clusters Score: Raw -21417.586177 + Penalty 456.579956 = -20961.006220 nChanged 1 SP:Iteration 9Q (48.232332 sec): 3 clusters Score: Raw -21418.063859 + Penalty 456.579956 = -20961.483903 nChanged 0 SP:Iteration 10F (48.233468 sec): 3 clusters Score: Raw -21418.063859 + Penalty 456.579956 = -20961.483903 nChanged 0 Score: Raw -1956369.537722 + Penalty 22972.656997 = -1933396.880725 Splitting cluster 132 changes total score from -1911581.753570 to -1933396.880725 So it's getting split into cluster 12. Iteration 114F (49.307157 sec): 29 clusters Score: Raw -1934373.358802 + Penalty 23429.231956 = -1910944.126846 nChanged 65 Iteration 115F (49.835309 sec): 29 clusters Score: Raw -1934412.890100 + Penalty 23447.182381 = -1910965.707719 nChanged 31 Iteration 116Q (49.952351 sec): 29 clusters Score: Raw -1934422.899242 + Penalty 23461.670372 = -1910961.228871 nChanged 26 Iteration 117F (50.480399 sec): 29 clusters Score: Raw -1934438.944793 + Penalty 23468.293825 = -1910970.650969 nChanged 26 Iteration 118Q (50.597357 sec): 29 clusters Score: Raw -1934454.744342 + Penalty 23476.353685 = -1910978.390658 nChanged 26 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -1934454.744342 + Penalty 23476.353685 = -1910978.390658Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 1 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.713506 sec): 2 clusters Score: Raw -8571.423616 + Penalty 444.981057 = -8126.442559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.714023 sec): 3 clusters Score: Raw -8378.952211 + Penalty 891.277304 = -7487.674907 nChanged 31 SP:Iteration 1F (50.714515 sec): 3 clusters Score: Raw -8430.378510 + Penalty 886.528441 = -7543.850069 nChanged 14 SP:Iteration 2F (50.715009 sec): 3 clusters Score: Raw -8463.196959 + Penalty 903.381218 = -7559.815740 nChanged 14 SP:Iteration 3F (50.715505 sec): 3 clusters Score: Raw -8499.579898 + Penalty 951.814677 = -7547.765221 nChanged 13 SP:Iteration 4F (50.715999 sec): 3 clusters Score: Raw -8536.136616 + Penalty 991.321598 = -7544.815018 nChanged 9 SP:Iteration 5F (50.716483 sec): 3 clusters Score: Raw -8560.756880 + Penalty 979.059388 = -7581.697492 nChanged 4 SP:Iteration 6Q (50.716905 sec): 3 clusters Score: Raw -8583.656489 + Penalty 979.059388 = -7604.597101 nChanged 0 SP:Iteration 7F (50.717386 sec): 3 clusters Score: Raw -8583.656489 + Penalty 979.059388 = -7604.597101 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 2 (1518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.723282 sec): 2 clusters Score: Raw -95581.172272 + Penalty 873.177864 = -94707.994409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.726170 sec): 3 clusters Score: Raw -94059.443674 + Penalty 1760.401827 = -92299.041847 nChanged 613 SP:Iteration 1F (50.729037 sec): 3 clusters Score: Raw -94952.953734 + Penalty 1785.087496 = -93167.866238 nChanged 274 SP:Iteration 2F (50.731914 sec): 3 clusters Score: Raw -95542.482031 + Penalty 1816.574772 = -93725.907259 nChanged 153 SP:Iteration 3F (50.734799 sec): 3 clusters Score: Raw -95814.845277 + Penalty 1830.216829 = -93984.628449 nChanged 55 SP:Iteration 4Q (50.737265 sec): 3 clusters Score: Raw -95910.123313 + Penalty 1834.251533 = -94075.871780 nChanged 26 SP:Iteration 5Q (50.739698 sec): 3 clusters Score: Raw -95950.587011 + Penalty 1840.116764 = -94110.470247 nChanged 14 SP:Iteration 6Q (50.742113 sec): 3 clusters Score: Raw -95968.322173 + Penalty 1842.705369 = -94125.616804 nChanged 7 SP:Iteration 7Q (50.744525 sec): 3 clusters Score: Raw -95978.194621 + Penalty 1841.905000 = -94136.289621 nChanged 2 SP:Iteration 8Q (50.746933 sec): 3 clusters Score: Raw -95981.964804 + Penalty 1842.558874 = -94139.405931 nChanged 1 SP:Iteration 9Q (50.749383 sec): 3 clusters Score: Raw -95983.286686 + Penalty 1841.900787 = -94141.385899 nChanged 1 SP:Iteration 10F (50.752347 sec): 3 clusters Score: Raw -95985.179551 + Penalty 1842.350592 = -94142.828959 nChanged 1 SP:Iteration 11Q (50.754795 sec): 3 clusters Score: Raw -95986.737551 + Penalty 1842.813508 = -94143.924043 nChanged 1 SP:Iteration 12Q (50.757218 sec): 3 clusters Score: Raw -95988.380435 + Penalty 1842.625487 = -94145.754948 nChanged 1 SP:Iteration 13Q (50.759640 sec): 3 clusters Score: Raw -95990.361142 + Penalty 1844.320966 = -94146.040176 nChanged 2 SP:Iteration 14Q (50.762060 sec): 3 clusters Score: Raw -95994.602547 + Penalty 1841.045599 = -94153.556948 nChanged 4 SP:Iteration 15Q (50.764511 sec): 3 clusters Score: Raw -96003.185349 + Penalty 1840.087205 = -94163.098144 nChanged 3 SP:Iteration 16Q (50.766985 sec): 3 clusters Score: Raw -96008.326167 + Penalty 1840.087205 = -94168.238962 nChanged 0 SP:Iteration 17F (50.769871 sec): 3 clusters Score: Raw -96008.326167 + Penalty 1840.087205 = -94168.238962 nChanged 0 Memory request: 0.02 GB would take us to total of 0.37 GB. Trying to split cluster 3 (4730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.790716 sec): 2 clusters Score: Raw -224755.364849 + Penalty 333.342370 = -224422.022479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.799506 sec): 3 clusters Score: Raw -221668.193163 + Penalty 718.152587 = -220950.040576 nChanged 2197 SP:Iteration 1F (50.808217 sec): 3 clusters Score: Raw -223961.719077 + Penalty 747.528941 = -223214.190136 nChanged 567 SP:Iteration 2F (50.816665 sec): 3 clusters Score: Raw -224488.054197 + Penalty 762.729880 = -223725.324317 nChanged 238 SP:Iteration 3F (50.825148 sec): 3 clusters Score: Raw -224707.614853 + Penalty 770.783692 = -223936.831161 nChanged 123 SP:Iteration 4Q (50.833269 sec): 3 clusters Score: Raw -224808.224889 + Penalty 772.135993 = -224036.088896 nChanged 86 SP:Iteration 5Q (50.841088 sec): 3 clusters Score: Raw -224865.604435 + Penalty 770.825695 = -224094.778741 nChanged 71 SP:Iteration 6Q (50.848733 sec): 3 clusters Score: Raw -224897.812716 + Penalty 768.895822 = -224128.916894 nChanged 51 SP:Iteration 7Q (50.856309 sec): 3 clusters Score: Raw -224919.615958 + Penalty 769.831544 = -224149.784414 nChanged 39 SP:Iteration 8Q (50.863751 sec): 3 clusters Score: Raw -224934.015414 + Penalty 768.664171 = -224165.351243 nChanged 33 SP:Iteration 9Q (50.871115 sec): 3 clusters Score: Raw -224943.845846 + Penalty 772.084769 = -224171.761077 nChanged 27 SP:Iteration 10F (50.879518 sec): 3 clusters Score: Raw -224953.207555 + Penalty 768.846790 = -224184.360765 nChanged 27 SP:Iteration 11Q (50.886814 sec): 3 clusters Score: Raw -224960.409237 + Penalty 768.374528 = -224192.034709 nChanged 18 SP:Iteration 12Q (50.894029 sec): 3 clusters Score: Raw -224964.287598 + Penalty 767.618306 = -224196.669292 nChanged 15 SP:Iteration 13Q (50.901208 sec): 3 clusters Score: Raw -224966.673304 + Penalty 766.465137 = -224200.208167 nChanged 10 SP:Iteration 14Q (50.908681 sec): 3 clusters Score: Raw -224968.651927 + Penalty 767.187958 = -224201.463969 nChanged 16 SP:Iteration 15Q (50.915896 sec): 3 clusters Score: Raw -224973.147821 + Penalty 768.611630 = -224204.536191 nChanged 16 SP:Iteration 16Q (50.923055 sec): 3 clusters Score: Raw -224976.653039 + Penalty 767.613377 = -224209.039662 nChanged 13 SP:Iteration 17Q (50.930160 sec): 3 clusters Score: Raw -224978.602411 + Penalty 767.030487 = -224211.571924 nChanged 4 SP:Iteration 18Q (50.937232 sec): 3 clusters Score: Raw -224979.477766 + Penalty 766.587478 = -224212.890288 nChanged 3 SP:Iteration 19Q (50.944292 sec): 3 clusters Score: Raw -224979.799078 + Penalty 766.096490 = -224213.702588 nChanged 2 SP:Iteration 20F (50.952708 sec): 3 clusters Score: Raw -224979.843318 + Penalty 765.741605 = -224214.101713 nChanged 2 SP:Iteration 21Q (50.959777 sec): 3 clusters Score: Raw -224979.976456 + Penalty 763.882736 = -224216.093719 nChanged 4 SP:Iteration 22Q (50.966851 sec): 3 clusters Score: Raw -224980.382455 + Penalty 764.499843 = -224215.882612 nChanged 1 SP:Iteration 23F (50.975232 sec): 3 clusters Score: Raw -224980.443094 + Penalty 764.983583 = -224215.459511 nChanged 1 SP:Iteration 24F (50.983605 sec): 3 clusters Score: Raw -224980.464143 + Penalty 764.983583 = -224215.480560 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 4 (5377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.010159 sec): 2 clusters Score: Raw -288900.357274 + Penalty 308.720666 = -288591.636608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.020104 sec): 3 clusters Score: Raw -285303.759534 + Penalty 595.827645 = -284707.931889 nChanged 2497 SP:Iteration 1F (51.029851 sec): 3 clusters Score: Raw -287192.099768 + Penalty 588.376417 = -286603.723351 nChanged 779 SP:Iteration 2F (51.039439 sec): 3 clusters Score: Raw -287920.156645 + Penalty 584.443146 = -287335.713498 nChanged 565 SP:Iteration 3F (51.048959 sec): 3 clusters Score: Raw -288482.521269 + Penalty 582.146336 = -287900.374933 nChanged 357 SP:Iteration 4F (51.058514 sec): 3 clusters Score: Raw -288742.312753 + Penalty 581.461393 = -288160.851359 nChanged 181 SP:Iteration 5Q (51.068072 sec): 3 clusters Score: Raw -288829.504073 + Penalty 570.329935 = -288259.174138 nChanged 110 SP:Iteration 6Q (51.077484 sec): 3 clusters Score: Raw -288856.492269 + Penalty 525.593866 = -288330.898403 nChanged 64 SP:Iteration 7Q (51.086523 sec): 3 clusters Score: Raw -288874.092860 + Penalty 491.812374 = -288382.280487 nChanged 58 SP:Iteration 8Q (51.095073 sec): 3 clusters Score: Raw -288884.459030 + Penalty 469.792699 = -288414.666331 nChanged 32 SP:Iteration 9Q (51.103093 sec): 3 clusters Score: Raw -288885.116810 + Penalty 463.757074 = -288421.359736 nChanged 23 SP:Iteration 10F (51.112840 sec): 3 clusters Score: Raw -288882.033758 + Penalty 461.889344 = -288420.144414 nChanged 21 SP:Iteration 11F (51.122381 sec): 3 clusters Score: Raw -288883.996243 + Penalty 472.447070 = -288411.549173 nChanged 11 SP:Iteration 12F (51.131868 sec): 3 clusters Score: Raw -288887.984675 + Penalty 509.621144 = -288378.363531 nChanged 12 SP:Iteration 13F (51.141370 sec): 3 clusters Score: Raw -288894.315762 + Penalty 486.665620 = -288407.650141 nChanged 6 SP:Iteration 14Q (51.148669 sec): 3 clusters Score: Raw -288896.552328 + Penalty 473.166602 = -288423.385727 nChanged 3 SP:Iteration 15Q (51.155968 sec): 3 clusters Score: Raw -288898.868165 + Penalty 308.720666 = -288590.147499 nChanged 1 SP:Iteration 16Q (51.163250 sec): 2 clusters Score: Raw -288900.357274 + Penalty 308.720666 = -288591.636608 nChanged 0 SP:Iteration 17F (51.170813 sec): 2 clusters Score: Raw -288900.357274 + Penalty 308.720666 = -288591.636608 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 5 (646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.178250 sec): 2 clusters Score: Raw -32216.166552 + Penalty 162.125529 = -32054.041022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.179630 sec): 3 clusters Score: Raw -31805.131250 + Penalty 343.476611 = -31461.654639 nChanged 285 SP:Iteration 1F (51.181081 sec): 3 clusters Score: Raw -32031.218738 + Penalty 354.700845 = -31676.517893 nChanged 100 SP:Iteration 2F (51.182506 sec): 3 clusters Score: Raw -32096.891109 + Penalty 362.494791 = -31734.396317 nChanged 40 SP:Iteration 3F (51.183914 sec): 3 clusters Score: Raw -32123.289455 + Penalty 371.067322 = -31752.222134 nChanged 35 SP:Iteration 4F (51.185274 sec): 3 clusters Score: Raw -32150.573300 + Penalty 366.525572 = -31784.047727 nChanged 21 SP:Iteration 5Q (51.186612 sec): 3 clusters Score: Raw -32165.298244 + Penalty 367.873835 = -31797.424409 nChanged 22 SP:Iteration 6Q (51.187961 sec): 3 clusters Score: Raw -32181.530063 + Penalty 344.235900 = -31837.294162 nChanged 17 SP:Iteration 7Q (51.189308 sec): 3 clusters Score: Raw -32194.861378 + Penalty 344.608387 = -31850.252991 nChanged 15 SP:Iteration 8Q (51.190658 sec): 3 clusters Score: Raw -32205.381087 + Penalty 359.189842 = -31846.191245 nChanged 10 SP:Iteration 9F (51.192005 sec): 3 clusters Score: Raw -32210.297423 + Penalty 348.204069 = -31862.093354 nChanged 5 SP:Iteration 10F (51.193351 sec): 3 clusters Score: Raw -32211.569598 + Penalty 360.960299 = -31850.609299 nChanged 3 SP:Iteration 11F (51.194729 sec): 3 clusters Score: Raw -32212.206218 + Penalty 364.507606 = -31847.698612 nChanged 1 SP:Iteration 12F (51.196097 sec): 3 clusters Score: Raw -32212.157558 + Penalty 370.172463 = -31841.985096 nChanged 1 SP:Iteration 13F (51.197466 sec): 3 clusters Score: Raw -32212.285903 + Penalty 376.383294 = -31835.902610 nChanged 1 SP:Iteration 14F (51.198856 sec): 3 clusters Score: Raw -32213.523062 + Penalty 351.183774 = -31862.339288 nChanged 2 SP:Iteration 15Q (51.200171 sec): 3 clusters Score: Raw -32214.918901 + Penalty 351.183774 = -31863.735126 nChanged 0 SP:Iteration 16F (51.201548 sec): 3 clusters Score: Raw -32214.918901 + Penalty 351.183774 = -31863.735126 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 6 (5035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.216881 sec): 2 clusters Score: Raw -275220.821532 + Penalty 283.714611 = -274937.106922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.226384 sec): 3 clusters Score: Raw -271651.988575 + Penalty 570.598775 = -271081.389800 nChanged 2328 SP:Iteration 1F (51.236068 sec): 3 clusters Score: Raw -273331.381573 + Penalty 575.434494 = -272755.947078 nChanged 690 SP:Iteration 2F (51.245376 sec): 3 clusters Score: Raw -273840.775601 + Penalty 584.106251 = -273256.669349 nChanged 581 SP:Iteration 3F (51.254714 sec): 3 clusters Score: Raw -274401.239842 + Penalty 603.658059 = -273797.581783 nChanged 463 SP:Iteration 4F (51.264116 sec): 3 clusters Score: Raw -274839.905232 + Penalty 633.556930 = -274206.348302 nChanged 262 SP:Iteration 5F (51.273517 sec): 3 clusters Score: Raw -275049.723032 + Penalty 641.131854 = -274408.591178 nChanged 126 SP:Iteration 6Q (51.282486 sec): 3 clusters Score: Raw -275153.014922 + Penalty 572.957020 = -274580.057902 nChanged 53 SP:Iteration 7Q (51.289747 sec): 3 clusters Score: Raw -275203.660032 + Penalty 1224.030618 = -273979.629415 nChanged 15 SP:Iteration 8F (51.299129 sec): 3 clusters Score: Raw -275218.649623 + Penalty 283.714611 = -274934.935012 nChanged 1 SP:Iteration 9Q (51.305887 sec): 2 clusters Score: Raw -275220.821532 + Penalty 283.714611 = -274937.106922 nChanged 0 SP:Iteration 10F (51.312701 sec): 2 clusters Score: Raw -275220.821532 + Penalty 283.714611 = -274937.106922 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.317569 sec): 2 clusters Score: Raw -32360.773304 + Penalty 401.347707 = -31959.425597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.318998 sec): 3 clusters Score: Raw -32022.215719 + Penalty 832.096102 = -31190.119616 nChanged 263 SP:Iteration 1F (51.320393 sec): 3 clusters Score: Raw -32302.269441 + Penalty 834.152268 = -31468.117173 nChanged 70 SP:Iteration 2F (51.321768 sec): 3 clusters Score: Raw -32397.007456 + Penalty 834.832330 = -31562.175126 nChanged 44 SP:Iteration 3F (51.323113 sec): 3 clusters Score: Raw -32448.600562 + Penalty 836.749886 = -31611.850676 nChanged 26 SP:Iteration 4Q (51.324396 sec): 3 clusters Score: Raw -32476.171488 + Penalty 835.299573 = -31640.871915 nChanged 13 SP:Iteration 5Q (51.325663 sec): 3 clusters Score: Raw -32488.058804 + Penalty 833.892043 = -31654.166761 nChanged 11 SP:Iteration 6Q (51.326940 sec): 3 clusters Score: Raw -32491.547571 + Penalty 835.393280 = -31656.154291 nChanged 4 SP:Iteration 7Q (51.328199 sec): 3 clusters Score: Raw -32494.744518 + Penalty 836.191304 = -31658.553214 nChanged 4 SP:Iteration 8Q (51.329470 sec): 3 clusters Score: Raw -32497.513438 + Penalty 838.941635 = -31658.571803 nChanged 5 SP:Iteration 9Q (51.330726 sec): 3 clusters Score: Raw -32501.197218 + Penalty 839.194972 = -31662.002246 nChanged 3 SP:Iteration 10F (51.332052 sec): 3 clusters Score: Raw -32501.992983 + Penalty 838.103588 = -31663.889395 nChanged 4 SP:Iteration 11Q (51.333294 sec): 3 clusters Score: Raw -32503.293649 + Penalty 839.763936 = -31663.529713 nChanged 3 SP:Iteration 12F (51.334615 sec): 3 clusters Score: Raw -32505.284495 + Penalty 838.233969 = -31667.050525 nChanged 2 SP:Iteration 13Q (51.335853 sec): 3 clusters Score: Raw -32505.419141 + Penalty 838.719163 = -31666.699978 nChanged 1 SP:Iteration 14F (51.337172 sec): 3 clusters Score: Raw -32505.807610 + Penalty 838.792420 = -31667.015190 nChanged 1 SP:Iteration 15Q (51.338463 sec): 3 clusters Score: Raw -32506.385968 + Penalty 838.792420 = -31667.593548 nChanged 0 SP:Iteration 16F (51.339782 sec): 3 clusters Score: Raw -32506.385968 + Penalty 838.792420 = -31667.593548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.341320 sec): 2 clusters Score: Raw -25348.896157 + Penalty 974.364240 = -24374.531918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.342253 sec): 3 clusters Score: Raw -24843.175968 + Penalty 1948.279343 = -22894.896624 nChanged 128 SP:Iteration 1F (51.343177 sec): 3 clusters Score: Raw -25361.331455 + Penalty 1946.186674 = -23415.144782 nChanged 44 SP:Iteration 2F (51.344105 sec): 3 clusters Score: Raw -25501.151320 + Penalty 1945.739310 = -23555.412011 nChanged 14 SP:Iteration 3Q (51.344899 sec): 3 clusters Score: Raw -25537.925360 + Penalty 1945.677554 = -23592.247806 nChanged 5 SP:Iteration 4Q (51.345684 sec): 3 clusters Score: Raw -25564.353040 + Penalty 1945.549649 = -23618.803391 nChanged 2 SP:Iteration 5Q (51.346469 sec): 3 clusters Score: Raw -25565.051985 + Penalty 1945.549649 = -23619.502336 nChanged 0 SP:Iteration 6F (51.347395 sec): 3 clusters Score: Raw -25565.051985 + Penalty 1945.549649 = -23619.502336 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 9 (980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.352671 sec): 2 clusters Score: Raw -59115.864078 + Penalty 842.029667 = -58273.834411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.354604 sec): 3 clusters Score: Raw -58146.934820 + Penalty 1688.981018 = -56457.953802 nChanged 359 SP:Iteration 1F (51.356510 sec): 3 clusters Score: Raw -58433.327859 + Penalty 1701.763999 = -56731.563860 nChanged 114 SP:Iteration 2F (51.358452 sec): 3 clusters Score: Raw -58631.927887 + Penalty 1721.270387 = -56910.657500 nChanged 138 SP:Iteration 3F (51.360364 sec): 3 clusters Score: Raw -58971.859041 + Penalty 1741.295424 = -57230.563618 nChanged 110 SP:Iteration 4F (51.362282 sec): 3 clusters Score: Raw -59126.791961 + Penalty 1753.514563 = -57373.277399 nChanged 44 SP:Iteration 5Q (51.364073 sec): 3 clusters Score: Raw -59191.781751 + Penalty 1759.409739 = -57432.372012 nChanged 17 SP:Iteration 6Q (51.365788 sec): 3 clusters Score: Raw -59212.802418 + Penalty 1761.636380 = -57451.166037 nChanged 8 SP:Iteration 7Q (51.367465 sec): 3 clusters Score: Raw -59222.667766 + Penalty 1762.724439 = -57459.943327 nChanged 4 SP:Iteration 8Q (51.369124 sec): 3 clusters Score: Raw -59233.723635 + Penalty 1762.149413 = -57471.574222 nChanged 3 SP:Iteration 9Q (51.370744 sec): 3 clusters Score: Raw -59236.839818 + Penalty 1761.351043 = -57475.488775 nChanged 2 SP:Iteration 10F (51.372717 sec): 3 clusters Score: Raw -59238.430681 + Penalty 1760.087037 = -57478.343644 nChanged 2 SP:Iteration 11Q (51.374403 sec): 3 clusters Score: Raw -59240.202861 + Penalty 1760.369345 = -57479.833516 nChanged 1 SP:Iteration 12Q (51.376053 sec): 3 clusters Score: Raw -59240.323899 + Penalty 1761.934984 = -57478.388915 nChanged 2 SP:Iteration 13F (51.378013 sec): 3 clusters Score: Raw -59237.760283 + Penalty 1761.934984 = -57475.825299 nChanged 0 Memory request: 0.02 GB would take us to total of 0.37 GB. Trying to split cluster 10 (4589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.393839 sec): 2 clusters Score: Raw -250698.213211 + Penalty 245.655229 = -250452.557981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.402318 sec): 3 clusters Score: Raw -247370.118866 + Penalty 466.319514 = -246903.799353 nChanged 2151 SP:Iteration 1F (51.410503 sec): 3 clusters Score: Raw -249726.468578 + Penalty 465.918690 = -249260.549889 nChanged 486 SP:Iteration 2F (51.418896 sec): 3 clusters Score: Raw -250082.960111 + Penalty 458.029814 = -249624.930297 nChanged 223 SP:Iteration 3Q (51.427194 sec): 3 clusters Score: Raw -250253.469562 + Penalty 448.481330 = -249804.988231 nChanged 134 SP:Iteration 4Q (51.435191 sec): 3 clusters Score: Raw -250377.053596 + Penalty 433.020873 = -249944.032723 nChanged 99 SP:Iteration 5Q (51.442485 sec): 3 clusters Score: Raw -250483.607084 + Penalty 423.217486 = -250060.389598 nChanged 76 SP:Iteration 6Q (51.449284 sec): 3 clusters Score: Raw -250540.259866 + Penalty 422.228411 = -250118.031455 nChanged 49 SP:Iteration 7Q (51.455872 sec): 3 clusters Score: Raw -250554.749738 + Penalty 421.781080 = -250132.968658 nChanged 47 SP:Iteration 8Q (51.462391 sec): 3 clusters Score: Raw -250569.356152 + Penalty 423.250328 = -250146.105823 nChanged 42 SP:Iteration 9Q (51.468916 sec): 3 clusters Score: Raw -250584.806144 + Penalty 420.354067 = -250164.452078 nChanged 43 SP:Iteration 10F (51.477010 sec): 3 clusters Score: Raw -250600.177374 + Penalty 424.122956 = -250176.054418 nChanged 27 SP:Iteration 11Q (51.483396 sec): 3 clusters Score: Raw -250607.066069 + Penalty 424.809485 = -250182.256584 nChanged 32 SP:Iteration 12Q (51.489807 sec): 3 clusters Score: Raw -250615.276802 + Penalty 423.872158 = -250191.404645 nChanged 31 SP:Iteration 13Q (51.496146 sec): 3 clusters Score: Raw -250622.612391 + Penalty 428.041035 = -250194.571356 nChanged 34 SP:Iteration 14Q (51.502465 sec): 3 clusters Score: Raw -250641.171105 + Penalty 424.139034 = -250217.032070 nChanged 31 SP:Iteration 15Q (51.508751 sec): 3 clusters Score: Raw -250663.658454 + Penalty 364.020761 = -250299.637692 nChanged 29 SP:Iteration 16Q (51.515024 sec): 3 clusters Score: Raw -250695.166230 + Penalty 245.655229 = -250449.511000 nChanged 4 SP:Iteration 17Q (51.521288 sec): 2 clusters Score: Raw -250698.213211 + Penalty 245.655229 = -250452.557981 nChanged 0 SP:Iteration 18F (51.527743 sec): 2 clusters Score: Raw -250698.213211 + Penalty 245.655229 = -250452.557981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 11 (447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.532133 sec): 2 clusters Score: Raw -25587.274426 + Penalty 504.915319 = -25082.359107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.533146 sec): 3 clusters Score: Raw -25183.544557 + Penalty 1006.604423 = -24176.940133 nChanged 145 SP:Iteration 1F (51.534141 sec): 3 clusters Score: Raw -25332.417752 + Penalty 1005.619686 = -24326.798066 nChanged 51 SP:Iteration 2F (51.535135 sec): 3 clusters Score: Raw -25396.333203 + Penalty 1006.047554 = -24390.285649 nChanged 25 SP:Iteration 3F (51.536128 sec): 3 clusters Score: Raw -25421.476700 + Penalty 1003.770776 = -24417.705924 nChanged 17 SP:Iteration 4Q (51.537112 sec): 3 clusters Score: Raw -25434.689988 + Penalty 1003.080847 = -24431.609141 nChanged 14 SP:Iteration 5Q (51.538101 sec): 3 clusters Score: Raw -25452.133519 + Penalty 1003.723863 = -24448.409656 nChanged 8 SP:Iteration 6Q (51.539085 sec): 3 clusters Score: Raw -25458.668518 + Penalty 1006.026878 = -24452.641640 nChanged 4 SP:Iteration 7Q (51.540063 sec): 3 clusters Score: Raw -25464.913766 + Penalty 1006.380349 = -24458.533417 nChanged 1 SP:Iteration 8Q (51.541040 sec): 3 clusters Score: Raw -25465.998142 + Penalty 1006.575445 = -24459.422697 nChanged 1 SP:Iteration 9Q (51.542017 sec): 3 clusters Score: Raw -25467.333153 + Penalty 1007.147890 = -24460.185264 nChanged 1 SP:Iteration 10F (51.543010 sec): 3 clusters Score: Raw -25468.889627 + Penalty 1007.176568 = -24461.713059 nChanged 1 SP:Iteration 11Q (51.543987 sec): 3 clusters Score: Raw -25470.857036 + Penalty 1007.034673 = -24463.822364 nChanged 2 SP:Iteration 12Q (51.544963 sec): 3 clusters Score: Raw -25475.328657 + Penalty 1007.409648 = -24467.919009 nChanged 3 SP:Iteration 13Q (51.545935 sec): 3 clusters Score: Raw -25480.823662 + Penalty 1007.619916 = -24473.203746 nChanged 4 SP:Iteration 14Q (51.546900 sec): 3 clusters Score: Raw -25485.185058 + Penalty 1007.741727 = -24477.443331 nChanged 1 SP:Iteration 15Q (51.547867 sec): 3 clusters Score: Raw -25486.841562 + Penalty 1007.609352 = -24479.232210 nChanged 3 SP:Iteration 16Q (51.548843 sec): 3 clusters Score: Raw -25489.009762 + Penalty 1007.841468 = -24481.168294 nChanged 1 SP:Iteration 17Q (51.549812 sec): 3 clusters Score: Raw -25490.060013 + Penalty 1008.136942 = -24481.923070 nChanged 1 SP:Iteration 18Q (51.550781 sec): 3 clusters Score: Raw -25491.986695 + Penalty 1008.086510 = -24483.900185 nChanged 2 SP:Iteration 19Q (51.551746 sec): 3 clusters Score: Raw -25493.753805 + Penalty 1008.856835 = -24484.896970 nChanged 5 SP:Iteration 20F (51.552738 sec): 3 clusters Score: Raw -25497.842720 + Penalty 1008.732655 = -24489.110066 nChanged 1 SP:Iteration 21Q (51.553701 sec): 3 clusters Score: Raw -25498.863956 + Penalty 1008.333878 = -24490.530078 nChanged 3 SP:Iteration 22Q (51.554662 sec): 3 clusters Score: Raw -25501.237670 + Penalty 1008.681682 = -24492.555988 nChanged 3 SP:Iteration 23Q (51.555621 sec): 3 clusters Score: Raw -25504.393153 + Penalty 1008.974010 = -24495.419143 nChanged 4 SP:Iteration 24Q (51.556578 sec): 3 clusters Score: Raw -25509.022721 + Penalty 1009.077073 = -24499.945648 nChanged 4 SP:Iteration 25Q (51.557534 sec): 3 clusters Score: Raw -25511.192483 + Penalty 1009.104559 = -24502.087924 nChanged 2 SP:Iteration 26Q (51.558492 sec): 3 clusters Score: Raw -25512.621262 + Penalty 1008.878117 = -24503.743145 nChanged 1 SP:Iteration 27Q (51.559448 sec): 3 clusters Score: Raw -25513.190094 + Penalty 1008.878117 = -24504.311977 nChanged 0 SP:Iteration 28F (51.560438 sec): 3 clusters Score: Raw -25513.190094 + Penalty 1008.878117 = -24504.311977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 12 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.561820 sec): 2 clusters Score: Raw -14268.089470 + Penalty 94.226717 = -14173.862754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.562676 sec): 3 clusters Score: Raw -14083.750007 + Penalty 207.003852 = -13876.746155 nChanged 155 SP:Iteration 1F (51.563479 sec): 3 clusters Score: Raw -14323.429059 + Penalty 224.376333 = -14099.052726 nChanged 43 SP:Iteration 2F (51.564278 sec): 3 clusters Score: Raw -14367.216420 + Penalty 225.357999 = -14141.858421 nChanged 13 SP:Iteration 3Q (51.565065 sec): 3 clusters Score: Raw -14382.741114 + Penalty 221.222527 = -14161.518586 nChanged 6 SP:Iteration 4Q (51.565866 sec): 3 clusters Score: Raw -14386.071482 + Penalty 223.328617 = -14162.742866 nChanged 2 SP:Iteration 5Q (51.566681 sec): 3 clusters Score: Raw -14386.622916 + Penalty 223.328617 = -14163.294299 nChanged 0 SP:Iteration 6F (51.567507 sec): 3 clusters Score: Raw -14386.622916 + Penalty 223.328617 = -14163.294299 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 13 (897 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.570419 sec): 2 clusters Score: Raw -44002.650946 + Penalty 211.009263 = -43791.641683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.572235 sec): 3 clusters Score: Raw -43429.152041 + Penalty 421.644617 = -43007.507424 nChanged 365 SP:Iteration 1F (51.574004 sec): 3 clusters Score: Raw -43694.230633 + Penalty 414.933431 = -43279.297202 nChanged 130 SP:Iteration 2F (51.575776 sec): 3 clusters Score: Raw -43777.560635 + Penalty 406.163997 = -43371.396638 nChanged 74 SP:Iteration 3F (51.577614 sec): 3 clusters Score: Raw -43823.093364 + Penalty 397.472233 = -43425.621131 nChanged 51 SP:Iteration 4F (51.579438 sec): 3 clusters Score: Raw -43859.486019 + Penalty 389.670411 = -43469.815608 nChanged 42 SP:Iteration 5Q (51.581216 sec): 3 clusters Score: Raw -43887.873092 + Penalty 380.738478 = -43507.134614 nChanged 43 SP:Iteration 6Q (51.583004 sec): 3 clusters Score: Raw -43913.030452 + Penalty 376.118973 = -43536.911479 nChanged 44 SP:Iteration 7Q (51.584798 sec): 3 clusters Score: Raw -43937.872969 + Penalty 369.488835 = -43568.384135 nChanged 34 SP:Iteration 8Q (51.586584 sec): 3 clusters Score: Raw -43960.861296 + Penalty 355.297580 = -43605.563715 nChanged 37 SP:Iteration 9Q (51.588379 sec): 3 clusters Score: Raw -43984.906357 + Penalty 345.114319 = -43639.792039 nChanged 29 SP:Iteration 10F (51.590182 sec): 3 clusters Score: Raw -44008.127651 + Penalty 351.586491 = -43656.541161 nChanged 29 SP:Iteration 11Q (51.591943 sec): 3 clusters Score: Raw -44033.551590 + Penalty 348.123632 = -43685.427958 nChanged 17 SP:Iteration 12Q (51.593705 sec): 3 clusters Score: Raw -44044.216555 + Penalty 358.902170 = -43685.314385 nChanged 7 SP:Iteration 13F (51.595509 sec): 3 clusters Score: Raw -44046.886644 + Penalty 363.653764 = -43683.232880 nChanged 2 SP:Iteration 14F (51.597310 sec): 3 clusters Score: Raw -44047.369521 + Penalty 363.653764 = -43683.715757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 17 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.598571 sec): 2 clusters Score: Raw -12110.760388 + Penalty 511.086661 = -11599.673727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.599262 sec): 3 clusters Score: Raw -11931.407657 + Penalty 1029.780576 = -10901.627081 nChanged 83 SP:Iteration 1F (51.599943 sec): 3 clusters Score: Raw -12094.084302 + Penalty 1033.369087 = -11060.715215 nChanged 31 SP:Iteration 2F (51.600625 sec): 3 clusters Score: Raw -12177.320852 + Penalty 1033.634532 = -11143.686320 nChanged 11 SP:Iteration 3Q (51.601264 sec): 3 clusters Score: Raw -12213.529125 + Penalty 1031.738962 = -11181.790163 nChanged 9 SP:Iteration 4Q (51.601910 sec): 3 clusters Score: Raw -12230.128903 + Penalty 1033.997299 = -11196.131604 nChanged 4 SP:Iteration 5Q (51.602532 sec): 3 clusters Score: Raw -12233.716779 + Penalty 1033.997299 = -11199.719480 nChanged 0 SP:Iteration 6F (51.603215 sec): 3 clusters Score: Raw -12233.716779 + Penalty 1033.997299 = -11199.719480 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 19 (1760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.611512 sec): 2 clusters Score: Raw -82788.624776 + Penalty 137.765266 = -82650.859511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.614867 sec): 3 clusters Score: Raw -81673.826095 + Penalty 295.328852 = -81378.497243 nChanged 830 SP:Iteration 1F (51.618271 sec): 3 clusters Score: Raw -82479.120382 + Penalty 301.718407 = -82177.401975 nChanged 127 SP:Iteration 2F (51.621682 sec): 3 clusters Score: Raw -82582.204320 + Penalty 304.736997 = -82277.467322 nChanged 61 SP:Iteration 3Q (51.624889 sec): 3 clusters Score: Raw -82620.003898 + Penalty 309.256615 = -82310.747282 nChanged 43 SP:Iteration 4Q (51.627967 sec): 3 clusters Score: Raw -82640.034427 + Penalty 309.110036 = -82330.924391 nChanged 28 SP:Iteration 5Q (51.630993 sec): 3 clusters Score: Raw -82648.115185 + Penalty 305.252530 = -82342.862655 nChanged 21 SP:Iteration 6Q (51.634043 sec): 3 clusters Score: Raw -82653.336228 + Penalty 304.498602 = -82348.837626 nChanged 27 SP:Iteration 7Q (51.637053 sec): 3 clusters Score: Raw -82661.199980 + Penalty 305.860689 = -82355.339291 nChanged 21 SP:Iteration 8Q (51.640030 sec): 3 clusters Score: Raw -82668.154106 + Penalty 305.793657 = -82362.360449 nChanged 21 SP:Iteration 9Q (51.642977 sec): 3 clusters Score: Raw -82676.098404 + Penalty 312.016368 = -82364.082036 nChanged 24 SP:Iteration 10F (51.646290 sec): 3 clusters Score: Raw -82686.756511 + Penalty 313.766556 = -82372.989954 nChanged 22 SP:Iteration 11Q (51.649207 sec): 3 clusters Score: Raw -82696.009007 + Penalty 315.642925 = -82380.366082 nChanged 21 SP:Iteration 12Q (51.652098 sec): 3 clusters Score: Raw -82705.671558 + Penalty 322.148508 = -82383.523050 nChanged 18 SP:Iteration 13Q (51.654961 sec): 3 clusters Score: Raw -82715.583189 + Penalty 326.027134 = -82389.556055 nChanged 24 SP:Iteration 14Q (51.657812 sec): 3 clusters Score: Raw -82731.692342 + Penalty 326.034649 = -82405.657694 nChanged 20 SP:Iteration 15Q (51.660629 sec): 3 clusters Score: Raw -82746.205613 + Penalty 308.310879 = -82437.894733 nChanged 15 SP:Iteration 16Q (51.663401 sec): 3 clusters Score: Raw -82755.548244 + Penalty 311.041299 = -82444.506945 nChanged 11 SP:Iteration 17Q (51.666143 sec): 3 clusters Score: Raw -82759.480368 + Penalty 300.670340 = -82458.810028 nChanged 9 SP:Iteration 18Q (51.668871 sec): 3 clusters Score: Raw -82762.970375 + Penalty 302.345070 = -82460.625305 nChanged 6 SP:Iteration 19Q (51.671587 sec): 3 clusters Score: Raw -82764.709120 + Penalty 302.855538 = -82461.853582 nChanged 4 SP:Iteration 20F (51.674912 sec): 3 clusters Score: Raw -82765.823439 + Penalty 302.456628 = -82463.366810 nChanged 7 SP:Iteration 21Q (51.677613 sec): 3 clusters Score: Raw -82768.359882 + Penalty 310.337894 = -82458.021988 nChanged 7 SP:Iteration 22F (51.680937 sec): 3 clusters Score: Raw -82771.903244 + Penalty 319.633736 = -82452.269509 nChanged 7 SP:Iteration 23F (51.684254 sec): 3 clusters Score: Raw -82776.290805 + Penalty 324.584854 = -82451.705952 nChanged 6 SP:Iteration 24F (51.687575 sec): 3 clusters Score: Raw -82780.208985 + Penalty 331.489905 = -82448.719080 nChanged 5 SP:Iteration 25F (51.690747 sec): 3 clusters Score: Raw -82782.243704 + Penalty 348.750040 = -82433.493664 nChanged 2 SP:Iteration 26F (51.693904 sec): 3 clusters Score: Raw -82782.825096 + Penalty 345.266481 = -82437.558615 nChanged 2 SP:Iteration 27Q (51.696403 sec): 3 clusters Score: Raw -82783.703082 + Penalty 293.007880 = -82490.695202 nChanged 4 SP:Iteration 28Q (51.698894 sec): 3 clusters Score: Raw -82783.984345 + Penalty 293.007880 = -82490.976465 nChanged 0 SP:Iteration 29F (51.702054 sec): 3 clusters Score: Raw -82783.984345 + Penalty 293.007880 = -82490.976465 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 20 (1524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.710070 sec): 2 clusters Score: Raw -91315.939814 + Penalty 672.151013 = -90643.788801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.712986 sec): 3 clusters Score: Raw -89723.814705 + Penalty 1351.733889 = -88372.080816 nChanged 604 SP:Iteration 1F (51.715863 sec): 3 clusters Score: Raw -90540.743220 + Penalty 1364.664383 = -89176.078837 nChanged 262 SP:Iteration 2F (51.718770 sec): 3 clusters Score: Raw -91092.018573 + Penalty 1392.598046 = -89699.420527 nChanged 211 SP:Iteration 3F (51.721746 sec): 3 clusters Score: Raw -91477.870844 + Penalty 1408.859112 = -90069.011732 nChanged 144 SP:Iteration 4F (51.724737 sec): 3 clusters Score: Raw -91643.996054 + Penalty 1396.685588 = -90247.310466 nChanged 55 SP:Iteration 5Q (51.727524 sec): 3 clusters Score: Raw -91680.101970 + Penalty 1385.655042 = -90294.446928 nChanged 22 SP:Iteration 6Q (51.730108 sec): 3 clusters Score: Raw -91692.842998 + Penalty 1382.813578 = -90310.029420 nChanged 15 SP:Iteration 7Q (51.732556 sec): 3 clusters Score: Raw -91702.460284 + Penalty 1384.338442 = -90318.121842 nChanged 7 SP:Iteration 8Q (51.735075 sec): 3 clusters Score: Raw -91703.711067 + Penalty 1384.589107 = -90319.121960 nChanged 5 SP:Iteration 9Q (51.737562 sec): 3 clusters Score: Raw -91703.226460 + Penalty 1385.814090 = -90317.412371 nChanged 5 SP:Iteration 10F (51.740467 sec): 3 clusters Score: Raw -91699.998589 + Penalty 1390.013649 = -90309.984940 nChanged 3 SP:Iteration 11F (51.743368 sec): 3 clusters Score: Raw -91696.845522 + Penalty 1390.760059 = -90306.085464 nChanged 1 SP:Iteration 12F (51.746267 sec): 3 clusters Score: Raw -91693.493813 + Penalty 1391.621618 = -90301.872194 nChanged 1 SP:Iteration 13F (51.749173 sec): 3 clusters Score: Raw -91692.777538 + Penalty 1392.371441 = -90300.406097 nChanged 1 SP:Iteration 14F (51.752070 sec): 3 clusters Score: Raw -91691.194574 + Penalty 1392.371441 = -90298.823132 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 22 (759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.755640 sec): 2 clusters Score: Raw -45178.569161 + Penalty 968.686876 = -44209.882285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.757211 sec): 3 clusters Score: Raw -44168.854151 + Penalty 1963.541186 = -42205.312965 nChanged 275 SP:Iteration 1F (51.758779 sec): 3 clusters Score: Raw -45047.815040 + Penalty 2006.567884 = -43041.247156 nChanged 123 SP:Iteration 2F (51.760331 sec): 3 clusters Score: Raw -45357.003340 + Penalty 2017.130596 = -43339.872744 nChanged 22 SP:Iteration 3Q (51.761643 sec): 3 clusters Score: Raw -45406.345625 + Penalty 2017.974036 = -43388.371589 nChanged 9 SP:Iteration 4Q (51.762972 sec): 3 clusters Score: Raw -45446.038698 + Penalty 2017.996144 = -43428.042554 nChanged 4 SP:Iteration 5Q (51.764282 sec): 3 clusters Score: Raw -45459.625106 + Penalty 2022.549759 = -43437.075346 nChanged 4 SP:Iteration 6Q (51.765601 sec): 3 clusters Score: Raw -45470.973586 + Penalty 2022.881113 = -43448.092473 nChanged 2 SP:Iteration 7Q (51.766920 sec): 3 clusters Score: Raw -45471.757675 + Penalty 2022.881113 = -43448.876562 nChanged 0 SP:Iteration 8F (51.768493 sec): 3 clusters Score: Raw -45471.757675 + Penalty 2022.881113 = -43448.876562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 23 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.769829 sec): 2 clusters Score: Raw -15371.561154 + Penalty 601.889894 = -14769.671260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.770529 sec): 3 clusters Score: Raw -15185.530643 + Penalty 1209.487002 = -13976.043641 nChanged 78 SP:Iteration 1F (51.771206 sec): 3 clusters Score: Raw -15287.252953 + Penalty 1224.509183 = -14062.743771 nChanged 36 SP:Iteration 2F (51.771884 sec): 3 clusters Score: Raw -15343.175408 + Penalty 1236.381651 = -14106.793757 nChanged 22 SP:Iteration 3F (51.772555 sec): 3 clusters Score: Raw -15375.598355 + Penalty 1258.832448 = -14116.765908 nChanged 12 SP:Iteration 4Q (51.773230 sec): 3 clusters Score: Raw -15395.751026 + Penalty 1288.984057 = -14106.766969 nChanged 10 SP:Iteration 5F (51.773898 sec): 3 clusters Score: Raw -15409.213438 + Penalty 1303.188345 = -14106.025093 nChanged 5 SP:Iteration 6F (51.774566 sec): 3 clusters Score: Raw -15413.880027 + Penalty 1296.880004 = -14117.000023 nChanged 1 SP:Iteration 7Q (51.775148 sec): 3 clusters Score: Raw -15416.801679 + Penalty 1296.880004 = -14119.921675 nChanged 0 SP:Iteration 8F (51.775817 sec): 3 clusters Score: Raw -15416.801679 + Penalty 1296.880004 = -14119.921675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.777317 sec): 2 clusters Score: Raw -20848.245163 + Penalty 651.228769 = -20197.016394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.778200 sec): 3 clusters Score: Raw -20576.128641 + Penalty 1280.359225 = -19295.769416 nChanged 126 SP:Iteration 1F (51.779060 sec): 3 clusters Score: Raw -20797.642404 + Penalty 1262.108951 = -19535.533453 nChanged 52 SP:Iteration 2F (51.779914 sec): 3 clusters Score: Raw -20904.576789 + Penalty 1273.352395 = -19631.224394 nChanged 27 SP:Iteration 3F (51.780764 sec): 3 clusters Score: Raw -20947.480012 + Penalty 1277.588343 = -19669.891669 nChanged 13 SP:Iteration 4Q (51.781551 sec): 3 clusters Score: Raw -20961.728091 + Penalty 1279.662986 = -19682.065105 nChanged 8 SP:Iteration 5Q (51.782311 sec): 3 clusters Score: Raw -20976.944311 + Penalty 1284.747951 = -19692.196360 nChanged 4 SP:Iteration 6Q (51.783058 sec): 3 clusters Score: Raw -20984.185159 + Penalty 1290.538778 = -19693.646381 nChanged 3 SP:Iteration 7Q (51.783800 sec): 3 clusters Score: Raw -20995.845685 + Penalty 1290.538778 = -19705.306908 nChanged 0 SP:Iteration 8F (51.784647 sec): 3 clusters Score: Raw -20995.845685 + Penalty 1290.538778 = -19705.306908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.785563 sec): 2 clusters Score: Raw -7743.087905 + Penalty 307.196191 = -7435.891714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.786078 sec): 3 clusters Score: Raw -7630.897364 + Penalty 613.453249 = -7017.444115 nChanged 39 SP:Iteration 1F (51.786586 sec): 3 clusters Score: Raw -7696.315275 + Penalty 617.271569 = -7079.043706 nChanged 16 SP:Iteration 2F (51.787091 sec): 3 clusters Score: Raw -7727.435162 + Penalty 620.990312 = -7106.444850 nChanged 3 SP:Iteration 3Q (51.787579 sec): 3 clusters Score: Raw -7744.086040 + Penalty 621.419712 = -7122.666328 nChanged 2 SP:Iteration 4Q (51.788057 sec): 3 clusters Score: Raw -7744.884958 + Penalty 621.419712 = -7123.465246 nChanged 0 SP:Iteration 5F (51.788562 sec): 3 clusters Score: Raw -7744.884958 + Penalty 621.419712 = -7123.465246 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 31 (1257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.792850 sec): 2 clusters Score: Raw -62932.077638 + Penalty 212.081390 = -62719.996248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.795290 sec): 3 clusters Score: Raw -61797.585290 + Penalty 435.259399 = -61362.325891 nChanged 567 SP:Iteration 1F (51.797683 sec): 3 clusters Score: Raw -62426.135637 + Penalty 460.064228 = -61966.071409 nChanged 304 SP:Iteration 2F (51.800097 sec): 3 clusters Score: Raw -62840.567020 + Penalty 465.909053 = -62374.657967 nChanged 107 SP:Iteration 3F (51.802514 sec): 3 clusters Score: Raw -62939.205634 + Penalty 491.773571 = -62447.432063 nChanged 57 SP:Iteration 4Q (51.804854 sec): 3 clusters Score: Raw -62986.192700 + Penalty 509.733685 = -62476.459015 nChanged 37 SP:Iteration 5Q (51.807138 sec): 3 clusters Score: Raw -63004.572892 + Penalty 542.061147 = -62462.511745 nChanged 27 SP:Iteration 6F (51.809611 sec): 3 clusters Score: Raw -63012.458756 + Penalty 568.119893 = -62444.338863 nChanged 19 SP:Iteration 7F (51.812041 sec): 3 clusters Score: Raw -63022.275620 + Penalty 568.529669 = -62453.745951 nChanged 15 SP:Iteration 8Q (51.814157 sec): 3 clusters Score: Raw -63027.069417 + Penalty 589.259505 = -62437.809912 nChanged 9 SP:Iteration 9F (51.816586 sec): 3 clusters Score: Raw -63030.045214 + Penalty 601.626613 = -62428.418601 nChanged 4 SP:Iteration 10F (51.819069 sec): 3 clusters Score: Raw -63033.397942 + Penalty 621.137452 = -62412.260490 nChanged 5 SP:Iteration 11F (51.821558 sec): 3 clusters Score: Raw -63035.735400 + Penalty 651.023633 = -62384.711767 nChanged 7 SP:Iteration 12F (51.824058 sec): 3 clusters Score: Raw -63038.156304 + Penalty 683.718642 = -62354.437662 nChanged 6 SP:Iteration 13F (51.826556 sec): 3 clusters Score: Raw -63038.541110 + Penalty 698.674039 = -62339.867071 nChanged 2 SP:Iteration 14F (51.829065 sec): 3 clusters Score: Raw -63037.986440 + Penalty 706.724573 = -62331.261867 nChanged 1 SP:Iteration 15F (51.831551 sec): 3 clusters Score: Raw -63037.513329 + Penalty 715.114144 = -62322.399185 nChanged 1 SP:Iteration 16F (51.834028 sec): 3 clusters Score: Raw -63038.959362 + Penalty 723.864382 = -62315.094980 nChanged 1 SP:Iteration 17F (51.836461 sec): 3 clusters Score: Raw -63039.261580 + Penalty 742.543001 = -62296.718579 nChanged 2 SP:Iteration 18F (51.838899 sec): 3 clusters Score: Raw -63039.604538 + Penalty 762.265337 = -62277.339201 nChanged 2 SP:Iteration 19F (51.841330 sec): 3 clusters Score: Raw -63040.857288 + Penalty 783.057865 = -62257.799423 nChanged 2 SP:Iteration 20F (51.843760 sec): 3 clusters Score: Raw -63042.403690 + Penalty 795.065707 = -62247.337982 nChanged 1 SP:Iteration 21F (51.846190 sec): 3 clusters Score: Raw -63043.838250 + Penalty 795.065707 = -62248.772542 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 32 (716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.849394 sec): 2 clusters Score: Raw -42527.679852 + Penalty 793.707111 = -41733.972742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.850897 sec): 3 clusters Score: Raw -41781.683167 + Penalty 1583.456785 = -40198.226382 nChanged 258 SP:Iteration 1F (51.852362 sec): 3 clusters Score: Raw -42181.597187 + Penalty 1572.156619 = -40609.440567 nChanged 143 SP:Iteration 2F (51.853815 sec): 3 clusters Score: Raw -42494.930959 + Penalty 1572.013912 = -40922.917047 nChanged 70 SP:Iteration 3F (51.855287 sec): 3 clusters Score: Raw -42593.801393 + Penalty 1562.803881 = -41030.997511 nChanged 35 SP:Iteration 4Q (51.856629 sec): 3 clusters Score: Raw -42652.361476 + Penalty 1559.606734 = -41092.754742 nChanged 20 SP:Iteration 5Q (51.857916 sec): 3 clusters Score: Raw -42681.236661 + Penalty 1556.872005 = -41124.364656 nChanged 12 SP:Iteration 6Q (51.859171 sec): 3 clusters Score: Raw -42710.390206 + Penalty 1558.474256 = -41151.915951 nChanged 14 SP:Iteration 7Q (51.860414 sec): 3 clusters Score: Raw -42746.508599 + Penalty 1558.902749 = -41187.605851 nChanged 5 SP:Iteration 8Q (51.861651 sec): 3 clusters Score: Raw -42755.831607 + Penalty 1558.739888 = -41197.091719 nChanged 2 SP:Iteration 9Q (51.862918 sec): 3 clusters Score: Raw -42757.947529 + Penalty 1558.739888 = -41199.207641 nChanged 0 SP:Iteration 10F (51.864363 sec): 3 clusters Score: Raw -42757.947529 + Penalty 1558.739888 = -41199.207641 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 35 (2366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.875841 sec): 2 clusters Score: Raw -162193.961471 + Penalty 1238.043277 = -160955.918193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.880315 sec): 3 clusters Score: Raw -159964.089259 + Penalty 2476.955846 = -157487.133414 nChanged 922 SP:Iteration 1F (51.884779 sec): 3 clusters Score: Raw -160935.898588 + Penalty 2477.731738 = -158458.166850 nChanged 380 SP:Iteration 2F (51.889210 sec): 3 clusters Score: Raw -161733.910922 + Penalty 2480.118878 = -159253.792044 nChanged 306 SP:Iteration 3F (51.893592 sec): 3 clusters Score: Raw -162419.388980 + Penalty 2484.695660 = -159934.693320 nChanged 167 SP:Iteration 4F (51.897980 sec): 3 clusters Score: Raw -162627.046611 + Penalty 2488.536705 = -160138.509906 nChanged 96 SP:Iteration 5Q (51.902027 sec): 3 clusters Score: Raw -162715.404297 + Penalty 2491.260649 = -160224.143648 nChanged 57 SP:Iteration 6Q (51.906001 sec): 3 clusters Score: Raw -162754.695537 + Penalty 2492.952204 = -160261.743333 nChanged 33 SP:Iteration 7Q (51.909877 sec): 3 clusters Score: Raw -162757.041212 + Penalty 2493.795706 = -160263.245505 nChanged 17 SP:Iteration 8Q (51.913708 sec): 3 clusters Score: Raw -162751.231518 + Penalty 2494.043694 = -160257.187824 nChanged 10 SP:Iteration 9F (51.918102 sec): 3 clusters Score: Raw -162747.447623 + Penalty 2494.156467 = -160253.291156 nChanged 8 SP:Iteration 10F (51.922597 sec): 3 clusters Score: Raw -162744.988786 + Penalty 2494.198365 = -160250.790421 nChanged 3 SP:Iteration 11F (51.927031 sec): 3 clusters Score: Raw -162743.739071 + Penalty 2494.240048 = -160249.499023 nChanged 5 SP:Iteration 12F (51.931633 sec): 3 clusters Score: Raw -162743.707193 + Penalty 2494.281516 = -160249.425677 nChanged 3 SP:Iteration 13F (51.936383 sec): 3 clusters Score: Raw -162741.380605 + Penalty 2494.309041 = -160247.071564 nChanged 2 SP:Iteration 14F (51.940879 sec): 3 clusters Score: Raw -162739.958469 + Penalty 2494.336470 = -160245.621999 nChanged 2 SP:Iteration 15F (51.945272 sec): 3 clusters Score: Raw -162738.308842 + Penalty 2494.336470 = -160243.972372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.948329 sec): 2 clusters Score: Raw -3264.589607 + Penalty 264.954008 = -2999.635598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.948699 sec): 3 clusters Score: Raw -3282.622592 + Penalty 531.128252 = -2751.494340 nChanged 22 SP:Iteration 1F (51.949055 sec): 3 clusters Score: Raw -3311.890755 + Penalty 529.415617 = -2782.475138 nChanged 2 SP:Iteration 2Q (51.949399 sec): 3 clusters Score: Raw -3313.298359 + Penalty 529.415617 = -2783.882741 nChanged 0 SP:Iteration 3F (51.949752 sec): 3 clusters Score: Raw -3313.298359 + Penalty 529.415617 = -2783.882741 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 43 (956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.953023 sec): 2 clusters Score: Raw -53475.594978 + Penalty 671.042611 = -52804.552367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.954936 sec): 3 clusters Score: Raw -52757.119132 + Penalty 1340.462245 = -51416.656887 nChanged 337 SP:Iteration 1F (51.956803 sec): 3 clusters Score: Raw -52973.268456 + Penalty 1329.420085 = -51643.848371 nChanged 115 SP:Iteration 2F (51.958666 sec): 3 clusters Score: Raw -53060.405093 + Penalty 1313.262170 = -51747.142923 nChanged 87 SP:Iteration 3F (51.960518 sec): 3 clusters Score: Raw -53129.128740 + Penalty 1293.239855 = -51835.888884 nChanged 84 SP:Iteration 4F (51.962364 sec): 3 clusters Score: Raw -53197.157403 + Penalty 1282.472751 = -51914.684652 nChanged 72 SP:Iteration 5F (51.964201 sec): 3 clusters Score: Raw -53262.266594 + Penalty 1273.657876 = -51988.608718 nChanged 70 SP:Iteration 6F (51.966033 sec): 3 clusters Score: Raw -53332.205141 + Penalty 1254.172656 = -52078.032485 nChanged 60 SP:Iteration 7F (51.967856 sec): 3 clusters Score: Raw -53413.971109 + Penalty 1281.021251 = -52132.949858 nChanged 40 SP:Iteration 8Q (51.969485 sec): 3 clusters Score: Raw -53459.005524 + Penalty 1336.356606 = -52122.648918 nChanged 13 SP:Iteration 9F (51.971301 sec): 3 clusters Score: Raw -53474.806904 + Penalty 1350.523043 = -52124.283861 nChanged 3 SP:Iteration 10F (51.973116 sec): 3 clusters Score: Raw -53485.492606 + Penalty 1349.091063 = -52136.401543 nChanged 1 SP:Iteration 11Q (51.974591 sec): 3 clusters Score: Raw -53487.219274 + Penalty 1349.091063 = -52138.128211 nChanged 0 SP:Iteration 12F (51.976412 sec): 3 clusters Score: Raw -53487.219274 + Penalty 1349.091063 = -52138.128211 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 44 (628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.978614 sec): 2 clusters Score: Raw -31346.977633 + Penalty 212.733402 = -31134.244231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.979950 sec): 3 clusters Score: Raw -30979.006988 + Penalty 425.585145 = -30553.421843 nChanged 263 SP:Iteration 1F (51.981263 sec): 3 clusters Score: Raw -31177.696760 + Penalty 426.325380 = -30751.371380 nChanged 80 SP:Iteration 2F (51.982568 sec): 3 clusters Score: Raw -31233.153733 + Penalty 428.647708 = -30804.506025 nChanged 41 SP:Iteration 3F (51.983868 sec): 3 clusters Score: Raw -31255.288802 + Penalty 437.995438 = -30817.293364 nChanged 37 SP:Iteration 4F (51.985163 sec): 3 clusters Score: Raw -31283.967284 + Penalty 445.590596 = -30838.376688 nChanged 27 SP:Iteration 5Q (51.986453 sec): 3 clusters Score: Raw -31299.676039 + Penalty 451.105035 = -30848.571004 nChanged 23 SP:Iteration 6Q (51.987743 sec): 3 clusters Score: Raw -31313.716989 + Penalty 461.221054 = -30852.495935 nChanged 27 SP:Iteration 7Q (51.989053 sec): 3 clusters Score: Raw -31335.368449 + Penalty 472.680861 = -30862.687588 nChanged 25 SP:Iteration 8Q (51.990338 sec): 3 clusters Score: Raw -31351.760382 + Penalty 472.013258 = -30879.747124 nChanged 12 SP:Iteration 9Q (51.991632 sec): 3 clusters Score: Raw -31360.186213 + Penalty 475.216112 = -30884.970101 nChanged 10 SP:Iteration 10F (51.992934 sec): 3 clusters Score: Raw -31367.349294 + Penalty 481.005508 = -30886.343787 nChanged 7 SP:Iteration 11Q (51.994222 sec): 3 clusters Score: Raw -31371.317018 + Penalty 482.147334 = -30889.169684 nChanged 4 SP:Iteration 12Q (51.995516 sec): 3 clusters Score: Raw -31372.440323 + Penalty 478.298237 = -30894.142086 nChanged 2 SP:Iteration 13Q (51.996812 sec): 3 clusters Score: Raw -31373.047591 + Penalty 478.298237 = -30894.749354 nChanged 0 SP:Iteration 14F (51.998098 sec): 3 clusters Score: Raw -31373.047591 + Penalty 478.298237 = -30894.749354 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 63 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.000925 sec): 2 clusters Score: Raw -46554.219718 + Penalty 212.097296 = -46342.122423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.002737 sec): 3 clusters Score: Raw -45734.624252 + Penalty 424.908712 = -45309.715540 nChanged 404 SP:Iteration 1F (52.004495 sec): 3 clusters Score: Raw -46081.046104 + Penalty 426.740170 = -45654.305934 nChanged 137 SP:Iteration 2F (52.006235 sec): 3 clusters Score: Raw -46231.512190 + Penalty 430.264069 = -45801.248122 nChanged 78 SP:Iteration 3F (52.007974 sec): 3 clusters Score: Raw -46283.314491 + Penalty 431.774291 = -45851.540200 nChanged 42 SP:Iteration 4Q (52.009684 sec): 3 clusters Score: Raw -46308.804002 + Penalty 432.321006 = -45876.482995 nChanged 24 SP:Iteration 5Q (52.011391 sec): 3 clusters Score: Raw -46323.029206 + Penalty 433.207921 = -45889.821284 nChanged 19 SP:Iteration 6Q (52.013093 sec): 3 clusters Score: Raw -46329.410730 + Penalty 436.099629 = -45893.311101 nChanged 15 SP:Iteration 7Q (52.014794 sec): 3 clusters Score: Raw -46331.457688 + Penalty 436.752014 = -45894.705674 nChanged 12 SP:Iteration 8Q (52.016496 sec): 3 clusters Score: Raw -46335.439650 + Penalty 437.871315 = -45897.568335 nChanged 14 SP:Iteration 9Q (52.018199 sec): 3 clusters Score: Raw -46342.522687 + Penalty 439.340411 = -45903.182276 nChanged 19 SP:Iteration 10F (52.019954 sec): 3 clusters Score: Raw -46352.047395 + Penalty 442.983354 = -45909.064041 nChanged 19 SP:Iteration 11Q (52.021682 sec): 3 clusters Score: Raw -46359.679489 + Penalty 443.613571 = -45916.065918 nChanged 22 SP:Iteration 12Q (52.023418 sec): 3 clusters Score: Raw -46372.912960 + Penalty 445.590744 = -45927.322217 nChanged 29 SP:Iteration 13Q (52.025055 sec): 3 clusters Score: Raw -46399.608842 + Penalty 440.986698 = -45958.622144 nChanged 36 SP:Iteration 14Q (52.026665 sec): 3 clusters Score: Raw -46436.234133 + Penalty 444.157807 = -45992.076326 nChanged 35 SP:Iteration 15Q (52.028228 sec): 3 clusters Score: Raw -46473.929166 + Penalty 466.119796 = -46007.809370 nChanged 26 SP:Iteration 16Q (52.029763 sec): 3 clusters Score: Raw -46493.758451 + Penalty 477.927717 = -46015.830734 nChanged 10 SP:Iteration 17Q (52.031256 sec): 3 clusters Score: Raw -46501.999264 + Penalty 489.044865 = -46012.954399 nChanged 5 SP:Iteration 18F (52.033016 sec): 3 clusters Score: Raw -46523.032796 + Penalty 569.711446 = -45953.321350 nChanged 16 SP:Iteration 19F (52.034753 sec): 3 clusters Score: Raw -46543.690098 + Penalty 610.704186 = -45932.985912 nChanged 12 SP:Iteration 20F (52.036498 sec): 3 clusters Score: Raw -46562.508721 + Penalty 741.342896 = -45821.165825 nChanged 5 SP:Iteration 21F (52.038249 sec): 3 clusters Score: Raw -46569.688646 + Penalty 795.613321 = -45774.075326 nChanged 1 SP:Iteration 22F (52.039990 sec): 3 clusters Score: Raw -46570.586942 + Penalty 795.613321 = -45774.973621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 132 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.041587 sec): 2 clusters Score: Raw -9254.336424 + Penalty 327.579219 = -8926.757206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.042232 sec): 3 clusters Score: Raw -9182.348014 + Penalty 695.271776 = -8487.076238 nChanged 68 SP:Iteration 1F (52.042853 sec): 3 clusters Score: Raw -9269.578534 + Penalty 723.817724 = -8545.760810 nChanged 27 SP:Iteration 2F (52.043476 sec): 3 clusters Score: Raw -9305.990709 + Penalty 721.274910 = -8584.715799 nChanged 6 SP:Iteration 3Q (52.044085 sec): 3 clusters Score: Raw -9320.778715 + Penalty 717.255730 = -8603.522985 nChanged 7 SP:Iteration 4Q (52.044688 sec): 3 clusters Score: Raw -9332.008573 + Penalty 716.852004 = -8615.156569 nChanged 4 SP:Iteration 5Q (52.045288 sec): 3 clusters Score: Raw -9334.238195 + Penalty 716.852004 = -8617.386191 nChanged 0 SP:Iteration 6F (52.045909 sec): 3 clusters Score: Raw -9334.238195 + Penalty 716.852004 = -8617.386191 nChanged 0 Iteration 119Q (52.177521 sec): 29 clusters Score: Raw -1934474.050136 + Penalty 23482.488429 = -1910991.561707 nChanged 26 Iteration 120F (52.707485 sec): 29 clusters Score: Raw -1934499.994696 + Penalty 23480.969046 = -1911019.025649 nChanged 25 Iteration 121Q (52.826132 sec): 29 clusters Score: Raw -1934525.646728 + Penalty 23480.909963 = -1911044.736765 nChanged 20 Iteration 122Q (52.942492 sec): 29 clusters Score: Raw -1934532.734939 + Penalty 23479.800214 = -1911052.934725 nChanged 7 Iteration 123Q (53.058874 sec): 29 clusters Score: Raw -1934536.106589 + Penalty 23479.305660 = -1911056.800930 nChanged 5 Iteration 124Q (53.175425 sec): 29 clusters Score: Raw -1934536.442144 + Penalty 23478.965578 = -1911057.476566 nChanged 5 Iteration 125Q (53.292151 sec): 29 clusters Score: Raw -1934536.695162 + Penalty 23478.772148 = -1911057.923013 nChanged 2 Iteration 126Q (53.408181 sec): 29 clusters Score: Raw -1934536.814153 + Penalty 23478.872528 = -1911057.941625 nChanged 6 Iteration 127Q (53.524272 sec): 29 clusters Score: Raw -1934537.495139 + Penalty 23478.261518 = -1911059.233621 nChanged 7 Iteration 128Q (53.641189 sec): 29 clusters Score: Raw -1934538.202075 + Penalty 23477.132634 = -1911061.069441 nChanged 13 Iteration 129Q (53.757122 sec): 29 clusters Score: Raw -1934539.525941 + Penalty 23477.126847 = -1911062.399094 nChanged 11 Iteration 130F (54.287448 sec): 29 clusters Score: Raw -1934539.991273 + Penalty 23476.236377 = -1911063.754896 nChanged 8 Iteration 131Q (54.402820 sec): 29 clusters Score: Raw -1934540.373149 + Penalty 23475.802458 = -1911064.570691 nChanged 7 Iteration 132Q (54.518479 sec): 29 clusters Score: Raw -1934540.620039 + Penalty 23477.058357 = -1911063.561682 nChanged 7 Iteration 133F (55.047879 sec): 29 clusters Score: Raw -1934540.859446 + Penalty 23476.391149 = -1911064.468297 nChanged 7 Iteration 134Q (55.163344 sec): 29 clusters Score: Raw -1934541.147956 + Penalty 23475.412307 = -1911065.735649 nChanged 8 Iteration 135Q (55.279772 sec): 29 clusters Score: Raw -1934541.503855 + Penalty 23474.127712 = -1911067.376143 nChanged 6 Iteration 136Q (55.395050 sec): 29 clusters Score: Raw -1934541.954067 + Penalty 23473.912535 = -1911068.041532 nChanged 9 Iteration 137Q (55.510785 sec): 29 clusters Score: Raw -1934542.559383 + Penalty 23473.077433 = -1911069.481949 nChanged 10 Iteration 138Q (55.626488 sec): 29 clusters Score: Raw -1934543.205933 + Penalty 23472.630352 = -1911070.575581 nChanged 10 Iteration 139Q (55.741854 sec): 29 clusters Score: Raw -1934543.900716 + Penalty 23472.199180 = -1911071.701535 nChanged 5 Iteration 140F (56.272800 sec): 29 clusters Score: Raw -1934544.055997 + Penalty 23471.988326 = -1911072.067670 nChanged 6 Iteration 141Q (56.388107 sec): 29 clusters Score: Raw -1934544.332828 + Penalty 23471.240159 = -1911073.092669 nChanged 6 Iteration 142Q (56.503624 sec): 29 clusters Score: Raw -1934544.828490 + Penalty 23470.819766 = -1911074.008723 nChanged 9 Iteration 143Q (56.618978 sec): 29 clusters Score: Raw -1934545.551781 + Penalty 23470.161769 = -1911075.390012 nChanged 7 Iteration 144Q (56.734884 sec): 29 clusters Score: Raw -1934545.790244 + Penalty 23470.345147 = -1911075.445097 nChanged 5 Iteration 145Q (56.850462 sec): 29 clusters Score: Raw -1934545.999074 + Penalty 23470.012274 = -1911075.986801 nChanged 3 Iteration 146Q (56.966226 sec): 29 clusters Score: Raw -1934546.054816 + Penalty 23469.428712 = -1911076.626104 nChanged 3 Iteration 147Q (57.082431 sec): 29 clusters Score: Raw -1934546.146903 + Penalty 23468.752522 = -1911077.394381 nChanged 2 Iteration 148Q (57.198145 sec): 29 clusters Score: Raw -1934546.222082 + Penalty 23468.700463 = -1911077.521619 nChanged 2 Iteration 149Q (57.314715 sec): 29 clusters Score: Raw -1934546.267619 + Penalty 23468.284920 = -1911077.982699 nChanged 3 Iteration 150F (57.843089 sec): 29 clusters Score: Raw -1934546.343650 + Penalty 23467.793225 = -1911078.550425 nChanged 5 Iteration 151Q (57.959568 sec): 29 clusters Score: Raw -1934546.416554 + Penalty 23467.648851 = -1911078.767703 nChanged 1 Iteration 152Q (58.075895 sec): 29 clusters Score: Raw -1934546.417967 + Penalty 23467.537560 = -1911078.880407 nChanged 1 Iteration 153Q (58.191791 sec): 29 clusters Score: Raw -1934546.444693 + Penalty 23467.364238 = -1911079.080455 nChanged 2 Iteration 154Q (58.308504 sec): 29 clusters Score: Raw -1934546.512304 + Penalty 23467.228944 = -1911079.283360 nChanged 1 Iteration 155Q (58.424254 sec): 29 clusters Score: Raw -1934546.559633 + Penalty 23467.155830 = -1911079.403802 nChanged 1 Iteration 156Q (58.540233 sec): 29 clusters Score: Raw -1934546.566715 + Penalty 23467.116350 = -1911079.450366 nChanged 1 Iteration 157Q (58.656220 sec): 29 clusters Score: Raw -1934546.567024 + Penalty 23467.116350 = -1911079.450674 nChanged 0 Iteration 158F (59.184814 sec): 29 clusters Score: Raw -1934546.567024 + Penalty 23467.116350 = -1911079.450674 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -1934546.567024 + Penalty 23467.116350 = -1911079.450674Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 1 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.301193 sec): 2 clusters Score: Raw -8571.423616 + Penalty 444.981057 = -8126.442559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.301691 sec): 3 clusters Score: Raw -8379.899782 + Penalty 886.932151 = -7492.967631 nChanged 40 SP:Iteration 1F (59.302178 sec): 3 clusters Score: Raw -8454.097310 + Penalty 914.327620 = -7539.769690 nChanged 27 SP:Iteration 2F (59.302669 sec): 3 clusters Score: Raw -8537.065225 + Penalty 1008.372127 = -7528.693099 nChanged 16 SP:Iteration 3F (59.303187 sec): 3 clusters Score: Raw -8593.526249 + Penalty 1084.474601 = -7509.051648 nChanged 7 SP:Iteration 4F (59.303699 sec): 3 clusters Score: Raw -8623.563896 + Penalty 1128.058128 = -7495.505768 nChanged 2 SP:Iteration 5F (59.304197 sec): 3 clusters Score: Raw -8636.047729 + Penalty 1128.058128 = -7507.989601 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 2 (1518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.311920 sec): 2 clusters Score: Raw -95581.172272 + Penalty 873.177864 = -94707.994409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.314887 sec): 3 clusters Score: Raw -94066.672796 + Penalty 1746.476152 = -92320.196644 nChanged 600 SP:Iteration 1F (59.317731 sec): 3 clusters Score: Raw -94626.882175 + Penalty 1748.077515 = -92878.804660 nChanged 225 SP:Iteration 2F (59.320546 sec): 3 clusters Score: Raw -95004.512256 + Penalty 1752.857914 = -93251.654342 nChanged 180 SP:Iteration 3F (59.323315 sec): 3 clusters Score: Raw -95322.371905 + Penalty 1759.632038 = -93562.739868 nChanged 139 SP:Iteration 4F (59.326079 sec): 3 clusters Score: Raw -95517.989358 + Penalty 1767.652274 = -93750.337084 nChanged 87 SP:Iteration 5F (59.328843 sec): 3 clusters Score: Raw -95629.128061 + Penalty 1780.530114 = -93848.597947 nChanged 69 SP:Iteration 6Q (59.331383 sec): 3 clusters Score: Raw -95762.633519 + Penalty 1791.410508 = -93971.223011 nChanged 54 SP:Iteration 7Q (59.333860 sec): 3 clusters Score: Raw -95868.074706 + Penalty 1802.514647 = -94065.560059 nChanged 68 SP:Iteration 8Q (59.336299 sec): 3 clusters Score: Raw -95965.773777 + Penalty 1807.188433 = -94158.585344 nChanged 28 SP:Iteration 9Q (59.338702 sec): 3 clusters Score: Raw -95986.386341 + Penalty 1817.089432 = -94169.296909 nChanged 25 SP:Iteration 10F (59.341469 sec): 3 clusters Score: Raw -96006.484849 + Penalty 1824.434415 = -94182.050434 nChanged 19 SP:Iteration 11Q (59.343843 sec): 3 clusters Score: Raw -96021.926283 + Penalty 1829.536085 = -94192.390198 nChanged 19 SP:Iteration 12Q (59.346201 sec): 3 clusters Score: Raw -96041.675555 + Penalty 1831.480851 = -94210.194703 nChanged 13 SP:Iteration 13Q (59.348541 sec): 3 clusters Score: Raw -96056.069435 + Penalty 1832.775332 = -94223.294103 nChanged 12 SP:Iteration 14Q (59.350916 sec): 3 clusters Score: Raw -96073.061939 + Penalty 1833.692899 = -94239.369040 nChanged 7 SP:Iteration 15Q (59.353308 sec): 3 clusters Score: Raw -96084.811536 + Penalty 1836.275921 = -94248.535615 nChanged 5 SP:Iteration 16Q (59.355691 sec): 3 clusters Score: Raw -96088.737867 + Penalty 1838.184664 = -94250.553203 nChanged 5 SP:Iteration 17Q (59.358022 sec): 3 clusters Score: Raw -96093.810641 + Penalty 1839.182410 = -94254.628231 nChanged 4 SP:Iteration 18Q (59.360349 sec): 3 clusters Score: Raw -96101.458275 + Penalty 1839.580381 = -94261.877894 nChanged 2 SP:Iteration 19Q (59.362680 sec): 3 clusters Score: Raw -96104.125531 + Penalty 1839.408194 = -94264.717337 nChanged 1 SP:Iteration 20F (59.365441 sec): 3 clusters Score: Raw -96105.415809 + Penalty 1839.408194 = -94266.007615 nChanged 0 Memory request: 0.02 GB would take us to total of 0.37 GB. Trying to split cluster 3 (4874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.387674 sec): 2 clusters Score: Raw -231274.782489 + Penalty 332.077432 = -230942.705057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.396534 sec): 3 clusters Score: Raw -228092.607720 + Penalty 703.227012 = -227389.380707 nChanged 2317 SP:Iteration 1F (59.405250 sec): 3 clusters Score: Raw -230209.973468 + Penalty 738.814249 = -229471.159219 nChanged 665 SP:Iteration 2F (59.414196 sec): 3 clusters Score: Raw -230763.330485 + Penalty 759.002183 = -230004.328303 nChanged 320 SP:Iteration 3F (59.422832 sec): 3 clusters Score: Raw -231048.138597 + Penalty 770.171256 = -230277.967341 nChanged 173 SP:Iteration 4Q (59.431308 sec): 3 clusters Score: Raw -231179.579618 + Penalty 777.182502 = -230402.397117 nChanged 110 SP:Iteration 5Q (59.439427 sec): 3 clusters Score: Raw -231257.151924 + Penalty 782.278586 = -230474.873338 nChanged 94 SP:Iteration 6Q (59.447401 sec): 3 clusters Score: Raw -231327.298002 + Penalty 784.561841 = -230542.736161 nChanged 66 SP:Iteration 7Q (59.455481 sec): 3 clusters Score: Raw -231358.176225 + Penalty 785.840999 = -230572.335226 nChanged 61 SP:Iteration 8Q (59.463238 sec): 3 clusters Score: Raw -231393.717976 + Penalty 785.225291 = -230608.492685 nChanged 61 SP:Iteration 9Q (59.470976 sec): 3 clusters Score: Raw -231425.786781 + Penalty 780.817044 = -230644.969737 nChanged 46 SP:Iteration 10F (59.479635 sec): 3 clusters Score: Raw -231445.894896 + Penalty 774.085214 = -230671.809681 nChanged 32 SP:Iteration 11Q (59.487108 sec): 3 clusters Score: Raw -231455.197157 + Penalty 775.468175 = -230679.728982 nChanged 19 SP:Iteration 12Q (59.494634 sec): 3 clusters Score: Raw -231459.435091 + Penalty 776.451252 = -230682.983839 nChanged 16 SP:Iteration 13Q (59.502010 sec): 3 clusters Score: Raw -231462.410522 + Penalty 774.513616 = -230687.896906 nChanged 16 SP:Iteration 14Q (59.509560 sec): 3 clusters Score: Raw -231465.523970 + Penalty 773.179768 = -230692.344202 nChanged 10 SP:Iteration 15Q (59.517211 sec): 3 clusters Score: Raw -231467.740984 + Penalty 772.893360 = -230694.847625 nChanged 11 SP:Iteration 16Q (59.524628 sec): 3 clusters Score: Raw -231470.939331 + Penalty 768.087037 = -230702.852294 nChanged 10 SP:Iteration 17Q (59.531921 sec): 3 clusters Score: Raw -231473.586862 + Penalty 766.262977 = -230707.323884 nChanged 6 SP:Iteration 18Q (59.539175 sec): 3 clusters Score: Raw -231474.356868 + Penalty 764.690686 = -230709.666183 nChanged 5 SP:Iteration 19Q (59.546746 sec): 3 clusters Score: Raw -231475.129467 + Penalty 764.151446 = -230710.978021 nChanged 5 SP:Iteration 20F (59.555399 sec): 3 clusters Score: Raw -231475.483779 + Penalty 762.518681 = -230712.965098 nChanged 3 SP:Iteration 21Q (59.562804 sec): 3 clusters Score: Raw -231476.494613 + Penalty 761.782706 = -230714.711907 nChanged 1 SP:Iteration 22Q (59.570051 sec): 3 clusters Score: Raw -231476.561978 + Penalty 760.512397 = -230716.049581 nChanged 2 SP:Iteration 23Q (59.577293 sec): 3 clusters Score: Raw -231477.075824 + Penalty 760.947993 = -230716.127831 nChanged 1 SP:Iteration 24Q (59.584675 sec): 3 clusters Score: Raw -231477.571790 + Penalty 761.701573 = -230715.870217 nChanged 5 SP:Iteration 25F (59.593293 sec): 3 clusters Score: Raw -231478.633981 + Penalty 761.472578 = -230717.161403 nChanged 5 SP:Iteration 26Q (59.600503 sec): 3 clusters Score: Raw -231479.556412 + Penalty 761.114080 = -230718.442332 nChanged 3 SP:Iteration 27Q (59.607816 sec): 3 clusters Score: Raw -231479.783235 + Penalty 761.230672 = -230718.552563 nChanged 3 SP:Iteration 28Q (59.615203 sec): 3 clusters Score: Raw -231480.029370 + Penalty 760.573909 = -230719.455461 nChanged 2 SP:Iteration 29Q (59.622396 sec): 3 clusters Score: Raw -231480.132458 + Penalty 760.573909 = -230719.558549 nChanged 0 SP:Iteration 30F (59.631001 sec): 3 clusters Score: Raw -231480.132458 + Penalty 760.573909 = -230719.558549 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 4 (5378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.657165 sec): 2 clusters Score: Raw -288954.899331 + Penalty 308.785132 = -288646.114199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.667193 sec): 3 clusters Score: Raw -285400.254340 + Penalty 695.011288 = -284705.243052 nChanged 2451 SP:Iteration 1F (59.676711 sec): 3 clusters Score: Raw -287701.864465 + Penalty 739.856893 = -286962.007573 nChanged 616 SP:Iteration 2F (59.686257 sec): 3 clusters Score: Raw -288214.580952 + Penalty 745.742614 = -287468.838337 nChanged 392 SP:Iteration 3F (59.695728 sec): 3 clusters Score: Raw -288535.511823 + Penalty 716.804086 = -287818.707737 nChanged 273 SP:Iteration 4F (59.705236 sec): 3 clusters Score: Raw -288704.626082 + Penalty 687.042313 = -288017.583770 nChanged 157 SP:Iteration 5Q (59.714919 sec): 3 clusters Score: Raw -288782.533172 + Penalty 656.719148 = -288125.814024 nChanged 115 SP:Iteration 6Q (59.724108 sec): 3 clusters Score: Raw -288846.787124 + Penalty 640.395907 = -288206.391217 nChanged 85 SP:Iteration 7Q (59.732938 sec): 3 clusters Score: Raw -288901.729668 + Penalty 605.662628 = -288296.067039 nChanged 69 SP:Iteration 8Q (59.741097 sec): 3 clusters Score: Raw -288943.047469 + Penalty 597.595720 = -288345.451750 nChanged 45 SP:Iteration 9Q (59.749020 sec): 3 clusters Score: Raw -288943.363949 + Penalty 587.289145 = -288356.074804 nChanged 32 SP:Iteration 10F (59.758575 sec): 3 clusters Score: Raw -288942.956218 + Penalty 567.263251 = -288375.692967 nChanged 38 SP:Iteration 11Q (59.766239 sec): 3 clusters Score: Raw -288945.777209 + Penalty 531.507042 = -288414.270167 nChanged 29 SP:Iteration 12Q (59.773876 sec): 3 clusters Score: Raw -288943.944520 + Penalty 506.836001 = -288437.108519 nChanged 25 SP:Iteration 13Q (59.781431 sec): 3 clusters Score: Raw -288944.954463 + Penalty 486.641877 = -288458.312586 nChanged 23 SP:Iteration 14Q (59.789035 sec): 3 clusters Score: Raw -288945.215400 + Penalty 476.937007 = -288468.278393 nChanged 15 SP:Iteration 15Q (59.796502 sec): 3 clusters Score: Raw -288945.232227 + Penalty 455.837235 = -288489.394992 nChanged 15 SP:Iteration 16Q (59.803919 sec): 3 clusters Score: Raw -288946.961988 + Penalty 455.284598 = -288491.677390 nChanged 9 SP:Iteration 17Q (59.811325 sec): 3 clusters Score: Raw -288950.067821 + Penalty 480.829999 = -288469.237822 nChanged 7 SP:Iteration 18F (59.820822 sec): 3 clusters Score: Raw -288954.782069 + Penalty 506.575264 = -288448.206805 nChanged 2 SP:Iteration 19F (59.830244 sec): 3 clusters Score: Raw -288955.366496 + Penalty 506.575264 = -288448.791232 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 5 (647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.837186 sec): 2 clusters Score: Raw -32260.635142 + Penalty 162.170975 = -32098.464167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.838498 sec): 3 clusters Score: Raw -31862.320092 + Penalty 323.753811 = -31538.566281 nChanged 272 SP:Iteration 1F (59.839792 sec): 3 clusters Score: Raw -32010.719771 + Penalty 325.820766 = -31684.899005 nChanged 70 SP:Iteration 2F (59.841121 sec): 3 clusters Score: Raw -32057.655782 + Penalty 331.704933 = -31725.950849 nChanged 73 SP:Iteration 3F (59.842429 sec): 3 clusters Score: Raw -32100.721929 + Penalty 337.531524 = -31763.190405 nChanged 51 SP:Iteration 4F (59.843734 sec): 3 clusters Score: Raw -32129.459088 + Penalty 343.444846 = -31786.014241 nChanged 39 SP:Iteration 5F (59.845059 sec): 3 clusters Score: Raw -32149.591010 + Penalty 345.146438 = -31804.444573 nChanged 32 SP:Iteration 6Q (59.846360 sec): 3 clusters Score: Raw -32167.201244 + Penalty 346.575332 = -31820.625912 nChanged 29 SP:Iteration 7Q (59.847665 sec): 3 clusters Score: Raw -32182.772376 + Penalty 356.813258 = -31825.959118 nChanged 32 SP:Iteration 8Q (59.848981 sec): 3 clusters Score: Raw -32205.693172 + Penalty 344.187219 = -31861.505953 nChanged 26 SP:Iteration 9Q (59.850285 sec): 3 clusters Score: Raw -32224.770047 + Penalty 340.876257 = -31883.893790 nChanged 20 SP:Iteration 10F (59.851606 sec): 3 clusters Score: Raw -32238.596169 + Penalty 349.550924 = -31889.045245 nChanged 17 SP:Iteration 11Q (59.852929 sec): 3 clusters Score: Raw -32249.213572 + Penalty 365.377914 = -31883.835659 nChanged 9 SP:Iteration 12F (59.854236 sec): 3 clusters Score: Raw -32253.529137 + Penalty 348.369355 = -31905.159782 nChanged 7 SP:Iteration 13Q (59.855550 sec): 3 clusters Score: Raw -32256.125716 + Penalty 356.236051 = -31899.889665 nChanged 2 SP:Iteration 14F (59.856870 sec): 3 clusters Score: Raw -32256.395352 + Penalty 359.395602 = -31896.999751 nChanged 1 SP:Iteration 15F (59.858176 sec): 3 clusters Score: Raw -32256.419115 + Penalty 364.532605 = -31891.886510 nChanged 1 SP:Iteration 16F (59.859524 sec): 3 clusters Score: Raw -32256.543153 + Penalty 364.532605 = -31892.010548 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 6 (5035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.874667 sec): 2 clusters Score: Raw -275220.821532 + Penalty 283.714611 = -274937.106922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.883893 sec): 3 clusters Score: Raw -271594.114723 + Penalty 561.408356 = -271032.706367 nChanged 2351 SP:Iteration 1F (59.892801 sec): 3 clusters Score: Raw -273233.739245 + Penalty 559.587468 = -272674.151777 nChanged 710 SP:Iteration 2F (59.901692 sec): 3 clusters Score: Raw -273761.342243 + Penalty 561.097716 = -273200.244526 nChanged 577 SP:Iteration 3F (59.910552 sec): 3 clusters Score: Raw -274271.816222 + Penalty 559.750447 = -273712.065775 nChanged 532 SP:Iteration 4F (59.919871 sec): 3 clusters Score: Raw -274788.571229 + Penalty 551.382553 = -274237.188675 nChanged 310 SP:Iteration 5F (59.928826 sec): 3 clusters Score: Raw -275073.129008 + Penalty 618.257067 = -274454.871941 nChanged 126 SP:Iteration 6Q (59.936415 sec): 3 clusters Score: Raw -275207.529955 + Penalty 1110.180081 = -274097.349875 nChanged 26 SP:Iteration 7F (59.945290 sec): 3 clusters Score: Raw -275230.935207 + Penalty 1141.410666 = -274089.524541 nChanged 1 SP:Iteration 8F (59.954121 sec): 3 clusters Score: Raw -275228.938520 + Penalty 1141.410666 = -274087.527854 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.958830 sec): 2 clusters Score: Raw -31617.384944 + Penalty 407.399479 = -31209.985465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.960117 sec): 3 clusters Score: Raw -31296.836075 + Penalty 804.411841 = -30492.424233 nChanged 230 SP:Iteration 1F (59.961386 sec): 3 clusters Score: Raw -31469.332367 + Penalty 792.038750 = -30677.293617 nChanged 73 SP:Iteration 2F (59.962675 sec): 3 clusters Score: Raw -31555.322981 + Penalty 789.725608 = -30765.597373 nChanged 51 SP:Iteration 3F (59.963938 sec): 3 clusters Score: Raw -31611.058120 + Penalty 787.062250 = -30823.995869 nChanged 36 SP:Iteration 4F (59.965198 sec): 3 clusters Score: Raw -31636.426460 + Penalty 786.801554 = -30849.624906 nChanged 22 SP:Iteration 5Q (59.966443 sec): 3 clusters Score: Raw -31651.931763 + Penalty 789.818916 = -30862.112847 nChanged 10 SP:Iteration 6Q (59.967681 sec): 3 clusters Score: Raw -31656.884258 + Penalty 792.964025 = -30863.920233 nChanged 8 SP:Iteration 7Q (59.968918 sec): 3 clusters Score: Raw -31664.065141 + Penalty 795.708857 = -30868.356284 nChanged 6 SP:Iteration 8Q (59.970151 sec): 3 clusters Score: Raw -31671.048103 + Penalty 797.950497 = -30873.097606 nChanged 9 SP:Iteration 9Q (59.971388 sec): 3 clusters Score: Raw -31675.071632 + Penalty 799.732742 = -30875.338890 nChanged 5 SP:Iteration 10F (59.972651 sec): 3 clusters Score: Raw -31677.714065 + Penalty 801.576667 = -30876.137398 nChanged 5 SP:Iteration 11Q (59.973883 sec): 3 clusters Score: Raw -31679.787931 + Penalty 802.435071 = -30877.352860 nChanged 2 SP:Iteration 12Q (59.975111 sec): 3 clusters Score: Raw -31680.260770 + Penalty 803.750077 = -30876.510693 nChanged 3 SP:Iteration 13F (59.976351 sec): 3 clusters Score: Raw -31681.736736 + Penalty 805.670275 = -30876.066461 nChanged 4 SP:Iteration 14F (59.977591 sec): 3 clusters Score: Raw -31684.189557 + Penalty 806.031429 = -30878.158128 nChanged 1 SP:Iteration 15Q (59.978834 sec): 3 clusters Score: Raw -31684.343310 + Penalty 806.376018 = -30877.967292 nChanged 1 SP:Iteration 16F (59.980093 sec): 3 clusters Score: Raw -31684.433186 + Penalty 806.817195 = -30877.615991 nChanged 1 SP:Iteration 17F (59.981354 sec): 3 clusters Score: Raw -31684.561817 + Penalty 807.601204 = -30876.960613 nChanged 2 SP:Iteration 18F (59.982648 sec): 3 clusters Score: Raw -31684.739005 + Penalty 808.049996 = -30876.689009 nChanged 1 SP:Iteration 19F (59.983907 sec): 3 clusters Score: Raw -31684.811570 + Penalty 808.991649 = -30875.819921 nChanged 2 SP:Iteration 20F (59.985173 sec): 3 clusters Score: Raw -31685.083119 + Penalty 809.455075 = -30875.628044 nChanged 1 SP:Iteration 21F (59.986433 sec): 3 clusters Score: Raw -31685.256148 + Penalty 809.455075 = -30875.801073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.987984 sec): 2 clusters Score: Raw -25348.896157 + Penalty 974.364240 = -24374.531918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.988902 sec): 3 clusters Score: Raw -24818.228255 + Penalty 1947.854079 = -22870.374176 nChanged 121 SP:Iteration 1F (59.989803 sec): 3 clusters Score: Raw -25219.554409 + Penalty 1946.696022 = -23272.858388 nChanged 43 SP:Iteration 2F (59.990703 sec): 3 clusters Score: Raw -25345.936945 + Penalty 1945.921010 = -23400.015935 nChanged 22 SP:Iteration 3F (59.991605 sec): 3 clusters Score: Raw -25390.579641 + Penalty 1946.296102 = -23444.283539 nChanged 13 SP:Iteration 4Q (59.992362 sec): 3 clusters Score: Raw -25415.292681 + Penalty 1945.503909 = -23469.788772 nChanged 9 SP:Iteration 5Q (59.993111 sec): 3 clusters Score: Raw -25431.107867 + Penalty 1945.395760 = -23485.712107 nChanged 3 SP:Iteration 6Q (59.993853 sec): 3 clusters Score: Raw -25440.950848 + Penalty 1945.395760 = -23495.555088 nChanged 0 SP:Iteration 7F (59.994752 sec): 3 clusters Score: Raw -25440.950848 + Penalty 1945.395760 = -23495.555088 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 9 (980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.000045 sec): 2 clusters Score: Raw -59115.864078 + Penalty 842.029667 = -58273.834411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.001960 sec): 3 clusters Score: Raw -58181.142998 + Penalty 1696.635280 = -56484.507719 nChanged 324 SP:Iteration 1F (60.003861 sec): 3 clusters Score: Raw -58617.754493 + Penalty 1701.608401 = -56916.146092 nChanged 173 SP:Iteration 2F (60.005754 sec): 3 clusters Score: Raw -58928.321786 + Penalty 1732.111174 = -57196.210612 nChanged 95 SP:Iteration 3F (60.007606 sec): 3 clusters Score: Raw -59084.531076 + Penalty 1793.365516 = -57291.165560 nChanged 52 SP:Iteration 4F (60.009458 sec): 3 clusters Score: Raw -59149.634079 + Penalty 1817.370376 = -57332.263703 nChanged 14 SP:Iteration 5Q (60.010961 sec): 3 clusters Score: Raw -59161.182859 + Penalty 1846.629624 = -57314.553234 nChanged 12 SP:Iteration 6F (60.012816 sec): 3 clusters Score: Raw -59163.356101 + Penalty 1847.374222 = -57315.981879 nChanged 6 SP:Iteration 7Q (60.014294 sec): 3 clusters Score: Raw -59169.548934 + Penalty 1853.218728 = -57316.330206 nChanged 4 SP:Iteration 8Q (60.015843 sec): 3 clusters Score: Raw -59174.149630 + Penalty 1851.916808 = -57322.232822 nChanged 2 SP:Iteration 9Q (60.017489 sec): 3 clusters Score: Raw -59174.021824 + Penalty 1851.916808 = -57322.105016 nChanged 0 SP:Iteration 10F (60.019577 sec): 3 clusters Score: Raw -59174.021824 + Penalty 1851.916808 = -57322.105016 nChanged 0 Memory request: 0.02 GB would take us to total of 0.37 GB. Trying to split cluster 10 (4589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.035803 sec): 2 clusters Score: Raw -250698.213211 + Penalty 245.655229 = -250452.557981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.044092 sec): 3 clusters Score: Raw -247281.738417 + Penalty 512.833668 = -246768.904750 nChanged 2132 SP:Iteration 1F (60.052333 sec): 3 clusters Score: Raw -249177.235910 + Penalty 547.604408 = -248629.631502 nChanged 703 SP:Iteration 2F (60.060718 sec): 3 clusters Score: Raw -249887.929956 + Penalty 605.127548 = -249282.802408 nChanged 466 SP:Iteration 3F (60.068950 sec): 3 clusters Score: Raw -250399.139856 + Penalty 671.176495 = -249727.963361 nChanged 209 SP:Iteration 4Q (60.076947 sec): 3 clusters Score: Raw -250631.182690 + Penalty 899.929554 = -249731.253136 nChanged 60 SP:Iteration 5Q (60.083974 sec): 3 clusters Score: Raw -250705.206562 + Penalty 912.853949 = -249792.352613 nChanged 6 SP:Iteration 6Q (60.090398 sec): 3 clusters Score: Raw -250706.166688 + Penalty 736.262528 = -249969.904160 nChanged 1 SP:Iteration 7Q (60.096706 sec): 3 clusters Score: Raw -250705.462523 + Penalty 736.262528 = -249969.199995 nChanged 0 SP:Iteration 8F (60.104375 sec): 3 clusters Score: Raw -250705.462523 + Penalty 736.262528 = -249969.199995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 11 (444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.108677 sec): 2 clusters Score: Raw -25437.303401 + Penalty 502.792856 = -24934.510545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.109713 sec): 3 clusters Score: Raw -25021.524123 + Penalty 989.936071 = -24031.588051 nChanged 150 SP:Iteration 1F (60.110681 sec): 3 clusters Score: Raw -25147.037943 + Penalty 967.624732 = -24179.413211 nChanged 68 SP:Iteration 2F (60.111654 sec): 3 clusters Score: Raw -25248.366829 + Penalty 949.523727 = -24298.843102 nChanged 55 SP:Iteration 3F (60.112619 sec): 3 clusters Score: Raw -25332.992283 + Penalty 935.184868 = -24397.807416 nChanged 30 SP:Iteration 4F (60.113583 sec): 3 clusters Score: Raw -25386.930159 + Penalty 1039.468316 = -24347.461843 nChanged 24 SP:Iteration 5F (60.114546 sec): 3 clusters Score: Raw -25444.814146 + Penalty 1110.634104 = -24334.180041 nChanged 9 SP:Iteration 6F (60.115529 sec): 3 clusters Score: Raw -25467.276860 + Penalty 1110.634104 = -24356.642755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 12 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.117023 sec): 2 clusters Score: Raw -16016.660711 + Penalty 88.885556 = -15927.775155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.117893 sec): 3 clusters Score: Raw -15863.816299 + Penalty 207.947905 = -15655.868393 nChanged 170 SP:Iteration 1F (60.118771 sec): 3 clusters Score: Raw -16116.587591 + Penalty 210.904145 = -15905.683446 nChanged 21 SP:Iteration 2F (60.119655 sec): 3 clusters Score: Raw -16140.712095 + Penalty 213.380738 = -15927.331358 nChanged 6 SP:Iteration 3Q (60.120524 sec): 3 clusters Score: Raw -16146.756120 + Penalty 213.380738 = -15933.375382 nChanged 0 SP:Iteration 4F (60.121384 sec): 3 clusters Score: Raw -16146.756120 + Penalty 213.380738 = -15933.375382 nChanged 0 Score: Raw -1956633.103096 + Penalty 23687.653229 = -1932945.449867 Splitting cluster 12 changes total score from -1911079.450674 to -1932945.449867 So it's getting split into cluster 14. Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 13 (899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.666651 sec): 2 clusters Score: Raw -44103.702683 + Penalty 211.556368 = -43892.146315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.668447 sec): 3 clusters Score: Raw -43560.063737 + Penalty 419.736597 = -43140.327139 nChanged 372 SP:Iteration 1F (60.670177 sec): 3 clusters Score: Raw -43841.196366 + Penalty 422.442446 = -43418.753920 nChanged 85 SP:Iteration 2F (60.671903 sec): 3 clusters Score: Raw -43889.008959 + Penalty 423.950905 = -43465.058054 nChanged 42 SP:Iteration 3Q (60.673613 sec): 3 clusters Score: Raw -43916.699100 + Penalty 424.836702 = -43491.862397 nChanged 26 SP:Iteration 4Q (60.675321 sec): 3 clusters Score: Raw -43929.618809 + Penalty 424.664934 = -43504.953875 nChanged 20 SP:Iteration 5Q (60.677027 sec): 3 clusters Score: Raw -43937.853071 + Penalty 424.866248 = -43512.986823 nChanged 17 SP:Iteration 6Q (60.678780 sec): 3 clusters Score: Raw -43942.647206 + Penalty 425.252716 = -43517.394490 nChanged 13 SP:Iteration 7Q (60.680513 sec): 3 clusters Score: Raw -43946.258255 + Penalty 425.608935 = -43520.649321 nChanged 9 SP:Iteration 8Q (60.682267 sec): 3 clusters Score: Raw -43949.193485 + Penalty 425.385533 = -43523.807952 nChanged 9 SP:Iteration 9Q (60.683971 sec): 3 clusters Score: Raw -43951.475209 + Penalty 425.217972 = -43526.257237 nChanged 10 SP:Iteration 10F (60.685696 sec): 3 clusters Score: Raw -43954.542315 + Penalty 425.101218 = -43529.441097 nChanged 13 SP:Iteration 11Q (60.687412 sec): 3 clusters Score: Raw -43957.639435 + Penalty 424.344200 = -43533.295235 nChanged 14 SP:Iteration 12Q (60.689152 sec): 3 clusters Score: Raw -43960.167418 + Penalty 425.090750 = -43535.076668 nChanged 12 SP:Iteration 13Q (60.690891 sec): 3 clusters Score: Raw -43963.197937 + Penalty 426.663651 = -43536.534286 nChanged 13 SP:Iteration 14Q (60.692627 sec): 3 clusters Score: Raw -43967.874349 + Penalty 428.986738 = -43538.887611 nChanged 10 SP:Iteration 15Q (60.694323 sec): 3 clusters Score: Raw -43970.323443 + Penalty 431.130931 = -43539.192513 nChanged 9 SP:Iteration 16Q (60.696026 sec): 3 clusters Score: Raw -43972.256330 + Penalty 432.924906 = -43539.331424 nChanged 7 SP:Iteration 17Q (60.697725 sec): 3 clusters Score: Raw -43973.476612 + Penalty 433.497846 = -43539.978766 nChanged 2 SP:Iteration 18Q (60.699420 sec): 3 clusters Score: Raw -43973.652961 + Penalty 434.590937 = -43539.062024 nChanged 4 SP:Iteration 19F (60.701141 sec): 3 clusters Score: Raw -43974.083880 + Penalty 435.192951 = -43538.890929 nChanged 2 SP:Iteration 20F (60.702904 sec): 3 clusters Score: Raw -43974.249506 + Penalty 435.802678 = -43538.446828 nChanged 2 SP:Iteration 21F (60.704656 sec): 3 clusters Score: Raw -43974.356176 + Penalty 435.802678 = -43538.553498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 17 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.705905 sec): 2 clusters Score: Raw -12074.552980 + Penalty 511.392470 = -11563.160510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.706582 sec): 3 clusters Score: Raw -11911.207908 + Penalty 1052.325865 = -10858.882043 nChanged 89 SP:Iteration 1F (60.707247 sec): 3 clusters Score: Raw -12163.681767 + Penalty 1056.579645 = -11107.102122 nChanged 19 SP:Iteration 2F (60.707915 sec): 3 clusters Score: Raw -12196.568240 + Penalty 1057.551830 = -11139.016410 nChanged 5 SP:Iteration 3Q (60.708519 sec): 3 clusters Score: Raw -12201.216413 + Penalty 1057.226786 = -11143.989626 nChanged 2 SP:Iteration 4Q (60.709119 sec): 3 clusters Score: Raw -12208.323523 + Penalty 1058.929311 = -11149.394212 nChanged 3 SP:Iteration 5Q (60.709719 sec): 3 clusters Score: Raw -12212.576997 + Penalty 1060.114614 = -11152.462383 nChanged 1 SP:Iteration 6Q (60.710314 sec): 3 clusters Score: Raw -12212.709167 + Penalty 1058.357544 = -11154.351623 nChanged 1 SP:Iteration 7Q (60.710912 sec): 3 clusters Score: Raw -12215.623455 + Penalty 1058.357544 = -11157.265911 nChanged 0 SP:Iteration 8F (60.711573 sec): 3 clusters Score: Raw -12215.623455 + Penalty 1058.357544 = -11157.265911 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 19 (1584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.719360 sec): 2 clusters Score: Raw -74729.759422 + Penalty 129.063079 = -74600.696343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.722300 sec): 3 clusters Score: Raw -73697.646126 + Penalty 265.771331 = -73431.874795 nChanged 733 SP:Iteration 1F (60.725211 sec): 3 clusters Score: Raw -74277.009685 + Penalty 266.189340 = -74010.820345 nChanged 170 SP:Iteration 2F (60.728174 sec): 3 clusters Score: Raw -74344.859520 + Penalty 265.352535 = -74079.506985 nChanged 73 SP:Iteration 3Q (60.731052 sec): 3 clusters Score: Raw -74374.159271 + Penalty 265.951347 = -74108.207924 nChanged 58 SP:Iteration 4Q (60.733965 sec): 3 clusters Score: Raw -74404.537419 + Penalty 261.785538 = -74142.751881 nChanged 58 SP:Iteration 5Q (60.736882 sec): 3 clusters Score: Raw -74441.684536 + Penalty 260.052782 = -74181.631755 nChanged 66 SP:Iteration 6Q (60.739882 sec): 3 clusters Score: Raw -74498.715221 + Penalty 250.735968 = -74247.979253 nChanged 76 SP:Iteration 7Q (60.742770 sec): 3 clusters Score: Raw -74585.105961 + Penalty 248.803815 = -74336.302146 nChanged 62 SP:Iteration 8Q (60.745644 sec): 3 clusters Score: Raw -74656.745394 + Penalty 267.940598 = -74388.804796 nChanged 32 SP:Iteration 9Q (60.748515 sec): 3 clusters Score: Raw -74689.080771 + Penalty 259.431653 = -74429.649118 nChanged 7 SP:Iteration 10F (60.751377 sec): 3 clusters Score: Raw -74712.147405 + Penalty 439.194816 = -74272.952589 nChanged 14 SP:Iteration 11F (60.754244 sec): 3 clusters Score: Raw -74729.165196 + Penalty 611.101002 = -74118.064193 nChanged 1 SP:Iteration 12F (60.756955 sec): 3 clusters Score: Raw -74728.291024 + Penalty 611.101002 = -74117.190021 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 20 (1524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.764830 sec): 2 clusters Score: Raw -91315.939814 + Penalty 672.151013 = -90643.788801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.767693 sec): 3 clusters Score: Raw -89805.760451 + Penalty 1349.576878 = -88456.183573 nChanged 614 SP:Iteration 1F (60.770506 sec): 3 clusters Score: Raw -90749.567257 + Penalty 1384.254829 = -89365.312428 nChanged 303 SP:Iteration 2F (60.773312 sec): 3 clusters Score: Raw -91536.369324 + Penalty 1393.890854 = -90142.478470 nChanged 112 SP:Iteration 3F (60.776122 sec): 3 clusters Score: Raw -91663.083988 + Penalty 1396.558970 = -90266.525018 nChanged 28 SP:Iteration 4Q (60.778477 sec): 3 clusters Score: Raw -91690.729217 + Penalty 1394.701730 = -90296.027487 nChanged 10 SP:Iteration 5Q (60.780788 sec): 3 clusters Score: Raw -91699.315985 + Penalty 1391.398548 = -90307.917437 nChanged 6 SP:Iteration 6Q (60.783088 sec): 3 clusters Score: Raw -91702.464544 + Penalty 1391.398548 = -90311.065996 nChanged 0 SP:Iteration 7F (60.785895 sec): 3 clusters Score: Raw -91702.464544 + Penalty 1391.398548 = -90311.065996 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 22 (759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.789193 sec): 2 clusters Score: Raw -45178.569161 + Penalty 968.686876 = -44209.882285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.790736 sec): 3 clusters Score: Raw -44153.656590 + Penalty 1950.575163 = -42203.081426 nChanged 280 SP:Iteration 1F (60.792260 sec): 3 clusters Score: Raw -44867.214614 + Penalty 2011.757705 = -42855.456909 nChanged 159 SP:Iteration 2F (60.793756 sec): 3 clusters Score: Raw -45294.796624 + Penalty 2026.290045 = -43268.506579 nChanged 35 SP:Iteration 3Q (60.795000 sec): 3 clusters Score: Raw -45371.344107 + Penalty 2031.081389 = -43340.262718 nChanged 8 SP:Iteration 4Q (60.796260 sec): 3 clusters Score: Raw -45395.510461 + Penalty 2031.266579 = -43364.243882 nChanged 1 SP:Iteration 5Q (60.797493 sec): 3 clusters Score: Raw -45395.902551 + Penalty 2031.451188 = -43364.451363 nChanged 3 SP:Iteration 6Q (60.798722 sec): 3 clusters Score: Raw -45399.672786 + Penalty 2031.451188 = -43368.221598 nChanged 0 SP:Iteration 7F (60.800237 sec): 3 clusters Score: Raw -45400.481334 + Penalty 2031.266579 = -43369.214755 nChanged 1 SP:Iteration 8Q (60.801470 sec): 3 clusters Score: Raw -45412.166121 + Penalty 2031.081389 = -43381.084731 nChanged 1 SP:Iteration 9Q (60.802702 sec): 3 clusters Score: Raw -45420.901138 + Penalty 2031.081389 = -43389.819749 nChanged 0 SP:Iteration 10F (60.804219 sec): 3 clusters Score: Raw -45420.901138 + Penalty 2031.081389 = -43389.819749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 23 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.806004 sec): 2 clusters Score: Raw -15371.561154 + Penalty 601.889894 = -14769.671260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.806717 sec): 3 clusters Score: Raw -15169.720469 + Penalty 1211.969863 = -13957.750606 nChanged 83 SP:Iteration 1F (60.807385 sec): 3 clusters Score: Raw -15263.558172 + Penalty 1234.665061 = -14028.893111 nChanged 40 SP:Iteration 2F (60.808052 sec): 3 clusters Score: Raw -15340.337599 + Penalty 1268.695419 = -14071.642180 nChanged 25 SP:Iteration 3F (60.808719 sec): 3 clusters Score: Raw -15392.600666 + Penalty 1285.836661 = -14106.764005 nChanged 13 SP:Iteration 4Q (60.809347 sec): 3 clusters Score: Raw -15410.552587 + Penalty 1292.418548 = -14118.134039 nChanged 4 SP:Iteration 5Q (60.809944 sec): 3 clusters Score: Raw -15415.646701 + Penalty 1294.205236 = -14121.441465 nChanged 3 SP:Iteration 6Q (60.810539 sec): 3 clusters Score: Raw -15419.804684 + Penalty 1290.385424 = -14129.419260 nChanged 2 SP:Iteration 7Q (60.811129 sec): 3 clusters Score: Raw -15421.486958 + Penalty 1287.129043 = -14134.357914 nChanged 3 SP:Iteration 8Q (60.811719 sec): 3 clusters Score: Raw -15421.910764 + Penalty 1287.129043 = -14134.781721 nChanged 0 SP:Iteration 9F (60.812385 sec): 3 clusters Score: Raw -15421.910764 + Penalty 1287.129043 = -14134.781721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.814267 sec): 2 clusters Score: Raw -20848.245163 + Penalty 651.228769 = -20197.016394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.815130 sec): 3 clusters Score: Raw -20571.272407 + Penalty 1300.221531 = -19271.050876 nChanged 122 SP:Iteration 1F (60.815983 sec): 3 clusters Score: Raw -20663.705156 + Penalty 1288.174826 = -19375.530330 nChanged 44 SP:Iteration 2F (60.816832 sec): 3 clusters Score: Raw -20755.855041 + Penalty 1275.521727 = -19480.333314 nChanged 55 SP:Iteration 3F (60.817677 sec): 3 clusters Score: Raw -20896.177352 + Penalty 1283.054985 = -19613.122367 nChanged 35 SP:Iteration 4F (60.818521 sec): 3 clusters Score: Raw -20978.038476 + Penalty 1284.455106 = -19693.583370 nChanged 16 SP:Iteration 5Q (60.819301 sec): 3 clusters Score: Raw -21007.031771 + Penalty 1284.211458 = -19722.820313 nChanged 4 SP:Iteration 6Q (60.820045 sec): 3 clusters Score: Raw -21010.050843 + Penalty 1288.784751 = -19721.266092 nChanged 2 SP:Iteration 7F (60.820888 sec): 3 clusters Score: Raw -21011.797765 + Penalty 1288.747214 = -19723.050551 nChanged 1 SP:Iteration 8Q (60.821622 sec): 3 clusters Score: Raw -21010.445806 + Penalty 1286.537301 = -19723.908506 nChanged 1 SP:Iteration 9Q (60.822348 sec): 3 clusters Score: Raw -21011.885814 + Penalty 1289.158878 = -19722.726937 nChanged 1 SP:Iteration 10F (60.823191 sec): 3 clusters Score: Raw -21013.099331 + Penalty 1289.158878 = -19723.940453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.824506 sec): 2 clusters Score: Raw -7743.087905 + Penalty 307.196191 = -7435.891714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.825016 sec): 3 clusters Score: Raw -7622.639918 + Penalty 622.601701 = -7000.038217 nChanged 41 SP:Iteration 1F (60.825522 sec): 3 clusters Score: Raw -7685.999673 + Penalty 637.832054 = -7048.167619 nChanged 16 SP:Iteration 2F (60.826020 sec): 3 clusters Score: Raw -7705.975171 + Penalty 645.519078 = -7060.456092 nChanged 8 SP:Iteration 3Q (60.826501 sec): 3 clusters Score: Raw -7719.605943 + Penalty 655.713655 = -7063.892288 nChanged 4 SP:Iteration 4Q (60.826988 sec): 3 clusters Score: Raw -7725.320425 + Penalty 666.776342 = -7058.544083 nChanged 4 SP:Iteration 5F (60.827486 sec): 3 clusters Score: Raw -7728.995407 + Penalty 686.063064 = -7042.932343 nChanged 9 SP:Iteration 6F (60.827985 sec): 3 clusters Score: Raw -7743.717256 + Penalty 735.290293 = -7008.426964 nChanged 12 SP:Iteration 7F (60.828484 sec): 3 clusters Score: Raw -7779.317767 + Penalty 764.144433 = -7015.173334 nChanged 7 SP:Iteration 8Q (60.828991 sec): 3 clusters Score: Raw -7795.138246 + Penalty 774.918061 = -7020.220185 nChanged 3 SP:Iteration 9Q (60.829455 sec): 3 clusters Score: Raw -7796.706213 + Penalty 789.814304 = -7006.891909 nChanged 1 SP:Iteration 10F (60.829955 sec): 3 clusters Score: Raw -7800.056323 + Penalty 789.814304 = -7010.242019 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 31 (1257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.834196 sec): 2 clusters Score: Raw -62932.077638 + Penalty 212.081390 = -62719.996248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.836636 sec): 3 clusters Score: Raw -61825.549087 + Penalty 428.925377 = -61396.623710 nChanged 537 SP:Iteration 1F (60.839050 sec): 3 clusters Score: Raw -62548.376257 + Penalty 448.464275 = -62099.911981 nChanged 215 SP:Iteration 2F (60.841470 sec): 3 clusters Score: Raw -62859.864848 + Penalty 478.887359 = -62380.977489 nChanged 83 SP:Iteration 3F (60.843853 sec): 3 clusters Score: Raw -62967.921920 + Penalty 505.767478 = -62462.154442 nChanged 45 SP:Iteration 4Q (60.845957 sec): 3 clusters Score: Raw -63002.491520 + Penalty 540.140433 = -62462.351087 nChanged 23 SP:Iteration 5Q (60.847956 sec): 3 clusters Score: Raw -63011.360604 + Penalty 555.155659 = -62456.204945 nChanged 16 SP:Iteration 6F (60.850261 sec): 3 clusters Score: Raw -63014.287182 + Penalty 563.462764 = -62450.824419 nChanged 8 SP:Iteration 7F (60.852567 sec): 3 clusters Score: Raw -63013.713018 + Penalty 583.936371 = -62429.776647 nChanged 6 SP:Iteration 8F (60.854871 sec): 3 clusters Score: Raw -63015.957497 + Penalty 599.949543 = -62416.007955 nChanged 5 SP:Iteration 9F (60.857178 sec): 3 clusters Score: Raw -63016.173739 + Penalty 628.862202 = -62387.311538 nChanged 6 SP:Iteration 10F (60.859480 sec): 3 clusters Score: Raw -63019.331631 + Penalty 638.246996 = -62381.084636 nChanged 3 SP:Iteration 11F (60.861781 sec): 3 clusters Score: Raw -63018.793687 + Penalty 652.344884 = -62366.448803 nChanged 2 SP:Iteration 12F (60.864081 sec): 3 clusters Score: Raw -63019.242925 + Penalty 667.711632 = -62351.531293 nChanged 2 SP:Iteration 13F (60.866387 sec): 3 clusters Score: Raw -63021.052571 + Penalty 688.351492 = -62332.701079 nChanged 3 SP:Iteration 14F (60.868688 sec): 3 clusters Score: Raw -63020.839948 + Penalty 707.473637 = -62313.366311 nChanged 2 SP:Iteration 15F (60.870990 sec): 3 clusters Score: Raw -63020.649199 + Penalty 740.068218 = -62280.580981 nChanged 3 SP:Iteration 16F (60.873289 sec): 3 clusters Score: Raw -63023.212772 + Penalty 764.926886 = -62258.285885 nChanged 2 SP:Iteration 17F (60.875622 sec): 3 clusters Score: Raw -63024.143520 + Penalty 791.605695 = -62232.537825 nChanged 2 SP:Iteration 18F (60.877924 sec): 3 clusters Score: Raw -63025.520261 + Penalty 806.828519 = -62218.691742 nChanged 1 SP:Iteration 19F (60.880345 sec): 3 clusters Score: Raw -63028.674386 + Penalty 820.913034 = -62207.761353 nChanged 1 SP:Iteration 20F (60.882736 sec): 3 clusters Score: Raw -63032.834517 + Penalty 820.913034 = -62211.921483 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 32 (717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.885729 sec): 2 clusters Score: Raw -42576.003254 + Penalty 794.192406 = -41781.810848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.887193 sec): 3 clusters Score: Raw -41779.867337 + Penalty 1609.403521 = -40170.463815 nChanged 278 SP:Iteration 1F (60.888647 sec): 3 clusters Score: Raw -42350.354675 + Penalty 1613.057169 = -40737.297506 nChanged 125 SP:Iteration 2F (60.890095 sec): 3 clusters Score: Raw -42568.644078 + Penalty 1609.892512 = -40958.751566 nChanged 37 SP:Iteration 3F (60.891528 sec): 3 clusters Score: Raw -42603.129683 + Penalty 1608.155441 = -40994.974242 nChanged 18 SP:Iteration 4Q (60.892774 sec): 3 clusters Score: Raw -42619.328044 + Penalty 1597.368522 = -41021.959522 nChanged 10 SP:Iteration 5Q (60.894060 sec): 3 clusters Score: Raw -42625.224005 + Penalty 1596.504005 = -41028.719999 nChanged 4 SP:Iteration 6Q (60.895342 sec): 3 clusters Score: Raw -42624.575259 + Penalty 1599.216156 = -41025.359103 nChanged 2 SP:Iteration 7F (60.896905 sec): 3 clusters Score: Raw -42626.286411 + Penalty 1599.216156 = -41027.070255 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 35 (2366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.910146 sec): 2 clusters Score: Raw -162193.961471 + Penalty 1238.043277 = -160955.918193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.915083 sec): 3 clusters Score: Raw -159970.585920 + Penalty 2476.125928 = -157494.459992 nChanged 915 SP:Iteration 1F (60.920034 sec): 3 clusters Score: Raw -160954.050072 + Penalty 2475.296968 = -158478.753104 nChanged 329 SP:Iteration 2F (60.924951 sec): 3 clusters Score: Raw -161595.491196 + Penalty 2474.905088 = -159120.586107 nChanged 250 SP:Iteration 3F (60.929821 sec): 3 clusters Score: Raw -162030.690932 + Penalty 2475.442104 = -159555.248828 nChanged 137 SP:Iteration 4F (60.934755 sec): 3 clusters Score: Raw -162214.376621 + Penalty 2476.206701 = -159738.169920 nChanged 79 SP:Iteration 5Q (60.939298 sec): 3 clusters Score: Raw -162311.228632 + Penalty 2477.071207 = -159834.157425 nChanged 70 SP:Iteration 6Q (60.943833 sec): 3 clusters Score: Raw -162383.692774 + Penalty 2478.105591 = -159905.587183 nChanged 45 SP:Iteration 7Q (60.947910 sec): 3 clusters Score: Raw -162426.238694 + Penalty 2479.023008 = -159947.215686 nChanged 39 SP:Iteration 8Q (60.952095 sec): 3 clusters Score: Raw -162459.317644 + Penalty 2479.539049 = -159979.778595 nChanged 34 SP:Iteration 9Q (60.955905 sec): 3 clusters Score: Raw -162485.861634 + Penalty 2479.468546 = -160006.393088 nChanged 26 SP:Iteration 10F (60.960173 sec): 3 clusters Score: Raw -162511.872876 + Penalty 2479.219991 = -160032.652885 nChanged 27 SP:Iteration 11Q (60.963900 sec): 3 clusters Score: Raw -162541.260054 + Penalty 2479.047048 = -160062.213006 nChanged 11 SP:Iteration 12Q (60.967611 sec): 3 clusters Score: Raw -162547.216403 + Penalty 2479.010942 = -160068.205461 nChanged 3 SP:Iteration 13Q (60.971311 sec): 3 clusters Score: Raw -162548.728430 + Penalty 2479.010942 = -160069.717489 nChanged 0 SP:Iteration 14F (60.975618 sec): 3 clusters Score: Raw -162548.728430 + Penalty 2479.010942 = -160069.717489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.978582 sec): 2 clusters Score: Raw -3264.589607 + Penalty 264.954008 = -2999.635598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.978950 sec): 3 clusters Score: Raw -3265.497773 + Penalty 548.759777 = -2716.737997 nChanged 16 SP:Iteration 1F (60.979309 sec): 3 clusters Score: Raw -3284.527761 + Penalty 546.362001 = -2738.165760 nChanged 5 SP:Iteration 2F (60.979659 sec): 3 clusters Score: Raw -3290.185913 + Penalty 543.456278 = -2746.729635 nChanged 3 SP:Iteration 3Q (60.980001 sec): 3 clusters Score: Raw -3293.859463 + Penalty 545.191988 = -2748.667475 nChanged 1 SP:Iteration 4Q (60.980340 sec): 3 clusters Score: Raw -3300.627368 + Penalty 547.153770 = -2753.473598 nChanged 2 SP:Iteration 5Q (60.980677 sec): 3 clusters Score: Raw -3305.568167 + Penalty 556.081869 = -2749.486299 nChanged 2 SP:Iteration 6F (60.981033 sec): 3 clusters Score: Raw -3308.339898 + Penalty 556.081869 = -2752.258029 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 43 (955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.984284 sec): 2 clusters Score: Raw -53418.890454 + Penalty 671.124678 = -52747.765776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.986157 sec): 3 clusters Score: Raw -52691.884191 + Penalty 1343.887749 = -51347.996442 nChanged 388 SP:Iteration 1F (60.988327 sec): 3 clusters Score: Raw -53059.087600 + Penalty 1351.233433 = -51707.854168 nChanged 123 SP:Iteration 2F (60.990146 sec): 3 clusters Score: Raw -53186.923536 + Penalty 1369.375395 = -51817.548141 nChanged 110 SP:Iteration 3F (60.991963 sec): 3 clusters Score: Raw -53324.737039 + Penalty 1384.977959 = -51939.759079 nChanged 59 SP:Iteration 4F (60.993778 sec): 3 clusters Score: Raw -53388.840374 + Penalty 1385.532422 = -52003.307952 nChanged 32 SP:Iteration 5Q (60.995449 sec): 3 clusters Score: Raw -53418.623751 + Penalty 1376.992731 = -52041.631020 nChanged 16 SP:Iteration 6Q (60.997031 sec): 3 clusters Score: Raw -53427.856300 + Penalty 1373.539498 = -52054.316802 nChanged 8 SP:Iteration 7Q (60.998609 sec): 3 clusters Score: Raw -53437.813851 + Penalty 1374.724397 = -52063.089454 nChanged 2 SP:Iteration 8Q (61.000218 sec): 3 clusters Score: Raw -53442.491572 + Penalty 1374.724397 = -52067.767175 nChanged 0 SP:Iteration 9F (61.002099 sec): 3 clusters Score: Raw -53442.491572 + Penalty 1374.724397 = -52067.767175 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 44 (629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.004288 sec): 2 clusters Score: Raw -31406.397991 + Penalty 213.318313 = -31193.079678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.005606 sec): 3 clusters Score: Raw -31014.635140 + Penalty 424.890985 = -30589.744155 nChanged 257 SP:Iteration 1F (61.006902 sec): 3 clusters Score: Raw -31142.584052 + Penalty 423.489166 = -30719.094887 nChanged 70 SP:Iteration 2F (61.008209 sec): 3 clusters Score: Raw -31188.156727 + Penalty 424.719308 = -30763.437419 nChanged 58 SP:Iteration 3F (61.009502 sec): 3 clusters Score: Raw -31235.579173 + Penalty 428.293727 = -30807.285446 nChanged 51 SP:Iteration 4F (61.010794 sec): 3 clusters Score: Raw -31288.193349 + Penalty 434.201392 = -30853.991957 nChanged 62 SP:Iteration 5F (61.012108 sec): 3 clusters Score: Raw -31354.568221 + Penalty 452.609411 = -30901.958810 nChanged 53 SP:Iteration 6F (61.013402 sec): 3 clusters Score: Raw -31408.620309 + Penalty 473.074753 = -30935.545555 nChanged 22 SP:Iteration 7Q (61.014696 sec): 3 clusters Score: Raw -31426.115804 + Penalty 482.517822 = -30943.597982 nChanged 5 SP:Iteration 8Q (61.015997 sec): 3 clusters Score: Raw -31428.103623 + Penalty 496.707325 = -30931.396298 nChanged 3 SP:Iteration 9F (61.017290 sec): 3 clusters Score: Raw -31429.171599 + Penalty 496.668413 = -30932.503186 nChanged 2 SP:Iteration 10F (61.018584 sec): 3 clusters Score: Raw -31429.658323 + Penalty 488.433257 = -30941.225066 nChanged 1 SP:Iteration 11Q (61.019878 sec): 3 clusters Score: Raw -31429.754657 + Penalty 488.433257 = -30941.321399 nChanged 0 SP:Iteration 12F (61.021172 sec): 3 clusters Score: Raw -31429.754657 + Penalty 488.433257 = -30941.321399 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 63 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.024029 sec): 2 clusters Score: Raw -46554.219718 + Penalty 212.097296 = -46342.122423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.025868 sec): 3 clusters Score: Raw -45734.562630 + Penalty 422.424717 = -45312.137913 nChanged 382 SP:Iteration 1F (61.027636 sec): 3 clusters Score: Raw -46041.899390 + Penalty 415.301738 = -45626.597652 nChanged 130 SP:Iteration 2F (61.029385 sec): 3 clusters Score: Raw -46217.492718 + Penalty 409.610537 = -45807.882181 nChanged 83 SP:Iteration 3F (61.031130 sec): 3 clusters Score: Raw -46297.103800 + Penalty 406.335210 = -45890.768590 nChanged 41 SP:Iteration 4Q (61.032790 sec): 3 clusters Score: Raw -46318.634520 + Penalty 404.117480 = -45914.517041 nChanged 24 SP:Iteration 5Q (61.034429 sec): 3 clusters Score: Raw -46328.020458 + Penalty 401.166952 = -45926.853506 nChanged 14 SP:Iteration 6Q (61.036025 sec): 3 clusters Score: Raw -46333.897058 + Penalty 399.348905 = -45934.548153 nChanged 18 SP:Iteration 7Q (61.037644 sec): 3 clusters Score: Raw -46345.346500 + Penalty 395.993809 = -45949.352691 nChanged 19 SP:Iteration 8Q (61.039217 sec): 3 clusters Score: Raw -46353.413707 + Penalty 391.659289 = -45961.754417 nChanged 27 SP:Iteration 9Q (61.040780 sec): 3 clusters Score: Raw -46365.943101 + Penalty 390.094315 = -45975.848786 nChanged 26 SP:Iteration 10F (61.042534 sec): 3 clusters Score: Raw -46375.926940 + Penalty 387.722789 = -45988.204151 nChanged 27 SP:Iteration 11Q (61.044105 sec): 3 clusters Score: Raw -46388.651562 + Penalty 386.003821 = -46002.647742 nChanged 24 SP:Iteration 12Q (61.045638 sec): 3 clusters Score: Raw -46395.712218 + Penalty 387.242252 = -46008.469965 nChanged 23 SP:Iteration 13Q (61.047153 sec): 3 clusters Score: Raw -46403.089934 + Penalty 388.755568 = -46014.334365 nChanged 36 SP:Iteration 14Q (61.048648 sec): 3 clusters Score: Raw -46428.086540 + Penalty 383.734297 = -46044.352243 nChanged 44 SP:Iteration 15Q (61.050119 sec): 3 clusters Score: Raw -46472.515649 + Penalty 408.087134 = -46064.428515 nChanged 40 SP:Iteration 16Q (61.051633 sec): 3 clusters Score: Raw -46526.377471 + Penalty 627.673687 = -45898.703784 nChanged 20 SP:Iteration 17F (61.053381 sec): 3 clusters Score: Raw -46550.040482 + Penalty 789.010733 = -45761.029749 nChanged 4 SP:Iteration 18F (61.055072 sec): 3 clusters Score: Raw -46551.670892 + Penalty 212.097296 = -46339.573596 nChanged 1 SP:Iteration 19Q (61.056440 sec): 2 clusters Score: Raw -46554.219718 + Penalty 212.097296 = -46342.122423 nChanged 0 SP:Iteration 20F (61.057779 sec): 2 clusters Score: Raw -46554.219718 + Penalty 212.097296 = -46342.122423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 132 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.059490 sec): 2 clusters Score: Raw -9653.084897 + Penalty 331.390269 = -9321.694629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.060130 sec): 3 clusters Score: Raw -9569.761134 + Penalty 663.759317 = -8906.001818 nChanged 62 SP:Iteration 1F (61.060762 sec): 3 clusters Score: Raw -9638.729367 + Penalty 661.036609 = -8977.692758 nChanged 24 SP:Iteration 2F (61.061389 sec): 3 clusters Score: Raw -9662.663270 + Penalty 658.510300 = -9004.152971 nChanged 15 SP:Iteration 3F (61.062016 sec): 3 clusters Score: Raw -9678.896073 + Penalty 659.994373 = -9018.901700 nChanged 11 SP:Iteration 4Q (61.062628 sec): 3 clusters Score: Raw -9686.867011 + Penalty 661.167471 = -9025.699540 nChanged 7 SP:Iteration 5Q (61.063237 sec): 3 clusters Score: Raw -9690.720732 + Penalty 662.569929 = -9028.150804 nChanged 3 SP:Iteration 6Q (61.063847 sec): 3 clusters Score: Raw -9691.860392 + Penalty 664.759174 = -9027.101218 nChanged 5 SP:Iteration 7F (61.064473 sec): 3 clusters Score: Raw -9694.435509 + Penalty 667.842439 = -9026.593070 nChanged 6 SP:Iteration 8F (61.065101 sec): 3 clusters Score: Raw -9698.855488 + Penalty 673.531664 = -9025.323824 nChanged 6 SP:Iteration 9F (61.065734 sec): 3 clusters Score: Raw -9705.496458 + Penalty 679.067378 = -9026.429079 nChanged 6 SP:Iteration 10F (61.066360 sec): 3 clusters Score: Raw -9710.335523 + Penalty 680.225557 = -9030.109966 nChanged 3 SP:Iteration 11Q (61.066968 sec): 3 clusters Score: Raw -9711.100765 + Penalty 680.225557 = -9030.875208 nChanged 0 SP:Iteration 12F (61.067593 sec): 3 clusters Score: Raw -9711.100765 + Penalty 680.225557 = -9030.875208 nChanged 0 Iteration 159F (61.630323 sec): 30 clusters Score: Raw -1934658.830951 + Penalty 23704.088356 = -1910954.742595 nChanged 32 Iteration 160F (62.181885 sec): 30 clusters Score: Raw -1934680.025741 + Penalty 23725.279031 = -1910954.746710 nChanged 20 Iteration 161Q (62.298994 sec): 30 clusters Score: Raw -1934701.060773 + Penalty 23728.187866 = -1910972.872907 nChanged 11 Iteration 162Q (62.419009 sec): 30 clusters Score: Raw -1934703.651723 + Penalty 23739.390483 = -1910964.261241 nChanged 3 Iteration 163F (62.969766 sec): 30 clusters Score: Raw -1934704.176031 + Penalty 23739.390483 = -1910964.785549 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -1934704.176031 + Penalty 23739.390483 = -1910964.785549Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 1 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.085749 sec): 2 clusters Score: Raw -8571.423616 + Penalty 444.981057 = -8126.442559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.086248 sec): 3 clusters Score: Raw -8365.372654 + Penalty 935.835469 = -7429.537185 nChanged 47 SP:Iteration 1F (63.086740 sec): 3 clusters Score: Raw -8505.604309 + Penalty 997.169352 = -7508.434958 nChanged 22 SP:Iteration 2F (63.087228 sec): 3 clusters Score: Raw -8586.851122 + Penalty 1035.128311 = -7551.722811 nChanged 6 SP:Iteration 3Q (63.087672 sec): 3 clusters Score: Raw -8616.492563 + Penalty 1035.128311 = -7581.364252 nChanged 0 SP:Iteration 4F (63.088153 sec): 3 clusters Score: Raw -8616.492563 + Penalty 1035.128311 = -7581.364252 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 2 (1518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.094231 sec): 2 clusters Score: Raw -95581.172272 + Penalty 873.177864 = -94707.994409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.097076 sec): 3 clusters Score: Raw -94071.315719 + Penalty 1751.461619 = -92319.854100 nChanged 583 SP:Iteration 1F (63.099858 sec): 3 clusters Score: Raw -94930.540730 + Penalty 1782.086182 = -93148.454548 nChanged 294 SP:Iteration 2F (63.102621 sec): 3 clusters Score: Raw -95662.830562 + Penalty 1808.242531 = -93854.588032 nChanged 185 SP:Iteration 3F (63.105379 sec): 3 clusters Score: Raw -96019.224273 + Penalty 1818.342739 = -94200.881534 nChanged 86 SP:Iteration 4F (63.108138 sec): 3 clusters Score: Raw -96093.096096 + Penalty 1819.261655 = -94273.834441 nChanged 40 SP:Iteration 5Q (63.110591 sec): 3 clusters Score: Raw -96123.937706 + Penalty 1821.128577 = -94302.809129 nChanged 21 SP:Iteration 6Q (63.112999 sec): 3 clusters Score: Raw -96125.941142 + Penalty 1824.602738 = -94301.338403 nChanged 17 SP:Iteration 7F (63.115774 sec): 3 clusters Score: Raw -96127.272830 + Penalty 1826.693992 = -94300.578838 nChanged 15 SP:Iteration 8F (63.118534 sec): 3 clusters Score: Raw -96125.163951 + Penalty 1827.318148 = -94297.845804 nChanged 7 SP:Iteration 9F (63.121289 sec): 3 clusters Score: Raw -96121.493665 + Penalty 1825.898022 = -94295.595642 nChanged 4 SP:Iteration 10F (63.124043 sec): 3 clusters Score: Raw -96119.556456 + Penalty 1825.615535 = -94293.940921 nChanged 2 SP:Iteration 11F (63.126800 sec): 3 clusters Score: Raw -96118.714669 + Penalty 1826.003874 = -94292.710795 nChanged 1 SP:Iteration 12F (63.129554 sec): 3 clusters Score: Raw -96118.095824 + Penalty 1826.003874 = -94292.091949 nChanged 0 Memory request: 0.02 GB would take us to total of 0.37 GB. Trying to split cluster 3 (4891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.151941 sec): 2 clusters Score: Raw -231940.229604 + Penalty 332.127276 = -231608.102328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.160923 sec): 3 clusters Score: Raw -228738.747377 + Penalty 664.191291 = -228074.556086 nChanged 2257 SP:Iteration 1F (63.169874 sec): 3 clusters Score: Raw -229877.972446 + Penalty 664.247846 = -229213.724601 nChanged 605 SP:Iteration 2F (63.178611 sec): 3 clusters Score: Raw -230124.478573 + Penalty 664.200331 = -229460.278242 nChanged 324 SP:Iteration 3F (63.187357 sec): 3 clusters Score: Raw -230304.453001 + Penalty 664.148212 = -229640.304789 nChanged 268 SP:Iteration 4F (63.196141 sec): 3 clusters Score: Raw -230478.374562 + Penalty 664.428368 = -229813.946194 nChanged 216 SP:Iteration 5Q (63.204850 sec): 3 clusters Score: Raw -230622.962816 + Penalty 665.584554 = -229957.378263 nChanged 247 SP:Iteration 6F (63.213549 sec): 3 clusters Score: Raw -230789.187192 + Penalty 667.971827 = -230121.215364 nChanged 294 SP:Iteration 7F (63.222285 sec): 3 clusters Score: Raw -230962.658773 + Penalty 673.757805 = -230288.900968 nChanged 299 SP:Iteration 8F (63.230941 sec): 3 clusters Score: Raw -231158.408881 + Penalty 682.794682 = -230475.614199 nChanged 277 SP:Iteration 9F (63.239677 sec): 3 clusters Score: Raw -231335.862094 + Penalty 693.971096 = -230641.890998 nChanged 246 SP:Iteration 10F (63.248327 sec): 3 clusters Score: Raw -231499.865310 + Penalty 706.689525 = -230793.175785 nChanged 221 SP:Iteration 11Q (63.256742 sec): 3 clusters Score: Raw -231644.106257 + Penalty 718.543898 = -230925.562360 nChanged 171 SP:Iteration 12Q (63.265073 sec): 3 clusters Score: Raw -231755.937754 + Penalty 730.297483 = -231025.640271 nChanged 139 SP:Iteration 13Q (63.273338 sec): 3 clusters Score: Raw -231850.448004 + Penalty 738.750892 = -231111.697113 nChanged 125 SP:Iteration 14Q (63.281539 sec): 3 clusters Score: Raw -231937.728300 + Penalty 751.235490 = -231186.492810 nChanged 102 SP:Iteration 15Q (63.289818 sec): 3 clusters Score: Raw -232019.969279 + Penalty 757.038074 = -231262.931205 nChanged 68 SP:Iteration 16Q (63.297991 sec): 3 clusters Score: Raw -232060.337151 + Penalty 760.052585 = -231300.284566 nChanged 49 SP:Iteration 17Q (63.306030 sec): 3 clusters Score: Raw -232078.243756 + Penalty 762.089760 = -231316.153996 nChanged 35 SP:Iteration 18Q (63.313814 sec): 3 clusters Score: Raw -232088.027539 + Penalty 765.027903 = -231322.999637 nChanged 36 SP:Iteration 19Q (63.321562 sec): 3 clusters Score: Raw -232098.576982 + Penalty 762.029087 = -231336.547895 nChanged 32 SP:Iteration 20F (63.330341 sec): 3 clusters Score: Raw -232107.796785 + Penalty 759.630870 = -231348.165915 nChanged 28 SP:Iteration 21Q (63.337982 sec): 3 clusters Score: Raw -232113.763901 + Penalty 758.364341 = -231355.399561 nChanged 20 SP:Iteration 22Q (63.345570 sec): 3 clusters Score: Raw -232117.643080 + Penalty 758.554663 = -231359.088417 nChanged 23 SP:Iteration 23Q (63.353096 sec): 3 clusters Score: Raw -232122.753477 + Penalty 758.362758 = -231364.390719 nChanged 21 SP:Iteration 24Q (63.360582 sec): 3 clusters Score: Raw -232127.334040 + Penalty 757.533096 = -231369.800944 nChanged 16 SP:Iteration 25Q (63.368121 sec): 3 clusters Score: Raw -232130.251022 + Penalty 760.351815 = -231369.899207 nChanged 17 SP:Iteration 26Q (63.375852 sec): 3 clusters Score: Raw -232133.520529 + Penalty 761.209341 = -231372.311188 nChanged 10 SP:Iteration 27Q (63.383538 sec): 3 clusters Score: Raw -232135.115108 + Penalty 762.648882 = -231372.466225 nChanged 9 SP:Iteration 28Q (63.391007 sec): 3 clusters Score: Raw -232136.417072 + Penalty 762.856100 = -231373.560972 nChanged 6 SP:Iteration 29Q (63.398400 sec): 3 clusters Score: Raw -232137.452069 + Penalty 763.496862 = -231373.955207 nChanged 5 SP:Iteration 30F (63.407165 sec): 3 clusters Score: Raw -232138.292342 + Penalty 761.255383 = -231377.036960 nChanged 8 SP:Iteration 31Q (63.414507 sec): 3 clusters Score: Raw -232139.557385 + Penalty 760.675087 = -231378.882298 nChanged 5 SP:Iteration 32Q (63.421879 sec): 3 clusters Score: Raw -232140.760013 + Penalty 760.027818 = -231380.732195 nChanged 2 SP:Iteration 33Q (63.429205 sec): 3 clusters Score: Raw -232140.852137 + Penalty 760.131440 = -231380.720696 nChanged 1 SP:Iteration 34F (63.437935 sec): 3 clusters Score: Raw -232140.852266 + Penalty 760.131440 = -231380.720825 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 4 (5378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.465491 sec): 2 clusters Score: Raw -288954.899331 + Penalty 308.785132 = -288646.114199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.475386 sec): 3 clusters Score: Raw -285333.746785 + Penalty 632.558897 = -284701.187889 nChanged 2460 SP:Iteration 1F (63.485003 sec): 3 clusters Score: Raw -287161.298501 + Penalty 658.263039 = -286503.035462 nChanged 758 SP:Iteration 2F (63.494607 sec): 3 clusters Score: Raw -287761.194695 + Penalty 677.240681 = -287083.954014 nChanged 455 SP:Iteration 3F (63.504536 sec): 3 clusters Score: Raw -288000.250294 + Penalty 689.372756 = -287310.877538 nChanged 228 SP:Iteration 4Q (63.513977 sec): 3 clusters Score: Raw -288092.625457 + Penalty 702.925698 = -287389.699759 nChanged 164 SP:Iteration 5Q (63.523321 sec): 3 clusters Score: Raw -288144.753972 + Penalty 716.686160 = -287428.067812 nChanged 145 SP:Iteration 6Q (63.532559 sec): 3 clusters Score: Raw -288191.146976 + Penalty 736.950260 = -287454.196716 nChanged 161 SP:Iteration 7Q (63.541738 sec): 3 clusters Score: Raw -288247.094452 + Penalty 770.852392 = -287476.242061 nChanged 190 SP:Iteration 8Q (63.551335 sec): 3 clusters Score: Raw -288339.886081 + Penalty 813.748219 = -287526.137862 nChanged 201 SP:Iteration 9Q (63.560330 sec): 3 clusters Score: Raw -288443.427939 + Penalty 869.929710 = -287573.498228 nChanged 210 SP:Iteration 10F (63.569932 sec): 3 clusters Score: Raw -288558.282313 + Penalty 943.057600 = -287615.224713 nChanged 184 SP:Iteration 11Q (63.578588 sec): 3 clusters Score: Raw -288666.918985 + Penalty 1005.963325 = -287660.955660 nChanged 149 SP:Iteration 12Q (63.586969 sec): 3 clusters Score: Raw -288744.730579 + Penalty 1053.434493 = -287691.296086 nChanged 120 SP:Iteration 13Q (63.595029 sec): 3 clusters Score: Raw -288799.153788 + Penalty 1116.662173 = -287682.491614 nChanged 97 SP:Iteration 14F (63.604678 sec): 3 clusters Score: Raw -288858.370181 + Penalty 1165.477527 = -287692.892655 nChanged 67 SP:Iteration 15Q (63.612358 sec): 3 clusters Score: Raw -288914.922663 + Penalty 1141.819265 = -287773.103398 nChanged 40 SP:Iteration 16Q (63.619814 sec): 3 clusters Score: Raw -288954.627065 + Penalty 1183.827172 = -287770.799893 nChanged 9 SP:Iteration 17F (63.629329 sec): 3 clusters Score: Raw -288965.071282 + Penalty 1183.827172 = -287781.244110 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 5 (647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.636862 sec): 2 clusters Score: Raw -32260.635142 + Penalty 162.170975 = -32098.464167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.638235 sec): 3 clusters Score: Raw -31853.206209 + Penalty 324.671224 = -31528.534984 nChanged 282 SP:Iteration 1F (63.639561 sec): 3 clusters Score: Raw -32049.118137 + Penalty 322.103337 = -31727.014800 nChanged 91 SP:Iteration 2F (63.640895 sec): 3 clusters Score: Raw -32101.147681 + Penalty 322.591609 = -31778.556072 nChanged 42 SP:Iteration 3F (63.642237 sec): 3 clusters Score: Raw -32117.668101 + Penalty 322.471372 = -31795.196729 nChanged 29 SP:Iteration 4Q (63.643544 sec): 3 clusters Score: Raw -32125.981027 + Penalty 322.079231 = -31803.901796 nChanged 13 SP:Iteration 5Q (63.644855 sec): 3 clusters Score: Raw -32130.146349 + Penalty 322.079014 = -31808.067335 nChanged 4 SP:Iteration 6Q (63.646170 sec): 3 clusters Score: Raw -32130.822054 + Penalty 321.923543 = -31808.898511 nChanged 4 SP:Iteration 7Q (63.647473 sec): 3 clusters Score: Raw -32131.574146 + Penalty 321.765075 = -31809.809072 nChanged 3 SP:Iteration 8Q (63.648776 sec): 3 clusters Score: Raw -32131.911637 + Penalty 322.048984 = -31809.862653 nChanged 4 SP:Iteration 9Q (63.650096 sec): 3 clusters Score: Raw -32132.193479 + Penalty 322.283769 = -31809.909710 nChanged 2 SP:Iteration 10F (63.651420 sec): 3 clusters Score: Raw -32132.095325 + Penalty 322.283769 = -31809.811556 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 6 (5035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.666845 sec): 2 clusters Score: Raw -275220.821532 + Penalty 283.714611 = -274937.106922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.676119 sec): 3 clusters Score: Raw -271638.097737 + Penalty 577.616904 = -271060.480833 nChanged 2325 SP:Iteration 1F (63.685056 sec): 3 clusters Score: Raw -273721.302668 + Penalty 618.435916 = -273102.866752 nChanged 887 SP:Iteration 2F (63.693987 sec): 3 clusters Score: Raw -274549.047117 + Penalty 652.190767 = -273896.856351 nChanged 390 SP:Iteration 3F (63.702937 sec): 3 clusters Score: Raw -274886.403742 + Penalty 677.723825 = -274208.679916 nChanged 191 SP:Iteration 4Q (63.712191 sec): 3 clusters Score: Raw -275048.236421 + Penalty 689.337610 = -274358.898811 nChanged 104 SP:Iteration 5Q (63.720693 sec): 3 clusters Score: Raw -275136.219017 + Penalty 711.448537 = -274424.770481 nChanged 59 SP:Iteration 6Q (63.728059 sec): 3 clusters Score: Raw -275201.852435 + Penalty 1346.700468 = -273855.151967 nChanged 16 SP:Iteration 7F (63.737143 sec): 3 clusters Score: Raw -275231.841917 + Penalty 1346.700468 = -273885.141450 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.742043 sec): 2 clusters Score: Raw -31533.775269 + Penalty 408.186231 = -31125.589037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.743362 sec): 3 clusters Score: Raw -31226.182831 + Penalty 788.323228 = -30437.859603 nChanged 235 SP:Iteration 1F (63.744662 sec): 3 clusters Score: Raw -31500.965723 + Penalty 761.906188 = -30739.059535 nChanged 54 SP:Iteration 2F (63.745965 sec): 3 clusters Score: Raw -31535.409688 + Penalty 752.127494 = -30783.282194 nChanged 19 SP:Iteration 3Q (63.747254 sec): 3 clusters Score: Raw -31546.678716 + Penalty 744.150658 = -30802.528058 nChanged 14 SP:Iteration 4Q (63.748538 sec): 3 clusters Score: Raw -31552.743898 + Penalty 739.642577 = -30813.101321 nChanged 9 SP:Iteration 5Q (63.749797 sec): 3 clusters Score: Raw -31558.053060 + Penalty 733.966867 = -30824.086192 nChanged 8 SP:Iteration 6Q (63.751061 sec): 3 clusters Score: Raw -31562.873778 + Penalty 730.755344 = -30832.118434 nChanged 10 SP:Iteration 7Q (63.752362 sec): 3 clusters Score: Raw -31570.260654 + Penalty 732.880946 = -30837.379708 nChanged 6 SP:Iteration 8Q (63.753647 sec): 3 clusters Score: Raw -31573.070299 + Penalty 735.510371 = -30837.559928 nChanged 8 SP:Iteration 9Q (63.754931 sec): 3 clusters Score: Raw -31576.925081 + Penalty 740.681363 = -30836.243718 nChanged 9 SP:Iteration 10F (63.756244 sec): 3 clusters Score: Raw -31581.207721 + Penalty 742.789042 = -30838.418679 nChanged 3 SP:Iteration 11Q (63.757533 sec): 3 clusters Score: Raw -31581.997137 + Penalty 742.702260 = -30839.294877 nChanged 2 SP:Iteration 12Q (63.758824 sec): 3 clusters Score: Raw -31582.258136 + Penalty 742.906647 = -30839.351489 nChanged 1 SP:Iteration 13Q (63.760117 sec): 3 clusters Score: Raw -31582.355802 + Penalty 742.906647 = -30839.449155 nChanged 0 SP:Iteration 14F (63.761411 sec): 3 clusters Score: Raw -31582.355802 + Penalty 742.906647 = -30839.449155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.762954 sec): 2 clusters Score: Raw -25348.896157 + Penalty 974.364240 = -24374.531918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.763889 sec): 3 clusters Score: Raw -24776.833195 + Penalty 1948.722546 = -22828.110650 nChanged 128 SP:Iteration 1F (63.764796 sec): 3 clusters Score: Raw -25050.274315 + Penalty 1948.785707 = -23101.488608 nChanged 56 SP:Iteration 2F (63.765702 sec): 3 clusters Score: Raw -25214.102931 + Penalty 1948.530804 = -23265.572127 nChanged 47 SP:Iteration 3F (63.766610 sec): 3 clusters Score: Raw -25365.263918 + Penalty 1948.146283 = -23417.117635 nChanged 30 SP:Iteration 4F (63.767513 sec): 3 clusters Score: Raw -25425.059240 + Penalty 1947.957426 = -23477.101814 nChanged 11 SP:Iteration 5Q (63.768274 sec): 3 clusters Score: Raw -25445.865107 + Penalty 1947.896949 = -23497.968158 nChanged 4 SP:Iteration 6Q (63.769027 sec): 3 clusters Score: Raw -25449.695183 + Penalty 1947.896949 = -23501.798235 nChanged 0 SP:Iteration 7F (63.769928 sec): 3 clusters Score: Raw -25449.695183 + Penalty 1947.896949 = -23501.798235 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 9 (980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.775209 sec): 2 clusters Score: Raw -59115.864078 + Penalty 842.029667 = -58273.834411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.777137 sec): 3 clusters Score: Raw -58209.327743 + Penalty 1684.383423 = -56524.944320 nChanged 353 SP:Iteration 1F (63.779052 sec): 3 clusters Score: Raw -58663.039557 + Penalty 1683.388451 = -56979.651106 nChanged 148 SP:Iteration 2F (63.780958 sec): 3 clusters Score: Raw -58922.204158 + Penalty 1679.441014 = -57242.763144 nChanged 101 SP:Iteration 3F (63.782824 sec): 3 clusters Score: Raw -59039.040545 + Penalty 1676.115061 = -57362.925485 nChanged 56 SP:Iteration 4F (63.784688 sec): 3 clusters Score: Raw -59086.433323 + Penalty 1676.018539 = -57410.414784 nChanged 34 SP:Iteration 5Q (63.786462 sec): 3 clusters Score: Raw -59107.690810 + Penalty 1677.084471 = -57430.606340 nChanged 28 SP:Iteration 6Q (63.788214 sec): 3 clusters Score: Raw -59121.844526 + Penalty 1679.381728 = -57442.462798 nChanged 27 SP:Iteration 7Q (63.789964 sec): 3 clusters Score: Raw -59135.448726 + Penalty 1686.518079 = -57448.930647 nChanged 19 SP:Iteration 8Q (63.791710 sec): 3 clusters Score: Raw -59143.515045 + Penalty 1691.655530 = -57451.859514 nChanged 14 SP:Iteration 9Q (63.793454 sec): 3 clusters Score: Raw -59148.010193 + Penalty 1697.720803 = -57450.289390 nChanged 18 SP:Iteration 10F (63.795323 sec): 3 clusters Score: Raw -59153.618474 + Penalty 1704.791567 = -57448.826907 nChanged 22 SP:Iteration 11F (63.797192 sec): 3 clusters Score: Raw -59162.338302 + Penalty 1711.022429 = -57451.315873 nChanged 19 SP:Iteration 12Q (63.798984 sec): 3 clusters Score: Raw -59173.331825 + Penalty 1721.916473 = -57451.415352 nChanged 24 SP:Iteration 13Q (63.800743 sec): 3 clusters Score: Raw -59189.807663 + Penalty 1733.475946 = -57456.331717 nChanged 22 SP:Iteration 14Q (63.802424 sec): 3 clusters Score: Raw -59204.345071 + Penalty 1750.345586 = -57453.999485 nChanged 24 SP:Iteration 15F (63.804328 sec): 3 clusters Score: Raw -59207.602432 + Penalty 1762.649090 = -57444.953341 nChanged 19 SP:Iteration 16F (63.806189 sec): 3 clusters Score: Raw -59231.683762 + Penalty 1782.747499 = -57448.936263 nChanged 17 SP:Iteration 17Q (63.807801 sec): 3 clusters Score: Raw -59248.670622 + Penalty 1793.315538 = -57455.355084 nChanged 14 SP:Iteration 18Q (63.809406 sec): 3 clusters Score: Raw -59258.469765 + Penalty 1800.686780 = -57457.782986 nChanged 14 SP:Iteration 19Q (63.810973 sec): 3 clusters Score: Raw -59263.333049 + Penalty 1806.930341 = -57456.402708 nChanged 10 SP:Iteration 20F (63.812896 sec): 3 clusters Score: Raw -59256.488685 + Penalty 1810.256946 = -57446.231740 nChanged 4 SP:Iteration 21F (63.814797 sec): 3 clusters Score: Raw -59254.519989 + Penalty 1810.256946 = -57444.263043 nChanged 0 Memory request: 0.02 GB would take us to total of 0.37 GB. Trying to split cluster 10 (4589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.831177 sec): 2 clusters Score: Raw -250698.213211 + Penalty 245.655229 = -250452.557981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.839554 sec): 3 clusters Score: Raw -247274.860962 + Penalty 535.227351 = -246739.633611 nChanged 2149 SP:Iteration 1F (63.847773 sec): 3 clusters Score: Raw -249124.469274 + Penalty 565.702163 = -248558.767111 nChanged 693 SP:Iteration 2F (63.856001 sec): 3 clusters Score: Raw -249657.346962 + Penalty 563.416456 = -249093.930506 nChanged 396 SP:Iteration 3F (63.864764 sec): 3 clusters Score: Raw -249981.584031 + Penalty 551.937389 = -249429.646642 nChanged 263 SP:Iteration 4F (63.872984 sec): 3 clusters Score: Raw -250170.388331 + Penalty 536.668443 = -249633.719888 nChanged 157 SP:Iteration 5Q (63.880729 sec): 3 clusters Score: Raw -250265.701441 + Penalty 509.640369 = -249756.061072 nChanged 107 SP:Iteration 6Q (63.888164 sec): 3 clusters Score: Raw -250349.374870 + Penalty 492.907081 = -249856.467789 nChanged 89 SP:Iteration 7Q (63.895323 sec): 3 clusters Score: Raw -250413.384568 + Penalty 453.447177 = -249959.937391 nChanged 84 SP:Iteration 8Q (63.902222 sec): 3 clusters Score: Raw -250503.394220 + Penalty 427.969588 = -250075.424632 nChanged 58 SP:Iteration 9Q (63.908931 sec): 3 clusters Score: Raw -250557.311458 + Penalty 424.893196 = -250132.418261 nChanged 45 SP:Iteration 10F (63.917400 sec): 3 clusters Score: Raw -250586.140619 + Penalty 427.702981 = -250158.437637 nChanged 43 SP:Iteration 11Q (63.923875 sec): 3 clusters Score: Raw -250609.896638 + Penalty 431.778439 = -250178.118199 nChanged 30 SP:Iteration 12Q (63.930374 sec): 3 clusters Score: Raw -250622.785982 + Penalty 426.945711 = -250195.840271 nChanged 35 SP:Iteration 13Q (63.936791 sec): 3 clusters Score: Raw -250644.731669 + Penalty 440.083939 = -250204.647731 nChanged 30 SP:Iteration 14Q (63.943177 sec): 3 clusters Score: Raw -250670.460616 + Penalty 364.064424 = -250306.396192 nChanged 23 SP:Iteration 15Q (63.950151 sec): 3 clusters Score: Raw -250696.040739 + Penalty 245.655229 = -250450.385510 nChanged 3 SP:Iteration 16Q (63.956440 sec): 2 clusters Score: Raw -250698.213211 + Penalty 245.655229 = -250452.557981 nChanged 0 SP:Iteration 17F (63.962699 sec): 2 clusters Score: Raw -250698.213211 + Penalty 245.655229 = -250452.557981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 11 (444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.967071 sec): 2 clusters Score: Raw -25437.303401 + Penalty 502.792856 = -24934.510545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.968082 sec): 3 clusters Score: Raw -25015.750185 + Penalty 1002.345943 = -24013.404242 nChanged 151 SP:Iteration 1F (63.969051 sec): 3 clusters Score: Raw -25122.832875 + Penalty 1000.144710 = -24122.688165 nChanged 51 SP:Iteration 2F (63.970019 sec): 3 clusters Score: Raw -25165.317537 + Penalty 998.180933 = -24167.136605 nChanged 19 SP:Iteration 3Q (63.970982 sec): 3 clusters Score: Raw -25190.830750 + Penalty 996.167705 = -24194.663045 nChanged 19 SP:Iteration 4Q (63.971943 sec): 3 clusters Score: Raw -25201.427572 + Penalty 992.427081 = -24209.000491 nChanged 11 SP:Iteration 5Q (63.972900 sec): 3 clusters Score: Raw -25210.868853 + Penalty 987.703159 = -24223.165693 nChanged 13 SP:Iteration 6Q (63.973851 sec): 3 clusters Score: Raw -25231.113768 + Penalty 975.876135 = -24255.237632 nChanged 15 SP:Iteration 7Q (63.974797 sec): 3 clusters Score: Raw -25262.255369 + Penalty 962.646796 = -24299.608573 nChanged 21 SP:Iteration 8Q (63.975723 sec): 3 clusters Score: Raw -25336.130876 + Penalty 955.965740 = -24380.165137 nChanged 13 SP:Iteration 9Q (63.976614 sec): 3 clusters Score: Raw -25384.437696 + Penalty 946.537427 = -24437.900269 nChanged 11 SP:Iteration 10F (63.977582 sec): 3 clusters Score: Raw -25428.655583 + Penalty 943.514685 = -24485.140898 nChanged 5 SP:Iteration 11Q (63.978442 sec): 3 clusters Score: Raw -25445.771314 + Penalty 941.163563 = -24504.607752 nChanged 4 SP:Iteration 12Q (63.979304 sec): 3 clusters Score: Raw -25455.643324 + Penalty 936.761532 = -24518.881793 nChanged 3 SP:Iteration 13Q (63.980155 sec): 3 clusters Score: Raw -25457.490815 + Penalty 936.761532 = -24520.729284 nChanged 0 SP:Iteration 14F (63.981122 sec): 3 clusters Score: Raw -25457.490815 + Penalty 936.761532 = -24520.729284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 12 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.981692 sec): 2 clusters Score: Raw -1192.871076 + Penalty 93.078224 = -1099.792852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.981957 sec): 3 clusters Score: Raw -1195.799537 + Penalty 189.894181 = -1005.905356 nChanged 4 SP:Iteration 1F (63.982220 sec): 3 clusters Score: Raw -1205.901673 + Penalty 195.110263 = -1010.791410 nChanged 1 SP:Iteration 2Q (63.982477 sec): 3 clusters Score: Raw -1208.317226 + Penalty 195.110263 = -1013.206964 nChanged 0 SP:Iteration 3F (63.982770 sec): 3 clusters Score: Raw -1208.317226 + Penalty 195.110263 = -1013.206964 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 13 (897 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.986071 sec): 2 clusters Score: Raw -44019.982649 + Penalty 211.128251 = -43808.854398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.987830 sec): 3 clusters Score: Raw -43483.128987 + Penalty 418.174074 = -43064.954913 nChanged 382 SP:Iteration 1F (63.989556 sec): 3 clusters Score: Raw -43733.537287 + Penalty 424.368603 = -43309.168684 nChanged 76 SP:Iteration 2F (63.991282 sec): 3 clusters Score: Raw -43778.961211 + Penalty 430.197085 = -43348.764126 nChanged 46 SP:Iteration 3F (63.993007 sec): 3 clusters Score: Raw -43803.969423 + Penalty 435.130747 = -43368.838676 nChanged 40 SP:Iteration 4Q (63.994715 sec): 3 clusters Score: Raw -43828.683596 + Penalty 443.015272 = -43385.668324 nChanged 41 SP:Iteration 5Q (63.996416 sec): 3 clusters Score: Raw -43855.355410 + Penalty 450.189905 = -43405.165506 nChanged 31 SP:Iteration 6Q (63.998109 sec): 3 clusters Score: Raw -43874.880057 + Penalty 456.606897 = -43418.273160 nChanged 25 SP:Iteration 7Q (63.999783 sec): 3 clusters Score: Raw -43890.366379 + Penalty 456.557760 = -43433.808620 nChanged 25 SP:Iteration 8Q (64.001450 sec): 3 clusters Score: Raw -43905.352513 + Penalty 466.672270 = -43438.680243 nChanged 28 SP:Iteration 9Q (64.003096 sec): 3 clusters Score: Raw -43918.928232 + Penalty 477.631440 = -43441.296792 nChanged 28 SP:Iteration 10F (64.004861 sec): 3 clusters Score: Raw -43934.084672 + Penalty 488.942220 = -43445.142453 nChanged 27 SP:Iteration 11Q (64.006484 sec): 3 clusters Score: Raw -43947.224373 + Penalty 516.538959 = -43430.685414 nChanged 25 SP:Iteration 12F (64.008211 sec): 3 clusters Score: Raw -43962.388957 + Penalty 558.956261 = -43403.432696 nChanged 24 SP:Iteration 13F (64.010012 sec): 3 clusters Score: Raw -43981.551917 + Penalty 653.631172 = -43327.920745 nChanged 25 SP:Iteration 14F (64.011773 sec): 3 clusters Score: Raw -44007.611210 + Penalty 733.358493 = -43274.252718 nChanged 15 SP:Iteration 15F (64.013532 sec): 3 clusters Score: Raw -44023.859601 + Penalty 752.250328 = -43271.609274 nChanged 6 SP:Iteration 16F (64.015253 sec): 3 clusters Score: Raw -44028.764830 + Penalty 757.982582 = -43270.782248 nChanged 3 SP:Iteration 17F (64.016983 sec): 3 clusters Score: Raw -44029.673320 + Penalty 755.355451 = -43274.317870 nChanged 2 SP:Iteration 18Q (64.018397 sec): 3 clusters Score: Raw -44029.620475 + Penalty 755.077099 = -43274.543376 nChanged 2 SP:Iteration 19Q (64.019805 sec): 3 clusters Score: Raw -44033.401056 + Penalty 751.076927 = -43282.324129 nChanged 2 SP:Iteration 20F (64.021532 sec): 3 clusters Score: Raw -44033.963884 + Penalty 760.185164 = -43273.778720 nChanged 1 SP:Iteration 21F (64.023356 sec): 3 clusters Score: Raw -44034.334827 + Penalty 774.920915 = -43259.413911 nChanged 2 SP:Iteration 22F (64.025131 sec): 3 clusters Score: Raw -44035.186962 + Penalty 782.386660 = -43252.800302 nChanged 1 SP:Iteration 23F (64.026901 sec): 3 clusters Score: Raw -44034.843664 + Penalty 794.953924 = -43239.889740 nChanged 2 SP:Iteration 24F (64.028651 sec): 3 clusters Score: Raw -44034.825095 + Penalty 805.624225 = -43229.200870 nChanged 1 SP:Iteration 25F (64.030362 sec): 3 clusters Score: Raw -44036.695552 + Penalty 805.624225 = -43231.071327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 14 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.031806 sec): 2 clusters Score: Raw -14605.250336 + Penalty 80.804935 = -14524.445401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.032609 sec): 3 clusters Score: Raw -14434.475365 + Penalty 168.715338 = -14265.760026 nChanged 145 SP:Iteration 1F (64.033399 sec): 3 clusters Score: Raw -14563.799478 + Penalty 175.678384 = -14388.121094 nChanged 28 SP:Iteration 2F (64.034220 sec): 3 clusters Score: Raw -14583.953583 + Penalty 178.762848 = -14405.190734 nChanged 16 SP:Iteration 3Q (64.035006 sec): 3 clusters Score: Raw -14597.928806 + Penalty 180.590824 = -14417.337982 nChanged 15 SP:Iteration 4Q (64.035792 sec): 3 clusters Score: Raw -14621.231482 + Penalty 183.855374 = -14437.376108 nChanged 21 SP:Iteration 5F (64.036585 sec): 3 clusters Score: Raw -14654.046444 + Penalty 180.152764 = -14473.893680 nChanged 15 SP:Iteration 6Q (64.037371 sec): 3 clusters Score: Raw -14669.397617 + Penalty 174.677081 = -14494.720536 nChanged 10 SP:Iteration 7Q (64.038154 sec): 3 clusters Score: Raw -14681.976912 + Penalty 174.433418 = -14507.543493 nChanged 9 SP:Iteration 8Q (64.038936 sec): 3 clusters Score: Raw -14689.647206 + Penalty 173.580865 = -14516.066341 nChanged 6 SP:Iteration 9Q (64.039708 sec): 3 clusters Score: Raw -14692.382872 + Penalty 171.127176 = -14521.255696 nChanged 5 SP:Iteration 10F (64.040497 sec): 3 clusters Score: Raw -14693.843931 + Penalty 171.877859 = -14521.966072 nChanged 4 SP:Iteration 11Q (64.041267 sec): 3 clusters Score: Raw -14697.216378 + Penalty 170.432537 = -14526.783840 nChanged 5 SP:Iteration 12Q (64.042038 sec): 3 clusters Score: Raw -14700.131228 + Penalty 169.556878 = -14530.574350 nChanged 3 SP:Iteration 13Q (64.042806 sec): 3 clusters Score: Raw -14700.957357 + Penalty 169.260577 = -14531.696781 nChanged 1 SP:Iteration 14Q (64.043576 sec): 3 clusters Score: Raw -14701.154218 + Penalty 168.764455 = -14532.389764 nChanged 1 SP:Iteration 15Q (64.044342 sec): 3 clusters Score: Raw -14701.321049 + Penalty 168.284421 = -14533.036628 nChanged 1 SP:Iteration 16Q (64.045106 sec): 3 clusters Score: Raw -14701.450183 + Penalty 168.284421 = -14533.165762 nChanged 0 SP:Iteration 17F (64.045894 sec): 3 clusters Score: Raw -14701.450183 + Penalty 168.284421 = -14533.165762 nChanged 0 Score: Raw -1956795.088851 + Penalty 23897.422288 = -1932897.666562 Splitting cluster 14 changes total score from -1910964.785549 to -1932897.666562 So it's getting split into cluster 15. Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 17 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.604486 sec): 2 clusters Score: Raw -12066.641398 + Penalty 512.386639 = -11554.254759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.605166 sec): 3 clusters Score: Raw -11893.871031 + Penalty 1025.178059 = -10868.692972 nChanged 77 SP:Iteration 1F (64.605839 sec): 3 clusters Score: Raw -11995.516566 + Penalty 1032.124431 = -10963.392135 nChanged 30 SP:Iteration 2F (64.606505 sec): 3 clusters Score: Raw -12085.147156 + Penalty 1038.279225 = -11046.867931 nChanged 20 SP:Iteration 3F (64.607175 sec): 3 clusters Score: Raw -12143.695362 + Penalty 1048.441495 = -11095.253866 nChanged 13 SP:Iteration 4Q (64.607787 sec): 3 clusters Score: Raw -12174.165065 + Penalty 1055.721158 = -11118.443908 nChanged 6 SP:Iteration 5Q (64.608389 sec): 3 clusters Score: Raw -12184.878574 + Penalty 1059.008006 = -11125.870568 nChanged 6 SP:Iteration 6Q (64.608987 sec): 3 clusters Score: Raw -12196.897406 + Penalty 1063.810787 = -11133.086620 nChanged 2 SP:Iteration 7Q (64.609584 sec): 3 clusters Score: Raw -12200.064484 + Penalty 1068.085595 = -11131.978889 nChanged 2 SP:Iteration 8F (64.610248 sec): 3 clusters Score: Raw -12201.433917 + Penalty 1074.220087 = -11127.213830 nChanged 3 SP:Iteration 9F (64.610912 sec): 3 clusters Score: Raw -12216.242542 + Penalty 1088.762538 = -11127.480004 nChanged 6 SP:Iteration 10F (64.611576 sec): 3 clusters Score: Raw -12253.516357 + Penalty 1091.086467 = -11162.429890 nChanged 4 SP:Iteration 11Q (64.612164 sec): 3 clusters Score: Raw -12262.705431 + Penalty 1092.612045 = -11170.093386 nChanged 2 SP:Iteration 12Q (64.612750 sec): 3 clusters Score: Raw -12265.716510 + Penalty 1091.976044 = -11173.740467 nChanged 1 SP:Iteration 13Q (64.613336 sec): 3 clusters Score: Raw -12266.862538 + Penalty 1091.976044 = -11174.886495 nChanged 0 SP:Iteration 14F (64.614030 sec): 3 clusters Score: Raw -12266.862538 + Penalty 1091.976044 = -11174.886495 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 19 (1582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.621869 sec): 2 clusters Score: Raw -74621.536144 + Penalty 128.252668 = -74493.283476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.624826 sec): 3 clusters Score: Raw -73666.010890 + Penalty 252.465049 = -73413.545841 nChanged 708 SP:Iteration 1F (64.627697 sec): 3 clusters Score: Raw -74306.495105 + Penalty 250.547508 = -74055.947597 nChanged 107 SP:Iteration 2F (64.630634 sec): 3 clusters Score: Raw -74416.440741 + Penalty 250.684786 = -74165.755956 nChanged 93 SP:Iteration 3F (64.633568 sec): 3 clusters Score: Raw -74531.051086 + Penalty 245.992576 = -74285.058509 nChanged 60 SP:Iteration 4Q (64.636402 sec): 3 clusters Score: Raw -74604.179376 + Penalty 212.569851 = -74391.609524 nChanged 12 SP:Iteration 5Q (64.638768 sec): 3 clusters Score: Raw -74617.406140 + Penalty 128.252668 = -74489.153472 nChanged 3 SP:Iteration 6Q (64.640967 sec): 2 clusters Score: Raw -74621.536144 + Penalty 128.252668 = -74493.283476 nChanged 0 SP:Iteration 7F (64.643150 sec): 2 clusters Score: Raw -74621.536144 + Penalty 128.252668 = -74493.283476 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 20 (1524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.651369 sec): 2 clusters Score: Raw -91315.939814 + Penalty 672.151013 = -90643.788801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.654216 sec): 3 clusters Score: Raw -89848.004987 + Penalty 1338.220021 = -88509.784966 nChanged 655 SP:Iteration 1F (64.657018 sec): 3 clusters Score: Raw -91383.550755 + Penalty 1349.016321 = -90034.534434 nChanged 205 SP:Iteration 2F (64.659827 sec): 3 clusters Score: Raw -91634.324881 + Penalty 1365.723868 = -90268.601013 nChanged 70 SP:Iteration 3Q (64.662414 sec): 3 clusters Score: Raw -91688.841089 + Penalty 1369.089234 = -90319.751855 nChanged 26 SP:Iteration 4Q (64.664883 sec): 3 clusters Score: Raw -91697.701786 + Penalty 1374.793770 = -90322.908016 nChanged 17 SP:Iteration 5Q (64.667316 sec): 3 clusters Score: Raw -91704.299421 + Penalty 1380.672163 = -90323.627259 nChanged 14 SP:Iteration 6Q (64.669701 sec): 3 clusters Score: Raw -91705.833895 + Penalty 1382.084148 = -90323.749747 nChanged 9 SP:Iteration 7Q (64.672047 sec): 3 clusters Score: Raw -91707.937928 + Penalty 1383.666376 = -90324.271552 nChanged 2 SP:Iteration 8Q (64.674385 sec): 3 clusters Score: Raw -91708.064622 + Penalty 1383.666376 = -90324.398246 nChanged 0 SP:Iteration 9F (64.677176 sec): 3 clusters Score: Raw -91708.064622 + Penalty 1383.666376 = -90324.398246 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 22 (759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.680472 sec): 2 clusters Score: Raw -45178.569161 + Penalty 968.686876 = -44209.882285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.682011 sec): 3 clusters Score: Raw -44116.088111 + Penalty 1938.468951 = -42177.619160 nChanged 267 SP:Iteration 1F (64.683506 sec): 3 clusters Score: Raw -44624.932555 + Penalty 1949.605628 = -42675.326927 nChanged 122 SP:Iteration 2F (64.684989 sec): 3 clusters Score: Raw -44956.593521 + Penalty 1972.756119 = -42983.837402 nChanged 89 SP:Iteration 3F (64.686518 sec): 3 clusters Score: Raw -45221.598520 + Penalty 1995.749813 = -43225.848707 nChanged 65 SP:Iteration 4F (64.688031 sec): 3 clusters Score: Raw -45377.110761 + Penalty 2009.879017 = -43367.231745 nChanged 33 SP:Iteration 5Q (64.689324 sec): 3 clusters Score: Raw -45435.121788 + Penalty 2015.076468 = -43420.045319 nChanged 11 SP:Iteration 6Q (64.690574 sec): 3 clusters Score: Raw -45456.284499 + Penalty 2018.141458 = -43438.143041 nChanged 6 SP:Iteration 7Q (64.691867 sec): 3 clusters Score: Raw -45460.194530 + Penalty 2019.452795 = -43440.741734 nChanged 1 SP:Iteration 8Q (64.693122 sec): 3 clusters Score: Raw -45460.041308 + Penalty 2019.452795 = -43440.588513 nChanged 0 SP:Iteration 9F (64.694630 sec): 3 clusters Score: Raw -45460.041308 + Penalty 2019.452795 = -43440.588513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 23 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.696402 sec): 2 clusters Score: Raw -15333.927315 + Penalty 601.908686 = -14732.018629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.697083 sec): 3 clusters Score: Raw -15142.470910 + Penalty 1204.553505 = -13937.917404 nChanged 75 SP:Iteration 1F (64.697748 sec): 3 clusters Score: Raw -15225.125203 + Penalty 1208.396142 = -14016.729061 nChanged 31 SP:Iteration 2F (64.698412 sec): 3 clusters Score: Raw -15260.805136 + Penalty 1213.693694 = -14047.111442 nChanged 17 SP:Iteration 3F (64.699075 sec): 3 clusters Score: Raw -15286.731887 + Penalty 1224.331534 = -14062.400353 nChanged 22 SP:Iteration 4F (64.699737 sec): 3 clusters Score: Raw -15316.674453 + Penalty 1228.227032 = -14088.447422 nChanged 15 SP:Iteration 5F (64.700451 sec): 3 clusters Score: Raw -15332.862541 + Penalty 1242.167225 = -14090.695316 nChanged 9 SP:Iteration 6Q (64.701129 sec): 3 clusters Score: Raw -15341.952994 + Penalty 1249.954989 = -14091.998005 nChanged 4 SP:Iteration 7Q (64.701793 sec): 3 clusters Score: Raw -15344.798307 + Penalty 1251.606059 = -14093.192247 nChanged 1 SP:Iteration 8Q (64.702456 sec): 3 clusters Score: Raw -15344.781055 + Penalty 1253.340688 = -14091.440367 nChanged 1 SP:Iteration 9F (64.703173 sec): 3 clusters Score: Raw -15344.486618 + Penalty 1251.689143 = -14092.797474 nChanged 1 SP:Iteration 10F (64.703890 sec): 3 clusters Score: Raw -15344.914860 + Penalty 1254.778715 = -14090.136145 nChanged 2 SP:Iteration 11F (64.704609 sec): 3 clusters Score: Raw -15345.540855 + Penalty 1256.004579 = -14089.536275 nChanged 2 SP:Iteration 12F (64.705328 sec): 3 clusters Score: Raw -15347.759456 + Penalty 1255.479706 = -14092.279750 nChanged 2 SP:Iteration 13Q (64.705989 sec): 3 clusters Score: Raw -15349.347196 + Penalty 1256.010874 = -14093.336322 nChanged 2 SP:Iteration 14Q (64.706649 sec): 3 clusters Score: Raw -15352.799526 + Penalty 1256.010874 = -14096.788653 nChanged 0 SP:Iteration 15F (64.707379 sec): 3 clusters Score: Raw -15352.799526 + Penalty 1256.010874 = -14096.788653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.709270 sec): 2 clusters Score: Raw -20848.245163 + Penalty 651.228769 = -20197.016394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.710135 sec): 3 clusters Score: Raw -20612.973463 + Penalty 1297.067173 = -19315.906289 nChanged 127 SP:Iteration 1F (64.710983 sec): 3 clusters Score: Raw -20839.454631 + Penalty 1297.710602 = -19541.744029 nChanged 35 SP:Iteration 2F (64.711831 sec): 3 clusters Score: Raw -20889.222828 + Penalty 1297.601812 = -19591.621016 nChanged 16 SP:Iteration 3Q (64.712649 sec): 3 clusters Score: Raw -20928.478414 + Penalty 1304.981955 = -19623.496459 nChanged 19 SP:Iteration 4F (64.713577 sec): 3 clusters Score: Raw -20955.472367 + Penalty 1309.150556 = -19646.321811 nChanged 7 SP:Iteration 5Q (64.714429 sec): 3 clusters Score: Raw -20968.739590 + Penalty 1307.440734 = -19661.298856 nChanged 2 SP:Iteration 6Q (64.715257 sec): 3 clusters Score: Raw -20969.964550 + Penalty 1307.440734 = -19662.523816 nChanged 0 SP:Iteration 7F (64.716186 sec): 3 clusters Score: Raw -20969.964550 + Penalty 1307.440734 = -19662.523816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.717504 sec): 2 clusters Score: Raw -7743.087905 + Penalty 307.196191 = -7435.891714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.718041 sec): 3 clusters Score: Raw -7623.968219 + Penalty 630.710157 = -6993.258062 nChanged 50 SP:Iteration 1F (64.718539 sec): 3 clusters Score: Raw -7697.596829 + Penalty 646.626648 = -7050.970181 nChanged 18 SP:Iteration 2F (64.719048 sec): 3 clusters Score: Raw -7729.084736 + Penalty 662.584541 = -7066.500195 nChanged 12 SP:Iteration 3F (64.719557 sec): 3 clusters Score: Raw -7756.295599 + Penalty 719.707397 = -7036.588201 nChanged 9 SP:Iteration 4F (64.720053 sec): 3 clusters Score: Raw -7780.740668 + Penalty 728.254005 = -7052.486663 nChanged 3 SP:Iteration 5Q (64.720499 sec): 3 clusters Score: Raw -7786.520362 + Penalty 742.695268 = -7043.825094 nChanged 2 SP:Iteration 6F (64.720994 sec): 3 clusters Score: Raw -7794.249541 + Penalty 742.695268 = -7051.554274 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 31 (1257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.725325 sec): 2 clusters Score: Raw -62932.077638 + Penalty 212.081390 = -62719.996248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.727719 sec): 3 clusters Score: Raw -61848.131146 + Penalty 407.239543 = -61440.891603 nChanged 538 SP:Iteration 1F (64.730033 sec): 3 clusters Score: Raw -62415.122967 + Penalty 397.911813 = -62017.211155 nChanged 206 SP:Iteration 2F (64.732549 sec): 3 clusters Score: Raw -62701.491564 + Penalty 414.880491 = -62286.611073 nChanged 108 SP:Iteration 3F (64.734953 sec): 3 clusters Score: Raw -62864.104706 + Penalty 424.736682 = -62439.368024 nChanged 41 SP:Iteration 4Q (64.736900 sec): 3 clusters Score: Raw -62932.424616 + Penalty 498.770934 = -62433.653681 nChanged 13 SP:Iteration 5F (64.739207 sec): 3 clusters Score: Raw -62947.228380 + Penalty 529.881428 = -62417.346952 nChanged 1 SP:Iteration 6F (64.741532 sec): 3 clusters Score: Raw -62947.245246 + Penalty 529.881428 = -62417.363818 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 32 (717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.744527 sec): 2 clusters Score: Raw -42576.003254 + Penalty 794.192406 = -41781.810848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.745988 sec): 3 clusters Score: Raw -41764.506116 + Penalty 1586.759141 = -40177.746976 nChanged 263 SP:Iteration 1F (64.747417 sec): 3 clusters Score: Raw -42136.261088 + Penalty 1575.318825 = -40560.942263 nChanged 143 SP:Iteration 2F (64.748834 sec): 3 clusters Score: Raw -42569.187945 + Penalty 1559.057110 = -41010.130835 nChanged 77 SP:Iteration 3F (64.750285 sec): 3 clusters Score: Raw -42727.562259 + Penalty 1550.286796 = -41177.275463 nChanged 27 SP:Iteration 4Q (64.751585 sec): 3 clusters Score: Raw -42797.919235 + Penalty 1542.189974 = -41255.729261 nChanged 12 SP:Iteration 5Q (64.752859 sec): 3 clusters Score: Raw -42822.842006 + Penalty 1535.704579 = -41287.137427 nChanged 8 SP:Iteration 6Q (64.754125 sec): 3 clusters Score: Raw -42838.232547 + Penalty 1533.438820 = -41304.793727 nChanged 4 SP:Iteration 7Q (64.755361 sec): 3 clusters Score: Raw -42844.298399 + Penalty 1533.438820 = -41310.859579 nChanged 0 SP:Iteration 8F (64.756807 sec): 3 clusters Score: Raw -42844.298399 + Penalty 1533.438820 = -41310.859579 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 35 (2366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.769572 sec): 2 clusters Score: Raw -162193.961471 + Penalty 1238.043277 = -160955.918193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.773894 sec): 3 clusters Score: Raw -159981.462905 + Penalty 2475.040336 = -157506.422569 nChanged 880 SP:Iteration 1F (64.778166 sec): 3 clusters Score: Raw -160644.876160 + Penalty 2472.991493 = -158171.884667 nChanged 302 SP:Iteration 2F (64.782414 sec): 3 clusters Score: Raw -161061.206195 + Penalty 2471.871652 = -158589.334543 nChanged 326 SP:Iteration 3F (64.786665 sec): 3 clusters Score: Raw -161578.569631 + Penalty 2486.078565 = -159092.491066 nChanged 265 SP:Iteration 4F (64.790876 sec): 3 clusters Score: Raw -161919.365020 + Penalty 2496.642691 = -159422.722329 nChanged 126 SP:Iteration 5F (64.795122 sec): 3 clusters Score: Raw -162048.661756 + Penalty 2497.734089 = -159550.927667 nChanged 56 SP:Iteration 6Q (64.798625 sec): 3 clusters Score: Raw -162070.323786 + Penalty 2498.091058 = -159572.232728 nChanged 49 SP:Iteration 7Q (64.802047 sec): 3 clusters Score: Raw -162096.957086 + Penalty 2498.226067 = -159598.731019 nChanged 58 SP:Iteration 8Q (64.805430 sec): 3 clusters Score: Raw -162135.126704 + Penalty 2497.582147 = -159637.544558 nChanged 39 SP:Iteration 9Q (64.809325 sec): 3 clusters Score: Raw -162168.536408 + Penalty 2495.897465 = -159672.638944 nChanged 22 SP:Iteration 10F (64.813529 sec): 3 clusters Score: Raw -162193.670479 + Penalty 2492.254215 = -159701.416264 nChanged 13 SP:Iteration 11Q (64.816817 sec): 3 clusters Score: Raw -162234.348115 + Penalty 2500.023700 = -159734.324415 nChanged 5 SP:Iteration 12Q (64.820073 sec): 3 clusters Score: Raw -162249.125761 + Penalty 2499.992667 = -159749.133093 nChanged 1 SP:Iteration 13Q (64.823326 sec): 3 clusters Score: Raw -162251.814725 + Penalty 2499.992667 = -159751.822057 nChanged 0 SP:Iteration 14F (64.827531 sec): 3 clusters Score: Raw -162251.814725 + Penalty 2499.992667 = -159751.822057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.830570 sec): 2 clusters Score: Raw -3264.589607 + Penalty 264.954008 = -2999.635598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.830941 sec): 3 clusters Score: Raw -3276.337834 + Penalty 578.828497 = -2697.509337 nChanged 13 SP:Iteration 1F (64.831290 sec): 3 clusters Score: Raw -3308.619711 + Penalty 592.541287 = -2716.078425 nChanged 2 SP:Iteration 2Q (64.831628 sec): 3 clusters Score: Raw -3310.286953 + Penalty 592.541287 = -2717.745666 nChanged 0 SP:Iteration 3F (64.831975 sec): 3 clusters Score: Raw -3310.286953 + Penalty 592.541287 = -2717.745666 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 43 (955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.835152 sec): 2 clusters Score: Raw -53418.890454 + Penalty 671.124678 = -52747.765776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.837038 sec): 3 clusters Score: Raw -52688.310109 + Penalty 1341.412770 = -51346.897338 nChanged 364 SP:Iteration 1F (64.838894 sec): 3 clusters Score: Raw -53000.052534 + Penalty 1353.773377 = -51646.279157 nChanged 144 SP:Iteration 2F (64.840717 sec): 3 clusters Score: Raw -53181.812763 + Penalty 1382.730713 = -51799.082050 nChanged 98 SP:Iteration 3F (64.842527 sec): 3 clusters Score: Raw -53285.372264 + Penalty 1403.408266 = -51881.963997 nChanged 52 SP:Iteration 4F (64.844362 sec): 3 clusters Score: Raw -53332.628806 + Penalty 1398.376244 = -51934.252563 nChanged 31 SP:Iteration 5Q (64.846112 sec): 3 clusters Score: Raw -53352.309146 + Penalty 1402.543699 = -51949.765446 nChanged 22 SP:Iteration 6Q (64.847809 sec): 3 clusters Score: Raw -53367.432204 + Penalty 1414.579412 = -51952.852792 nChanged 20 SP:Iteration 7Q (64.849679 sec): 3 clusters Score: Raw -53384.265079 + Penalty 1416.746805 = -51967.518274 nChanged 13 SP:Iteration 8Q (64.851487 sec): 3 clusters Score: Raw -53395.519744 + Penalty 1447.179905 = -51948.339839 nChanged 12 SP:Iteration 9F (64.853309 sec): 3 clusters Score: Raw -53405.173647 + Penalty 1436.049930 = -51969.123717 nChanged 8 SP:Iteration 10F (64.855126 sec): 3 clusters Score: Raw -53416.478635 + Penalty 1416.356266 = -52000.122369 nChanged 3 SP:Iteration 11Q (64.856625 sec): 3 clusters Score: Raw -53421.756116 + Penalty 1373.809432 = -52047.946684 nChanged 4 SP:Iteration 12Q (64.858112 sec): 3 clusters Score: Raw -53432.011735 + Penalty 1373.809432 = -52058.202303 nChanged 0 SP:Iteration 13F (64.859976 sec): 3 clusters Score: Raw -53432.011735 + Penalty 1373.809432 = -52058.202303 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 44 (629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.862174 sec): 2 clusters Score: Raw -31406.397991 + Penalty 213.318313 = -31193.079678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.863481 sec): 3 clusters Score: Raw -31015.023890 + Penalty 428.469700 = -30586.554191 nChanged 269 SP:Iteration 1F (64.864766 sec): 3 clusters Score: Raw -31196.493617 + Penalty 431.307328 = -30765.186289 nChanged 95 SP:Iteration 2F (64.866052 sec): 3 clusters Score: Raw -31276.792622 + Penalty 439.222734 = -30837.569888 nChanged 61 SP:Iteration 3F (64.867340 sec): 3 clusters Score: Raw -31331.060080 + Penalty 462.139155 = -30868.920925 nChanged 49 SP:Iteration 4F (64.868625 sec): 3 clusters Score: Raw -31369.103419 + Penalty 482.742438 = -30886.360981 nChanged 33 SP:Iteration 5F (64.869935 sec): 3 clusters Score: Raw -31397.002497 + Penalty 495.840904 = -30901.161593 nChanged 21 SP:Iteration 6Q (64.871240 sec): 3 clusters Score: Raw -31412.371403 + Penalty 498.316817 = -30914.054586 nChanged 11 SP:Iteration 7Q (64.872543 sec): 3 clusters Score: Raw -31418.715528 + Penalty 503.873359 = -30914.842169 nChanged 11 SP:Iteration 8Q (64.873820 sec): 3 clusters Score: Raw -31424.858041 + Penalty 502.427577 = -30922.430464 nChanged 5 SP:Iteration 9Q (64.875099 sec): 3 clusters Score: Raw -31426.320574 + Penalty 508.027555 = -30918.293019 nChanged 1 SP:Iteration 10F (64.876416 sec): 3 clusters Score: Raw -31426.919758 + Penalty 512.059745 = -30914.860014 nChanged 2 SP:Iteration 11F (64.877714 sec): 3 clusters Score: Raw -31427.646802 + Penalty 512.059745 = -30915.587057 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 63 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.880564 sec): 2 clusters Score: Raw -46554.219718 + Penalty 212.097296 = -46342.122423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.882334 sec): 3 clusters Score: Raw -45749.111252 + Penalty 522.175350 = -45226.935902 nChanged 372 SP:Iteration 1F (64.884045 sec): 3 clusters Score: Raw -46391.274200 + Penalty 630.494290 = -45760.779910 nChanged 116 SP:Iteration 2F (64.885792 sec): 3 clusters Score: Raw -46539.639771 + Penalty 708.697404 = -45830.942367 nChanged 25 SP:Iteration 3Q (64.887273 sec): 3 clusters Score: Raw -46568.049626 + Penalty 766.710268 = -45801.339358 nChanged 5 SP:Iteration 4F (64.888982 sec): 3 clusters Score: Raw -46579.180152 + Penalty 770.790793 = -45808.389359 nChanged 2 SP:Iteration 5Q (64.890338 sec): 3 clusters Score: Raw -46583.387912 + Penalty 770.790793 = -45812.597118 nChanged 0 SP:Iteration 6F (64.892043 sec): 3 clusters Score: Raw -46583.387912 + Penalty 770.790793 = -45812.597118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 132 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.893643 sec): 2 clusters Score: Raw -9789.237204 + Penalty 328.050704 = -9461.186501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.894282 sec): 3 clusters Score: Raw -9717.442592 + Penalty 663.863833 = -9053.578759 nChanged 62 SP:Iteration 1F (64.894911 sec): 3 clusters Score: Raw -9812.301466 + Penalty 669.202850 = -9143.098617 nChanged 25 SP:Iteration 2F (64.895536 sec): 3 clusters Score: Raw -9870.739206 + Penalty 667.453693 = -9203.285513 nChanged 15 SP:Iteration 3F (64.896161 sec): 3 clusters Score: Raw -9889.279503 + Penalty 666.765727 = -9222.513776 nChanged 5 SP:Iteration 4Q (64.896764 sec): 3 clusters Score: Raw -9896.995403 + Penalty 666.640151 = -9230.355252 nChanged 3 SP:Iteration 5Q (64.897371 sec): 3 clusters Score: Raw -9899.394566 + Penalty 666.031193 = -9233.363374 nChanged 1 SP:Iteration 6Q (64.898000 sec): 3 clusters Score: Raw -9899.560590 + Penalty 666.031193 = -9233.529398 nChanged 0 SP:Iteration 7F (64.898625 sec): 3 clusters Score: Raw -9899.560590 + Penalty 666.031193 = -9233.529398 nChanged 0 Deleting Class 12 (28 points): Lose 225.762762 but Gain 278.104999 Iteration 164F (65.487235 sec): 30 clusters Score: Raw -1934610.425011 + Penalty 23614.807603 = -1910995.617408 nChanged 78 Iteration 165Q (65.605437 sec): 30 clusters Score: Raw -1934783.502418 + Penalty 23624.270632 = -1911159.231786 nChanged 28 Iteration 166Q (65.721390 sec): 30 clusters Score: Raw -1934798.912191 + Penalty 23630.950393 = -1911167.961797 nChanged 14 Iteration 167Q (65.838463 sec): 30 clusters Score: Raw -1934803.220809 + Penalty 23640.614259 = -1911162.606550 nChanged 15 Iteration 168F (66.387551 sec): 30 clusters Score: Raw -1934805.248183 + Penalty 23655.789408 = -1911149.458775 nChanged 11 Iteration 169F (66.937098 sec): 30 clusters Score: Raw -1934811.662416 + Penalty 23675.376596 = -1911136.285820 nChanged 15 Iteration 170F (67.486263 sec): 30 clusters Score: Raw -1934819.510103 + Penalty 23683.196680 = -1911136.313423 nChanged 15 Iteration 171Q (67.603531 sec): 30 clusters Score: Raw -1934824.709295 + Penalty 23687.610615 = -1911137.098680 nChanged 15 Iteration 172Q (67.720526 sec): 30 clusters Score: Raw -1934826.583298 + Penalty 23689.956724 = -1911136.626573 nChanged 16 Iteration 173F (68.269207 sec): 30 clusters Score: Raw -1934829.386044 + Penalty 23692.301344 = -1911137.084700 nChanged 8 Iteration 174Q (68.385974 sec): 30 clusters Score: Raw -1934831.462720 + Penalty 23696.019361 = -1911135.443359 nChanged 16 Iteration 175F (68.935865 sec): 30 clusters Score: Raw -1934833.923449 + Penalty 23694.937561 = -1911138.985887 nChanged 16 Iteration 176Q (69.052481 sec): 30 clusters Score: Raw -1934839.297920 + Penalty 23697.852990 = -1911141.444930 nChanged 21 Iteration 177Q (69.170215 sec): 30 clusters Score: Raw -1934843.363634 + Penalty 23704.202979 = -1911139.160655 nChanged 20 Iteration 178F (69.723686 sec): 30 clusters Score: Raw -1934850.028578 + Penalty 23705.820415 = -1911144.208163 nChanged 9 Iteration 179Q (69.840496 sec): 30 clusters Score: Raw -1934850.671663 + Penalty 23704.879096 = -1911145.792567 nChanged 5 Iteration 180F (70.389691 sec): 30 clusters Score: Raw -1934850.889496 + Penalty 23704.467008 = -1911146.422488 nChanged 3 Iteration 181Q (70.506910 sec): 30 clusters Score: Raw -1934851.017168 + Penalty 23703.944159 = -1911147.073009 nChanged 3 Iteration 182Q (70.623818 sec): 30 clusters Score: Raw -1934851.096979 + Penalty 23702.919913 = -1911148.177066 nChanged 6 Iteration 183Q (70.740637 sec): 30 clusters Score: Raw -1934851.287891 + Penalty 23702.919913 = -1911148.367979 nChanged 0 Iteration 184F (71.290055 sec): 30 clusters Score: Raw -1934851.287891 + Penalty 23702.919913 = -1911148.367979 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -1934851.287891 + Penalty 23702.919913 = -1911148.367979Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 1 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.410196 sec): 2 clusters Score: Raw -8571.423616 + Penalty 444.981057 = -8126.442559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.410724 sec): 3 clusters Score: Raw -8375.420024 + Penalty 950.035581 = -7425.384443 nChanged 40 SP:Iteration 1F (71.411211 sec): 3 clusters Score: Raw -8478.390675 + Penalty 989.807277 = -7488.583398 nChanged 20 SP:Iteration 2F (71.411697 sec): 3 clusters Score: Raw -8546.350408 + Penalty 1042.170062 = -7504.180346 nChanged 13 SP:Iteration 3F (71.412177 sec): 3 clusters Score: Raw -8581.606268 + Penalty 1035.536992 = -7546.069277 nChanged 4 SP:Iteration 4Q (71.412601 sec): 3 clusters Score: Raw -8589.798969 + Penalty 1037.644657 = -7552.154312 nChanged 3 SP:Iteration 5Q (71.413025 sec): 3 clusters Score: Raw -8602.964408 + Penalty 1037.644657 = -7565.319751 nChanged 0 SP:Iteration 6F (71.413544 sec): 3 clusters Score: Raw -8602.964408 + Penalty 1037.644657 = -7565.319751 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 2 (1518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.419335 sec): 2 clusters Score: Raw -95581.172272 + Penalty 873.177864 = -94707.994409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.422148 sec): 3 clusters Score: Raw -94054.819786 + Penalty 1747.596252 = -92307.223534 nChanged 610 SP:Iteration 1F (71.424905 sec): 3 clusters Score: Raw -95037.504924 + Penalty 1782.600893 = -93254.904032 nChanged 310 SP:Iteration 2F (71.427654 sec): 3 clusters Score: Raw -95818.610584 + Penalty 1823.010152 = -93995.600432 nChanged 123 SP:Iteration 3F (71.430417 sec): 3 clusters Score: Raw -95985.277257 + Penalty 1836.395623 = -94148.881634 nChanged 38 SP:Iteration 4Q (71.432770 sec): 3 clusters Score: Raw -96028.035909 + Penalty 1839.165533 = -94188.870375 nChanged 20 SP:Iteration 5Q (71.435085 sec): 3 clusters Score: Raw -96066.146105 + Penalty 1840.827025 = -94225.319081 nChanged 12 SP:Iteration 6Q (71.437397 sec): 3 clusters Score: Raw -96088.057946 + Penalty 1840.358380 = -94247.699566 nChanged 7 SP:Iteration 7Q (71.439707 sec): 3 clusters Score: Raw -96093.738937 + Penalty 1839.679773 = -94254.059164 nChanged 1 SP:Iteration 8Q (71.442014 sec): 3 clusters Score: Raw -96095.399400 + Penalty 1839.679773 = -94255.719627 nChanged 0 SP:Iteration 9F (71.444760 sec): 3 clusters Score: Raw -96095.399400 + Penalty 1839.679773 = -94255.719627 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 3 (5021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.467191 sec): 2 clusters Score: Raw -237849.762123 + Penalty 330.370561 = -237519.391562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.476292 sec): 3 clusters Score: Raw -234556.965855 + Penalty 662.947234 = -233894.018621 nChanged 2264 SP:Iteration 1F (71.485312 sec): 3 clusters Score: Raw -235970.225400 + Penalty 669.335245 = -235300.890155 nChanged 491 SP:Iteration 2F (71.494452 sec): 3 clusters Score: Raw -236233.981073 + Penalty 680.531758 = -235553.449315 nChanged 349 SP:Iteration 3F (71.503746 sec): 3 clusters Score: Raw -236474.247093 + Penalty 693.844509 = -235780.402584 nChanged 332 SP:Iteration 4F (71.513018 sec): 3 clusters Score: Raw -236721.672523 + Penalty 708.203781 = -236013.468742 nChanged 331 SP:Iteration 5F (71.521996 sec): 3 clusters Score: Raw -236966.153998 + Penalty 725.229796 = -236240.924203 nChanged 305 SP:Iteration 6F (71.530858 sec): 3 clusters Score: Raw -237203.432677 + Penalty 744.394904 = -236459.037773 nChanged 274 SP:Iteration 7F (71.539727 sec): 3 clusters Score: Raw -237425.492985 + Penalty 757.871023 = -236667.621962 nChanged 216 SP:Iteration 8Q (71.548068 sec): 3 clusters Score: Raw -237585.156551 + Penalty 761.521066 = -236823.635485 nChanged 139 SP:Iteration 9Q (71.556100 sec): 3 clusters Score: Raw -237678.037828 + Penalty 769.899923 = -236908.137906 nChanged 96 SP:Iteration 10F (71.565164 sec): 3 clusters Score: Raw -237730.249365 + Penalty 780.695510 = -236949.553855 nChanged 67 SP:Iteration 11Q (71.573215 sec): 3 clusters Score: Raw -237762.894245 + Penalty 787.206510 = -236975.687734 nChanged 63 SP:Iteration 12Q (71.580758 sec): 3 clusters Score: Raw -237792.763914 + Penalty 786.845905 = -237005.918009 nChanged 44 SP:Iteration 13Q (71.588287 sec): 3 clusters Score: Raw -237812.153552 + Penalty 793.730463 = -237018.423089 nChanged 33 SP:Iteration 14Q (71.595697 sec): 3 clusters Score: Raw -237827.020367 + Penalty 801.944748 = -237025.075619 nChanged 37 SP:Iteration 15Q (71.603076 sec): 3 clusters Score: Raw -237845.325039 + Penalty 802.261734 = -237043.063305 nChanged 22 SP:Iteration 16Q (71.610373 sec): 3 clusters Score: Raw -237855.003734 + Penalty 796.600428 = -237058.403306 nChanged 16 SP:Iteration 17Q (71.617720 sec): 3 clusters Score: Raw -237862.369810 + Penalty 799.471202 = -237062.898609 nChanged 11 SP:Iteration 18Q (71.624944 sec): 3 clusters Score: Raw -237865.894561 + Penalty 805.724188 = -237060.170373 nChanged 7 SP:Iteration 19F (71.633921 sec): 3 clusters Score: Raw -237867.755481 + Penalty 812.182985 = -237055.572496 nChanged 7 SP:Iteration 20F (71.642869 sec): 3 clusters Score: Raw -237869.516254 + Penalty 813.145750 = -237056.370503 nChanged 7 SP:Iteration 21Q (71.650012 sec): 3 clusters Score: Raw -237871.837392 + Penalty 814.241497 = -237057.595895 nChanged 4 SP:Iteration 22Q (71.657133 sec): 3 clusters Score: Raw -237873.744833 + Penalty 818.129547 = -237055.615287 nChanged 4 SP:Iteration 23F (71.666185 sec): 3 clusters Score: Raw -237875.482723 + Penalty 818.464503 = -237057.018220 nChanged 4 SP:Iteration 24Q (71.673328 sec): 3 clusters Score: Raw -237878.197481 + Penalty 818.939089 = -237059.258393 nChanged 1 SP:Iteration 25Q (71.680429 sec): 3 clusters Score: Raw -237878.327360 + Penalty 821.051922 = -237057.275438 nChanged 1 SP:Iteration 26F (71.689300 sec): 3 clusters Score: Raw -237878.718147 + Penalty 817.563729 = -237061.154418 nChanged 2 SP:Iteration 27Q (71.696549 sec): 3 clusters Score: Raw -237879.249032 + Penalty 817.563729 = -237061.685303 nChanged 0 SP:Iteration 28F (71.705416 sec): 3 clusters Score: Raw -237879.249032 + Penalty 817.563729 = -237061.685303 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 4 (5378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.732068 sec): 2 clusters Score: Raw -288954.899331 + Penalty 308.785132 = -288646.114199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.741907 sec): 3 clusters Score: Raw -285310.506796 + Penalty 618.215563 = -284692.291233 nChanged 2493 SP:Iteration 1F (71.751449 sec): 3 clusters Score: Raw -286680.979488 + Penalty 615.013899 = -286065.965588 nChanged 662 SP:Iteration 2F (71.761068 sec): 3 clusters Score: Raw -287005.941180 + Penalty 606.570182 = -286399.370997 nChanged 573 SP:Iteration 3F (71.770747 sec): 3 clusters Score: Raw -287361.376119 + Penalty 594.480972 = -286766.895147 nChanged 556 SP:Iteration 4F (71.780228 sec): 3 clusters Score: Raw -287797.215847 + Penalty 587.857131 = -287209.358716 nChanged 494 SP:Iteration 5F (71.789697 sec): 3 clusters Score: Raw -288228.189924 + Penalty 582.248766 = -287645.941158 nChanged 393 SP:Iteration 6F (71.799234 sec): 3 clusters Score: Raw -288564.441429 + Penalty 580.646937 = -287983.794491 nChanged 281 SP:Iteration 7F (71.808689 sec): 3 clusters Score: Raw -288768.710249 + Penalty 569.219572 = -288199.490677 nChanged 160 SP:Iteration 8Q (71.818163 sec): 3 clusters Score: Raw -288859.522455 + Penalty 549.030079 = -288310.492376 nChanged 102 SP:Iteration 9Q (71.827418 sec): 3 clusters Score: Raw -288903.824243 + Penalty 520.680468 = -288383.143775 nChanged 72 SP:Iteration 10F (71.836873 sec): 3 clusters Score: Raw -288930.763679 + Penalty 491.805355 = -288438.958323 nChanged 36 SP:Iteration 11Q (71.844935 sec): 3 clusters Score: Raw -288933.120295 + Penalty 482.826492 = -288450.293803 nChanged 28 SP:Iteration 12Q (71.852711 sec): 3 clusters Score: Raw -288933.427330 + Penalty 493.687145 = -288439.740185 nChanged 17 SP:Iteration 13F (71.862303 sec): 3 clusters Score: Raw -288938.962028 + Penalty 520.872771 = -288418.089256 nChanged 12 SP:Iteration 14F (71.871841 sec): 3 clusters Score: Raw -288946.046348 + Penalty 541.341632 = -288404.704716 nChanged 9 SP:Iteration 15F (71.881295 sec): 3 clusters Score: Raw -288949.899460 + Penalty 628.548817 = -288321.350643 nChanged 6 SP:Iteration 16F (71.890846 sec): 3 clusters Score: Raw -288957.909054 + Penalty 628.548817 = -288329.360237 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 5 (643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.897735 sec): 2 clusters Score: Raw -32079.850390 + Penalty 161.864138 = -31917.986252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.899147 sec): 3 clusters Score: Raw -31687.982039 + Penalty 325.835601 = -31362.146438 nChanged 278 SP:Iteration 1F (71.900478 sec): 3 clusters Score: Raw -31804.473035 + Penalty 327.720499 = -31476.752537 nChanged 49 SP:Iteration 2F (71.901792 sec): 3 clusters Score: Raw -31828.571488 + Penalty 331.129995 = -31497.441493 nChanged 46 SP:Iteration 3F (71.903104 sec): 3 clusters Score: Raw -31859.353059 + Penalty 340.161144 = -31519.191915 nChanged 61 SP:Iteration 4F (71.904424 sec): 3 clusters Score: Raw -31920.095832 + Penalty 350.690024 = -31569.405808 nChanged 72 SP:Iteration 5F (71.905781 sec): 3 clusters Score: Raw -31995.172534 + Penalty 358.548171 = -31636.624363 nChanged 45 SP:Iteration 6F (71.907097 sec): 3 clusters Score: Raw -32017.954324 + Penalty 361.467435 = -31656.486889 nChanged 12 SP:Iteration 7Q (71.908366 sec): 3 clusters Score: Raw -32021.383876 + Penalty 361.346727 = -31660.037149 nChanged 7 SP:Iteration 8Q (71.909617 sec): 3 clusters Score: Raw -32022.554301 + Penalty 362.998566 = -31659.555735 nChanged 7 SP:Iteration 9F (71.910940 sec): 3 clusters Score: Raw -32023.888913 + Penalty 364.685189 = -31659.203723 nChanged 10 SP:Iteration 10F (71.912271 sec): 3 clusters Score: Raw -32026.230580 + Penalty 364.771669 = -31661.458911 nChanged 5 SP:Iteration 11Q (71.913527 sec): 3 clusters Score: Raw -32026.822995 + Penalty 365.360986 = -31661.462009 nChanged 4 SP:Iteration 12Q (71.914761 sec): 3 clusters Score: Raw -32026.969579 + Penalty 366.175670 = -31660.793909 nChanged 1 SP:Iteration 13F (71.916078 sec): 3 clusters Score: Raw -32027.295168 + Penalty 367.003630 = -31660.291539 nChanged 1 SP:Iteration 14F (71.917389 sec): 3 clusters Score: Raw -32027.798104 + Penalty 367.325467 = -31660.472637 nChanged 1 SP:Iteration 15Q (71.918609 sec): 3 clusters Score: Raw -32027.951790 + Penalty 366.958138 = -31660.993653 nChanged 3 SP:Iteration 16Q (71.919811 sec): 3 clusters Score: Raw -32028.101520 + Penalty 367.813782 = -31660.287738 nChanged 1 SP:Iteration 17F (71.921102 sec): 3 clusters Score: Raw -32028.054292 + Penalty 369.657441 = -31658.396851 nChanged 2 SP:Iteration 18F (71.922433 sec): 3 clusters Score: Raw -32028.369871 + Penalty 370.561947 = -31657.807924 nChanged 1 SP:Iteration 19F (71.923748 sec): 3 clusters Score: Raw -32028.336102 + Penalty 371.490727 = -31656.845374 nChanged 1 SP:Iteration 20F (71.925058 sec): 3 clusters Score: Raw -32028.276038 + Penalty 371.490727 = -31656.785311 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 6 (5037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.940218 sec): 2 clusters Score: Raw -275333.348968 + Penalty 284.150375 = -275049.198592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.949431 sec): 3 clusters Score: Raw -271812.746071 + Penalty 562.620409 = -271250.125662 nChanged 2340 SP:Iteration 1F (71.958412 sec): 3 clusters Score: Raw -273558.544955 + Penalty 563.264930 = -272995.280025 nChanged 695 SP:Iteration 2F (71.967375 sec): 3 clusters Score: Raw -273995.635140 + Penalty 573.146279 = -273422.488861 nChanged 500 SP:Iteration 3F (71.976459 sec): 3 clusters Score: Raw -274313.458048 + Penalty 587.897524 = -273725.560524 nChanged 336 SP:Iteration 4F (71.985388 sec): 3 clusters Score: Raw -274527.431279 + Penalty 600.502893 = -273926.928385 nChanged 274 SP:Iteration 5F (71.994274 sec): 3 clusters Score: Raw -274744.235992 + Penalty 639.448913 = -274104.787079 nChanged 258 SP:Iteration 6F (72.003226 sec): 3 clusters Score: Raw -275010.299860 + Penalty 686.581143 = -274323.718716 nChanged 180 SP:Iteration 7Q (72.012203 sec): 3 clusters Score: Raw -275164.766765 + Penalty 747.292823 = -274417.473942 nChanged 102 SP:Iteration 8Q (72.020650 sec): 3 clusters Score: Raw -275255.038818 + Penalty 950.687522 = -274304.351296 nChanged 54 SP:Iteration 9F (72.029695 sec): 3 clusters Score: Raw -275324.075873 + Penalty 1228.852241 = -274095.223632 nChanged 14 SP:Iteration 10F (72.038825 sec): 3 clusters Score: Raw -275365.781705 + Penalty 1228.852241 = -274136.929464 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.043487 sec): 2 clusters Score: Raw -31309.604379 + Penalty 406.896043 = -30902.708336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.044772 sec): 3 clusters Score: Raw -30985.407769 + Penalty 848.231206 = -30137.176563 nChanged 239 SP:Iteration 1F (72.046031 sec): 3 clusters Score: Raw -31145.226817 + Penalty 884.510311 = -30260.716506 nChanged 70 SP:Iteration 2F (72.047288 sec): 3 clusters Score: Raw -31214.855716 + Penalty 902.283097 = -30312.572619 nChanged 52 SP:Iteration 3F (72.048546 sec): 3 clusters Score: Raw -31273.392499 + Penalty 870.570388 = -30402.822110 nChanged 32 SP:Iteration 4F (72.049808 sec): 3 clusters Score: Raw -31308.946700 + Penalty 819.618419 = -30489.328281 nChanged 22 SP:Iteration 5Q (72.051044 sec): 3 clusters Score: Raw -31329.841426 + Penalty 812.434977 = -30517.406449 nChanged 6 SP:Iteration 6Q (72.052270 sec): 3 clusters Score: Raw -31334.486554 + Penalty 809.525392 = -30524.961162 nChanged 1 SP:Iteration 7Q (72.053495 sec): 3 clusters Score: Raw -31334.567164 + Penalty 809.525392 = -30525.041771 nChanged 0 SP:Iteration 8F (72.054751 sec): 3 clusters Score: Raw -31334.567164 + Penalty 809.525392 = -30525.041771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.056294 sec): 2 clusters Score: Raw -25348.896157 + Penalty 974.364240 = -24374.531918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.057207 sec): 3 clusters Score: Raw -24798.393357 + Penalty 1948.444443 = -22849.948914 nChanged 123 SP:Iteration 1F (72.058121 sec): 3 clusters Score: Raw -25156.906600 + Penalty 1947.495323 = -23209.411277 nChanged 50 SP:Iteration 2F (72.059016 sec): 3 clusters Score: Raw -25267.686739 + Penalty 1946.732132 = -23320.954607 nChanged 17 SP:Iteration 3Q (72.059785 sec): 3 clusters Score: Raw -25327.026426 + Penalty 1946.175161 = -23380.851265 nChanged 10 SP:Iteration 4Q (72.060537 sec): 3 clusters Score: Raw -25358.656596 + Penalty 1945.515188 = -23413.141408 nChanged 7 SP:Iteration 5Q (72.061281 sec): 3 clusters Score: Raw -25384.239784 + Penalty 1944.894780 = -23439.345004 nChanged 5 SP:Iteration 6Q (72.062021 sec): 3 clusters Score: Raw -25393.535891 + Penalty 1944.598733 = -23448.937159 nChanged 2 SP:Iteration 7Q (72.062760 sec): 3 clusters Score: Raw -25396.744618 + Penalty 1944.438172 = -23452.306445 nChanged 1 SP:Iteration 8Q (72.063498 sec): 3 clusters Score: Raw -25397.068659 + Penalty 1944.268300 = -23452.800358 nChanged 1 SP:Iteration 9Q (72.064238 sec): 3 clusters Score: Raw -25400.007836 + Penalty 1945.675764 = -23454.332072 nChanged 2 SP:Iteration 10F (72.065132 sec): 3 clusters Score: Raw -25407.739428 + Penalty 1945.534074 = -23462.205354 nChanged 1 SP:Iteration 11Q (72.065867 sec): 3 clusters Score: Raw -25409.252236 + Penalty 1945.534074 = -23463.718162 nChanged 0 SP:Iteration 12F (72.066759 sec): 3 clusters Score: Raw -25409.252236 + Penalty 1945.534074 = -23463.718162 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 9 (980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.071851 sec): 2 clusters Score: Raw -59115.864078 + Penalty 842.029667 = -58273.834411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.073774 sec): 3 clusters Score: Raw -58159.338423 + Penalty 1689.424081 = -56469.914342 nChanged 339 SP:Iteration 1F (72.075640 sec): 3 clusters Score: Raw -58661.155131 + Penalty 1726.149524 = -56935.005607 nChanged 203 SP:Iteration 2F (72.077488 sec): 3 clusters Score: Raw -59022.824685 + Penalty 1748.144069 = -57274.680616 nChanged 89 SP:Iteration 3F (72.079338 sec): 3 clusters Score: Raw -59153.477333 + Penalty 1775.598328 = -57377.879005 nChanged 44 SP:Iteration 4Q (72.081057 sec): 3 clusters Score: Raw -59191.822651 + Penalty 1789.672011 = -57402.150640 nChanged 25 SP:Iteration 5Q (72.082712 sec): 3 clusters Score: Raw -59210.570567 + Penalty 1799.905681 = -57410.664887 nChanged 17 SP:Iteration 6Q (72.084315 sec): 3 clusters Score: Raw -59219.152663 + Penalty 1809.993004 = -57409.159659 nChanged 14 SP:Iteration 7F (72.086161 sec): 3 clusters Score: Raw -59221.987901 + Penalty 1821.573961 = -57400.413940 nChanged 11 SP:Iteration 8F (72.088004 sec): 3 clusters Score: Raw -59227.646070 + Penalty 1823.181358 = -57404.464712 nChanged 8 SP:Iteration 9Q (72.089525 sec): 3 clusters Score: Raw -59231.265676 + Penalty 1825.522336 = -57405.743340 nChanged 6 SP:Iteration 10F (72.091371 sec): 3 clusters Score: Raw -59227.500829 + Penalty 1826.726046 = -57400.774783 nChanged 3 SP:Iteration 11F (72.093213 sec): 3 clusters Score: Raw -59224.536348 + Penalty 1826.726046 = -57397.810302 nChanged 0 Memory request: 0.02 GB would take us to total of 0.37 GB. Trying to split cluster 10 (4589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.109325 sec): 2 clusters Score: Raw -250698.213211 + Penalty 245.655229 = -250452.557981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.117862 sec): 3 clusters Score: Raw -247348.379414 + Penalty 515.008035 = -246833.371379 nChanged 2075 SP:Iteration 1F (72.126160 sec): 3 clusters Score: Raw -249522.384462 + Penalty 540.223800 = -248982.160662 nChanged 554 SP:Iteration 2F (72.134400 sec): 3 clusters Score: Raw -250032.104795 + Penalty 574.335535 = -249457.769260 nChanged 360 SP:Iteration 3F (72.142538 sec): 3 clusters Score: Raw -250445.714682 + Penalty 605.464964 = -249840.249718 nChanged 190 SP:Iteration 4Q (72.150249 sec): 3 clusters Score: Raw -250655.400549 + Penalty 861.476662 = -249793.923887 nChanged 43 SP:Iteration 5F (72.158289 sec): 3 clusters Score: Raw -250698.462596 + Penalty 477.522214 = -250220.940382 nChanged 3 SP:Iteration 6Q (72.164493 sec): 3 clusters Score: Raw -250695.969422 + Penalty 245.655229 = -250450.314192 nChanged 1 SP:Iteration 7Q (72.170782 sec): 2 clusters Score: Raw -250698.213211 + Penalty 245.655229 = -250452.557981 nChanged 0 SP:Iteration 8F (72.176928 sec): 2 clusters Score: Raw -250698.213211 + Penalty 245.655229 = -250452.557981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 11 (445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.181226 sec): 2 clusters Score: Raw -25487.424267 + Penalty 503.424423 = -24983.999843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.182216 sec): 3 clusters Score: Raw -25099.829298 + Penalty 1015.797384 = -24084.031914 nChanged 163 SP:Iteration 1F (72.183181 sec): 3 clusters Score: Raw -25329.180473 + Penalty 1050.419675 = -24278.760798 nChanged 69 SP:Iteration 2F (72.184143 sec): 3 clusters Score: Raw -25433.392663 + Penalty 1080.746081 = -24352.646582 nChanged 29 SP:Iteration 3F (72.185106 sec): 3 clusters Score: Raw -25471.553212 + Penalty 1107.815286 = -24363.737926 nChanged 17 SP:Iteration 4Q (72.185997 sec): 3 clusters Score: Raw -25505.423397 + Penalty 1135.762352 = -24369.661045 nChanged 11 SP:Iteration 5Q (72.186842 sec): 3 clusters Score: Raw -25515.738859 + Penalty 1146.149609 = -24369.589250 nChanged 4 SP:Iteration 6F (72.187806 sec): 3 clusters Score: Raw -25522.195065 + Penalty 1153.532224 = -24368.662841 nChanged 2 SP:Iteration 7F (72.188774 sec): 3 clusters Score: Raw -25521.114978 + Penalty 1153.532224 = -24367.582754 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 13 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.192071 sec): 2 clusters Score: Raw -43832.012224 + Penalty 210.232746 = -43621.779478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.193817 sec): 3 clusters Score: Raw -43299.729087 + Penalty 421.888166 = -42877.840920 nChanged 386 SP:Iteration 1F (72.195560 sec): 3 clusters Score: Raw -43595.928995 + Penalty 416.605240 = -43179.323755 nChanged 105 SP:Iteration 2F (72.197264 sec): 3 clusters Score: Raw -43686.345224 + Penalty 414.559272 = -43271.785952 nChanged 43 SP:Iteration 3Q (72.198959 sec): 3 clusters Score: Raw -43708.441460 + Penalty 412.038269 = -43296.403191 nChanged 18 SP:Iteration 4Q (72.200698 sec): 3 clusters Score: Raw -43713.585109 + Penalty 410.765479 = -43302.819630 nChanged 6 SP:Iteration 5Q (72.202427 sec): 3 clusters Score: Raw -43714.239776 + Penalty 410.386406 = -43303.853370 nChanged 2 SP:Iteration 6Q (72.204132 sec): 3 clusters Score: Raw -43714.314664 + Penalty 409.720845 = -43304.593819 nChanged 2 SP:Iteration 7Q (72.205875 sec): 3 clusters Score: Raw -43714.391216 + Penalty 409.486917 = -43304.904299 nChanged 1 SP:Iteration 8Q (72.207676 sec): 3 clusters Score: Raw -43714.428487 + Penalty 409.169501 = -43305.258986 nChanged 1 SP:Iteration 9Q (72.209473 sec): 3 clusters Score: Raw -43714.468825 + Penalty 408.922732 = -43305.546094 nChanged 1 SP:Iteration 10F (72.211263 sec): 3 clusters Score: Raw -43714.514466 + Penalty 408.353854 = -43306.160612 nChanged 3 SP:Iteration 11Q (72.212940 sec): 3 clusters Score: Raw -43714.619532 + Penalty 407.392609 = -43307.226923 nChanged 4 SP:Iteration 12Q (72.214667 sec): 3 clusters Score: Raw -43714.961942 + Penalty 406.365630 = -43308.596312 nChanged 4 SP:Iteration 13Q (72.216375 sec): 3 clusters Score: Raw -43715.272058 + Penalty 406.013826 = -43309.258232 nChanged 2 SP:Iteration 14Q (72.218049 sec): 3 clusters Score: Raw -43715.387033 + Penalty 405.841013 = -43309.546020 nChanged 1 SP:Iteration 15Q (72.219724 sec): 3 clusters Score: Raw -43715.398748 + Penalty 405.841013 = -43309.557735 nChanged 0 SP:Iteration 16F (72.221426 sec): 3 clusters Score: Raw -43715.398748 + Penalty 405.841013 = -43309.557735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 14 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.222393 sec): 2 clusters Score: Raw -6819.344415 + Penalty 89.042076 = -6730.302339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.222903 sec): 3 clusters Score: Raw -6746.349993 + Penalty 184.169242 = -6562.180751 nChanged 53 SP:Iteration 1F (72.223425 sec): 3 clusters Score: Raw -6831.851930 + Penalty 183.268941 = -6648.582989 nChanged 13 SP:Iteration 2F (72.223932 sec): 3 clusters Score: Raw -6849.514104 + Penalty 184.605805 = -6664.908299 nChanged 8 SP:Iteration 3Q (72.224419 sec): 3 clusters Score: Raw -6855.967467 + Penalty 183.221149 = -6672.746318 nChanged 3 SP:Iteration 4Q (72.224904 sec): 3 clusters Score: Raw -6858.593387 + Penalty 183.805397 = -6674.787990 nChanged 2 SP:Iteration 5Q (72.225386 sec): 3 clusters Score: Raw -6860.229380 + Penalty 183.578452 = -6676.650928 nChanged 1 SP:Iteration 6Q (72.225868 sec): 3 clusters Score: Raw -6860.786317 + Penalty 183.173812 = -6677.612505 nChanged 1 SP:Iteration 7Q (72.226349 sec): 3 clusters Score: Raw -6861.094901 + Penalty 183.016375 = -6678.078525 nChanged 2 SP:Iteration 8Q (72.226835 sec): 3 clusters Score: Raw -6863.957452 + Penalty 182.705540 = -6681.251912 nChanged 1 SP:Iteration 9Q (72.227307 sec): 3 clusters Score: Raw -6865.653880 + Penalty 183.222147 = -6682.431733 nChanged 1 SP:Iteration 10F (72.227822 sec): 3 clusters Score: Raw -6865.983545 + Penalty 183.727544 = -6682.256001 nChanged 1 SP:Iteration 11F (72.228316 sec): 3 clusters Score: Raw -6866.311557 + Penalty 184.288031 = -6682.023526 nChanged 1 SP:Iteration 12F (72.228810 sec): 3 clusters Score: Raw -6866.590623 + Penalty 185.033317 = -6681.557306 nChanged 1 SP:Iteration 13F (72.229303 sec): 3 clusters Score: Raw -6867.369698 + Penalty 184.757563 = -6682.612135 nChanged 1 SP:Iteration 14Q (72.229774 sec): 3 clusters Score: Raw -6870.931715 + Penalty 185.581613 = -6685.350101 nChanged 1 SP:Iteration 15Q (72.230241 sec): 3 clusters Score: Raw -6872.881133 + Penalty 185.581613 = -6687.299520 nChanged 0 SP:Iteration 16F (72.230756 sec): 3 clusters Score: Raw -6872.881133 + Penalty 185.581613 = -6687.299520 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 15 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.231794 sec): 2 clusters Score: Raw -10408.673098 + Penalty 76.529565 = -10332.143534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.232406 sec): 3 clusters Score: Raw -10287.258807 + Penalty 149.232277 = -10138.026530 nChanged 89 SP:Iteration 1F (72.233008 sec): 3 clusters Score: Raw -10368.624720 + Penalty 148.596698 = -10220.028022 nChanged 22 SP:Iteration 2F (72.233610 sec): 3 clusters Score: Raw -10394.390113 + Penalty 149.204469 = -10245.185644 nChanged 7 SP:Iteration 3Q (72.234188 sec): 3 clusters Score: Raw -10401.759777 + Penalty 149.228589 = -10252.531188 nChanged 4 SP:Iteration 4Q (72.234759 sec): 3 clusters Score: Raw -10403.299370 + Penalty 149.496981 = -10253.802389 nChanged 2 SP:Iteration 5Q (72.235328 sec): 3 clusters Score: Raw -10404.704733 + Penalty 150.730848 = -10253.973886 nChanged 3 SP:Iteration 6Q (72.235897 sec): 3 clusters Score: Raw -10407.591824 + Penalty 150.730848 = -10256.860976 nChanged 0 SP:Iteration 7F (72.236497 sec): 3 clusters Score: Raw -10407.591824 + Penalty 150.730848 = -10256.860976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 17 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.237685 sec): 2 clusters Score: Raw -12066.641398 + Penalty 512.386639 = -11554.254759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.238363 sec): 3 clusters Score: Raw -11912.622022 + Penalty 1023.284943 = -10889.337079 nChanged 100 SP:Iteration 1F (72.239031 sec): 3 clusters Score: Raw -12136.511706 + Penalty 1021.493518 = -11115.018187 nChanged 26 SP:Iteration 2F (72.239698 sec): 3 clusters Score: Raw -12190.135780 + Penalty 1023.207420 = -11166.928360 nChanged 15 SP:Iteration 3F (72.240370 sec): 3 clusters Score: Raw -12241.688745 + Penalty 1022.478688 = -11219.210056 nChanged 7 SP:Iteration 4Q (72.240977 sec): 3 clusters Score: Raw -12263.321026 + Penalty 1021.991711 = -11241.329315 nChanged 3 SP:Iteration 5Q (72.241577 sec): 3 clusters Score: Raw -12266.001395 + Penalty 1021.764425 = -11244.236969 nChanged 1 SP:Iteration 6Q (72.242176 sec): 3 clusters Score: Raw -12266.317822 + Penalty 1021.764425 = -11244.553397 nChanged 0 SP:Iteration 7F (72.242840 sec): 3 clusters Score: Raw -12266.317822 + Penalty 1021.764425 = -11244.553397 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 19 (1463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.250438 sec): 2 clusters Score: Raw -69019.498819 + Penalty 121.512396 = -68897.986422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.253168 sec): 3 clusters Score: Raw -68074.914343 + Penalty 237.839113 = -67837.075230 nChanged 665 SP:Iteration 1F (72.255853 sec): 3 clusters Score: Raw -68677.956746 + Penalty 227.776690 = -68450.180056 nChanged 105 SP:Iteration 2F (72.258534 sec): 3 clusters Score: Raw -68797.752890 + Penalty 226.673372 = -68571.079517 nChanged 61 SP:Iteration 3Q (72.261200 sec): 3 clusters Score: Raw -68869.144611 + Penalty 225.364742 = -68643.779869 nChanged 36 SP:Iteration 4Q (72.263771 sec): 3 clusters Score: Raw -68901.539329 + Penalty 225.282783 = -68676.256546 nChanged 21 SP:Iteration 5Q (72.266310 sec): 3 clusters Score: Raw -68909.426595 + Penalty 222.997205 = -68686.429390 nChanged 18 SP:Iteration 6Q (72.268822 sec): 3 clusters Score: Raw -68920.099017 + Penalty 221.305106 = -68698.793911 nChanged 18 SP:Iteration 7Q (72.271325 sec): 3 clusters Score: Raw -68928.062114 + Penalty 220.794352 = -68707.267761 nChanged 9 SP:Iteration 8Q (72.273823 sec): 3 clusters Score: Raw -68930.714589 + Penalty 220.183996 = -68710.530593 nChanged 8 SP:Iteration 9Q (72.276302 sec): 3 clusters Score: Raw -68932.018445 + Penalty 219.616037 = -68712.402408 nChanged 5 SP:Iteration 10F (72.279016 sec): 3 clusters Score: Raw -68932.538560 + Penalty 219.498357 = -68713.040203 nChanged 5 SP:Iteration 11Q (72.281561 sec): 3 clusters Score: Raw -68933.260123 + Penalty 219.136994 = -68714.123129 nChanged 3 SP:Iteration 12Q (72.284052 sec): 3 clusters Score: Raw -68933.657423 + Penalty 218.399778 = -68715.257646 nChanged 3 SP:Iteration 13Q (72.286515 sec): 3 clusters Score: Raw -68934.065807 + Penalty 218.226395 = -68715.839412 nChanged 2 SP:Iteration 14Q (72.288974 sec): 3 clusters Score: Raw -68934.318308 + Penalty 218.148497 = -68716.169811 nChanged 2 SP:Iteration 15Q (72.291436 sec): 3 clusters Score: Raw -68934.541068 + Penalty 217.232185 = -68717.308884 nChanged 3 SP:Iteration 16Q (72.293892 sec): 3 clusters Score: Raw -68935.541883 + Penalty 215.736574 = -68719.805309 nChanged 4 SP:Iteration 17Q (72.296350 sec): 3 clusters Score: Raw -68936.054001 + Penalty 215.368133 = -68720.685869 nChanged 5 SP:Iteration 18Q (72.298800 sec): 3 clusters Score: Raw -68936.677806 + Penalty 214.516019 = -68722.161787 nChanged 2 SP:Iteration 19Q (72.301249 sec): 3 clusters Score: Raw -68936.702627 + Penalty 214.516019 = -68722.186608 nChanged 0 SP:Iteration 20F (72.303947 sec): 3 clusters Score: Raw -68936.702627 + Penalty 214.516019 = -68722.186608 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 20 (1524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.314416 sec): 2 clusters Score: Raw -91315.939814 + Penalty 672.151013 = -90643.788801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.317343 sec): 3 clusters Score: Raw -89749.128582 + Penalty 1349.160401 = -88399.968181 nChanged 568 SP:Iteration 1F (72.320222 sec): 3 clusters Score: Raw -90311.186765 + Penalty 1380.555247 = -88930.631518 nChanged 278 SP:Iteration 2F (72.323084 sec): 3 clusters Score: Raw -90975.213957 + Penalty 1410.226080 = -89564.987877 nChanged 231 SP:Iteration 3F (72.325874 sec): 3 clusters Score: Raw -91535.654161 + Penalty 1416.142948 = -90119.511213 nChanged 136 SP:Iteration 4F (72.328659 sec): 3 clusters Score: Raw -91693.925750 + Penalty 1410.429222 = -90283.496528 nChanged 47 SP:Iteration 5Q (72.331203 sec): 3 clusters Score: Raw -91703.689770 + Penalty 1405.253501 = -90298.436269 nChanged 16 SP:Iteration 6Q (72.333717 sec): 3 clusters Score: Raw -91702.959192 + Penalty 1405.469996 = -90297.489196 nChanged 14 SP:Iteration 7F (72.336522 sec): 3 clusters Score: Raw -91700.091697 + Penalty 1405.802633 = -90294.289064 nChanged 8 SP:Iteration 8F (72.339307 sec): 3 clusters Score: Raw -91696.354764 + Penalty 1411.376293 = -90284.978470 nChanged 7 SP:Iteration 9F (72.342092 sec): 3 clusters Score: Raw -91692.870357 + Penalty 1413.119620 = -90279.750737 nChanged 6 SP:Iteration 10F (72.344870 sec): 3 clusters Score: Raw -91691.083511 + Penalty 1413.748324 = -90277.335187 nChanged 4 SP:Iteration 11F (72.347651 sec): 3 clusters Score: Raw -91688.700801 + Penalty 1412.199750 = -90276.501051 nChanged 2 SP:Iteration 12F (72.350448 sec): 3 clusters Score: Raw -91688.716896 + Penalty 1411.600954 = -90277.115941 nChanged 1 SP:Iteration 13Q (72.352820 sec): 3 clusters Score: Raw -91687.981262 + Penalty 1413.151865 = -90274.829397 nChanged 1 SP:Iteration 14F (72.355603 sec): 3 clusters Score: Raw -91687.369571 + Penalty 1413.151865 = -90274.217705 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 22 (759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.360102 sec): 2 clusters Score: Raw -45178.569161 + Penalty 968.686876 = -44209.882285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.361614 sec): 3 clusters Score: Raw -44163.807520 + Penalty 1939.642715 = -42224.164806 nChanged 282 SP:Iteration 1F (72.363094 sec): 3 clusters Score: Raw -44658.306206 + Penalty 1961.244243 = -42697.061964 nChanged 119 SP:Iteration 2F (72.364607 sec): 3 clusters Score: Raw -44936.002090 + Penalty 1984.046043 = -42951.956047 nChanged 73 SP:Iteration 3F (72.366146 sec): 3 clusters Score: Raw -45111.097524 + Penalty 1996.251361 = -43114.846163 nChanged 54 SP:Iteration 4F (72.367632 sec): 3 clusters Score: Raw -45226.651478 + Penalty 2002.575901 = -43224.075578 nChanged 32 SP:Iteration 5Q (72.368901 sec): 3 clusters Score: Raw -45260.806310 + Penalty 2014.647264 = -43246.159046 nChanged 18 SP:Iteration 6Q (72.370175 sec): 3 clusters Score: Raw -45285.726061 + Penalty 2015.548310 = -43270.177751 nChanged 14 SP:Iteration 7Q (72.371419 sec): 3 clusters Score: Raw -45310.579148 + Penalty 2018.390878 = -43292.188271 nChanged 7 SP:Iteration 8Q (72.372679 sec): 3 clusters Score: Raw -45318.392525 + Penalty 2020.128223 = -43298.264302 nChanged 9 SP:Iteration 9Q (72.373909 sec): 3 clusters Score: Raw -45341.029881 + Penalty 2019.233229 = -43321.796652 nChanged 6 SP:Iteration 10F (72.375415 sec): 3 clusters Score: Raw -45350.751411 + Penalty 2020.871035 = -43329.880376 nChanged 4 SP:Iteration 11Q (72.376630 sec): 3 clusters Score: Raw -45351.588252 + Penalty 2023.854891 = -43327.733361 nChanged 1 SP:Iteration 12F (72.378135 sec): 3 clusters Score: Raw -45353.279148 + Penalty 2031.331987 = -43321.947161 nChanged 1 SP:Iteration 13F (72.379637 sec): 3 clusters Score: Raw -45356.209863 + Penalty 2031.331987 = -43324.877876 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 23 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.381466 sec): 2 clusters Score: Raw -15333.927315 + Penalty 601.908686 = -14732.018629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.382153 sec): 3 clusters Score: Raw -15146.097874 + Penalty 1212.849182 = -13933.248692 nChanged 70 SP:Iteration 1F (72.382823 sec): 3 clusters Score: Raw -15221.818939 + Penalty 1218.999693 = -14002.819247 nChanged 28 SP:Iteration 2F (72.383493 sec): 3 clusters Score: Raw -15260.665148 + Penalty 1231.909176 = -14028.755973 nChanged 27 SP:Iteration 3F (72.384161 sec): 3 clusters Score: Raw -15304.165710 + Penalty 1235.422817 = -14068.742893 nChanged 19 SP:Iteration 4F (72.384829 sec): 3 clusters Score: Raw -15326.864965 + Penalty 1253.200173 = -14073.664792 nChanged 17 SP:Iteration 5F (72.385496 sec): 3 clusters Score: Raw -15361.701645 + Penalty 1251.905550 = -14109.796095 nChanged 7 SP:Iteration 6Q (72.386111 sec): 3 clusters Score: Raw -15372.281053 + Penalty 1257.012672 = -14115.268382 nChanged 3 SP:Iteration 7Q (72.386707 sec): 3 clusters Score: Raw -15373.842954 + Penalty 1257.012672 = -14116.830282 nChanged 0 SP:Iteration 8F (72.387373 sec): 3 clusters Score: Raw -15373.842954 + Penalty 1257.012672 = -14116.830282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.389441 sec): 2 clusters Score: Raw -20458.174643 + Penalty 650.182178 = -19807.992465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.390296 sec): 3 clusters Score: Raw -20187.050070 + Penalty 1302.000947 = -18885.049123 nChanged 133 SP:Iteration 1F (72.391131 sec): 3 clusters Score: Raw -20356.136138 + Penalty 1306.131352 = -19050.004786 nChanged 59 SP:Iteration 2F (72.391964 sec): 3 clusters Score: Raw -20472.490684 + Penalty 1309.149682 = -19163.341002 nChanged 33 SP:Iteration 3F (72.392799 sec): 3 clusters Score: Raw -20565.471879 + Penalty 1309.984763 = -19255.487115 nChanged 22 SP:Iteration 4F (72.393629 sec): 3 clusters Score: Raw -20603.524513 + Penalty 1314.874474 = -19288.650040 nChanged 11 SP:Iteration 5Q (72.394409 sec): 3 clusters Score: Raw -20616.071751 + Penalty 1321.262165 = -19294.809586 nChanged 7 SP:Iteration 6Q (72.395172 sec): 3 clusters Score: Raw -20621.221410 + Penalty 1317.576753 = -19303.644657 nChanged 3 SP:Iteration 7Q (72.395920 sec): 3 clusters Score: Raw -20621.464833 + Penalty 1317.576753 = -19303.888081 nChanged 0 SP:Iteration 8F (72.396780 sec): 3 clusters Score: Raw -20621.464833 + Penalty 1317.576753 = -19303.888081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.397759 sec): 2 clusters Score: Raw -8070.651377 + Penalty 315.516155 = -7755.135222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.398278 sec): 3 clusters Score: Raw -7930.350479 + Penalty 630.790610 = -7299.559869 nChanged 43 SP:Iteration 1F (72.398786 sec): 3 clusters Score: Raw -7986.807706 + Penalty 638.195589 = -7348.612117 nChanged 25 SP:Iteration 2F (72.399294 sec): 3 clusters Score: Raw -8032.588502 + Penalty 669.926284 = -7362.662218 nChanged 15 SP:Iteration 3F (72.399805 sec): 3 clusters Score: Raw -8070.317799 + Penalty 724.475349 = -7345.842451 nChanged 11 SP:Iteration 4F (72.400312 sec): 3 clusters Score: Raw -8109.777002 + Penalty 765.755759 = -7344.021242 nChanged 7 SP:Iteration 5F (72.400820 sec): 3 clusters Score: Raw -8136.285782 + Penalty 780.864368 = -7355.421414 nChanged 4 SP:Iteration 6Q (72.401272 sec): 3 clusters Score: Raw -8153.006407 + Penalty 780.864368 = -7372.142039 nChanged 0 SP:Iteration 7F (72.401787 sec): 3 clusters Score: Raw -8153.006407 + Penalty 780.864368 = -7372.142039 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 31 (1256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.405669 sec): 2 clusters Score: Raw -62902.022883 + Penalty 211.473672 = -62690.549211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.408089 sec): 3 clusters Score: Raw -61797.448108 + Penalty 425.809516 = -61371.638592 nChanged 567 SP:Iteration 1F (72.410467 sec): 3 clusters Score: Raw -62400.491153 + Penalty 453.081505 = -61947.409647 nChanged 207 SP:Iteration 2F (72.412822 sec): 3 clusters Score: Raw -62619.287120 + Penalty 482.628403 = -62136.658717 nChanged 93 SP:Iteration 3F (72.415166 sec): 3 clusters Score: Raw -62722.175495 + Penalty 518.659526 = -62203.515969 nChanged 75 SP:Iteration 4F (72.417471 sec): 3 clusters Score: Raw -62820.578625 + Penalty 570.466954 = -62250.111671 nChanged 65 SP:Iteration 5F (72.419772 sec): 3 clusters Score: Raw -62915.257097 + Penalty 612.260571 = -62302.996526 nChanged 49 SP:Iteration 6Q (72.422034 sec): 3 clusters Score: Raw -62971.205853 + Penalty 649.906357 = -62321.299496 nChanged 28 SP:Iteration 7Q (72.424103 sec): 3 clusters Score: Raw -62993.752833 + Penalty 668.241931 = -62325.510903 nChanged 12 SP:Iteration 8Q (72.426055 sec): 3 clusters Score: Raw -62998.482521 + Penalty 683.528680 = -62314.953841 nChanged 4 SP:Iteration 9F (72.428352 sec): 3 clusters Score: Raw -62998.571051 + Penalty 700.479943 = -62298.091108 nChanged 3 SP:Iteration 10F (72.430650 sec): 3 clusters Score: Raw -62998.146318 + Penalty 710.700688 = -62287.445630 nChanged 2 SP:Iteration 11F (72.432964 sec): 3 clusters Score: Raw -62997.705676 + Penalty 718.136120 = -62279.569557 nChanged 1 SP:Iteration 12F (72.435339 sec): 3 clusters Score: Raw -62997.111941 + Penalty 718.136120 = -62278.975822 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 32 (717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.439187 sec): 2 clusters Score: Raw -42576.003254 + Penalty 794.192406 = -41781.810848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.440630 sec): 3 clusters Score: Raw -41798.630959 + Penalty 1593.507727 = -40205.123233 nChanged 243 SP:Iteration 1F (72.442041 sec): 3 clusters Score: Raw -42323.646827 + Penalty 1567.694581 = -40755.952246 nChanged 139 SP:Iteration 2F (72.443453 sec): 3 clusters Score: Raw -42656.800232 + Penalty 1560.149366 = -41096.650866 nChanged 36 SP:Iteration 3F (72.444864 sec): 3 clusters Score: Raw -42730.288698 + Penalty 1560.087994 = -41170.200703 nChanged 9 SP:Iteration 4Q (72.446118 sec): 3 clusters Score: Raw -42755.409737 + Penalty 1558.684754 = -41196.724983 nChanged 4 SP:Iteration 5Q (72.447380 sec): 3 clusters Score: Raw -42780.122647 + Penalty 1555.265515 = -41224.857132 nChanged 6 SP:Iteration 6Q (72.448607 sec): 3 clusters Score: Raw -42811.088273 + Penalty 1554.648687 = -41256.439585 nChanged 3 SP:Iteration 7Q (72.449829 sec): 3 clusters Score: Raw -42823.050237 + Penalty 1552.233466 = -41270.816772 nChanged 3 SP:Iteration 8Q (72.451045 sec): 3 clusters Score: Raw -42825.689299 + Penalty 1552.233466 = -41273.455833 nChanged 0 SP:Iteration 9F (72.452474 sec): 3 clusters Score: Raw -42825.689299 + Penalty 1552.233466 = -41273.455833 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 35 (2366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.464811 sec): 2 clusters Score: Raw -162193.961471 + Penalty 1238.043277 = -160955.918193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.469145 sec): 3 clusters Score: Raw -159981.728629 + Penalty 2473.763303 = -157507.965325 nChanged 885 SP:Iteration 1F (72.473399 sec): 3 clusters Score: Raw -161160.352437 + Penalty 2470.790172 = -158689.562265 nChanged 409 SP:Iteration 2F (72.477654 sec): 3 clusters Score: Raw -161947.893264 + Penalty 2476.464471 = -159471.428793 nChanged 237 SP:Iteration 3F (72.481896 sec): 3 clusters Score: Raw -162380.929682 + Penalty 2489.457327 = -159891.472355 nChanged 125 SP:Iteration 4F (72.486159 sec): 3 clusters Score: Raw -162563.005102 + Penalty 2493.238593 = -160069.766509 nChanged 57 SP:Iteration 5Q (72.489959 sec): 3 clusters Score: Raw -162600.443080 + Penalty 2493.676342 = -160106.766738 nChanged 26 SP:Iteration 6Q (72.493688 sec): 3 clusters Score: Raw -162608.042691 + Penalty 2493.895232 = -160114.147459 nChanged 20 SP:Iteration 7Q (72.497382 sec): 3 clusters Score: Raw -162627.039637 + Penalty 2494.068139 = -160132.971498 nChanged 15 SP:Iteration 8Q (72.501050 sec): 3 clusters Score: Raw -162674.417414 + Penalty 2494.113940 = -160180.303474 nChanged 7 SP:Iteration 9Q (72.504687 sec): 3 clusters Score: Raw -162703.424195 + Penalty 2494.443937 = -160208.980257 nChanged 9 SP:Iteration 10F (72.508938 sec): 3 clusters Score: Raw -162720.746828 + Penalty 2494.458703 = -160226.288124 nChanged 3 SP:Iteration 11Q (72.512656 sec): 3 clusters Score: Raw -162721.885144 + Penalty 2494.458703 = -160227.426441 nChanged 0 SP:Iteration 12F (72.517282 sec): 3 clusters Score: Raw -162721.885144 + Penalty 2494.458703 = -160227.426441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.520061 sec): 2 clusters Score: Raw -3304.327150 + Penalty 265.971278 = -3038.355871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.520435 sec): 3 clusters Score: Raw -3304.729981 + Penalty 538.632714 = -2766.097267 nChanged 23 SP:Iteration 1F (72.520794 sec): 3 clusters Score: Raw -3357.641407 + Penalty 540.830086 = -2816.811320 nChanged 7 SP:Iteration 2F (72.521151 sec): 3 clusters Score: Raw -3376.338710 + Penalty 541.460489 = -2834.878221 nChanged 4 SP:Iteration 3Q (72.521492 sec): 3 clusters Score: Raw -3385.642369 + Penalty 544.120157 = -2841.522212 nChanged 1 SP:Iteration 4Q (72.521829 sec): 3 clusters Score: Raw -3388.811511 + Penalty 544.120157 = -2844.691354 nChanged 0 SP:Iteration 5F (72.522185 sec): 3 clusters Score: Raw -3388.811511 + Penalty 544.120157 = -2844.691354 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 43 (955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.527333 sec): 2 clusters Score: Raw -53418.890454 + Penalty 671.124678 = -52747.765776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.529235 sec): 3 clusters Score: Raw -52708.677340 + Penalty 1342.197327 = -51366.480013 nChanged 356 SP:Iteration 1F (72.531093 sec): 3 clusters Score: Raw -52967.643467 + Penalty 1342.273278 = -51625.370190 nChanged 107 SP:Iteration 2F (72.532977 sec): 3 clusters Score: Raw -53085.113038 + Penalty 1342.113297 = -51742.999741 nChanged 82 SP:Iteration 3F (72.534791 sec): 3 clusters Score: Raw -53149.180301 + Penalty 1341.639551 = -51807.540750 nChanged 55 SP:Iteration 4F (72.536649 sec): 3 clusters Score: Raw -53189.228257 + Penalty 1340.822753 = -51848.405504 nChanged 50 SP:Iteration 5F (72.538495 sec): 3 clusters Score: Raw -53248.309256 + Penalty 1340.167345 = -51908.141912 nChanged 46 SP:Iteration 6Q (72.540253 sec): 3 clusters Score: Raw -53300.010979 + Penalty 1340.395479 = -51959.615500 nChanged 30 SP:Iteration 7Q (72.541996 sec): 3 clusters Score: Raw -53336.277000 + Penalty 1340.482357 = -51995.794644 nChanged 22 SP:Iteration 8Q (72.543719 sec): 3 clusters Score: Raw -53360.687923 + Penalty 1339.871877 = -52020.816047 nChanged 14 SP:Iteration 9Q (72.545438 sec): 3 clusters Score: Raw -53369.698173 + Penalty 1339.527819 = -52030.170354 nChanged 7 SP:Iteration 10F (72.547245 sec): 3 clusters Score: Raw -53372.451819 + Penalty 1338.917117 = -52033.534702 nChanged 4 SP:Iteration 11Q (72.548945 sec): 3 clusters Score: Raw -53375.191460 + Penalty 1338.600867 = -52036.590593 nChanged 2 SP:Iteration 12Q (72.550646 sec): 3 clusters Score: Raw -53376.453704 + Penalty 1338.142413 = -52038.311291 nChanged 3 SP:Iteration 13Q (72.552342 sec): 3 clusters Score: Raw -53378.954709 + Penalty 1337.794437 = -52041.160273 nChanged 5 SP:Iteration 14Q (72.554039 sec): 3 clusters Score: Raw -53382.241207 + Penalty 1337.582248 = -52044.658959 nChanged 7 SP:Iteration 15Q (72.555730 sec): 3 clusters Score: Raw -53385.587760 + Penalty 1337.656093 = -52047.931667 nChanged 2 SP:Iteration 16Q (72.557416 sec): 3 clusters Score: Raw -53386.445554 + Penalty 1337.656093 = -52048.789461 nChanged 0 SP:Iteration 17F (72.559226 sec): 3 clusters Score: Raw -53386.445554 + Penalty 1337.656093 = -52048.789461 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 44 (628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.561841 sec): 2 clusters Score: Raw -31356.955411 + Penalty 212.825349 = -31144.130062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.563210 sec): 3 clusters Score: Raw -30997.968353 + Penalty 392.487088 = -30605.481264 nChanged 270 SP:Iteration 1F (72.564561 sec): 3 clusters Score: Raw -31294.071419 + Penalty 412.273903 = -30881.797516 nChanged 63 SP:Iteration 2F (72.565908 sec): 3 clusters Score: Raw -31363.714232 + Penalty 441.634480 = -30922.079751 nChanged 17 SP:Iteration 3Q (72.567252 sec): 3 clusters Score: Raw -31377.400454 + Penalty 457.618899 = -30919.781555 nChanged 4 SP:Iteration 4F (72.568598 sec): 3 clusters Score: Raw -31378.675186 + Penalty 465.841239 = -30912.833947 nChanged 1 SP:Iteration 5F (72.569885 sec): 3 clusters Score: Raw -31379.435289 + Penalty 465.841239 = -30913.594051 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 63 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.572803 sec): 2 clusters Score: Raw -46554.219718 + Penalty 212.097296 = -46342.122423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.574576 sec): 3 clusters Score: Raw -45762.562373 + Penalty 427.666106 = -45334.896267 nChanged 368 SP:Iteration 1F (72.576306 sec): 3 clusters Score: Raw -46182.351586 + Penalty 437.401552 = -45744.950035 nChanged 123 SP:Iteration 2F (72.578020 sec): 3 clusters Score: Raw -46300.743989 + Penalty 440.711571 = -45860.032418 nChanged 53 SP:Iteration 3F (72.579731 sec): 3 clusters Score: Raw -46317.070885 + Penalty 444.907216 = -45872.163668 nChanged 34 SP:Iteration 4Q (72.581426 sec): 3 clusters Score: Raw -46327.634109 + Penalty 448.790026 = -45878.844084 nChanged 26 SP:Iteration 5Q (72.583120 sec): 3 clusters Score: Raw -46333.933606 + Penalty 451.719783 = -45882.213823 nChanged 24 SP:Iteration 6Q (72.584848 sec): 3 clusters Score: Raw -46337.332261 + Penalty 451.636566 = -45885.695695 nChanged 17 SP:Iteration 7Q (72.586603 sec): 3 clusters Score: Raw -46342.454978 + Penalty 453.781462 = -45888.673516 nChanged 23 SP:Iteration 8Q (72.588289 sec): 3 clusters Score: Raw -46353.768259 + Penalty 457.768128 = -45896.000132 nChanged 40 SP:Iteration 9Q (72.589988 sec): 3 clusters Score: Raw -46389.545134 + Penalty 470.405218 = -45919.139915 nChanged 48 SP:Iteration 10F (72.591699 sec): 3 clusters Score: Raw -46440.911339 + Penalty 487.377543 = -45953.533797 nChanged 43 SP:Iteration 11Q (72.593349 sec): 3 clusters Score: Raw -46487.456912 + Penalty 523.694920 = -45963.761992 nChanged 32 SP:Iteration 12Q (72.594904 sec): 3 clusters Score: Raw -46529.911858 + Penalty 589.462847 = -45940.449011 nChanged 21 SP:Iteration 13F (72.596663 sec): 3 clusters Score: Raw -46555.369175 + Penalty 652.272154 = -45903.097021 nChanged 12 SP:Iteration 14F (72.598402 sec): 3 clusters Score: Raw -46573.834727 + Penalty 751.755265 = -45822.079462 nChanged 5 SP:Iteration 15F (72.600153 sec): 3 clusters Score: Raw -46580.510041 + Penalty 786.063427 = -45794.446615 nChanged 1 SP:Iteration 16F (72.601903 sec): 3 clusters Score: Raw -46581.030559 + Penalty 786.063427 = -45794.967132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 132 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.603376 sec): 2 clusters Score: Raw -8655.423003 + Penalty 354.567658 = -8300.855345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.603985 sec): 3 clusters Score: Raw -8601.475606 + Penalty 709.907318 = -7891.568288 nChanged 65 SP:Iteration 1F (72.604580 sec): 3 clusters Score: Raw -8659.759026 + Penalty 709.572633 = -7950.186393 nChanged 23 SP:Iteration 2F (72.605175 sec): 3 clusters Score: Raw -8701.306524 + Penalty 710.064490 = -7991.242033 nChanged 11 SP:Iteration 3F (72.605769 sec): 3 clusters Score: Raw -8727.410468 + Penalty 710.302404 = -8017.108064 nChanged 7 SP:Iteration 4Q (72.606340 sec): 3 clusters Score: Raw -8736.152784 + Penalty 710.060562 = -8026.092222 nChanged 4 SP:Iteration 5Q (72.606906 sec): 3 clusters Score: Raw -8741.633506 + Penalty 710.082323 = -8031.551183 nChanged 5 SP:Iteration 6Q (72.607452 sec): 3 clusters Score: Raw -8756.557845 + Penalty 709.575405 = -8046.982440 nChanged 5 SP:Iteration 7Q (72.607996 sec): 3 clusters Score: Raw -8771.235945 + Penalty 710.538188 = -8060.697757 nChanged 3 SP:Iteration 8Q (72.608554 sec): 3 clusters Score: Raw -8773.207939 + Penalty 710.126161 = -8063.081777 nChanged 1 SP:Iteration 9Q (72.609109 sec): 3 clusters Score: Raw -8775.427768 + Penalty 709.825020 = -8065.602748 nChanged 1 SP:Iteration 10F (72.609703 sec): 3 clusters Score: Raw -8775.728773 + Penalty 709.825020 = -8065.903752 nChanged 0 Time taken for this iteration:71.565738 seconds. 300->30 Clusters: Score -1911148.367979, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 185 (time per iteration =392.705914 ms) Total iterations: 2829 (time per iteration =25.680662 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 7049827500.000000 (time per metric unit =10.305301ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 176245687500.000000 (time per metric unit=412.212038ps) That took 72.650594 seconds. FileBase PeterP-2014-03-27_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 0.29 and 0.44 GB of RAM. Memory request: 0.15 GB would take us to total of 0.15 GB. ---------------------------------------------------------- Loaded 31760 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 31760 points ------ Starting initial clusters from distinct float masks Not enough masks (217) to generate starting clusters (300), so starting with (218) clusters instead. Assigned 218 initial classes from 217 unique masks. Deleting Class 201 (2 points): Lose 21.058046 but Gain 1626.650677 Iteration 0F (4.115516 sec): 217 clusters Score: Raw -1301632.045543 + Penalty 225697.550796 = -1075934.494748 nChanged 7245 Deleting Class 204 (1 points): Lose 2.162438 but Gain 1595.796557 Iteration 1F (6.978698 sec): 197 clusters Score: Raw -1313095.025829 + Penalty 221207.351116 = -1091887.674713 nChanged 2554 Deleting Class 186 (3 points): Lose 24.100096 but Gain 1608.532861 Iteration 2F (9.802842 sec): 193 clusters Score: Raw -1317507.799710 + Penalty 218362.549714 = -1099145.249996 nChanged 1741 Deleting Class 188 (3 points): Lose 33.738032 but Gain 1611.675342 Iteration 3F (12.598538 sec): 192 clusters Score: Raw -1319914.580288 + Penalty 216117.970540 = -1103796.609748 nChanged 1462 Deleting Class 206 (1 points): Lose 3.731770 but Gain 1578.485618 Iteration 4Q (12.983132 sec): 190 clusters Score: Raw -1321744.754664 + Penalty 214711.005716 = -1107033.748947 nChanged 1376 Deleting Class 111 (8 points): Lose 94.932850 but Gain 1669.025725 Iteration 5Q (13.352974 sec): 189 clusters Score: Raw -1323152.821151 + Penalty 213381.711459 = -1109771.109692 nChanged 1388 Deleting Class 187 (1 points): Lose 4.472093 but Gain 1572.356852 Iteration 6Q (13.714913 sec): 188 clusters Score: Raw -1324414.502424 + Penalty 212058.951451 = -1112355.550973 nChanged 1356 Deleting Class 181 (5 points): Lose 38.156883 but Gain 1587.551945 Iteration 7Q (14.068230 sec): 187 clusters Score: Raw -1325494.008944 + Penalty 209370.992916 = -1116123.016028 nChanged 1297 Deleting Class 183 (1 points): Lose 3.038863 but Gain 1537.206235 Iteration 8Q (14.411128 sec): 185 clusters Score: Raw -1326476.631826 + Penalty 207920.502792 = -1118556.129033 nChanged 1164 Deleting Class 73 (10 points): Lose 85.828110 but Gain 1614.971543 Iteration 9Q (14.734441 sec): 184 clusters Score: Raw -1327169.670961 + Penalty 203609.345269 = -1123560.325692 nChanged 1080 Deleting Class 89 (1 points): Lose 14.134745 but Gain 1540.987993 Iteration 10F (17.361815 sec): 181 clusters Score: Raw -1327943.102185 + Penalty 202038.409994 = -1125904.692191 nChanged 1010 Deleting Class 40 (1 points): Lose 7.217368 but Gain 1530.408282 Iteration 11Q (17.662498 sec): 180 clusters Score: Raw -1328624.099001 + Penalty 200556.651607 = -1128067.447394 nChanged 838 Deleting Class 125 (10 points): Lose 133.099230 but Gain 1654.195340 Iteration 12Q (17.943199 sec): 179 clusters Score: Raw -1329012.673521 + Penalty 199036.908821 = -1129975.764700 nChanged 706 Deleting Class 135 (5 points): Lose 53.564185 but Gain 1564.882184 Iteration 13Q (18.208140 sec): 178 clusters Score: Raw -1329418.478985 + Penalty 197694.250693 = -1131724.228292 nChanged 622 Deleting Class 92 (9 points): Lose 37.619538 but Gain 1544.144988 Iteration 14Q (18.462638 sec): 177 clusters Score: Raw -1329774.656020 + Penalty 196035.804073 = -1133738.851948 nChanged 511 Deleting Class 202 (3 points): Lose 24.577836 but Gain 1515.014842 Iteration 15Q (18.701222 sec): 176 clusters Score: Raw -1330091.302029 + Penalty 194658.435619 = -1135432.866410 nChanged 394 Deleting Class 134 (9 points): Lose 78.577924 but Gain 1566.271418 Iteration 16Q (18.927226 sec): 175 clusters Score: Raw -1330243.419434 + Penalty 193298.062103 = -1136945.357331 nChanged 312 Deleting Class 99 (11 points): Lose 118.763982 but Gain 1606.209828 Iteration 17Q (19.143596 sec): 174 clusters Score: Raw -1330341.797162 + Penalty 191762.340283 = -1138579.456880 nChanged 239 Deleting Class 158 (2 points): Lose 12.207546 but Gain 1487.344488 Iteration 18Q (19.350786 sec): 173 clusters Score: Raw -1330500.324779 + Penalty 190473.993982 = -1140026.330798 nChanged 198 Deleting Class 128 (5 points): Lose 30.807987 but Gain 1504.832733 Iteration 19Q (19.551751 sec): 172 clusters Score: Raw -1330599.483164 + Penalty 189139.084722 = -1141460.398442 nChanged 164 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.29 GB. Compute initial score before splitting: Score: Raw -1330599.483164 + Penalty 189139.084722 = -1141460.398442Memory request: 0.02 GB would take us to total of 0.31 GB. Trying to split cluster 1 (3809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.682839 sec): 2 clusters Score: Raw -185752.832825 + Penalty 252.993735 = -185499.839090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.689758 sec): 3 clusters Score: Raw -183157.174167 + Penalty 510.423956 = -182646.750210 nChanged 1766 SP:Iteration 1F (19.696512 sec): 3 clusters Score: Raw -184942.268558 + Penalty 520.458788 = -184421.809769 nChanged 540 SP:Iteration 2F (19.703265 sec): 3 clusters Score: Raw -185500.386435 + Penalty 523.244975 = -184977.141460 nChanged 246 SP:Iteration 3F (19.709998 sec): 3 clusters Score: Raw -185691.614469 + Penalty 523.920573 = -185167.693895 nChanged 130 SP:Iteration 4Q (19.716596 sec): 3 clusters Score: Raw -185796.308655 + Penalty 524.719375 = -185271.589280 nChanged 95 SP:Iteration 5Q (19.723505 sec): 3 clusters Score: Raw -185854.271088 + Penalty 523.411461 = -185330.859627 nChanged 97 SP:Iteration 6Q (19.730124 sec): 3 clusters Score: Raw -185916.085028 + Penalty 519.922099 = -185396.162930 nChanged 83 SP:Iteration 7Q (19.736689 sec): 3 clusters Score: Raw -185973.941390 + Penalty 515.316203 = -185458.625188 nChanged 61 SP:Iteration 8Q (19.743190 sec): 3 clusters Score: Raw -186006.485657 + Penalty 511.168602 = -185495.317055 nChanged 55 SP:Iteration 9Q (19.749658 sec): 3 clusters Score: Raw -186035.927347 + Penalty 507.266099 = -185528.661248 nChanged 43 SP:Iteration 10F (19.756431 sec): 3 clusters Score: Raw -186058.544123 + Penalty 502.837499 = -185555.706624 nChanged 49 SP:Iteration 11Q (19.762992 sec): 3 clusters Score: Raw -186077.397413 + Penalty 498.706438 = -185578.690975 nChanged 43 SP:Iteration 12Q (19.769456 sec): 3 clusters Score: Raw -186088.096153 + Penalty 496.227646 = -185591.868507 nChanged 26 SP:Iteration 13Q (19.775877 sec): 3 clusters Score: Raw -186092.672057 + Penalty 493.905295 = -185598.766762 nChanged 25 SP:Iteration 14Q (19.782280 sec): 3 clusters Score: Raw -186096.322589 + Penalty 492.619133 = -185603.703456 nChanged 14 SP:Iteration 15Q (19.788648 sec): 3 clusters Score: Raw -186097.471780 + Penalty 491.074255 = -185606.397524 nChanged 16 SP:Iteration 16Q (19.795060 sec): 3 clusters Score: Raw -186099.118210 + Penalty 490.045445 = -185609.072764 nChanged 11 SP:Iteration 17Q (19.801417 sec): 3 clusters Score: Raw -186100.053450 + Penalty 489.492418 = -185610.561032 nChanged 6 SP:Iteration 18Q (19.807859 sec): 3 clusters Score: Raw -186100.741201 + Penalty 489.026815 = -185611.714386 nChanged 5 SP:Iteration 19Q (19.814238 sec): 3 clusters Score: Raw -186101.478197 + Penalty 488.777847 = -185612.700350 nChanged 3 SP:Iteration 20F (19.820953 sec): 3 clusters Score: Raw -186101.266765 + Penalty 488.695835 = -185612.570930 nChanged 1 SP:Iteration 21F (19.827666 sec): 3 clusters Score: Raw -186101.281890 + Penalty 488.574071 = -185612.707819 nChanged 1 SP:Iteration 22Q (19.834089 sec): 3 clusters Score: Raw -186101.781633 + Penalty 488.574071 = -185613.207563 nChanged 0 SP:Iteration 23F (19.840831 sec): 3 clusters Score: Raw -186101.781633 + Penalty 488.574071 = -185613.207563 nChanged 0 Score: Raw -1358684.401640 + Penalty 189435.261907 = -1169249.139732 Splitting cluster 1 changes total score from -1141460.398442 to -1169249.139732 So it's getting split into cluster 40. Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 2 (1748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.339138 sec): 2 clusters Score: Raw -79840.951714 + Penalty 497.729130 = -79343.222584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.342637 sec): 3 clusters Score: Raw -78827.827931 + Penalty 1044.956876 = -77782.871055 nChanged 712 SP:Iteration 1F (22.346151 sec): 3 clusters Score: Raw -79389.891481 + Penalty 1080.696470 = -78309.195011 nChanged 204 SP:Iteration 2F (22.349684 sec): 3 clusters Score: Raw -79578.288458 + Penalty 1104.969116 = -78473.319342 nChanged 122 SP:Iteration 3F (22.353228 sec): 3 clusters Score: Raw -79677.778984 + Penalty 1117.132703 = -78560.646281 nChanged 67 SP:Iteration 4Q (22.356693 sec): 3 clusters Score: Raw -79730.907632 + Penalty 1130.771922 = -78600.135710 nChanged 54 SP:Iteration 5Q (22.360085 sec): 3 clusters Score: Raw -79781.299805 + Penalty 1141.036655 = -78640.263150 nChanged 39 SP:Iteration 6Q (22.363409 sec): 3 clusters Score: Raw -79810.720408 + Penalty 1141.924803 = -78668.795605 nChanged 22 SP:Iteration 7Q (22.366667 sec): 3 clusters Score: Raw -79826.045218 + Penalty 1144.314710 = -78681.730508 nChanged 14 SP:Iteration 8Q (22.369873 sec): 3 clusters Score: Raw -79836.892300 + Penalty 1147.556180 = -78689.336119 nChanged 12 SP:Iteration 9Q (22.373052 sec): 3 clusters Score: Raw -79843.567055 + Penalty 1151.495125 = -78692.071931 nChanged 6 SP:Iteration 10F (22.376639 sec): 3 clusters Score: Raw -79847.260540 + Penalty 1158.137192 = -78689.123349 nChanged 4 SP:Iteration 11F (22.380251 sec): 3 clusters Score: Raw -79849.050072 + Penalty 1160.011271 = -78689.038801 nChanged 2 SP:Iteration 12F (22.383841 sec): 3 clusters Score: Raw -79850.104931 + Penalty 1161.012637 = -78689.092294 nChanged 1 SP:Iteration 13Q (22.386984 sec): 3 clusters Score: Raw -79850.182390 + Penalty 1163.228675 = -78686.953715 nChanged 1 SP:Iteration 14F (22.390600 sec): 3 clusters Score: Raw -79850.245129 + Penalty 1164.324177 = -78685.920953 nChanged 1 SP:Iteration 15F (22.394268 sec): 3 clusters Score: Raw -79850.392184 + Penalty 1164.324177 = -78686.068007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 3 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.394997 sec): 2 clusters Score: Raw -3305.729210 + Penalty 188.789820 = -3116.939391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.395357 sec): 3 clusters Score: Raw -3281.284006 + Penalty 409.241504 = -2872.042502 nChanged 9 SP:Iteration 1F (22.395705 sec): 3 clusters Score: Raw -3294.209658 + Penalty 420.175915 = -2874.033744 nChanged 2 SP:Iteration 2Q (22.396053 sec): 3 clusters Score: Raw -3297.815353 + Penalty 433.486453 = -2864.328900 nChanged 3 SP:Iteration 3F (22.396402 sec): 3 clusters Score: Raw -3304.123187 + Penalty 449.426675 = -2854.696512 nChanged 2 SP:Iteration 4F (22.396749 sec): 3 clusters Score: Raw -3313.145396 + Penalty 445.990950 = -2867.154446 nChanged 1 SP:Iteration 5Q (22.397089 sec): 3 clusters Score: Raw -3314.346586 + Penalty 439.178909 = -2875.167677 nChanged 1 SP:Iteration 6Q (22.397460 sec): 3 clusters Score: Raw -3314.467741 + Penalty 439.178909 = -2875.288832 nChanged 0 SP:Iteration 7F (22.397807 sec): 3 clusters Score: Raw -3314.467741 + Penalty 439.178909 = -2875.288832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 4 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.398315 sec): 2 clusters Score: Raw -665.438395 + Penalty 160.704023 = -504.734372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.398552 sec): 3 clusters Score: Raw -666.311869 + Penalty 329.850345 = -336.461525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 5 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.399286 sec): 2 clusters Score: Raw -5026.926346 + Penalty 511.357346 = -4515.569001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.399679 sec): 3 clusters Score: Raw -5006.395630 + Penalty 1021.535405 = -3984.860226 nChanged 6 SP:Iteration 1F (22.400067 sec): 3 clusters Score: Raw -5014.521569 + Penalty 1020.638143 = -3993.883426 nChanged 5 SP:Iteration 2Q (22.400454 sec): 3 clusters Score: Raw -5022.775717 + Penalty 1019.269591 = -4003.506127 nChanged 4 SP:Iteration 3Q (22.400839 sec): 3 clusters Score: Raw -5033.212641 + Penalty 1020.199514 = -4013.013127 nChanged 1 SP:Iteration 4Q (22.401221 sec): 3 clusters Score: Raw -5034.775557 + Penalty 1021.313029 = -4013.462528 nChanged 1 SP:Iteration 5Q (22.401603 sec): 3 clusters Score: Raw -5036.737694 + Penalty 1021.404475 = -4015.333219 nChanged 1 SP:Iteration 6Q (22.401985 sec): 3 clusters Score: Raw -5037.976580 + Penalty 1021.998869 = -4015.977711 nChanged 1 SP:Iteration 7Q (22.402366 sec): 3 clusters Score: Raw -5039.723472 + Penalty 1022.912106 = -4016.811366 nChanged 1 SP:Iteration 8Q (22.402745 sec): 3 clusters Score: Raw -5043.202392 + Penalty 1023.268507 = -4019.933885 nChanged 1 SP:Iteration 9Q (22.403123 sec): 3 clusters Score: Raw -5045.490538 + Penalty 1023.268507 = -4022.222030 nChanged 0 SP:Iteration 10F (22.403507 sec): 3 clusters Score: Raw -5045.490538 + Penalty 1023.268507 = -4022.222030 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 6 (668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.407145 sec): 2 clusters Score: Raw -35107.927982 + Penalty 990.345298 = -34117.582684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.408608 sec): 3 clusters Score: Raw -34716.543340 + Penalty 1979.409778 = -32737.133562 nChanged 193 SP:Iteration 1F (22.410083 sec): 3 clusters Score: Raw -35084.071122 + Penalty 1981.328785 = -33102.742338 nChanged 71 SP:Iteration 2F (22.411544 sec): 3 clusters Score: Raw -35304.517287 + Penalty 1986.199366 = -33318.317921 nChanged 43 SP:Iteration 3F (22.412996 sec): 3 clusters Score: Raw -35379.759390 + Penalty 1988.553859 = -33391.205531 nChanged 24 SP:Iteration 4Q (22.414343 sec): 3 clusters Score: Raw -35427.451524 + Penalty 1990.357698 = -33437.093826 nChanged 21 SP:Iteration 5Q (22.415714 sec): 3 clusters Score: Raw -35459.849956 + Penalty 1992.922573 = -33466.927383 nChanged 19 SP:Iteration 6Q (22.417058 sec): 3 clusters Score: Raw -35500.802970 + Penalty 1994.389533 = -33506.413437 nChanged 14 SP:Iteration 7Q (22.418392 sec): 3 clusters Score: Raw -35521.871486 + Penalty 1994.999379 = -33526.872107 nChanged 6 SP:Iteration 8Q (22.419738 sec): 3 clusters Score: Raw -35531.347659 + Penalty 1995.566505 = -33535.781154 nChanged 4 SP:Iteration 9Q (22.421064 sec): 3 clusters Score: Raw -35537.118991 + Penalty 1996.576187 = -33540.542804 nChanged 5 SP:Iteration 10F (22.422538 sec): 3 clusters Score: Raw -35544.445863 + Penalty 1997.976309 = -33546.469554 nChanged 8 SP:Iteration 11Q (22.423866 sec): 3 clusters Score: Raw -35557.044699 + Penalty 1999.090290 = -33557.954409 nChanged 5 SP:Iteration 12Q (22.425180 sec): 3 clusters Score: Raw -35568.022799 + Penalty 1999.761093 = -33568.261706 nChanged 6 SP:Iteration 13Q (22.426521 sec): 3 clusters Score: Raw -35580.041856 + Penalty 2000.310510 = -33579.731347 nChanged 4 SP:Iteration 14Q (22.427851 sec): 3 clusters Score: Raw -35590.007740 + Penalty 2000.761609 = -33589.246130 nChanged 4 SP:Iteration 15Q (22.429159 sec): 3 clusters Score: Raw -35596.123232 + Penalty 2001.338427 = -33594.784805 nChanged 2 SP:Iteration 16Q (22.430460 sec): 3 clusters Score: Raw -35597.535543 + Penalty 2001.338427 = -33596.197116 nChanged 0 SP:Iteration 17F (22.431963 sec): 3 clusters Score: Raw -35597.535543 + Penalty 2001.338427 = -33596.197116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 7 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.435740 sec): 2 clusters Score: Raw -21203.980569 + Penalty 244.670445 = -20959.310125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.436809 sec): 3 clusters Score: Raw -20950.917821 + Penalty 510.034403 = -20440.883418 nChanged 181 SP:Iteration 1F (22.437837 sec): 3 clusters Score: Raw -21078.154853 + Penalty 548.422266 = -20529.732587 nChanged 51 SP:Iteration 2F (22.438851 sec): 3 clusters Score: Raw -21121.826065 + Penalty 591.225212 = -20530.600852 nChanged 33 SP:Iteration 3F (22.439879 sec): 3 clusters Score: Raw -21165.172172 + Penalty 690.982614 = -20474.189558 nChanged 22 SP:Iteration 4F (22.440878 sec): 3 clusters Score: Raw -21201.304170 + Penalty 744.936082 = -20456.368088 nChanged 7 SP:Iteration 5F (22.441874 sec): 3 clusters Score: Raw -21210.985422 + Penalty 757.055123 = -20453.930299 nChanged 1 SP:Iteration 6F (22.442868 sec): 3 clusters Score: Raw -21212.073917 + Penalty 761.260745 = -20450.813172 nChanged 1 SP:Iteration 7F (22.443866 sec): 3 clusters Score: Raw -21212.341788 + Penalty 761.260745 = -20451.081042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 8 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.445180 sec): 2 clusters Score: Raw -6065.070975 + Penalty 404.363479 = -5660.707496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.445646 sec): 3 clusters Score: Raw -6019.786613 + Penalty 810.245716 = -5209.540898 nChanged 28 SP:Iteration 1F (22.446128 sec): 3 clusters Score: Raw -6088.675451 + Penalty 808.827358 = -5279.848093 nChanged 18 SP:Iteration 2F (22.446606 sec): 3 clusters Score: Raw -6116.428020 + Penalty 806.099776 = -5310.328244 nChanged 12 SP:Iteration 3F (22.447081 sec): 3 clusters Score: Raw -6131.889936 + Penalty 805.473728 = -5326.416208 nChanged 3 SP:Iteration 4Q (22.447528 sec): 3 clusters Score: Raw -6134.167697 + Penalty 805.156019 = -5329.011678 nChanged 1 SP:Iteration 5Q (22.447992 sec): 3 clusters Score: Raw -6134.909765 + Penalty 805.156019 = -5329.753746 nChanged 0 SP:Iteration 6F (22.448448 sec): 3 clusters Score: Raw -6134.909765 + Penalty 805.156019 = -5329.753746 nChanged 0 Memory request: 0.07 GB would take us to total of 0.36 GB. Trying to split cluster 9 (15155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.519047 sec): 2 clusters Score: Raw -622812.269557 + Penalty 273.603754 = -622538.665803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.549258 sec): 3 clusters Score: Raw -612602.385506 + Penalty 589.279297 = -612013.106210 nChanged 7223 SP:Iteration 1F (22.577598 sec): 3 clusters Score: Raw -618739.983116 + Penalty 686.595011 = -618053.388105 nChanged 2571 SP:Iteration 2F (22.605601 sec): 3 clusters Score: Raw -621851.955840 + Penalty 808.839336 = -621043.116504 nChanged 762 SP:Iteration 3F (22.633185 sec): 3 clusters Score: Raw -622716.890506 + Penalty 777.861941 = -621939.028565 nChanged 88 SP:Iteration 4Q (22.656869 sec): 3 clusters Score: Raw -622820.378039 + Penalty 778.643825 = -622041.734214 nChanged 16 SP:Iteration 5Q (22.678295 sec): 3 clusters Score: Raw -622837.310049 + Penalty 815.753161 = -622021.556888 nChanged 3 SP:Iteration 6F (22.705853 sec): 3 clusters Score: Raw -622839.252766 + Penalty 856.104656 = -621983.148110 nChanged 2 SP:Iteration 7F (22.733357 sec): 3 clusters Score: Raw -622841.597215 + Penalty 870.216298 = -621971.380918 nChanged 1 SP:Iteration 8F (22.760956 sec): 3 clusters Score: Raw -622841.948479 + Penalty 856.806465 = -621985.142014 nChanged 1 SP:Iteration 9Q (22.782295 sec): 3 clusters Score: Raw -622842.463073 + Penalty 856.806465 = -621985.656608 nChanged 0 SP:Iteration 10F (22.810270 sec): 3 clusters Score: Raw -622842.463073 + Penalty 856.806465 = -621985.656608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 10 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.821431 sec): 2 clusters Score: Raw -22721.969523 + Penalty 977.236033 = -21744.733490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.822618 sec): 3 clusters Score: Raw -22451.103515 + Penalty 1954.528707 = -20496.574807 nChanged 132 SP:Iteration 1F (22.823781 sec): 3 clusters Score: Raw -22701.507122 + Penalty 1954.547321 = -20746.959801 nChanged 45 SP:Iteration 2F (22.824944 sec): 3 clusters Score: Raw -22832.984208 + Penalty 1955.939640 = -20877.044568 nChanged 30 SP:Iteration 3F (22.826102 sec): 3 clusters Score: Raw -22894.327273 + Penalty 1957.085010 = -20937.242263 nChanged 25 SP:Iteration 4Q (22.827189 sec): 3 clusters Score: Raw -22940.768042 + Penalty 1957.437936 = -20983.330106 nChanged 15 SP:Iteration 5Q (22.828265 sec): 3 clusters Score: Raw -22971.478591 + Penalty 1957.757249 = -21013.721342 nChanged 8 SP:Iteration 6Q (22.829330 sec): 3 clusters Score: Raw -22985.917126 + Penalty 1958.325356 = -21027.591771 nChanged 8 SP:Iteration 7Q (22.830393 sec): 3 clusters Score: Raw -23015.683053 + Penalty 1960.868863 = -21054.814190 nChanged 11 SP:Iteration 8Q (22.831447 sec): 3 clusters Score: Raw -23055.962978 + Penalty 1961.021730 = -21094.941248 nChanged 10 SP:Iteration 9Q (22.832491 sec): 3 clusters Score: Raw -23099.203077 + Penalty 1961.761276 = -21137.441801 nChanged 8 SP:Iteration 10F (22.833633 sec): 3 clusters Score: Raw -23110.573794 + Penalty 1962.837875 = -21147.735920 nChanged 9 SP:Iteration 11Q (22.834663 sec): 3 clusters Score: Raw -23126.013569 + Penalty 1963.134844 = -21162.878725 nChanged 5 SP:Iteration 12Q (22.835682 sec): 3 clusters Score: Raw -23134.417567 + Penalty 1963.112768 = -21171.304799 nChanged 3 SP:Iteration 13Q (22.836697 sec): 3 clusters Score: Raw -23138.106019 + Penalty 1963.100569 = -21175.005449 nChanged 1 SP:Iteration 14Q (22.837705 sec): 3 clusters Score: Raw -23139.134800 + Penalty 1963.100569 = -21176.034231 nChanged 0 SP:Iteration 15F (22.838840 sec): 3 clusters Score: Raw -23139.134800 + Penalty 1963.100569 = -21176.034231 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 11 (1232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.845454 sec): 2 clusters Score: Raw -64180.146036 + Penalty 747.780322 = -63432.365714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.848006 sec): 3 clusters Score: Raw -63340.476004 + Penalty 1507.776239 = -61832.699765 nChanged 423 SP:Iteration 1F (22.850536 sec): 3 clusters Score: Raw -63699.967811 + Penalty 1535.315015 = -62164.652796 nChanged 156 SP:Iteration 2F (22.853088 sec): 3 clusters Score: Raw -63888.712093 + Penalty 1568.417495 = -62320.294598 nChanged 124 SP:Iteration 3F (22.855669 sec): 3 clusters Score: Raw -64050.073183 + Penalty 1607.833263 = -62442.239920 nChanged 96 SP:Iteration 4F (22.858267 sec): 3 clusters Score: Raw -64152.247018 + Penalty 1629.480498 = -62522.766519 nChanged 36 SP:Iteration 5Q (22.860357 sec): 3 clusters Score: Raw -64184.263942 + Penalty 1657.354962 = -62526.908980 nChanged 17 SP:Iteration 6Q (22.862313 sec): 3 clusters Score: Raw -64197.470302 + Penalty 1663.789647 = -62533.680655 nChanged 6 SP:Iteration 7Q (22.864200 sec): 3 clusters Score: Raw -64205.756709 + Penalty 1658.562852 = -62547.193857 nChanged 1 SP:Iteration 8Q (22.866093 sec): 3 clusters Score: Raw -64206.819516 + Penalty 1658.562852 = -62548.256664 nChanged 0 SP:Iteration 9F (22.868380 sec): 3 clusters Score: Raw -64206.819516 + Penalty 1658.562852 = -62548.256664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 12 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.869842 sec): 2 clusters Score: Raw -1256.039710 + Penalty 132.697582 = -1123.342128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.870126 sec): 3 clusters Score: Raw -1264.838304 + Penalty 265.933110 = -998.905193 nChanged 2 SP:Iteration 1F (22.870400 sec): 3 clusters Score: Raw -1269.007019 + Penalty 271.593651 = -997.413368 nChanged 2 SP:Iteration 2F (22.870670 sec): 3 clusters Score: Raw -1271.077423 + Penalty 271.593651 = -999.483773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 13 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.871217 sec): 2 clusters Score: Raw -1525.956335 + Penalty 478.727612 = -1047.228723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.871485 sec): 3 clusters Score: Raw -1610.464662 + Penalty 957.455224 = -653.009438 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 14 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.872004 sec): 2 clusters Score: Raw -1089.214721 + Penalty 371.002146 = -718.212574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.872254 sec): 3 clusters Score: Raw -1131.985484 + Penalty 742.004293 = -389.981191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 15 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.873003 sec): 2 clusters Score: Raw -4839.637825 + Penalty 384.580487 = -4455.057337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.873404 sec): 3 clusters Score: Raw -4809.481384 + Penalty 767.030791 = -4042.450593 nChanged 16 SP:Iteration 1F (22.873796 sec): 3 clusters Score: Raw -4830.180277 + Penalty 761.947802 = -4068.232475 nChanged 6 SP:Iteration 2F (22.874193 sec): 3 clusters Score: Raw -4842.426486 + Penalty 759.264856 = -4083.161630 nChanged 4 SP:Iteration 3Q (22.874581 sec): 3 clusters Score: Raw -4850.902743 + Penalty 757.014527 = -4093.888216 nChanged 3 SP:Iteration 4Q (22.874971 sec): 3 clusters Score: Raw -4862.233242 + Penalty 754.338678 = -4107.894564 nChanged 2 SP:Iteration 5Q (22.875356 sec): 3 clusters Score: Raw -4864.737550 + Penalty 754.338678 = -4110.398872 nChanged 0 SP:Iteration 6F (22.875750 sec): 3 clusters Score: Raw -4864.737550 + Penalty 754.338678 = -4110.398872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 16 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.876445 sec): 2 clusters Score: Raw -4038.333541 + Penalty 442.525437 = -3595.808104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.876806 sec): 3 clusters Score: Raw -4026.435964 + Penalty 892.941202 = -3133.494762 nChanged 17 SP:Iteration 1F (22.877163 sec): 3 clusters Score: Raw -4054.430032 + Penalty 896.147652 = -3158.282381 nChanged 3 SP:Iteration 2Q (22.877511 sec): 3 clusters Score: Raw -4061.884389 + Penalty 897.852618 = -3164.031770 nChanged 1 SP:Iteration 3Q (22.877855 sec): 3 clusters Score: Raw -4062.505506 + Penalty 897.852618 = -3164.652888 nChanged 0 SP:Iteration 4F (22.878209 sec): 3 clusters Score: Raw -4062.505506 + Penalty 897.852618 = -3164.652888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 17 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.879868 sec): 2 clusters Score: Raw -11179.215407 + Penalty 442.875937 = -10736.339470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.880593 sec): 3 clusters Score: Raw -11078.162518 + Penalty 885.905639 = -10192.256879 nChanged 66 SP:Iteration 1F (22.881285 sec): 3 clusters Score: Raw -11140.872130 + Penalty 885.783128 = -10255.089002 nChanged 26 SP:Iteration 2F (22.881972 sec): 3 clusters Score: Raw -11173.835788 + Penalty 887.320923 = -10286.514865 nChanged 17 SP:Iteration 3F (22.882660 sec): 3 clusters Score: Raw -11194.414395 + Penalty 887.837383 = -10306.577013 nChanged 8 SP:Iteration 4Q (22.883332 sec): 3 clusters Score: Raw -11205.029566 + Penalty 888.107083 = -10316.922483 nChanged 2 SP:Iteration 5Q (22.884007 sec): 3 clusters Score: Raw -11205.675982 + Penalty 888.107083 = -10317.568899 nChanged 0 SP:Iteration 6F (22.884693 sec): 3 clusters Score: Raw -11205.675982 + Penalty 888.107083 = -10317.568899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 18 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.886644 sec): 2 clusters Score: Raw -18498.189832 + Penalty 480.391644 = -18017.798188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.887644 sec): 3 clusters Score: Raw -18322.403461 + Penalty 977.690684 = -17344.712777 nChanged 143 SP:Iteration 1F (22.888614 sec): 3 clusters Score: Raw -18448.010873 + Penalty 988.167358 = -17459.843515 nChanged 36 SP:Iteration 2F (22.889577 sec): 3 clusters Score: Raw -18473.027659 + Penalty 1000.929277 = -17472.098382 nChanged 20 SP:Iteration 3Q (22.890534 sec): 3 clusters Score: Raw -18489.703880 + Penalty 1015.826288 = -17473.877592 nChanged 15 SP:Iteration 4Q (22.891483 sec): 3 clusters Score: Raw -18503.444869 + Penalty 1018.948460 = -17484.496409 nChanged 9 SP:Iteration 5Q (22.892430 sec): 3 clusters Score: Raw -18513.270544 + Penalty 1025.173811 = -17488.096734 nChanged 6 SP:Iteration 6Q (22.893377 sec): 3 clusters Score: Raw -18521.000413 + Penalty 1025.278445 = -17495.721969 nChanged 3 SP:Iteration 7Q (22.894326 sec): 3 clusters Score: Raw -18523.446900 + Penalty 1026.264154 = -17497.182746 nChanged 2 SP:Iteration 8Q (22.895268 sec): 3 clusters Score: Raw -18524.465449 + Penalty 1025.452241 = -17499.013208 nChanged 2 SP:Iteration 9Q (22.896208 sec): 3 clusters Score: Raw -18525.473895 + Penalty 1025.452241 = -17500.021654 nChanged 0 SP:Iteration 10F (22.897153 sec): 3 clusters Score: Raw -18525.473895 + Penalty 1025.452241 = -17500.021654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 19 (485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.898922 sec): 2 clusters Score: Raw -23962.720042 + Penalty 965.064299 = -22997.655743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.900058 sec): 3 clusters Score: Raw -23677.466326 + Penalty 1930.202910 = -21747.263415 nChanged 131 SP:Iteration 1F (22.901166 sec): 3 clusters Score: Raw -23879.236564 + Penalty 1929.810776 = -21949.425788 nChanged 50 SP:Iteration 2F (22.902267 sec): 3 clusters Score: Raw -23967.038029 + Penalty 1932.343755 = -22034.694273 nChanged 41 SP:Iteration 3F (22.903357 sec): 3 clusters Score: Raw -24068.327073 + Penalty 1935.394709 = -22132.932364 nChanged 29 SP:Iteration 4F (22.904440 sec): 3 clusters Score: Raw -24124.175063 + Penalty 1936.655022 = -22187.520041 nChanged 9 SP:Iteration 5Q (22.905439 sec): 3 clusters Score: Raw -24139.635243 + Penalty 1938.389612 = -22201.245631 nChanged 5 SP:Iteration 6Q (22.906433 sec): 3 clusters Score: Raw -24147.671751 + Penalty 1938.263703 = -22209.408049 nChanged 3 SP:Iteration 7Q (22.907415 sec): 3 clusters Score: Raw -24150.311411 + Penalty 1938.359268 = -22211.952142 nChanged 3 SP:Iteration 8Q (22.908391 sec): 3 clusters Score: Raw -24161.429080 + Penalty 1938.475735 = -22222.953345 nChanged 1 SP:Iteration 9Q (22.909369 sec): 3 clusters Score: Raw -24164.722022 + Penalty 1938.359268 = -22226.362754 nChanged 1 SP:Iteration 10F (22.910443 sec): 3 clusters Score: Raw -24165.747213 + Penalty 1939.699609 = -22226.047604 nChanged 2 SP:Iteration 11F (22.911546 sec): 3 clusters Score: Raw -24167.399545 + Penalty 1939.785202 = -22227.614343 nChanged 1 SP:Iteration 12Q (22.912523 sec): 3 clusters Score: Raw -24169.094044 + Penalty 1939.782593 = -22229.311451 nChanged 2 SP:Iteration 13Q (22.913492 sec): 3 clusters Score: Raw -24171.959064 + Penalty 1939.782593 = -22232.176471 nChanged 0 SP:Iteration 14F (22.914564 sec): 3 clusters Score: Raw -24171.959064 + Penalty 1939.782593 = -22232.176471 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 20 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.915292 sec): 2 clusters Score: Raw -3990.335266 + Penalty 270.632173 = -3719.703094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.915661 sec): 3 clusters Score: Raw -3964.213099 + Penalty 541.264345 = -3422.948754 nChanged 15 SP:Iteration 1F (22.916020 sec): 3 clusters Score: Raw -3985.871904 + Penalty 545.072275 = -3440.799628 nChanged 7 SP:Iteration 2F (22.916381 sec): 3 clusters Score: Raw -3989.715102 + Penalty 553.004821 = -3436.710281 nChanged 2 SP:Iteration 3F (22.916742 sec): 3 clusters Score: Raw -3990.713342 + Penalty 553.004821 = -3437.708521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 21 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.917293 sec): 2 clusters Score: Raw -1482.531517 + Penalty 372.674171 = -1109.857346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.917558 sec): 3 clusters Score: Raw -1511.185569 + Penalty 760.780903 = -750.404666 nChanged 1 SP:Iteration 1Q (22.917813 sec): 3 clusters Score: Raw -1515.084447 + Penalty 760.780903 = -754.303544 nChanged 0 SP:Iteration 2F (22.918073 sec): 3 clusters Score: Raw -1515.084447 + Penalty 760.780903 = -754.303544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 22 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.918575 sec): 2 clusters Score: Raw -763.472010 + Penalty 273.629153 = -489.842857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.918814 sec): 3 clusters Score: Raw -784.602081 + Penalty 545.125175 = -239.476906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 23 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.919336 sec): 2 clusters Score: Raw -1202.153638 + Penalty 359.153607 = -843.000031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.919589 sec): 3 clusters Score: Raw -1226.981758 + Penalty 716.996503 = -509.985255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 24 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.920070 sec): 2 clusters Score: Raw -286.557740 + Penalty 186.679341 = -99.878399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.920291 sec): 3 clusters Score: Raw -294.021962 + Penalty 373.358682 = 79.336720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 25 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.920833 sec): 2 clusters Score: Raw -1532.356356 + Penalty 431.112331 = -1101.244025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.921102 sec): 3 clusters Score: Raw -1562.491956 + Penalty 855.230773 = -707.261183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 26 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.921663 sec): 2 clusters Score: Raw -1867.288859 + Penalty 502.380952 = -1364.907907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.921934 sec): 3 clusters Score: Raw -1916.194037 + Penalty 1005.265104 = -910.928933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 27 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.922674 sec): 2 clusters Score: Raw -4199.666666 + Penalty 388.974668 = -3810.691998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.923063 sec): 3 clusters Score: Raw -4162.384706 + Penalty 777.495930 = -3384.888776 nChanged 19 SP:Iteration 1F (22.923447 sec): 3 clusters Score: Raw -4181.460140 + Penalty 778.223665 = -3403.236475 nChanged 5 SP:Iteration 2F (22.923828 sec): 3 clusters Score: Raw -4187.070407 + Penalty 776.759688 = -3410.310719 nChanged 3 SP:Iteration 3Q (22.924211 sec): 3 clusters Score: Raw -4191.113529 + Penalty 776.474987 = -3414.638542 nChanged 1 SP:Iteration 4Q (22.924590 sec): 3 clusters Score: Raw -4192.486822 + Penalty 777.252272 = -3415.234550 nChanged 1 SP:Iteration 5Q (22.924969 sec): 3 clusters Score: Raw -4193.781327 + Penalty 777.252272 = -3416.529055 nChanged 0 SP:Iteration 6F (22.925351 sec): 3 clusters Score: Raw -4193.781327 + Penalty 777.252272 = -3416.529055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 28 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.925868 sec): 2 clusters Score: Raw -959.449438 + Penalty 346.950984 = -612.498454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.926112 sec): 3 clusters Score: Raw -992.934670 + Penalty 693.236622 = -299.698048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 29 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.926586 sec): 2 clusters Score: Raw -246.043624 + Penalty 172.054281 = -73.989342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.926802 sec): 3 clusters Score: Raw -241.927804 + Penalty 342.573072 = 100.645268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 30 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.927276 sec): 2 clusters Score: Raw -265.377291 + Penalty 170.848506 = -94.528785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.927491 sec): 3 clusters Score: Raw -255.800034 + Penalty 342.135821 = 86.335787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 31 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.928477 sec): 2 clusters Score: Raw -9100.606638 + Penalty 151.976110 = -8948.630528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.929098 sec): 3 clusters Score: Raw -8985.453352 + Penalty 301.509224 = -8683.944128 nChanged 79 SP:Iteration 1F (22.929678 sec): 3 clusters Score: Raw -9056.208252 + Penalty 309.132114 = -8747.076138 nChanged 31 SP:Iteration 2F (22.930237 sec): 3 clusters Score: Raw -9077.266358 + Penalty 318.356202 = -8758.910156 nChanged 11 SP:Iteration 3F (22.930807 sec): 3 clusters Score: Raw -9083.583020 + Penalty 323.804241 = -8759.778779 nChanged 12 SP:Iteration 4F (22.931363 sec): 3 clusters Score: Raw -9092.531173 + Penalty 333.622749 = -8758.908424 nChanged 6 SP:Iteration 5F (22.931917 sec): 3 clusters Score: Raw -9094.573625 + Penalty 340.288103 = -8754.285522 nChanged 4 SP:Iteration 6F (22.932473 sec): 3 clusters Score: Raw -9095.825283 + Penalty 345.310513 = -8750.514770 nChanged 3 SP:Iteration 7F (22.933029 sec): 3 clusters Score: Raw -9098.429967 + Penalty 348.109699 = -8750.320268 nChanged 4 SP:Iteration 8F (22.933627 sec): 3 clusters Score: Raw -9100.615157 + Penalty 355.788090 = -8744.827067 nChanged 2 SP:Iteration 9F (22.934228 sec): 3 clusters Score: Raw -9101.817884 + Penalty 360.766524 = -8741.051360 nChanged 1 SP:Iteration 10F (22.934827 sec): 3 clusters Score: Raw -9103.113253 + Penalty 359.812093 = -8743.301160 nChanged 1 SP:Iteration 11Q (22.935425 sec): 3 clusters Score: Raw -9103.103335 + Penalty 359.812093 = -8743.291242 nChanged 0 SP:Iteration 12F (22.936024 sec): 3 clusters Score: Raw -9103.103335 + Penalty 359.812093 = -8743.291242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 32 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.936523 sec): 2 clusters Score: Raw -46.072721 + Penalty 0.000000 = -46.072721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.936723 sec): 2 clusters Score: Raw -46.072721 + Penalty 0.000000 = -46.072721 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 33 (605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.938856 sec): 2 clusters Score: Raw -28980.640962 + Penalty 539.345944 = -28441.295018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.940213 sec): 3 clusters Score: Raw -28635.302774 + Penalty 1079.704299 = -27555.598474 nChanged 229 SP:Iteration 1F (22.941547 sec): 3 clusters Score: Raw -28794.811422 + Penalty 1080.623281 = -27714.188141 nChanged 81 SP:Iteration 2F (22.942878 sec): 3 clusters Score: Raw -28852.967211 + Penalty 1079.455153 = -27773.512058 nChanged 48 SP:Iteration 3F (22.944294 sec): 3 clusters Score: Raw -28884.565127 + Penalty 1075.891068 = -27808.674059 nChanged 20 SP:Iteration 4Q (22.945645 sec): 3 clusters Score: Raw -28908.404146 + Penalty 1072.611477 = -27835.792669 nChanged 16 SP:Iteration 5Q (22.946977 sec): 3 clusters Score: Raw -28915.769842 + Penalty 1072.241562 = -27843.528280 nChanged 8 SP:Iteration 6Q (22.948309 sec): 3 clusters Score: Raw -28921.097373 + Penalty 1071.307243 = -27849.790129 nChanged 10 SP:Iteration 7Q (22.949655 sec): 3 clusters Score: Raw -28924.966674 + Penalty 1070.616747 = -27854.349926 nChanged 6 SP:Iteration 8Q (22.950986 sec): 3 clusters Score: Raw -28928.787444 + Penalty 1070.168204 = -27858.619240 nChanged 9 SP:Iteration 9Q (22.952334 sec): 3 clusters Score: Raw -28932.690789 + Penalty 1071.027669 = -27861.663120 nChanged 10 SP:Iteration 10F (22.953693 sec): 3 clusters Score: Raw -28937.814068 + Penalty 1071.112734 = -27866.701334 nChanged 7 SP:Iteration 11Q (22.955019 sec): 3 clusters Score: Raw -28941.403426 + Penalty 1071.161646 = -27870.241780 nChanged 7 SP:Iteration 12Q (22.956338 sec): 3 clusters Score: Raw -28945.148411 + Penalty 1071.053970 = -27874.094442 nChanged 3 SP:Iteration 13Q (22.957672 sec): 3 clusters Score: Raw -28946.816439 + Penalty 1071.009625 = -27875.806814 nChanged 6 SP:Iteration 14Q (22.958987 sec): 3 clusters Score: Raw -28949.723142 + Penalty 1071.215577 = -27878.507564 nChanged 2 SP:Iteration 15Q (22.960302 sec): 3 clusters Score: Raw -28950.436276 + Penalty 1071.573710 = -27878.862566 nChanged 1 SP:Iteration 16Q (22.961638 sec): 3 clusters Score: Raw -28950.882164 + Penalty 1072.154918 = -27878.727246 nChanged 2 SP:Iteration 17F (22.962976 sec): 3 clusters Score: Raw -28951.539681 + Penalty 1072.793928 = -27878.745753 nChanged 2 SP:Iteration 18Q (22.964298 sec): 3 clusters Score: Raw -28952.088494 + Penalty 1072.957427 = -27879.131067 nChanged 1 SP:Iteration 19Q (22.965631 sec): 3 clusters Score: Raw -28952.252445 + Penalty 1073.102932 = -27879.149513 nChanged 1 SP:Iteration 20F (22.966969 sec): 3 clusters Score: Raw -28952.450583 + Penalty 1073.102932 = -27879.347651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 34 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.967589 sec): 2 clusters Score: Raw -2419.907278 + Penalty 497.139717 = -1922.767561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.967892 sec): 3 clusters Score: Raw -2459.332631 + Penalty 998.682835 = -1460.649795 nChanged 2 SP:Iteration 1Q (22.968188 sec): 3 clusters Score: Raw -2464.696824 + Penalty 998.682835 = -1466.013989 nChanged 0 SP:Iteration 2F (22.968485 sec): 3 clusters Score: Raw -2464.696824 + Penalty 998.682835 = -1466.013989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 35 (453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.970261 sec): 2 clusters Score: Raw -22004.446684 + Penalty 744.090293 = -21260.356391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.971400 sec): 3 clusters Score: Raw -21672.505706 + Penalty 1488.100541 = -20184.405165 nChanged 133 SP:Iteration 1F (22.972480 sec): 3 clusters Score: Raw -21789.712263 + Penalty 1488.151899 = -20301.560364 nChanged 35 SP:Iteration 2F (22.973531 sec): 3 clusters Score: Raw -21872.167895 + Penalty 1488.298731 = -20383.869165 nChanged 40 SP:Iteration 3F (22.974589 sec): 3 clusters Score: Raw -21952.338137 + Penalty 1488.195221 = -20464.142916 nChanged 36 SP:Iteration 4F (22.975651 sec): 3 clusters Score: Raw -22010.165879 + Penalty 1489.980582 = -20520.185296 nChanged 27 SP:Iteration 5F (22.976720 sec): 3 clusters Score: Raw -22053.920939 + Penalty 1491.919929 = -20562.001011 nChanged 19 SP:Iteration 6Q (22.977740 sec): 3 clusters Score: Raw -22076.791846 + Penalty 1496.608389 = -20580.183457 nChanged 13 SP:Iteration 7Q (22.978750 sec): 3 clusters Score: Raw -22096.434364 + Penalty 1497.656445 = -20598.777919 nChanged 7 SP:Iteration 8Q (22.979742 sec): 3 clusters Score: Raw -22106.858329 + Penalty 1496.369027 = -20610.489302 nChanged 4 SP:Iteration 9Q (22.980731 sec): 3 clusters Score: Raw -22112.865559 + Penalty 1498.107879 = -20614.757680 nChanged 2 SP:Iteration 10F (22.981808 sec): 3 clusters Score: Raw -22116.243564 + Penalty 1498.513149 = -20617.730416 nChanged 4 SP:Iteration 11Q (22.982787 sec): 3 clusters Score: Raw -22121.794039 + Penalty 1501.026885 = -20620.767154 nChanged 2 SP:Iteration 12Q (22.983757 sec): 3 clusters Score: Raw -22125.604126 + Penalty 1501.028301 = -20624.575825 nChanged 2 SP:Iteration 13Q (22.984726 sec): 3 clusters Score: Raw -22128.244675 + Penalty 1500.042516 = -20628.202160 nChanged 4 SP:Iteration 14Q (22.985688 sec): 3 clusters Score: Raw -22136.046791 + Penalty 1500.348656 = -20635.698135 nChanged 2 SP:Iteration 15Q (22.986649 sec): 3 clusters Score: Raw -22140.857565 + Penalty 1499.519893 = -20641.337672 nChanged 2 SP:Iteration 16Q (22.987600 sec): 3 clusters Score: Raw -22147.993740 + Penalty 1499.861141 = -20648.132598 nChanged 3 SP:Iteration 17Q (22.988546 sec): 3 clusters Score: Raw -22152.336577 + Penalty 1499.861141 = -20652.475436 nChanged 0 SP:Iteration 18F (22.989627 sec): 3 clusters Score: Raw -22152.336577 + Penalty 1499.861141 = -20652.475436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 36 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.990164 sec): 2 clusters Score: Raw -792.661318 + Penalty 128.608570 = -664.052748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.990417 sec): 3 clusters Score: Raw -814.920912 + Penalty 255.909472 = -559.011440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 37 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.991256 sec): 2 clusters Score: Raw -5877.285444 + Penalty 291.417879 = -5585.867565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.991722 sec): 3 clusters Score: Raw -5779.992574 + Penalty 601.328822 = -5178.663752 nChanged 34 SP:Iteration 1F (22.992183 sec): 3 clusters Score: Raw -5845.893152 + Penalty 633.064030 = -5212.829122 nChanged 11 SP:Iteration 2F (22.992644 sec): 3 clusters Score: Raw -5869.665514 + Penalty 635.035997 = -5234.629517 nChanged 3 SP:Iteration 3Q (22.993073 sec): 3 clusters Score: Raw -5872.678846 + Penalty 651.429386 = -5221.249460 nChanged 4 SP:Iteration 4F (22.993534 sec): 3 clusters Score: Raw -5878.743734 + Penalty 662.715025 = -5216.028709 nChanged 3 SP:Iteration 5F (22.993994 sec): 3 clusters Score: Raw -5882.460794 + Penalty 667.022662 = -5215.438132 nChanged 2 SP:Iteration 6F (22.994451 sec): 3 clusters Score: Raw -5884.893105 + Penalty 662.842573 = -5222.050533 nChanged 1 SP:Iteration 7Q (22.994873 sec): 3 clusters Score: Raw -5885.310549 + Penalty 656.798363 = -5228.512186 nChanged 1 SP:Iteration 8Q (22.995293 sec): 3 clusters Score: Raw -5888.832077 + Penalty 646.416382 = -5242.415696 nChanged 1 SP:Iteration 9Q (22.995734 sec): 3 clusters Score: Raw -5890.266244 + Penalty 634.630978 = -5255.635266 nChanged 1 SP:Iteration 10F (22.996192 sec): 3 clusters Score: Raw -5893.361529 + Penalty 634.630978 = -5258.730550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 38 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.996717 sec): 2 clusters Score: Raw -1101.622007 + Penalty 425.783860 = -675.838146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.996969 sec): 3 clusters Score: Raw -1160.196371 + Penalty 850.786029 = -309.410342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 39 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.997449 sec): 2 clusters Score: Raw -332.214809 + Penalty 102.955430 = -229.259379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.997671 sec): 3 clusters Score: Raw -336.785114 + Penalty 205.910860 = -130.874254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 41 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.998232 sec): 2 clusters Score: Raw -1785.287525 + Penalty 477.197237 = -1308.090288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.998510 sec): 3 clusters Score: Raw -1838.878221 + Penalty 954.826268 = -884.051953 nChanged 1 SP:Iteration 1Q (22.998774 sec): 3 clusters Score: Raw -1846.240625 + Penalty 954.826268 = -891.414357 nChanged 0 SP:Iteration 2F (22.999047 sec): 3 clusters Score: Raw -1846.240625 + Penalty 954.826268 = -891.414357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 42 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.999542 sec): 2 clusters Score: Raw -585.191562 + Penalty 261.534156 = -323.657406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.999774 sec): 3 clusters Score: Raw -603.968749 + Penalty 517.648420 = -86.320329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 43 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.000289 sec): 2 clusters Score: Raw -986.799850 + Penalty 295.411057 = -691.388793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.000541 sec): 3 clusters Score: Raw -1005.729272 + Penalty 585.876031 = -419.853241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 44 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.001020 sec): 2 clusters Score: Raw -381.216401 + Penalty 260.266800 = -120.949602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.001242 sec): 3 clusters Score: Raw -384.538546 + Penalty 517.102476 = 132.563929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 45 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.001751 sec): 2 clusters Score: Raw -998.180332 + Penalty 320.508571 = -677.671760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.001998 sec): 3 clusters Score: Raw -1020.508552 + Penalty 641.017143 = -379.491409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 46 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.002577 sec): 2 clusters Score: Raw -2024.219550 + Penalty 565.850714 = -1458.368836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.002873 sec): 3 clusters Score: Raw -2148.218631 + Penalty 1131.857491 = -1016.361140 nChanged 1 SP:Iteration 1Q (23.003148 sec): 3 clusters Score: Raw -2155.435901 + Penalty 1131.857491 = -1023.578410 nChanged 0 SP:Iteration 2F (23.003438 sec): 3 clusters Score: Raw -2155.435901 + Penalty 1131.857491 = -1023.578410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 47 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.003946 sec): 2 clusters Score: Raw -428.073724 + Penalty 234.962064 = -193.111661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.004174 sec): 3 clusters Score: Raw -426.008996 + Penalty 469.924128 = 43.915131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 48 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.004687 sec): 2 clusters Score: Raw -884.666507 + Penalty 244.982879 = -639.683628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.004934 sec): 3 clusters Score: Raw -895.830440 + Penalty 489.285264 = -406.545175 nChanged 1 SP:Iteration 1Q (23.005173 sec): 3 clusters Score: Raw -897.603404 + Penalty 489.285264 = -408.318139 nChanged 0 SP:Iteration 2F (23.005416 sec): 3 clusters Score: Raw -897.603404 + Penalty 489.285264 = -408.318139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 49 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.006406 sec): 2 clusters Score: Raw -10641.037298 + Penalty 713.403137 = -9927.634161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.007024 sec): 3 clusters Score: Raw -10542.968782 + Penalty 1430.992659 = -9111.976123 nChanged 31 SP:Iteration 1F (23.007607 sec): 3 clusters Score: Raw -10599.911324 + Penalty 1432.964145 = -9166.947180 nChanged 7 SP:Iteration 2Q (23.008202 sec): 3 clusters Score: Raw -10613.244840 + Penalty 1433.750265 = -9179.494575 nChanged 4 SP:Iteration 3Q (23.008802 sec): 3 clusters Score: Raw -10624.532544 + Penalty 1433.703490 = -9190.829053 nChanged 5 SP:Iteration 4Q (23.009394 sec): 3 clusters Score: Raw -10644.164962 + Penalty 1435.782712 = -9208.382249 nChanged 4 SP:Iteration 5Q (23.009984 sec): 3 clusters Score: Raw -10650.672584 + Penalty 1436.506307 = -9214.166277 nChanged 4 SP:Iteration 6Q (23.010569 sec): 3 clusters Score: Raw -10657.596195 + Penalty 1436.506307 = -9221.089888 nChanged 0 SP:Iteration 7F (23.011176 sec): 3 clusters Score: Raw -10657.596195 + Penalty 1436.506307 = -9221.089888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 50 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.011657 sec): 2 clusters Score: Raw -213.035344 + Penalty 142.685040 = -70.350303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.011870 sec): 3 clusters Score: Raw -203.367983 + Penalty 290.687121 = 87.319138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 51 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.012352 sec): 2 clusters Score: Raw -334.799817 + Penalty 165.188461 = -169.611356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.012573 sec): 3 clusters Score: Raw -337.974380 + Penalty 324.090335 = -13.884046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 52 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.013408 sec): 2 clusters Score: Raw -7510.789855 + Penalty 589.414442 = -6921.375413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.013907 sec): 3 clusters Score: Raw -7488.683365 + Penalty 1178.653200 = -6310.030166 nChanged 25 SP:Iteration 1F (23.014401 sec): 3 clusters Score: Raw -7540.117413 + Penalty 1179.114927 = -6361.002486 nChanged 15 SP:Iteration 2F (23.014869 sec): 3 clusters Score: Raw -7576.784297 + Penalty 1181.317865 = -6395.466432 nChanged 8 SP:Iteration 3F (23.015356 sec): 3 clusters Score: Raw -7599.527448 + Penalty 1180.989230 = -6418.538218 nChanged 3 SP:Iteration 4Q (23.015801 sec): 3 clusters Score: Raw -7605.015480 + Penalty 1181.086422 = -6423.929058 nChanged 1 SP:Iteration 5Q (23.016262 sec): 3 clusters Score: Raw -7607.697813 + Penalty 1180.813739 = -6426.884074 nChanged 1 SP:Iteration 6Q (23.016745 sec): 3 clusters Score: Raw -7609.954222 + Penalty 1180.478644 = -6429.475578 nChanged 1 SP:Iteration 7Q (23.017205 sec): 3 clusters Score: Raw -7612.433854 + Penalty 1180.478644 = -6431.955210 nChanged 0 SP:Iteration 8F (23.017690 sec): 3 clusters Score: Raw -7612.433854 + Penalty 1180.478644 = -6431.955210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 53 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.018172 sec): 2 clusters Score: Raw -335.654411 + Penalty 195.910045 = -139.744366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.018394 sec): 3 clusters Score: Raw -337.497881 + Penalty 389.376709 = 51.878828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 54 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.018926 sec): 2 clusters Score: Raw -1326.739449 + Penalty 361.203204 = -965.536245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.019188 sec): 3 clusters Score: Raw -1350.302084 + Penalty 722.462106 = -627.839979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 55 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.019887 sec): 2 clusters Score: Raw -3796.611265 + Penalty 79.019917 = -3717.591348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.020268 sec): 3 clusters Score: Raw -3752.873743 + Penalty 168.081358 = -3584.792386 nChanged 29 SP:Iteration 1F (23.020647 sec): 3 clusters Score: Raw -3781.283575 + Penalty 171.113641 = -3610.169935 nChanged 5 SP:Iteration 2F (23.021032 sec): 3 clusters Score: Raw -3788.707246 + Penalty 178.115750 = -3610.591496 nChanged 5 SP:Iteration 3F (23.021416 sec): 3 clusters Score: Raw -3796.142780 + Penalty 184.011496 = -3612.131284 nChanged 4 SP:Iteration 4Q (23.021790 sec): 3 clusters Score: Raw -3798.846129 + Penalty 182.074341 = -3616.771788 nChanged 1 SP:Iteration 5Q (23.022162 sec): 3 clusters Score: Raw -3799.483570 + Penalty 174.295099 = -3625.188471 nChanged 3 SP:Iteration 6Q (23.022530 sec): 3 clusters Score: Raw -3801.799759 + Penalty 174.295099 = -3627.504660 nChanged 0 SP:Iteration 7F (23.022914 sec): 3 clusters Score: Raw -3801.799759 + Penalty 174.295099 = -3627.504660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 56 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.023453 sec): 2 clusters Score: Raw -1350.397888 + Penalty 357.985316 = -992.412572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.023718 sec): 3 clusters Score: Raw -1367.723518 + Penalty 717.314168 = -650.409350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 57 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.024435 sec): 2 clusters Score: Raw -5103.204304 + Penalty 652.519284 = -4450.685020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.024822 sec): 3 clusters Score: Raw -5074.252605 + Penalty 1306.025840 = -3768.226766 nChanged 5 SP:Iteration 1F (23.025204 sec): 3 clusters Score: Raw -5086.998434 + Penalty 1306.323857 = -3780.674577 nChanged 2 SP:Iteration 2Q (23.025570 sec): 3 clusters Score: Raw -5092.298356 + Penalty 1306.323857 = -3785.974500 nChanged 0 SP:Iteration 3F (23.025951 sec): 3 clusters Score: Raw -5092.298356 + Penalty 1306.323857 = -3785.974500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 58 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.026451 sec): 2 clusters Score: Raw -655.130651 + Penalty 232.543176 = -422.587475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.026685 sec): 3 clusters Score: Raw -674.823488 + Penalty 465.086352 = -209.737135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 59 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.027214 sec): 2 clusters Score: Raw -886.304194 + Penalty 340.664385 = -545.639809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.027459 sec): 3 clusters Score: Raw -934.112724 + Penalty 676.496467 = -257.616257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 60 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.027990 sec): 2 clusters Score: Raw -1308.069180 + Penalty 383.812339 = -924.256841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.028248 sec): 3 clusters Score: Raw -1351.170353 + Penalty 762.462804 = -588.707549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 61 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.028718 sec): 2 clusters Score: Raw -192.886902 + Penalty 102.088194 = -90.798709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.028927 sec): 3 clusters Score: Raw -186.569262 + Penalty 193.457983 = 6.888721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 62 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.029882 sec): 2 clusters Score: Raw -9087.071284 + Penalty 519.171382 = -8567.899902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.030467 sec): 3 clusters Score: Raw -9009.152452 + Penalty 1038.071311 = -7971.081141 nChanged 38 SP:Iteration 1F (23.031033 sec): 3 clusters Score: Raw -9043.340543 + Penalty 1037.782799 = -8005.557744 nChanged 5 SP:Iteration 2Q (23.031589 sec): 3 clusters Score: Raw -9048.503354 + Penalty 1037.740392 = -8010.762962 nChanged 4 SP:Iteration 3Q (23.032143 sec): 3 clusters Score: Raw -9051.109070 + Penalty 1037.412978 = -8013.696092 nChanged 4 SP:Iteration 4Q (23.032697 sec): 3 clusters Score: Raw -9054.761720 + Penalty 1037.936897 = -8016.824824 nChanged 2 SP:Iteration 5Q (23.033253 sec): 3 clusters Score: Raw -9056.237837 + Penalty 1037.598080 = -8018.639757 nChanged 1 SP:Iteration 6Q (23.033805 sec): 3 clusters Score: Raw -9056.883156 + Penalty 1037.187639 = -8019.695518 nChanged 1 SP:Iteration 7Q (23.034362 sec): 3 clusters Score: Raw -9057.923724 + Penalty 1037.187639 = -8020.736085 nChanged 0 SP:Iteration 8F (23.034916 sec): 3 clusters Score: Raw -9057.923724 + Penalty 1037.187639 = -8020.736085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 63 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.036350 sec): 2 clusters Score: Raw -19168.016059 + Penalty 715.680171 = -18452.335888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.037262 sec): 3 clusters Score: Raw -18912.080193 + Penalty 1437.649544 = -17474.430649 nChanged 77 SP:Iteration 1F (23.038158 sec): 3 clusters Score: Raw -19013.273164 + Penalty 1448.425002 = -17564.848161 nChanged 32 SP:Iteration 2F (23.039057 sec): 3 clusters Score: Raw -19072.074954 + Penalty 1457.827502 = -17614.247452 nChanged 21 SP:Iteration 3F (23.039962 sec): 3 clusters Score: Raw -19099.090750 + Penalty 1462.863026 = -17636.227725 nChanged 15 SP:Iteration 4Q (23.040821 sec): 3 clusters Score: Raw -19118.616678 + Penalty 1471.268944 = -17647.347734 nChanged 11 SP:Iteration 5Q (23.041670 sec): 3 clusters Score: Raw -19132.482515 + Penalty 1477.002115 = -17655.480400 nChanged 12 SP:Iteration 6Q (23.042504 sec): 3 clusters Score: Raw -19146.392932 + Penalty 1481.467720 = -17664.925212 nChanged 9 SP:Iteration 7Q (23.043353 sec): 3 clusters Score: Raw -19163.062565 + Penalty 1482.656640 = -17680.405925 nChanged 2 SP:Iteration 8Q (23.044165 sec): 3 clusters Score: Raw -19164.523974 + Penalty 1482.332857 = -17682.191117 nChanged 1 SP:Iteration 9Q (23.044974 sec): 3 clusters Score: Raw -19165.278887 + Penalty 1483.303998 = -17681.974889 nChanged 1 SP:Iteration 10F (23.045901 sec): 3 clusters Score: Raw -19166.778580 + Penalty 1483.303998 = -17683.474581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 64 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.046421 sec): 2 clusters Score: Raw -721.917847 + Penalty 349.842714 = -372.075133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.046668 sec): 3 clusters Score: Raw -751.877458 + Penalty 701.113834 = -50.763624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 65 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.047540 sec): 2 clusters Score: Raw -5755.800050 + Penalty 299.237122 = -5456.562928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.048052 sec): 3 clusters Score: Raw -5711.511873 + Penalty 614.986245 = -5096.525628 nChanged 39 SP:Iteration 1F (23.048533 sec): 3 clusters Score: Raw -5766.359409 + Penalty 621.844488 = -5144.514921 nChanged 16 SP:Iteration 2F (23.049019 sec): 3 clusters Score: Raw -5782.545305 + Penalty 621.289554 = -5161.255750 nChanged 2 SP:Iteration 3Q (23.049492 sec): 3 clusters Score: Raw -5784.334165 + Penalty 621.289554 = -5163.044611 nChanged 0 SP:Iteration 4F (23.050002 sec): 3 clusters Score: Raw -5784.334165 + Penalty 621.289554 = -5163.044611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 66 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.050489 sec): 2 clusters Score: Raw -425.144648 + Penalty 222.254054 = -202.890594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.050709 sec): 3 clusters Score: Raw -418.977724 + Penalty 222.254054 = -196.723670 nChanged 1 SP:Iteration 1F (23.050908 sec): 2 clusters Score: Raw -425.144648 + Penalty 222.254054 = -202.890594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 67 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.051415 sec): 2 clusters Score: Raw -889.388087 + Penalty 362.866712 = -526.521375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.051659 sec): 3 clusters Score: Raw -931.205346 + Penalty 729.278163 = -201.927183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 68 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.052208 sec): 2 clusters Score: Raw -1697.298469 + Penalty 553.667461 = -1143.631008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.052478 sec): 3 clusters Score: Raw -1788.729483 + Penalty 1110.788879 = -677.940604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 69 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.053173 sec): 2 clusters Score: Raw -4328.035885 + Penalty 605.710647 = -3722.325238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.053548 sec): 3 clusters Score: Raw -4376.629529 + Penalty 1209.526526 = -3167.103004 nChanged 1 SP:Iteration 1Q (23.053909 sec): 3 clusters Score: Raw -4382.410565 + Penalty 1210.085931 = -3172.324633 nChanged 1 SP:Iteration 2Q (23.054268 sec): 3 clusters Score: Raw -4385.506658 + Penalty 1210.085931 = -3175.420726 nChanged 0 SP:Iteration 3F (23.054637 sec): 3 clusters Score: Raw -4385.506658 + Penalty 1210.085931 = -3175.420726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 70 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.055117 sec): 2 clusters Score: Raw -283.703421 + Penalty 169.000195 = -114.703226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.055337 sec): 3 clusters Score: Raw -286.514425 + Penalty 338.000390 = 51.485964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 71 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.055834 sec): 2 clusters Score: Raw -279.239825 + Penalty 135.948435 = -143.291390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.056057 sec): 3 clusters Score: Raw -279.152410 + Penalty 265.337212 = -13.815198 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 72 (1615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.064214 sec): 2 clusters Score: Raw -90417.454545 + Penalty 1083.295582 = -89334.158963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.067446 sec): 3 clusters Score: Raw -89402.753001 + Penalty 2166.570829 = -87236.182172 nChanged 569 SP:Iteration 1F (23.070636 sec): 3 clusters Score: Raw -89875.096256 + Penalty 2167.830505 = -87707.265751 nChanged 171 SP:Iteration 2F (23.073798 sec): 3 clusters Score: Raw -90111.892523 + Penalty 2168.832885 = -87943.059638 nChanged 156 SP:Iteration 3F (23.076976 sec): 3 clusters Score: Raw -90334.108708 + Penalty 2169.181684 = -88164.927025 nChanged 110 SP:Iteration 4F (23.080134 sec): 3 clusters Score: Raw -90463.988540 + Penalty 2169.457375 = -88294.531165 nChanged 68 SP:Iteration 5Q (23.083180 sec): 3 clusters Score: Raw -90537.324418 + Penalty 2168.357651 = -88368.966767 nChanged 51 SP:Iteration 6Q (23.086174 sec): 3 clusters Score: Raw -90594.035567 + Penalty 2167.547997 = -88426.487570 nChanged 31 SP:Iteration 7Q (23.089160 sec): 3 clusters Score: Raw -90618.375893 + Penalty 2167.012576 = -88451.363317 nChanged 22 SP:Iteration 8Q (23.092118 sec): 3 clusters Score: Raw -90631.611371 + Penalty 2166.824073 = -88464.787298 nChanged 10 SP:Iteration 9Q (23.095085 sec): 3 clusters Score: Raw -90634.070590 + Penalty 2166.637965 = -88467.432625 nChanged 6 SP:Iteration 10F (23.098247 sec): 3 clusters Score: Raw -90638.023312 + Penalty 2166.449940 = -88471.573372 nChanged 2 SP:Iteration 11Q (23.101207 sec): 3 clusters Score: Raw -90639.132763 + Penalty 2166.164334 = -88472.968429 nChanged 3 SP:Iteration 12Q (23.104153 sec): 3 clusters Score: Raw -90640.954410 + Penalty 2166.068450 = -88474.885960 nChanged 1 SP:Iteration 13Q (23.107161 sec): 3 clusters Score: Raw -90641.274210 + Penalty 2166.068450 = -88475.205760 nChanged 0 SP:Iteration 14F (23.110324 sec): 3 clusters Score: Raw -90641.274210 + Penalty 2166.068450 = -88475.205760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 74 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.117521 sec): 2 clusters Score: Raw -1729.496101 + Penalty 497.561078 = -1231.935023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.117822 sec): 3 clusters Score: Raw -1824.832165 + Penalty 994.293840 = -830.538325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 75 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.118391 sec): 2 clusters Score: Raw -1448.015428 + Penalty 408.983898 = -1039.031530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.118661 sec): 3 clusters Score: Raw -1491.803692 + Penalty 817.335229 = -674.468464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 76 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.119146 sec): 2 clusters Score: Raw -429.061525 + Penalty 253.968978 = -175.092547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.119371 sec): 3 clusters Score: Raw -432.397042 + Penalty 524.050696 = 91.653654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 77 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.120004 sec): 2 clusters Score: Raw -3109.127142 + Penalty 537.161138 = -2571.966004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.120336 sec): 3 clusters Score: Raw -3155.056336 + Penalty 1075.837767 = -2079.218569 nChanged 1 SP:Iteration 1Q (23.120684 sec): 3 clusters Score: Raw -3159.643645 + Penalty 1075.837767 = -2083.805877 nChanged 0 SP:Iteration 2F (23.121011 sec): 3 clusters Score: Raw -3159.643645 + Penalty 1075.837767 = -2083.805877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 78 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.121488 sec): 2 clusters Score: Raw -250.145060 + Penalty 136.803988 = -113.341072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.121702 sec): 3 clusters Score: Raw -243.138639 + Penalty 136.803988 = -106.334652 nChanged 1 SP:Iteration 1F (23.121897 sec): 2 clusters Score: Raw -250.145060 + Penalty 136.803988 = -113.341072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 79 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.122377 sec): 2 clusters Score: Raw -373.426521 + Penalty 243.276717 = -130.149803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.122600 sec): 3 clusters Score: Raw -374.190046 + Penalty 484.002186 = 109.812140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 80 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.123095 sec): 2 clusters Score: Raw -624.723827 + Penalty 260.582063 = -364.141763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.123326 sec): 3 clusters Score: Raw -634.775405 + Penalty 474.116958 = -160.658447 nChanged 1 SP:Iteration 1F (23.123553 sec): 3 clusters Score: Raw -635.914958 + Penalty 474.116958 = -161.798000 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 81 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.124046 sec): 2 clusters Score: Raw -468.121050 + Penalty 224.502777 = -243.618273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.124271 sec): 3 clusters Score: Raw -470.087510 + Penalty 449.482692 = -20.604818 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 82 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.124785 sec): 2 clusters Score: Raw -925.796492 + Penalty 321.375142 = -604.421349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.125033 sec): 3 clusters Score: Raw -977.683342 + Penalty 642.995571 = -334.687771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 83 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.125806 sec): 2 clusters Score: Raw -5643.242028 + Penalty 609.547758 = -5033.694271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.126218 sec): 3 clusters Score: Raw -5662.332372 + Penalty 1218.201398 = -4444.130974 nChanged 8 SP:Iteration 1F (23.126625 sec): 3 clusters Score: Raw -5680.246605 + Penalty 1216.373616 = -4463.872989 nChanged 3 SP:Iteration 2Q (23.127021 sec): 3 clusters Score: Raw -5688.961938 + Penalty 1216.635371 = -4472.326567 nChanged 3 SP:Iteration 3Q (23.127413 sec): 3 clusters Score: Raw -5695.733281 + Penalty 1216.780615 = -4478.952666 nChanged 2 SP:Iteration 4Q (23.127802 sec): 3 clusters Score: Raw -5699.087990 + Penalty 1216.142558 = -4482.945432 nChanged 2 SP:Iteration 5Q (23.128191 sec): 3 clusters Score: Raw -5704.709621 + Penalty 1216.142558 = -4488.567064 nChanged 0 SP:Iteration 6F (23.128593 sec): 3 clusters Score: Raw -5704.709621 + Penalty 1216.142558 = -4488.567064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 84 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.129067 sec): 2 clusters Score: Raw -201.772129 + Penalty 144.500247 = -57.271882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.129282 sec): 3 clusters Score: Raw -197.616855 + Penalty 289.000494 = 91.383639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 85 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.129780 sec): 2 clusters Score: Raw -387.926529 + Penalty 238.601947 = -149.324582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.130002 sec): 3 clusters Score: Raw -384.400954 + Penalty 475.531395 = 91.130441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 86 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.130546 sec): 2 clusters Score: Raw -1705.101275 + Penalty 438.439069 = -1266.662206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.130813 sec): 3 clusters Score: Raw -1730.268385 + Penalty 878.296825 = -851.971561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 87 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.131287 sec): 2 clusters Score: Raw -266.700062 + Penalty 202.323870 = -64.376192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.131504 sec): 3 clusters Score: Raw -263.770332 + Penalty 397.134840 = 133.364508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 88 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.132228 sec): 2 clusters Score: Raw -3584.673666 + Penalty 317.805622 = -3266.868044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.132618 sec): 3 clusters Score: Raw -3585.355587 + Penalty 628.961912 = -2956.393675 nChanged 15 SP:Iteration 1F (23.133000 sec): 3 clusters Score: Raw -3620.385932 + Penalty 631.072229 = -2989.313704 nChanged 4 SP:Iteration 2Q (23.133375 sec): 3 clusters Score: Raw -3629.439765 + Penalty 630.233226 = -2999.206539 nChanged 2 SP:Iteration 3Q (23.133747 sec): 3 clusters Score: Raw -3634.223381 + Penalty 631.437166 = -3002.786215 nChanged 1 SP:Iteration 4Q (23.134120 sec): 3 clusters Score: Raw -3634.714443 + Penalty 631.437166 = -3003.277277 nChanged 0 SP:Iteration 5F (23.134501 sec): 3 clusters Score: Raw -3634.714443 + Penalty 631.437166 = -3003.277277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 90 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.135030 sec): 2 clusters Score: Raw -1267.407787 + Penalty 333.189175 = -934.218612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.135289 sec): 3 clusters Score: Raw -1288.692591 + Penalty 666.378349 = -622.314241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 91 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.135782 sec): 2 clusters Score: Raw -695.075176 + Penalty 366.238474 = -328.836702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.136014 sec): 3 clusters Score: Raw -725.299979 + Penalty 730.747124 = 5.447145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 93 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.136562 sec): 2 clusters Score: Raw -1636.712741 + Penalty 383.264470 = -1253.448271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.136833 sec): 3 clusters Score: Raw -1664.778725 + Penalty 764.923917 = -899.854808 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 94 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.137349 sec): 2 clusters Score: Raw -1020.553328 + Penalty 331.954462 = -688.598865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.137600 sec): 3 clusters Score: Raw -1043.852711 + Penalty 663.908925 = -379.943786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 95 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.138125 sec): 2 clusters Score: Raw -1308.142084 + Penalty 384.515433 = -923.626651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.138399 sec): 3 clusters Score: Raw -1338.889643 + Penalty 769.030867 = -569.858776 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 97 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.138878 sec): 2 clusters Score: Raw -353.440282 + Penalty 197.759716 = -155.680567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.139098 sec): 3 clusters Score: Raw -353.556855 + Penalty 403.365073 = 49.808218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 98 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.139625 sec): 2 clusters Score: Raw -1312.395125 + Penalty 328.977401 = -983.417724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.139883 sec): 3 clusters Score: Raw -1318.035218 + Penalty 665.200022 = -652.835197 nChanged 1 SP:Iteration 1Q (23.140133 sec): 3 clusters Score: Raw -1322.222147 + Penalty 665.200022 = -657.022125 nChanged 0 SP:Iteration 2F (23.140386 sec): 3 clusters Score: Raw -1322.222147 + Penalty 665.200022 = -657.022125 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 100 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.140875 sec): 2 clusters Score: Raw -548.145802 + Penalty 220.611446 = -327.534356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.141107 sec): 3 clusters Score: Raw -566.813913 + Penalty 441.222892 = -125.591020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 101 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.141627 sec): 2 clusters Score: Raw -1126.375123 + Penalty 400.659508 = -725.715615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.141879 sec): 3 clusters Score: Raw -1206.402685 + Penalty 801.319015 = -405.083670 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 102 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.142359 sec): 2 clusters Score: Raw -453.503222 + Penalty 296.203696 = -157.299526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.142581 sec): 3 clusters Score: Raw -455.614306 + Penalty 592.407391 = 136.793085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 103 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.143050 sec): 2 clusters Score: Raw -226.769584 + Penalty 201.352599 = -25.416984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.143247 sec): 2 clusters Score: Raw -226.769584 + Penalty 201.352599 = -25.416984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 104 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.143757 sec): 2 clusters Score: Raw -785.809886 + Penalty 211.485489 = -574.324397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.144005 sec): 3 clusters Score: Raw -795.269384 + Penalty 422.749651 = -372.519733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 105 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.144478 sec): 2 clusters Score: Raw -248.967441 + Penalty 166.722336 = -82.245104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.144694 sec): 3 clusters Score: Raw -245.855281 + Penalty 332.595828 = 86.740546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 106 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.145183 sec): 2 clusters Score: Raw -489.861318 + Penalty 280.747447 = -209.113872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.145410 sec): 3 clusters Score: Raw -517.281524 + Penalty 563.432977 = 46.151453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 107 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.145910 sec): 2 clusters Score: Raw -478.363529 + Penalty 304.296229 = -174.067300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.146135 sec): 3 clusters Score: Raw -486.845125 + Penalty 606.219193 = 119.374069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 109 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.146621 sec): 2 clusters Score: Raw -570.617738 + Penalty 341.240406 = -229.377332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.146851 sec): 3 clusters Score: Raw -601.887575 + Penalty 682.551230 = 80.663655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 110 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.147316 sec): 2 clusters Score: Raw -159.922428 + Penalty 133.548137 = -26.374291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.147527 sec): 3 clusters Score: Raw -151.324526 + Penalty 267.533146 = 116.208620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 112 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.148003 sec): 2 clusters Score: Raw -326.376349 + Penalty 243.780849 = -82.595500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.148222 sec): 3 clusters Score: Raw -326.081700 + Penalty 474.634661 = 148.552962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 113 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.148690 sec): 2 clusters Score: Raw -206.812870 + Penalty 153.317821 = -53.495049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.148903 sec): 3 clusters Score: Raw -199.838452 + Penalty 323.341411 = 123.502959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 114 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.149404 sec): 2 clusters Score: Raw -805.646907 + Penalty 321.446886 = -484.200021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.149643 sec): 3 clusters Score: Raw -841.572357 + Penalty 641.267675 = -200.304682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 115 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.150137 sec): 2 clusters Score: Raw -724.262489 + Penalty 363.267341 = -360.995148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.150371 sec): 3 clusters Score: Raw -744.159572 + Penalty 731.105137 = -13.054435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 116 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.150837 sec): 2 clusters Score: Raw -132.296232 + Penalty 69.965950 = -62.330282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.151049 sec): 3 clusters Score: Raw -128.947048 + Penalty 148.872765 = 19.925717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 117 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.151536 sec): 2 clusters Score: Raw -543.412293 + Penalty 313.266328 = -230.145964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.151762 sec): 3 clusters Score: Raw -560.841800 + Penalty 623.119104 = 62.277303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 118 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.152237 sec): 2 clusters Score: Raw -299.969473 + Penalty 189.581810 = -110.387663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.152472 sec): 3 clusters Score: Raw -300.572576 + Penalty 379.163620 = 78.591044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 119 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.152939 sec): 2 clusters Score: Raw -163.040617 + Penalty 134.187476 = -28.853141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.153147 sec): 3 clusters Score: Raw -152.668366 + Penalty 283.093321 = 130.424954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 120 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.153619 sec): 2 clusters Score: Raw -283.910574 + Penalty 205.962151 = -77.948423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.153835 sec): 3 clusters Score: Raw -271.117906 + Penalty 409.825680 = 138.707774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 121 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.154308 sec): 2 clusters Score: Raw -217.463706 + Penalty 183.314736 = -34.148970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.154524 sec): 3 clusters Score: Raw -210.150261 + Penalty 359.035564 = 148.885303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 122 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.155014 sec): 2 clusters Score: Raw -706.095220 + Penalty 370.662934 = -335.432287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.155246 sec): 3 clusters Score: Raw -706.148048 + Penalty 744.807989 = 38.659941 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 124 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.155723 sec): 2 clusters Score: Raw -386.841364 + Penalty 241.843329 = -144.998035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.155940 sec): 3 clusters Score: Raw -377.062443 + Penalty 467.552848 = 90.490406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 126 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.156446 sec): 2 clusters Score: Raw -948.458523 + Penalty 394.018635 = -554.439888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.156685 sec): 3 clusters Score: Raw -980.408423 + Penalty 785.775720 = -194.632703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 127 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.157163 sec): 2 clusters Score: Raw -363.507365 + Penalty 244.587979 = -118.919386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.157384 sec): 3 clusters Score: Raw -362.961222 + Penalty 490.542071 = 127.580849 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 129 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.157916 sec): 2 clusters Score: Raw -1538.148971 + Penalty 299.236920 = -1238.912051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.158178 sec): 3 clusters Score: Raw -1526.724369 + Penalty 601.563886 = -925.160483 nChanged 2 SP:Iteration 1F (23.158437 sec): 3 clusters Score: Raw -1534.314568 + Penalty 601.563886 = -932.750682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 130 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.158920 sec): 2 clusters Score: Raw -392.030876 + Penalty 233.622886 = -158.407990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.159145 sec): 3 clusters Score: Raw -397.317641 + Penalty 465.928446 = 68.610806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 131 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.159632 sec): 2 clusters Score: Raw -285.710476 + Penalty 164.685117 = -121.025359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.159849 sec): 3 clusters Score: Raw -284.743780 + Penalty 325.292274 = 40.548494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 132 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.160317 sec): 2 clusters Score: Raw -208.799535 + Penalty 137.746652 = -71.052884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.160531 sec): 3 clusters Score: Raw -199.758935 + Penalty 275.493304 = 75.734369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 133 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.161015 sec): 2 clusters Score: Raw -538.074809 + Penalty 307.517233 = -230.557575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.161240 sec): 3 clusters Score: Raw -523.672471 + Penalty 612.426226 = 88.753756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 136 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.161728 sec): 2 clusters Score: Raw -583.404645 + Penalty 287.178188 = -296.226457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.161957 sec): 3 clusters Score: Raw -589.164339 + Penalty 564.734633 = -24.429706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 137 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.162438 sec): 2 clusters Score: Raw -482.645441 + Penalty 219.897184 = -262.748256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.162663 sec): 3 clusters Score: Raw -470.862731 + Penalty 421.617061 = -49.245670 nChanged 1 SP:Iteration 1F (23.162880 sec): 3 clusters Score: Raw -473.006761 + Penalty 421.617061 = -51.389700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 139 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.163386 sec): 2 clusters Score: Raw -685.919733 + Penalty 116.265569 = -569.654165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.163630 sec): 3 clusters Score: Raw -700.760055 + Penalty 232.621418 = -468.138637 nChanged 2 SP:Iteration 1F (23.163871 sec): 3 clusters Score: Raw -704.196068 + Penalty 231.135628 = -473.060440 nChanged 1 SP:Iteration 2F (23.164113 sec): 3 clusters Score: Raw -706.558328 + Penalty 231.135628 = -475.422700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 140 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.164592 sec): 2 clusters Score: Raw -410.765505 + Penalty 263.889121 = -146.876384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.164814 sec): 3 clusters Score: Raw -396.459987 + Penalty 517.264263 = 120.804276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 141 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.165307 sec): 2 clusters Score: Raw -742.409173 + Penalty 298.820292 = -443.588881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.165539 sec): 3 clusters Score: Raw -728.096459 + Penalty 600.455745 = -127.640714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 142 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.166012 sec): 2 clusters Score: Raw -279.037437 + Penalty 214.724624 = -64.312812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.166225 sec): 3 clusters Score: Raw -268.944376 + Penalty 442.488397 = 173.544022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 143 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.166698 sec): 2 clusters Score: Raw -289.316874 + Penalty 206.216066 = -83.100808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.166928 sec): 3 clusters Score: Raw -274.400697 + Penalty 411.296987 = 136.896291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 144 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.167402 sec): 2 clusters Score: Raw -278.736690 + Penalty 116.675190 = -162.061501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.167621 sec): 3 clusters Score: Raw -273.391501 + Penalty 277.734778 = 4.343278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 145 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.168092 sec): 2 clusters Score: Raw -227.924726 + Penalty 137.853228 = -90.071498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.168309 sec): 3 clusters Score: Raw -227.021341 + Penalty 278.617226 = 51.595885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 146 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.168783 sec): 2 clusters Score: Raw -340.794028 + Penalty 240.315346 = -100.478682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.168983 sec): 2 clusters Score: Raw -340.794028 + Penalty 240.315346 = -100.478682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 149 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.169497 sec): 2 clusters Score: Raw -1243.622994 + Penalty 465.381715 = -778.241280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.169744 sec): 3 clusters Score: Raw -1257.647832 + Penalty 931.179957 = -326.467875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 150 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.170233 sec): 2 clusters Score: Raw -557.485005 + Penalty 277.267635 = -280.217370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.170463 sec): 3 clusters Score: Raw -569.832477 + Penalty 551.001089 = -18.831388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 151 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.170926 sec): 2 clusters Score: Raw -95.508359 + Penalty 75.897959 = -19.610400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.171120 sec): 2 clusters Score: Raw -95.508359 + Penalty 75.897959 = -19.610400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 152 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.171592 sec): 2 clusters Score: Raw -279.420265 + Penalty 187.458976 = -91.961289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.171808 sec): 3 clusters Score: Raw -266.834386 + Penalty 374.711155 = 107.876769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 153 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.172310 sec): 2 clusters Score: Raw -975.173492 + Penalty 363.670106 = -611.503386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.172550 sec): 3 clusters Score: Raw -982.620825 + Penalty 727.077437 = -255.543388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 154 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.173025 sec): 2 clusters Score: Raw -307.498372 + Penalty 187.517014 = -119.981358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.173244 sec): 3 clusters Score: Raw -305.505148 + Penalty 375.034028 = 69.528880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 155 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.173759 sec): 2 clusters Score: Raw -744.215723 + Penalty 200.988759 = -543.226964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.174002 sec): 3 clusters Score: Raw -746.784852 + Penalty 414.795416 = -331.989435 nChanged 1 SP:Iteration 1F (23.174237 sec): 3 clusters Score: Raw -752.618403 + Penalty 414.795416 = -337.822987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 157 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.174696 sec): 2 clusters Score: Raw -46.855222 + Penalty 0.000000 = -46.855222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.174888 sec): 2 clusters Score: Raw -46.855222 + Penalty 0.000000 = -46.855222 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 159 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.175351 sec): 2 clusters Score: Raw -103.273141 + Penalty 80.533298 = -22.739843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.175558 sec): 3 clusters Score: Raw -94.199553 + Penalty 161.066596 = 66.867043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 160 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.176026 sec): 2 clusters Score: Raw -227.143360 + Penalty 194.311217 = -32.832143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.176222 sec): 2 clusters Score: Raw -227.143360 + Penalty 194.311217 = -32.832143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 161 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.176689 sec): 2 clusters Score: Raw -131.654608 + Penalty 92.536238 = -39.118370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.176898 sec): 3 clusters Score: Raw -129.594973 + Penalty 188.641774 = 59.046801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 164 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.177366 sec): 2 clusters Score: Raw -220.101721 + Penalty 154.668839 = -65.432882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.177580 sec): 3 clusters Score: Raw -208.999331 + Penalty 304.165804 = 95.166473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 167 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.178048 sec): 2 clusters Score: Raw -222.677267 + Penalty 195.285903 = -27.391364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.178244 sec): 2 clusters Score: Raw -222.677267 + Penalty 195.285903 = -27.391364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 168 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.178716 sec): 2 clusters Score: Raw -346.196014 + Penalty 227.037686 = -119.158329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.178935 sec): 3 clusters Score: Raw -332.401128 + Penalty 442.505521 = 110.104393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 169 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.179392 sec): 2 clusters Score: Raw -45.934597 + Penalty 0.000000 = -45.934597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.179584 sec): 2 clusters Score: Raw -45.934597 + Penalty 0.000000 = -45.934597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 170 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.180067 sec): 2 clusters Score: Raw -415.255249 + Penalty 72.429247 = -342.826002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.180292 sec): 3 clusters Score: Raw -418.040578 + Penalty 150.591519 = -267.449059 nChanged 2 SP:Iteration 1F (23.180526 sec): 3 clusters Score: Raw -420.801920 + Penalty 177.599181 = -243.202739 nChanged 1 SP:Iteration 2F (23.180747 sec): 3 clusters Score: Raw -423.339426 + Penalty 177.599181 = -245.740245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 172 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.181206 sec): 2 clusters Score: Raw -47.901948 + Penalty 0.000000 = -47.901948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.181397 sec): 2 clusters Score: Raw -47.901948 + Penalty 0.000000 = -47.901948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 173 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.181855 sec): 2 clusters Score: Raw -49.396490 + Penalty 0.000000 = -49.396490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.182045 sec): 2 clusters Score: Raw -49.396490 + Penalty 0.000000 = -49.396490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 174 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.182518 sec): 2 clusters Score: Raw -358.692614 + Penalty 262.812650 = -95.879964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.182737 sec): 3 clusters Score: Raw -344.895276 + Penalty 520.297567 = 175.402291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 175 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.183204 sec): 2 clusters Score: Raw -210.973116 + Penalty 149.709243 = -61.263873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.183417 sec): 3 clusters Score: Raw -205.956032 + Penalty 269.272999 = 63.316966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 177 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.183899 sec): 2 clusters Score: Raw -496.304191 + Penalty 259.314392 = -236.989799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.184126 sec): 3 clusters Score: Raw -492.477015 + Penalty 516.637505 = 24.160490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 179 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.184593 sec): 2 clusters Score: Raw -169.226148 + Penalty 157.983578 = -11.242570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.184803 sec): 3 clusters Score: Raw -157.066802 + Penalty 311.145361 = 154.078559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 182 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.185266 sec): 2 clusters Score: Raw -104.472252 + Penalty 81.455333 = -23.016920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.185460 sec): 2 clusters Score: Raw -104.472252 + Penalty 81.455333 = -23.016920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 184 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.185939 sec): 2 clusters Score: Raw -382.350294 + Penalty 209.617213 = -172.733081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.186162 sec): 3 clusters Score: Raw -388.135712 + Penalty 413.330212 = 25.194500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 185 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.186621 sec): 2 clusters Score: Raw -49.225130 + Penalty 0.000000 = -49.225130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.186810 sec): 2 clusters Score: Raw -49.225130 + Penalty 0.000000 = -49.225130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 189 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.187295 sec): 2 clusters Score: Raw -261.937728 + Penalty 163.627758 = -98.309970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.187512 sec): 3 clusters Score: Raw -256.060582 + Penalty 316.340549 = 60.279967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 190 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.187988 sec): 2 clusters Score: Raw -363.132564 + Penalty 213.107374 = -150.025190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.188211 sec): 3 clusters Score: Raw -363.792922 + Penalty 420.153378 = 56.360456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 191 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.188678 sec): 2 clusters Score: Raw -164.525477 + Penalty 143.126088 = -21.399389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.188887 sec): 3 clusters Score: Raw -152.219417 + Penalty 288.429529 = 136.210111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 192 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.189356 sec): 2 clusters Score: Raw -199.045589 + Penalty 151.598730 = -47.446859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.189570 sec): 3 clusters Score: Raw -193.385131 + Penalty 303.197459 = 109.812329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 193 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.190124 sec): 2 clusters Score: Raw -1466.864831 + Penalty 150.826438 = -1316.038393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.190400 sec): 3 clusters Score: Raw -1473.871440 + Penalty 326.373941 = -1147.497499 nChanged 5 SP:Iteration 1F (23.190672 sec): 3 clusters Score: Raw -1490.762650 + Penalty 326.373941 = -1164.388709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 195 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.191140 sec): 2 clusters Score: Raw -158.916861 + Penalty 117.752913 = -41.163948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.191353 sec): 3 clusters Score: Raw -149.423348 + Penalty 235.651580 = 86.228232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 197 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.191851 sec): 2 clusters Score: Raw -639.129435 + Penalty 128.408947 = -510.720488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.192088 sec): 3 clusters Score: Raw -645.854008 + Penalty 256.817894 = -389.036115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 200 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.192553 sec): 2 clusters Score: Raw -156.503724 + Penalty 135.512571 = -20.991153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.192763 sec): 3 clusters Score: Raw -149.984415 + Penalty 256.950009 = 106.965594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 207 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.193215 sec): 2 clusters Score: Raw -82.216851 + Penalty 5.986675 = -76.230176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.193397 sec): 2 clusters Score: Raw -82.216851 + Penalty 5.986675 = -76.230176 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 209 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.193859 sec): 2 clusters Score: Raw -108.278851 + Penalty 87.824737 = -20.454114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.194054 sec): 2 clusters Score: Raw -108.278851 + Penalty 87.824737 = -20.454114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 210 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.194527 sec): 2 clusters Score: Raw -47.889523 + Penalty 0.000000 = -47.889523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.194718 sec): 2 clusters Score: Raw -47.889523 + Penalty 0.000000 = -47.889523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 212 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.195175 sec): 2 clusters Score: Raw -45.125296 + Penalty 0.000000 = -45.125296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.195366 sec): 2 clusters Score: Raw -45.125296 + Penalty 0.000000 = -45.125296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 214 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.195839 sec): 2 clusters Score: Raw -266.147209 + Penalty 79.978106 = -186.169104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.196045 sec): 3 clusters Score: Raw -265.005022 + Penalty 139.794157 = -125.210865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 216 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.196512 sec): 2 clusters Score: Raw -135.275905 + Penalty 101.658943 = -33.616962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.196723 sec): 3 clusters Score: Raw -132.799295 + Penalty 196.907665 = 64.108371 nChanged 0 Deleting Class 103 (4 points): Lose 39.127836 but Gain 1505.606338 Iteration 20F (25.760190 sec): 172 clusters Score: Raw -1331125.889364 + Penalty 188280.566953 = -1142845.322411 nChanged 258 Deleting Class 174 (6 points): Lose 54.210080 but Gain 1520.464233 Iteration 21Q (25.969321 sec): 171 clusters Score: Raw -1331233.271772 + Penalty 185384.041219 = -1145849.230553 nChanged 167 Deleting Class 179 (3 points): Lose 25.487342 but Gain 1490.655008 Iteration 22Q (26.168447 sec): 169 clusters Score: Raw -1331324.401504 + Penalty 184053.339766 = -1147271.061738 nChanged 131 Deleting Class 149 (21 points): Lose 126.756636 but Gain 1584.527522 Iteration 23Q (26.364294 sec): 168 clusters Score: Raw -1331288.921232 + Penalty 182568.033525 = -1148720.887707 nChanged 130 Deleting Class 173 (1 points): Lose 3.157175 but Gain 1450.308995 Iteration 24Q (26.559248 sec): 167 clusters Score: Raw -1331405.545700 + Penalty 181181.005368 = -1150224.540332 nChanged 84 Deleting Class 102 (8 points): Lose 40.611025 but Gain 1476.567849 Iteration 25Q (26.752456 sec): 166 clusters Score: Raw -1331448.333943 + Penalty 179762.944647 = -1151685.389296 nChanged 81 Deleting Class 68 (33 points): Lose 206.695064 but Gain 1641.436854 Iteration 26Q (26.942614 sec): 165 clusters Score: Raw -1331305.155489 + Penalty 178194.447019 = -1153110.708470 nChanged 100 Deleting Class 122 (12 points): Lose 116.295246 but Gain 1546.246506 Iteration 27Q (27.132282 sec): 164 clusters Score: Raw -1331320.701495 + Penalty 176719.602947 = -1154601.098549 nChanged 80 Deleting Class 160 (4 points): Lose 25.359967 but Gain 1452.954671 Iteration 28Q (27.318050 sec): 163 clusters Score: Raw -1331357.927725 + Penalty 175339.113002 = -1156018.814723 nChanged 56 Deleting Class 167 (4 points): Lose 37.007777 but Gain 1460.242849 Iteration 29Q (27.500554 sec): 162 clusters Score: Raw -1331371.405285 + Penalty 173910.218496 = -1157461.186789 nChanged 43 Deleting Class 109 (11 points): Lose 72.411915 but Gain 1475.162589 Iteration 30F (29.863104 sec): 161 clusters Score: Raw -1331341.637920 + Penalty 172493.760862 = -1158847.877057 nChanged 48 Deleting Class 133 (9 points): Lose 54.197011 but Gain 1450.790361 Iteration 31Q (30.044343 sec): 160 clusters Score: Raw -1331355.007738 + Penalty 171061.598671 = -1160293.409067 nChanged 48 Deleting Class 91 (14 points): Lose 106.843445 but Gain 1494.709694 Iteration 32Q (30.225439 sec): 159 clusters Score: Raw -1331317.349048 + Penalty 169596.275647 = -1161721.073402 nChanged 53 Deleting Class 210 (1 points): Lose 28.619732 but Gain 1414.402732 Iteration 33Q (30.405718 sec): 158 clusters Score: Raw -1331354.448430 + Penalty 168271.153931 = -1163083.294499 nChanged 43 Deleting Class 107 (8 points): Lose 75.700096 but Gain 1452.267634 Iteration 34Q (30.585090 sec): 157 clusters Score: Raw -1331331.354335 + Penalty 166873.593818 = -1164457.760517 nChanged 43 Deleting Class 146 (6 points): Lose 23.126681 but Gain 1390.309363 Iteration 35Q (30.763953 sec): 156 clusters Score: Raw -1331365.689000 + Penalty 165506.982015 = -1165858.706985 nChanged 50 Deleting Class 140 (7 points): Lose 40.094738 but Gain 1405.750849 Iteration 36Q (30.942700 sec): 155 clusters Score: Raw -1331375.536873 + Penalty 164108.149218 = -1167267.387655 nChanged 42 Deleting Class 142 (5 points): Lose 20.970368 but Gain 1382.984380 Iteration 37Q (31.120021 sec): 154 clusters Score: Raw -1331396.263948 + Penalty 162727.950805 = -1168668.313143 nChanged 22 Deleting Class 112 (6 points): Lose 52.511946 but Gain 1410.358525 Iteration 38Q (31.295435 sec): 153 clusters Score: Raw -1331366.525844 + Penalty 161334.963089 = -1170031.562755 nChanged 22 Deleting Class 44 (7 points): Lose 36.121735 but Gain 1386.454556 Iteration 39Q (31.469189 sec): 152 clusters Score: Raw -1331358.380426 + Penalty 159951.672137 = -1171406.708289 nChanged 15 Deleting Class 185 (1 points): Lose 1.794638 but Gain 1349.583472 Iteration 40F (33.695003 sec): 151 clusters Score: Raw -1331370.020794 + Penalty 158611.796798 = -1172758.223996 nChanged 6 Deleting Class 115 (14 points): Lose 86.678603 but Gain 1426.879114 Iteration 41Q (33.867115 sec): 150 clusters Score: Raw -1331291.309003 + Penalty 157331.878073 = -1173959.430930 nChanged 18 Deleting Class 121 (4 points): Lose 43.322369 but Gain 1370.728904 Iteration 42Q (34.040652 sec): 149 clusters Score: Raw -1331285.433562 + Penalty 155972.363958 = -1175313.069604 nChanged 6 Deleting Class 127 (6 points): Lose 23.482260 but Gain 1347.128617 Iteration 43Q (34.210367 sec): 148 clusters Score: Raw -1331275.300474 + Penalty 154626.366785 = -1176648.933689 nChanged 7 Deleting Class 191 (3 points): Lose 28.304564 but Gain 1350.467068 Iteration 44Q (34.381973 sec): 147 clusters Score: Raw -1331255.182919 + Penalty 153282.054259 = -1177973.128660 nChanged 4 Deleting Class 117 (10 points): Lose 92.123396 but Gain 1410.287574 Iteration 45Q (34.551151 sec): 146 clusters Score: Raw -1331169.500457 + Penalty 151871.993074 = -1179297.507383 nChanged 11 Deleting Class 126 (18 points): Lose 95.818991 but Gain 1413.099386 Iteration 46Q (34.719929 sec): 145 clusters Score: Raw -1331093.283580 + Penalty 150523.357758 = -1180569.925821 nChanged 21 Deleting Class 26 (33 points): Lose 179.116327 but Gain 1489.063118 Iteration 47Q (34.890869 sec): 144 clusters Score: Raw -1330954.487297 + Penalty 149099.744112 = -1181854.743185 nChanged 43 Deleting Class 64 (15 points): Lose 75.047675 but Gain 1388.135181 Iteration 48Q (35.060702 sec): 143 clusters Score: Raw -1330973.520735 + Penalty 147716.706648 = -1183256.814088 nChanged 32 Deleting Class 143 (4 points): Lose 28.559916 but Gain 1370.335515 Iteration 49Q (35.229452 sec): 142 clusters Score: Raw -1330985.222773 + Penalty 146396.202407 = -1184589.020366 nChanged 15 Deleting Class 209 (2 points): Lose 4.884359 but Gain 1313.412203 Iteration 50F (37.287773 sec): 141 clusters Score: Raw -1330995.269102 + Penalty 145074.131100 = -1185921.138002 nChanged 11 Deleting Class 120 (5 points): Lose 19.820501 but Gain 1326.547614 Iteration 51Q (37.454912 sec): 140 clusters Score: Raw -1330989.887925 + Penalty 143739.798368 = -1187250.089558 nChanged 15 Deleting Class 168 (6 points): Lose 29.144827 but Gain 1313.493396 Iteration 52Q (37.620993 sec): 139 clusters Score: Raw -1330972.187541 + Penalty 142431.587290 = -1188540.600252 nChanged 20 Deleting Class 13 (32 points): Lose 150.508015 but Gain 1430.195889 Iteration 53Q (37.787167 sec): 138 clusters Score: Raw -1330833.702983 + Penalty 141201.863504 = -1189631.839479 nChanged 40 Deleting Class 153 (19 points): Lose 94.923478 but Gain 1361.616193 Iteration 54Q (37.954549 sec): 137 clusters Score: Raw -1330830.313360 + Penalty 139655.634666 = -1191174.678694 nChanged 33 Deleting Class 87 (5 points): Lose 37.561264 but Gain 1303.114409 Iteration 55Q (38.121349 sec): 136 clusters Score: Raw -1330833.107498 + Penalty 137509.039030 = -1193324.068468 nChanged 17 Deleting Class 124 (7 points): Lose 31.109161 but Gain 1288.311787 Iteration 56Q (38.284538 sec): 134 clusters Score: Raw -1330831.681940 + Penalty 136219.298761 = -1194612.383179 nChanged 23 Deleting Class 119 (3 points): Lose 12.636469 but Gain 1266.126742 Iteration 57Q (38.449232 sec): 133 clusters Score: Raw -1330840.988271 + Penalty 134982.985478 = -1195858.002792 nChanged 20 Deleting Class 79 (7 points): Lose 42.494866 but Gain 1295.947519 Iteration 58Q (38.611340 sec): 132 clusters Score: Raw -1330815.511947 + Penalty 133707.543211 = -1197107.968736 nChanged 21 Deleting Class 74 (37 points): Lose 166.115780 but Gain 1418.967035 Iteration 59Q (38.774327 sec): 131 clusters Score: Raw -1330671.631375 + Penalty 132395.466940 = -1198276.164435 nChanged 52 Deleting Class 200 (3 points): Lose 31.449624 but Gain 1278.629690 Iteration 60F (40.681753 sec): 130 clusters Score: Raw -1330762.072148 + Penalty 131139.049055 = -1199623.023094 nChanged 16 Deleting Class 38 (22 points): Lose 168.444786 but Gain 1406.120404 Iteration 61Q (40.843036 sec): 129 clusters Score: Raw -1330612.215011 + Penalty 129752.757047 = -1200859.457964 nChanged 31 Deleting Class 110 (3 points): Lose 22.684706 but Gain 1260.094257 Iteration 62Q (41.004058 sec): 128 clusters Score: Raw -1330646.125858 + Penalty 128521.793304 = -1202124.332554 nChanged 15 Deleting Class 157 (2 points): Lose 19.467333 but Gain 1250.345304 Iteration 63Q (41.163181 sec): 127 clusters Score: Raw -1330649.557062 + Penalty 127278.788706 = -1203370.768356 nChanged 10 Deleting Class 76 (8 points): Lose 36.063027 but Gain 1266.028861 Iteration 64Q (41.325590 sec): 126 clusters Score: Raw -1330624.460500 + Penalty 126021.145982 = -1204603.314518 nChanged 11 Deleting Class 85 (8 points): Lose 47.120160 but Gain 1276.563370 Iteration 65Q (41.484322 sec): 125 clusters Score: Raw -1330591.685342 + Penalty 124750.885936 = -1205840.799406 nChanged 11 Deleting Class 86 (35 points): Lose 108.756707 but Gain 1332.732932 Iteration 66Q (41.640937 sec): 124 clusters Score: Raw -1330492.286508 + Penalty 123430.866225 = -1207061.420282 nChanged 39 Deleting Class 57 (88 points): Lose 270.310442 but Gain 1492.247988 Iteration 67Q (41.799326 sec): 123 clusters Score: Raw -1330277.191234 + Penalty 121991.700402 = -1208285.490832 nChanged 99 Deleting Class 182 (2 points): Lose 7.284490 but Gain 1218.158257 Iteration 68Q (41.961550 sec): 122 clusters Score: Raw -1330508.445373 + Penalty 120752.632933 = -1209755.812439 nChanged 34 Deleting Class 159 (2 points): Lose 6.395415 but Gain 1204.369292 Iteration 69Q (42.118325 sec): 121 clusters Score: Raw -1330544.773364 + Penalty 119560.141527 = -1210984.631837 nChanged 22 Deleting Class 67 (20 points): Lose 95.127931 but Gain 1287.162691 Iteration 70F (43.877145 sec): 120 clusters Score: Raw -1330466.995124 + Penalty 118367.545706 = -1212099.449418 nChanged 33 Deleting Class 169 (1 points): Lose 3.898370 but Gain 1192.770363 Iteration 71Q (44.033475 sec): 119 clusters Score: Raw -1330512.972302 + Penalty 117181.613009 = -1213331.359293 nChanged 19 Deleting Class 152 (5 points): Lose 21.042884 but Gain 1207.373570 Iteration 72Q (44.187737 sec): 118 clusters Score: Raw -1330510.755722 + Penalty 115992.119710 = -1214518.636012 nChanged 31 Deleting Class 177 (9 points): Lose 47.441338 but Gain 1223.381260 Iteration 73Q (44.341863 sec): 117 clusters Score: Raw -1330482.197713 + Penalty 114781.761186 = -1215700.436528 nChanged 23 Deleting Class 150 (10 points): Lose 46.921205 but Gain 1216.201498 Iteration 74Q (44.496667 sec): 116 clusters Score: Raw -1330456.680243 + Penalty 113577.066252 = -1216879.613991 nChanged 20 Deleting Class 101 (26 points): Lose 150.138328 but Gain 1314.500520 Iteration 75Q (44.648860 sec): 115 clusters Score: Raw -1330328.441201 + Penalty 112349.933480 = -1217978.507722 nChanged 31 Deleting Class 136 (12 points): Lose 86.323134 but Gain 1258.335974 Iteration 76Q (44.801297 sec): 114 clusters Score: Raw -1330359.510794 + Penalty 111129.292941 = -1219230.217853 nChanged 24 Deleting Class 28 (20 points): Lose 98.605829 but Gain 1254.218674 Iteration 77Q (44.953151 sec): 113 clusters Score: Raw -1330321.818048 + Penalty 109896.512273 = -1220425.305775 nChanged 29 Deleting Class 141 (14 points): Lose 57.122057 but Gain 1202.425672 Iteration 78Q (45.104173 sec): 112 clusters Score: Raw -1330308.241218 + Penalty 108698.179277 = -1221610.061941 nChanged 23 Deleting Class 75 (32 points): Lose 106.278917 but Gain 1249.653207 Iteration 79Q (45.254767 sec): 111 clusters Score: Raw -1330233.982413 + Penalty 107598.454042 = -1222635.528371 nChanged 40 Deleting Class 113 (4 points): Lose 8.440180 but Gain 1146.428126 Iteration 80F (46.877146 sec): 110 clusters Score: Raw -1330287.195684 + Penalty 106458.898702 = -1223828.296982 nChanged 18 Deleting Class 164 (4 points): Lose 19.059503 but Gain 1156.530311 Iteration 81Q (47.026591 sec): 109 clusters Score: Raw -1330277.575908 + Penalty 105311.406501 = -1224966.169407 nChanged 16 Deleting Class 59 (21 points): Lose 128.974953 but Gain 1261.756725 Iteration 82Q (47.194527 sec): 108 clusters Score: Raw -1330171.834645 + Penalty 104099.183658 = -1226072.650987 nChanged 31 Deleting Class 47 (8 points): Lose 46.051630 but Gain 1171.279880 Iteration 83Q (47.344437 sec): 107 clusters Score: Raw -1330170.157470 + Penalty 102941.679408 = -1227228.478062 nChanged 22 Deleting Class 130 (8 points): Lose 40.740685 but Gain 1164.604113 Iteration 84Q (47.492877 sec): 106 clusters Score: Raw -1330148.265309 + Penalty 101789.651070 = -1228358.614239 nChanged 15 Deleting Class 192 (4 points): Lose 12.899627 but Gain 1133.573686 Iteration 85Q (47.639972 sec): 105 clusters Score: Raw -1330151.894685 + Penalty 100662.397076 = -1229489.497609 nChanged 7 Deleting Class 34 (58 points): Lose 206.356570 but Gain 1325.756790 Iteration 86Q (47.785976 sec): 104 clusters Score: Raw -1329952.715847 + Penalty 99442.456361 = -1230510.259487 nChanged 63 Deleting Class 77 (81 points): Lose 287.746339 but Gain 1406.793235 Iteration 87Q (47.936423 sec): 103 clusters Score: Raw -1329778.549662 + Penalty 98141.869780 = -1231636.679882 nChanged 96 Deleting Class 30 (8 points): Lose 33.267494 but Gain 1151.022012 Iteration 88Q (48.086516 sec): 102 clusters Score: Raw -1329900.909917 + Penalty 96995.368311 = -1232905.541606 nChanged 32 Deleting Class 25 (35 points): Lose 171.693406 but Gain 1289.167632 Iteration 89Q (48.235823 sec): 101 clusters Score: Raw -1329757.049123 + Penalty 95764.024843 = -1233993.024279 nChanged 48 Deleting Class 23 (25 points): Lose 77.065744 but Gain 1186.162483 Iteration 90F (49.711952 sec): 100 clusters Score: Raw -1329771.003405 + Penalty 94641.026240 = -1235129.977165 nChanged 36 Deleting Class 114 (17 points): Lose 70.083319 but Gain 1179.206930 Iteration 91Q (49.857677 sec): 99 clusters Score: Raw -1329750.755757 + Penalty 93502.066437 = -1236248.689320 nChanged 32 Deleting Class 60 (31 points): Lose 125.687508 but Gain 1232.336913 Iteration 92Q (50.002985 sec): 98 clusters Score: Raw -1329666.372478 + Penalty 92303.475332 = -1237362.897146 nChanged 42 Deleting Class 190 (7 points): Lose 30.615605 but Gain 1135.233883 Iteration 93Q (50.146838 sec): 97 clusters Score: Raw -1329692.011255 + Penalty 91167.875691 = -1238524.135564 nChanged 13 Deleting Class 14 (22 points): Lose 130.386167 but Gain 1234.989414 Iteration 94Q (50.288453 sec): 96 clusters Score: Raw -1329576.802743 + Penalty 89939.134388 = -1239637.668355 nChanged 29 Deleting Class 175 (4 points): Lose 19.095291 but Gain 1119.445121 Iteration 95Q (50.429611 sec): 95 clusters Score: Raw -1329602.763848 + Penalty 88915.789533 = -1240686.974314 nChanged 18 Deleting Class 42 (9 points): Lose 43.885571 but Gain 1142.549341 Iteration 96Q (50.571185 sec): 94 clusters Score: Raw -1329576.668994 + Penalty 87773.566194 = -1241803.102800 nChanged 15 Deleting Class 41 (37 points): Lose 257.861005 but Gain 1355.316284 Iteration 97Q (50.712053 sec): 93 clusters Score: Raw -1329338.918064 + Penalty 86420.331497 = -1242918.586568 nChanged 47 Deleting Class 46 (62 points): Lose 427.770210 but Gain 1512.975523 Iteration 98Q (50.852764 sec): 92 clusters Score: Raw -1329017.474147 + Penalty 85177.431430 = -1243840.042717 nChanged 80 Deleting Class 106 (13 points): Lose 160.683676 but Gain 1244.696056 Iteration 99Q (50.994557 sec): 91 clusters Score: Raw -1329128.213218 + Penalty 84005.861224 = -1245122.351994 nChanged 45 Deleting Class 32 (1 points): Lose 15.747084 but Gain 1097.465719 Iteration 100F (52.322429 sec): 90 clusters Score: Raw -1329188.863449 + Penalty 82938.378675 = -1246250.484774 nChanged 24 Deleting Class 29 (5 points): Lose 32.496031 but Gain 1108.156013 Iteration 101Q (52.461024 sec): 89 clusters Score: Raw -1329179.619184 + Penalty 81864.887480 = -1247314.731704 nChanged 25 Deleting Class 118 (6 points): Lose 25.855007 but Gain 1096.797894 Iteration 102Q (52.599599 sec): 88 clusters Score: Raw -1329172.831967 + Penalty 80788.392668 = -1248384.439299 nChanged 25 Deleting Class 69 (102 points): Lose 354.897765 but Gain 1420.011681 Iteration 103Q (52.736624 sec): 87 clusters Score: Raw -1328836.870295 + Penalty 79621.736317 = -1249215.133978 nChanged 114 Deleting Class 94 (23 points): Lose 71.691519 but Gain 1131.693308 Iteration 104Q (52.879485 sec): 86 clusters Score: Raw -1329020.966932 + Penalty 78554.774593 = -1250466.192339 nChanged 56 Deleting Class 84 (4 points): Lose 20.934326 but Gain 1080.495056 Iteration 105Q (53.017746 sec): 85 clusters Score: Raw -1329075.655751 + Penalty 77462.984784 = -1251612.670967 nChanged 35 Deleting Class 80 (15 points): Lose 54.294277 but Gain 1112.380649 Iteration 106Q (53.152770 sec): 84 clusters Score: Raw -1329041.720273 + Penalty 76375.787175 = -1252665.933098 nChanged 35 Deleting Class 212 (1 points): Lose 3.789675 but Gain 1061.214966 Iteration 107Q (53.287134 sec): 83 clusters Score: Raw -1329071.580661 + Penalty 75311.644620 = -1253759.936042 nChanged 19 Deleting Class 184 (9 points): Lose 42.263404 but Gain 1099.478417 Iteration 108Q (53.420436 sec): 82 clusters Score: Raw -1329040.755321 + Penalty 74217.956489 = -1254822.798832 nChanged 23 Deleting Class 154 (6 points): Lose 28.421074 but Gain 1084.852319 Iteration 109Q (53.554105 sec): 81 clusters Score: Raw -1329029.407895 + Penalty 73140.913953 = -1255888.493942 nChanged 19 Deleting Class 105 (5 points): Lose 19.812856 but Gain 1073.814368 Iteration 110F (54.752671 sec): 80 clusters Score: Raw -1329025.547310 + Penalty 72087.402235 = -1256938.145076 nChanged 18 Deleting Class 95 (24 points): Lose 165.017816 but Gain 1219.116786 Iteration 111Q (54.888977 sec): 79 clusters Score: Raw -1328872.545501 + Penalty 70891.372396 = -1257981.173105 nChanged 41 Deleting Class 66 (8 points): Lose 29.594826 but Gain 1081.223624 Iteration 112Q (55.022909 sec): 78 clusters Score: Raw -1328933.772181 + Penalty 69822.043936 = -1259111.728245 nChanged 32 Deleting Class 54 (35 points): Lose 108.227035 but Gain 1157.590740 Iteration 113Q (55.158155 sec): 77 clusters Score: Raw -1328854.828371 + Penalty 68696.816143 = -1260158.012229 nChanged 53 Deleting Class 53 (8 points): Lose 39.965373 but Gain 1088.139676 Iteration 114Q (55.293268 sec): 76 clusters Score: Raw -1328875.365897 + Penalty 67595.976218 = -1261279.389679 nChanged 38 Deleting Class 50 (4 points): Lose 23.196852 but Gain 1066.921915 Iteration 115Q (55.423222 sec): 75 clusters Score: Raw -1328884.358595 + Penalty 66517.081409 = -1262367.277186 nChanged 27 Deleting Class 81 (9 points): Lose 19.147397 but Gain 1059.148658 Iteration 116Q (55.553407 sec): 74 clusters Score: Raw -1328881.695898 + Penalty 65462.690111 = -1263419.005787 nChanged 28 Deleting Class 189 (5 points): Lose 15.727201 but Gain 1053.883007 Iteration 117Q (55.687006 sec): 73 clusters Score: Raw -1328880.551288 + Penalty 64426.994819 = -1264453.556469 nChanged 26 Deleting Class 24 (6 points): Lose 45.055735 but Gain 1080.006083 Iteration 118Q (55.814331 sec): 72 clusters Score: Raw -1328852.791374 + Penalty 63363.994080 = -1265488.797294 nChanged 32 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.29 GB. Compute initial score before splitting: Score: Raw -1328852.791374 + Penalty 63363.994080 = -1265488.797294Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 1 (2176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.887007 sec): 2 clusters Score: Raw -103482.081875 + Penalty 345.559825 = -103136.522049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.891418 sec): 3 clusters Score: Raw -102031.685499 + Penalty 694.152587 = -101337.532912 nChanged 919 SP:Iteration 1F (55.895575 sec): 3 clusters Score: Raw -102975.450226 + Penalty 703.702086 = -102271.748140 nChanged 294 SP:Iteration 2F (55.899704 sec): 3 clusters Score: Raw -103164.566379 + Penalty 715.107606 = -102449.458773 nChanged 141 SP:Iteration 3F (55.903790 sec): 3 clusters Score: Raw -103224.398354 + Penalty 726.772927 = -102497.625427 nChanged 85 SP:Iteration 4Q (55.907834 sec): 3 clusters Score: Raw -103257.076342 + Penalty 735.774294 = -102521.302048 nChanged 58 SP:Iteration 5Q (55.911876 sec): 3 clusters Score: Raw -103279.160314 + Penalty 749.735514 = -102529.424800 nChanged 58 SP:Iteration 6Q (55.915898 sec): 3 clusters Score: Raw -103311.548341 + Penalty 758.613014 = -102552.935327 nChanged 67 SP:Iteration 7Q (55.919905 sec): 3 clusters Score: Raw -103374.583007 + Penalty 780.793764 = -102593.789242 nChanged 72 SP:Iteration 8Q (55.923754 sec): 3 clusters Score: Raw -103418.521142 + Penalty 780.640652 = -102637.880490 nChanged 63 SP:Iteration 9Q (55.927374 sec): 3 clusters Score: Raw -103451.611008 + Penalty 773.238087 = -102678.372921 nChanged 39 SP:Iteration 10F (55.931325 sec): 3 clusters Score: Raw -103463.931066 + Penalty 771.533043 = -102692.398023 nChanged 39 SP:Iteration 11Q (55.934771 sec): 3 clusters Score: Raw -103474.010115 + Penalty 761.481933 = -102712.528182 nChanged 23 SP:Iteration 12Q (55.938125 sec): 3 clusters Score: Raw -103484.406340 + Penalty 771.222312 = -102713.184028 nChanged 30 SP:Iteration 13Q (55.941405 sec): 3 clusters Score: Raw -103496.376856 + Penalty 758.603130 = -102737.773726 nChanged 20 SP:Iteration 14Q (55.944655 sec): 3 clusters Score: Raw -103503.681856 + Penalty 740.724228 = -102762.957628 nChanged 14 SP:Iteration 15Q (55.947811 sec): 3 clusters Score: Raw -103506.551894 + Penalty 734.950748 = -102771.601146 nChanged 11 SP:Iteration 16Q (55.950943 sec): 3 clusters Score: Raw -103505.629922 + Penalty 760.029425 = -102745.600498 nChanged 5 SP:Iteration 17F (55.954831 sec): 3 clusters Score: Raw -103502.809387 + Penalty 776.462817 = -102726.346571 nChanged 4 SP:Iteration 18F (55.958741 sec): 3 clusters Score: Raw -103503.906384 + Penalty 799.912569 = -102703.993816 nChanged 5 SP:Iteration 19F (55.962625 sec): 3 clusters Score: Raw -103505.090273 + Penalty 810.607374 = -102694.482898 nChanged 2 SP:Iteration 20F (55.966509 sec): 3 clusters Score: Raw -103504.501167 + Penalty 819.042628 = -102685.458539 nChanged 4 SP:Iteration 21F (55.970413 sec): 3 clusters Score: Raw -103507.245615 + Penalty 819.042628 = -102688.202987 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 2 (1790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.976376 sec): 2 clusters Score: Raw -81582.799274 + Penalty 519.210402 = -81063.588872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.980029 sec): 3 clusters Score: Raw -80560.627527 + Penalty 1038.858760 = -79521.768767 nChanged 753 SP:Iteration 1F (55.983921 sec): 3 clusters Score: Raw -81012.298016 + Penalty 1047.703025 = -79964.594990 nChanged 174 SP:Iteration 2F (55.987381 sec): 3 clusters Score: Raw -81147.610931 + Penalty 1060.198486 = -80087.412445 nChanged 148 SP:Iteration 3F (55.990902 sec): 3 clusters Score: Raw -81289.674078 + Penalty 1071.339303 = -80218.334775 nChanged 133 SP:Iteration 4F (55.994379 sec): 3 clusters Score: Raw -81394.201427 + Penalty 1076.234387 = -80317.967040 nChanged 82 SP:Iteration 5Q (55.997741 sec): 3 clusters Score: Raw -81433.252013 + Penalty 1076.683958 = -80356.568055 nChanged 39 SP:Iteration 6Q (56.001077 sec): 3 clusters Score: Raw -81443.691340 + Penalty 1077.326724 = -80366.364616 nChanged 19 SP:Iteration 7Q (56.004378 sec): 3 clusters Score: Raw -81447.307843 + Penalty 1077.688603 = -80369.619240 nChanged 7 SP:Iteration 8Q (56.007671 sec): 3 clusters Score: Raw -81448.858607 + Penalty 1078.478677 = -80370.379930 nChanged 5 SP:Iteration 9Q (56.010953 sec): 3 clusters Score: Raw -81450.264952 + Penalty 1079.112296 = -80371.152656 nChanged 5 SP:Iteration 10F (56.014351 sec): 3 clusters Score: Raw -81450.840082 + Penalty 1079.423669 = -80371.416413 nChanged 2 SP:Iteration 11Q (56.017628 sec): 3 clusters Score: Raw -81451.250047 + Penalty 1079.173570 = -80372.076477 nChanged 1 SP:Iteration 12Q (56.021228 sec): 3 clusters Score: Raw -81451.385850 + Penalty 1079.075310 = -80372.310540 nChanged 1 SP:Iteration 13Q (56.024534 sec): 3 clusters Score: Raw -81451.663978 + Penalty 1079.075310 = -80372.588668 nChanged 0 SP:Iteration 14F (56.027938 sec): 3 clusters Score: Raw -81451.663978 + Penalty 1079.075310 = -80372.588668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 3 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.028659 sec): 2 clusters Score: Raw -2426.887816 + Penalty 260.313180 = -2166.574636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.028970 sec): 3 clusters Score: Raw -2420.975572 + Penalty 519.464366 = -1901.511206 nChanged 11 SP:Iteration 1F (56.029274 sec): 3 clusters Score: Raw -2432.665584 + Penalty 519.185263 = -1913.480321 nChanged 1 SP:Iteration 2Q (56.029574 sec): 3 clusters Score: Raw -2433.697697 + Penalty 519.185263 = -1914.512434 nChanged 0 SP:Iteration 3F (56.029876 sec): 3 clusters Score: Raw -2433.697697 + Penalty 519.185263 = -1914.512434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 4 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.030379 sec): 2 clusters Score: Raw -665.438395 + Penalty 160.704023 = -504.734372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.030613 sec): 3 clusters Score: Raw -667.669028 + Penalty 321.687133 = -345.981894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 5 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.031366 sec): 2 clusters Score: Raw -5400.750273 + Penalty 545.551434 = -4855.198839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.031789 sec): 3 clusters Score: Raw -5395.881456 + Penalty 1090.958488 = -4304.922968 nChanged 8 SP:Iteration 1F (56.032205 sec): 3 clusters Score: Raw -5411.417256 + Penalty 1089.803224 = -4321.614032 nChanged 3 SP:Iteration 2Q (56.032600 sec): 3 clusters Score: Raw -5415.458520 + Penalty 1089.803224 = -4325.655296 nChanged 0 SP:Iteration 3F (56.033015 sec): 3 clusters Score: Raw -5415.458520 + Penalty 1089.803224 = -4325.655296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 6 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.034973 sec): 2 clusters Score: Raw -17024.191218 + Penalty 903.856029 = -16120.335188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.035732 sec): 3 clusters Score: Raw -16862.832616 + Penalty 1807.864699 = -15054.967916 nChanged 63 SP:Iteration 1F (56.036496 sec): 3 clusters Score: Raw -16989.306872 + Penalty 1808.700333 = -15180.606539 nChanged 18 SP:Iteration 2F (56.037243 sec): 3 clusters Score: Raw -17023.742552 + Penalty 1809.033175 = -15214.709377 nChanged 9 SP:Iteration 3Q (56.037960 sec): 3 clusters Score: Raw -17038.336843 + Penalty 1809.186165 = -15229.150677 nChanged 5 SP:Iteration 4Q (56.038702 sec): 3 clusters Score: Raw -17047.756841 + Penalty 1808.849908 = -15238.906933 nChanged 5 SP:Iteration 5Q (56.039411 sec): 3 clusters Score: Raw -17059.679907 + Penalty 1808.211793 = -15251.468114 nChanged 4 SP:Iteration 6Q (56.040111 sec): 3 clusters Score: Raw -17070.591380 + Penalty 1807.677015 = -15262.914365 nChanged 4 SP:Iteration 7Q (56.040809 sec): 3 clusters Score: Raw -17087.980319 + Penalty 1807.194443 = -15280.785875 nChanged 3 SP:Iteration 8Q (56.041501 sec): 3 clusters Score: Raw -17092.912358 + Penalty 1806.881760 = -15286.030598 nChanged 3 SP:Iteration 9Q (56.042193 sec): 3 clusters Score: Raw -17096.646336 + Penalty 1806.553892 = -15290.092444 nChanged 2 SP:Iteration 10F (56.042943 sec): 3 clusters Score: Raw -17098.677658 + Penalty 1806.553892 = -15292.123766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 7 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.045264 sec): 2 clusters Score: Raw -19241.830320 + Penalty 242.033963 = -18999.796357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.046243 sec): 3 clusters Score: Raw -19004.345237 + Penalty 507.867654 = -18496.477583 nChanged 159 SP:Iteration 1F (56.047171 sec): 3 clusters Score: Raw -19165.553892 + Penalty 566.831854 = -18598.722037 nChanged 49 SP:Iteration 2F (56.048074 sec): 3 clusters Score: Raw -19223.712635 + Penalty 603.715987 = -18619.996648 nChanged 11 SP:Iteration 3Q (56.048973 sec): 3 clusters Score: Raw -19241.959722 + Penalty 648.629120 = -18593.330602 nChanged 5 SP:Iteration 4F (56.049876 sec): 3 clusters Score: Raw -19247.171016 + Penalty 648.629120 = -18598.541896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 8 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.051317 sec): 2 clusters Score: Raw -7993.564612 + Penalty 488.495173 = -7505.069440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.051868 sec): 3 clusters Score: Raw -7959.607225 + Penalty 985.428403 = -6974.178822 nChanged 48 SP:Iteration 1F (56.052415 sec): 3 clusters Score: Raw -8051.468744 + Penalty 993.230751 = -7058.237994 nChanged 16 SP:Iteration 2F (56.052958 sec): 3 clusters Score: Raw -8076.903098 + Penalty 1004.609707 = -7072.293391 nChanged 12 SP:Iteration 3F (56.053534 sec): 3 clusters Score: Raw -8092.749194 + Penalty 1010.188639 = -7082.560555 nChanged 4 SP:Iteration 4Q (56.054064 sec): 3 clusters Score: Raw -8099.139121 + Penalty 1010.948641 = -7088.190480 nChanged 2 SP:Iteration 5Q (56.054626 sec): 3 clusters Score: Raw -8102.443203 + Penalty 1020.733902 = -7081.709302 nChanged 2 SP:Iteration 6F (56.055168 sec): 3 clusters Score: Raw -8106.386736 + Penalty 1025.814674 = -7080.572063 nChanged 1 SP:Iteration 7F (56.055746 sec): 3 clusters Score: Raw -8110.534031 + Penalty 1025.814674 = -7084.719357 nChanged 0 Memory request: 0.07 GB would take us to total of 0.36 GB. Trying to split cluster 9 (15525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.124060 sec): 2 clusters Score: Raw -637695.251975 + Penalty 280.959406 = -637414.292569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.152887 sec): 3 clusters Score: Raw -627272.541149 + Penalty 618.488914 = -626654.052235 nChanged 7441 SP:Iteration 1F (56.181169 sec): 3 clusters Score: Raw -632845.133525 + Penalty 656.952242 = -632188.181283 nChanged 1764 SP:Iteration 2F (56.209520 sec): 3 clusters Score: Raw -634196.114191 + Penalty 682.654081 = -633513.460109 nChanged 1040 SP:Iteration 3F (56.237715 sec): 3 clusters Score: Raw -635121.216318 + Penalty 697.163146 = -634424.053172 nChanged 860 SP:Iteration 4F (56.265805 sec): 3 clusters Score: Raw -635826.383450 + Penalty 701.703804 = -635124.679646 nChanged 736 SP:Iteration 5Q (56.293193 sec): 3 clusters Score: Raw -636439.063741 + Penalty 684.864920 = -635754.198821 nChanged 547 SP:Iteration 6Q (56.318327 sec): 3 clusters Score: Raw -636928.247601 + Penalty 650.316536 = -636277.931066 nChanged 378 SP:Iteration 7Q (56.342398 sec): 3 clusters Score: Raw -637279.869510 + Penalty 627.859888 = -636652.009621 nChanged 224 SP:Iteration 8Q (56.365460 sec): 3 clusters Score: Raw -637494.057616 + Penalty 606.149057 = -636887.908560 nChanged 118 SP:Iteration 9Q (56.388085 sec): 3 clusters Score: Raw -637595.302492 + Penalty 605.972084 = -636989.330408 nChanged 72 SP:Iteration 10F (56.416219 sec): 3 clusters Score: Raw -637650.364212 + Penalty 606.900366 = -637043.463846 nChanged 34 SP:Iteration 11Q (56.438239 sec): 3 clusters Score: Raw -637670.847150 + Penalty 628.438772 = -637042.408378 nChanged 20 SP:Iteration 12F (56.466338 sec): 3 clusters Score: Raw -637679.565226 + Penalty 643.326203 = -637036.239023 nChanged 13 SP:Iteration 13F (56.494673 sec): 3 clusters Score: Raw -637684.890400 + Penalty 659.099089 = -637025.791310 nChanged 13 SP:Iteration 14F (56.522758 sec): 3 clusters Score: Raw -637691.678173 + Penalty 679.990383 = -637011.687790 nChanged 8 SP:Iteration 15F (56.551432 sec): 3 clusters Score: Raw -637695.748170 + Penalty 710.107224 = -636985.640945 nChanged 7 SP:Iteration 16F (56.580071 sec): 3 clusters Score: Raw -637698.842367 + Penalty 748.617545 = -636950.224822 nChanged 7 SP:Iteration 17F (56.609662 sec): 3 clusters Score: Raw -637702.830916 + Penalty 771.761606 = -636931.069310 nChanged 5 SP:Iteration 18F (56.638079 sec): 3 clusters Score: Raw -637704.935912 + Penalty 782.052411 = -636922.883500 nChanged 1 SP:Iteration 19F (56.666663 sec): 3 clusters Score: Raw -637705.722840 + Penalty 800.105584 = -636905.617255 nChanged 2 SP:Iteration 20F (56.695252 sec): 3 clusters Score: Raw -637707.365192 + Penalty 811.878785 = -636895.486407 nChanged 1 SP:Iteration 21F (56.724174 sec): 3 clusters Score: Raw -637708.037431 + Penalty 811.878785 = -636896.158646 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 10 (697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.736876 sec): 2 clusters Score: Raw -30114.923132 + Penalty 981.326060 = -29133.597072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.738284 sec): 3 clusters Score: Raw -29734.412256 + Penalty 1962.682795 = -27771.729461 nChanged 225 SP:Iteration 1F (56.739664 sec): 3 clusters Score: Raw -30034.064059 + Penalty 1961.135723 = -28072.928336 nChanged 67 SP:Iteration 2F (56.741042 sec): 3 clusters Score: Raw -30143.142218 + Penalty 1961.672589 = -28181.469629 nChanged 40 SP:Iteration 3F (56.742428 sec): 3 clusters Score: Raw -30240.763017 + Penalty 1961.841092 = -28278.921925 nChanged 32 SP:Iteration 4Q (56.743740 sec): 3 clusters Score: Raw -30288.535784 + Penalty 1961.879023 = -28326.656761 nChanged 21 SP:Iteration 5Q (56.745079 sec): 3 clusters Score: Raw -30319.151075 + Penalty 1961.789983 = -28357.361092 nChanged 18 SP:Iteration 6Q (56.746388 sec): 3 clusters Score: Raw -30349.438555 + Penalty 1962.219937 = -28387.218618 nChanged 15 SP:Iteration 7Q (56.747694 sec): 3 clusters Score: Raw -30375.140184 + Penalty 1962.324019 = -28412.816165 nChanged 17 SP:Iteration 8Q (56.749005 sec): 3 clusters Score: Raw -30394.809175 + Penalty 1962.567798 = -28432.241377 nChanged 11 SP:Iteration 9Q (56.750294 sec): 3 clusters Score: Raw -30405.467647 + Penalty 1962.204230 = -28443.263417 nChanged 8 SP:Iteration 10F (56.751700 sec): 3 clusters Score: Raw -30419.813181 + Penalty 1962.533713 = -28457.279468 nChanged 9 SP:Iteration 11Q (56.752975 sec): 3 clusters Score: Raw -30432.928172 + Penalty 1962.749718 = -28470.178454 nChanged 10 SP:Iteration 12Q (56.754276 sec): 3 clusters Score: Raw -30445.005486 + Penalty 1962.491320 = -28482.514167 nChanged 11 SP:Iteration 13Q (56.755550 sec): 3 clusters Score: Raw -30464.348998 + Penalty 1962.524461 = -28501.824537 nChanged 15 SP:Iteration 14Q (56.756838 sec): 3 clusters Score: Raw -30488.296442 + Penalty 1962.030011 = -28526.266431 nChanged 13 SP:Iteration 15Q (56.758108 sec): 3 clusters Score: Raw -30508.015495 + Penalty 1962.203996 = -28545.811498 nChanged 10 SP:Iteration 16Q (56.759402 sec): 3 clusters Score: Raw -30528.348106 + Penalty 1961.561660 = -28566.786447 nChanged 6 SP:Iteration 17Q (56.760638 sec): 3 clusters Score: Raw -30536.973564 + Penalty 1962.448406 = -28574.525158 nChanged 7 SP:Iteration 18Q (56.761874 sec): 3 clusters Score: Raw -30543.442908 + Penalty 1963.102856 = -28580.340053 nChanged 6 SP:Iteration 19Q (56.763147 sec): 3 clusters Score: Raw -30547.438736 + Penalty 1963.777885 = -28583.660851 nChanged 7 SP:Iteration 20F (56.764546 sec): 3 clusters Score: Raw -30551.413081 + Penalty 1963.934638 = -28587.478443 nChanged 2 SP:Iteration 21Q (56.765803 sec): 3 clusters Score: Raw -30552.867981 + Penalty 1963.957648 = -28588.910334 nChanged 1 SP:Iteration 22Q (56.767067 sec): 3 clusters Score: Raw -30552.808316 + Penalty 1963.773194 = -28589.035122 nChanged 1 SP:Iteration 23Q (56.768318 sec): 3 clusters Score: Raw -30553.657450 + Penalty 1964.277294 = -28589.380156 nChanged 2 SP:Iteration 24Q (56.769568 sec): 3 clusters Score: Raw -30553.907784 + Penalty 1964.277294 = -28589.630490 nChanged 0 SP:Iteration 25F (56.770969 sec): 3 clusters Score: Raw -30553.907784 + Penalty 1964.277294 = -28589.630490 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 11 (1532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.778945 sec): 2 clusters Score: Raw -79720.751594 + Penalty 794.225447 = -78926.526147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.781870 sec): 3 clusters Score: Raw -78695.761216 + Penalty 1587.942187 = -77107.819029 nChanged 531 SP:Iteration 1F (56.784724 sec): 3 clusters Score: Raw -78980.191102 + Penalty 1586.895790 = -77393.295313 nChanged 143 SP:Iteration 2F (56.787529 sec): 3 clusters Score: Raw -79045.428404 + Penalty 1585.200814 = -77460.227591 nChanged 95 SP:Iteration 3F (56.790327 sec): 3 clusters Score: Raw -79095.503178 + Penalty 1582.548343 = -77512.954836 nChanged 89 SP:Iteration 4F (56.793125 sec): 3 clusters Score: Raw -79158.555204 + Penalty 1583.818285 = -77574.736919 nChanged 110 SP:Iteration 5F (56.796028 sec): 3 clusters Score: Raw -79277.163978 + Penalty 1604.838471 = -77672.325507 nChanged 156 SP:Iteration 6F (56.799136 sec): 3 clusters Score: Raw -79457.945154 + Penalty 1649.648169 = -77808.296985 nChanged 134 SP:Iteration 7F (56.801961 sec): 3 clusters Score: Raw -79620.029317 + Penalty 1684.821203 = -77935.208114 nChanged 83 SP:Iteration 8F (56.804836 sec): 3 clusters Score: Raw -79698.403463 + Penalty 1689.575177 = -78008.828286 nChanged 48 SP:Iteration 9Q (56.807442 sec): 3 clusters Score: Raw -79744.691141 + Penalty 1677.978836 = -78066.712304 nChanged 25 SP:Iteration 10F (56.810345 sec): 3 clusters Score: Raw -79765.773370 + Penalty 1669.093157 = -78096.680213 nChanged 11 SP:Iteration 11Q (56.812773 sec): 3 clusters Score: Raw -79778.791547 + Penalty 1656.852823 = -78121.938724 nChanged 9 SP:Iteration 12Q (56.815052 sec): 3 clusters Score: Raw -79789.202813 + Penalty 1662.024937 = -78127.177876 nChanged 2 SP:Iteration 13Q (56.817306 sec): 3 clusters Score: Raw -79789.199560 + Penalty 1662.024937 = -78127.174623 nChanged 0 SP:Iteration 14F (56.820106 sec): 3 clusters Score: Raw -79789.199560 + Penalty 1662.024937 = -78127.174623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 12 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.826231 sec): 2 clusters Score: Raw -1379.130503 + Penalty 157.270981 = -1221.859522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.826506 sec): 3 clusters Score: Raw -1389.624915 + Penalty 316.301786 = -1073.323130 nChanged 2 SP:Iteration 1F (56.826775 sec): 3 clusters Score: Raw -1395.360462 + Penalty 316.301786 = -1079.058676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 15 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.827533 sec): 2 clusters Score: Raw -4714.908829 + Penalty 400.439166 = -4314.469664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.827974 sec): 3 clusters Score: Raw -4689.909208 + Penalty 812.068297 = -3877.840911 nChanged 17 SP:Iteration 1F (56.828364 sec): 3 clusters Score: Raw -4718.275987 + Penalty 811.544052 = -3906.731934 nChanged 5 SP:Iteration 2Q (56.828747 sec): 3 clusters Score: Raw -4726.053295 + Penalty 811.637991 = -3914.415303 nChanged 2 SP:Iteration 3Q (56.829128 sec): 3 clusters Score: Raw -4728.655016 + Penalty 811.637991 = -3917.017024 nChanged 0 SP:Iteration 4F (56.829515 sec): 3 clusters Score: Raw -4728.655016 + Penalty 811.637991 = -3917.017024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 16 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.830253 sec): 2 clusters Score: Raw -4794.100681 + Penalty 491.906870 = -4302.193811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.830645 sec): 3 clusters Score: Raw -4776.593763 + Penalty 986.856626 = -3789.737137 nChanged 6 SP:Iteration 1F (56.831049 sec): 3 clusters Score: Raw -4783.382591 + Penalty 986.562181 = -3796.820411 nChanged 2 SP:Iteration 2Q (56.831451 sec): 3 clusters Score: Raw -4785.459179 + Penalty 985.454100 = -3800.005079 nChanged 1 SP:Iteration 3Q (56.831832 sec): 3 clusters Score: Raw -4786.766661 + Penalty 985.454100 = -3801.312561 nChanged 0 SP:Iteration 4F (56.832236 sec): 3 clusters Score: Raw -4786.766661 + Penalty 985.454100 = -3801.312561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 17 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.833976 sec): 2 clusters Score: Raw -12163.175122 + Penalty 499.562029 = -11663.613093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.834675 sec): 3 clusters Score: Raw -12066.342020 + Penalty 999.903407 = -11066.438613 nChanged 72 SP:Iteration 1F (56.835354 sec): 3 clusters Score: Raw -12132.031893 + Penalty 1006.663554 = -11125.368340 nChanged 22 SP:Iteration 2F (56.836033 sec): 3 clusters Score: Raw -12154.981970 + Penalty 1014.141403 = -11140.840567 nChanged 10 SP:Iteration 3Q (56.836705 sec): 3 clusters Score: Raw -12163.839994 + Penalty 1016.167610 = -11147.672384 nChanged 4 SP:Iteration 4Q (56.837375 sec): 3 clusters Score: Raw -12174.819835 + Penalty 1019.926521 = -11154.893314 nChanged 5 SP:Iteration 5Q (56.838043 sec): 3 clusters Score: Raw -12185.472794 + Penalty 1024.803633 = -11160.669161 nChanged 8 SP:Iteration 6Q (56.838708 sec): 3 clusters Score: Raw -12195.227579 + Penalty 1028.723891 = -11166.503689 nChanged 5 SP:Iteration 7Q (56.839371 sec): 3 clusters Score: Raw -12199.246969 + Penalty 1032.938996 = -11166.307974 nChanged 4 SP:Iteration 8F (56.840048 sec): 3 clusters Score: Raw -12205.202096 + Penalty 1040.288733 = -11164.913363 nChanged 7 SP:Iteration 9F (56.840727 sec): 3 clusters Score: Raw -12213.972884 + Penalty 1043.640440 = -11170.332445 nChanged 4 SP:Iteration 10F (56.841404 sec): 3 clusters Score: Raw -12218.025519 + Penalty 1045.500728 = -11172.524791 nChanged 1 SP:Iteration 11Q (56.842057 sec): 3 clusters Score: Raw -12219.512132 + Penalty 1045.500728 = -11174.011403 nChanged 0 SP:Iteration 12F (56.842738 sec): 3 clusters Score: Raw -12219.512132 + Penalty 1045.500728 = -11174.011403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 18 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.845108 sec): 2 clusters Score: Raw -21388.690112 + Penalty 580.038044 = -20808.652068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.846239 sec): 3 clusters Score: Raw -21157.876833 + Penalty 1161.782609 = -19996.094224 nChanged 168 SP:Iteration 1F (56.847356 sec): 3 clusters Score: Raw -21274.261216 + Penalty 1174.703944 = -20099.557272 nChanged 64 SP:Iteration 2F (56.848481 sec): 3 clusters Score: Raw -21343.720250 + Penalty 1191.913560 = -20151.806690 nChanged 46 SP:Iteration 3F (56.849645 sec): 3 clusters Score: Raw -21389.478644 + Penalty 1210.925640 = -20178.553004 nChanged 28 SP:Iteration 4F (56.850780 sec): 3 clusters Score: Raw -21429.694570 + Penalty 1236.075772 = -20193.618798 nChanged 27 SP:Iteration 5F (56.851918 sec): 3 clusters Score: Raw -21461.428643 + Penalty 1250.973095 = -20210.455548 nChanged 16 SP:Iteration 6Q (56.853053 sec): 3 clusters Score: Raw -21480.747169 + Penalty 1268.045262 = -20212.701906 nChanged 12 SP:Iteration 7Q (56.854180 sec): 3 clusters Score: Raw -21493.009853 + Penalty 1283.236278 = -20209.773575 nChanged 11 SP:Iteration 8F (56.855324 sec): 3 clusters Score: Raw -21507.717384 + Penalty 1293.001440 = -20214.715944 nChanged 4 SP:Iteration 9Q (56.856445 sec): 3 clusters Score: Raw -21513.769947 + Penalty 1301.244365 = -20212.525583 nChanged 3 SP:Iteration 10F (56.857591 sec): 3 clusters Score: Raw -21517.425069 + Penalty 1310.035067 = -20207.390002 nChanged 5 SP:Iteration 11F (56.858737 sec): 3 clusters Score: Raw -21524.433209 + Penalty 1317.444799 = -20206.988410 nChanged 3 SP:Iteration 12F (56.859884 sec): 3 clusters Score: Raw -21529.067287 + Penalty 1326.940980 = -20202.126307 nChanged 3 SP:Iteration 13F (56.861032 sec): 3 clusters Score: Raw -21536.654875 + Penalty 1328.539999 = -20208.114876 nChanged 1 SP:Iteration 14Q (56.862115 sec): 3 clusters Score: Raw -21537.755084 + Penalty 1328.539999 = -20209.215085 nChanged 0 SP:Iteration 15F (56.863267 sec): 3 clusters Score: Raw -21537.755084 + Penalty 1328.539999 = -20209.215085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 19 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.865220 sec): 2 clusters Score: Raw -16174.996011 + Penalty 903.662390 = -15271.333621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.866015 sec): 3 clusters Score: Raw -15970.912734 + Penalty 1806.425089 = -14164.487645 nChanged 74 SP:Iteration 1F (56.866796 sec): 3 clusters Score: Raw -16070.435457 + Penalty 1804.663451 = -14265.772006 nChanged 26 SP:Iteration 2F (56.867576 sec): 3 clusters Score: Raw -16120.269852 + Penalty 1803.094087 = -14317.175766 nChanged 20 SP:Iteration 3F (56.868356 sec): 3 clusters Score: Raw -16167.151565 + Penalty 1802.329341 = -14364.822224 nChanged 17 SP:Iteration 4F (56.869135 sec): 3 clusters Score: Raw -16207.398653 + Penalty 1801.440160 = -14405.958493 nChanged 13 SP:Iteration 5Q (56.869864 sec): 3 clusters Score: Raw -16246.560585 + Penalty 1801.294557 = -14445.266027 nChanged 9 SP:Iteration 6Q (56.870579 sec): 3 clusters Score: Raw -16287.600863 + Penalty 1800.887347 = -14486.713515 nChanged 10 SP:Iteration 7Q (56.871276 sec): 3 clusters Score: Raw -16342.588646 + Penalty 1799.430653 = -14543.157994 nChanged 8 SP:Iteration 8Q (56.871963 sec): 3 clusters Score: Raw -16385.198188 + Penalty 1799.133349 = -14586.064839 nChanged 5 SP:Iteration 9Q (56.872641 sec): 3 clusters Score: Raw -16402.201935 + Penalty 1799.383278 = -14602.818658 nChanged 3 SP:Iteration 10F (56.873421 sec): 3 clusters Score: Raw -16414.966554 + Penalty 1797.783128 = -14617.183425 nChanged 5 SP:Iteration 11Q (56.874099 sec): 3 clusters Score: Raw -16455.664714 + Penalty 1796.781947 = -14658.882767 nChanged 5 SP:Iteration 12Q (56.874771 sec): 3 clusters Score: Raw -16473.374917 + Penalty 1796.269515 = -14677.105402 nChanged 2 SP:Iteration 13Q (56.875439 sec): 3 clusters Score: Raw -16478.809374 + Penalty 1795.531625 = -14683.277748 nChanged 3 SP:Iteration 14Q (56.876105 sec): 3 clusters Score: Raw -16499.048765 + Penalty 1794.442593 = -14704.606172 nChanged 2 SP:Iteration 15Q (56.876768 sec): 3 clusters Score: Raw -16504.588234 + Penalty 1794.442593 = -14710.145641 nChanged 0 SP:Iteration 16F (56.877549 sec): 3 clusters Score: Raw -16504.588234 + Penalty 1794.442593 = -14710.145641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 20 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.878671 sec): 2 clusters Score: Raw -2534.899090 + Penalty 388.061370 = -2146.837720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.878976 sec): 3 clusters Score: Raw -2540.740292 + Penalty 776.169064 = -1764.571228 nChanged 2 SP:Iteration 1Q (56.879273 sec): 3 clusters Score: Raw -2544.331054 + Penalty 776.122741 = -1768.208313 nChanged 1 SP:Iteration 2Q (56.879568 sec): 3 clusters Score: Raw -2545.132945 + Penalty 776.122741 = -1769.010204 nChanged 0 SP:Iteration 3F (56.879866 sec): 3 clusters Score: Raw -2545.132945 + Penalty 776.122741 = -1769.010204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 21 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.880729 sec): 2 clusters Score: Raw -1509.517179 + Penalty 377.506188 = -1132.010991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.880994 sec): 3 clusters Score: Raw -1543.551632 + Penalty 760.943535 = -782.608097 nChanged 1 SP:Iteration 1Q (56.881249 sec): 3 clusters Score: Raw -1547.607121 + Penalty 760.943535 = -786.663587 nChanged 0 SP:Iteration 2F (56.881511 sec): 3 clusters Score: Raw -1547.607121 + Penalty 760.943535 = -786.663587 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 22 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.882295 sec): 2 clusters Score: Raw -814.603014 + Penalty 287.517525 = -527.085489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.882532 sec): 3 clusters Score: Raw -827.219425 + Penalty 566.227712 = -260.991713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 27 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.883811 sec): 2 clusters Score: Raw -8392.952061 + Penalty 539.612437 = -7853.339624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.884391 sec): 3 clusters Score: Raw -8330.242356 + Penalty 1072.921958 = -7257.320398 nChanged 42 SP:Iteration 1F (56.884942 sec): 3 clusters Score: Raw -8366.739195 + Penalty 1074.706514 = -7292.032681 nChanged 11 SP:Iteration 2F (56.885492 sec): 3 clusters Score: Raw -8376.240965 + Penalty 1075.583612 = -7300.657353 nChanged 6 SP:Iteration 3Q (56.886035 sec): 3 clusters Score: Raw -8381.558586 + Penalty 1077.783499 = -7303.775087 nChanged 5 SP:Iteration 4Q (56.886577 sec): 3 clusters Score: Raw -8387.468422 + Penalty 1080.036364 = -7307.432058 nChanged 5 SP:Iteration 5Q (56.887119 sec): 3 clusters Score: Raw -8392.237456 + Penalty 1082.977609 = -7309.259847 nChanged 5 SP:Iteration 6Q (56.887661 sec): 3 clusters Score: Raw -8397.170790 + Penalty 1082.667216 = -7314.503573 nChanged 2 SP:Iteration 7Q (56.888208 sec): 3 clusters Score: Raw -8402.367381 + Penalty 1085.890957 = -7316.476424 nChanged 4 SP:Iteration 8Q (56.888753 sec): 3 clusters Score: Raw -8406.784232 + Penalty 1094.076640 = -7312.707592 nChanged 4 SP:Iteration 9F (56.889309 sec): 3 clusters Score: Raw -8410.452071 + Penalty 1095.296316 = -7315.155755 nChanged 1 SP:Iteration 10F (56.889864 sec): 3 clusters Score: Raw -8411.203153 + Penalty 1099.266538 = -7311.936615 nChanged 2 SP:Iteration 11F (56.890419 sec): 3 clusters Score: Raw -8413.535752 + Penalty 1099.266538 = -7314.269213 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 31 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.891706 sec): 2 clusters Score: Raw -8782.471609 + Penalty 156.084435 = -8626.387174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.892258 sec): 3 clusters Score: Raw -8678.390700 + Penalty 305.974466 = -8372.416234 nChanged 72 SP:Iteration 1F (56.892801 sec): 3 clusters Score: Raw -8750.155112 + Penalty 337.701620 = -8412.453492 nChanged 22 SP:Iteration 2F (56.893340 sec): 3 clusters Score: Raw -8779.304582 + Penalty 363.602597 = -8415.701985 nChanged 9 SP:Iteration 3Q (56.893899 sec): 3 clusters Score: Raw -8786.628310 + Penalty 359.602634 = -8427.025676 nChanged 3 SP:Iteration 4Q (56.894466 sec): 3 clusters Score: Raw -8787.453369 + Penalty 359.602634 = -8427.850736 nChanged 0 SP:Iteration 5F (56.895021 sec): 3 clusters Score: Raw -8787.453369 + Penalty 359.602634 = -8427.850736 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 33 (655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.897720 sec): 2 clusters Score: Raw -31466.541852 + Penalty 600.663180 = -30865.878672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.899101 sec): 3 clusters Score: Raw -31107.886766 + Penalty 1197.884046 = -29910.002719 nChanged 209 SP:Iteration 1F (56.900437 sec): 3 clusters Score: Raw -31248.704049 + Penalty 1195.145806 = -30053.558243 nChanged 75 SP:Iteration 2F (56.901802 sec): 3 clusters Score: Raw -31305.742063 + Penalty 1191.828938 = -30113.913125 nChanged 45 SP:Iteration 3F (56.903155 sec): 3 clusters Score: Raw -31335.127107 + Penalty 1189.748398 = -30145.378710 nChanged 30 SP:Iteration 4Q (56.904580 sec): 3 clusters Score: Raw -31356.304607 + Penalty 1189.156814 = -30167.147792 nChanged 24 SP:Iteration 5Q (56.905975 sec): 3 clusters Score: Raw -31371.930814 + Penalty 1187.908346 = -30184.022468 nChanged 19 SP:Iteration 6Q (56.907307 sec): 3 clusters Score: Raw -31389.824885 + Penalty 1187.825963 = -30201.998921 nChanged 17 SP:Iteration 7Q (56.908611 sec): 3 clusters Score: Raw -31406.664673 + Penalty 1188.351401 = -30218.313272 nChanged 17 SP:Iteration 8Q (56.909915 sec): 3 clusters Score: Raw -31417.422201 + Penalty 1189.779753 = -30227.642449 nChanged 14 SP:Iteration 9Q (56.911251 sec): 3 clusters Score: Raw -31427.337540 + Penalty 1190.365655 = -30236.971885 nChanged 7 SP:Iteration 10F (56.912584 sec): 3 clusters Score: Raw -31429.828385 + Penalty 1192.208703 = -30237.619682 nChanged 9 SP:Iteration 11Q (56.913898 sec): 3 clusters Score: Raw -31433.510808 + Penalty 1192.791730 = -30240.719078 nChanged 4 SP:Iteration 12Q (56.915226 sec): 3 clusters Score: Raw -31434.449154 + Penalty 1193.346948 = -30241.102206 nChanged 2 SP:Iteration 13Q (56.916533 sec): 3 clusters Score: Raw -31434.744985 + Penalty 1193.919276 = -30240.825709 nChanged 2 SP:Iteration 14F (56.917868 sec): 3 clusters Score: Raw -31435.932330 + Penalty 1194.431859 = -30241.500471 nChanged 4 SP:Iteration 15Q (56.919188 sec): 3 clusters Score: Raw -31438.089491 + Penalty 1195.883703 = -30242.205788 nChanged 4 SP:Iteration 16Q (56.920493 sec): 3 clusters Score: Raw -31441.545265 + Penalty 1197.622464 = -30243.922800 nChanged 5 SP:Iteration 17Q (56.921877 sec): 3 clusters Score: Raw -31447.767287 + Penalty 1201.483197 = -30246.284089 nChanged 12 SP:Iteration 18Q (56.923204 sec): 3 clusters Score: Raw -31455.159277 + Penalty 1203.538707 = -30251.620570 nChanged 9 SP:Iteration 19Q (56.924502 sec): 3 clusters Score: Raw -31460.670705 + Penalty 1205.899257 = -30254.771448 nChanged 12 SP:Iteration 20F (56.925837 sec): 3 clusters Score: Raw -31466.525389 + Penalty 1207.279563 = -30259.245826 nChanged 5 SP:Iteration 21Q (56.927151 sec): 3 clusters Score: Raw -31468.879699 + Penalty 1208.898042 = -30259.981657 nChanged 6 SP:Iteration 22Q (56.928445 sec): 3 clusters Score: Raw -31471.012570 + Penalty 1209.995139 = -30261.017431 nChanged 4 SP:Iteration 23Q (56.929744 sec): 3 clusters Score: Raw -31473.382504 + Penalty 1210.933975 = -30262.448529 nChanged 5 SP:Iteration 24Q (56.931048 sec): 3 clusters Score: Raw -31476.718538 + Penalty 1211.735790 = -30264.982748 nChanged 5 SP:Iteration 25Q (56.932334 sec): 3 clusters Score: Raw -31478.561289 + Penalty 1212.417812 = -30266.143477 nChanged 4 SP:Iteration 26Q (56.933623 sec): 3 clusters Score: Raw -31479.267003 + Penalty 1212.908477 = -30266.358526 nChanged 2 SP:Iteration 27Q (56.934915 sec): 3 clusters Score: Raw -31479.520736 + Penalty 1212.908477 = -30266.612259 nChanged 0 SP:Iteration 28F (56.936244 sec): 3 clusters Score: Raw -31479.520736 + Penalty 1212.908477 = -30266.612259 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 35 (626 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.938546 sec): 2 clusters Score: Raw -31370.960507 + Penalty 863.327372 = -30507.633135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.939844 sec): 3 clusters Score: Raw -30936.525404 + Penalty 1726.108594 = -29210.416811 nChanged 192 SP:Iteration 1F (56.941120 sec): 3 clusters Score: Raw -31104.390939 + Penalty 1724.429584 = -29379.961355 nChanged 50 SP:Iteration 2F (56.942395 sec): 3 clusters Score: Raw -31172.470362 + Penalty 1724.089278 = -29448.381084 nChanged 21 SP:Iteration 3Q (56.943660 sec): 3 clusters Score: Raw -31188.819377 + Penalty 1723.123343 = -29465.696035 nChanged 15 SP:Iteration 4Q (56.944922 sec): 3 clusters Score: Raw -31197.537248 + Penalty 1722.753264 = -29474.783984 nChanged 12 SP:Iteration 5Q (56.946247 sec): 3 clusters Score: Raw -31207.728817 + Penalty 1722.678510 = -29485.050307 nChanged 9 SP:Iteration 6Q (56.947556 sec): 3 clusters Score: Raw -31217.004495 + Penalty 1721.881036 = -29495.123459 nChanged 10 SP:Iteration 7Q (56.948856 sec): 3 clusters Score: Raw -31228.157748 + Penalty 1721.828356 = -29506.329391 nChanged 8 SP:Iteration 8Q (56.950126 sec): 3 clusters Score: Raw -31237.211296 + Penalty 1721.708888 = -29515.502408 nChanged 6 SP:Iteration 9Q (56.951356 sec): 3 clusters Score: Raw -31252.515143 + Penalty 1720.957310 = -29531.557832 nChanged 7 SP:Iteration 10F (56.952609 sec): 3 clusters Score: Raw -31262.600580 + Penalty 1720.511222 = -29542.089358 nChanged 10 SP:Iteration 11Q (56.953819 sec): 3 clusters Score: Raw -31282.295097 + Penalty 1720.645924 = -29561.649173 nChanged 14 SP:Iteration 12Q (56.955058 sec): 3 clusters Score: Raw -31300.448965 + Penalty 1721.182798 = -29579.266167 nChanged 13 SP:Iteration 13Q (56.956274 sec): 3 clusters Score: Raw -31312.107119 + Penalty 1721.598284 = -29590.508835 nChanged 6 SP:Iteration 14Q (56.957491 sec): 3 clusters Score: Raw -31316.421736 + Penalty 1722.423343 = -29593.998393 nChanged 6 SP:Iteration 15Q (56.958782 sec): 3 clusters Score: Raw -31319.884664 + Penalty 1722.789102 = -29597.095561 nChanged 9 SP:Iteration 16Q (56.959997 sec): 3 clusters Score: Raw -31324.629621 + Penalty 1723.211942 = -29601.417679 nChanged 4 SP:Iteration 17Q (56.961217 sec): 3 clusters Score: Raw -31327.309983 + Penalty 1724.029360 = -29603.280623 nChanged 6 SP:Iteration 18Q (56.962434 sec): 3 clusters Score: Raw -31330.475478 + Penalty 1724.535685 = -29605.939793 nChanged 6 SP:Iteration 19Q (56.963652 sec): 3 clusters Score: Raw -31335.796507 + Penalty 1725.350047 = -29610.446460 nChanged 7 SP:Iteration 20F (56.964945 sec): 3 clusters Score: Raw -31345.230365 + Penalty 1726.128790 = -29619.101575 nChanged 9 SP:Iteration 21Q (56.966167 sec): 3 clusters Score: Raw -31357.488415 + Penalty 1726.530993 = -29630.957422 nChanged 7 SP:Iteration 22Q (56.967386 sec): 3 clusters Score: Raw -31362.846023 + Penalty 1727.105654 = -29635.740369 nChanged 5 SP:Iteration 23Q (56.968605 sec): 3 clusters Score: Raw -31367.304391 + Penalty 1727.762645 = -29639.541746 nChanged 6 SP:Iteration 24Q (56.969825 sec): 3 clusters Score: Raw -31373.916742 + Penalty 1728.872254 = -29645.044489 nChanged 12 SP:Iteration 25Q (56.971045 sec): 3 clusters Score: Raw -31383.932670 + Penalty 1729.667133 = -29654.265537 nChanged 10 SP:Iteration 26Q (56.972266 sec): 3 clusters Score: Raw -31390.669426 + Penalty 1729.893539 = -29660.775887 nChanged 10 SP:Iteration 27Q (56.973489 sec): 3 clusters Score: Raw -31403.822449 + Penalty 1730.520288 = -29673.302161 nChanged 15 SP:Iteration 28Q (56.974714 sec): 3 clusters Score: Raw -31427.336365 + Penalty 1730.148604 = -29697.187761 nChanged 17 SP:Iteration 29Q (56.975934 sec): 3 clusters Score: Raw -31444.498136 + Penalty 1728.840201 = -29715.657935 nChanged 13 SP:Iteration 30F (56.977208 sec): 3 clusters Score: Raw -31457.125004 + Penalty 1728.653581 = -29728.471423 nChanged 7 SP:Iteration 31Q (56.978459 sec): 3 clusters Score: Raw -31462.884889 + Penalty 1727.369253 = -29735.515636 nChanged 5 SP:Iteration 32Q (56.979690 sec): 3 clusters Score: Raw -31468.314619 + Penalty 1726.362960 = -29741.951659 nChanged 11 SP:Iteration 33Q (56.980925 sec): 3 clusters Score: Raw -31479.551331 + Penalty 1726.929106 = -29752.622225 nChanged 6 SP:Iteration 34Q (56.982144 sec): 3 clusters Score: Raw -31484.771200 + Penalty 1727.392326 = -29757.378874 nChanged 6 SP:Iteration 35Q (56.983363 sec): 3 clusters Score: Raw -31489.956630 + Penalty 1729.162126 = -29760.794503 nChanged 5 SP:Iteration 36Q (56.984556 sec): 3 clusters Score: Raw -31494.558265 + Penalty 1728.807002 = -29765.751263 nChanged 4 SP:Iteration 37Q (56.985750 sec): 3 clusters Score: Raw -31500.546468 + Penalty 1727.954913 = -29772.591554 nChanged 7 SP:Iteration 38Q (56.986978 sec): 3 clusters Score: Raw -31512.662332 + Penalty 1729.558491 = -29783.103842 nChanged 9 SP:Iteration 39Q (56.988182 sec): 3 clusters Score: Raw -31524.040001 + Penalty 1729.091857 = -29794.948144 nChanged 2 SP:Iteration 40F (56.989455 sec): 3 clusters Score: Raw -31526.350021 + Penalty 1729.054615 = -29797.295407 nChanged 2 SP:Iteration 41Q (56.990653 sec): 3 clusters Score: Raw -31528.285101 + Penalty 1729.054615 = -29799.230486 nChanged 0 SP:Iteration 42F (56.991925 sec): 3 clusters Score: Raw -31528.285101 + Penalty 1729.054615 = -29799.230486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 36 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.992500 sec): 2 clusters Score: Raw -712.543078 + Penalty 117.583824 = -594.959254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.992753 sec): 3 clusters Score: Raw -727.394075 + Penalty 238.746008 = -488.648067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 37 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.993393 sec): 2 clusters Score: Raw -2638.732833 + Penalty 361.888021 = -2276.844812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.993723 sec): 3 clusters Score: Raw -2622.029806 + Penalty 748.965354 = -1873.064453 nChanged 9 SP:Iteration 1F (56.994058 sec): 3 clusters Score: Raw -2645.831707 + Penalty 790.394680 = -1855.437027 nChanged 6 SP:Iteration 2F (56.994381 sec): 3 clusters Score: Raw -2673.605375 + Penalty 790.394680 = -1883.210695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 39 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.994861 sec): 2 clusters Score: Raw -337.833764 + Penalty 127.288515 = -210.545249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.995081 sec): 3 clusters Score: Raw -342.759725 + Penalty 254.577031 = -88.182694 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 40 (1817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.003200 sec): 2 clusters Score: Raw -92682.931839 + Penalty 140.348976 = -92542.582863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.006613 sec): 3 clusters Score: Raw -91290.668274 + Penalty 277.811151 = -91012.857123 nChanged 826 SP:Iteration 1F (57.009883 sec): 3 clusters Score: Raw -91967.508264 + Penalty 276.543294 = -91690.964970 nChanged 272 SP:Iteration 2F (57.013139 sec): 3 clusters Score: Raw -92236.743664 + Penalty 280.265279 = -91956.478386 nChanged 192 SP:Iteration 3F (57.016385 sec): 3 clusters Score: Raw -92426.729920 + Penalty 289.948933 = -92136.780987 nChanged 113 SP:Iteration 4F (57.019728 sec): 3 clusters Score: Raw -92569.052137 + Penalty 255.188033 = -92313.864104 nChanged 81 SP:Iteration 5Q (57.022353 sec): 3 clusters Score: Raw -92677.019254 + Penalty 140.348976 = -92536.670278 nChanged 8 SP:Iteration 6Q (57.024839 sec): 2 clusters Score: Raw -92682.931839 + Penalty 140.348976 = -92542.582863 nChanged 0 SP:Iteration 7F (57.027349 sec): 2 clusters Score: Raw -92682.931839 + Penalty 140.348976 = -92542.582863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 43 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.029511 sec): 2 clusters Score: Raw -904.034004 + Penalty 291.214383 = -612.819621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.029770 sec): 3 clusters Score: Raw -920.138956 + Penalty 591.982532 = -328.156424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 45 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.030307 sec): 2 clusters Score: Raw -1298.118191 + Penalty 357.417984 = -940.700207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.030561 sec): 3 clusters Score: Raw -1320.201203 + Penalty 713.065551 = -607.135652 nChanged 2 SP:Iteration 1F (57.030813 sec): 3 clusters Score: Raw -1327.565324 + Penalty 713.065551 = -614.499773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 48 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.031326 sec): 2 clusters Score: Raw -924.553223 + Penalty 243.400292 = -681.152931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.031571 sec): 3 clusters Score: Raw -933.461947 + Penalty 486.481042 = -446.980906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 49 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.032747 sec): 2 clusters Score: Raw -14007.751086 + Penalty 783.060415 = -13224.690671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.033424 sec): 3 clusters Score: Raw -13868.916292 + Penalty 1567.265681 = -12301.650610 nChanged 48 SP:Iteration 1F (57.034086 sec): 3 clusters Score: Raw -13947.610886 + Penalty 1567.223701 = -12380.387185 nChanged 8 SP:Iteration 2Q (57.034745 sec): 3 clusters Score: Raw -13970.934333 + Penalty 1567.107191 = -12403.827142 nChanged 8 SP:Iteration 3Q (57.035391 sec): 3 clusters Score: Raw -13987.091058 + Penalty 1567.904427 = -12419.186631 nChanged 6 SP:Iteration 4Q (57.036039 sec): 3 clusters Score: Raw -14005.135120 + Penalty 1568.398834 = -12436.736287 nChanged 4 SP:Iteration 5Q (57.036677 sec): 3 clusters Score: Raw -14010.830450 + Penalty 1569.656235 = -12441.174215 nChanged 2 SP:Iteration 6Q (57.037310 sec): 3 clusters Score: Raw -14013.741597 + Penalty 1569.656235 = -12444.085362 nChanged 0 SP:Iteration 7F (57.037976 sec): 3 clusters Score: Raw -14013.741597 + Penalty 1569.656235 = -12444.085362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 51 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.038471 sec): 2 clusters Score: Raw -334.799817 + Penalty 165.188461 = -169.611356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.038695 sec): 3 clusters Score: Raw -333.621287 + Penalty 334.116156 = 0.494869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 52 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.039573 sec): 2 clusters Score: Raw -8186.130129 + Penalty 609.396045 = -7576.734083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.040069 sec): 3 clusters Score: Raw -8158.676089 + Penalty 1219.935818 = -6938.740271 nChanged 21 SP:Iteration 1F (57.040557 sec): 3 clusters Score: Raw -8194.924207 + Penalty 1223.042766 = -6971.881441 nChanged 11 SP:Iteration 2F (57.041044 sec): 3 clusters Score: Raw -8217.557826 + Penalty 1224.307584 = -6993.250242 nChanged 5 SP:Iteration 3Q (57.041523 sec): 3 clusters Score: Raw -8222.735935 + Penalty 1224.365216 = -6998.370719 nChanged 2 SP:Iteration 4Q (57.041999 sec): 3 clusters Score: Raw -8224.921872 + Penalty 1226.079458 = -6998.842413 nChanged 3 SP:Iteration 5Q (57.042475 sec): 3 clusters Score: Raw -8229.936179 + Penalty 1226.196421 = -7003.739757 nChanged 1 SP:Iteration 6Q (57.042984 sec): 3 clusters Score: Raw -8230.077255 + Penalty 1226.196421 = -7003.880834 nChanged 0 SP:Iteration 7F (57.043472 sec): 3 clusters Score: Raw -8230.077255 + Penalty 1226.196421 = -7003.880834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 55 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.044184 sec): 2 clusters Score: Raw -3918.691129 + Penalty 80.983710 = -3837.707419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.044584 sec): 3 clusters Score: Raw -3875.900311 + Penalty 161.249784 = -3714.650528 nChanged 35 SP:Iteration 1F (57.044981 sec): 3 clusters Score: Raw -3899.250699 + Penalty 162.864671 = -3736.386028 nChanged 4 SP:Iteration 2Q (57.045379 sec): 3 clusters Score: Raw -3903.429579 + Penalty 163.747209 = -3739.682369 nChanged 2 SP:Iteration 3Q (57.045755 sec): 3 clusters Score: Raw -3904.010895 + Penalty 163.747209 = -3740.263686 nChanged 0 SP:Iteration 4F (57.046150 sec): 3 clusters Score: Raw -3904.010895 + Penalty 163.747209 = -3740.263686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 56 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.046684 sec): 2 clusters Score: Raw -1295.842380 + Penalty 368.818854 = -927.023526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.046943 sec): 3 clusters Score: Raw -1312.878300 + Penalty 737.637709 = -575.240591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 58 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.047437 sec): 2 clusters Score: Raw -655.130651 + Penalty 232.543176 = -422.587475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.047666 sec): 3 clusters Score: Raw -663.592760 + Penalty 435.223797 = -228.368962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 61 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.048134 sec): 2 clusters Score: Raw -192.886902 + Penalty 102.088194 = -90.798709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.048330 sec): 2 clusters Score: Raw -192.886902 + Penalty 102.088194 = -90.798709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 62 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.049389 sec): 2 clusters Score: Raw -9819.278324 + Penalty 544.506875 = -9274.771449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.049976 sec): 3 clusters Score: Raw -9747.457241 + Penalty 1090.609154 = -8656.848088 nChanged 38 SP:Iteration 1F (57.050561 sec): 3 clusters Score: Raw -9778.051729 + Penalty 1091.010779 = -8687.040950 nChanged 16 SP:Iteration 2F (57.051140 sec): 3 clusters Score: Raw -9790.591632 + Penalty 1091.486446 = -8699.105186 nChanged 3 SP:Iteration 3Q (57.051725 sec): 3 clusters Score: Raw -9793.483024 + Penalty 1092.057864 = -8701.425160 nChanged 1 SP:Iteration 4Q (57.052310 sec): 3 clusters Score: Raw -9794.054520 + Penalty 1092.057864 = -8701.996656 nChanged 0 SP:Iteration 5F (57.052903 sec): 3 clusters Score: Raw -9794.054520 + Penalty 1092.057864 = -8701.996656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 63 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.053945 sec): 2 clusters Score: Raw -12506.561135 + Penalty 676.227221 = -11830.333915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.054552 sec): 3 clusters Score: Raw -12341.880685 + Penalty 1352.062525 = -10989.818160 nChanged 36 SP:Iteration 1F (57.055152 sec): 3 clusters Score: Raw -12387.630356 + Penalty 1351.745216 = -11035.885140 nChanged 12 SP:Iteration 2F (57.055749 sec): 3 clusters Score: Raw -12413.165338 + Penalty 1352.226669 = -11060.938669 nChanged 9 SP:Iteration 3Q (57.056360 sec): 3 clusters Score: Raw -12429.393652 + Penalty 1356.243599 = -11073.150053 nChanged 10 SP:Iteration 4Q (57.056942 sec): 3 clusters Score: Raw -12447.034272 + Penalty 1359.279470 = -11087.754802 nChanged 13 SP:Iteration 5F (57.057540 sec): 3 clusters Score: Raw -12478.050047 + Penalty 1359.472749 = -11118.577298 nChanged 9 SP:Iteration 6Q (57.058116 sec): 3 clusters Score: Raw -12498.988258 + Penalty 1368.360739 = -11130.627519 nChanged 10 SP:Iteration 7Q (57.058688 sec): 3 clusters Score: Raw -12524.681942 + Penalty 1370.916552 = -11153.765390 nChanged 3 SP:Iteration 8Q (57.059253 sec): 3 clusters Score: Raw -12528.356013 + Penalty 1370.922952 = -11157.433061 nChanged 1 SP:Iteration 9Q (57.059813 sec): 3 clusters Score: Raw -12529.120743 + Penalty 1370.922952 = -11158.197790 nChanged 0 SP:Iteration 10F (57.060408 sec): 3 clusters Score: Raw -12529.120743 + Penalty 1370.922952 = -11158.197790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 65 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.061453 sec): 2 clusters Score: Raw -7796.772434 + Penalty 420.809859 = -7375.962575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.062056 sec): 3 clusters Score: Raw -7738.476756 + Penalty 848.972430 = -6889.504327 nChanged 61 SP:Iteration 1F (57.062647 sec): 3 clusters Score: Raw -7797.934371 + Penalty 863.805573 = -6934.128798 nChanged 15 SP:Iteration 2F (57.063236 sec): 3 clusters Score: Raw -7815.782077 + Penalty 866.963467 = -6948.818611 nChanged 8 SP:Iteration 3Q (57.063813 sec): 3 clusters Score: Raw -7825.871163 + Penalty 865.110402 = -6960.760761 nChanged 3 SP:Iteration 4Q (57.064384 sec): 3 clusters Score: Raw -7831.999072 + Penalty 865.400692 = -6966.598381 nChanged 1 SP:Iteration 5Q (57.064953 sec): 3 clusters Score: Raw -7833.283589 + Penalty 868.561824 = -6964.721764 nChanged 3 SP:Iteration 6F (57.065536 sec): 3 clusters Score: Raw -7835.841724 + Penalty 868.282789 = -6967.558935 nChanged 2 SP:Iteration 7Q (57.066101 sec): 3 clusters Score: Raw -7836.961571 + Penalty 868.282789 = -6968.678782 nChanged 0 SP:Iteration 8F (57.066682 sec): 3 clusters Score: Raw -7836.961571 + Penalty 868.282789 = -6968.678782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 70 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.067168 sec): 2 clusters Score: Raw -283.703421 + Penalty 169.000195 = -114.703226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.067392 sec): 3 clusters Score: Raw -288.106647 + Penalty 337.614466 = 49.507819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 71 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.067871 sec): 2 clusters Score: Raw -279.239825 + Penalty 135.948435 = -143.291390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.068090 sec): 3 clusters Score: Raw -281.081982 + Penalty 252.507647 = -28.574335 nChanged 1 SP:Iteration 1F (57.068302 sec): 3 clusters Score: Raw -286.766582 + Penalty 252.507647 = -34.258935 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 72 (1866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.077463 sec): 2 clusters Score: Raw -103408.259514 + Penalty 1110.470203 = -102297.789311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.080973 sec): 3 clusters Score: Raw -102240.688390 + Penalty 2219.135507 = -100021.552883 nChanged 672 SP:Iteration 1F (57.084350 sec): 3 clusters Score: Raw -102770.860178 + Penalty 2218.085176 = -100552.775002 nChanged 198 SP:Iteration 2F (57.087731 sec): 3 clusters Score: Raw -102943.172753 + Penalty 2217.932870 = -100725.239882 nChanged 128 SP:Iteration 3F (57.091098 sec): 3 clusters Score: Raw -103034.617788 + Penalty 2217.909107 = -100816.708681 nChanged 75 SP:Iteration 4Q (57.094494 sec): 3 clusters Score: Raw -103074.837778 + Penalty 2218.061425 = -100856.776353 nChanged 50 SP:Iteration 5Q (57.097867 sec): 3 clusters Score: Raw -103100.791946 + Penalty 2218.015835 = -100882.776111 nChanged 27 SP:Iteration 6Q (57.101327 sec): 3 clusters Score: Raw -103114.800957 + Penalty 2218.392292 = -100896.408665 nChanged 30 SP:Iteration 7Q (57.104774 sec): 3 clusters Score: Raw -103139.751728 + Penalty 2219.785063 = -100919.966665 nChanged 35 SP:Iteration 8Q (57.108263 sec): 3 clusters Score: Raw -103167.878292 + Penalty 2220.844369 = -100947.033923 nChanged 31 SP:Iteration 9Q (57.111807 sec): 3 clusters Score: Raw -103186.286092 + Penalty 2221.977340 = -100964.308752 nChanged 22 SP:Iteration 10F (57.115190 sec): 3 clusters Score: Raw -103204.737507 + Penalty 2223.780854 = -100980.956653 nChanged 26 SP:Iteration 11Q (57.118503 sec): 3 clusters Score: Raw -103228.978610 + Penalty 2225.801828 = -101003.176781 nChanged 30 SP:Iteration 12Q (57.121802 sec): 3 clusters Score: Raw -103248.117194 + Penalty 2227.855794 = -101020.261400 nChanged 32 SP:Iteration 13Q (57.125096 sec): 3 clusters Score: Raw -103268.077955 + Penalty 2230.053330 = -101038.024625 nChanged 27 SP:Iteration 14Q (57.128378 sec): 3 clusters Score: Raw -103286.181333 + Penalty 2233.136161 = -101053.045172 nChanged 36 SP:Iteration 15Q (57.131645 sec): 3 clusters Score: Raw -103308.016604 + Penalty 2234.984106 = -101073.032498 nChanged 28 SP:Iteration 16Q (57.134897 sec): 3 clusters Score: Raw -103319.136949 + Penalty 2237.849098 = -101081.287851 nChanged 30 SP:Iteration 17Q (57.138133 sec): 3 clusters Score: Raw -103329.976891 + Penalty 2241.022717 = -101088.954174 nChanged 32 SP:Iteration 18Q (57.141370 sec): 3 clusters Score: Raw -103345.969106 + Penalty 2242.918407 = -101103.050699 nChanged 39 SP:Iteration 19Q (57.144585 sec): 3 clusters Score: Raw -103362.537765 + Penalty 2244.054509 = -101118.483256 nChanged 33 SP:Iteration 20F (57.148007 sec): 3 clusters Score: Raw -103379.019505 + Penalty 2246.036061 = -101132.983444 nChanged 38 SP:Iteration 21Q (57.151299 sec): 3 clusters Score: Raw -103398.938791 + Penalty 2246.433340 = -101152.505451 nChanged 25 SP:Iteration 22Q (57.154474 sec): 3 clusters Score: Raw -103416.107691 + Penalty 2248.824730 = -101167.282961 nChanged 31 SP:Iteration 23Q (57.157618 sec): 3 clusters Score: Raw -103438.766155 + Penalty 2252.478979 = -101186.287177 nChanged 22 SP:Iteration 24Q (57.160740 sec): 3 clusters Score: Raw -103448.813021 + Penalty 2254.754835 = -101194.058186 nChanged 15 SP:Iteration 25Q (57.163827 sec): 3 clusters Score: Raw -103451.641993 + Penalty 2257.372863 = -101194.269130 nChanged 17 SP:Iteration 26Q (57.166908 sec): 3 clusters Score: Raw -103457.230016 + Penalty 2257.832158 = -101199.397857 nChanged 17 SP:Iteration 27Q (57.169959 sec): 3 clusters Score: Raw -103474.238579 + Penalty 2260.026856 = -101214.211723 nChanged 15 SP:Iteration 28Q (57.172997 sec): 3 clusters Score: Raw -103481.847520 + Penalty 2260.165298 = -101221.682222 nChanged 10 SP:Iteration 29Q (57.176023 sec): 3 clusters Score: Raw -103487.315663 + Penalty 2260.651664 = -101226.663999 nChanged 12 SP:Iteration 30F (57.179475 sec): 3 clusters Score: Raw -103493.337832 + Penalty 2261.598096 = -101231.739735 nChanged 9 SP:Iteration 31Q (57.182460 sec): 3 clusters Score: Raw -103495.230967 + Penalty 2263.180553 = -101232.050413 nChanged 6 SP:Iteration 32Q (57.185427 sec): 3 clusters Score: Raw -103498.374565 + Penalty 2263.071468 = -101235.303097 nChanged 8 SP:Iteration 33Q (57.188376 sec): 3 clusters Score: Raw -103501.800175 + Penalty 2264.614716 = -101237.185458 nChanged 8 SP:Iteration 34Q (57.191320 sec): 3 clusters Score: Raw -103504.118713 + Penalty 2265.120830 = -101238.997882 nChanged 8 SP:Iteration 35Q (57.194252 sec): 3 clusters Score: Raw -103508.590311 + Penalty 2266.258916 = -101242.331395 nChanged 8 SP:Iteration 36Q (57.197176 sec): 3 clusters Score: Raw -103516.157406 + Penalty 2268.824764 = -101247.332642 nChanged 8 SP:Iteration 37Q (57.200105 sec): 3 clusters Score: Raw -103523.191141 + Penalty 2268.899632 = -101254.291509 nChanged 1 SP:Iteration 38Q (57.203011 sec): 3 clusters Score: Raw -103523.926725 + Penalty 2269.559230 = -101254.367494 nChanged 1 SP:Iteration 39Q (57.205912 sec): 3 clusters Score: Raw -103524.037969 + Penalty 2270.152645 = -101253.885324 nChanged 1 SP:Iteration 40F (57.209408 sec): 3 clusters Score: Raw -103523.841378 + Penalty 2269.858144 = -101253.983234 nChanged 1 SP:Iteration 41Q (57.212318 sec): 3 clusters Score: Raw -103523.921141 + Penalty 2271.004025 = -101252.917115 nChanged 3 SP:Iteration 42F (57.215687 sec): 3 clusters Score: Raw -103524.363912 + Penalty 2272.190238 = -101252.173674 nChanged 1 SP:Iteration 43F (57.219042 sec): 3 clusters Score: Raw -103524.319896 + Penalty 2272.654649 = -101251.665247 nChanged 1 SP:Iteration 44F (57.222405 sec): 3 clusters Score: Raw -103524.103376 + Penalty 2273.286496 = -101250.816880 nChanged 2 SP:Iteration 45F (57.225762 sec): 3 clusters Score: Raw -103522.247165 + Penalty 2275.908534 = -101246.338631 nChanged 2 SP:Iteration 46F (57.229125 sec): 3 clusters Score: Raw -103525.248558 + Penalty 2276.674855 = -101248.573703 nChanged 4 SP:Iteration 47Q (57.231978 sec): 3 clusters Score: Raw -103529.141058 + Penalty 2277.416635 = -101251.724423 nChanged 1 SP:Iteration 48Q (57.234823 sec): 3 clusters Score: Raw -103529.940998 + Penalty 2277.416635 = -101252.524363 nChanged 0 SP:Iteration 49F (57.238175 sec): 3 clusters Score: Raw -103529.940998 + Penalty 2277.416635 = -101252.524363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 78 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.239420 sec): 2 clusters Score: Raw -358.993078 + Penalty 183.509445 = -175.483634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.239662 sec): 3 clusters Score: Raw -349.156169 + Penalty 366.621360 = 17.465191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 82 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.240594 sec): 2 clusters Score: Raw -2322.258888 + Penalty 494.528816 = -1827.730072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.240898 sec): 3 clusters Score: Raw -2387.320840 + Penalty 988.716996 = -1398.603844 nChanged 3 SP:Iteration 1F (57.241196 sec): 3 clusters Score: Raw -2392.156835 + Penalty 988.716996 = -1403.439839 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 83 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.242652 sec): 2 clusters Score: Raw -12003.141035 + Penalty 752.138962 = -11251.002072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.243311 sec): 3 clusters Score: Raw -11937.579528 + Penalty 1502.493230 = -10435.086298 nChanged 42 SP:Iteration 1F (57.243953 sec): 3 clusters Score: Raw -11996.689923 + Penalty 1501.328099 = -10495.361824 nChanged 14 SP:Iteration 2F (57.244617 sec): 3 clusters Score: Raw -12020.323402 + Penalty 1500.370124 = -10519.953278 nChanged 10 SP:Iteration 3Q (57.245247 sec): 3 clusters Score: Raw -12035.063729 + Penalty 1499.459594 = -10535.604136 nChanged 9 SP:Iteration 4Q (57.245874 sec): 3 clusters Score: Raw -12047.738381 + Penalty 1499.344566 = -10548.393816 nChanged 5 SP:Iteration 5Q (57.246499 sec): 3 clusters Score: Raw -12055.936468 + Penalty 1499.213704 = -10556.722763 nChanged 2 SP:Iteration 6Q (57.247125 sec): 3 clusters Score: Raw -12059.624666 + Penalty 1499.213704 = -10560.410962 nChanged 0 SP:Iteration 7F (57.247761 sec): 3 clusters Score: Raw -12059.624666 + Penalty 1499.213704 = -10560.410962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 88 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.248992 sec): 2 clusters Score: Raw -5307.074117 + Penalty 406.947673 = -4900.126444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.249501 sec): 3 clusters Score: Raw -5288.830216 + Penalty 813.482019 = -4475.348197 nChanged 27 SP:Iteration 1F (57.249973 sec): 3 clusters Score: Raw -5328.929521 + Penalty 817.992177 = -4510.937345 nChanged 11 SP:Iteration 2F (57.250443 sec): 3 clusters Score: Raw -5345.946400 + Penalty 824.917096 = -4521.029305 nChanged 7 SP:Iteration 3Q (57.250904 sec): 3 clusters Score: Raw -5360.967389 + Penalty 835.948003 = -4525.019386 nChanged 8 SP:Iteration 4F (57.251375 sec): 3 clusters Score: Raw -5382.662589 + Penalty 836.935156 = -4545.727433 nChanged 4 SP:Iteration 5Q (57.251824 sec): 3 clusters Score: Raw -5388.868270 + Penalty 837.777970 = -4551.090300 nChanged 1 SP:Iteration 6Q (57.252280 sec): 3 clusters Score: Raw -5390.006462 + Penalty 839.600156 = -4550.406306 nChanged 1 SP:Iteration 7F (57.252751 sec): 3 clusters Score: Raw -5391.227643 + Penalty 839.600156 = -4551.627487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 90 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.253626 sec): 2 clusters Score: Raw -1374.699992 + Penalty 349.715189 = -1024.984803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.253886 sec): 3 clusters Score: Raw -1391.192005 + Penalty 719.416294 = -671.775712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 93 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.254799 sec): 2 clusters Score: Raw -1776.775991 + Penalty 390.419220 = -1386.356772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.255074 sec): 3 clusters Score: Raw -1798.870526 + Penalty 779.289670 = -1019.580856 nChanged 2 SP:Iteration 1F (57.255346 sec): 3 clusters Score: Raw -1806.836874 + Penalty 779.289670 = -1027.547204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 97 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.256404 sec): 2 clusters Score: Raw -407.586564 + Penalty 214.802736 = -192.783828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.256622 sec): 3 clusters Score: Raw -405.297689 + Penalty 399.657403 = -5.640286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 98 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.257141 sec): 2 clusters Score: Raw -1176.060475 + Penalty 328.059379 = -848.001095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.257393 sec): 3 clusters Score: Raw -1196.340036 + Penalty 647.988575 = -548.351461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 100 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.257882 sec): 2 clusters Score: Raw -548.145802 + Penalty 220.611446 = -327.534356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.258111 sec): 3 clusters Score: Raw -563.756232 + Penalty 437.086736 = -126.669497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 104 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.258620 sec): 2 clusters Score: Raw -863.931490 + Penalty 241.575067 = -622.356423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.258866 sec): 3 clusters Score: Raw -881.548368 + Penalty 491.979373 = -389.568995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 116 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.259330 sec): 2 clusters Score: Raw -132.296232 + Penalty 69.965950 = -62.330282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.259540 sec): 3 clusters Score: Raw -128.947048 + Penalty 148.872765 = 19.925717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 129 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.260063 sec): 2 clusters Score: Raw -897.169138 + Penalty 243.816872 = -653.352266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.260303 sec): 3 clusters Score: Raw -888.489468 + Penalty 482.090187 = -406.399281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 131 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.260776 sec): 2 clusters Score: Raw -285.710476 + Penalty 164.685117 = -121.025359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.260991 sec): 3 clusters Score: Raw -281.865645 + Penalty 376.219838 = 94.354193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 132 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.261457 sec): 2 clusters Score: Raw -208.799535 + Penalty 137.746652 = -71.052884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.261669 sec): 3 clusters Score: Raw -199.837416 + Penalty 275.493304 = 75.655887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 137 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.262135 sec): 2 clusters Score: Raw -204.871951 + Penalty 127.314909 = -77.557042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.262344 sec): 3 clusters Score: Raw -195.793564 + Penalty 127.314909 = -68.478655 nChanged 1 SP:Iteration 1F (57.262537 sec): 2 clusters Score: Raw -204.871951 + Penalty 127.314909 = -77.557042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 139 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.263043 sec): 2 clusters Score: Raw -684.927569 + Penalty 122.658408 = -562.269161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.263285 sec): 3 clusters Score: Raw -695.238262 + Penalty 261.508408 = -433.729854 nChanged 2 SP:Iteration 1F (57.263523 sec): 3 clusters Score: Raw -700.901104 + Penalty 273.074935 = -427.826169 nChanged 1 SP:Iteration 2F (57.263762 sec): 3 clusters Score: Raw -704.423291 + Penalty 273.074935 = -431.348356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 144 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.264233 sec): 2 clusters Score: Raw -278.736690 + Penalty 116.675190 = -162.061501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.264450 sec): 3 clusters Score: Raw -276.437484 + Penalty 246.687289 = -29.750195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 145 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.264919 sec): 2 clusters Score: Raw -227.924726 + Penalty 137.853228 = -90.071498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.265133 sec): 3 clusters Score: Raw -228.705417 + Penalty 272.920682 = 44.215264 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 151 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.265588 sec): 2 clusters Score: Raw -42.652266 + Penalty 0.000000 = -42.652266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.265777 sec): 2 clusters Score: Raw -42.652266 + Penalty 0.000000 = -42.652266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 155 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.266294 sec): 2 clusters Score: Raw -1071.939446 + Penalty 283.469734 = -788.469712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.266545 sec): 3 clusters Score: Raw -1081.882470 + Penalty 575.632170 = -506.250301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 161 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.267023 sec): 2 clusters Score: Raw -131.654608 + Penalty 92.536238 = -39.118370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.267218 sec): 2 clusters Score: Raw -131.654608 + Penalty 92.536238 = -39.118370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 170 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.267699 sec): 2 clusters Score: Raw -372.937134 + Penalty 70.765937 = -302.171197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.267909 sec): 3 clusters Score: Raw -375.229034 + Penalty 131.560499 = -243.668535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 193 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.268491 sec): 2 clusters Score: Raw -1984.881788 + Penalty 189.903306 = -1794.978482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.268787 sec): 3 clusters Score: Raw -1982.787197 + Penalty 375.405816 = -1607.381381 nChanged 8 SP:Iteration 1F (57.269076 sec): 3 clusters Score: Raw -1995.291644 + Penalty 375.405816 = -1619.885828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 197 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.269574 sec): 2 clusters Score: Raw -639.129435 + Penalty 128.408947 = -510.720488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.269811 sec): 3 clusters Score: Raw -649.859904 + Penalty 256.817894 = -393.042010 nChanged 1 SP:Iteration 1F (57.270043 sec): 3 clusters Score: Raw -653.463421 + Penalty 256.817894 = -396.645528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 207 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.270494 sec): 2 clusters Score: Raw -82.216851 + Penalty 5.986675 = -76.230176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.270678 sec): 2 clusters Score: Raw -82.216851 + Penalty 5.986675 = -76.230176 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 214 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.271148 sec): 2 clusters Score: Raw -266.147209 + Penalty 79.978106 = -186.169104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.271363 sec): 3 clusters Score: Raw -263.752697 + Penalty 194.228347 = -69.524351 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 216 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.271826 sec): 2 clusters Score: Raw -135.275905 + Penalty 101.658943 = -33.616962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.272035 sec): 3 clusters Score: Raw -131.758753 + Penalty 214.473295 = 82.714542 nChanged 0 Deleting Class 21 (32 points): Lose 95.332078 but Gain 1129.115216 Iteration 119Q (57.416284 sec): 71 clusters Score: Raw -1328777.265622 + Penalty 62270.044052 = -1266507.221570 nChanged 55 Deleting Class 97 (8 points): Lose 43.231173 but Gain 1070.786148 Iteration 120F (58.468424 sec): 70 clusters Score: Raw -1328787.792924 + Penalty 61205.445964 = -1267582.346961 nChanged 38 Deleting Class 45 (26 points): Lose 111.349685 but Gain 1137.161385 Iteration 121Q (58.597459 sec): 69 clusters Score: Raw -1328699.836749 + Penalty 60087.853911 = -1268611.982838 nChanged 50 Deleting Class 132 (4 points): Lose 16.100362 but Gain 1029.995306 Iteration 122Q (58.724564 sec): 68 clusters Score: Raw -1328724.210428 + Penalty 59059.910466 = -1269664.299963 nChanged 31 Deleting Class 93 (37 points): Lose 111.005278 but Gain 1120.787360 Iteration 123Q (58.849751 sec): 67 clusters Score: Raw -1328624.741875 + Penalty 57992.449328 = -1270632.292547 nChanged 56 Deleting Class 90 (28 points): Lose 77.167880 but Gain 1087.908822 Iteration 124Q (58.974725 sec): 66 clusters Score: Raw -1328609.310789 + Penalty 56936.511521 = -1271672.799268 nChanged 65 Deleting Class 56 (28 points): Lose 147.701694 but Gain 1147.337312 Iteration 125Q (59.100236 sec): 65 clusters Score: Raw -1328524.579533 + Penalty 55820.118989 = -1272704.460544 nChanged 66 Deleting Class 98 (24 points): Lose 71.490858 but Gain 1070.042090 Iteration 126Q (59.225677 sec): 64 clusters Score: Raw -1328520.536203 + Penalty 54751.741905 = -1273768.794298 nChanged 51 Deleting Class 22 (17 points): Lose 59.322640 but Gain 1051.949021 Iteration 127Q (59.348612 sec): 63 clusters Score: Raw -1328523.805928 + Penalty 53736.394712 = -1274787.411216 nChanged 52 Deleting Class 5 (103 points): Lose 223.115379 but Gain 1214.832751 Iteration 128Q (59.471244 sec): 62 clusters Score: Raw -1328336.601145 + Penalty 52576.650408 = -1275759.950737 nChanged 133 Deleting Class 70 (6 points): Lose 14.114006 but Gain 977.725963 Iteration 129Q (59.594339 sec): 61 clusters Score: Raw -1328457.128228 + Penalty 51592.992885 = -1276864.135343 nChanged 37 Deleting Class 78 (7 points): Lose 23.050606 but Gain 977.564199 Iteration 130F (60.498230 sec): 60 clusters Score: Raw -1328455.645676 + Penalty 50621.262400 = -1277834.383276 nChanged 32 Deleting Class 43 (20 points): Lose 58.920530 but Gain 1007.672656 Iteration 131Q (60.620523 sec): 59 clusters Score: Raw -1328423.282848 + Penalty 49676.515167 = -1278746.767682 nChanged 44 Deleting Class 137 (4 points): Lose 11.919293 but Gain 951.992352 Iteration 132Q (60.740575 sec): 58 clusters Score: Raw -1328463.267000 + Penalty 48740.843577 = -1279722.423423 nChanged 24 Deleting Class 63 (121 points): Lose 395.514199 but Gain 1334.936846 Iteration 133Q (60.859122 sec): 57 clusters Score: Raw -1328082.470093 + Penalty 47404.687951 = -1280677.782142 nChanged 141 Deleting Class 131 (6 points): Lose 16.207360 but Gain 952.761709 Iteration 134Q (60.979592 sec): 56 clusters Score: Raw -1328287.797245 + Penalty 46477.277066 = -1281810.520179 nChanged 34 Deleting Class 216 (3 points): Lose 24.177025 but Gain 959.203569 Iteration 135Q (61.098095 sec): 55 clusters Score: Raw -1328287.753725 + Penalty 45517.827719 = -1282769.926007 nChanged 21 Deleting Class 20 (57 points): Lose 136.057961 but Gain 1031.577860 Iteration 136Q (61.213567 sec): 54 clusters Score: Raw -1328165.468207 + Penalty 44506.923901 = -1283658.544306 nChanged 66 Deleting Class 151 (1 points): Lose 19.224373 but Gain 910.387216 Iteration 137Q (61.331241 sec): 53 clusters Score: Raw -1328223.213072 + Penalty 43587.375948 = -1284635.837124 nChanged 25 Deleting Class 129 (16 points): Lose 31.667930 but Gain 941.458008 Iteration 138Q (61.445644 sec): 52 clusters Score: Raw -1328206.170355 + Penalty 42658.542191 = -1285547.628164 nChanged 32 Deleting Class 145 (5 points): Lose 21.314188 but Gain 887.876096 Iteration 139Q (61.564101 sec): 51 clusters Score: Raw -1328208.716919 + Penalty 41826.735832 = -1286381.981088 nChanged 15 Deleting Class 100 (11 points): Lose 46.796359 but Gain 912.845516 Iteration 140F (62.321588 sec): 50 clusters Score: Raw -1328178.102720 + Penalty 40925.023716 = -1287253.079005 nChanged 15 Deleting Class 58 (13 points): Lose 68.611313 but Gain 932.309647 Iteration 141Q (62.433849 sec): 49 clusters Score: Raw -1328130.468327 + Penalty 39990.712919 = -1288139.755408 nChanged 18 Deleting Class 51 (8 points): Lose 31.562341 but Gain 870.659687 Iteration 142Q (62.546466 sec): 48 clusters Score: Raw -1328122.331214 + Penalty 39123.249837 = -1288999.081377 nChanged 18 Deleting Class 161 (3 points): Lose 53.168599 but Gain 873.126232 Iteration 143Q (62.658596 sec): 47 clusters Score: Raw -1328083.123276 + Penalty 39275.277440 = -1288807.845836 nChanged 11 Deleting Class 61 (5 points): Lose 25.578166 but Gain 822.365902 Iteration 144F (63.367120 sec): 46 clusters Score: Raw -1328068.704274 + Penalty 38499.810352 = -1289568.893921 nChanged 11 Deleting Class 48 (25 points): Lose 53.200446 but Gain 841.448208 Iteration 145Q (63.476647 sec): 45 clusters Score: Raw -1328029.066244 + Penalty 37647.625941 = -1290381.440303 nChanged 31 Deleting Class 16 (107 points): Lose 316.803717 but Gain 1058.296763 Iteration 146Q (63.587053 sec): 44 clusters Score: Raw -1327751.296453 + Penalty 36637.165796 = -1291114.130658 nChanged 118 Deleting Class 71 (6 points): Lose 53.221374 but Gain 786.509828 Iteration 147Q (63.697328 sec): 43 clusters Score: Raw -1327874.923053 + Penalty 35863.936769 = -1292010.986284 nChanged 43 Deleting Class 155 (34 points): Lose 187.550700 but Gain 899.416751 Iteration 148Q (63.806323 sec): 42 clusters Score: Raw -1327720.494857 + Penalty 34964.974557 = -1292755.520301 nChanged 57 Deleting Class 15 (111 points): Lose 215.991806 but Gain 927.243543 Iteration 149Q (63.913729 sec): 41 clusters Score: Raw -1327565.323121 + Penalty 34147.418536 = -1293417.904585 nChanged 137 Deleting Class 52 (157 points): Lose 546.819052 but Gain 1250.188771 Iteration 150F (64.522383 sec): 40 clusters Score: Raw -1327172.612363 + Penalty 32987.561300 = -1294185.051063 nChanged 193 Deleting Class 104 (21 points): Lose 152.695927 but Gain 822.512640 Iteration 151Q (64.633272 sec): 39 clusters Score: Raw -1327298.599315 + Penalty 32155.235768 = -1295143.363547 nChanged 83 Deleting Class 144 (6 points): Lose 16.490147 but Gain 675.007282 Iteration 152Q (64.740800 sec): 38 clusters Score: Raw -1327349.258939 + Penalty 31489.415521 = -1295859.843418 nChanged 58 Deleting Class 116 (3 points): Lose 15.236385 but Gain 660.164144 Iteration 153Q (64.845358 sec): 37 clusters Score: Raw -1327367.489159 + Penalty 30829.294391 = -1296538.194768 nChanged 44 Deleting Class 62 (233 points): Lose 452.198913 but Gain 1075.646982 Iteration 154Q (64.948079 sec): 36 clusters Score: Raw -1326949.396112 + Penalty 29819.660079 = -1297129.736033 nChanged 268 Deleting Class 39 (8 points): Lose 41.473851 but Gain 634.529994 Iteration 155Q (65.055444 sec): 35 clusters Score: Raw -1327277.052603 + Penalty 29181.977384 = -1298095.075219 nChanged 103 Deleting Class 4 (15 points): Lose 59.079315 but Gain 615.148102 Iteration 156Q (65.157384 sec): 34 clusters Score: Raw -1327266.062699 + Penalty 28546.370547 = -1298719.692152 nChanged 82 Deleting Class 197 (39 points): Lose 149.999992 but Gain 692.137782 Iteration 157Q (65.261926 sec): 33 clusters Score: Raw -1327162.091015 + Penalty 27797.912607 = -1299364.178408 nChanged 99 Deleting Class 3 (62 points): Lose 177.568046 but Gain 708.965750 Iteration 158Q (65.361406 sec): 32 clusters Score: Raw -1327072.321231 + Penalty 27098.081519 = -1299974.239713 nChanged 115 Deleting Class 49 (291 points): Lose 924.457490 but Gain 1437.558025 Iteration 159Q (65.460266 sec): 31 clusters Score: Raw -1326242.963610 + Penalty 25691.417317 = -1300551.546294 nChanged 347 Deleting Class 214 (6 points): Lose 24.051494 but Gain 462.701657 Iteration 160F (65.929657 sec): 30 clusters Score: Raw -1326725.618561 + Penalty 25214.545080 = -1301511.073480 nChanged 90 Deleting Class 37 (78 points): Lose 527.127170 but Gain 930.155344 Iteration 161Q (66.028112 sec): 29 clusters Score: Raw -1326246.128058 + Penalty 24293.962878 = -1301952.165180 nChanged 116 Deleting Class 193 (71 points): Lose 209.343301 but Gain 590.117248 Iteration 162Q (66.124947 sec): 28 clusters Score: Raw -1326259.514984 + Penalty 23674.249001 = -1302585.265983 nChanged 124 Deleting Class 82 (52 points): Lose 979.843734 but Gain 1297.380706 Iteration 163Q (66.221279 sec): 27 clusters Score: Raw -1325401.306246 + Penalty 22436.573644 = -1302964.732602 nChanged 111 Deleting Class 170 (10 points): Lose 65.433121 but Gain 381.647659 Iteration 164Q (66.316704 sec): 26 clusters Score: Raw -1325857.531969 + Penalty 22072.807547 = -1303784.724422 nChanged 113 Deleting Class 83 (373 points): Lose 1097.511724 but Gain 1393.428847 Iteration 165Q (66.411948 sec): 25 clusters Score: Raw -1324915.251392 + Penalty 20844.556833 = -1304070.694559 nChanged 447 Deleting Class 139 (32 points): Lose 173.136099 but Gain 471.428610 Iteration 166Q (66.509964 sec): 24 clusters Score: Raw -1325391.901854 + Penalty 20355.410038 = -1305036.491816 nChanged 184 Deleting Class 12 (33 points): Lose 138.741383 but Gain 389.935633 Iteration 167Q (66.602483 sec): 23 clusters Score: Raw -1325382.003250 + Penalty 19920.971446 = -1305461.031804 nChanged 140 Deleting Class 27 (283 points): Lose 841.079316 but Gain 1033.554584 Iteration 168Q (66.693878 sec): 22 clusters Score: Raw -1324630.068152 + Penalty 18946.552321 = -1305683.515830 nChanged 361 Deleting Class 207 (2 points): Lose 28.362386 but Gain 89.530272 Iteration 169Q (66.785970 sec): 21 clusters Score: Raw -1325094.238681 + Penalty 18863.256282 = -1306230.982399 nChanged 117 Deleting Class 36 (76 points): Lose 341.064261 but Gain 382.216614 Iteration 170F (67.115267 sec): 20 clusters Score: Raw -1324791.570596 + Penalty 18421.107787 = -1306370.462809 nChanged 164 Iteration 171Q (67.207117 sec): 20 clusters Score: Raw -1324993.341008 + Penalty 17426.848614 = -1307566.492393 nChanged 103 Iteration 172Q (67.298024 sec): 20 clusters Score: Raw -1325022.108359 + Penalty 17422.968055 = -1307599.140304 nChanged 83 Iteration 173Q (67.388726 sec): 20 clusters Score: Raw -1325043.807189 + Penalty 17429.720768 = -1307614.086421 nChanged 68 Iteration 174Q (67.479060 sec): 20 clusters Score: Raw -1325051.503626 + Penalty 17434.661704 = -1307616.841922 nChanged 59 Iteration 175Q (67.569618 sec): 20 clusters Score: Raw -1325059.526897 + Penalty 17439.739546 = -1307619.787351 nChanged 48 Iteration 176Q (67.659683 sec): 20 clusters Score: Raw -1325064.437253 + Penalty 17448.428119 = -1307616.009134 nChanged 59 Iteration 177F (67.974207 sec): 20 clusters Score: Raw -1325070.777339 + Penalty 17457.239273 = -1307613.538066 nChanged 56 Iteration 178F (68.287781 sec): 20 clusters Score: Raw -1325078.775490 + Penalty 17467.605362 = -1307611.170127 nChanged 51 Iteration 179F (68.601005 sec): 20 clusters Score: Raw -1325084.564429 + Penalty 17475.519488 = -1307609.044941 nChanged 52 Iteration 180F (68.915429 sec): 20 clusters Score: Raw -1325088.458928 + Penalty 17479.192446 = -1307609.266482 nChanged 44 Iteration 181Q (69.006829 sec): 20 clusters Score: Raw -1325090.420625 + Penalty 17483.243911 = -1307607.176714 nChanged 44 Iteration 182F (69.320503 sec): 20 clusters Score: Raw -1325091.521756 + Penalty 17489.111266 = -1307602.410490 nChanged 36 Iteration 183F (69.634650 sec): 20 clusters Score: Raw -1325092.229846 + Penalty 17494.319402 = -1307597.910444 nChanged 30 Iteration 184F (69.948618 sec): 20 clusters Score: Raw -1325094.371608 + Penalty 17499.388422 = -1307594.983186 nChanged 28 Iteration 185F (70.262059 sec): 20 clusters Score: Raw -1325097.075616 + Penalty 17502.214189 = -1307594.861427 nChanged 32 Iteration 186F (70.576131 sec): 20 clusters Score: Raw -1325098.317515 + Penalty 17507.087205 = -1307591.230311 nChanged 32 Iteration 187F (70.890496 sec): 20 clusters Score: Raw -1325103.187252 + Penalty 17512.160659 = -1307591.026593 nChanged 44 Iteration 188F (71.204061 sec): 20 clusters Score: Raw -1325107.232245 + Penalty 17513.615406 = -1307593.616838 nChanged 35 Iteration 189Q (71.295148 sec): 20 clusters Score: Raw -1325109.748808 + Penalty 17516.304851 = -1307593.443957 nChanged 27 Iteration 190F (71.608678 sec): 20 clusters Score: Raw -1325111.319365 + Penalty 17523.366187 = -1307587.953178 nChanged 31 Iteration 191F (71.922669 sec): 20 clusters Score: Raw -1325112.700114 + Penalty 17530.876769 = -1307581.823344 nChanged 31 Iteration 192F (72.237062 sec): 20 clusters Score: Raw -1325114.395028 + Penalty 17537.542928 = -1307576.852101 nChanged 28 Iteration 193F (72.550459 sec): 20 clusters Score: Raw -1325117.178956 + Penalty 17543.979841 = -1307573.199115 nChanged 23 Iteration 194F (72.864730 sec): 20 clusters Score: Raw -1325118.190018 + Penalty 17548.685203 = -1307569.504815 nChanged 28 Iteration 195F (73.178945 sec): 20 clusters Score: Raw -1325118.608253 + Penalty 17554.906447 = -1307563.701806 nChanged 26 Iteration 196F (73.492691 sec): 20 clusters Score: Raw -1325119.324562 + Penalty 17562.484352 = -1307556.840211 nChanged 28 Iteration 197F (73.806027 sec): 20 clusters Score: Raw -1325120.501110 + Penalty 17571.918440 = -1307548.582670 nChanged 31 Iteration 198F (74.121395 sec): 20 clusters Score: Raw -1325121.741328 + Penalty 17579.232481 = -1307542.508847 nChanged 35 Iteration 199F (74.435072 sec): 20 clusters Score: Raw -1325123.797948 + Penalty 17585.839006 = -1307537.958942 nChanged 34 Iteration 200F (74.748795 sec): 20 clusters Score: Raw -1325126.203514 + Penalty 17593.669126 = -1307532.534388 nChanged 31 Iteration 201F (75.064459 sec): 20 clusters Score: Raw -1325129.002579 + Penalty 17602.225086 = -1307526.777493 nChanged 36 Iteration 202F (75.379895 sec): 20 clusters Score: Raw -1325130.875248 + Penalty 17608.831045 = -1307522.044203 nChanged 31 Iteration 203F (75.694181 sec): 20 clusters Score: Raw -1325131.751194 + Penalty 17618.399924 = -1307513.351270 nChanged 41 Iteration 204F (76.008026 sec): 20 clusters Score: Raw -1325137.352412 + Penalty 17628.384697 = -1307508.967715 nChanged 46 Iteration 205F (76.323442 sec): 20 clusters Score: Raw -1325138.671503 + Penalty 17637.475220 = -1307501.196283 nChanged 31 Iteration 206F (76.636447 sec): 20 clusters Score: Raw -1325135.788932 + Penalty 17647.888605 = -1307487.900327 nChanged 30 Iteration 207F (76.950675 sec): 20 clusters Score: Raw -1325136.143866 + Penalty 17654.959594 = -1307481.184272 nChanged 24 Iteration 208F (77.269467 sec): 20 clusters Score: Raw -1325135.882699 + Penalty 17660.258899 = -1307475.623800 nChanged 24 Iteration 209F (77.584051 sec): 20 clusters Score: Raw -1325135.193103 + Penalty 17663.536614 = -1307471.656489 nChanged 19 Iteration 210F (77.897974 sec): 20 clusters Score: Raw -1325134.795376 + Penalty 17667.540009 = -1307467.255366 nChanged 14 Iteration 211F (78.212407 sec): 20 clusters Score: Raw -1325133.498445 + Penalty 17668.936767 = -1307464.561678 nChanged 8 Iteration 212F (78.526132 sec): 20 clusters Score: Raw -1325132.961313 + Penalty 17670.317599 = -1307462.643714 nChanged 7 Iteration 213F (78.839647 sec): 20 clusters Score: Raw -1325133.323580 + Penalty 17672.744129 = -1307460.579451 nChanged 7 Iteration 214F (79.153831 sec): 20 clusters Score: Raw -1325134.122678 + Penalty 17673.440883 = -1307460.681795 nChanged 7 Iteration 215Q (79.244729 sec): 20 clusters Score: Raw -1325134.016227 + Penalty 17675.556647 = -1307458.459580 nChanged 4 Iteration 216F (79.558347 sec): 20 clusters Score: Raw -1325136.369325 + Penalty 17679.005445 = -1307457.363880 nChanged 8 Iteration 217F (79.872517 sec): 20 clusters Score: Raw -1325140.058745 + Penalty 17681.870569 = -1307458.188176 nChanged 5 Iteration 218Q (79.963092 sec): 20 clusters Score: Raw -1325141.588539 + Penalty 17685.822544 = -1307455.765996 nChanged 7 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.29 GB. Compute initial score before splitting: Score: Raw -1325141.588539 + Penalty 17685.822544 = -1307455.765996Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 1 (852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.028579 sec): 2 clusters Score: Raw -38525.250708 + Penalty 436.985294 = -38088.265414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.030260 sec): 3 clusters Score: Raw -37943.996105 + Penalty 888.052136 = -37055.943969 nChanged 281 SP:Iteration 1F (80.031910 sec): 3 clusters Score: Raw -38206.415418 + Penalty 916.238100 = -37290.177317 nChanged 124 SP:Iteration 2F (80.033622 sec): 3 clusters Score: Raw -38328.627200 + Penalty 942.020810 = -37386.606390 nChanged 88 SP:Iteration 3F (80.035301 sec): 3 clusters Score: Raw -38439.900421 + Penalty 972.549345 = -37467.351075 nChanged 63 SP:Iteration 4F (80.036946 sec): 3 clusters Score: Raw -38503.187556 + Penalty 1014.355871 = -37488.831685 nChanged 32 SP:Iteration 5Q (80.038458 sec): 3 clusters Score: Raw -38520.581827 + Penalty 1006.177982 = -37514.403845 nChanged 14 SP:Iteration 6Q (80.039905 sec): 3 clusters Score: Raw -38537.213770 + Penalty 1020.352469 = -37516.861301 nChanged 8 SP:Iteration 7Q (80.041350 sec): 3 clusters Score: Raw -38540.550409 + Penalty 1055.988924 = -37484.561484 nChanged 2 SP:Iteration 8F (80.043041 sec): 3 clusters Score: Raw -38541.100272 + Penalty 1064.644443 = -37476.455829 nChanged 1 SP:Iteration 9F (80.044692 sec): 3 clusters Score: Raw -38541.495316 + Penalty 1067.112449 = -37474.382867 nChanged 1 SP:Iteration 10F (80.046397 sec): 3 clusters Score: Raw -38543.441609 + Penalty 1067.112449 = -37476.329160 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 2 (2231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.057361 sec): 2 clusters Score: Raw -100153.713306 + Penalty 583.163874 = -99570.549432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.061446 sec): 3 clusters Score: Raw -98847.355026 + Penalty 1161.315256 = -97686.039770 nChanged 913 SP:Iteration 1F (80.065469 sec): 3 clusters Score: Raw -99434.640251 + Penalty 1156.849568 = -98277.790683 nChanged 254 SP:Iteration 2F (80.069533 sec): 3 clusters Score: Raw -99624.301233 + Penalty 1154.680095 = -98469.621138 nChanged 165 SP:Iteration 3F (80.073671 sec): 3 clusters Score: Raw -99757.945758 + Penalty 1154.621202 = -98603.324556 nChanged 117 SP:Iteration 4F (80.077676 sec): 3 clusters Score: Raw -99803.721396 + Penalty 1155.489190 = -98648.232206 nChanged 74 SP:Iteration 5Q (80.081633 sec): 3 clusters Score: Raw -99834.767643 + Penalty 1158.603897 = -98676.163746 nChanged 51 SP:Iteration 6Q (80.085611 sec): 3 clusters Score: Raw -99854.755665 + Penalty 1162.585700 = -98692.169965 nChanged 51 SP:Iteration 7Q (80.089558 sec): 3 clusters Score: Raw -99876.612527 + Penalty 1170.269889 = -98706.342638 nChanged 57 SP:Iteration 8Q (80.093517 sec): 3 clusters Score: Raw -99904.029047 + Penalty 1180.158696 = -98723.870351 nChanged 63 SP:Iteration 9Q (80.097444 sec): 3 clusters Score: Raw -99937.961974 + Penalty 1191.702284 = -98746.259690 nChanged 70 SP:Iteration 10F (80.101466 sec): 3 clusters Score: Raw -99971.626708 + Penalty 1204.587081 = -98767.039627 nChanged 60 SP:Iteration 11Q (80.105404 sec): 3 clusters Score: Raw -100005.206432 + Penalty 1220.208046 = -98784.998386 nChanged 68 SP:Iteration 12Q (80.109328 sec): 3 clusters Score: Raw -100049.208251 + Penalty 1235.762026 = -98813.446226 nChanged 66 SP:Iteration 13Q (80.113240 sec): 3 clusters Score: Raw -100080.513439 + Penalty 1248.808593 = -98831.704846 nChanged 45 SP:Iteration 14Q (80.117132 sec): 3 clusters Score: Raw -100095.169649 + Penalty 1257.950575 = -98837.219074 nChanged 34 SP:Iteration 15Q (80.121003 sec): 3 clusters Score: Raw -100105.639027 + Penalty 1265.339541 = -98840.299486 nChanged 26 SP:Iteration 16Q (80.124878 sec): 3 clusters Score: Raw -100114.320547 + Penalty 1274.103740 = -98840.216807 nChanged 32 SP:Iteration 17F (80.128873 sec): 3 clusters Score: Raw -100124.029570 + Penalty 1283.239387 = -98840.790183 nChanged 30 SP:Iteration 18Q (80.132721 sec): 3 clusters Score: Raw -100133.277798 + Penalty 1290.769407 = -98842.508392 nChanged 29 SP:Iteration 19Q (80.136549 sec): 3 clusters Score: Raw -100144.161713 + Penalty 1299.825024 = -98844.336689 nChanged 29 SP:Iteration 20F (80.140560 sec): 3 clusters Score: Raw -100156.909926 + Penalty 1311.895869 = -98845.014058 nChanged 37 SP:Iteration 21Q (80.144388 sec): 3 clusters Score: Raw -100170.290002 + Penalty 1318.414615 = -98851.875387 nChanged 21 SP:Iteration 22Q (80.148203 sec): 3 clusters Score: Raw -100178.363369 + Penalty 1327.345947 = -98851.017423 nChanged 25 SP:Iteration 23F (80.152202 sec): 3 clusters Score: Raw -100186.830956 + Penalty 1335.895149 = -98850.935807 nChanged 26 SP:Iteration 24F (80.156191 sec): 3 clusters Score: Raw -100197.458908 + Penalty 1340.816266 = -98856.642642 nChanged 22 SP:Iteration 25Q (80.159913 sec): 3 clusters Score: Raw -100207.077229 + Penalty 1345.041263 = -98862.035966 nChanged 19 SP:Iteration 26Q (80.163621 sec): 3 clusters Score: Raw -100214.868334 + Penalty 1354.227842 = -98860.640492 nChanged 19 SP:Iteration 27F (80.167600 sec): 3 clusters Score: Raw -100223.477648 + Penalty 1359.437753 = -98864.039895 nChanged 20 SP:Iteration 28Q (80.171321 sec): 3 clusters Score: Raw -100232.854325 + Penalty 1361.619295 = -98871.235031 nChanged 11 SP:Iteration 29Q (80.175070 sec): 3 clusters Score: Raw -100238.304993 + Penalty 1366.816395 = -98871.488598 nChanged 14 SP:Iteration 30F (80.179090 sec): 3 clusters Score: Raw -100247.175550 + Penalty 1370.871977 = -98876.303573 nChanged 9 SP:Iteration 31Q (80.182720 sec): 3 clusters Score: Raw -100257.173809 + Penalty 1376.079709 = -98881.094099 nChanged 14 SP:Iteration 32Q (80.186332 sec): 3 clusters Score: Raw -100266.938124 + Penalty 1382.035012 = -98884.903112 nChanged 15 SP:Iteration 33Q (80.189952 sec): 3 clusters Score: Raw -100274.666546 + Penalty 1386.136742 = -98888.529804 nChanged 12 SP:Iteration 34Q (80.193540 sec): 3 clusters Score: Raw -100280.216325 + Penalty 1388.388160 = -98891.828165 nChanged 8 SP:Iteration 35Q (80.197109 sec): 3 clusters Score: Raw -100285.433255 + Penalty 1390.579166 = -98894.854089 nChanged 4 SP:Iteration 36Q (80.200672 sec): 3 clusters Score: Raw -100287.624572 + Penalty 1392.603692 = -98895.020880 nChanged 6 SP:Iteration 37Q (80.204236 sec): 3 clusters Score: Raw -100291.251593 + Penalty 1394.451709 = -98896.799884 nChanged 6 SP:Iteration 38Q (80.207790 sec): 3 clusters Score: Raw -100293.521440 + Penalty 1396.887430 = -98896.634009 nChanged 6 SP:Iteration 39F (80.211768 sec): 3 clusters Score: Raw -100296.210758 + Penalty 1401.080512 = -98895.130246 nChanged 10 SP:Iteration 40F (80.215746 sec): 3 clusters Score: Raw -100302.116589 + Penalty 1403.854132 = -98898.262456 nChanged 7 SP:Iteration 41Q (80.219321 sec): 3 clusters Score: Raw -100304.378388 + Penalty 1406.029562 = -98898.348825 nChanged 5 SP:Iteration 42Q (80.222886 sec): 3 clusters Score: Raw -100305.249347 + Penalty 1407.074317 = -98898.175030 nChanged 5 SP:Iteration 43F (80.226885 sec): 3 clusters Score: Raw -100308.243701 + Penalty 1409.534281 = -98898.709419 nChanged 3 SP:Iteration 44Q (80.230442 sec): 3 clusters Score: Raw -100311.055169 + Penalty 1413.702797 = -98897.352372 nChanged 7 SP:Iteration 45F (80.234421 sec): 3 clusters Score: Raw -100316.110179 + Penalty 1419.337168 = -98896.773011 nChanged 9 SP:Iteration 46F (80.238394 sec): 3 clusters Score: Raw -100322.802978 + Penalty 1425.956268 = -98896.846710 nChanged 10 SP:Iteration 47Q (80.241936 sec): 3 clusters Score: Raw -100327.670281 + Penalty 1430.787112 = -98896.883169 nChanged 7 SP:Iteration 48Q (80.245454 sec): 3 clusters Score: Raw -100333.408971 + Penalty 1435.397830 = -98898.011141 nChanged 7 SP:Iteration 49Q (80.248986 sec): 3 clusters Score: Raw -100339.950097 + Penalty 1441.954835 = -98897.995262 nChanged 8 SP:Iteration 50F (80.252992 sec): 3 clusters Score: Raw -100346.891665 + Penalty 1446.781964 = -98900.109700 nChanged 7 SP:Iteration 51Q (80.256480 sec): 3 clusters Score: Raw -100354.805195 + Penalty 1450.705673 = -98904.099523 nChanged 8 SP:Iteration 52Q (80.259955 sec): 3 clusters Score: Raw -100362.515830 + Penalty 1454.280633 = -98908.235197 nChanged 13 SP:Iteration 53Q (80.263424 sec): 3 clusters Score: Raw -100373.015166 + Penalty 1457.363381 = -98915.651785 nChanged 10 SP:Iteration 54Q (80.266871 sec): 3 clusters Score: Raw -100380.800127 + Penalty 1459.058136 = -98921.741991 nChanged 5 SP:Iteration 55Q (80.270305 sec): 3 clusters Score: Raw -100385.057461 + Penalty 1460.011316 = -98925.046145 nChanged 2 SP:Iteration 56Q (80.273765 sec): 3 clusters Score: Raw -100385.619181 + Penalty 1460.011316 = -98925.607865 nChanged 0 SP:Iteration 57F (80.277858 sec): 3 clusters Score: Raw -100385.619181 + Penalty 1460.011316 = -98925.607865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 6 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.280186 sec): 2 clusters Score: Raw -15889.454027 + Penalty 899.166467 = -14990.287560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.280910 sec): 3 clusters Score: Raw -15727.237281 + Penalty 1798.077441 = -13929.159840 nChanged 60 SP:Iteration 1F (80.281623 sec): 3 clusters Score: Raw -15848.347035 + Penalty 1797.962621 = -14050.384414 nChanged 22 SP:Iteration 2F (80.282332 sec): 3 clusters Score: Raw -15899.905314 + Penalty 1798.004709 = -14101.900605 nChanged 7 SP:Iteration 3Q (80.283046 sec): 3 clusters Score: Raw -15910.062728 + Penalty 1798.102683 = -14111.960045 nChanged 4 SP:Iteration 4Q (80.283722 sec): 3 clusters Score: Raw -15917.195271 + Penalty 1798.238343 = -14118.956928 nChanged 3 SP:Iteration 5Q (80.284397 sec): 3 clusters Score: Raw -15921.828278 + Penalty 1798.294404 = -14123.533874 nChanged 1 SP:Iteration 6Q (80.285072 sec): 3 clusters Score: Raw -15923.937816 + Penalty 1798.464189 = -14125.473627 nChanged 2 SP:Iteration 7Q (80.285744 sec): 3 clusters Score: Raw -15925.696987 + Penalty 1798.634144 = -14127.062843 nChanged 2 SP:Iteration 8Q (80.286417 sec): 3 clusters Score: Raw -15926.897330 + Penalty 1798.882055 = -14128.015275 nChanged 2 SP:Iteration 9Q (80.287089 sec): 3 clusters Score: Raw -15930.282612 + Penalty 1799.173304 = -14131.109308 nChanged 2 SP:Iteration 10F (80.287798 sec): 3 clusters Score: Raw -15932.571143 + Penalty 1799.495236 = -14133.075907 nChanged 2 SP:Iteration 11Q (80.288471 sec): 3 clusters Score: Raw -15935.037781 + Penalty 1800.031332 = -14135.006449 nChanged 3 SP:Iteration 12Q (80.289143 sec): 3 clusters Score: Raw -15937.166765 + Penalty 1800.771056 = -14136.395709 nChanged 4 SP:Iteration 13Q (80.289815 sec): 3 clusters Score: Raw -15942.506350 + Penalty 1800.903419 = -14141.602930 nChanged 3 SP:Iteration 14Q (80.290488 sec): 3 clusters Score: Raw -15955.394123 + Penalty 1801.152545 = -14154.241578 nChanged 1 SP:Iteration 15Q (80.291157 sec): 3 clusters Score: Raw -15955.830663 + Penalty 1801.367858 = -14154.462805 nChanged 1 SP:Iteration 16Q (80.291823 sec): 3 clusters Score: Raw -15956.244231 + Penalty 1801.367858 = -14154.876373 nChanged 0 SP:Iteration 17F (80.292530 sec): 3 clusters Score: Raw -15956.244231 + Penalty 1801.367858 = -14154.876373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 7 (382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.295156 sec): 2 clusters Score: Raw -17824.860175 + Penalty 227.108649 = -17597.751527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.296030 sec): 3 clusters Score: Raw -17612.470468 + Penalty 470.215102 = -17142.255366 nChanged 144 SP:Iteration 1F (80.296888 sec): 3 clusters Score: Raw -17750.232806 + Penalty 481.740322 = -17268.492483 nChanged 39 SP:Iteration 2F (80.297745 sec): 3 clusters Score: Raw -17796.499538 + Penalty 487.826833 = -17308.672704 nChanged 18 SP:Iteration 3Q (80.298596 sec): 3 clusters Score: Raw -17823.068269 + Penalty 486.339892 = -17336.728377 nChanged 6 SP:Iteration 4Q (80.299415 sec): 3 clusters Score: Raw -17828.189830 + Penalty 484.674110 = -17343.515720 nChanged 4 SP:Iteration 5Q (80.300220 sec): 3 clusters Score: Raw -17830.057815 + Penalty 484.428963 = -17345.628853 nChanged 1 SP:Iteration 6Q (80.301021 sec): 3 clusters Score: Raw -17830.505687 + Penalty 485.359696 = -17345.145991 nChanged 1 SP:Iteration 7F (80.301875 sec): 3 clusters Score: Raw -17830.511524 + Penalty 485.359696 = -17345.151828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 8 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.303679 sec): 2 clusters Score: Raw -9312.667419 + Penalty 508.563441 = -8804.103978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.304288 sec): 3 clusters Score: Raw -9253.013317 + Penalty 1035.368478 = -8217.644840 nChanged 64 SP:Iteration 1F (80.304888 sec): 3 clusters Score: Raw -9348.393409 + Penalty 1046.128759 = -8302.264649 nChanged 19 SP:Iteration 2F (80.305484 sec): 3 clusters Score: Raw -9372.739238 + Penalty 1055.833550 = -8316.905688 nChanged 11 SP:Iteration 3Q (80.306068 sec): 3 clusters Score: Raw -9389.396624 + Penalty 1053.657153 = -8335.739471 nChanged 6 SP:Iteration 4Q (80.306644 sec): 3 clusters Score: Raw -9405.608803 + Penalty 1050.856233 = -8354.752570 nChanged 7 SP:Iteration 5Q (80.307217 sec): 3 clusters Score: Raw -9420.780118 + Penalty 1050.343440 = -8370.436679 nChanged 4 SP:Iteration 6Q (80.307819 sec): 3 clusters Score: Raw -9424.329766 + Penalty 1050.386274 = -8373.943492 nChanged 4 SP:Iteration 7Q (80.308390 sec): 3 clusters Score: Raw -9430.795519 + Penalty 1051.840128 = -8378.955392 nChanged 4 SP:Iteration 8Q (80.308957 sec): 3 clusters Score: Raw -9436.684501 + Penalty 1051.840128 = -8384.844373 nChanged 0 SP:Iteration 9F (80.309552 sec): 3 clusters Score: Raw -9436.684501 + Penalty 1051.840128 = -8384.844373 nChanged 0 Memory request: 0.07 GB would take us to total of 0.37 GB. Trying to split cluster 9 (15802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.380716 sec): 2 clusters Score: Raw -647914.986001 + Penalty 284.751239 = -647630.234762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.409943 sec): 3 clusters Score: Raw -637295.804888 + Penalty 574.177010 = -636721.627878 nChanged 7412 SP:Iteration 1F (80.438759 sec): 3 clusters Score: Raw -641241.419199 + Penalty 589.442763 = -640651.976436 nChanged 2006 SP:Iteration 2F (80.467757 sec): 3 clusters Score: Raw -642448.569615 + Penalty 624.646374 = -641823.923241 nChanged 1513 SP:Iteration 3F (80.496525 sec): 3 clusters Score: Raw -643850.326535 + Penalty 679.412116 = -643170.914419 nChanged 1412 SP:Iteration 4F (80.525063 sec): 3 clusters Score: Raw -645266.736093 + Penalty 746.498411 = -644520.237682 nChanged 1094 SP:Iteration 5F (80.553628 sec): 3 clusters Score: Raw -646396.161657 + Penalty 817.743730 = -645578.417927 nChanged 741 SP:Iteration 6Q (80.581654 sec): 3 clusters Score: Raw -647143.154536 + Penalty 889.135356 = -646254.019179 nChanged 454 SP:Iteration 7Q (80.606754 sec): 3 clusters Score: Raw -647583.473481 + Penalty 945.838290 = -646637.635192 nChanged 231 SP:Iteration 8Q (80.630620 sec): 3 clusters Score: Raw -647806.886394 + Penalty 975.421532 = -646831.464861 nChanged 109 SP:Iteration 9Q (80.653673 sec): 3 clusters Score: Raw -647900.514529 + Penalty 1011.075505 = -646889.439024 nChanged 47 SP:Iteration 10F (80.682318 sec): 3 clusters Score: Raw -647935.554220 + Penalty 1035.671676 = -646899.882545 nChanged 26 SP:Iteration 11Q (80.704675 sec): 3 clusters Score: Raw -647953.648306 + Penalty 1048.635365 = -646905.012940 nChanged 5 SP:Iteration 12Q (80.726885 sec): 3 clusters Score: Raw -647955.423735 + Penalty 1050.448359 = -646904.975376 nChanged 2 SP:Iteration 13F (80.755183 sec): 3 clusters Score: Raw -647955.868357 + Penalty 1050.448359 = -646905.419998 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 10 (918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.770054 sec): 2 clusters Score: Raw -39973.215859 + Penalty 1000.416633 = -38972.799225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.771886 sec): 3 clusters Score: Raw -39466.140607 + Penalty 1994.692293 = -37471.448314 nChanged 321 SP:Iteration 1F (80.773706 sec): 3 clusters Score: Raw -39894.998222 + Penalty 1990.093390 = -37904.904832 nChanged 106 SP:Iteration 2F (80.775492 sec): 3 clusters Score: Raw -40049.290514 + Penalty 1989.512301 = -38059.778213 nChanged 54 SP:Iteration 3F (80.777237 sec): 3 clusters Score: Raw -40122.631362 + Penalty 1988.047890 = -38134.583472 nChanged 34 SP:Iteration 4Q (80.778998 sec): 3 clusters Score: Raw -40174.039971 + Penalty 1987.936337 = -38186.103634 nChanged 27 SP:Iteration 5Q (80.780704 sec): 3 clusters Score: Raw -40205.818943 + Penalty 1987.988736 = -38217.830207 nChanged 12 SP:Iteration 6Q (80.782381 sec): 3 clusters Score: Raw -40242.164577 + Penalty 1987.489399 = -38254.675178 nChanged 13 SP:Iteration 7Q (80.784073 sec): 3 clusters Score: Raw -40270.170862 + Penalty 1987.281333 = -38282.889529 nChanged 10 SP:Iteration 8Q (80.785757 sec): 3 clusters Score: Raw -40280.888088 + Penalty 1986.510973 = -38294.377115 nChanged 12 SP:Iteration 9Q (80.787430 sec): 3 clusters Score: Raw -40310.445205 + Penalty 1986.372258 = -38324.072947 nChanged 5 SP:Iteration 10F (80.789205 sec): 3 clusters Score: Raw -40315.920448 + Penalty 1986.593533 = -38329.326915 nChanged 2 SP:Iteration 11Q (80.790841 sec): 3 clusters Score: Raw -40318.674545 + Penalty 1986.760959 = -38331.913587 nChanged 2 SP:Iteration 12Q (80.792500 sec): 3 clusters Score: Raw -40322.218807 + Penalty 1987.711012 = -38334.507795 nChanged 6 SP:Iteration 13Q (80.794138 sec): 3 clusters Score: Raw -40333.815529 + Penalty 1988.123011 = -38345.692518 nChanged 9 SP:Iteration 14Q (80.795771 sec): 3 clusters Score: Raw -40349.202266 + Penalty 1988.235704 = -38360.966562 nChanged 7 SP:Iteration 15Q (80.797393 sec): 3 clusters Score: Raw -40357.793227 + Penalty 1988.161554 = -38369.631673 nChanged 3 SP:Iteration 16Q (80.799012 sec): 3 clusters Score: Raw -40359.295222 + Penalty 1988.554202 = -38370.741021 nChanged 2 SP:Iteration 17Q (80.800631 sec): 3 clusters Score: Raw -40360.521359 + Penalty 1988.478286 = -38372.043074 nChanged 3 SP:Iteration 18Q (80.802251 sec): 3 clusters Score: Raw -40374.555624 + Penalty 1988.642100 = -38385.913524 nChanged 5 SP:Iteration 19Q (80.803871 sec): 3 clusters Score: Raw -40384.549519 + Penalty 1988.952457 = -38395.597063 nChanged 11 SP:Iteration 20F (80.805671 sec): 3 clusters Score: Raw -40399.829292 + Penalty 1989.449281 = -38410.380011 nChanged 7 SP:Iteration 21Q (80.807305 sec): 3 clusters Score: Raw -40404.012766 + Penalty 1989.759430 = -38414.253337 nChanged 3 SP:Iteration 22Q (80.808905 sec): 3 clusters Score: Raw -40416.144624 + Penalty 1988.879775 = -38427.264848 nChanged 7 SP:Iteration 23Q (80.810508 sec): 3 clusters Score: Raw -40442.061471 + Penalty 1988.429948 = -38453.631523 nChanged 8 SP:Iteration 24Q (80.812101 sec): 3 clusters Score: Raw -40447.687630 + Penalty 1987.827812 = -38459.859817 nChanged 5 SP:Iteration 25Q (80.813713 sec): 3 clusters Score: Raw -40451.007953 + Penalty 1988.196202 = -38462.811751 nChanged 4 SP:Iteration 26Q (80.815345 sec): 3 clusters Score: Raw -40454.122065 + Penalty 1988.069319 = -38466.052746 nChanged 2 SP:Iteration 27Q (80.816956 sec): 3 clusters Score: Raw -40454.897023 + Penalty 1988.293551 = -38466.603472 nChanged 1 SP:Iteration 28Q (80.818551 sec): 3 clusters Score: Raw -40455.398635 + Penalty 1988.293551 = -38467.105084 nChanged 0 SP:Iteration 29F (80.820298 sec): 3 clusters Score: Raw -40455.398635 + Penalty 1988.293551 = -38467.105084 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 11 (1829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.829797 sec): 2 clusters Score: Raw -95047.416731 + Penalty 842.883824 = -94204.532908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.833189 sec): 3 clusters Score: Raw -93852.156020 + Penalty 1687.137566 = -92165.018454 nChanged 687 SP:Iteration 1F (80.836519 sec): 3 clusters Score: Raw -94333.665098 + Penalty 1693.232602 = -92640.432497 nChanged 236 SP:Iteration 2F (80.839870 sec): 3 clusters Score: Raw -94546.760351 + Penalty 1704.924726 = -92841.835625 nChanged 172 SP:Iteration 3F (80.843194 sec): 3 clusters Score: Raw -94732.010398 + Penalty 1715.426530 = -93016.583868 nChanged 126 SP:Iteration 4F (80.846518 sec): 3 clusters Score: Raw -94849.616608 + Penalty 1726.592597 = -93123.024011 nChanged 103 SP:Iteration 5F (80.849839 sec): 3 clusters Score: Raw -94925.667825 + Penalty 1739.371650 = -93186.296175 nChanged 74 SP:Iteration 6Q (80.853071 sec): 3 clusters Score: Raw -94972.441310 + Penalty 1750.163552 = -93222.277758 nChanged 60 SP:Iteration 7Q (80.856267 sec): 3 clusters Score: Raw -95004.596469 + Penalty 1762.727412 = -93241.869057 nChanged 52 SP:Iteration 8Q (80.859477 sec): 3 clusters Score: Raw -95028.616028 + Penalty 1772.124933 = -93256.491095 nChanged 49 SP:Iteration 9Q (80.862690 sec): 3 clusters Score: Raw -95053.242304 + Penalty 1775.899616 = -93277.342688 nChanged 36 SP:Iteration 10F (80.866068 sec): 3 clusters Score: Raw -95073.514781 + Penalty 1778.516269 = -93294.998513 nChanged 27 SP:Iteration 11Q (80.869112 sec): 3 clusters Score: Raw -95085.905879 + Penalty 1781.419216 = -93304.486663 nChanged 26 SP:Iteration 12Q (80.872141 sec): 3 clusters Score: Raw -95096.918199 + Penalty 1787.748602 = -93309.169597 nChanged 25 SP:Iteration 13Q (80.875099 sec): 3 clusters Score: Raw -95109.718906 + Penalty 1799.588141 = -93310.130766 nChanged 23 SP:Iteration 14Q (80.878020 sec): 3 clusters Score: Raw -95122.567418 + Penalty 1801.307959 = -93321.259459 nChanged 16 SP:Iteration 15Q (80.880898 sec): 3 clusters Score: Raw -95129.621409 + Penalty 1804.142483 = -93325.478925 nChanged 15 SP:Iteration 16Q (80.883749 sec): 3 clusters Score: Raw -95135.943057 + Penalty 1808.998126 = -93326.944931 nChanged 14 SP:Iteration 17Q (80.886601 sec): 3 clusters Score: Raw -95140.190021 + Penalty 1808.889541 = -93331.300480 nChanged 13 SP:Iteration 18Q (80.889385 sec): 3 clusters Score: Raw -95145.197424 + Penalty 1815.235638 = -93329.961786 nChanged 9 SP:Iteration 19F (80.892700 sec): 3 clusters Score: Raw -95145.715887 + Penalty 1815.972415 = -93329.743472 nChanged 5 SP:Iteration 20F (80.896035 sec): 3 clusters Score: Raw -95146.635024 + Penalty 1815.682354 = -93330.952670 nChanged 3 SP:Iteration 21Q (80.898780 sec): 3 clusters Score: Raw -95149.172852 + Penalty 1816.057973 = -93333.114878 nChanged 2 SP:Iteration 22Q (80.901521 sec): 3 clusters Score: Raw -95149.941816 + Penalty 1817.391639 = -93332.550177 nChanged 2 SP:Iteration 23F (80.904837 sec): 3 clusters Score: Raw -95152.385580 + Penalty 1817.048438 = -93335.337141 nChanged 2 SP:Iteration 24Q (80.907564 sec): 3 clusters Score: Raw -95154.788303 + Penalty 1818.238472 = -93336.549831 nChanged 2 SP:Iteration 25Q (80.910278 sec): 3 clusters Score: Raw -95156.519454 + Penalty 1819.546929 = -93336.972525 nChanged 2 SP:Iteration 26Q (80.912989 sec): 3 clusters Score: Raw -95156.212504 + Penalty 1820.770559 = -93335.441945 nChanged 1 SP:Iteration 27F (80.916325 sec): 3 clusters Score: Raw -95156.971437 + Penalty 1819.834696 = -93337.136741 nChanged 2 SP:Iteration 28Q (80.919037 sec): 3 clusters Score: Raw -95156.935400 + Penalty 1820.922190 = -93336.013210 nChanged 1 SP:Iteration 29F (80.922349 sec): 3 clusters Score: Raw -95157.816409 + Penalty 1820.922190 = -93336.894219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 17 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.929873 sec): 2 clusters Score: Raw -12792.250755 + Penalty 660.442707 = -12131.808048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.930611 sec): 3 clusters Score: Raw -12722.396592 + Penalty 1321.578812 = -11400.817779 nChanged 69 SP:Iteration 1F (80.931317 sec): 3 clusters Score: Raw -12802.054782 + Penalty 1326.044270 = -11476.010512 nChanged 19 SP:Iteration 2F (80.932023 sec): 3 clusters Score: Raw -12836.524741 + Penalty 1329.539758 = -11506.984983 nChanged 15 SP:Iteration 3F (80.932725 sec): 3 clusters Score: Raw -12880.368617 + Penalty 1333.460174 = -11546.908443 nChanged 15 SP:Iteration 4F (80.933432 sec): 3 clusters Score: Raw -12911.464020 + Penalty 1334.263662 = -11577.200357 nChanged 5 SP:Iteration 5Q (80.934106 sec): 3 clusters Score: Raw -12916.985432 + Penalty 1334.833506 = -11582.151926 nChanged 2 SP:Iteration 6Q (80.934776 sec): 3 clusters Score: Raw -12918.116397 + Penalty 1335.942301 = -11582.174097 nChanged 2 SP:Iteration 7Q (80.935447 sec): 3 clusters Score: Raw -12921.041168 + Penalty 1338.941539 = -11582.099630 nChanged 4 SP:Iteration 8F (80.936148 sec): 3 clusters Score: Raw -12927.030763 + Penalty 1341.508799 = -11585.521964 nChanged 2 SP:Iteration 9Q (80.936818 sec): 3 clusters Score: Raw -12928.132999 + Penalty 1341.539094 = -11586.593905 nChanged 1 SP:Iteration 10F (80.937519 sec): 3 clusters Score: Raw -12929.116189 + Penalty 1341.990552 = -11587.125637 nChanged 1 SP:Iteration 11Q (80.938190 sec): 3 clusters Score: Raw -12929.863140 + Penalty 1342.022806 = -11587.840334 nChanged 2 SP:Iteration 12Q (80.938861 sec): 3 clusters Score: Raw -12933.160594 + Penalty 1342.885406 = -11590.275188 nChanged 1 SP:Iteration 13Q (80.939562 sec): 3 clusters Score: Raw -12936.666569 + Penalty 1345.133738 = -11591.532830 nChanged 2 SP:Iteration 14Q (80.940229 sec): 3 clusters Score: Raw -12941.224163 + Penalty 1348.994077 = -11592.230086 nChanged 3 SP:Iteration 15Q (80.940895 sec): 3 clusters Score: Raw -12944.325326 + Penalty 1350.710535 = -11593.614791 nChanged 2 SP:Iteration 16Q (80.941565 sec): 3 clusters Score: Raw -12946.106544 + Penalty 1352.431034 = -11593.675510 nChanged 1 SP:Iteration 17Q (80.942230 sec): 3 clusters Score: Raw -12947.829202 + Penalty 1353.027491 = -11594.801710 nChanged 1 SP:Iteration 18Q (80.942893 sec): 3 clusters Score: Raw -12948.657666 + Penalty 1354.782953 = -11593.874713 nChanged 1 SP:Iteration 19F (80.943596 sec): 3 clusters Score: Raw -12949.706241 + Penalty 1355.988260 = -11593.717981 nChanged 1 SP:Iteration 20F (80.944298 sec): 3 clusters Score: Raw -12951.435722 + Penalty 1356.329949 = -11595.105773 nChanged 1 SP:Iteration 21Q (80.944961 sec): 3 clusters Score: Raw -12954.405240 + Penalty 1356.329949 = -11598.075292 nChanged 0 SP:Iteration 22F (80.945663 sec): 3 clusters Score: Raw -12954.405240 + Penalty 1356.329949 = -11598.075292 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 18 (572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.948771 sec): 2 clusters Score: Raw -24665.471016 + Penalty 598.980256 = -24066.490760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.949977 sec): 3 clusters Score: Raw -24422.386540 + Penalty 1226.955959 = -23195.430581 nChanged 204 SP:Iteration 1F (80.951167 sec): 3 clusters Score: Raw -24626.999017 + Penalty 1271.642504 = -23355.356513 nChanged 64 SP:Iteration 2F (80.952355 sec): 3 clusters Score: Raw -24719.752819 + Penalty 1305.301150 = -23414.451669 nChanged 42 SP:Iteration 3F (80.953549 sec): 3 clusters Score: Raw -24776.544391 + Penalty 1331.826111 = -23444.718280 nChanged 28 SP:Iteration 4Q (80.954729 sec): 3 clusters Score: Raw -24818.501999 + Penalty 1342.262568 = -23476.239430 nChanged 12 SP:Iteration 5Q (80.955891 sec): 3 clusters Score: Raw -24829.819560 + Penalty 1345.111003 = -23484.708557 nChanged 3 SP:Iteration 6Q (80.957037 sec): 3 clusters Score: Raw -24833.653445 + Penalty 1347.297822 = -23486.355624 nChanged 1 SP:Iteration 7Q (80.958174 sec): 3 clusters Score: Raw -24835.433411 + Penalty 1352.633223 = -23482.800188 nChanged 3 SP:Iteration 8F (80.959362 sec): 3 clusters Score: Raw -24839.519913 + Penalty 1352.470260 = -23487.049653 nChanged 1 SP:Iteration 9Q (80.960485 sec): 3 clusters Score: Raw -24840.099496 + Penalty 1352.470260 = -23487.629236 nChanged 0 SP:Iteration 10F (80.961672 sec): 3 clusters Score: Raw -24840.099496 + Penalty 1352.470260 = -23487.629236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 19 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.963613 sec): 2 clusters Score: Raw -11561.351988 + Penalty 839.943998 = -10721.407990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.964265 sec): 3 clusters Score: Raw -11437.040830 + Penalty 1677.898781 = -9759.142050 nChanged 46 SP:Iteration 1F (80.964895 sec): 3 clusters Score: Raw -11523.539715 + Penalty 1677.101573 = -9846.438142 nChanged 14 SP:Iteration 2F (80.965524 sec): 3 clusters Score: Raw -11560.533872 + Penalty 1675.684522 = -9884.849350 nChanged 12 SP:Iteration 3Q (80.966122 sec): 3 clusters Score: Raw -11595.657717 + Penalty 1676.202942 = -9919.454776 nChanged 3 SP:Iteration 4Q (80.966711 sec): 3 clusters Score: Raw -11600.980994 + Penalty 1675.841969 = -9925.139025 nChanged 1 SP:Iteration 5Q (80.967303 sec): 3 clusters Score: Raw -11605.474057 + Penalty 1675.841969 = -9929.632087 nChanged 0 SP:Iteration 6F (80.967978 sec): 3 clusters Score: Raw -11605.474057 + Penalty 1675.841969 = -9929.632087 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 31 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.969432 sec): 2 clusters Score: Raw -9749.339190 + Penalty 179.804776 = -9569.534413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.970041 sec): 3 clusters Score: Raw -9635.444519 + Penalty 360.379487 = -9275.065032 nChanged 70 SP:Iteration 1F (80.970640 sec): 3 clusters Score: Raw -9672.252783 + Penalty 365.335020 = -9306.917763 nChanged 28 SP:Iteration 2F (80.971237 sec): 3 clusters Score: Raw -9690.772352 + Penalty 369.315722 = -9321.456630 nChanged 12 SP:Iteration 3F (80.971833 sec): 3 clusters Score: Raw -9699.109239 + Penalty 386.144147 = -9312.965092 nChanged 17 SP:Iteration 4F (80.972442 sec): 3 clusters Score: Raw -9713.011067 + Penalty 425.227564 = -9287.783503 nChanged 21 SP:Iteration 5F (80.973025 sec): 3 clusters Score: Raw -9736.895109 + Penalty 459.152832 = -9277.742276 nChanged 12 SP:Iteration 6F (80.973604 sec): 3 clusters Score: Raw -9750.271532 + Penalty 488.999041 = -9261.272491 nChanged 4 SP:Iteration 7F (80.974201 sec): 3 clusters Score: Raw -9752.647837 + Penalty 498.849883 = -9253.797954 nChanged 1 SP:Iteration 8F (80.974798 sec): 3 clusters Score: Raw -9753.453846 + Penalty 500.805473 = -9252.648374 nChanged 1 SP:Iteration 9F (80.975397 sec): 3 clusters Score: Raw -9754.878613 + Penalty 503.824199 = -9251.054414 nChanged 1 SP:Iteration 10F (80.975993 sec): 3 clusters Score: Raw -9756.412106 + Penalty 503.824199 = -9252.587908 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 33 (1363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.980777 sec): 2 clusters Score: Raw -63492.271262 + Penalty 767.616809 = -62724.654453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.983435 sec): 3 clusters Score: Raw -62724.011763 + Penalty 1532.679191 = -61191.332571 nChanged 511 SP:Iteration 1F (80.986009 sec): 3 clusters Score: Raw -63016.985292 + Penalty 1525.632009 = -61491.353283 nChanged 185 SP:Iteration 2F (80.988579 sec): 3 clusters Score: Raw -63195.756890 + Penalty 1514.713435 = -61681.043455 nChanged 131 SP:Iteration 3F (80.991089 sec): 3 clusters Score: Raw -63310.315965 + Penalty 1506.978083 = -61803.337882 nChanged 81 SP:Iteration 4F (80.993598 sec): 3 clusters Score: Raw -63376.703824 + Penalty 1509.051603 = -61867.652221 nChanged 62 SP:Iteration 5Q (80.996076 sec): 3 clusters Score: Raw -63427.968018 + Penalty 1517.649576 = -61910.318443 nChanged 47 SP:Iteration 6Q (80.998528 sec): 3 clusters Score: Raw -63468.737529 + Penalty 1528.552872 = -61940.184657 nChanged 32 SP:Iteration 7Q (81.000948 sec): 3 clusters Score: Raw -63494.347340 + Penalty 1534.818825 = -61959.528515 nChanged 23 SP:Iteration 8Q (81.003343 sec): 3 clusters Score: Raw -63510.181672 + Penalty 1542.264319 = -61967.917353 nChanged 19 SP:Iteration 9Q (81.005719 sec): 3 clusters Score: Raw -63528.098419 + Penalty 1547.880956 = -61980.217462 nChanged 17 SP:Iteration 10F (81.008216 sec): 3 clusters Score: Raw -63539.864876 + Penalty 1554.604677 = -61985.260199 nChanged 14 SP:Iteration 11Q (81.010549 sec): 3 clusters Score: Raw -63548.165540 + Penalty 1556.718340 = -61991.447200 nChanged 13 SP:Iteration 12Q (81.012869 sec): 3 clusters Score: Raw -63558.566624 + Penalty 1565.035059 = -61993.531565 nChanged 15 SP:Iteration 13Q (81.015165 sec): 3 clusters Score: Raw -63573.582896 + Penalty 1581.663967 = -61991.918929 nChanged 15 SP:Iteration 14F (81.017663 sec): 3 clusters Score: Raw -63585.512242 + Penalty 1591.166438 = -61994.345803 nChanged 10 SP:Iteration 15Q (81.019932 sec): 3 clusters Score: Raw -63597.413720 + Penalty 1606.139809 = -61991.273911 nChanged 11 SP:Iteration 16F (81.022428 sec): 3 clusters Score: Raw -63605.424118 + Penalty 1610.111700 = -61995.312417 nChanged 6 SP:Iteration 17Q (81.024642 sec): 3 clusters Score: Raw -63608.230156 + Penalty 1614.005488 = -61994.224668 nChanged 3 SP:Iteration 18F (81.027139 sec): 3 clusters Score: Raw -63611.209778 + Penalty 1615.447572 = -61995.762206 nChanged 1 SP:Iteration 19Q (81.029361 sec): 3 clusters Score: Raw -63611.494149 + Penalty 1615.447572 = -61996.046577 nChanged 0 SP:Iteration 20F (81.031867 sec): 3 clusters Score: Raw -63611.494149 + Penalty 1615.447572 = -61996.046577 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 35 (679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.034814 sec): 2 clusters Score: Raw -33971.428074 + Penalty 893.496066 = -33077.932008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.036207 sec): 3 clusters Score: Raw -33531.607938 + Penalty 1801.201486 = -31730.406451 nChanged 219 SP:Iteration 1F (81.037577 sec): 3 clusters Score: Raw -33791.286766 + Penalty 1825.543892 = -31965.742875 nChanged 88 SP:Iteration 2F (81.038949 sec): 3 clusters Score: Raw -33983.392345 + Penalty 1839.486702 = -32143.905643 nChanged 48 SP:Iteration 3F (81.040318 sec): 3 clusters Score: Raw -34078.981413 + Penalty 1845.954257 = -32233.027156 nChanged 24 SP:Iteration 4Q (81.041579 sec): 3 clusters Score: Raw -34127.215298 + Penalty 1846.520305 = -32280.694993 nChanged 10 SP:Iteration 5Q (81.042823 sec): 3 clusters Score: Raw -34141.284041 + Penalty 1846.830629 = -32294.453412 nChanged 4 SP:Iteration 6Q (81.044081 sec): 3 clusters Score: Raw -34144.668687 + Penalty 1847.320570 = -32297.348117 nChanged 1 SP:Iteration 7Q (81.045322 sec): 3 clusters Score: Raw -34145.940429 + Penalty 1847.320570 = -32298.619859 nChanged 0 SP:Iteration 8F (81.046687 sec): 3 clusters Score: Raw -34145.940429 + Penalty 1847.320570 = -32298.619859 nChanged 0 Memory request: 0.02 GB would take us to total of 0.31 GB. Trying to split cluster 40 (3229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.061863 sec): 2 clusters Score: Raw -160305.528253 + Penalty 211.437567 = -160094.090685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.067763 sec): 3 clusters Score: Raw -158018.418673 + Penalty 423.032378 = -157595.386295 nChanged 1504 SP:Iteration 1F (81.073569 sec): 3 clusters Score: Raw -158875.237701 + Penalty 424.112168 = -158451.125533 nChanged 326 SP:Iteration 2F (81.079314 sec): 3 clusters Score: Raw -159080.706718 + Penalty 431.108566 = -158649.598152 nChanged 365 SP:Iteration 3F (81.085068 sec): 3 clusters Score: Raw -159393.334877 + Penalty 441.264212 = -158952.070666 nChanged 347 SP:Iteration 4F (81.090818 sec): 3 clusters Score: Raw -159631.648141 + Penalty 448.747396 = -159182.900745 nChanged 233 SP:Iteration 5F (81.096543 sec): 3 clusters Score: Raw -159747.656558 + Penalty 453.516034 = -159294.140524 nChanged 148 SP:Iteration 6Q (81.102218 sec): 3 clusters Score: Raw -159797.745070 + Penalty 453.238436 = -159344.506634 nChanged 85 SP:Iteration 7Q (81.107899 sec): 3 clusters Score: Raw -159823.642528 + Penalty 453.881108 = -159369.761420 nChanged 66 SP:Iteration 8Q (81.113593 sec): 3 clusters Score: Raw -159847.709497 + Penalty 456.000777 = -159391.708720 nChanged 52 SP:Iteration 9Q (81.119263 sec): 3 clusters Score: Raw -159874.952007 + Penalty 457.182326 = -159417.769681 nChanged 43 SP:Iteration 10F (81.125205 sec): 3 clusters Score: Raw -159900.625513 + Penalty 458.563634 = -159442.061878 nChanged 35 SP:Iteration 11Q (81.131114 sec): 3 clusters Score: Raw -159945.917631 + Penalty 460.813503 = -159485.104128 nChanged 56 SP:Iteration 12Q (81.136804 sec): 3 clusters Score: Raw -160016.944013 + Penalty 461.713558 = -159555.230455 nChanged 59 SP:Iteration 13Q (81.142330 sec): 3 clusters Score: Raw -160040.442099 + Penalty 461.597761 = -159578.844338 nChanged 33 SP:Iteration 14Q (81.147744 sec): 3 clusters Score: Raw -160044.687116 + Penalty 464.390608 = -159580.296508 nChanged 30 SP:Iteration 15Q (81.153064 sec): 3 clusters Score: Raw -160046.482014 + Penalty 465.863344 = -159580.618671 nChanged 28 SP:Iteration 16Q (81.158331 sec): 3 clusters Score: Raw -160046.464329 + Penalty 467.046971 = -159579.417358 nChanged 25 SP:Iteration 17F (81.164078 sec): 3 clusters Score: Raw -160046.167849 + Penalty 469.321002 = -159576.846847 nChanged 27 SP:Iteration 18F (81.169816 sec): 3 clusters Score: Raw -160046.181163 + Penalty 468.381192 = -159577.799972 nChanged 31 SP:Iteration 19Q (81.175088 sec): 3 clusters Score: Raw -160047.851024 + Penalty 470.362971 = -159577.488053 nChanged 38 SP:Iteration 20F (81.180792 sec): 3 clusters Score: Raw -160053.144559 + Penalty 469.333170 = -159583.811389 nChanged 42 SP:Iteration 21Q (81.185957 sec): 3 clusters Score: Raw -160062.793595 + Penalty 470.636890 = -159592.156705 nChanged 52 SP:Iteration 22Q (81.191095 sec): 3 clusters Score: Raw -160076.805297 + Penalty 471.524287 = -159605.281009 nChanged 64 SP:Iteration 23Q (81.196183 sec): 3 clusters Score: Raw -160098.413461 + Penalty 468.628168 = -159629.785293 nChanged 64 SP:Iteration 24Q (81.201181 sec): 3 clusters Score: Raw -160125.011817 + Penalty 467.272151 = -159657.739666 nChanged 55 SP:Iteration 25Q (81.206105 sec): 3 clusters Score: Raw -160141.112748 + Penalty 462.608186 = -159678.504563 nChanged 43 SP:Iteration 26Q (81.210954 sec): 3 clusters Score: Raw -160150.868981 + Penalty 460.768563 = -159690.100418 nChanged 36 SP:Iteration 27Q (81.215752 sec): 3 clusters Score: Raw -160153.798017 + Penalty 463.287975 = -159690.510042 nChanged 28 SP:Iteration 28Q (81.220512 sec): 3 clusters Score: Raw -160156.728882 + Penalty 461.500539 = -159695.228343 nChanged 28 SP:Iteration 29Q (81.225272 sec): 3 clusters Score: Raw -160160.103112 + Penalty 461.025497 = -159699.077615 nChanged 34 SP:Iteration 30F (81.230977 sec): 3 clusters Score: Raw -160161.304740 + Penalty 463.306406 = -159697.998334 nChanged 27 SP:Iteration 31F (81.236683 sec): 3 clusters Score: Raw -160161.874510 + Penalty 464.954921 = -159696.919589 nChanged 29 SP:Iteration 32F (81.242385 sec): 3 clusters Score: Raw -160160.882370 + Penalty 462.385696 = -159698.496673 nChanged 30 SP:Iteration 33Q (81.247039 sec): 3 clusters Score: Raw -160162.763193 + Penalty 461.710491 = -159701.052702 nChanged 31 SP:Iteration 34Q (81.251632 sec): 3 clusters Score: Raw -160169.395578 + Penalty 476.162421 = -159693.233157 nChanged 51 SP:Iteration 35F (81.257345 sec): 3 clusters Score: Raw -160216.008202 + Penalty 512.723158 = -159703.285044 nChanged 58 SP:Iteration 36Q (81.261875 sec): 3 clusters Score: Raw -160282.636636 + Penalty 1019.349138 = -159263.287498 nChanged 23 SP:Iteration 37F (81.267578 sec): 3 clusters Score: Raw -160303.403671 + Penalty 211.437567 = -160091.966104 nChanged 1 SP:Iteration 38Q (81.271969 sec): 2 clusters Score: Raw -160305.528253 + Penalty 211.437567 = -160094.090685 nChanged 0 SP:Iteration 39F (81.276460 sec): 2 clusters Score: Raw -160305.528253 + Penalty 211.437567 = -160094.090685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 55 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.280028 sec): 2 clusters Score: Raw -5135.113761 + Penalty 90.138791 = -5044.974969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.280508 sec): 3 clusters Score: Raw -5100.213168 + Penalty 193.549803 = -4906.663365 nChanged 44 SP:Iteration 1F (81.280920 sec): 3 clusters Score: Raw -5177.761636 + Penalty 204.440271 = -4973.321365 nChanged 10 SP:Iteration 2F (81.281343 sec): 3 clusters Score: Raw -5194.397826 + Penalty 205.307088 = -4989.090738 nChanged 1 SP:Iteration 3Q (81.281739 sec): 3 clusters Score: Raw -5194.709653 + Penalty 205.307088 = -4989.402565 nChanged 0 SP:Iteration 4F (81.282166 sec): 3 clusters Score: Raw -5194.709653 + Penalty 205.307088 = -4989.402565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 65 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.284239 sec): 2 clusters Score: Raw -12431.310667 + Penalty 492.034644 = -11939.276023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.285070 sec): 3 clusters Score: Raw -12314.561545 + Penalty 979.672070 = -11334.889475 nChanged 92 SP:Iteration 1F (81.285894 sec): 3 clusters Score: Raw -12400.020525 + Penalty 981.119244 = -11418.901281 nChanged 38 SP:Iteration 2F (81.286685 sec): 3 clusters Score: Raw -12456.719099 + Penalty 978.995235 = -11477.723864 nChanged 27 SP:Iteration 3F (81.287475 sec): 3 clusters Score: Raw -12487.718726 + Penalty 985.878686 = -11501.840040 nChanged 10 SP:Iteration 4Q (81.288264 sec): 3 clusters Score: Raw -12500.407284 + Penalty 977.240947 = -11523.166337 nChanged 10 SP:Iteration 5Q (81.289033 sec): 3 clusters Score: Raw -12515.189198 + Penalty 980.085377 = -11535.103822 nChanged 4 SP:Iteration 6Q (81.289794 sec): 3 clusters Score: Raw -12520.985870 + Penalty 979.701420 = -11541.284449 nChanged 6 SP:Iteration 7Q (81.290553 sec): 3 clusters Score: Raw -12526.854049 + Penalty 980.116112 = -11546.737937 nChanged 6 SP:Iteration 8Q (81.291308 sec): 3 clusters Score: Raw -12532.321903 + Penalty 989.208870 = -11543.113033 nChanged 5 SP:Iteration 9F (81.292096 sec): 3 clusters Score: Raw -12536.562246 + Penalty 995.359208 = -11541.203037 nChanged 3 SP:Iteration 10F (81.292884 sec): 3 clusters Score: Raw -12538.573703 + Penalty 999.020637 = -11539.553066 nChanged 1 SP:Iteration 11F (81.293682 sec): 3 clusters Score: Raw -12539.029500 + Penalty 1001.799533 = -11537.229967 nChanged 1 SP:Iteration 12F (81.294471 sec): 3 clusters Score: Raw -12539.257072 + Penalty 1007.211369 = -11532.045703 nChanged 1 SP:Iteration 13F (81.295258 sec): 3 clusters Score: Raw -12539.949504 + Penalty 1010.272940 = -11529.676564 nChanged 2 SP:Iteration 14F (81.296050 sec): 3 clusters Score: Raw -12543.637028 + Penalty 1017.501621 = -11526.135407 nChanged 2 SP:Iteration 15F (81.296837 sec): 3 clusters Score: Raw -12544.657636 + Penalty 1020.431188 = -11524.226449 nChanged 1 SP:Iteration 16F (81.297625 sec): 3 clusters Score: Raw -12548.482134 + Penalty 1018.963612 = -11529.518522 nChanged 2 SP:Iteration 17Q (81.298357 sec): 3 clusters Score: Raw -12550.664795 + Penalty 1023.209021 = -11527.455773 nChanged 2 SP:Iteration 18F (81.299145 sec): 3 clusters Score: Raw -12552.450835 + Penalty 1034.657272 = -11517.793563 nChanged 2 SP:Iteration 19F (81.299934 sec): 3 clusters Score: Raw -12554.672200 + Penalty 1030.905505 = -11523.766695 nChanged 1 SP:Iteration 20F (81.300723 sec): 3 clusters Score: Raw -12556.343109 + Penalty 1030.905505 = -11525.437604 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 72 (1941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.307806 sec): 2 clusters Score: Raw -107074.304533 + Penalty 1115.655352 = -105958.649181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.311473 sec): 3 clusters Score: Raw -105895.175560 + Penalty 2231.759514 = -103663.416045 nChanged 713 SP:Iteration 1F (81.315042 sec): 3 clusters Score: Raw -106525.549718 + Penalty 2233.127963 = -104292.421755 nChanged 222 SP:Iteration 2F (81.318561 sec): 3 clusters Score: Raw -106790.107195 + Penalty 2233.478370 = -104556.628825 nChanged 137 SP:Iteration 3F (81.322102 sec): 3 clusters Score: Raw -106926.893410 + Penalty 2233.745540 = -104693.147870 nChanged 92 SP:Iteration 4Q (81.325556 sec): 3 clusters Score: Raw -107011.950963 + Penalty 2233.761946 = -104778.189016 nChanged 74 SP:Iteration 5Q (81.328988 sec): 3 clusters Score: Raw -107091.603741 + Penalty 2233.837433 = -104857.766308 nChanged 65 SP:Iteration 6Q (81.332397 sec): 3 clusters Score: Raw -107180.941718 + Penalty 2233.338235 = -104947.603483 nChanged 64 SP:Iteration 7Q (81.335784 sec): 3 clusters Score: Raw -107245.282912 + Penalty 2232.811317 = -105012.471595 nChanged 56 SP:Iteration 8Q (81.339158 sec): 3 clusters Score: Raw -107293.393831 + Penalty 2231.547382 = -105061.846449 nChanged 42 SP:Iteration 9Q (81.342493 sec): 3 clusters Score: Raw -107327.829497 + Penalty 2230.435028 = -105097.394469 nChanged 42 SP:Iteration 10F (81.346003 sec): 3 clusters Score: Raw -107359.681348 + Penalty 2229.577008 = -105130.104339 nChanged 34 SP:Iteration 11Q (81.349369 sec): 3 clusters Score: Raw -107382.972131 + Penalty 2228.733340 = -105154.238791 nChanged 26 SP:Iteration 12Q (81.352669 sec): 3 clusters Score: Raw -107402.695965 + Penalty 2228.119667 = -105174.576298 nChanged 19 SP:Iteration 13Q (81.355967 sec): 3 clusters Score: Raw -107418.840765 + Penalty 2227.295730 = -105191.545034 nChanged 23 SP:Iteration 14Q (81.359253 sec): 3 clusters Score: Raw -107435.109772 + Penalty 2226.686768 = -105208.423004 nChanged 22 SP:Iteration 15Q (81.362530 sec): 3 clusters Score: Raw -107448.847719 + Penalty 2226.180888 = -105222.666831 nChanged 22 SP:Iteration 16Q (81.365805 sec): 3 clusters Score: Raw -107461.045414 + Penalty 2225.957219 = -105235.088195 nChanged 17 SP:Iteration 17Q (81.369072 sec): 3 clusters Score: Raw -107470.123924 + Penalty 2225.642872 = -105244.481051 nChanged 19 SP:Iteration 18Q (81.372342 sec): 3 clusters Score: Raw -107480.553876 + Penalty 2225.520563 = -105255.033313 nChanged 18 SP:Iteration 19Q (81.375658 sec): 3 clusters Score: Raw -107489.248320 + Penalty 2225.583554 = -105263.664766 nChanged 20 SP:Iteration 20F (81.379190 sec): 3 clusters Score: Raw -107498.515551 + Penalty 2225.763416 = -105272.752135 nChanged 15 SP:Iteration 21Q (81.382462 sec): 3 clusters Score: Raw -107506.082326 + Penalty 2226.193520 = -105279.888806 nChanged 14 SP:Iteration 22Q (81.385737 sec): 3 clusters Score: Raw -107512.463605 + Penalty 2226.201401 = -105286.262203 nChanged 11 SP:Iteration 23Q (81.389006 sec): 3 clusters Score: Raw -107515.967037 + Penalty 2226.466568 = -105289.500468 nChanged 6 SP:Iteration 24Q (81.392268 sec): 3 clusters Score: Raw -107518.211501 + Penalty 2226.631711 = -105291.579790 nChanged 8 SP:Iteration 25Q (81.395570 sec): 3 clusters Score: Raw -107521.890334 + Penalty 2226.846225 = -105295.044109 nChanged 10 SP:Iteration 26Q (81.398928 sec): 3 clusters Score: Raw -107525.382708 + Penalty 2227.086441 = -105298.296268 nChanged 6 SP:Iteration 27Q (81.402206 sec): 3 clusters Score: Raw -107527.112459 + Penalty 2227.310255 = -105299.802204 nChanged 7 SP:Iteration 28Q (81.405471 sec): 3 clusters Score: Raw -107529.154638 + Penalty 2227.523359 = -105301.631279 nChanged 4 SP:Iteration 29Q (81.408734 sec): 3 clusters Score: Raw -107530.412232 + Penalty 2227.723531 = -105302.688701 nChanged 4 SP:Iteration 30F (81.412233 sec): 3 clusters Score: Raw -107531.260076 + Penalty 2227.723531 = -105303.536545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 88 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.415019 sec): 2 clusters Score: Raw -7032.349189 + Penalty 379.303553 = -6653.045636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.415600 sec): 3 clusters Score: Raw -7006.469822 + Penalty 755.043758 = -6251.426064 nChanged 44 SP:Iteration 1F (81.416172 sec): 3 clusters Score: Raw -7069.202185 + Penalty 755.284949 = -6313.917236 nChanged 12 SP:Iteration 2F (81.416740 sec): 3 clusters Score: Raw -7084.579039 + Penalty 755.120868 = -6329.458171 nChanged 8 SP:Iteration 3Q (81.417296 sec): 3 clusters Score: Raw -7096.843631 + Penalty 751.656586 = -6345.187045 nChanged 8 SP:Iteration 4Q (81.417847 sec): 3 clusters Score: Raw -7109.210816 + Penalty 752.656149 = -6356.554667 nChanged 5 SP:Iteration 5Q (81.418394 sec): 3 clusters Score: Raw -7129.290519 + Penalty 753.265730 = -6376.024788 nChanged 2 SP:Iteration 6Q (81.418934 sec): 3 clusters Score: Raw -7133.799210 + Penalty 754.765172 = -6379.034038 nChanged 1 SP:Iteration 7Q (81.419473 sec): 3 clusters Score: Raw -7134.383907 + Penalty 754.765172 = -6379.618735 nChanged 0 SP:Iteration 8F (81.420038 sec): 3 clusters Score: Raw -7134.383907 + Penalty 754.765172 = -6379.618735 nChanged 0 Iteration 219F (81.748533 sec): 20 clusters Score: Raw -1325145.149779 + Penalty 17689.918441 = -1307455.231338 nChanged 9 Iteration 220F (82.058963 sec): 20 clusters Score: Raw -1325145.884292 + Penalty 17691.397920 = -1307454.486372 nChanged 5 Iteration 221F (82.370394 sec): 20 clusters Score: Raw -1325147.001415 + Penalty 17692.019525 = -1307454.981890 nChanged 5 Iteration 222Q (82.461316 sec): 20 clusters Score: Raw -1325148.354456 + Penalty 17691.988790 = -1307456.365666 nChanged 1 Iteration 223Q (82.552295 sec): 20 clusters Score: Raw -1325148.231053 + Penalty 17692.235089 = -1307455.995964 nChanged 1 Iteration 224F (82.862995 sec): 20 clusters Score: Raw -1325147.974413 + Penalty 17692.828037 = -1307455.146376 nChanged 1 Iteration 225F (83.177973 sec): 20 clusters Score: Raw -1325148.512613 + Penalty 17692.828037 = -1307455.684576 nChanged 0 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.29 GB. Compute initial score before splitting: Score: Raw -1325148.512613 + Penalty 17692.828037 = -1307455.684576Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 1 (851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.243188 sec): 2 clusters Score: Raw -38421.392284 + Penalty 439.455648 = -37981.936636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.244873 sec): 3 clusters Score: Raw -37842.241057 + Penalty 898.428165 = -36943.812892 nChanged 308 SP:Iteration 1F (83.246521 sec): 3 clusters Score: Raw -38128.765574 + Penalty 958.201501 = -37170.564073 nChanged 131 SP:Iteration 2F (83.248168 sec): 3 clusters Score: Raw -38276.790884 + Penalty 1023.602610 = -37253.188275 nChanged 67 SP:Iteration 3F (83.249808 sec): 3 clusters Score: Raw -38367.452430 + Penalty 1065.780900 = -37301.671530 nChanged 44 SP:Iteration 4F (83.251497 sec): 3 clusters Score: Raw -38414.159062 + Penalty 1083.315751 = -37330.843310 nChanged 20 SP:Iteration 5Q (83.253050 sec): 3 clusters Score: Raw -38427.714989 + Penalty 1095.533784 = -37332.181205 nChanged 16 SP:Iteration 6Q (83.254559 sec): 3 clusters Score: Raw -38436.432345 + Penalty 1104.877847 = -37331.554498 nChanged 10 SP:Iteration 7F (83.256199 sec): 3 clusters Score: Raw -38443.146367 + Penalty 1101.624677 = -37341.521690 nChanged 6 SP:Iteration 8Q (83.257671 sec): 3 clusters Score: Raw -38444.980489 + Penalty 1095.568208 = -37349.412281 nChanged 7 SP:Iteration 9Q (83.259180 sec): 3 clusters Score: Raw -38447.212909 + Penalty 1095.685349 = -37351.527560 nChanged 8 SP:Iteration 10F (83.260846 sec): 3 clusters Score: Raw -38449.750857 + Penalty 1096.580177 = -37353.170679 nChanged 2 SP:Iteration 11Q (83.262313 sec): 3 clusters Score: Raw -38450.609828 + Penalty 1095.323426 = -37355.286402 nChanged 3 SP:Iteration 12Q (83.263800 sec): 3 clusters Score: Raw -38452.009692 + Penalty 1096.363048 = -37355.646644 nChanged 5 SP:Iteration 13Q (83.265317 sec): 3 clusters Score: Raw -38454.207220 + Penalty 1091.986199 = -37362.221021 nChanged 3 SP:Iteration 14Q (83.266777 sec): 3 clusters Score: Raw -38454.670014 + Penalty 1091.986199 = -37362.683814 nChanged 0 SP:Iteration 15F (83.268426 sec): 3 clusters Score: Raw -38454.670014 + Penalty 1091.986199 = -37362.683814 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 2 (2231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.279386 sec): 2 clusters Score: Raw -100153.713306 + Penalty 583.163874 = -99570.549432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.283482 sec): 3 clusters Score: Raw -98825.917665 + Penalty 1169.763977 = -97656.153688 nChanged 943 SP:Iteration 1F (83.287505 sec): 3 clusters Score: Raw -99485.963354 + Penalty 1183.929063 = -98302.034292 nChanged 290 SP:Iteration 2F (83.291514 sec): 3 clusters Score: Raw -99693.610169 + Penalty 1202.574820 = -98491.035348 nChanged 199 SP:Iteration 3F (83.295538 sec): 3 clusters Score: Raw -99876.312877 + Penalty 1222.352189 = -98653.960688 nChanged 143 SP:Iteration 4F (83.299525 sec): 3 clusters Score: Raw -100000.368111 + Penalty 1234.083046 = -98766.285065 nChanged 83 SP:Iteration 5Q (83.303505 sec): 3 clusters Score: Raw -100074.904436 + Penalty 1249.478589 = -98825.425847 nChanged 63 SP:Iteration 6Q (83.307431 sec): 3 clusters Score: Raw -100132.315935 + Penalty 1256.231529 = -98876.084405 nChanged 33 SP:Iteration 7Q (83.311257 sec): 3 clusters Score: Raw -100154.985682 + Penalty 1267.281941 = -98887.703742 nChanged 32 SP:Iteration 8Q (83.314971 sec): 3 clusters Score: Raw -100174.223962 + Penalty 1269.221304 = -98905.002658 nChanged 18 SP:Iteration 9Q (83.318614 sec): 3 clusters Score: Raw -100185.355881 + Penalty 1273.918689 = -98911.437192 nChanged 17 SP:Iteration 10F (83.322608 sec): 3 clusters Score: Raw -100196.953722 + Penalty 1279.826659 = -98917.127063 nChanged 10 SP:Iteration 11Q (83.326339 sec): 3 clusters Score: Raw -100203.006335 + Penalty 1287.515834 = -98915.490501 nChanged 8 SP:Iteration 12F (83.330480 sec): 3 clusters Score: Raw -100206.702443 + Penalty 1286.615846 = -98920.086597 nChanged 9 SP:Iteration 13Q (83.334134 sec): 3 clusters Score: Raw -100214.242132 + Penalty 1287.104911 = -98927.137221 nChanged 3 SP:Iteration 14Q (83.337676 sec): 3 clusters Score: Raw -100215.058812 + Penalty 1287.104911 = -98927.953901 nChanged 0 SP:Iteration 15F (83.341658 sec): 3 clusters Score: Raw -100215.058812 + Penalty 1287.104911 = -98927.953901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 6 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.344064 sec): 2 clusters Score: Raw -15889.454027 + Penalty 899.166467 = -14990.287560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.344797 sec): 3 clusters Score: Raw -15732.326583 + Penalty 1799.359775 = -13932.966808 nChanged 65 SP:Iteration 1F (83.345509 sec): 3 clusters Score: Raw -15830.569048 + Penalty 1800.031827 = -14030.537221 nChanged 14 SP:Iteration 2Q (83.346200 sec): 3 clusters Score: Raw -15857.672950 + Penalty 1800.321913 = -14057.351038 nChanged 10 SP:Iteration 3Q (83.346886 sec): 3 clusters Score: Raw -15873.355764 + Penalty 1800.014313 = -14073.341451 nChanged 8 SP:Iteration 4Q (83.347568 sec): 3 clusters Score: Raw -15889.179183 + Penalty 1799.893552 = -14089.285631 nChanged 5 SP:Iteration 5Q (83.348243 sec): 3 clusters Score: Raw -15895.894013 + Penalty 1799.688959 = -14096.205055 nChanged 4 SP:Iteration 6Q (83.348915 sec): 3 clusters Score: Raw -15899.700520 + Penalty 1799.811387 = -14099.889132 nChanged 5 SP:Iteration 7Q (83.349592 sec): 3 clusters Score: Raw -15905.484668 + Penalty 1800.891621 = -14104.593048 nChanged 6 SP:Iteration 8Q (83.350262 sec): 3 clusters Score: Raw -15913.836146 + Penalty 1801.276377 = -14112.559768 nChanged 9 SP:Iteration 9Q (83.350936 sec): 3 clusters Score: Raw -15925.822223 + Penalty 1801.445719 = -14124.376504 nChanged 7 SP:Iteration 10F (83.351646 sec): 3 clusters Score: Raw -15938.419666 + Penalty 1801.175701 = -14137.243965 nChanged 4 SP:Iteration 11Q (83.352306 sec): 3 clusters Score: Raw -15942.194024 + Penalty 1801.017832 = -14141.176192 nChanged 9 SP:Iteration 12Q (83.352964 sec): 3 clusters Score: Raw -15964.616170 + Penalty 1800.405359 = -14164.210811 nChanged 5 SP:Iteration 13Q (83.353611 sec): 3 clusters Score: Raw -15973.573181 + Penalty 1800.219797 = -14173.353384 nChanged 2 SP:Iteration 14Q (83.354255 sec): 3 clusters Score: Raw -15977.307784 + Penalty 1799.719118 = -14177.588666 nChanged 2 SP:Iteration 15Q (83.354894 sec): 3 clusters Score: Raw -15981.455674 + Penalty 1799.719118 = -14181.736556 nChanged 0 SP:Iteration 16F (83.355601 sec): 3 clusters Score: Raw -15981.455674 + Penalty 1799.719118 = -14181.736556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 7 (382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.358204 sec): 2 clusters Score: Raw -17824.860175 + Penalty 227.108649 = -17597.751527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.359105 sec): 3 clusters Score: Raw -17595.860244 + Penalty 458.045030 = -17137.815215 nChanged 151 SP:Iteration 1F (83.359962 sec): 3 clusters Score: Raw -17693.193802 + Penalty 464.342671 = -17228.851131 nChanged 36 SP:Iteration 2F (83.360860 sec): 3 clusters Score: Raw -17708.928108 + Penalty 470.474271 = -17238.453837 nChanged 20 SP:Iteration 3F (83.361718 sec): 3 clusters Score: Raw -17719.798726 + Penalty 475.271681 = -17244.527045 nChanged 22 SP:Iteration 4F (83.362575 sec): 3 clusters Score: Raw -17741.431015 + Penalty 485.914405 = -17255.516610 nChanged 33 SP:Iteration 5F (83.363435 sec): 3 clusters Score: Raw -17774.875569 + Penalty 488.131313 = -17286.744256 nChanged 24 SP:Iteration 6F (83.364298 sec): 3 clusters Score: Raw -17795.452429 + Penalty 484.658312 = -17310.794117 nChanged 11 SP:Iteration 7Q (83.365151 sec): 3 clusters Score: Raw -17803.201035 + Penalty 484.065580 = -17319.135455 nChanged 3 SP:Iteration 8Q (83.365989 sec): 3 clusters Score: Raw -17806.345550 + Penalty 485.015272 = -17321.330278 nChanged 5 SP:Iteration 9Q (83.366820 sec): 3 clusters Score: Raw -17810.778135 + Penalty 484.612658 = -17326.165477 nChanged 3 SP:Iteration 10F (83.367678 sec): 3 clusters Score: Raw -17812.831429 + Penalty 486.348722 = -17326.482707 nChanged 6 SP:Iteration 11Q (83.368502 sec): 3 clusters Score: Raw -17817.596296 + Penalty 489.459420 = -17328.136876 nChanged 5 SP:Iteration 12Q (83.369321 sec): 3 clusters Score: Raw -17820.869203 + Penalty 489.613787 = -17331.255416 nChanged 4 SP:Iteration 13Q (83.370136 sec): 3 clusters Score: Raw -17822.720877 + Penalty 491.689867 = -17331.031011 nChanged 3 SP:Iteration 14F (83.370993 sec): 3 clusters Score: Raw -17824.988240 + Penalty 487.418729 = -17337.569511 nChanged 3 SP:Iteration 15Q (83.371803 sec): 3 clusters Score: Raw -17827.520933 + Penalty 486.017938 = -17341.502996 nChanged 2 SP:Iteration 16Q (83.372609 sec): 3 clusters Score: Raw -17829.424608 + Penalty 486.102195 = -17343.322412 nChanged 2 SP:Iteration 17Q (83.373411 sec): 3 clusters Score: Raw -17830.313045 + Penalty 486.102195 = -17344.210850 nChanged 0 SP:Iteration 18F (83.374271 sec): 3 clusters Score: Raw -17830.313045 + Penalty 486.102195 = -17344.210850 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 8 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.376098 sec): 2 clusters Score: Raw -9312.667419 + Penalty 508.563441 = -8804.103978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.376707 sec): 3 clusters Score: Raw -9235.589063 + Penalty 1017.989344 = -8217.599719 nChanged 48 SP:Iteration 1F (83.377306 sec): 3 clusters Score: Raw -9287.724578 + Penalty 1015.109654 = -8272.614923 nChanged 25 SP:Iteration 2F (83.377904 sec): 3 clusters Score: Raw -9333.103975 + Penalty 1014.766488 = -8318.337487 nChanged 15 SP:Iteration 3F (83.378502 sec): 3 clusters Score: Raw -9357.941443 + Penalty 1014.881662 = -8343.059781 nChanged 20 SP:Iteration 4F (83.379100 sec): 3 clusters Score: Raw -9403.704130 + Penalty 1020.552383 = -8383.151747 nChanged 14 SP:Iteration 5F (83.379695 sec): 3 clusters Score: Raw -9424.800705 + Penalty 1024.078624 = -8400.722081 nChanged 6 SP:Iteration 6Q (83.380276 sec): 3 clusters Score: Raw -9429.736716 + Penalty 1023.168728 = -8406.567988 nChanged 5 SP:Iteration 7Q (83.380855 sec): 3 clusters Score: Raw -9435.875690 + Penalty 1021.744498 = -8414.131193 nChanged 4 SP:Iteration 8Q (83.381434 sec): 3 clusters Score: Raw -9442.533357 + Penalty 1020.565805 = -8421.967552 nChanged 2 SP:Iteration 9Q (83.382011 sec): 3 clusters Score: Raw -9445.144073 + Penalty 1022.589684 = -8422.554389 nChanged 1 SP:Iteration 10F (83.382605 sec): 3 clusters Score: Raw -9446.101433 + Penalty 1023.245171 = -8422.856262 nChanged 1 SP:Iteration 11Q (83.383181 sec): 3 clusters Score: Raw -9446.774332 + Penalty 1021.255561 = -8425.518771 nChanged 1 SP:Iteration 12Q (83.383759 sec): 3 clusters Score: Raw -9448.640434 + Penalty 1019.200746 = -8429.439688 nChanged 1 SP:Iteration 13Q (83.384335 sec): 3 clusters Score: Raw -9449.375821 + Penalty 1016.392475 = -8432.983345 nChanged 1 SP:Iteration 14Q (83.384912 sec): 3 clusters Score: Raw -9450.285180 + Penalty 1016.392475 = -8433.892705 nChanged 0 SP:Iteration 15F (83.385578 sec): 3 clusters Score: Raw -9450.285180 + Penalty 1016.392475 = -8433.892705 nChanged 0 Memory request: 0.07 GB would take us to total of 0.37 GB. Trying to split cluster 9 (15802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.458343 sec): 2 clusters Score: Raw -647914.986001 + Penalty 284.751239 = -647630.234762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.487540 sec): 3 clusters Score: Raw -637290.324294 + Penalty 573.476789 = -636716.847505 nChanged 7609 SP:Iteration 1F (83.516077 sec): 3 clusters Score: Raw -643496.370350 + Penalty 612.348528 = -642884.021822 nChanged 2619 SP:Iteration 2F (83.544670 sec): 3 clusters Score: Raw -646480.659363 + Penalty 600.961599 = -645879.697764 nChanged 919 SP:Iteration 3F (83.573133 sec): 3 clusters Score: Raw -647466.108430 + Penalty 568.271301 = -646897.837129 nChanged 302 SP:Iteration 4Q (83.600361 sec): 3 clusters Score: Raw -647824.779759 + Penalty 567.584905 = -647257.194854 nChanged 69 SP:Iteration 5Q (83.622931 sec): 3 clusters Score: Raw -647902.930603 + Penalty 558.131794 = -647344.798810 nChanged 22 SP:Iteration 6Q (83.645468 sec): 3 clusters Score: Raw -647912.722867 + Penalty 563.561273 = -647349.161594 nChanged 18 SP:Iteration 7Q (83.667582 sec): 3 clusters Score: Raw -647919.572831 + Penalty 569.485849 = -647350.086981 nChanged 15 SP:Iteration 8Q (83.689729 sec): 3 clusters Score: Raw -647925.983056 + Penalty 565.546962 = -647360.436095 nChanged 15 SP:Iteration 9Q (83.711812 sec): 3 clusters Score: Raw -647932.937309 + Penalty 590.097158 = -647342.840150 nChanged 14 SP:Iteration 10F (83.740520 sec): 3 clusters Score: Raw -647937.873530 + Penalty 579.196685 = -647358.676845 nChanged 7 SP:Iteration 11Q (83.762737 sec): 3 clusters Score: Raw -647939.738172 + Penalty 563.992345 = -647375.745828 nChanged 3 SP:Iteration 12Q (83.784808 sec): 3 clusters Score: Raw -647941.095545 + Penalty 564.496776 = -647376.598769 nChanged 1 SP:Iteration 13Q (83.806760 sec): 3 clusters Score: Raw -647941.086340 + Penalty 564.496776 = -647376.589564 nChanged 0 SP:Iteration 14F (83.835286 sec): 3 clusters Score: Raw -647941.086340 + Penalty 564.496776 = -647376.589564 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 10 (915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.849115 sec): 2 clusters Score: Raw -39855.467649 + Penalty 1000.528895 = -38854.938754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.850901 sec): 3 clusters Score: Raw -39356.498145 + Penalty 2004.777530 = -37351.720615 nChanged 320 SP:Iteration 1F (83.852655 sec): 3 clusters Score: Raw -39836.210908 + Penalty 2009.550191 = -37826.660717 nChanged 103 SP:Iteration 2F (83.854412 sec): 3 clusters Score: Raw -39996.013638 + Penalty 2021.161784 = -37974.851854 nChanged 62 SP:Iteration 3F (83.856161 sec): 3 clusters Score: Raw -40096.940002 + Penalty 2031.627926 = -38065.312076 nChanged 56 SP:Iteration 4F (83.857910 sec): 3 clusters Score: Raw -40211.844827 + Penalty 2046.667477 = -38165.177350 nChanged 41 SP:Iteration 5Q (83.859545 sec): 3 clusters Score: Raw -40288.318910 + Penalty 2055.601566 = -38232.717343 nChanged 25 SP:Iteration 6Q (83.861101 sec): 3 clusters Score: Raw -40331.273223 + Penalty 2062.279297 = -38268.993926 nChanged 19 SP:Iteration 7Q (83.862602 sec): 3 clusters Score: Raw -40356.642295 + Penalty 2066.558073 = -38290.084222 nChanged 11 SP:Iteration 8Q (83.864071 sec): 3 clusters Score: Raw -40374.871610 + Penalty 2070.873091 = -38303.998519 nChanged 6 SP:Iteration 9Q (83.865532 sec): 3 clusters Score: Raw -40384.658760 + Penalty 2070.743107 = -38313.915653 nChanged 1 SP:Iteration 10F (83.867278 sec): 3 clusters Score: Raw -40385.643329 + Penalty 2071.510771 = -38314.132558 nChanged 2 SP:Iteration 11Q (83.868839 sec): 3 clusters Score: Raw -40386.726877 + Penalty 2071.510771 = -38315.216106 nChanged 0 SP:Iteration 12F (83.870777 sec): 3 clusters Score: Raw -40386.726877 + Penalty 2071.510771 = -38315.216106 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 11 (1826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.880381 sec): 2 clusters Score: Raw -94941.225847 + Penalty 843.735022 = -94097.490824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.883784 sec): 3 clusters Score: Raw -93752.013201 + Penalty 1679.156907 = -92072.856294 nChanged 694 SP:Iteration 1F (83.887131 sec): 3 clusters Score: Raw -94325.010975 + Penalty 1665.556695 = -92659.454279 nChanged 267 SP:Iteration 2F (83.890465 sec): 3 clusters Score: Raw -94581.065355 + Penalty 1659.424046 = -92921.641308 nChanged 154 SP:Iteration 3F (83.893785 sec): 3 clusters Score: Raw -94708.753006 + Penalty 1659.901160 = -93048.851845 nChanged 98 SP:Iteration 4F (83.897101 sec): 3 clusters Score: Raw -94774.371557 + Penalty 1666.868834 = -93107.502723 nChanged 85 SP:Iteration 5Q (83.900349 sec): 3 clusters Score: Raw -94835.771055 + Penalty 1681.581539 = -93154.189516 nChanged 77 SP:Iteration 6Q (83.903558 sec): 3 clusters Score: Raw -94891.501742 + Penalty 1690.641779 = -93200.859964 nChanged 67 SP:Iteration 7Q (83.906709 sec): 3 clusters Score: Raw -94932.759029 + Penalty 1693.311838 = -93239.447191 nChanged 43 SP:Iteration 8Q (83.909740 sec): 3 clusters Score: Raw -94953.371377 + Penalty 1693.113661 = -93260.257717 nChanged 28 SP:Iteration 9Q (83.912634 sec): 3 clusters Score: Raw -94972.127405 + Penalty 1687.500448 = -93284.626957 nChanged 19 SP:Iteration 10F (83.915943 sec): 3 clusters Score: Raw -94985.567642 + Penalty 1684.032498 = -93301.535144 nChanged 8 SP:Iteration 11Q (83.918671 sec): 3 clusters Score: Raw -94991.708144 + Penalty 1677.416400 = -93314.291744 nChanged 6 SP:Iteration 12Q (83.921372 sec): 3 clusters Score: Raw -94996.684912 + Penalty 1670.764460 = -93325.920452 nChanged 4 SP:Iteration 13Q (83.924074 sec): 3 clusters Score: Raw -94999.792215 + Penalty 1669.742913 = -93330.049302 nChanged 1 SP:Iteration 14Q (83.926742 sec): 3 clusters Score: Raw -95000.254729 + Penalty 1668.364380 = -93331.890349 nChanged 3 SP:Iteration 15Q (83.929410 sec): 3 clusters Score: Raw -95001.523759 + Penalty 1669.995337 = -93331.528422 nChanged 3 SP:Iteration 16F (83.932712 sec): 3 clusters Score: Raw -95000.828855 + Penalty 1668.588151 = -93332.240704 nChanged 1 SP:Iteration 17Q (83.935696 sec): 3 clusters Score: Raw -95002.000238 + Penalty 1676.130609 = -93325.869629 nChanged 1 SP:Iteration 18F (83.939265 sec): 3 clusters Score: Raw -95003.542095 + Penalty 1679.439466 = -93324.102629 nChanged 1 SP:Iteration 19F (83.942875 sec): 3 clusters Score: Raw -95003.440670 + Penalty 1685.823013 = -93317.617657 nChanged 1 SP:Iteration 20F (83.946231 sec): 3 clusters Score: Raw -95003.467757 + Penalty 1686.783189 = -93316.684568 nChanged 1 SP:Iteration 21F (83.949540 sec): 3 clusters Score: Raw -95003.537670 + Penalty 1686.783189 = -93316.754482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 17 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.956849 sec): 2 clusters Score: Raw -12792.250755 + Penalty 660.442707 = -12131.808048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.957571 sec): 3 clusters Score: Raw -12705.226660 + Penalty 1321.541117 = -11383.685543 nChanged 66 SP:Iteration 1F (83.958289 sec): 3 clusters Score: Raw -12758.866303 + Penalty 1322.143559 = -11436.722744 nChanged 22 SP:Iteration 2F (83.958993 sec): 3 clusters Score: Raw -12787.750572 + Penalty 1324.357581 = -11463.392991 nChanged 16 SP:Iteration 3F (83.959699 sec): 3 clusters Score: Raw -12816.822810 + Penalty 1325.090131 = -11491.732679 nChanged 10 SP:Iteration 4Q (83.960389 sec): 3 clusters Score: Raw -12842.236441 + Penalty 1324.799262 = -11517.437178 nChanged 5 SP:Iteration 5Q (83.961073 sec): 3 clusters Score: Raw -12850.941694 + Penalty 1324.583423 = -11526.358271 nChanged 6 SP:Iteration 6Q (83.961758 sec): 3 clusters Score: Raw -12869.217668 + Penalty 1324.369732 = -11544.847935 nChanged 5 SP:Iteration 7Q (83.962469 sec): 3 clusters Score: Raw -12884.352928 + Penalty 1323.700445 = -11560.652483 nChanged 8 SP:Iteration 8Q (83.963143 sec): 3 clusters Score: Raw -12904.522801 + Penalty 1322.862424 = -11581.660378 nChanged 6 SP:Iteration 9Q (83.963817 sec): 3 clusters Score: Raw -12913.631175 + Penalty 1321.207607 = -11592.423569 nChanged 6 SP:Iteration 10F (83.964522 sec): 3 clusters Score: Raw -12921.378143 + Penalty 1319.420297 = -11601.957846 nChanged 6 SP:Iteration 11Q (83.965199 sec): 3 clusters Score: Raw -12927.963922 + Penalty 1318.226193 = -11609.737729 nChanged 6 SP:Iteration 12Q (83.965873 sec): 3 clusters Score: Raw -12932.793139 + Penalty 1318.070975 = -11614.722164 nChanged 3 SP:Iteration 13Q (83.966545 sec): 3 clusters Score: Raw -12936.053612 + Penalty 1318.070975 = -11617.982637 nChanged 0 SP:Iteration 14F (83.967246 sec): 3 clusters Score: Raw -12936.053612 + Penalty 1318.070975 = -11617.982637 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 18 (572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.970414 sec): 2 clusters Score: Raw -24665.471016 + Penalty 598.980256 = -24066.490760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.971713 sec): 3 clusters Score: Raw -24420.476856 + Penalty 1195.600740 = -23224.876116 nChanged 190 SP:Iteration 1F (83.972929 sec): 3 clusters Score: Raw -24540.546316 + Penalty 1195.592999 = -23344.953317 nChanged 38 SP:Iteration 2F (83.974131 sec): 3 clusters Score: Raw -24571.932556 + Penalty 1200.542773 = -23371.389783 nChanged 23 SP:Iteration 3Q (83.975322 sec): 3 clusters Score: Raw -24591.868390 + Penalty 1212.318496 = -23379.549895 nChanged 25 SP:Iteration 4Q (83.976509 sec): 3 clusters Score: Raw -24614.774588 + Penalty 1240.330873 = -23374.443715 nChanged 31 SP:Iteration 5F (83.977710 sec): 3 clusters Score: Raw -24646.914319 + Penalty 1268.399862 = -23378.514457 nChanged 27 SP:Iteration 6Q (83.978893 sec): 3 clusters Score: Raw -24677.167881 + Penalty 1297.364307 = -23379.803573 nChanged 20 SP:Iteration 7Q (83.980063 sec): 3 clusters Score: Raw -24699.670978 + Penalty 1326.926569 = -23372.744410 nChanged 10 SP:Iteration 8F (83.981263 sec): 3 clusters Score: Raw -24722.919428 + Penalty 1341.678512 = -23381.240917 nChanged 7 SP:Iteration 9Q (83.982374 sec): 3 clusters Score: Raw -24734.002117 + Penalty 1344.673114 = -23389.329003 nChanged 4 SP:Iteration 10F (83.983557 sec): 3 clusters Score: Raw -24739.206228 + Penalty 1356.535569 = -23382.670659 nChanged 4 SP:Iteration 11F (83.984770 sec): 3 clusters Score: Raw -24748.265135 + Penalty 1358.392556 = -23389.872579 nChanged 2 SP:Iteration 12Q (83.985840 sec): 3 clusters Score: Raw -24750.590052 + Penalty 1361.688931 = -23388.901121 nChanged 1 SP:Iteration 13F (83.987040 sec): 3 clusters Score: Raw -24752.790641 + Penalty 1361.688931 = -23391.101710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 19 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.988978 sec): 2 clusters Score: Raw -11561.351988 + Penalty 839.943998 = -10721.407990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.989615 sec): 3 clusters Score: Raw -11433.286853 + Penalty 1681.503766 = -9751.783087 nChanged 51 SP:Iteration 1F (83.990244 sec): 3 clusters Score: Raw -11516.117714 + Penalty 1685.249564 = -9830.868149 nChanged 20 SP:Iteration 2F (83.990870 sec): 3 clusters Score: Raw -11578.713213 + Penalty 1693.361087 = -9885.352126 nChanged 15 SP:Iteration 3F (83.991498 sec): 3 clusters Score: Raw -11617.176094 + Penalty 1698.293755 = -9918.882339 nChanged 14 SP:Iteration 4F (83.992124 sec): 3 clusters Score: Raw -11657.203683 + Penalty 1703.025452 = -9954.178231 nChanged 8 SP:Iteration 5Q (83.992698 sec): 3 clusters Score: Raw -11680.074298 + Penalty 1703.056120 = -9977.018178 nChanged 1 SP:Iteration 6Q (83.993261 sec): 3 clusters Score: Raw -11688.845294 + Penalty 1703.056120 = -9985.789173 nChanged 2 SP:Iteration 7Q (83.993853 sec): 3 clusters Score: Raw -11694.469638 + Penalty 1703.056120 = -9991.413518 nChanged 0 SP:Iteration 8F (83.994482 sec): 3 clusters Score: Raw -11694.469638 + Penalty 1703.056120 = -9991.413518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 31 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.995859 sec): 2 clusters Score: Raw -9749.339190 + Penalty 179.804776 = -9569.534413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.996452 sec): 3 clusters Score: Raw -9643.286603 + Penalty 397.929880 = -9245.356722 nChanged 77 SP:Iteration 1F (83.997036 sec): 3 clusters Score: Raw -9725.089245 + Penalty 421.694214 = -9303.395031 nChanged 16 SP:Iteration 2F (83.997618 sec): 3 clusters Score: Raw -9739.581985 + Penalty 449.018498 = -9290.563487 nChanged 12 SP:Iteration 3F (83.998199 sec): 3 clusters Score: Raw -9748.808877 + Penalty 464.164003 = -9284.644874 nChanged 6 SP:Iteration 4F (83.998780 sec): 3 clusters Score: Raw -9752.869311 + Penalty 478.988304 = -9273.881007 nChanged 3 SP:Iteration 5F (83.999362 sec): 3 clusters Score: Raw -9753.421561 + Penalty 477.941920 = -9275.479641 nChanged 1 SP:Iteration 6Q (83.999941 sec): 3 clusters Score: Raw -9753.280542 + Penalty 477.941920 = -9275.338622 nChanged 0 SP:Iteration 7F (84.000523 sec): 3 clusters Score: Raw -9753.280542 + Penalty 477.941920 = -9275.338622 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 33 (1363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.005176 sec): 2 clusters Score: Raw -63492.271262 + Penalty 767.616809 = -62724.654453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.007752 sec): 3 clusters Score: Raw -62727.368148 + Penalty 1532.601191 = -61194.766957 nChanged 515 SP:Iteration 1F (84.010287 sec): 3 clusters Score: Raw -63051.683237 + Penalty 1531.000150 = -61520.683087 nChanged 192 SP:Iteration 2F (84.012820 sec): 3 clusters Score: Raw -63218.630957 + Penalty 1529.979719 = -61688.651237 nChanged 113 SP:Iteration 3F (84.015394 sec): 3 clusters Score: Raw -63331.906986 + Penalty 1531.426018 = -61800.480969 nChanged 78 SP:Iteration 4F (84.017990 sec): 3 clusters Score: Raw -63415.404937 + Penalty 1535.372343 = -61880.032594 nChanged 74 SP:Iteration 5F (84.020575 sec): 3 clusters Score: Raw -63473.545712 + Penalty 1541.686219 = -61931.859493 nChanged 47 SP:Iteration 6Q (84.023169 sec): 3 clusters Score: Raw -63506.814692 + Penalty 1548.859243 = -61957.955449 nChanged 37 SP:Iteration 7Q (84.025747 sec): 3 clusters Score: Raw -63528.216912 + Penalty 1553.963551 = -61974.253361 nChanged 27 SP:Iteration 8Q (84.028312 sec): 3 clusters Score: Raw -63543.288088 + Penalty 1558.091976 = -61985.196112 nChanged 17 SP:Iteration 9Q (84.030870 sec): 3 clusters Score: Raw -63551.089494 + Penalty 1560.451480 = -61990.638014 nChanged 15 SP:Iteration 10F (84.033494 sec): 3 clusters Score: Raw -63558.051878 + Penalty 1563.143452 = -61994.908427 nChanged 17 SP:Iteration 11Q (84.036018 sec): 3 clusters Score: Raw -63565.932093 + Penalty 1563.776587 = -62002.155506 nChanged 10 SP:Iteration 12Q (84.038532 sec): 3 clusters Score: Raw -63569.084495 + Penalty 1564.482371 = -62004.602124 nChanged 4 SP:Iteration 13Q (84.041153 sec): 3 clusters Score: Raw -63571.028888 + Penalty 1567.166810 = -62003.862077 nChanged 8 SP:Iteration 14F (84.043763 sec): 3 clusters Score: Raw -63573.219100 + Penalty 1567.472151 = -62005.746949 nChanged 1 SP:Iteration 15Q (84.046263 sec): 3 clusters Score: Raw -63573.410334 + Penalty 1567.801393 = -62005.608941 nChanged 1 SP:Iteration 16F (84.049150 sec): 3 clusters Score: Raw -63573.736840 + Penalty 1568.152625 = -62005.584216 nChanged 1 SP:Iteration 17F (84.051676 sec): 3 clusters Score: Raw -63573.923544 + Penalty 1568.933654 = -62004.989891 nChanged 2 SP:Iteration 18F (84.054203 sec): 3 clusters Score: Raw -63574.185069 + Penalty 1569.398001 = -62004.787068 nChanged 1 SP:Iteration 19F (84.056879 sec): 3 clusters Score: Raw -63574.393795 + Penalty 1569.398001 = -62004.995794 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 35 (679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.059748 sec): 2 clusters Score: Raw -33971.428074 + Penalty 893.496066 = -33077.932008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.061147 sec): 3 clusters Score: Raw -33532.190512 + Penalty 1787.106071 = -31745.084441 nChanged 216 SP:Iteration 1F (84.062524 sec): 3 clusters Score: Raw -33798.859252 + Penalty 1788.221151 = -32010.638100 nChanged 75 SP:Iteration 2F (84.063898 sec): 3 clusters Score: Raw -33913.435920 + Penalty 1787.644994 = -32125.790926 nChanged 42 SP:Iteration 3F (84.065296 sec): 3 clusters Score: Raw -33975.959993 + Penalty 1787.727432 = -32188.232561 nChanged 38 SP:Iteration 4F (84.066689 sec): 3 clusters Score: Raw -34032.578277 + Penalty 1789.384496 = -32243.193781 nChanged 23 SP:Iteration 5Q (84.068033 sec): 3 clusters Score: Raw -34065.288660 + Penalty 1790.573756 = -32274.714904 nChanged 16 SP:Iteration 6Q (84.069296 sec): 3 clusters Score: Raw -34091.467763 + Penalty 1789.578351 = -32301.889412 nChanged 16 SP:Iteration 7Q (84.070552 sec): 3 clusters Score: Raw -34114.599782 + Penalty 1791.384455 = -32323.215327 nChanged 11 SP:Iteration 8Q (84.071796 sec): 3 clusters Score: Raw -34129.025048 + Penalty 1791.998026 = -32337.027022 nChanged 5 SP:Iteration 9Q (84.073071 sec): 3 clusters Score: Raw -34139.254976 + Penalty 1792.015957 = -32347.239019 nChanged 4 SP:Iteration 10F (84.074444 sec): 3 clusters Score: Raw -34144.586815 + Penalty 1792.075336 = -32352.511479 nChanged 2 SP:Iteration 11Q (84.075704 sec): 3 clusters Score: Raw -34148.711197 + Penalty 1790.904868 = -32357.806329 nChanged 2 SP:Iteration 12Q (84.076973 sec): 3 clusters Score: Raw -34151.676392 + Penalty 1790.904868 = -32360.771524 nChanged 0 SP:Iteration 13F (84.078346 sec): 3 clusters Score: Raw -34151.676392 + Penalty 1790.904868 = -32360.771524 nChanged 0 Memory request: 0.02 GB would take us to total of 0.31 GB. Trying to split cluster 40 (3238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.093102 sec): 2 clusters Score: Raw -160724.069410 + Penalty 212.165611 = -160511.903799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.099052 sec): 3 clusters Score: Raw -158489.073670 + Penalty 459.805743 = -158029.267926 nChanged 1470 SP:Iteration 1F (84.104860 sec): 3 clusters Score: Raw -159946.644332 + Penalty 474.600124 = -159472.044208 nChanged 428 SP:Iteration 2F (84.110654 sec): 3 clusters Score: Raw -160249.504952 + Penalty 478.013272 = -159771.491680 nChanged 189 SP:Iteration 3F (84.116438 sec): 3 clusters Score: Raw -160428.854442 + Penalty 470.273690 = -159958.580753 nChanged 104 SP:Iteration 4Q (84.121933 sec): 3 clusters Score: Raw -160540.518996 + Penalty 465.113010 = -160075.405986 nChanged 54 SP:Iteration 5Q (84.126955 sec): 3 clusters Score: Raw -160570.001911 + Penalty 464.912154 = -160105.089757 nChanged 39 SP:Iteration 6Q (84.131837 sec): 3 clusters Score: Raw -160580.814802 + Penalty 464.862384 = -160115.952418 nChanged 28 SP:Iteration 7Q (84.136635 sec): 3 clusters Score: Raw -160583.077908 + Penalty 468.505647 = -160114.572261 nChanged 29 SP:Iteration 8F (84.142517 sec): 3 clusters Score: Raw -160582.037319 + Penalty 469.397104 = -160112.640214 nChanged 28 SP:Iteration 9F (84.148454 sec): 3 clusters Score: Raw -160580.467797 + Penalty 466.733264 = -160113.734533 nChanged 28 SP:Iteration 10F (84.154350 sec): 3 clusters Score: Raw -160579.900045 + Penalty 470.373933 = -160109.526112 nChanged 34 SP:Iteration 11F (84.160139 sec): 3 clusters Score: Raw -160583.742959 + Penalty 463.666883 = -160120.076077 nChanged 36 SP:Iteration 12Q (84.164785 sec): 3 clusters Score: Raw -160600.796019 + Penalty 489.470453 = -160111.325566 nChanged 53 SP:Iteration 13F (84.170634 sec): 3 clusters Score: Raw -160654.551977 + Penalty 546.558033 = -160107.993944 nChanged 49 SP:Iteration 14F (84.176385 sec): 3 clusters Score: Raw -160711.429947 + Penalty 1020.356207 = -159691.073741 nChanged 13 SP:Iteration 15F (84.182200 sec): 3 clusters Score: Raw -160721.946963 + Penalty 212.165611 = -160509.781352 nChanged 1 SP:Iteration 16Q (84.186640 sec): 2 clusters Score: Raw -160724.069410 + Penalty 212.165611 = -160511.903799 nChanged 0 SP:Iteration 17F (84.191065 sec): 2 clusters Score: Raw -160724.069410 + Penalty 212.165611 = -160511.903799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 55 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.194489 sec): 2 clusters Score: Raw -5135.113761 + Penalty 90.138791 = -5044.974969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.194942 sec): 3 clusters Score: Raw -5103.928307 + Penalty 189.980629 = -4913.947678 nChanged 49 SP:Iteration 1F (84.195377 sec): 3 clusters Score: Raw -5159.530102 + Penalty 195.313144 = -4964.216958 nChanged 9 SP:Iteration 2F (84.195812 sec): 3 clusters Score: Raw -5168.590510 + Penalty 194.602468 = -4973.988042 nChanged 3 SP:Iteration 3Q (84.196241 sec): 3 clusters Score: Raw -5170.685181 + Penalty 194.602468 = -4976.082713 nChanged 0 SP:Iteration 4F (84.196674 sec): 3 clusters Score: Raw -5170.685181 + Penalty 194.602468 = -4976.082713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.30 GB. Trying to split cluster 65 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.198707 sec): 2 clusters Score: Raw -12431.310667 + Penalty 492.034644 = -11939.276023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.199516 sec): 3 clusters Score: Raw -12340.103491 + Penalty 977.889470 = -11362.214021 nChanged 102 SP:Iteration 1F (84.200313 sec): 3 clusters Score: Raw -12445.944309 + Penalty 994.338368 = -11451.605940 nChanged 40 SP:Iteration 2F (84.201109 sec): 3 clusters Score: Raw -12508.626825 + Penalty 1028.513252 = -11480.113573 nChanged 19 SP:Iteration 3F (84.201903 sec): 3 clusters Score: Raw -12533.875256 + Penalty 1058.359104 = -11475.516152 nChanged 13 SP:Iteration 4F (84.202698 sec): 3 clusters Score: Raw -12552.067407 + Penalty 1082.923671 = -11469.143737 nChanged 6 SP:Iteration 5F (84.203491 sec): 3 clusters Score: Raw -12558.092285 + Penalty 1092.470059 = -11465.622227 nChanged 2 SP:Iteration 6F (84.204288 sec): 3 clusters Score: Raw -12561.580210 + Penalty 1099.970975 = -11461.609235 nChanged 1 SP:Iteration 7F (84.205082 sec): 3 clusters Score: Raw -12562.825840 + Penalty 1099.970975 = -11462.854865 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 72 (1939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.211990 sec): 2 clusters Score: Raw -106974.476034 + Penalty 1115.447258 = -105859.028776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.215572 sec): 3 clusters Score: Raw -105784.312052 + Penalty 2229.299936 = -103555.012116 nChanged 738 SP:Iteration 1F (84.219081 sec): 3 clusters Score: Raw -106405.506275 + Penalty 2225.345764 = -104180.160512 nChanged 246 SP:Iteration 2F (84.222676 sec): 3 clusters Score: Raw -106650.232490 + Penalty 2221.505261 = -104428.727230 nChanged 144 SP:Iteration 3F (84.226229 sec): 3 clusters Score: Raw -106775.770818 + Penalty 2218.474361 = -104557.296456 nChanged 108 SP:Iteration 4F (84.229725 sec): 3 clusters Score: Raw -106863.831505 + Penalty 2216.451574 = -104647.379931 nChanged 68 SP:Iteration 5Q (84.233160 sec): 3 clusters Score: Raw -106926.859724 + Penalty 2215.648297 = -104711.211427 nChanged 59 SP:Iteration 6Q (84.236583 sec): 3 clusters Score: Raw -106988.853604 + Penalty 2215.383090 = -104773.470513 nChanged 53 SP:Iteration 7Q (84.239983 sec): 3 clusters Score: Raw -107042.902267 + Penalty 2216.472673 = -104826.429595 nChanged 46 SP:Iteration 8Q (84.243811 sec): 3 clusters Score: Raw -107095.816604 + Penalty 2217.133438 = -104878.683166 nChanged 46 SP:Iteration 9Q (84.247461 sec): 3 clusters Score: Raw -107135.855084 + Penalty 2217.448033 = -104918.407052 nChanged 35 SP:Iteration 10F (84.251014 sec): 3 clusters Score: Raw -107165.745085 + Penalty 2217.609115 = -104948.135970 nChanged 28 SP:Iteration 11Q (84.254335 sec): 3 clusters Score: Raw -107185.782314 + Penalty 2217.601054 = -104968.181259 nChanged 25 SP:Iteration 12Q (84.257636 sec): 3 clusters Score: Raw -107215.900368 + Penalty 2217.836334 = -104998.064035 nChanged 40 SP:Iteration 13Q (84.260925 sec): 3 clusters Score: Raw -107276.385018 + Penalty 2217.259641 = -105059.125377 nChanged 39 SP:Iteration 14Q (84.264193 sec): 3 clusters Score: Raw -107324.849463 + Penalty 2216.530925 = -105108.318538 nChanged 29 SP:Iteration 15Q (84.267407 sec): 3 clusters Score: Raw -107353.839722 + Penalty 2215.232192 = -105138.607529 nChanged 39 SP:Iteration 16Q (84.270628 sec): 3 clusters Score: Raw -107405.747535 + Penalty 2213.391735 = -105192.355800 nChanged 38 SP:Iteration 17Q (84.273893 sec): 3 clusters Score: Raw -107452.719946 + Penalty 2213.786611 = -105238.933335 nChanged 28 SP:Iteration 18Q (84.277097 sec): 3 clusters Score: Raw -107474.762388 + Penalty 2213.511582 = -105261.250807 nChanged 18 SP:Iteration 19Q (84.280250 sec): 3 clusters Score: Raw -107485.452213 + Penalty 2213.739805 = -105271.712407 nChanged 8 SP:Iteration 20F (84.283739 sec): 3 clusters Score: Raw -107490.029495 + Penalty 2213.875118 = -105276.154377 nChanged 6 SP:Iteration 21Q (84.286891 sec): 3 clusters Score: Raw -107493.290272 + Penalty 2213.898109 = -105279.392163 nChanged 5 SP:Iteration 22Q (84.290039 sec): 3 clusters Score: Raw -107495.424872 + Penalty 2213.940946 = -105281.483926 nChanged 2 SP:Iteration 23Q (84.293189 sec): 3 clusters Score: Raw -107496.033823 + Penalty 2213.940946 = -105282.092877 nChanged 0 SP:Iteration 24F (84.296682 sec): 3 clusters Score: Raw -107496.033823 + Penalty 2213.940946 = -105282.092877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 88 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.299365 sec): 2 clusters Score: Raw -7032.349189 + Penalty 379.303553 = -6653.045636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.299948 sec): 3 clusters Score: Raw -7004.035977 + Penalty 759.165162 = -6244.870815 nChanged 49 SP:Iteration 1F (84.300524 sec): 3 clusters Score: Raw -7075.135131 + Penalty 762.962582 = -6312.172549 nChanged 20 SP:Iteration 2F (84.301090 sec): 3 clusters Score: Raw -7116.243177 + Penalty 760.284041 = -6355.959136 nChanged 9 SP:Iteration 3Q (84.301634 sec): 3 clusters Score: Raw -7126.406329 + Penalty 757.700536 = -6368.705793 nChanged 4 SP:Iteration 4Q (84.302173 sec): 3 clusters Score: Raw -7129.874907 + Penalty 755.996713 = -6373.878194 nChanged 4 SP:Iteration 5Q (84.302712 sec): 3 clusters Score: Raw -7133.052940 + Penalty 752.093169 = -6380.959771 nChanged 4 SP:Iteration 6Q (84.303250 sec): 3 clusters Score: Raw -7135.699428 + Penalty 753.618414 = -6382.081014 nChanged 2 SP:Iteration 7Q (84.303786 sec): 3 clusters Score: Raw -7136.781277 + Penalty 753.746337 = -6383.034940 nChanged 3 SP:Iteration 8Q (84.304325 sec): 3 clusters Score: Raw -7138.809302 + Penalty 754.135173 = -6384.674130 nChanged 1 SP:Iteration 9Q (84.304879 sec): 3 clusters Score: Raw -7139.064213 + Penalty 754.135173 = -6384.929040 nChanged 0 SP:Iteration 10F (84.305443 sec): 3 clusters Score: Raw -7139.064213 + Penalty 754.135173 = -6384.929040 nChanged 0 Time taken for this iteration:83.439697 seconds. 300->20 Clusters: Score -1307455.684576, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 226 (time per iteration =373.198765 ms) Total iterations: 2113 (time per iteration =39.916195 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 5992810625.000000 (time per metric unit =14.074017ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 149820265625.000000 (time per metric unit=562.960696ps) That took 84.342921 seconds. FileBase PeterP-2014-03-27_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 0.47 and 0.71 GB of RAM. Memory request: 0.24 GB would take us to total of 0.24 GB. ---------------------------------------------------------- Loaded 51797 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 51797 points ------ Starting initial clusters from distinct float masks Not enough masks (245) to generate starting clusters (300), so starting with (246) clusters instead. Assigned 246 initial classes from 245 unique masks. Deleting Class 240 (1 points): Lose 4.966981 but Gain 1731.025133 Iteration 0F (7.354250 sec): 245 clusters Score: Raw -2346466.209036 + Penalty 276505.434607 = -2069960.774429 nChanged 10100 Deleting Class 234 (2 points): Lose 67.014637 but Gain 1697.299131 Iteration 1F (13.139453 sec): 243 clusters Score: Raw -2366772.591241 + Penalty 275386.276664 = -2091386.314577 nChanged 3006 Deleting Class 236 (2 points): Lose 27.667719 but Gain 1653.614189 Iteration 2F (18.894103 sec): 242 clusters Score: Raw -2373274.310540 + Penalty 273949.586878 = -2099324.723662 nChanged 1832 Deleting Class 174 (3 points): Lose 61.561536 but Gain 1666.376881 Iteration 3Q (19.676958 sec): 241 clusters Score: Raw -2376338.830671 + Penalty 272352.038862 = -2103986.791809 nChanged 1392 Deleting Class 242 (1 points): Lose 7.185984 but Gain 1551.443365 Iteration 4Q (20.388374 sec): 240 clusters Score: Raw -2378064.559660 + Penalty 270837.413747 = -2107227.145913 nChanged 1181 Deleting Class 147 (2 points): Lose 28.185900 but Gain 1570.626486 Iteration 5Q (21.098125 sec): 239 clusters Score: Raw -2379303.754166 + Penalty 269533.226773 = -2109770.527394 nChanged 1048 Deleting Class 226 (4 points): Lose 65.007572 but Gain 1591.101543 Iteration 6Q (21.780948 sec): 238 clusters Score: Raw -2380088.213605 + Penalty 267999.267090 = -2112088.946514 nChanged 1036 Deleting Class 102 (8 points): Lose 115.646710 but Gain 1641.529422 Iteration 7Q (22.452325 sec): 237 clusters Score: Raw -2380726.873065 + Penalty 266368.417010 = -2114358.456056 nChanged 949 Deleting Class 208 (1 points): Lose 14.987284 but Gain 1531.036792 Iteration 8Q (23.105977 sec): 236 clusters Score: Raw -2381251.894316 + Penalty 264897.664941 = -2116354.229375 nChanged 886 Deleting Class 241 (4 points): Lose 65.581755 but Gain 1577.802462 Iteration 9Q (23.743296 sec): 235 clusters Score: Raw -2381622.683617 + Penalty 263421.395030 = -2118201.288587 nChanged 855 Deleting Class 151 (1 points): Lose 11.578943 but Gain 1523.681442 Iteration 10F (29.361033 sec): 234 clusters Score: Raw -2382092.750445 + Penalty 261923.075609 = -2120169.674836 nChanged 845 Deleting Class 168 (3 points): Lose 23.089407 but Gain 1534.858354 Iteration 11Q (29.956294 sec): 233 clusters Score: Raw -2382557.731885 + Penalty 260393.366531 = -2122164.365355 nChanged 830 Deleting Class 191 (14 points): Lose 199.885932 but Gain 1705.589510 Iteration 12Q (30.546278 sec): 232 clusters Score: Raw -2382805.052610 + Penalty 258936.609894 = -2123868.442716 nChanged 770 Deleting Class 216 (3 points): Lose 65.789425 but Gain 1570.914348 Iteration 13Q (31.117355 sec): 231 clusters Score: Raw -2383059.248551 + Penalty 257432.473963 = -2125626.774588 nChanged 675 Deleting Class 193 (5 points): Lose 87.220616 but Gain 1588.392844 Iteration 14Q (31.673660 sec): 230 clusters Score: Raw -2383248.409129 + Penalty 255889.153063 = -2127359.256066 nChanged 616 Deleting Class 41 (15 points): Lose 192.289051 but Gain 1686.271476 Iteration 15Q (32.215435 sec): 229 clusters Score: Raw -2383274.195291 + Penalty 254249.643292 = -2129024.551999 nChanged 563 Deleting Class 221 (2 points): Lose 32.965076 but Gain 1518.542611 Iteration 16Q (32.747984 sec): 228 clusters Score: Raw -2383439.869168 + Penalty 252729.270494 = -2130710.598674 nChanged 492 Deleting Class 185 (7 points): Lose 114.628816 but Gain 1588.078281 Iteration 17Q (33.278361 sec): 227 clusters Score: Raw -2383469.371053 + Penalty 251222.996121 = -2132246.374932 nChanged 470 Deleting Class 194 (2 points): Lose 25.245307 but Gain 1491.748343 Iteration 18Q (33.796981 sec): 226 clusters Score: Raw -2383600.099262 + Penalty 249780.156822 = -2133819.942440 nChanged 447 Deleting Class 105 (6 points): Lose 98.283603 but Gain 1563.755960 Iteration 19Q (34.310559 sec): 225 clusters Score: Raw -2383621.643678 + Penalty 248293.379344 = -2135328.264334 nChanged 409 Writing temp clu file Memory request: 0.24 GB would take us to total of 0.47 GB. Compute initial score before splitting: Score: Raw -2383621.643678 + Penalty 248293.379344 = -2135328.264334Memory request: 0.02 GB would take us to total of 0.49 GB. Trying to split cluster 1 (3823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.519749 sec): 2 clusters Score: Raw -190195.969637 + Penalty 114.349655 = -190081.619982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.526910 sec): 3 clusters Score: Raw -187715.701070 + Penalty 227.829960 = -187487.871110 nChanged 1752 SP:Iteration 1F (34.533833 sec): 3 clusters Score: Raw -189560.758833 + Penalty 229.416450 = -189331.342382 nChanged 458 SP:Iteration 2F (34.541088 sec): 3 clusters Score: Raw -190074.605805 + Penalty 230.122398 = -189844.483406 nChanged 219 SP:Iteration 3F (34.548068 sec): 3 clusters Score: Raw -190248.651381 + Penalty 230.783272 = -190017.868109 nChanged 138 SP:Iteration 4Q (34.554726 sec): 3 clusters Score: Raw -190333.003079 + Penalty 231.312778 = -190101.690300 nChanged 85 SP:Iteration 5Q (34.561296 sec): 3 clusters Score: Raw -190364.241985 + Penalty 231.492000 = -190132.749985 nChanged 44 SP:Iteration 6Q (34.567856 sec): 3 clusters Score: Raw -190373.766942 + Penalty 231.686979 = -190142.079963 nChanged 21 SP:Iteration 7Q (34.574500 sec): 3 clusters Score: Raw -190378.839765 + Penalty 231.896998 = -190146.942768 nChanged 17 SP:Iteration 8Q (34.581047 sec): 3 clusters Score: Raw -190381.842073 + Penalty 232.079745 = -190149.762328 nChanged 16 SP:Iteration 9Q (34.587601 sec): 3 clusters Score: Raw -190384.443292 + Penalty 232.311072 = -190152.132220 nChanged 14 SP:Iteration 10F (34.594583 sec): 3 clusters Score: Raw -190387.017888 + Penalty 232.644948 = -190154.372940 nChanged 21 SP:Iteration 11Q (34.601287 sec): 3 clusters Score: Raw -190390.872491 + Penalty 232.753290 = -190158.119201 nChanged 21 SP:Iteration 12Q (34.607872 sec): 3 clusters Score: Raw -190394.907153 + Penalty 232.840574 = -190162.066579 nChanged 20 SP:Iteration 13Q (34.614497 sec): 3 clusters Score: Raw -190397.827369 + Penalty 232.980154 = -190164.847216 nChanged 14 SP:Iteration 14Q (34.621067 sec): 3 clusters Score: Raw -190399.475964 + Penalty 232.877912 = -190166.598052 nChanged 14 SP:Iteration 15Q (34.627749 sec): 3 clusters Score: Raw -190402.014414 + Penalty 232.774862 = -190169.239552 nChanged 14 SP:Iteration 16Q (34.634313 sec): 3 clusters Score: Raw -190404.977055 + Penalty 232.758730 = -190172.218325 nChanged 12 SP:Iteration 17Q (34.640865 sec): 3 clusters Score: Raw -190407.405133 + Penalty 232.555119 = -190174.850014 nChanged 15 SP:Iteration 18Q (34.647474 sec): 3 clusters Score: Raw -190409.909828 + Penalty 232.220295 = -190177.689532 nChanged 11 SP:Iteration 19Q (34.654276 sec): 3 clusters Score: Raw -190411.572980 + Penalty 232.186560 = -190179.386420 nChanged 7 SP:Iteration 20F (34.661377 sec): 3 clusters Score: Raw -190412.279357 + Penalty 232.159803 = -190180.119553 nChanged 7 SP:Iteration 21Q (34.667959 sec): 3 clusters Score: Raw -190413.001962 + Penalty 232.226855 = -190180.775107 nChanged 4 SP:Iteration 22Q (34.674549 sec): 3 clusters Score: Raw -190413.157563 + Penalty 232.239165 = -190180.918397 nChanged 8 SP:Iteration 23Q (34.681177 sec): 3 clusters Score: Raw -190413.608273 + Penalty 232.270275 = -190181.337998 nChanged 4 SP:Iteration 24Q (34.687834 sec): 3 clusters Score: Raw -190413.682441 + Penalty 232.270275 = -190181.412166 nChanged 0 SP:Iteration 25F (34.694798 sec): 3 clusters Score: Raw -190413.682441 + Penalty 232.270275 = -190181.412166 nChanged 0 Score: Raw -2425578.764457 + Penalty 248448.558289 = -2177130.206169 Splitting cluster 1 changes total score from -2135328.264334 to -2177130.206169 So it's getting split into cluster 41. Memory request: 0.03 GB would take us to total of 0.50 GB. Trying to split cluster 2 (6560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.045999 sec): 2 clusters Score: Raw -328397.324884 + Penalty 183.165467 = -328214.159417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.057825 sec): 3 clusters Score: Raw -324042.184987 + Penalty 360.846289 = -323681.338697 nChanged 3068 SP:Iteration 1F (40.069474 sec): 3 clusters Score: Raw -326147.312472 + Penalty 356.531193 = -325790.781279 nChanged 937 SP:Iteration 2F (40.081097 sec): 3 clusters Score: Raw -326875.432396 + Penalty 354.354633 = -326521.077763 nChanged 447 SP:Iteration 3F (40.092734 sec): 3 clusters Score: Raw -327195.662612 + Penalty 353.363096 = -326842.299516 nChanged 268 SP:Iteration 4Q (40.104027 sec): 3 clusters Score: Raw -327341.030665 + Penalty 352.587785 = -326988.442881 nChanged 203 SP:Iteration 5Q (40.115288 sec): 3 clusters Score: Raw -327426.494979 + Penalty 352.471329 = -327074.023650 nChanged 189 SP:Iteration 6Q (40.126523 sec): 3 clusters Score: Raw -327489.959626 + Penalty 352.201142 = -327137.758484 nChanged 146 SP:Iteration 7Q (40.137699 sec): 3 clusters Score: Raw -327538.253397 + Penalty 351.397163 = -327186.856234 nChanged 123 SP:Iteration 8Q (40.148846 sec): 3 clusters Score: Raw -327572.003346 + Penalty 350.299189 = -327221.704157 nChanged 99 SP:Iteration 9Q (40.159936 sec): 3 clusters Score: Raw -327598.416646 + Penalty 348.621646 = -327249.795000 nChanged 80 SP:Iteration 10F (40.171545 sec): 3 clusters Score: Raw -327620.675837 + Penalty 345.703888 = -327274.971949 nChanged 91 SP:Iteration 11Q (40.182610 sec): 3 clusters Score: Raw -327656.199013 + Penalty 341.851299 = -327314.347714 nChanged 106 SP:Iteration 12Q (40.193887 sec): 3 clusters Score: Raw -327706.711867 + Penalty 337.683635 = -327369.028232 nChanged 115 SP:Iteration 13Q (40.204958 sec): 3 clusters Score: Raw -327788.101859 + Penalty 331.671139 = -327456.430719 nChanged 143 SP:Iteration 14Q (40.215935 sec): 3 clusters Score: Raw -327897.188594 + Penalty 325.931310 = -327571.257284 nChanged 144 SP:Iteration 15Q (40.226945 sec): 3 clusters Score: Raw -328005.670854 + Penalty 321.633010 = -327684.037845 nChanged 128 SP:Iteration 16Q (40.238152 sec): 3 clusters Score: Raw -328068.381852 + Penalty 316.745026 = -327751.636826 nChanged 101 SP:Iteration 17Q (40.248978 sec): 3 clusters Score: Raw -328119.113688 + Penalty 313.441639 = -327805.672050 nChanged 78 SP:Iteration 18Q (40.259689 sec): 3 clusters Score: Raw -328146.605127 + Penalty 311.084347 = -327835.520780 nChanged 62 SP:Iteration 19Q (40.270386 sec): 3 clusters Score: Raw -328165.027180 + Penalty 308.036245 = -327856.990935 nChanged 62 SP:Iteration 20F (40.281999 sec): 3 clusters Score: Raw -328187.323269 + Penalty 305.189331 = -327882.133938 nChanged 59 SP:Iteration 21Q (40.292645 sec): 3 clusters Score: Raw -328205.388067 + Penalty 302.547801 = -327902.840266 nChanged 60 SP:Iteration 22Q (40.303399 sec): 3 clusters Score: Raw -328222.335063 + Penalty 300.040252 = -327922.294812 nChanged 55 SP:Iteration 23Q (40.313899 sec): 3 clusters Score: Raw -328237.159615 + Penalty 297.564767 = -327939.594848 nChanged 65 SP:Iteration 24Q (40.324356 sec): 3 clusters Score: Raw -328256.913164 + Penalty 294.014166 = -327962.898998 nChanged 74 SP:Iteration 25Q (40.334832 sec): 3 clusters Score: Raw -328279.158103 + Penalty 291.240164 = -327987.917939 nChanged 66 SP:Iteration 26Q (40.345224 sec): 3 clusters Score: Raw -328295.806053 + Penalty 288.414574 = -328007.391479 nChanged 68 SP:Iteration 27Q (40.355534 sec): 3 clusters Score: Raw -328312.946829 + Penalty 286.642009 = -328026.304821 nChanged 58 SP:Iteration 28Q (40.365813 sec): 3 clusters Score: Raw -328325.069276 + Penalty 285.119571 = -328039.949705 nChanged 46 SP:Iteration 29Q (40.376098 sec): 3 clusters Score: Raw -328332.472619 + Penalty 283.063061 = -328049.409558 nChanged 40 SP:Iteration 30F (40.387650 sec): 3 clusters Score: Raw -328338.788035 + Penalty 281.716951 = -328057.071083 nChanged 46 SP:Iteration 31Q (40.397894 sec): 3 clusters Score: Raw -328346.022531 + Penalty 280.804670 = -328065.217861 nChanged 37 SP:Iteration 32Q (40.408046 sec): 3 clusters Score: Raw -328352.537504 + Penalty 279.732240 = -328072.805264 nChanged 38 SP:Iteration 33Q (40.418152 sec): 3 clusters Score: Raw -328359.163063 + Penalty 278.379422 = -328080.783640 nChanged 39 SP:Iteration 34Q (40.428292 sec): 3 clusters Score: Raw -328366.132171 + Penalty 277.153583 = -328088.978588 nChanged 38 SP:Iteration 35Q (40.438382 sec): 3 clusters Score: Raw -328371.876120 + Penalty 275.690248 = -328096.185872 nChanged 29 SP:Iteration 36Q (40.448446 sec): 3 clusters Score: Raw -328375.453105 + Penalty 273.819617 = -328101.633488 nChanged 41 SP:Iteration 37Q (40.458578 sec): 3 clusters Score: Raw -328381.942206 + Penalty 271.898498 = -328110.043708 nChanged 36 SP:Iteration 38Q (40.468562 sec): 3 clusters Score: Raw -328388.254911 + Penalty 270.526695 = -328117.728216 nChanged 39 SP:Iteration 39Q (40.478535 sec): 3 clusters Score: Raw -328394.987643 + Penalty 270.473383 = -328124.514260 nChanged 25 SP:Iteration 40F (40.490083 sec): 3 clusters Score: Raw -328398.036527 + Penalty 270.072609 = -328127.963918 nChanged 25 SP:Iteration 41Q (40.500011 sec): 3 clusters Score: Raw -328400.978913 + Penalty 269.622129 = -328131.356784 nChanged 16 SP:Iteration 42Q (40.510036 sec): 3 clusters Score: Raw -328402.564807 + Penalty 269.106069 = -328133.458738 nChanged 14 SP:Iteration 43Q (40.519872 sec): 3 clusters Score: Raw -328403.985166 + Penalty 268.724760 = -328135.260407 nChanged 12 SP:Iteration 44Q (40.529699 sec): 3 clusters Score: Raw -328404.967077 + Penalty 267.983021 = -328136.984056 nChanged 16 SP:Iteration 45Q (40.539571 sec): 3 clusters Score: Raw -328406.433361 + Penalty 267.471065 = -328138.962296 nChanged 12 SP:Iteration 46Q (40.549375 sec): 3 clusters Score: Raw -328407.106925 + Penalty 267.276107 = -328139.830817 nChanged 6 SP:Iteration 47Q (40.559216 sec): 3 clusters Score: Raw -328407.668016 + Penalty 267.156314 = -328140.511702 nChanged 6 SP:Iteration 48Q (40.569001 sec): 3 clusters Score: Raw -328408.128148 + Penalty 266.287312 = -328141.840836 nChanged 5 SP:Iteration 49Q (40.578797 sec): 3 clusters Score: Raw -328408.469847 + Penalty 265.802590 = -328142.667257 nChanged 6 SP:Iteration 50F (40.590358 sec): 3 clusters Score: Raw -328408.957523 + Penalty 265.714989 = -328143.242534 nChanged 5 SP:Iteration 51Q (40.600173 sec): 3 clusters Score: Raw -328409.362196 + Penalty 265.674711 = -328143.687485 nChanged 3 SP:Iteration 52Q (40.610214 sec): 3 clusters Score: Raw -328409.528223 + Penalty 265.651009 = -328143.877215 nChanged 1 SP:Iteration 53Q (40.620358 sec): 3 clusters Score: Raw -328409.574922 + Penalty 265.639290 = -328143.935632 nChanged 2 SP:Iteration 54Q (40.630158 sec): 3 clusters Score: Raw -328409.661438 + Penalty 265.627001 = -328144.034436 nChanged 2 SP:Iteration 55Q (40.640012 sec): 3 clusters Score: Raw -328409.777892 + Penalty 265.627001 = -328144.150891 nChanged 0 SP:Iteration 56F (40.651625 sec): 3 clusters Score: Raw -328409.777892 + Penalty 265.627001 = -328144.150891 nChanged 0 Memory request: 0.08 GB would take us to total of 0.55 GB. Trying to split cluster 3 (16245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.730945 sec): 2 clusters Score: Raw -789983.143486 + Penalty 152.602531 = -789830.540955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.761035 sec): 3 clusters Score: Raw -779012.571482 + Penalty 305.247085 = -778707.324397 nChanged 7771 SP:Iteration 1F (40.790921 sec): 3 clusters Score: Raw -784633.394180 + Penalty 297.926381 = -784335.467799 nChanged 2978 SP:Iteration 2F (40.820750 sec): 3 clusters Score: Raw -787752.392532 + Penalty 286.673148 = -787465.719384 nChanged 1261 SP:Iteration 3F (40.850458 sec): 3 clusters Score: Raw -789487.676730 + Penalty 284.409085 = -789203.267645 nChanged 287 SP:Iteration 4Q (40.880269 sec): 3 clusters Score: Raw -789619.154164 + Penalty 283.973916 = -789335.180248 nChanged 86 SP:Iteration 5Q (40.910216 sec): 3 clusters Score: Raw -789626.219252 + Penalty 283.661627 = -789342.557625 nChanged 46 SP:Iteration 6Q (40.939868 sec): 3 clusters Score: Raw -789630.134189 + Penalty 283.444901 = -789346.689288 nChanged 40 SP:Iteration 7Q (40.969787 sec): 3 clusters Score: Raw -789632.765782 + Penalty 283.225695 = -789349.540087 nChanged 41 SP:Iteration 8Q (40.999410 sec): 3 clusters Score: Raw -789634.929012 + Penalty 282.933927 = -789351.995085 nChanged 27 SP:Iteration 9Q (41.029146 sec): 3 clusters Score: Raw -789635.795452 + Penalty 282.798774 = -789352.996679 nChanged 12 SP:Iteration 10F (41.058602 sec): 3 clusters Score: Raw -789636.054060 + Penalty 282.744531 = -789353.309529 nChanged 6 SP:Iteration 11Q (41.088386 sec): 3 clusters Score: Raw -789636.115243 + Penalty 282.699614 = -789353.415629 nChanged 3 SP:Iteration 12Q (41.118233 sec): 3 clusters Score: Raw -789636.140538 + Penalty 282.674068 = -789353.466470 nChanged 1 SP:Iteration 13Q (41.147928 sec): 3 clusters Score: Raw -789636.156543 + Penalty 282.674068 = -789353.482475 nChanged 0 SP:Iteration 14F (41.177339 sec): 3 clusters Score: Raw -789636.156543 + Penalty 282.674068 = -789353.482475 nChanged 0 Memory request: 0.02 GB would take us to total of 0.49 GB. Trying to split cluster 4 (3245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.203034 sec): 2 clusters Score: Raw -163868.050247 + Penalty 198.942494 = -163669.107753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.208971 sec): 3 clusters Score: Raw -161778.340509 + Penalty 402.302432 = -161376.038077 nChanged 1444 SP:Iteration 1F (41.214762 sec): 3 clusters Score: Raw -162789.978574 + Penalty 435.833398 = -162354.145176 nChanged 458 SP:Iteration 2F (41.220534 sec): 3 clusters Score: Raw -163189.268547 + Penalty 470.103014 = -162719.165533 nChanged 263 SP:Iteration 3F (41.226275 sec): 3 clusters Score: Raw -163463.337374 + Penalty 478.392694 = -162984.944679 nChanged 175 SP:Iteration 4F (41.232049 sec): 3 clusters Score: Raw -163620.801077 + Penalty 478.206663 = -163142.594413 nChanged 97 SP:Iteration 5Q (41.237759 sec): 3 clusters Score: Raw -163724.128235 + Penalty 471.125184 = -163253.003052 nChanged 63 SP:Iteration 6Q (41.243232 sec): 3 clusters Score: Raw -163800.686447 + Penalty 468.508925 = -163332.177522 nChanged 32 SP:Iteration 7Q (41.248325 sec): 3 clusters Score: Raw -163837.294453 + Penalty 467.017239 = -163370.277214 nChanged 22 SP:Iteration 8Q (41.253228 sec): 3 clusters Score: Raw -163873.524060 + Penalty 464.236142 = -163409.287918 nChanged 11 SP:Iteration 9Q (41.257991 sec): 3 clusters Score: Raw -163885.720073 + Penalty 460.002786 = -163425.717286 nChanged 10 SP:Iteration 10F (41.263733 sec): 3 clusters Score: Raw -163897.133477 + Penalty 457.999531 = -163439.133945 nChanged 10 SP:Iteration 11Q (41.268521 sec): 3 clusters Score: Raw -163900.117622 + Penalty 451.402066 = -163448.715556 nChanged 9 SP:Iteration 12Q (41.273251 sec): 3 clusters Score: Raw -163904.007414 + Penalty 446.696102 = -163457.311312 nChanged 5 SP:Iteration 13Q (41.277967 sec): 3 clusters Score: Raw -163907.465095 + Penalty 443.972187 = -163463.492908 nChanged 3 SP:Iteration 14Q (41.282667 sec): 3 clusters Score: Raw -163909.716892 + Penalty 436.195916 = -163473.520976 nChanged 8 SP:Iteration 15Q (41.287400 sec): 3 clusters Score: Raw -163913.005794 + Penalty 434.934712 = -163478.071082 nChanged 2 SP:Iteration 16Q (41.292064 sec): 3 clusters Score: Raw -163913.386751 + Penalty 434.934712 = -163478.452040 nChanged 0 SP:Iteration 17F (41.297838 sec): 3 clusters Score: Raw -163913.386751 + Penalty 434.934712 = -163478.452040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 5 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.302886 sec): 2 clusters Score: Raw -2212.953101 + Penalty 235.378134 = -1977.574967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.303190 sec): 3 clusters Score: Raw -2232.176287 + Penalty 489.480890 = -1742.695397 nChanged 2 SP:Iteration 1Q (41.303470 sec): 3 clusters Score: Raw -2236.942441 + Penalty 489.480890 = -1747.461551 nChanged 0 SP:Iteration 2F (41.303755 sec): 3 clusters Score: Raw -2236.942441 + Penalty 489.480890 = -1747.461551 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 6 (1268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.310378 sec): 2 clusters Score: Raw -62392.797782 + Penalty 309.834946 = -62082.962836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.312786 sec): 3 clusters Score: Raw -61675.990284 + Penalty 615.023929 = -61060.966355 nChanged 513 SP:Iteration 1F (41.315164 sec): 3 clusters Score: Raw -61994.081293 + Penalty 612.666762 = -61381.414531 nChanged 155 SP:Iteration 2F (41.317528 sec): 3 clusters Score: Raw -62094.989476 + Penalty 612.193654 = -61482.795822 nChanged 116 SP:Iteration 3F (41.319886 sec): 3 clusters Score: Raw -62207.999158 + Penalty 614.912149 = -61593.087010 nChanged 126 SP:Iteration 4F (41.322267 sec): 3 clusters Score: Raw -62321.266538 + Penalty 617.455828 = -61703.810709 nChanged 99 SP:Iteration 5F (41.324626 sec): 3 clusters Score: Raw -62401.072881 + Penalty 618.457369 = -61782.615512 nChanged 44 SP:Iteration 6Q (41.326925 sec): 3 clusters Score: Raw -62422.079652 + Penalty 618.616515 = -61803.463137 nChanged 23 SP:Iteration 7Q (41.329228 sec): 3 clusters Score: Raw -62430.654614 + Penalty 618.714258 = -61811.940356 nChanged 17 SP:Iteration 8Q (41.331524 sec): 3 clusters Score: Raw -62436.168486 + Penalty 618.803681 = -61817.364804 nChanged 11 SP:Iteration 9Q (41.333826 sec): 3 clusters Score: Raw -62440.257474 + Penalty 618.882049 = -61821.375424 nChanged 6 SP:Iteration 10F (41.336188 sec): 3 clusters Score: Raw -62446.879799 + Penalty 619.010388 = -61827.869411 nChanged 11 SP:Iteration 11Q (41.338470 sec): 3 clusters Score: Raw -62452.909013 + Penalty 619.089275 = -61833.819738 nChanged 10 SP:Iteration 12Q (41.340743 sec): 3 clusters Score: Raw -62455.263758 + Penalty 619.053605 = -61836.210152 nChanged 7 SP:Iteration 13Q (41.343012 sec): 3 clusters Score: Raw -62456.761198 + Penalty 618.987048 = -61837.774150 nChanged 3 SP:Iteration 14Q (41.345276 sec): 3 clusters Score: Raw -62459.004602 + Penalty 618.974308 = -61840.030294 nChanged 2 SP:Iteration 15Q (41.347545 sec): 3 clusters Score: Raw -62459.544202 + Penalty 618.957210 = -61840.586992 nChanged 4 SP:Iteration 16Q (41.349813 sec): 3 clusters Score: Raw -62460.763689 + Penalty 618.962575 = -61841.801114 nChanged 3 SP:Iteration 17Q (41.352104 sec): 3 clusters Score: Raw -62462.518885 + Penalty 619.035048 = -61843.483838 nChanged 6 SP:Iteration 18Q (41.354393 sec): 3 clusters Score: Raw -62467.128993 + Penalty 618.960985 = -61848.168008 nChanged 9 SP:Iteration 19Q (41.356660 sec): 3 clusters Score: Raw -62471.991867 + Penalty 619.038699 = -61852.953168 nChanged 6 SP:Iteration 20F (41.359055 sec): 3 clusters Score: Raw -62473.473478 + Penalty 619.119750 = -61854.353729 nChanged 4 SP:Iteration 21Q (41.361315 sec): 3 clusters Score: Raw -62473.810744 + Penalty 619.136110 = -61854.674634 nChanged 1 SP:Iteration 22Q (41.363573 sec): 3 clusters Score: Raw -62473.880881 + Penalty 619.136110 = -61854.744771 nChanged 0 SP:Iteration 23F (41.365940 sec): 3 clusters Score: Raw -62473.880881 + Penalty 619.136110 = -61854.744771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 7 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.374294 sec): 2 clusters Score: Raw -16132.282575 + Penalty 818.551926 = -15313.730649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.375062 sec): 3 clusters Score: Raw -16125.187829 + Penalty 1636.921179 = -14488.266651 nChanged 60 SP:Iteration 1F (41.375833 sec): 3 clusters Score: Raw -16230.128029 + Penalty 1639.879487 = -14590.248542 nChanged 15 SP:Iteration 2Q (41.376564 sec): 3 clusters Score: Raw -16257.141070 + Penalty 1644.327091 = -14612.813980 nChanged 14 SP:Iteration 3Q (41.377297 sec): 3 clusters Score: Raw -16289.405341 + Penalty 1648.671740 = -14640.733601 nChanged 11 SP:Iteration 4Q (41.378019 sec): 3 clusters Score: Raw -16306.676837 + Penalty 1648.533139 = -14658.143697 nChanged 6 SP:Iteration 5Q (41.378736 sec): 3 clusters Score: Raw -16323.124676 + Penalty 1649.764972 = -14673.359705 nChanged 6 SP:Iteration 6Q (41.379451 sec): 3 clusters Score: Raw -16337.256991 + Penalty 1652.281488 = -14684.975503 nChanged 4 SP:Iteration 7Q (41.380161 sec): 3 clusters Score: Raw -16340.992374 + Penalty 1652.942978 = -14688.049396 nChanged 2 SP:Iteration 8Q (41.380871 sec): 3 clusters Score: Raw -16343.731346 + Penalty 1652.069867 = -14691.661479 nChanged 3 SP:Iteration 9Q (41.381579 sec): 3 clusters Score: Raw -16349.909806 + Penalty 1652.935753 = -14696.974053 nChanged 1 SP:Iteration 10F (41.382328 sec): 3 clusters Score: Raw -16350.801148 + Penalty 1652.935753 = -14697.865395 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 8 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.383934 sec): 2 clusters Score: Raw -6396.649802 + Penalty 242.388387 = -6154.261415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.384370 sec): 3 clusters Score: Raw -6364.175687 + Penalty 484.707415 = -5879.468272 nChanged 25 SP:Iteration 1F (41.384797 sec): 3 clusters Score: Raw -6389.716180 + Penalty 483.940538 = -5905.775642 nChanged 6 SP:Iteration 2Q (41.385222 sec): 3 clusters Score: Raw -6398.592574 + Penalty 483.985094 = -5914.607480 nChanged 2 SP:Iteration 3Q (41.385642 sec): 3 clusters Score: Raw -6402.030911 + Penalty 483.985094 = -5918.045817 nChanged 0 SP:Iteration 4F (41.386068 sec): 3 clusters Score: Raw -6402.030911 + Penalty 483.985094 = -5918.045817 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 9 (1970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.392713 sec): 2 clusters Score: Raw -98408.651020 + Penalty 137.157692 = -98271.493328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.396348 sec): 3 clusters Score: Raw -97154.513930 + Penalty 275.061252 = -96879.452679 nChanged 901 SP:Iteration 1F (41.399906 sec): 3 clusters Score: Raw -97720.888355 + Penalty 275.730672 = -97445.157683 nChanged 182 SP:Iteration 2F (41.403451 sec): 3 clusters Score: Raw -97785.562903 + Penalty 279.480963 = -97506.081940 nChanged 125 SP:Iteration 3F (41.406997 sec): 3 clusters Score: Raw -97865.667599 + Penalty 287.191171 = -97578.476428 nChanged 177 SP:Iteration 4F (41.410558 sec): 3 clusters Score: Raw -98054.978617 + Penalty 299.938949 = -97755.039668 nChanged 212 SP:Iteration 5F (41.414091 sec): 3 clusters Score: Raw -98279.484255 + Penalty 307.010847 = -97972.473408 nChanged 132 SP:Iteration 6F (41.417684 sec): 3 clusters Score: Raw -98378.355213 + Penalty 311.755311 = -98066.599902 nChanged 77 SP:Iteration 7Q (41.421059 sec): 3 clusters Score: Raw -98417.505719 + Penalty 312.502483 = -98105.003236 nChanged 47 SP:Iteration 8Q (41.424409 sec): 3 clusters Score: Raw -98440.196334 + Penalty 315.687643 = -98124.508691 nChanged 36 SP:Iteration 9Q (41.427708 sec): 3 clusters Score: Raw -98455.492765 + Penalty 314.965820 = -98140.526945 nChanged 26 SP:Iteration 10F (41.431235 sec): 3 clusters Score: Raw -98466.464506 + Penalty 316.279769 = -98150.184737 nChanged 21 SP:Iteration 11Q (41.434484 sec): 3 clusters Score: Raw -98475.124163 + Penalty 316.007187 = -98159.116976 nChanged 21 SP:Iteration 12Q (41.437717 sec): 3 clusters Score: Raw -98486.159188 + Penalty 317.428676 = -98168.730512 nChanged 26 SP:Iteration 13Q (41.440907 sec): 3 clusters Score: Raw -98502.364983 + Penalty 319.268532 = -98183.096452 nChanged 27 SP:Iteration 14Q (41.444069 sec): 3 clusters Score: Raw -98514.555605 + Penalty 317.916663 = -98196.638941 nChanged 20 SP:Iteration 15Q (41.447202 sec): 3 clusters Score: Raw -98522.943886 + Penalty 314.852689 = -98208.091196 nChanged 12 SP:Iteration 16Q (41.450311 sec): 3 clusters Score: Raw -98525.441842 + Penalty 314.645356 = -98210.796486 nChanged 7 SP:Iteration 17Q (41.453453 sec): 3 clusters Score: Raw -98526.469223 + Penalty 314.317357 = -98212.151867 nChanged 2 SP:Iteration 18Q (41.456556 sec): 3 clusters Score: Raw -98526.757852 + Penalty 313.861631 = -98212.896221 nChanged 2 SP:Iteration 19Q (41.459656 sec): 3 clusters Score: Raw -98526.863175 + Penalty 313.861631 = -98213.001544 nChanged 0 SP:Iteration 20F (41.463180 sec): 3 clusters Score: Raw -98526.863175 + Penalty 313.861631 = -98213.001544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 10 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.465391 sec): 2 clusters Score: Raw -1523.352558 + Penalty 469.962785 = -1053.389773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.465673 sec): 3 clusters Score: Raw -1590.272597 + Penalty 940.521411 = -649.751187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 11 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.466338 sec): 2 clusters Score: Raw -3275.783344 + Penalty 465.485411 = -2810.297932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.466653 sec): 3 clusters Score: Raw -3330.806551 + Penalty 930.384405 = -2400.422147 nChanged 3 SP:Iteration 1F (41.466967 sec): 3 clusters Score: Raw -3340.299563 + Penalty 928.413889 = -2411.885674 nChanged 1 SP:Iteration 2Q (41.467272 sec): 3 clusters Score: Raw -3344.706372 + Penalty 928.391020 = -2416.315352 nChanged 1 SP:Iteration 3Q (41.467573 sec): 3 clusters Score: Raw -3346.076079 + Penalty 928.391020 = -2417.685059 nChanged 0 SP:Iteration 4F (41.467890 sec): 3 clusters Score: Raw -3346.076079 + Penalty 928.391020 = -2417.685059 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 12 (1868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.473908 sec): 2 clusters Score: Raw -95724.185241 + Penalty 98.053824 = -95626.131417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.477351 sec): 3 clusters Score: Raw -94513.999859 + Penalty 206.352575 = -94307.647284 nChanged 850 SP:Iteration 1F (41.480712 sec): 3 clusters Score: Raw -95234.794294 + Penalty 215.028542 = -95019.765753 nChanged 199 SP:Iteration 2F (41.484064 sec): 3 clusters Score: Raw -95414.300690 + Penalty 231.488645 = -95182.812045 nChanged 119 SP:Iteration 3F (41.487413 sec): 3 clusters Score: Raw -95552.042717 + Penalty 247.193201 = -95304.849516 nChanged 69 SP:Iteration 4Q (41.490603 sec): 3 clusters Score: Raw -95643.450006 + Penalty 263.248801 = -95380.201204 nChanged 33 SP:Iteration 5Q (41.493486 sec): 3 clusters Score: Raw -95680.568729 + Penalty 280.717865 = -95399.850864 nChanged 19 SP:Iteration 6Q (41.496299 sec): 3 clusters Score: Raw -95703.741548 + Penalty 292.207984 = -95411.533565 nChanged 9 SP:Iteration 7Q (41.499040 sec): 3 clusters Score: Raw -95710.351046 + Penalty 302.990605 = -95407.360440 nChanged 6 SP:Iteration 8F (41.502393 sec): 3 clusters Score: Raw -95713.773732 + Penalty 310.988406 = -95402.785326 nChanged 4 SP:Iteration 9F (41.505739 sec): 3 clusters Score: Raw -95719.721465 + Penalty 312.872077 = -95406.849388 nChanged 1 SP:Iteration 10F (41.509085 sec): 3 clusters Score: Raw -95720.551555 + Penalty 310.528424 = -95410.023131 nChanged 1 SP:Iteration 11Q (41.511791 sec): 3 clusters Score: Raw -95721.801550 + Penalty 310.528424 = -95411.273126 nChanged 0 SP:Iteration 12F (41.515138 sec): 3 clusters Score: Raw -95721.801550 + Penalty 310.528424 = -95411.273126 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 13 (2159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.523608 sec): 2 clusters Score: Raw -107906.181485 + Penalty 156.728273 = -107749.453212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.527665 sec): 3 clusters Score: Raw -106553.896076 + Penalty 328.588646 = -106225.307430 nChanged 970 SP:Iteration 1F (41.531553 sec): 3 clusters Score: Raw -107702.079073 + Penalty 298.496595 = -107403.582478 nChanged 147 SP:Iteration 2F (41.535410 sec): 3 clusters Score: Raw -107854.025842 + Penalty 299.285954 = -107554.739888 nChanged 60 SP:Iteration 3Q (41.539176 sec): 3 clusters Score: Raw -107909.989365 + Penalty 302.016391 = -107607.972974 nChanged 17 SP:Iteration 4Q (41.542522 sec): 3 clusters Score: Raw -107920.973816 + Penalty 308.413777 = -107612.560039 nChanged 12 SP:Iteration 5Q (41.545773 sec): 3 clusters Score: Raw -107929.431942 + Penalty 319.057030 = -107610.374911 nChanged 6 SP:Iteration 6F (41.549634 sec): 3 clusters Score: Raw -107931.241774 + Penalty 324.455627 = -107606.786147 nChanged 4 SP:Iteration 7F (41.553490 sec): 3 clusters Score: Raw -107932.461548 + Penalty 323.627943 = -107608.833605 nChanged 6 SP:Iteration 8Q (41.556705 sec): 3 clusters Score: Raw -107934.908952 + Penalty 325.171422 = -107609.737530 nChanged 5 SP:Iteration 9Q (41.559996 sec): 3 clusters Score: Raw -107937.350078 + Penalty 322.494485 = -107614.855593 nChanged 2 SP:Iteration 10F (41.563999 sec): 3 clusters Score: Raw -107939.404157 + Penalty 326.689389 = -107612.714768 nChanged 1 SP:Iteration 11F (41.567861 sec): 3 clusters Score: Raw -107939.964676 + Penalty 326.689389 = -107613.275287 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 14 (1614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.577116 sec): 2 clusters Score: Raw -81357.381295 + Penalty 132.599486 = -81224.781809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.580105 sec): 3 clusters Score: Raw -80317.237103 + Penalty 265.198972 = -80052.038131 nChanged 750 SP:Iteration 1F (41.583044 sec): 3 clusters Score: Raw -80992.142257 + Penalty 271.300673 = -80720.841585 nChanged 254 SP:Iteration 2F (41.585981 sec): 3 clusters Score: Raw -81275.564854 + Penalty 275.257141 = -81000.307713 nChanged 124 SP:Iteration 3F (41.588920 sec): 3 clusters Score: Raw -81401.296155 + Penalty 275.917744 = -81125.378411 nChanged 67 SP:Iteration 4Q (41.591788 sec): 3 clusters Score: Raw -81476.706824 + Penalty 275.320096 = -81201.386728 nChanged 45 SP:Iteration 5Q (41.594651 sec): 3 clusters Score: Raw -81518.444335 + Penalty 274.727899 = -81243.716436 nChanged 27 SP:Iteration 6Q (41.597449 sec): 3 clusters Score: Raw -81532.282900 + Penalty 273.604969 = -81258.677931 nChanged 24 SP:Iteration 7Q (41.600269 sec): 3 clusters Score: Raw -81545.308258 + Penalty 271.662531 = -81273.645727 nChanged 19 SP:Iteration 8Q (41.603044 sec): 3 clusters Score: Raw -81554.309467 + Penalty 270.010200 = -81284.299267 nChanged 16 SP:Iteration 9Q (41.605801 sec): 3 clusters Score: Raw -81560.981452 + Penalty 269.119323 = -81291.862129 nChanged 6 SP:Iteration 10F (41.608771 sec): 3 clusters Score: Raw -81562.160666 + Penalty 268.662181 = -81293.498485 nChanged 3 SP:Iteration 11Q (41.611531 sec): 3 clusters Score: Raw -81562.362819 + Penalty 268.509275 = -81293.853544 nChanged 1 SP:Iteration 12Q (41.614314 sec): 3 clusters Score: Raw -81562.391357 + Penalty 268.352424 = -81294.038933 nChanged 1 SP:Iteration 13Q (41.617105 sec): 3 clusters Score: Raw -81562.427470 + Penalty 268.215053 = -81294.212417 nChanged 1 SP:Iteration 14Q (41.619985 sec): 3 clusters Score: Raw -81562.463078 + Penalty 268.215053 = -81294.248024 nChanged 0 SP:Iteration 15F (41.623071 sec): 3 clusters Score: Raw -81562.463078 + Penalty 268.215053 = -81294.248024 nChanged 0 Score: Raw -2425783.849045 + Penalty 248647.857640 = -2177135.991404 Splitting cluster 14 changes total score from -2135328.264334 to -2177135.991404 So it's getting split into cluster 102. Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 15 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.913571 sec): 2 clusters Score: Raw -568.624729 + Penalty 225.760147 = -342.864582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.913822 sec): 3 clusters Score: Raw -586.589487 + Penalty 451.520294 = -135.069193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 16 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.916530 sec): 2 clusters Score: Raw -24457.090578 + Penalty 210.336838 = -24246.753740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.917617 sec): 3 clusters Score: Raw -24218.455922 + Penalty 428.618850 = -23789.837072 nChanged 187 SP:Iteration 1F (46.918680 sec): 3 clusters Score: Raw -24401.025437 + Penalty 461.500677 = -23939.524760 nChanged 78 SP:Iteration 2F (46.919747 sec): 3 clusters Score: Raw -24493.177618 + Penalty 476.367052 = -24016.810566 nChanged 33 SP:Iteration 3F (46.920808 sec): 3 clusters Score: Raw -24530.747909 + Penalty 480.338416 = -24050.409493 nChanged 14 SP:Iteration 4Q (46.921854 sec): 3 clusters Score: Raw -24546.862336 + Penalty 484.411740 = -24062.450596 nChanged 4 SP:Iteration 5Q (46.922888 sec): 3 clusters Score: Raw -24559.587177 + Penalty 481.736757 = -24077.850420 nChanged 1 SP:Iteration 6Q (46.923876 sec): 3 clusters Score: Raw -24563.508269 + Penalty 481.336350 = -24082.171919 nChanged 1 SP:Iteration 7Q (46.924830 sec): 3 clusters Score: Raw -24565.738537 + Penalty 481.336350 = -24084.402188 nChanged 0 SP:Iteration 8F (46.925890 sec): 3 clusters Score: Raw -24565.738537 + Penalty 481.336350 = -24084.402188 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 17 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.927415 sec): 2 clusters Score: Raw -10514.537078 + Penalty 263.812690 = -10250.724389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.927989 sec): 3 clusters Score: Raw -10422.911454 + Penalty 528.822494 = -9894.088960 nChanged 54 SP:Iteration 1F (46.928553 sec): 3 clusters Score: Raw -10493.284180 + Penalty 532.584835 = -9960.699346 nChanged 24 SP:Iteration 2F (46.929120 sec): 3 clusters Score: Raw -10530.466829 + Penalty 537.032859 = -9993.433970 nChanged 11 SP:Iteration 3F (46.929681 sec): 3 clusters Score: Raw -10542.930627 + Penalty 537.908789 = -10005.021838 nChanged 6 SP:Iteration 4Q (46.930224 sec): 3 clusters Score: Raw -10551.250211 + Penalty 540.940930 = -10010.309281 nChanged 4 SP:Iteration 5Q (46.930761 sec): 3 clusters Score: Raw -10554.140688 + Penalty 542.361486 = -10011.779202 nChanged 4 SP:Iteration 6Q (46.931298 sec): 3 clusters Score: Raw -10558.376741 + Penalty 544.584535 = -10013.792206 nChanged 4 SP:Iteration 7Q (46.931834 sec): 3 clusters Score: Raw -10562.140693 + Penalty 546.818011 = -10015.322682 nChanged 3 SP:Iteration 8Q (46.932368 sec): 3 clusters Score: Raw -10563.066576 + Penalty 547.842852 = -10015.223724 nChanged 1 SP:Iteration 9F (46.932961 sec): 3 clusters Score: Raw -10563.459323 + Penalty 548.542280 = -10014.917043 nChanged 1 SP:Iteration 10F (46.933523 sec): 3 clusters Score: Raw -10564.248578 + Penalty 549.901092 = -10014.347486 nChanged 2 SP:Iteration 11F (46.934085 sec): 3 clusters Score: Raw -10565.611255 + Penalty 549.936155 = -10015.675099 nChanged 4 SP:Iteration 12Q (46.934621 sec): 3 clusters Score: Raw -10571.637272 + Penalty 553.314501 = -10018.322770 nChanged 5 SP:Iteration 13Q (46.935152 sec): 3 clusters Score: Raw -10586.527974 + Penalty 556.581847 = -10029.946127 nChanged 3 SP:Iteration 14Q (46.935676 sec): 3 clusters Score: Raw -10593.645646 + Penalty 557.169414 = -10036.476232 nChanged 5 SP:Iteration 15Q (46.936193 sec): 3 clusters Score: Raw -10604.085053 + Penalty 554.962071 = -10049.122982 nChanged 3 SP:Iteration 16Q (46.936700 sec): 3 clusters Score: Raw -10609.097390 + Penalty 555.397335 = -10053.700055 nChanged 1 SP:Iteration 17Q (46.937201 sec): 3 clusters Score: Raw -10611.394694 + Penalty 557.308316 = -10054.086378 nChanged 1 SP:Iteration 18Q (46.937698 sec): 3 clusters Score: Raw -10613.990272 + Penalty 557.666403 = -10056.323870 nChanged 1 SP:Iteration 19Q (46.938194 sec): 3 clusters Score: Raw -10616.032697 + Penalty 557.666403 = -10058.366294 nChanged 0 SP:Iteration 20F (46.938754 sec): 3 clusters Score: Raw -10616.032697 + Penalty 557.666403 = -10058.366294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 18 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.939530 sec): 2 clusters Score: Raw -3180.983849 + Penalty 713.800745 = -2467.183104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.939913 sec): 3 clusters Score: Raw -3384.749604 + Penalty 1427.510769 = -1957.238835 nChanged 8 SP:Iteration 1F (46.940290 sec): 3 clusters Score: Raw -3441.653247 + Penalty 1427.679630 = -2013.973617 nChanged 1 SP:Iteration 2Q (46.940638 sec): 3 clusters Score: Raw -3445.388024 + Penalty 1427.679630 = -2017.708394 nChanged 0 SP:Iteration 3F (46.941014 sec): 3 clusters Score: Raw -3445.388024 + Penalty 1427.679630 = -2017.708394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 19 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.942356 sec): 2 clusters Score: Raw -15962.238960 + Penalty 381.277289 = -15580.961671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.943161 sec): 3 clusters Score: Raw -15853.538916 + Penalty 760.958335 = -15092.580581 nChanged 105 SP:Iteration 1F (46.943951 sec): 3 clusters Score: Raw -15953.938961 + Penalty 760.156268 = -15193.782694 nChanged 27 SP:Iteration 2F (46.944742 sec): 3 clusters Score: Raw -15988.732614 + Penalty 758.462964 = -15230.269650 nChanged 19 SP:Iteration 3F (46.945503 sec): 3 clusters Score: Raw -16026.483688 + Penalty 758.228835 = -15268.254853 nChanged 27 SP:Iteration 4F (46.946264 sec): 3 clusters Score: Raw -16084.154053 + Penalty 762.396506 = -15321.757547 nChanged 23 SP:Iteration 5F (46.947024 sec): 3 clusters Score: Raw -16120.262527 + Penalty 763.803390 = -15356.459137 nChanged 7 SP:Iteration 6Q (46.947759 sec): 3 clusters Score: Raw -16146.309236 + Penalty 765.679973 = -15380.629263 nChanged 6 SP:Iteration 7Q (46.948491 sec): 3 clusters Score: Raw -16158.915192 + Penalty 767.245599 = -15391.669593 nChanged 4 SP:Iteration 8Q (46.949225 sec): 3 clusters Score: Raw -16168.360338 + Penalty 768.457405 = -15399.902933 nChanged 2 SP:Iteration 9Q (46.949955 sec): 3 clusters Score: Raw -16169.182523 + Penalty 768.166949 = -15401.015574 nChanged 1 SP:Iteration 10F (46.950714 sec): 3 clusters Score: Raw -16169.615464 + Penalty 768.840098 = -15400.775366 nChanged 1 SP:Iteration 11F (46.951473 sec): 3 clusters Score: Raw -16170.381657 + Penalty 769.316946 = -15401.064711 nChanged 3 SP:Iteration 12Q (46.952205 sec): 3 clusters Score: Raw -16173.240803 + Penalty 769.316946 = -15403.923857 nChanged 0 SP:Iteration 13F (46.952992 sec): 3 clusters Score: Raw -16173.240803 + Penalty 769.316946 = -15403.923857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 20 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.953504 sec): 2 clusters Score: Raw -124.476793 + Penalty 91.723764 = -32.753029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.953698 sec): 2 clusters Score: Raw -124.476793 + Penalty 91.723764 = -32.753029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 21 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.955121 sec): 2 clusters Score: Raw -9746.969158 + Penalty 346.859459 = -9400.109699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.955712 sec): 3 clusters Score: Raw -9715.528360 + Penalty 693.872735 = -9021.655625 nChanged 58 SP:Iteration 1F (46.956292 sec): 3 clusters Score: Raw -9787.636300 + Penalty 693.023941 = -9094.612360 nChanged 24 SP:Iteration 2F (46.956872 sec): 3 clusters Score: Raw -9857.315292 + Penalty 697.077038 = -9160.238254 nChanged 16 SP:Iteration 3F (46.957449 sec): 3 clusters Score: Raw -9881.588377 + Penalty 695.884003 = -9185.704374 nChanged 8 SP:Iteration 4Q (46.958006 sec): 3 clusters Score: Raw -9896.538064 + Penalty 693.933410 = -9202.604654 nChanged 12 SP:Iteration 5F (46.958584 sec): 3 clusters Score: Raw -9930.580282 + Penalty 696.730340 = -9233.849942 nChanged 8 SP:Iteration 6Q (46.959123 sec): 3 clusters Score: Raw -9949.504744 + Penalty 697.498976 = -9252.005768 nChanged 2 SP:Iteration 7Q (46.959643 sec): 3 clusters Score: Raw -9966.799294 + Penalty 694.959732 = -9271.839562 nChanged 2 SP:Iteration 8Q (46.960158 sec): 3 clusters Score: Raw -9972.031532 + Penalty 694.959732 = -9277.071800 nChanged 0 SP:Iteration 9F (46.960735 sec): 3 clusters Score: Raw -9972.031532 + Penalty 694.959732 = -9277.071800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 22 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.961382 sec): 2 clusters Score: Raw -1063.514998 + Penalty 305.404180 = -758.110819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.961635 sec): 3 clusters Score: Raw -1117.153010 + Penalty 612.323060 = -504.829950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 23 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.962165 sec): 2 clusters Score: Raw -996.040205 + Penalty 460.653207 = -535.386998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.962408 sec): 3 clusters Score: Raw -1158.323764 + Penalty 926.736340 = -231.587424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 24 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.962933 sec): 2 clusters Score: Raw -1016.674348 + Penalty 237.026426 = -779.647922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.963178 sec): 3 clusters Score: Raw -1039.454058 + Penalty 495.263906 = -544.190152 nChanged 1 SP:Iteration 1Q (46.963414 sec): 3 clusters Score: Raw -1046.527661 + Penalty 495.263906 = -551.263755 nChanged 0 SP:Iteration 2F (46.963655 sec): 3 clusters Score: Raw -1046.527661 + Penalty 495.263906 = -551.263755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 25 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.965123 sec): 2 clusters Score: Raw -19633.098441 + Penalty 833.507312 = -18799.591129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.965998 sec): 3 clusters Score: Raw -19578.869280 + Penalty 1666.812815 = -17912.056464 nChanged 66 SP:Iteration 1F (46.966838 sec): 3 clusters Score: Raw -19672.879676 + Penalty 1667.223396 = -18005.656279 nChanged 17 SP:Iteration 2Q (46.967692 sec): 3 clusters Score: Raw -19700.835005 + Penalty 1667.559517 = -18033.275488 nChanged 8 SP:Iteration 3Q (46.968509 sec): 3 clusters Score: Raw -19711.689640 + Penalty 1668.593566 = -18043.096075 nChanged 7 SP:Iteration 4Q (46.969324 sec): 3 clusters Score: Raw -19721.240202 + Penalty 1668.631243 = -18052.608960 nChanged 4 SP:Iteration 5Q (46.970131 sec): 3 clusters Score: Raw -19726.455826 + Penalty 1669.082741 = -18057.373085 nChanged 4 SP:Iteration 6Q (46.970938 sec): 3 clusters Score: Raw -19732.686508 + Penalty 1670.025973 = -18062.660535 nChanged 3 SP:Iteration 7Q (46.971746 sec): 3 clusters Score: Raw -19734.471078 + Penalty 1670.366526 = -18064.104551 nChanged 1 SP:Iteration 8Q (46.972553 sec): 3 clusters Score: Raw -19735.348356 + Penalty 1670.366526 = -18064.981830 nChanged 0 SP:Iteration 9F (46.973393 sec): 3 clusters Score: Raw -19735.348356 + Penalty 1670.366526 = -18064.981830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 26 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.973963 sec): 2 clusters Score: Raw -1050.297318 + Penalty 405.390295 = -644.907023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.974216 sec): 3 clusters Score: Raw -1223.374044 + Penalty 810.253356 = -413.120688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 27 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.974707 sec): 2 clusters Score: Raw -384.544567 + Penalty 154.127873 = -230.416694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.974927 sec): 3 clusters Score: Raw -392.380836 + Penalty 330.126894 = -62.253942 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 28 (250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.976041 sec): 2 clusters Score: Raw -10647.506761 + Penalty 507.948963 = -10139.557798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.976690 sec): 3 clusters Score: Raw -10648.273805 + Penalty 1012.807138 = -9635.466667 nChanged 74 SP:Iteration 1F (46.977325 sec): 3 clusters Score: Raw -10911.441247 + Penalty 993.915285 = -9917.525962 nChanged 26 SP:Iteration 2F (46.977969 sec): 3 clusters Score: Raw -10995.285275 + Penalty 994.547949 = -10000.737325 nChanged 14 SP:Iteration 3F (46.978607 sec): 3 clusters Score: Raw -11060.788504 + Penalty 995.057044 = -10065.731460 nChanged 9 SP:Iteration 4Q (46.979187 sec): 3 clusters Score: Raw -11118.810379 + Penalty 998.520511 = -10120.289868 nChanged 6 SP:Iteration 5Q (46.979753 sec): 3 clusters Score: Raw -11182.629842 + Penalty 1002.037775 = -10180.592067 nChanged 4 SP:Iteration 6Q (46.980313 sec): 3 clusters Score: Raw -11206.410739 + Penalty 1002.591797 = -10203.818942 nChanged 1 SP:Iteration 7Q (46.980869 sec): 3 clusters Score: Raw -11209.524207 + Penalty 1002.591797 = -10206.932410 nChanged 0 SP:Iteration 8F (46.981506 sec): 3 clusters Score: Raw -11209.524207 + Penalty 1002.591797 = -10206.932410 nChanged 0 Score: Raw -2426345.860964 + Penalty 249620.316075 = -2176725.544889 Splitting cluster 28 changes total score from -2135328.264334 to -2176725.544889 So it's getting split into cluster 105. Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 29 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.364298 sec): 2 clusters Score: Raw -949.968954 + Penalty 414.469117 = -535.499837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.364555 sec): 3 clusters Score: Raw -1113.610680 + Penalty 828.410581 = -285.200098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 30 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.365787 sec): 2 clusters Score: Raw -14344.246513 + Penalty 300.432947 = -14043.813566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.366871 sec): 3 clusters Score: Raw -14255.958354 + Penalty 611.164238 = -13644.794115 nChanged 90 SP:Iteration 1F (52.367584 sec): 3 clusters Score: Raw -14363.292047 + Penalty 632.373303 = -13730.918744 nChanged 25 SP:Iteration 2F (52.368292 sec): 3 clusters Score: Raw -14430.864734 + Penalty 656.130862 = -13774.733872 nChanged 21 SP:Iteration 3F (52.368981 sec): 3 clusters Score: Raw -14463.955489 + Penalty 663.722959 = -13800.232530 nChanged 6 SP:Iteration 4Q (52.369649 sec): 3 clusters Score: Raw -14475.969339 + Penalty 668.438439 = -13807.530901 nChanged 5 SP:Iteration 5Q (52.370315 sec): 3 clusters Score: Raw -14483.728144 + Penalty 670.366387 = -13813.361757 nChanged 1 SP:Iteration 6Q (52.370973 sec): 3 clusters Score: Raw -14484.222511 + Penalty 670.366387 = -13813.856124 nChanged 0 SP:Iteration 7F (52.371661 sec): 3 clusters Score: Raw -14484.222511 + Penalty 670.366387 = -13813.856124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 31 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.372535 sec): 2 clusters Score: Raw -7409.769345 + Penalty 369.164297 = -7040.605047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.372999 sec): 3 clusters Score: Raw -7380.765409 + Penalty 728.394912 = -6652.370497 nChanged 23 SP:Iteration 1F (52.373454 sec): 3 clusters Score: Raw -7414.915811 + Penalty 729.175251 = -6685.740560 nChanged 9 SP:Iteration 2F (52.373908 sec): 3 clusters Score: Raw -7423.000286 + Penalty 727.053662 = -6695.946624 nChanged 3 SP:Iteration 3Q (52.374353 sec): 3 clusters Score: Raw -7425.883971 + Penalty 723.238057 = -6702.645914 nChanged 2 SP:Iteration 4Q (52.374797 sec): 3 clusters Score: Raw -7427.992567 + Penalty 721.860583 = -6706.131984 nChanged 2 SP:Iteration 5Q (52.375241 sec): 3 clusters Score: Raw -7430.387897 + Penalty 722.783289 = -6707.604608 nChanged 1 SP:Iteration 6Q (52.375682 sec): 3 clusters Score: Raw -7432.272335 + Penalty 723.033582 = -6709.238753 nChanged 1 SP:Iteration 7Q (52.376123 sec): 3 clusters Score: Raw -7433.097862 + Penalty 723.033582 = -6710.064281 nChanged 0 SP:Iteration 8F (52.376575 sec): 3 clusters Score: Raw -7433.097862 + Penalty 723.033582 = -6710.064281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 32 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.377086 sec): 2 clusters Score: Raw -465.589475 + Penalty 230.790672 = -234.798803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.377308 sec): 3 clusters Score: Raw -479.238009 + Penalty 461.581343 = -17.656666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 33 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.377821 sec): 2 clusters Score: Raw -795.926931 + Penalty 225.581124 = -570.345807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.378059 sec): 3 clusters Score: Raw -834.782409 + Penalty 446.990994 = -387.791415 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 34 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.378568 sec): 2 clusters Score: Raw -672.307728 + Penalty 215.707549 = -456.600179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.378800 sec): 3 clusters Score: Raw -689.152459 + Penalty 417.180003 = -271.972455 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 35 (600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.382068 sec): 2 clusters Score: Raw -30830.763336 + Penalty 454.563368 = -30376.199969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.383318 sec): 3 clusters Score: Raw -30508.827987 + Penalty 914.996045 = -29593.831942 nChanged 194 SP:Iteration 1F (52.384544 sec): 3 clusters Score: Raw -30647.377924 + Penalty 926.173181 = -29721.204742 nChanged 80 SP:Iteration 2F (52.385827 sec): 3 clusters Score: Raw -30726.488810 + Penalty 937.793122 = -29788.695688 nChanged 50 SP:Iteration 3F (52.387065 sec): 3 clusters Score: Raw -30763.677116 + Penalty 947.338667 = -29816.338449 nChanged 25 SP:Iteration 4Q (52.388297 sec): 3 clusters Score: Raw -30791.928217 + Penalty 956.580512 = -29835.347705 nChanged 25 SP:Iteration 5Q (52.389517 sec): 3 clusters Score: Raw -30816.647203 + Penalty 968.412024 = -29848.235178 nChanged 20 SP:Iteration 6Q (52.390727 sec): 3 clusters Score: Raw -30838.334741 + Penalty 975.497802 = -29862.836939 nChanged 13 SP:Iteration 7Q (52.391940 sec): 3 clusters Score: Raw -30844.190757 + Penalty 977.912917 = -29866.277840 nChanged 4 SP:Iteration 8Q (52.393125 sec): 3 clusters Score: Raw -30845.868764 + Penalty 979.770665 = -29866.098099 nChanged 4 SP:Iteration 9F (52.394361 sec): 3 clusters Score: Raw -30848.862678 + Penalty 981.344085 = -29867.518593 nChanged 3 SP:Iteration 10F (52.395597 sec): 3 clusters Score: Raw -30852.496972 + Penalty 983.700272 = -29868.796700 nChanged 5 SP:Iteration 11Q (52.396777 sec): 3 clusters Score: Raw -30857.042516 + Penalty 987.263862 = -29869.778654 nChanged 8 SP:Iteration 12Q (52.397954 sec): 3 clusters Score: Raw -30864.502063 + Penalty 990.749050 = -29873.753013 nChanged 5 SP:Iteration 13Q (52.399128 sec): 3 clusters Score: Raw -30870.135174 + Penalty 994.093049 = -29876.042125 nChanged 6 SP:Iteration 14Q (52.400292 sec): 3 clusters Score: Raw -30877.342381 + Penalty 996.108293 = -29881.234088 nChanged 7 SP:Iteration 15Q (52.401448 sec): 3 clusters Score: Raw -30884.463308 + Penalty 1000.853026 = -29883.610281 nChanged 8 SP:Iteration 16Q (52.402582 sec): 3 clusters Score: Raw -30890.397653 + Penalty 1003.999965 = -29886.397688 nChanged 5 SP:Iteration 17Q (52.403710 sec): 3 clusters Score: Raw -30895.567477 + Penalty 1008.297123 = -29887.270353 nChanged 5 SP:Iteration 18Q (52.404835 sec): 3 clusters Score: Raw -30901.584562 + Penalty 1015.046321 = -29886.538241 nChanged 6 SP:Iteration 19F (52.406071 sec): 3 clusters Score: Raw -30907.450703 + Penalty 1019.525779 = -29887.924924 nChanged 6 SP:Iteration 20F (52.407306 sec): 3 clusters Score: Raw -30911.806205 + Penalty 1024.427921 = -29887.378284 nChanged 4 SP:Iteration 21F (52.408542 sec): 3 clusters Score: Raw -30914.118661 + Penalty 1024.427921 = -29889.690740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 36 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.409237 sec): 2 clusters Score: Raw -1428.891416 + Penalty 388.319761 = -1040.571655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.409505 sec): 3 clusters Score: Raw -1533.563286 + Penalty 779.608832 = -753.954455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 37 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.410127 sec): 2 clusters Score: Raw -2499.115039 + Penalty 102.178975 = -2396.936064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.410440 sec): 3 clusters Score: Raw -2505.960954 + Penalty 208.058714 = -2297.902240 nChanged 10 SP:Iteration 1F (52.410750 sec): 3 clusters Score: Raw -2522.915394 + Penalty 212.435362 = -2310.480032 nChanged 4 SP:Iteration 2F (52.411055 sec): 3 clusters Score: Raw -2528.877334 + Penalty 217.244433 = -2311.632901 nChanged 2 SP:Iteration 3Q (52.411354 sec): 3 clusters Score: Raw -2531.210737 + Penalty 219.699082 = -2311.511655 nChanged 1 SP:Iteration 4F (52.411660 sec): 3 clusters Score: Raw -2531.744078 + Penalty 219.699082 = -2312.044996 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 38 (639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.414955 sec): 2 clusters Score: Raw -30601.037683 + Penalty 263.946235 = -30337.091448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.416305 sec): 3 clusters Score: Raw -30251.480360 + Penalty 534.309598 = -29717.170762 nChanged 234 SP:Iteration 1F (52.417662 sec): 3 clusters Score: Raw -30445.370662 + Penalty 541.458568 = -29903.912094 nChanged 85 SP:Iteration 2F (52.418969 sec): 3 clusters Score: Raw -30521.193315 + Penalty 545.766218 = -29975.427096 nChanged 60 SP:Iteration 3F (52.420270 sec): 3 clusters Score: Raw -30567.522639 + Penalty 549.789165 = -30017.733475 nChanged 41 SP:Iteration 4F (52.421567 sec): 3 clusters Score: Raw -30608.399744 + Penalty 545.930623 = -30062.469120 nChanged 39 SP:Iteration 5F (52.422865 sec): 3 clusters Score: Raw -30648.095562 + Penalty 544.779617 = -30103.315945 nChanged 23 SP:Iteration 6Q (52.424152 sec): 3 clusters Score: Raw -30665.786650 + Penalty 538.160493 = -30127.626157 nChanged 14 SP:Iteration 7Q (52.425409 sec): 3 clusters Score: Raw -30675.871960 + Penalty 541.103965 = -30134.767994 nChanged 7 SP:Iteration 8Q (52.426650 sec): 3 clusters Score: Raw -30679.616822 + Penalty 542.146483 = -30137.470339 nChanged 6 SP:Iteration 9Q (52.427905 sec): 3 clusters Score: Raw -30684.038188 + Penalty 540.409281 = -30143.628907 nChanged 3 SP:Iteration 10F (52.429217 sec): 3 clusters Score: Raw -30687.666440 + Penalty 541.902617 = -30145.763824 nChanged 2 SP:Iteration 11Q (52.430449 sec): 3 clusters Score: Raw -30689.434447 + Penalty 543.649916 = -30145.784531 nChanged 1 SP:Iteration 12Q (52.431679 sec): 3 clusters Score: Raw -30689.693849 + Penalty 545.481023 = -30144.212826 nChanged 1 SP:Iteration 13F (52.432999 sec): 3 clusters Score: Raw -30689.797349 + Penalty 545.481023 = -30144.316326 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 39 (1181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.438458 sec): 2 clusters Score: Raw -60532.271059 + Penalty 471.681381 = -60060.589678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.440723 sec): 3 clusters Score: Raw -59883.652627 + Penalty 944.939048 = -58938.713578 nChanged 459 SP:Iteration 1F (52.442957 sec): 3 clusters Score: Raw -60228.735965 + Penalty 950.276855 = -59278.459110 nChanged 152 SP:Iteration 2F (52.445183 sec): 3 clusters Score: Raw -60376.323772 + Penalty 958.212195 = -59418.111577 nChanged 97 SP:Iteration 3F (52.447404 sec): 3 clusters Score: Raw -60461.772940 + Penalty 966.215847 = -59495.557092 nChanged 73 SP:Iteration 4F (52.449623 sec): 3 clusters Score: Raw -60526.797796 + Penalty 971.209594 = -59555.588203 nChanged 55 SP:Iteration 5Q (52.451806 sec): 3 clusters Score: Raw -60567.232648 + Penalty 971.640569 = -59595.592079 nChanged 27 SP:Iteration 6Q (52.454018 sec): 3 clusters Score: Raw -60584.455514 + Penalty 970.450672 = -59614.004841 nChanged 23 SP:Iteration 7Q (52.456230 sec): 3 clusters Score: Raw -60598.622889 + Penalty 968.069414 = -59630.553475 nChanged 16 SP:Iteration 8Q (52.458437 sec): 3 clusters Score: Raw -60608.750309 + Penalty 966.298152 = -59642.452157 nChanged 18 SP:Iteration 9Q (52.460590 sec): 3 clusters Score: Raw -60620.148145 + Penalty 965.116058 = -59655.032087 nChanged 14 SP:Iteration 10F (52.462809 sec): 3 clusters Score: Raw -60627.004398 + Penalty 963.471979 = -59663.532419 nChanged 13 SP:Iteration 11Q (52.464964 sec): 3 clusters Score: Raw -60632.943837 + Penalty 961.917963 = -59671.025874 nChanged 12 SP:Iteration 12Q (52.467114 sec): 3 clusters Score: Raw -60637.870475 + Penalty 960.210260 = -59677.660215 nChanged 9 SP:Iteration 13Q (52.469261 sec): 3 clusters Score: Raw -60642.599230 + Penalty 958.837464 = -59683.761766 nChanged 8 SP:Iteration 14Q (52.471406 sec): 3 clusters Score: Raw -60645.784873 + Penalty 958.513023 = -59687.271850 nChanged 5 SP:Iteration 15Q (52.473549 sec): 3 clusters Score: Raw -60650.415568 + Penalty 958.070091 = -59692.345477 nChanged 6 SP:Iteration 16Q (52.475687 sec): 3 clusters Score: Raw -60652.513649 + Penalty 957.845721 = -59694.667928 nChanged 3 SP:Iteration 17Q (52.477825 sec): 3 clusters Score: Raw -60653.354877 + Penalty 957.537319 = -59695.817558 nChanged 2 SP:Iteration 18Q (52.479960 sec): 3 clusters Score: Raw -60653.813391 + Penalty 957.537319 = -59696.276072 nChanged 0 SP:Iteration 19F (52.482217 sec): 3 clusters Score: Raw -60653.813391 + Penalty 957.537319 = -59696.276072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 40 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.483629 sec): 2 clusters Score: Raw -738.166610 + Penalty 221.163172 = -517.003438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.483878 sec): 3 clusters Score: Raw -756.994733 + Penalty 436.493178 = -320.501555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 42 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.484743 sec): 2 clusters Score: Raw -7277.068581 + Penalty 349.485827 = -6927.582754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.485207 sec): 3 clusters Score: Raw -7221.713999 + Penalty 703.200969 = -6518.513030 nChanged 24 SP:Iteration 1F (52.485664 sec): 3 clusters Score: Raw -7251.895701 + Penalty 705.329687 = -6546.566014 nChanged 10 SP:Iteration 2F (52.486119 sec): 3 clusters Score: Raw -7264.306207 + Penalty 700.244067 = -6564.062140 nChanged 4 SP:Iteration 3Q (52.486571 sec): 3 clusters Score: Raw -7269.991502 + Penalty 696.740937 = -6573.250565 nChanged 3 SP:Iteration 4Q (52.487022 sec): 3 clusters Score: Raw -7276.539635 + Penalty 692.595207 = -6583.944428 nChanged 2 SP:Iteration 5Q (52.487472 sec): 3 clusters Score: Raw -7282.052024 + Penalty 684.613944 = -6597.438079 nChanged 2 SP:Iteration 6Q (52.487917 sec): 3 clusters Score: Raw -7285.199482 + Penalty 683.320268 = -6601.879214 nChanged 1 SP:Iteration 7Q (52.488362 sec): 3 clusters Score: Raw -7285.746967 + Penalty 683.014213 = -6602.732754 nChanged 2 SP:Iteration 8Q (52.488806 sec): 3 clusters Score: Raw -7291.842185 + Penalty 682.863405 = -6608.978780 nChanged 1 SP:Iteration 9Q (52.489248 sec): 3 clusters Score: Raw -7293.191469 + Penalty 682.863405 = -6610.328064 nChanged 0 SP:Iteration 10F (52.489701 sec): 3 clusters Score: Raw -7293.191469 + Penalty 682.863405 = -6610.328064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 43 (448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.491506 sec): 2 clusters Score: Raw -24786.579896 + Penalty 561.137044 = -24225.442852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.492491 sec): 3 clusters Score: Raw -24585.421997 + Penalty 1122.274088 = -23463.147909 nChanged 130 SP:Iteration 1F (52.493478 sec): 3 clusters Score: Raw -24689.012697 + Penalty 1124.627826 = -23564.384871 nChanged 30 SP:Iteration 2F (52.494455 sec): 3 clusters Score: Raw -24714.637757 + Penalty 1128.276173 = -23586.361584 nChanged 12 SP:Iteration 3Q (52.495426 sec): 3 clusters Score: Raw -24726.713272 + Penalty 1134.936022 = -23591.777250 nChanged 17 SP:Iteration 4Q (52.496398 sec): 3 clusters Score: Raw -24739.648255 + Penalty 1138.911957 = -23600.736298 nChanged 10 SP:Iteration 5Q (52.497366 sec): 3 clusters Score: Raw -24747.430970 + Penalty 1142.562461 = -23604.868509 nChanged 7 SP:Iteration 6Q (52.498335 sec): 3 clusters Score: Raw -24750.786386 + Penalty 1144.908307 = -23605.878079 nChanged 4 SP:Iteration 7Q (52.499298 sec): 3 clusters Score: Raw -24752.341756 + Penalty 1146.196615 = -23606.145141 nChanged 2 SP:Iteration 8Q (52.500262 sec): 3 clusters Score: Raw -24753.683977 + Penalty 1146.691358 = -23606.992619 nChanged 2 SP:Iteration 9Q (52.501225 sec): 3 clusters Score: Raw -24755.866199 + Penalty 1148.188793 = -23607.677405 nChanged 3 SP:Iteration 10F (52.502201 sec): 3 clusters Score: Raw -24760.555118 + Penalty 1150.965536 = -23609.589582 nChanged 4 SP:Iteration 11Q (52.503164 sec): 3 clusters Score: Raw -24763.739833 + Penalty 1152.137220 = -23611.602613 nChanged 3 SP:Iteration 12Q (52.504125 sec): 3 clusters Score: Raw -24766.387967 + Penalty 1152.709513 = -23613.678455 nChanged 3 SP:Iteration 13Q (52.505118 sec): 3 clusters Score: Raw -24769.479452 + Penalty 1152.924416 = -23616.555036 nChanged 2 SP:Iteration 14Q (52.506078 sec): 3 clusters Score: Raw -24773.184684 + Penalty 1153.890712 = -23619.293972 nChanged 3 SP:Iteration 15Q (52.507034 sec): 3 clusters Score: Raw -24776.081808 + Penalty 1153.890712 = -23622.191097 nChanged 0 SP:Iteration 16F (52.508005 sec): 3 clusters Score: Raw -24776.081808 + Penalty 1153.890712 = -23622.191097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 44 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.508523 sec): 2 clusters Score: Raw -187.075327 + Penalty 132.779837 = -54.295491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.508733 sec): 3 clusters Score: Raw -178.433460 + Penalty 261.927020 = 83.493560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 45 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.509272 sec): 2 clusters Score: Raw -1153.947457 + Penalty 388.741669 = -765.205788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.509525 sec): 3 clusters Score: Raw -1307.995473 + Penalty 777.614929 = -530.380544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 46 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.510026 sec): 2 clusters Score: Raw -516.748209 + Penalty 140.644677 = -376.103532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.510251 sec): 3 clusters Score: Raw -520.176892 + Penalty 306.577970 = -213.598922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 47 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.510905 sec): 2 clusters Score: Raw -3524.538328 + Penalty 540.900620 = -2983.637709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.511240 sec): 3 clusters Score: Raw -3595.019140 + Penalty 1081.376069 = -2513.643071 nChanged 1 SP:Iteration 1Q (52.511551 sec): 3 clusters Score: Raw -3598.376441 + Penalty 1081.670483 = -2516.705957 nChanged 1 SP:Iteration 2Q (52.511860 sec): 3 clusters Score: Raw -3606.099826 + Penalty 1081.670483 = -2524.429343 nChanged 0 SP:Iteration 3F (52.512185 sec): 3 clusters Score: Raw -3606.099826 + Penalty 1081.670483 = -2524.429343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 48 (388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.513696 sec): 2 clusters Score: Raw -19199.747574 + Penalty 522.258991 = -18677.488583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.514579 sec): 3 clusters Score: Raw -19126.016382 + Penalty 1051.204247 = -18074.812135 nChanged 115 SP:Iteration 1F (52.515458 sec): 3 clusters Score: Raw -19249.260662 + Penalty 1067.791744 = -18181.468918 nChanged 43 SP:Iteration 2F (52.516386 sec): 3 clusters Score: Raw -19373.777962 + Penalty 1071.455176 = -18302.322786 nChanged 40 SP:Iteration 3F (52.517295 sec): 3 clusters Score: Raw -19480.033136 + Penalty 1061.985536 = -18418.047600 nChanged 21 SP:Iteration 4F (52.518206 sec): 3 clusters Score: Raw -19623.108179 + Penalty 1061.174559 = -18561.933619 nChanged 6 SP:Iteration 5Q (52.519055 sec): 3 clusters Score: Raw -19644.425675 + Penalty 1059.101342 = -18585.324333 nChanged 3 SP:Iteration 6Q (52.519895 sec): 3 clusters Score: Raw -19646.881786 + Penalty 1057.339685 = -18589.542101 nChanged 1 SP:Iteration 7Q (52.520722 sec): 3 clusters Score: Raw -19647.548576 + Penalty 1057.339685 = -18590.208891 nChanged 0 SP:Iteration 8F (52.521611 sec): 3 clusters Score: Raw -19647.548576 + Penalty 1057.339685 = -18590.208891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 49 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.522166 sec): 2 clusters Score: Raw -1000.178239 + Penalty 281.562181 = -718.616059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.522443 sec): 3 clusters Score: Raw -1046.693464 + Penalty 555.899616 = -490.793848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 50 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.523695 sec): 2 clusters Score: Raw -14955.078714 + Penalty 184.667795 = -14770.410919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.524428 sec): 3 clusters Score: Raw -14804.443454 + Penalty 397.516260 = -14406.927194 nChanged 96 SP:Iteration 1F (52.525150 sec): 3 clusters Score: Raw -14900.034403 + Penalty 433.939093 = -14466.095310 nChanged 36 SP:Iteration 2F (52.525868 sec): 3 clusters Score: Raw -14948.562150 + Penalty 456.090678 = -14492.471472 nChanged 10 SP:Iteration 3Q (52.526567 sec): 3 clusters Score: Raw -14962.567518 + Penalty 467.503691 = -14495.063827 nChanged 9 SP:Iteration 4Q (52.527248 sec): 3 clusters Score: Raw -14973.996851 + Penalty 497.377226 = -14476.619625 nChanged 5 SP:Iteration 5F (52.527965 sec): 3 clusters Score: Raw -14979.742025 + Penalty 513.585452 = -14466.156573 nChanged 2 SP:Iteration 6F (52.528682 sec): 3 clusters Score: Raw -14982.268854 + Penalty 523.667926 = -14458.600927 nChanged 2 SP:Iteration 7F (52.529400 sec): 3 clusters Score: Raw -14984.551835 + Penalty 523.667926 = -14460.883909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 51 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.529918 sec): 2 clusters Score: Raw -394.512091 + Penalty 235.947854 = -158.564236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.530139 sec): 3 clusters Score: Raw -383.214142 + Penalty 471.895709 = 88.681567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 52 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.530649 sec): 2 clusters Score: Raw -746.164421 + Penalty 235.917011 = -510.247410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.530884 sec): 3 clusters Score: Raw -778.412819 + Penalty 469.540865 = -308.871954 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 53 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.535160 sec): 2 clusters Score: Raw -37334.211485 + Penalty 282.231718 = -37051.979767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.536743 sec): 3 clusters Score: Raw -36933.465198 + Penalty 580.579017 = -36352.886181 nChanged 297 SP:Iteration 1F (52.538300 sec): 3 clusters Score: Raw -37223.913447 + Penalty 587.778614 = -36636.134833 nChanged 74 SP:Iteration 2F (52.539854 sec): 3 clusters Score: Raw -37300.466011 + Penalty 593.710164 = -36706.755846 nChanged 44 SP:Iteration 3F (52.541394 sec): 3 clusters Score: Raw -37359.083179 + Penalty 601.641536 = -36757.441643 nChanged 31 SP:Iteration 4Q (52.542874 sec): 3 clusters Score: Raw -37405.611418 + Penalty 604.309676 = -36801.301742 nChanged 17 SP:Iteration 5Q (52.544363 sec): 3 clusters Score: Raw -37421.243684 + Penalty 607.053870 = -36814.189813 nChanged 11 SP:Iteration 6Q (52.545801 sec): 3 clusters Score: Raw -37427.833931 + Penalty 609.118804 = -36818.715126 nChanged 6 SP:Iteration 7Q (52.547220 sec): 3 clusters Score: Raw -37430.767807 + Penalty 609.764467 = -36821.003341 nChanged 2 SP:Iteration 8Q (52.548621 sec): 3 clusters Score: Raw -37431.326701 + Penalty 609.750467 = -36821.576234 nChanged 1 SP:Iteration 9Q (52.550059 sec): 3 clusters Score: Raw -37431.404784 + Penalty 610.427787 = -36820.976998 nChanged 1 SP:Iteration 10F (52.551613 sec): 3 clusters Score: Raw -37431.607191 + Penalty 611.082321 = -36820.524870 nChanged 1 SP:Iteration 11F (52.553157 sec): 3 clusters Score: Raw -37431.793019 + Penalty 612.407335 = -36819.385684 nChanged 2 SP:Iteration 12F (52.554683 sec): 3 clusters Score: Raw -37432.247927 + Penalty 614.333522 = -36817.914405 nChanged 3 SP:Iteration 13F (52.556306 sec): 3 clusters Score: Raw -37433.532893 + Penalty 614.333522 = -36819.199371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 54 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.559008 sec): 2 clusters Score: Raw -10120.826041 + Penalty 652.217206 = -9468.608835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.559623 sec): 3 clusters Score: Raw -10170.959855 + Penalty 1302.972981 = -8867.986874 nChanged 46 SP:Iteration 1F (52.560224 sec): 3 clusters Score: Raw -10272.361933 + Penalty 1301.187448 = -8971.174484 nChanged 12 SP:Iteration 2F (52.560824 sec): 3 clusters Score: Raw -10308.382444 + Penalty 1300.112727 = -9008.269716 nChanged 5 SP:Iteration 3Q (52.561403 sec): 3 clusters Score: Raw -10317.164886 + Penalty 1300.452837 = -9016.712049 nChanged 8 SP:Iteration 4Q (52.561977 sec): 3 clusters Score: Raw -10338.926582 + Penalty 1298.314934 = -9040.611648 nChanged 5 SP:Iteration 5Q (52.562553 sec): 3 clusters Score: Raw -10350.053308 + Penalty 1296.835647 = -9053.217660 nChanged 5 SP:Iteration 6Q (52.563127 sec): 3 clusters Score: Raw -10361.687316 + Penalty 1299.001365 = -9062.685951 nChanged 3 SP:Iteration 7Q (52.563694 sec): 3 clusters Score: Raw -10377.598428 + Penalty 1298.364606 = -9079.233822 nChanged 3 SP:Iteration 8Q (52.564258 sec): 3 clusters Score: Raw -10392.535442 + Penalty 1296.492473 = -9096.042969 nChanged 4 SP:Iteration 9Q (52.564821 sec): 3 clusters Score: Raw -10424.287364 + Penalty 1294.612725 = -9129.674639 nChanged 5 SP:Iteration 10F (52.565420 sec): 3 clusters Score: Raw -10472.015220 + Penalty 1290.758984 = -9181.256236 nChanged 10 SP:Iteration 11Q (52.565968 sec): 3 clusters Score: Raw -10551.230853 + Penalty 1283.492965 = -9267.737889 nChanged 9 SP:Iteration 12Q (52.566505 sec): 3 clusters Score: Raw -10594.297153 + Penalty 1280.984710 = -9313.312443 nChanged 4 SP:Iteration 13Q (52.567035 sec): 3 clusters Score: Raw -10601.920399 + Penalty 1282.592713 = -9319.327685 nChanged 1 SP:Iteration 14Q (52.567562 sec): 3 clusters Score: Raw -10603.670693 + Penalty 1282.563384 = -9321.107309 nChanged 1 SP:Iteration 15Q (52.568085 sec): 3 clusters Score: Raw -10605.037855 + Penalty 1282.563384 = -9322.474471 nChanged 0 SP:Iteration 16F (52.568685 sec): 3 clusters Score: Raw -10605.037855 + Penalty 1282.563384 = -9322.474471 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 55 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.569261 sec): 2 clusters Score: Raw -654.836642 + Penalty 212.576710 = -442.259932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.569497 sec): 3 clusters Score: Raw -683.115266 + Penalty 425.648733 = -257.466533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 56 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.570002 sec): 2 clusters Score: Raw -622.076119 + Penalty 252.129611 = -369.946507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.570233 sec): 3 clusters Score: Raw -647.595997 + Penalty 502.573419 = -145.022578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 57 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.571385 sec): 2 clusters Score: Raw -11972.300664 + Penalty 129.558852 = -11842.741811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.572026 sec): 3 clusters Score: Raw -11845.942093 + Penalty 291.727659 = -11554.214434 nChanged 88 SP:Iteration 1F (52.572669 sec): 3 clusters Score: Raw -11958.002691 + Penalty 331.928491 = -11626.074200 nChanged 31 SP:Iteration 2F (52.573322 sec): 3 clusters Score: Raw -11994.116923 + Penalty 343.822789 = -11650.294135 nChanged 14 SP:Iteration 3F (52.573958 sec): 3 clusters Score: Raw -12008.456619 + Penalty 343.692284 = -11664.764335 nChanged 4 SP:Iteration 4Q (52.574615 sec): 3 clusters Score: Raw -12016.199470 + Penalty 349.538704 = -11666.660767 nChanged 1 SP:Iteration 5Q (52.575220 sec): 3 clusters Score: Raw -12016.645740 + Penalty 349.538704 = -11667.107036 nChanged 0 SP:Iteration 6F (52.575855 sec): 3 clusters Score: Raw -12016.645740 + Penalty 349.538704 = -11667.107036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 58 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.576564 sec): 2 clusters Score: Raw -3508.969241 + Penalty 508.595372 = -3000.373869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.576925 sec): 3 clusters Score: Raw -3596.248215 + Penalty 1015.206754 = -2581.041461 nChanged 4 SP:Iteration 1Q (52.577256 sec): 3 clusters Score: Raw -3606.191525 + Penalty 1015.696726 = -2590.494799 nChanged 1 SP:Iteration 2Q (52.577585 sec): 3 clusters Score: Raw -3607.640117 + Penalty 1015.696726 = -2591.943391 nChanged 0 SP:Iteration 3F (52.577933 sec): 3 clusters Score: Raw -3607.640117 + Penalty 1015.696726 = -2591.943391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 59 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.578736 sec): 2 clusters Score: Raw -5835.825689 + Penalty 368.110890 = -5467.714799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.579161 sec): 3 clusters Score: Raw -5824.262513 + Penalty 735.421262 = -5088.841251 nChanged 19 SP:Iteration 1F (52.579579 sec): 3 clusters Score: Raw -5852.412928 + Penalty 733.689539 = -5118.723389 nChanged 5 SP:Iteration 2Q (52.579987 sec): 3 clusters Score: Raw -5857.342295 + Penalty 733.082101 = -5124.260194 nChanged 2 SP:Iteration 3Q (52.580396 sec): 3 clusters Score: Raw -5859.491305 + Penalty 733.082101 = -5126.409204 nChanged 0 SP:Iteration 4F (52.580812 sec): 3 clusters Score: Raw -5859.491305 + Penalty 733.082101 = -5126.409204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 60 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.582076 sec): 2 clusters Score: Raw -17203.581181 + Penalty 778.139097 = -16425.442084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.582805 sec): 3 clusters Score: Raw -17147.883880 + Penalty 1556.278193 = -15591.605687 nChanged 58 SP:Iteration 1F (52.583544 sec): 3 clusters Score: Raw -17212.887370 + Penalty 1556.431671 = -15656.455699 nChanged 16 SP:Iteration 2F (52.584264 sec): 3 clusters Score: Raw -17243.430545 + Penalty 1556.829393 = -15686.601152 nChanged 13 SP:Iteration 3Q (52.584968 sec): 3 clusters Score: Raw -17263.672106 + Penalty 1556.924837 = -15706.747269 nChanged 8 SP:Iteration 4Q (52.585667 sec): 3 clusters Score: Raw -17273.953506 + Penalty 1557.557444 = -15716.396061 nChanged 3 SP:Iteration 5Q (52.586365 sec): 3 clusters Score: Raw -17282.202059 + Penalty 1559.625948 = -15722.576110 nChanged 6 SP:Iteration 6Q (52.587059 sec): 3 clusters Score: Raw -17289.379979 + Penalty 1560.474208 = -15728.905770 nChanged 4 SP:Iteration 7Q (52.587753 sec): 3 clusters Score: Raw -17295.995664 + Penalty 1561.388293 = -15734.607371 nChanged 3 SP:Iteration 8Q (52.588444 sec): 3 clusters Score: Raw -17301.221503 + Penalty 1563.395429 = -15737.826073 nChanged 6 SP:Iteration 9Q (52.589134 sec): 3 clusters Score: Raw -17309.635830 + Penalty 1563.785676 = -15745.850154 nChanged 6 SP:Iteration 10F (52.589850 sec): 3 clusters Score: Raw -17319.508600 + Penalty 1564.535086 = -15754.973514 nChanged 2 SP:Iteration 11Q (52.590538 sec): 3 clusters Score: Raw -17322.693293 + Penalty 1564.392792 = -15758.300500 nChanged 2 SP:Iteration 12Q (52.591225 sec): 3 clusters Score: Raw -17324.484164 + Penalty 1564.392792 = -15760.091372 nChanged 0 SP:Iteration 13F (52.591941 sec): 3 clusters Score: Raw -17324.484164 + Penalty 1564.392792 = -15760.091372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 61 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.592494 sec): 2 clusters Score: Raw -502.300002 + Penalty 219.203186 = -283.096816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.592719 sec): 3 clusters Score: Raw -508.581960 + Penalty 460.711958 = -47.870002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 62 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.593226 sec): 2 clusters Score: Raw -644.724946 + Penalty 243.199598 = -401.525348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.593459 sec): 3 clusters Score: Raw -686.179226 + Penalty 486.399196 = -199.780030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 63 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.593958 sec): 2 clusters Score: Raw -564.790180 + Penalty 287.573182 = -277.216998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.594188 sec): 3 clusters Score: Raw -605.248182 + Penalty 575.146365 = -30.101817 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 64 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.594743 sec): 2 clusters Score: Raw -1616.978065 + Penalty 359.743844 = -1257.234221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.595009 sec): 3 clusters Score: Raw -1679.254047 + Penalty 720.390346 = -958.863701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 65 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.595509 sec): 2 clusters Score: Raw -521.129334 + Penalty 211.675959 = -309.453375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.595733 sec): 3 clusters Score: Raw -523.260590 + Penalty 423.281800 = -99.978790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 66 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.596777 sec): 2 clusters Score: Raw -10629.260940 + Penalty 443.729841 = -10185.531099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.597371 sec): 3 clusters Score: Raw -10565.009827 + Penalty 887.328059 = -9677.681767 nChanged 48 SP:Iteration 1F (52.597942 sec): 3 clusters Score: Raw -10608.433272 + Penalty 889.151622 = -9719.281649 nChanged 16 SP:Iteration 2F (52.598517 sec): 3 clusters Score: Raw -10622.767437 + Penalty 892.103450 = -9730.663987 nChanged 7 SP:Iteration 3Q (52.599084 sec): 3 clusters Score: Raw -10631.058291 + Penalty 896.453963 = -9734.604328 nChanged 6 SP:Iteration 4Q (52.599655 sec): 3 clusters Score: Raw -10636.217602 + Penalty 901.422425 = -9734.795177 nChanged 6 SP:Iteration 5Q (52.600216 sec): 3 clusters Score: Raw -10640.436094 + Penalty 902.650849 = -9737.785245 nChanged 2 SP:Iteration 6Q (52.600773 sec): 3 clusters Score: Raw -10641.711810 + Penalty 904.145345 = -9737.566465 nChanged 2 SP:Iteration 7F (52.601346 sec): 3 clusters Score: Raw -10645.545032 + Penalty 908.863006 = -9736.682025 nChanged 4 SP:Iteration 8F (52.601919 sec): 3 clusters Score: Raw -10650.446538 + Penalty 910.372057 = -9740.074480 nChanged 2 SP:Iteration 9Q (52.602478 sec): 3 clusters Score: Raw -10652.991171 + Penalty 911.047876 = -9741.943295 nChanged 1 SP:Iteration 10F (52.603046 sec): 3 clusters Score: Raw -10654.338161 + Penalty 912.882732 = -9741.455429 nChanged 1 SP:Iteration 11F (52.603644 sec): 3 clusters Score: Raw -10654.850429 + Penalty 912.882732 = -9741.967697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 67 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.604993 sec): 2 clusters Score: Raw -17208.702240 + Penalty 618.812468 = -16589.889772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.605789 sec): 3 clusters Score: Raw -17136.354842 + Penalty 1236.097697 = -15900.257145 nChanged 77 SP:Iteration 1F (52.606610 sec): 3 clusters Score: Raw -17220.343349 + Penalty 1235.669479 = -15984.673871 nChanged 22 SP:Iteration 2F (52.607367 sec): 3 clusters Score: Raw -17246.236541 + Penalty 1235.560881 = -16010.675660 nChanged 8 SP:Iteration 3Q (52.608106 sec): 3 clusters Score: Raw -17256.894460 + Penalty 1237.018882 = -16019.875578 nChanged 10 SP:Iteration 4Q (52.608842 sec): 3 clusters Score: Raw -17270.128747 + Penalty 1238.281562 = -16031.847186 nChanged 6 SP:Iteration 5Q (52.609572 sec): 3 clusters Score: Raw -17273.973807 + Penalty 1239.404894 = -16034.568912 nChanged 4 SP:Iteration 6Q (52.610303 sec): 3 clusters Score: Raw -17276.418999 + Penalty 1239.908859 = -16036.510140 nChanged 3 SP:Iteration 7Q (52.611032 sec): 3 clusters Score: Raw -17287.463031 + Penalty 1239.468477 = -16047.994554 nChanged 4 SP:Iteration 8Q (52.611761 sec): 3 clusters Score: Raw -17292.328885 + Penalty 1239.758814 = -16052.570071 nChanged 5 SP:Iteration 9Q (52.612488 sec): 3 clusters Score: Raw -17296.790825 + Penalty 1240.020300 = -16056.770524 nChanged 2 SP:Iteration 10F (52.613241 sec): 3 clusters Score: Raw -17298.577304 + Penalty 1240.010683 = -16058.566621 nChanged 2 SP:Iteration 11Q (52.613968 sec): 3 clusters Score: Raw -17299.944307 + Penalty 1240.123073 = -16059.821235 nChanged 2 SP:Iteration 12Q (52.614703 sec): 3 clusters Score: Raw -17305.498313 + Penalty 1241.115328 = -16064.382985 nChanged 4 SP:Iteration 13Q (52.615430 sec): 3 clusters Score: Raw -17309.311342 + Penalty 1240.547945 = -16068.763397 nChanged 3 SP:Iteration 14Q (52.616156 sec): 3 clusters Score: Raw -17313.434923 + Penalty 1240.769781 = -16072.665142 nChanged 1 SP:Iteration 15Q (52.616881 sec): 3 clusters Score: Raw -17313.663635 + Penalty 1240.769781 = -16072.893854 nChanged 0 SP:Iteration 16F (52.617633 sec): 3 clusters Score: Raw -17313.663635 + Penalty 1240.769781 = -16072.893854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 68 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.618483 sec): 2 clusters Score: Raw -5417.705590 + Penalty 216.324056 = -5201.381535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.618905 sec): 3 clusters Score: Raw -5401.150073 + Penalty 435.068894 = -4966.081179 nChanged 25 SP:Iteration 1F (52.619318 sec): 3 clusters Score: Raw -5431.069354 + Penalty 433.692488 = -4997.376866 nChanged 5 SP:Iteration 2Q (52.619721 sec): 3 clusters Score: Raw -5437.361823 + Penalty 432.495108 = -5004.866715 nChanged 2 SP:Iteration 3Q (52.620123 sec): 3 clusters Score: Raw -5439.991840 + Penalty 432.495108 = -5007.496732 nChanged 0 SP:Iteration 4F (52.620534 sec): 3 clusters Score: Raw -5439.991840 + Penalty 432.495108 = -5007.496732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 69 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.621073 sec): 2 clusters Score: Raw -1164.214919 + Penalty 376.127188 = -788.087731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.621326 sec): 3 clusters Score: Raw -1261.552420 + Penalty 752.178981 = -509.373439 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 70 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.621865 sec): 2 clusters Score: Raw -1390.808407 + Penalty 335.056397 = -1055.752010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.622118 sec): 3 clusters Score: Raw -1431.041246 + Penalty 675.377696 = -755.663550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 71 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.622731 sec): 2 clusters Score: Raw -2761.917490 + Penalty 401.360222 = -2360.557267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.623038 sec): 3 clusters Score: Raw -2811.358823 + Penalty 801.230299 = -2010.128524 nChanged 2 SP:Iteration 1Q (52.623359 sec): 3 clusters Score: Raw -2819.575494 + Penalty 801.049239 = -2018.526254 nChanged 1 SP:Iteration 2Q (52.623649 sec): 3 clusters Score: Raw -2822.366479 + Penalty 801.049239 = -2021.317240 nChanged 0 SP:Iteration 3F (52.623949 sec): 3 clusters Score: Raw -2822.366479 + Penalty 801.049239 = -2021.317240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 72 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.624593 sec): 2 clusters Score: Raw -2632.984837 + Penalty 647.803958 = -1985.180878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.624916 sec): 3 clusters Score: Raw -2860.592049 + Penalty 1296.174583 = -1564.417467 nChanged 1 SP:Iteration 1Q (52.625213 sec): 3 clusters Score: Raw -2876.096120 + Penalty 1296.174583 = -1579.921538 nChanged 0 SP:Iteration 2F (52.625530 sec): 3 clusters Score: Raw -2876.096120 + Penalty 1296.174583 = -1579.921538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 73 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.626041 sec): 2 clusters Score: Raw -785.688577 + Penalty 391.255706 = -394.432871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.626274 sec): 3 clusters Score: Raw -851.075348 + Penalty 783.016490 = -68.058859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 74 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.626784 sec): 2 clusters Score: Raw -812.682151 + Penalty 335.869441 = -476.812710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.627018 sec): 3 clusters Score: Raw -863.536538 + Penalty 671.973492 = -191.563046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 75 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.627652 sec): 2 clusters Score: Raw -3515.290982 + Penalty 499.396511 = -3015.894471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.627979 sec): 3 clusters Score: Raw -3578.905435 + Penalty 997.210190 = -2581.695245 nChanged 2 SP:Iteration 1Q (52.628287 sec): 3 clusters Score: Raw -3585.522480 + Penalty 997.210190 = -2588.312290 nChanged 0 SP:Iteration 2F (52.628606 sec): 3 clusters Score: Raw -3585.522480 + Penalty 997.210190 = -2588.312290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 76 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.629105 sec): 2 clusters Score: Raw -514.959210 + Penalty 221.913996 = -293.045214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.629331 sec): 3 clusters Score: Raw -529.836664 + Penalty 437.482574 = -92.354090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 77 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.629828 sec): 2 clusters Score: Raw -502.953615 + Penalty 186.765377 = -316.188238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.630054 sec): 3 clusters Score: Raw -511.227622 + Penalty 375.871399 = -135.356223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 78 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.630763 sec): 2 clusters Score: Raw -3598.880234 + Penalty 570.164552 = -3028.715683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.631127 sec): 3 clusters Score: Raw -3721.152026 + Penalty 1140.444126 = -2580.707900 nChanged 8 SP:Iteration 1F (52.631489 sec): 3 clusters Score: Raw -3759.676722 + Penalty 1140.444126 = -2619.232596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 79 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.632082 sec): 2 clusters Score: Raw -2439.516953 + Penalty 489.302656 = -1950.214297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.632397 sec): 3 clusters Score: Raw -2536.747464 + Penalty 981.126392 = -1555.621072 nChanged 1 SP:Iteration 1Q (52.632669 sec): 3 clusters Score: Raw -2541.903511 + Penalty 981.126392 = -1560.777119 nChanged 0 SP:Iteration 2F (52.632954 sec): 3 clusters Score: Raw -2541.903511 + Penalty 981.126392 = -1560.777119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 80 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.633882 sec): 2 clusters Score: Raw -7523.072429 + Penalty 249.300315 = -7273.772114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.634401 sec): 3 clusters Score: Raw -7490.606185 + Penalty 500.244831 = -6990.361355 nChanged 39 SP:Iteration 1F (52.634909 sec): 3 clusters Score: Raw -7524.587242 + Penalty 501.056717 = -7023.530525 nChanged 11 SP:Iteration 2F (52.635417 sec): 3 clusters Score: Raw -7538.901759 + Penalty 501.577517 = -7037.324241 nChanged 3 SP:Iteration 3Q (52.635915 sec): 3 clusters Score: Raw -7545.927881 + Penalty 501.806682 = -7044.121199 nChanged 2 SP:Iteration 4Q (52.636411 sec): 3 clusters Score: Raw -7547.610763 + Penalty 501.806682 = -7045.804082 nChanged 0 SP:Iteration 5F (52.636918 sec): 3 clusters Score: Raw -7547.610763 + Penalty 501.806682 = -7045.804082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 81 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.637830 sec): 2 clusters Score: Raw -7607.158294 + Penalty 756.109748 = -6851.048546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.638358 sec): 3 clusters Score: Raw -7728.551489 + Penalty 1511.265769 = -6217.285719 nChanged 28 SP:Iteration 1F (52.638878 sec): 3 clusters Score: Raw -7821.786508 + Penalty 1510.426876 = -6311.359632 nChanged 12 SP:Iteration 2F (52.639395 sec): 3 clusters Score: Raw -7885.419425 + Penalty 1508.986782 = -6376.432642 nChanged 4 SP:Iteration 3Q (52.639866 sec): 3 clusters Score: Raw -7899.594835 + Penalty 1508.705134 = -6390.889702 nChanged 1 SP:Iteration 4Q (52.640333 sec): 3 clusters Score: Raw -7904.029674 + Penalty 1508.508198 = -6395.521476 nChanged 1 SP:Iteration 5Q (52.640798 sec): 3 clusters Score: Raw -7904.888705 + Penalty 1508.508198 = -6396.380508 nChanged 0 SP:Iteration 6F (52.641317 sec): 3 clusters Score: Raw -7904.888705 + Penalty 1508.508198 = -6396.380508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 82 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.641864 sec): 2 clusters Score: Raw -1381.554479 + Penalty 336.992550 = -1044.561928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.642121 sec): 3 clusters Score: Raw -1452.460301 + Penalty 672.773907 = -779.686395 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 83 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.642743 sec): 2 clusters Score: Raw -2687.143451 + Penalty 327.754781 = -2359.388671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.643058 sec): 3 clusters Score: Raw -2725.199295 + Penalty 658.748088 = -2066.451207 nChanged 8 SP:Iteration 1F (52.643367 sec): 3 clusters Score: Raw -2759.157648 + Penalty 660.002727 = -2099.154921 nChanged 2 SP:Iteration 2Q (52.643663 sec): 3 clusters Score: Raw -2770.905327 + Penalty 660.002727 = -2110.902600 nChanged 0 SP:Iteration 3F (52.643970 sec): 3 clusters Score: Raw -2770.905327 + Penalty 660.002727 = -2110.902600 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 84 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.644912 sec): 2 clusters Score: Raw -7885.620025 + Penalty 207.041797 = -7678.578227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.645471 sec): 3 clusters Score: Raw -7840.202276 + Penalty 415.374029 = -7424.828247 nChanged 40 SP:Iteration 1F (52.645977 sec): 3 clusters Score: Raw -7880.588205 + Penalty 417.541957 = -7463.046248 nChanged 12 SP:Iteration 2F (52.646490 sec): 3 clusters Score: Raw -7905.596640 + Penalty 416.853756 = -7488.742883 nChanged 7 SP:Iteration 3Q (52.646990 sec): 3 clusters Score: Raw -7917.703724 + Penalty 416.343498 = -7501.360225 nChanged 5 SP:Iteration 4Q (52.647489 sec): 3 clusters Score: Raw -7925.973574 + Penalty 416.446052 = -7509.527522 nChanged 2 SP:Iteration 5Q (52.647986 sec): 3 clusters Score: Raw -7927.661545 + Penalty 418.856487 = -7508.805058 nChanged 2 SP:Iteration 6F (52.648516 sec): 3 clusters Score: Raw -7928.820222 + Penalty 418.856487 = -7509.963735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 85 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.649126 sec): 2 clusters Score: Raw -2106.904464 + Penalty 342.968410 = -1763.936053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.649416 sec): 3 clusters Score: Raw -2145.685674 + Penalty 686.165243 = -1459.520431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 86 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.649936 sec): 2 clusters Score: Raw -854.578861 + Penalty 228.363110 = -626.215751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.650174 sec): 3 clusters Score: Raw -886.207946 + Penalty 456.275463 = -429.932483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 87 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.650929 sec): 2 clusters Score: Raw -5417.618465 + Penalty 450.181857 = -4967.436608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.651332 sec): 3 clusters Score: Raw -5435.484173 + Penalty 904.244111 = -4531.240062 nChanged 9 SP:Iteration 1F (52.651724 sec): 3 clusters Score: Raw -5451.803041 + Penalty 904.867854 = -4546.935187 nChanged 4 SP:Iteration 2Q (52.652106 sec): 3 clusters Score: Raw -5459.085101 + Penalty 906.432433 = -4552.652668 nChanged 1 SP:Iteration 3Q (52.652487 sec): 3 clusters Score: Raw -5460.314275 + Penalty 906.432433 = -4553.881842 nChanged 0 SP:Iteration 4F (52.652878 sec): 3 clusters Score: Raw -5460.314275 + Penalty 906.432433 = -4553.881842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 88 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.653364 sec): 2 clusters Score: Raw -178.644508 + Penalty 130.598438 = -48.046070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.653560 sec): 2 clusters Score: Raw -178.644508 + Penalty 130.598438 = -48.046070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 89 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.654171 sec): 2 clusters Score: Raw -2524.109641 + Penalty 256.595175 = -2267.514466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.654472 sec): 3 clusters Score: Raw -2526.353716 + Penalty 532.417252 = -1993.936464 nChanged 4 SP:Iteration 1F (52.654771 sec): 3 clusters Score: Raw -2532.204459 + Penalty 539.954714 = -1992.249745 nChanged 1 SP:Iteration 2F (52.655071 sec): 3 clusters Score: Raw -2536.484423 + Penalty 546.660240 = -1989.824183 nChanged 1 SP:Iteration 3F (52.655369 sec): 3 clusters Score: Raw -2541.051841 + Penalty 546.660240 = -1994.391601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 90 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.655870 sec): 2 clusters Score: Raw -536.113551 + Penalty 257.119428 = -278.994123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.656099 sec): 3 clusters Score: Raw -575.006485 + Penalty 518.213142 = -56.793343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 91 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.656625 sec): 2 clusters Score: Raw -604.262618 + Penalty 223.360086 = -380.902532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.656855 sec): 3 clusters Score: Raw -623.717253 + Penalty 457.526844 = -166.190409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 92 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.657388 sec): 2 clusters Score: Raw -1222.779326 + Penalty 286.838807 = -935.940518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.657639 sec): 3 clusters Score: Raw -1269.343145 + Penalty 571.295623 = -698.047521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 93 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.658118 sec): 2 clusters Score: Raw -123.083255 + Penalty 80.257330 = -42.825925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.658325 sec): 3 clusters Score: Raw -113.572846 + Penalty 160.514660 = 46.941814 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 94 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.658881 sec): 2 clusters Score: Raw -1613.168994 + Penalty 371.397220 = -1241.771775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.659149 sec): 3 clusters Score: Raw -1693.954518 + Penalty 738.249143 = -955.705375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 95 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.659653 sec): 2 clusters Score: Raw -690.674310 + Penalty 319.860535 = -370.813775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.659883 sec): 3 clusters Score: Raw -711.778131 + Penalty 642.345295 = -69.432836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 96 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.661223 sec): 2 clusters Score: Raw -16518.486462 + Penalty 362.567439 = -16155.919023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.661987 sec): 3 clusters Score: Raw -16395.736950 + Penalty 729.056158 = -15666.680792 nChanged 81 SP:Iteration 1F (52.662736 sec): 3 clusters Score: Raw -16466.797693 + Penalty 735.564599 = -15731.233094 nChanged 24 SP:Iteration 2F (52.663505 sec): 3 clusters Score: Raw -16491.557271 + Penalty 743.978578 = -15747.578694 nChanged 18 SP:Iteration 3F (52.664255 sec): 3 clusters Score: Raw -16510.020030 + Penalty 745.748981 = -15764.271049 nChanged 8 SP:Iteration 4Q (52.664998 sec): 3 clusters Score: Raw -16517.056466 + Penalty 743.514335 = -15773.542132 nChanged 9 SP:Iteration 5Q (52.665741 sec): 3 clusters Score: Raw -16527.595266 + Penalty 744.390088 = -15783.205178 nChanged 4 SP:Iteration 6Q (52.666482 sec): 3 clusters Score: Raw -16530.809492 + Penalty 746.168098 = -15784.641394 nChanged 3 SP:Iteration 7Q (52.667220 sec): 3 clusters Score: Raw -16531.857447 + Penalty 745.409689 = -15786.447758 nChanged 2 SP:Iteration 8Q (52.667958 sec): 3 clusters Score: Raw -16533.459058 + Penalty 741.943605 = -15791.515453 nChanged 4 SP:Iteration 9Q (52.668696 sec): 3 clusters Score: Raw -16544.546486 + Penalty 740.002879 = -15804.543607 nChanged 2 SP:Iteration 10F (52.669444 sec): 3 clusters Score: Raw -16549.551959 + Penalty 739.823266 = -15809.728693 nChanged 4 SP:Iteration 11Q (52.670184 sec): 3 clusters Score: Raw -16554.443512 + Penalty 740.455714 = -15813.987798 nChanged 2 SP:Iteration 12Q (52.670920 sec): 3 clusters Score: Raw -16555.097372 + Penalty 739.849935 = -15815.247437 nChanged 2 SP:Iteration 13Q (52.671659 sec): 3 clusters Score: Raw -16556.286865 + Penalty 739.861837 = -15816.425028 nChanged 2 SP:Iteration 14Q (52.672421 sec): 3 clusters Score: Raw -16557.660620 + Penalty 739.861837 = -15817.798782 nChanged 0 SP:Iteration 15F (52.673170 sec): 3 clusters Score: Raw -16557.660620 + Penalty 739.861837 = -15817.798782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 97 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.673710 sec): 2 clusters Score: Raw -766.351900 + Penalty 358.476779 = -407.875121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.673946 sec): 3 clusters Score: Raw -792.431272 + Penalty 716.004537 = -76.426734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 98 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.674548 sec): 2 clusters Score: Raw -2345.371370 + Penalty 427.505463 = -1917.865907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.674846 sec): 3 clusters Score: Raw -2414.831037 + Penalty 855.275149 = -1559.555888 nChanged 2 SP:Iteration 1Q (52.675130 sec): 3 clusters Score: Raw -2420.637133 + Penalty 855.275149 = -1565.361985 nChanged 0 SP:Iteration 2F (52.675425 sec): 3 clusters Score: Raw -2420.637133 + Penalty 855.275149 = -1565.361985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 99 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.675912 sec): 2 clusters Score: Raw -255.171369 + Penalty 178.913838 = -76.257531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.676124 sec): 3 clusters Score: Raw -246.087388 + Penalty 352.910331 = 106.822943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 100 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.676940 sec): 2 clusters Score: Raw -7276.091008 + Penalty 554.941647 = -6721.149361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.677391 sec): 3 clusters Score: Raw -7284.997075 + Penalty 1109.886486 = -6175.110589 nChanged 15 SP:Iteration 1F (52.677833 sec): 3 clusters Score: Raw -7310.204392 + Penalty 1109.929307 = -6200.275084 nChanged 4 SP:Iteration 2Q (52.678267 sec): 3 clusters Score: Raw -7316.872026 + Penalty 1109.870076 = -6207.001951 nChanged 2 SP:Iteration 3Q (52.678701 sec): 3 clusters Score: Raw -7318.579826 + Penalty 1109.870076 = -6208.709750 nChanged 0 SP:Iteration 4F (52.679142 sec): 3 clusters Score: Raw -7318.579826 + Penalty 1109.870076 = -6208.709750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 101 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.679648 sec): 2 clusters Score: Raw -588.573973 + Penalty 281.734640 = -306.839333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.679874 sec): 3 clusters Score: Raw -619.134128 + Penalty 559.329348 = -59.804779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 103 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.680358 sec): 2 clusters Score: Raw -248.585698 + Penalty 154.413915 = -94.171784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.680571 sec): 3 clusters Score: Raw -239.339874 + Penalty 329.370790 = 90.030916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 104 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.681076 sec): 2 clusters Score: Raw -648.153910 + Penalty 250.286370 = -397.867540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.681310 sec): 3 clusters Score: Raw -691.997097 + Penalty 500.572741 = -191.424356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 106 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.681805 sec): 2 clusters Score: Raw -418.540796 + Penalty 157.976634 = -260.564162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.682048 sec): 3 clusters Score: Raw -434.576249 + Penalty 315.839316 = -118.736932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 107 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.682774 sec): 2 clusters Score: Raw -5197.284875 + Penalty 452.007280 = -4745.277596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.683156 sec): 3 clusters Score: Raw -5202.302341 + Penalty 907.631375 = -4294.670966 nChanged 13 SP:Iteration 1F (52.683530 sec): 3 clusters Score: Raw -5225.198849 + Penalty 912.086488 = -4313.112361 nChanged 5 SP:Iteration 2F (52.683905 sec): 3 clusters Score: Raw -5237.056738 + Penalty 913.205215 = -4323.851523 nChanged 2 SP:Iteration 3Q (52.684270 sec): 3 clusters Score: Raw -5247.976556 + Penalty 913.205215 = -4334.771341 nChanged 0 SP:Iteration 4F (52.684645 sec): 3 clusters Score: Raw -5247.976556 + Penalty 913.205215 = -4334.771341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 108 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.685139 sec): 2 clusters Score: Raw -422.814726 + Penalty 211.089042 = -211.725684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.685360 sec): 3 clusters Score: Raw -427.124947 + Penalty 421.047668 = -6.077279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 109 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.685915 sec): 2 clusters Score: Raw -1582.116949 + Penalty 504.069125 = -1078.047824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.686182 sec): 3 clusters Score: Raw -1772.411517 + Penalty 1011.771356 = -760.640161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 110 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.686671 sec): 2 clusters Score: Raw -296.544261 + Penalty 177.260631 = -119.283630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.686885 sec): 3 clusters Score: Raw -291.986404 + Penalty 354.798744 = 62.812339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 111 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.687388 sec): 2 clusters Score: Raw -626.357636 + Penalty 267.575403 = -358.782233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.687618 sec): 3 clusters Score: Raw -660.929454 + Penalty 528.274809 = -132.654645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 112 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.688136 sec): 2 clusters Score: Raw -791.121628 + Penalty 263.496711 = -527.624917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.688376 sec): 3 clusters Score: Raw -843.158554 + Penalty 529.656609 = -313.501945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 113 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.688888 sec): 2 clusters Score: Raw -813.074530 + Penalty 277.395814 = -535.678716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.689124 sec): 3 clusters Score: Raw -842.195978 + Penalty 544.547386 = -297.648591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 114 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.689604 sec): 2 clusters Score: Raw -173.790010 + Penalty 88.464452 = -85.325558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.689813 sec): 3 clusters Score: Raw -167.869215 + Penalty 177.358539 = 9.489324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 115 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.690334 sec): 2 clusters Score: Raw -686.957699 + Penalty 278.094498 = -408.863201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.690563 sec): 3 clusters Score: Raw -688.637383 + Penalty 585.286163 = -103.351220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 116 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.691053 sec): 2 clusters Score: Raw -365.564784 + Penalty 189.998169 = -175.566615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.691273 sec): 3 clusters Score: Raw -360.701401 + Penalty 387.641002 = 26.939601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 117 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.692044 sec): 2 clusters Score: Raw -6011.355376 + Penalty 535.400806 = -5475.954570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.692456 sec): 3 clusters Score: Raw -6031.773534 + Penalty 1068.860426 = -4962.913108 nChanged 10 SP:Iteration 1F (52.692861 sec): 3 clusters Score: Raw -6056.841213 + Penalty 1069.527995 = -4987.313218 nChanged 1 SP:Iteration 2Q (52.693254 sec): 3 clusters Score: Raw -6059.667255 + Penalty 1069.527995 = -4990.139260 nChanged 0 SP:Iteration 3F (52.693658 sec): 3 clusters Score: Raw -6059.667255 + Penalty 1069.527995 = -4990.139260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 118 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.694253 sec): 2 clusters Score: Raw -2314.657060 + Penalty 595.183519 = -1719.473541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.694548 sec): 3 clusters Score: Raw -2521.085818 + Penalty 1190.790486 = -1330.295331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 119 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.695045 sec): 2 clusters Score: Raw -447.166685 + Penalty 213.824254 = -233.342431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.695266 sec): 3 clusters Score: Raw -471.235207 + Penalty 440.558375 = -30.676832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 120 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.695768 sec): 2 clusters Score: Raw -576.890674 + Penalty 164.309158 = -412.581517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.695997 sec): 3 clusters Score: Raw -593.978610 + Penalty 311.427174 = -282.551436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 121 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.696524 sec): 2 clusters Score: Raw -1216.318000 + Penalty 433.122282 = -783.195718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.696773 sec): 3 clusters Score: Raw -1306.492112 + Penalty 865.919230 = -440.572882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 122 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.697350 sec): 2 clusters Score: Raw -2021.182922 + Penalty 325.720581 = -1695.462341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.697634 sec): 3 clusters Score: Raw -2096.808602 + Penalty 653.552079 = -1443.256524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 123 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.698142 sec): 2 clusters Score: Raw -619.228866 + Penalty 229.008849 = -390.220017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.698375 sec): 3 clusters Score: Raw -685.149970 + Penalty 458.471661 = -226.678309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 124 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.698875 sec): 2 clusters Score: Raw -184.068705 + Penalty 118.388833 = -65.679871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.699085 sec): 3 clusters Score: Raw -176.086123 + Penalty 214.691684 = 38.605561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 125 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.699579 sec): 2 clusters Score: Raw -466.267938 + Penalty 227.942935 = -238.325003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.699800 sec): 3 clusters Score: Raw -479.555445 + Penalty 459.348342 = -20.207103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 126 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.700291 sec): 2 clusters Score: Raw -432.010747 + Penalty 237.329496 = -194.681252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.700512 sec): 3 clusters Score: Raw -426.471815 + Penalty 498.379985 = 71.908170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 127 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.701023 sec): 2 clusters Score: Raw -815.776608 + Penalty 251.137748 = -564.638861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.701260 sec): 3 clusters Score: Raw -841.196386 + Penalty 501.423480 = -339.772906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 128 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.701800 sec): 2 clusters Score: Raw -1311.318325 + Penalty 251.651031 = -1059.667294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.702055 sec): 3 clusters Score: Raw -1353.208806 + Penalty 507.295187 = -845.913619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 129 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.702564 sec): 2 clusters Score: Raw -734.479044 + Penalty 247.046983 = -487.432061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.702798 sec): 3 clusters Score: Raw -759.861850 + Penalty 487.993381 = -271.868469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 130 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.703296 sec): 2 clusters Score: Raw -607.019045 + Penalty 282.356706 = -324.662339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.703524 sec): 3 clusters Score: Raw -616.903365 + Penalty 573.103191 = -43.800174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 131 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.704003 sec): 2 clusters Score: Raw -173.116124 + Penalty 120.932569 = -52.183555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.704212 sec): 3 clusters Score: Raw -170.702859 + Penalty 231.595692 = 60.892833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 132 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.704702 sec): 2 clusters Score: Raw -395.252039 + Penalty 167.025498 = -228.226542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.704923 sec): 3 clusters Score: Raw -400.508465 + Penalty 335.277574 = -65.230891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 133 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.705404 sec): 2 clusters Score: Raw -240.307347 + Penalty 155.188136 = -85.119211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.705616 sec): 3 clusters Score: Raw -235.836053 + Penalty 310.376272 = 74.540219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 134 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.706112 sec): 2 clusters Score: Raw -169.451409 + Penalty 106.658938 = -62.792471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.706322 sec): 3 clusters Score: Raw -162.889232 + Penalty 218.513331 = 55.624099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 135 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.706821 sec): 2 clusters Score: Raw -604.540195 + Penalty 208.964827 = -395.575368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.707051 sec): 3 clusters Score: Raw -625.674831 + Penalty 417.735136 = -207.939695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 136 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.707559 sec): 2 clusters Score: Raw -764.827901 + Penalty 365.700080 = -399.127821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.707794 sec): 3 clusters Score: Raw -798.448069 + Penalty 731.400160 = -67.047909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 137 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.708286 sec): 2 clusters Score: Raw -436.557311 + Penalty 184.946452 = -251.610859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.708510 sec): 3 clusters Score: Raw -455.740892 + Penalty 367.909395 = -87.831497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 138 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.709067 sec): 2 clusters Score: Raw -1702.401828 + Penalty 348.243464 = -1354.158364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.709337 sec): 3 clusters Score: Raw -1760.567131 + Penalty 692.157495 = -1068.409636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 139 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.709828 sec): 2 clusters Score: Raw -339.034684 + Penalty 150.005222 = -189.029462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.710045 sec): 3 clusters Score: Raw -343.309661 + Penalty 304.405768 = -38.903894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 140 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.710530 sec): 2 clusters Score: Raw -311.903232 + Penalty 194.828513 = -117.074719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.710746 sec): 3 clusters Score: Raw -305.958905 + Penalty 392.464540 = 86.505635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 141 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.712130 sec): 2 clusters Score: Raw -15631.523446 + Penalty 207.411132 = -15424.112314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.712939 sec): 3 clusters Score: Raw -15484.899554 + Penalty 430.019886 = -15054.879668 nChanged 128 SP:Iteration 1F (52.713745 sec): 3 clusters Score: Raw -15618.685625 + Penalty 445.730529 = -15172.955096 nChanged 35 SP:Iteration 2F (52.714541 sec): 3 clusters Score: Raw -15650.207153 + Penalty 452.893006 = -15197.314147 nChanged 15 SP:Iteration 3Q (52.715331 sec): 3 clusters Score: Raw -15664.666404 + Penalty 453.641610 = -15211.024794 nChanged 9 SP:Iteration 4Q (52.716119 sec): 3 clusters Score: Raw -15677.263945 + Penalty 456.866356 = -15220.397589 nChanged 10 SP:Iteration 5Q (52.716923 sec): 3 clusters Score: Raw -15683.918896 + Penalty 464.270552 = -15219.648344 nChanged 5 SP:Iteration 6F (52.717719 sec): 3 clusters Score: Raw -15686.311774 + Penalty 464.270552 = -15222.041222 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 142 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.718290 sec): 2 clusters Score: Raw -752.140620 + Penalty 376.503527 = -375.637093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.718527 sec): 3 clusters Score: Raw -845.897318 + Penalty 753.007055 = -92.890263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 143 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.719032 sec): 2 clusters Score: Raw -592.237603 + Penalty 259.637155 = -332.600449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.719259 sec): 3 clusters Score: Raw -609.382697 + Penalty 520.054428 = -89.328269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 144 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.719758 sec): 2 clusters Score: Raw -567.133491 + Penalty 214.870921 = -352.262570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.719986 sec): 3 clusters Score: Raw -590.617362 + Penalty 429.741843 = -160.875519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 145 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.720485 sec): 2 clusters Score: Raw -596.776798 + Penalty 324.124500 = -272.652297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.720712 sec): 3 clusters Score: Raw -639.722444 + Penalty 648.249001 = 8.526557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 146 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.721199 sec): 2 clusters Score: Raw -272.842179 + Penalty 151.606277 = -121.235902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.721419 sec): 3 clusters Score: Raw -275.593157 + Penalty 315.351793 = 39.758636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 148 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.721912 sec): 2 clusters Score: Raw -431.621189 + Penalty 253.998101 = -177.623089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.722133 sec): 3 clusters Score: Raw -440.820445 + Penalty 509.911832 = 69.091387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 149 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.722621 sec): 2 clusters Score: Raw -287.341014 + Penalty 153.022410 = -134.318605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.722836 sec): 3 clusters Score: Raw -287.122313 + Penalty 270.158559 = -16.963754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 150 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.723327 sec): 2 clusters Score: Raw -446.978741 + Penalty 238.465652 = -208.513089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.723548 sec): 3 clusters Score: Raw -446.730168 + Penalty 473.505274 = 26.775106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 152 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.724039 sec): 2 clusters Score: Raw -477.416796 + Penalty 237.970748 = -239.446048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.724261 sec): 3 clusters Score: Raw -484.930098 + Penalty 484.785183 = -0.144915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 153 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.724761 sec): 2 clusters Score: Raw -591.623502 + Penalty 248.115910 = -343.507592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.724987 sec): 3 clusters Score: Raw -591.917878 + Penalty 488.745651 = -103.172227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 154 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.725539 sec): 2 clusters Score: Raw -1198.338202 + Penalty 230.997113 = -967.341090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.725794 sec): 3 clusters Score: Raw -1216.570141 + Penalty 461.130058 = -755.440083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 155 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.726281 sec): 2 clusters Score: Raw -316.135143 + Penalty 201.174172 = -114.960971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.726496 sec): 3 clusters Score: Raw -308.948289 + Penalty 404.588522 = 95.640234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 156 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.727007 sec): 2 clusters Score: Raw -841.386382 + Penalty 310.405113 = -530.981269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.727244 sec): 3 clusters Score: Raw -905.683082 + Penalty 616.439682 = -289.243399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 157 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.727730 sec): 2 clusters Score: Raw -306.722101 + Penalty 173.430227 = -133.291874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.727946 sec): 3 clusters Score: Raw -299.577862 + Penalty 351.578938 = 52.001076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 158 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.728469 sec): 2 clusters Score: Raw -994.609526 + Penalty 296.655608 = -697.953918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.728710 sec): 3 clusters Score: Raw -1033.438547 + Penalty 609.395168 = -424.043379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 159 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.729197 sec): 2 clusters Score: Raw -301.191939 + Penalty 189.096352 = -112.095588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.729411 sec): 3 clusters Score: Raw -299.805813 + Penalty 378.434329 = 78.628516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 160 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.729908 sec): 2 clusters Score: Raw -520.120623 + Penalty 191.107926 = -329.012696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.730135 sec): 3 clusters Score: Raw -552.025039 + Penalty 382.215853 = -169.809186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 161 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.730634 sec): 2 clusters Score: Raw -619.182694 + Penalty 242.384755 = -376.797939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.730862 sec): 3 clusters Score: Raw -655.993085 + Penalty 487.425052 = -168.568033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 162 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.731374 sec): 2 clusters Score: Raw -870.570529 + Penalty 383.516790 = -487.053739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.731609 sec): 3 clusters Score: Raw -951.802571 + Penalty 766.255692 = -185.546880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 163 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.732103 sec): 2 clusters Score: Raw -502.529362 + Penalty 313.854895 = -188.674467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.732325 sec): 3 clusters Score: Raw -525.870284 + Penalty 620.855248 = 94.984964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 164 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.732823 sec): 2 clusters Score: Raw -256.090008 + Penalty 172.763451 = -83.326557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.733037 sec): 3 clusters Score: Raw -245.508393 + Penalty 345.526903 = 100.018509 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 165 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.733542 sec): 2 clusters Score: Raw -634.867733 + Penalty 291.741164 = -343.126569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.733771 sec): 3 clusters Score: Raw -695.310766 + Penalty 575.179219 = -120.131548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 166 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.734261 sec): 2 clusters Score: Raw -416.205372 + Penalty 205.302823 = -210.902548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.734482 sec): 3 clusters Score: Raw -420.769368 + Penalty 416.839775 = -3.929593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 167 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.735009 sec): 2 clusters Score: Raw -1228.423254 + Penalty 359.364919 = -869.058335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.735256 sec): 3 clusters Score: Raw -1276.454881 + Penalty 748.311745 = -528.143136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 169 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.735756 sec): 2 clusters Score: Raw -555.130901 + Penalty 190.411476 = -364.719425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.735981 sec): 3 clusters Score: Raw -560.455320 + Penalty 348.238003 = -212.217317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 170 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.736471 sec): 2 clusters Score: Raw -432.462587 + Penalty 239.305317 = -193.157270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.736690 sec): 3 clusters Score: Raw -435.781193 + Penalty 462.126776 = 26.345583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 171 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.737168 sec): 2 clusters Score: Raw -124.419869 + Penalty 94.188074 = -30.231796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.737360 sec): 2 clusters Score: Raw -124.419869 + Penalty 94.188074 = -30.231796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 172 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.737841 sec): 2 clusters Score: Raw -229.445092 + Penalty 127.895786 = -101.549306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.738036 sec): 2 clusters Score: Raw -229.445092 + Penalty 127.895786 = -101.549306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 173 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.738529 sec): 2 clusters Score: Raw -446.618633 + Penalty 206.857601 = -239.761032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.738751 sec): 3 clusters Score: Raw -457.354882 + Penalty 430.545928 = -26.808954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 175 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.739232 sec): 2 clusters Score: Raw -242.347836 + Penalty 158.513376 = -83.834461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.739443 sec): 3 clusters Score: Raw -236.462356 + Penalty 315.570198 = 79.107842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 176 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.740050 sec): 2 clusters Score: Raw -2615.216334 + Penalty 475.629816 = -2139.586519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.740343 sec): 3 clusters Score: Raw -2689.234084 + Penalty 951.802996 = -1737.431087 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 177 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.740824 sec): 2 clusters Score: Raw -120.272603 + Penalty 82.367703 = -37.904900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.741029 sec): 3 clusters Score: Raw -112.164905 + Penalty 164.735406 = 52.570501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 178 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.741561 sec): 2 clusters Score: Raw -1265.751027 + Penalty 370.966863 = -894.784164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.741810 sec): 3 clusters Score: Raw -1315.637302 + Penalty 730.671898 = -584.965404 nChanged 1 SP:Iteration 1Q (52.742048 sec): 3 clusters Score: Raw -1322.584359 + Penalty 730.671898 = -591.912461 nChanged 0 SP:Iteration 2F (52.742292 sec): 3 clusters Score: Raw -1322.584359 + Penalty 730.671898 = -591.912461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 179 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.742789 sec): 2 clusters Score: Raw -509.569377 + Penalty 215.852260 = -293.717117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.743013 sec): 3 clusters Score: Raw -516.629125 + Penalty 441.472003 = -75.157122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 180 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.743520 sec): 2 clusters Score: Raw -873.264142 + Penalty 358.509557 = -514.754586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.743753 sec): 3 clusters Score: Raw -877.995370 + Penalty 715.757831 = -162.237538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 181 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.744253 sec): 2 clusters Score: Raw -562.140340 + Penalty 242.234299 = -319.906041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.744484 sec): 3 clusters Score: Raw -620.020218 + Penalty 487.251697 = -132.768521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 182 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.744969 sec): 2 clusters Score: Raw -316.227223 + Penalty 208.925709 = -107.301514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.745183 sec): 3 clusters Score: Raw -309.230993 + Penalty 411.160238 = 101.929245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 183 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.745675 sec): 2 clusters Score: Raw -459.933441 + Penalty 235.708180 = -224.225261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.745897 sec): 3 clusters Score: Raw -469.990975 + Penalty 460.951169 = -9.039805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 184 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.746377 sec): 2 clusters Score: Raw -179.014346 + Penalty 107.262662 = -71.751683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.746586 sec): 3 clusters Score: Raw -172.013529 + Penalty 212.472359 = 40.458830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 186 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.747094 sec): 2 clusters Score: Raw -468.262293 + Penalty 259.520024 = -208.742269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.747315 sec): 3 clusters Score: Raw -472.950615 + Penalty 551.206986 = 78.256371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 187 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.747807 sec): 2 clusters Score: Raw -393.799170 + Penalty 186.411917 = -207.387253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.748028 sec): 3 clusters Score: Raw -400.564164 + Penalty 343.004971 = -57.559193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 188 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.748516 sec): 2 clusters Score: Raw -404.221801 + Penalty 188.075468 = -216.146333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.748735 sec): 3 clusters Score: Raw -411.895695 + Penalty 369.517812 = -42.377883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 189 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.749216 sec): 2 clusters Score: Raw -191.401846 + Penalty 145.465342 = -45.936504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.749426 sec): 3 clusters Score: Raw -180.661373 + Penalty 305.390359 = 124.728986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 190 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.749906 sec): 2 clusters Score: Raw -184.889424 + Penalty 115.701306 = -69.188118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.750100 sec): 2 clusters Score: Raw -184.889424 + Penalty 115.701306 = -69.188118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 192 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.750593 sec): 2 clusters Score: Raw -439.560048 + Penalty 210.581464 = -228.978584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.750816 sec): 3 clusters Score: Raw -455.176049 + Penalty 445.253931 = -9.922119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 195 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.751316 sec): 2 clusters Score: Raw -517.793728 + Penalty 204.901844 = -312.891883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.751540 sec): 3 clusters Score: Raw -524.965111 + Penalty 412.711639 = -112.253472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 196 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.752037 sec): 2 clusters Score: Raw -567.233395 + Penalty 322.388425 = -244.844969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.752261 sec): 3 clusters Score: Raw -583.274087 + Penalty 640.054489 = 56.780402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 197 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.752753 sec): 2 clusters Score: Raw -449.829363 + Penalty 188.048645 = -261.780717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.752976 sec): 3 clusters Score: Raw -463.181672 + Penalty 366.565607 = -96.616065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 198 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.753465 sec): 2 clusters Score: Raw -345.626304 + Penalty 191.123280 = -154.503024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.753685 sec): 3 clusters Score: Raw -348.531146 + Penalty 382.246560 = 33.715414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 199 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.754181 sec): 2 clusters Score: Raw -189.359962 + Penalty 150.784571 = -38.575391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.754392 sec): 3 clusters Score: Raw -181.414185 + Penalty 301.684378 = 120.270193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 200 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.754899 sec): 2 clusters Score: Raw -755.188180 + Penalty 274.165733 = -481.022447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.755131 sec): 3 clusters Score: Raw -782.540416 + Penalty 529.863853 = -252.676562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 201 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.755636 sec): 2 clusters Score: Raw -812.444181 + Penalty 340.144863 = -472.299319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.755867 sec): 3 clusters Score: Raw -838.186380 + Penalty 685.579460 = -152.606920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 202 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.756348 sec): 2 clusters Score: Raw -241.292584 + Penalty 118.573729 = -122.718854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.756561 sec): 3 clusters Score: Raw -234.560102 + Penalty 237.147459 = 2.587356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 203 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.757049 sec): 2 clusters Score: Raw -369.055550 + Penalty 202.427206 = -166.628344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.757268 sec): 3 clusters Score: Raw -366.849629 + Penalty 404.854411 = 38.004783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 204 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.757756 sec): 2 clusters Score: Raw -354.400237 + Penalty 188.782725 = -165.617512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.757974 sec): 3 clusters Score: Raw -356.773400 + Penalty 352.284463 = -4.488937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 205 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.758458 sec): 2 clusters Score: Raw -318.893273 + Penalty 190.375909 = -128.517363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.758671 sec): 3 clusters Score: Raw -308.833809 + Penalty 386.271490 = 77.437681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 206 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.759167 sec): 2 clusters Score: Raw -556.370070 + Penalty 289.665694 = -266.704376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.759391 sec): 3 clusters Score: Raw -571.292356 + Penalty 581.724779 = 10.432423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 207 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.759883 sec): 2 clusters Score: Raw -451.325977 + Penalty 262.574763 = -188.751214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.760104 sec): 3 clusters Score: Raw -445.090920 + Penalty 525.597687 = 80.506768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 209 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.760623 sec): 2 clusters Score: Raw -1009.193557 + Penalty 415.651828 = -593.541729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.760864 sec): 3 clusters Score: Raw -1116.960169 + Penalty 831.303656 = -285.656513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 210 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.761374 sec): 2 clusters Score: Raw -436.292337 + Penalty 193.291832 = -243.000506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.761598 sec): 3 clusters Score: Raw -456.431930 + Penalty 385.002677 = -71.429253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 211 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.762094 sec): 2 clusters Score: Raw -548.212291 + Penalty 248.109308 = -300.102983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.762319 sec): 3 clusters Score: Raw -552.651832 + Penalty 473.435722 = -79.216110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 212 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.762809 sec): 2 clusters Score: Raw -432.483355 + Penalty 200.532486 = -231.950869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.763031 sec): 3 clusters Score: Raw -425.939108 + Penalty 405.069435 = -20.869673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 213 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.763523 sec): 2 clusters Score: Raw -480.049762 + Penalty 297.548531 = -182.501232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.763746 sec): 3 clusters Score: Raw -504.084778 + Penalty 592.973919 = 88.889141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 214 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.764226 sec): 2 clusters Score: Raw -186.721586 + Penalty 128.060596 = -58.660990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.764420 sec): 2 clusters Score: Raw -186.721586 + Penalty 128.060596 = -58.660990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 215 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.764898 sec): 2 clusters Score: Raw -123.290613 + Penalty 81.678143 = -41.612470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.765090 sec): 2 clusters Score: Raw -123.290613 + Penalty 81.678143 = -41.612470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 217 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.765585 sec): 2 clusters Score: Raw -507.433522 + Penalty 224.688501 = -282.745021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.765809 sec): 3 clusters Score: Raw -534.431848 + Penalty 452.505923 = -81.925925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 218 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.766291 sec): 2 clusters Score: Raw -180.577668 + Penalty 120.818576 = -59.759092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.766500 sec): 3 clusters Score: Raw -173.036875 + Penalty 239.064465 = 66.027590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 219 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.766983 sec): 2 clusters Score: Raw -242.347538 + Penalty 183.049065 = -59.298473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.767197 sec): 3 clusters Score: Raw -237.145259 + Penalty 366.098130 = 128.952871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 220 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.767706 sec): 2 clusters Score: Raw -721.159523 + Penalty 341.456404 = -379.703119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.767940 sec): 3 clusters Score: Raw -808.512410 + Penalty 682.912809 = -125.599601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 222 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.768465 sec): 2 clusters Score: Raw -740.800351 + Penalty 341.788976 = -399.011375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.768696 sec): 3 clusters Score: Raw -761.691544 + Penalty 693.291343 = -68.400201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 223 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.769172 sec): 2 clusters Score: Raw -123.098172 + Penalty 82.766539 = -40.331634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.769379 sec): 3 clusters Score: Raw -113.660474 + Penalty 165.533077 = 51.872603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 224 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.769860 sec): 2 clusters Score: Raw -182.841810 + Penalty 128.402770 = -54.439041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.770070 sec): 3 clusters Score: Raw -175.631634 + Penalty 262.242297 = 86.610663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 225 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.770563 sec): 2 clusters Score: Raw -432.951287 + Penalty 160.679099 = -272.272188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.770784 sec): 3 clusters Score: Raw -451.753155 + Penalty 321.358198 = -130.394957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 227 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.771268 sec): 2 clusters Score: Raw -233.161091 + Penalty 135.439745 = -97.721347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.771479 sec): 3 clusters Score: Raw -228.707352 + Penalty 270.879489 = 42.172137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 228 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.771957 sec): 2 clusters Score: Raw -183.019731 + Penalty 124.539257 = -58.480474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.772167 sec): 3 clusters Score: Raw -175.241476 + Penalty 268.101636 = 92.860160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 229 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.772667 sec): 2 clusters Score: Raw -550.720905 + Penalty 202.956916 = -347.763989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.772893 sec): 3 clusters Score: Raw -559.320263 + Penalty 404.226843 = -155.093421 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 230 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.773380 sec): 2 clusters Score: Raw -361.679595 + Penalty 181.135776 = -180.543819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.773597 sec): 3 clusters Score: Raw -356.961414 + Penalty 329.149459 = -27.811955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 231 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.774085 sec): 2 clusters Score: Raw -356.080665 + Penalty 199.101633 = -156.979032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.774301 sec): 3 clusters Score: Raw -356.594851 + Penalty 388.297372 = 31.702521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 232 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.774776 sec): 2 clusters Score: Raw -121.511577 + Penalty 82.256575 = -39.255002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.774983 sec): 3 clusters Score: Raw -113.654380 + Penalty 164.513149 = 50.858769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 233 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.775468 sec): 2 clusters Score: Raw -55.149286 + Penalty 0.000000 = -55.149286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.775657 sec): 2 clusters Score: Raw -55.149286 + Penalty 0.000000 = -55.149286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 235 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.776136 sec): 2 clusters Score: Raw -181.591136 + Penalty 119.258221 = -62.332915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.776346 sec): 3 clusters Score: Raw -174.879819 + Penalty 232.117128 = 57.237309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 237 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.776822 sec): 2 clusters Score: Raw -124.342243 + Penalty 94.337203 = -30.005040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.777015 sec): 2 clusters Score: Raw -124.342243 + Penalty 94.337203 = -30.005040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 238 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.777486 sec): 2 clusters Score: Raw -58.152595 + Penalty 0.000000 = -58.152595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.777676 sec): 2 clusters Score: Raw -58.152595 + Penalty 0.000000 = -58.152595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 239 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.778162 sec): 2 clusters Score: Raw -298.386675 + Penalty 170.384486 = -128.002188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.778376 sec): 3 clusters Score: Raw -293.982710 + Penalty 371.171328 = 77.188618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 243 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.778854 sec): 2 clusters Score: Raw -120.161936 + Penalty 71.903782 = -48.258154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.779061 sec): 3 clusters Score: Raw -111.805237 + Penalty 143.807563 = 32.002327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 244 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.779532 sec): 2 clusters Score: Raw -55.968958 + Penalty 0.000000 = -55.968958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.779723 sec): 2 clusters Score: Raw -55.968958 + Penalty 0.000000 = -55.968958 nChanged 0 Deleting Class 196 (9 points): Lose 136.692539 but Gain 1592.715922 Iteration 20F (58.344294 sec): 227 clusters Score: Raw -2384772.725402 + Penalty 248263.267272 = -2136509.458130 nChanged 675 Deleting Class 237 (2 points): Lose 22.559393 but Gain 1477.375399 Iteration 21Q (58.884808 sec): 226 clusters Score: Raw -2385001.603077 + Penalty 246814.785674 = -2138186.817403 nChanged 422 Deleting Class 199 (3 points): Lose 44.772562 but Gain 1489.861097 Iteration 22Q (59.389445 sec): 225 clusters Score: Raw -2385097.354128 + Penalty 245342.787573 = -2139754.566554 nChanged 328 Deleting Class 136 (12 points): Lose 153.812455 but Gain 1597.527365 Iteration 23Q (59.877931 sec): 224 clusters Score: Raw -2385037.318636 + Penalty 243832.873364 = -2141204.445272 nChanged 312 Deleting Class 10 (24 points): Lose 169.139856 but Gain 1605.223647 Iteration 24Q (60.362844 sec): 223 clusters Score: Raw -2384982.200417 + Penalty 242260.744421 = -2142721.455996 nChanged 317 Deleting Class 73 (13 points): Lose 219.804615 but Gain 1655.827986 Iteration 25Q (60.850158 sec): 222 clusters Score: Raw -2384875.662747 + Penalty 240698.679065 = -2144176.983682 nChanged 281 Deleting Class 163 (8 points): Lose 202.415969 but Gain 1638.383324 Iteration 26Q (61.327648 sec): 221 clusters Score: Raw -2384786.198579 + Penalty 239140.311132 = -2145645.887447 nChanged 228 Deleting Class 171 (2 points): Lose 45.513208 but Gain 1475.039949 Iteration 27Q (61.800467 sec): 220 clusters Score: Raw -2384842.558375 + Penalty 237704.583431 = -2147137.974943 nChanged 199 Deleting Class 142 (13 points): Lose 142.689258 but Gain 1556.273644 Iteration 28Q (62.262046 sec): 219 clusters Score: Raw -2384783.590922 + Penalty 236233.777763 = -2148549.813159 nChanged 241 Deleting Class 189 (3 points): Lose 27.894757 but Gain 1437.303259 Iteration 29Q (62.726892 sec): 218 clusters Score: Raw -2384891.968180 + Penalty 234777.252460 = -2150114.715720 nChanged 232 Deleting Class 23 (20 points): Lose 254.582643 but Gain 1669.184833 Iteration 30F (67.914359 sec): 217 clusters Score: Raw -2384711.066898 + Penalty 233216.310927 = -2151494.755971 nChanged 243 Deleting Class 20 (2 points): Lose 28.766822 but Gain 1436.447433 Iteration 31Q (68.383852 sec): 216 clusters Score: Raw -2384841.914404 + Penalty 231795.577446 = -2153046.336958 nChanged 215 Deleting Class 97 (12 points): Lose 160.453706 but Gain 1565.973036 Iteration 32Q (68.843142 sec): 215 clusters Score: Raw -2384758.435253 + Penalty 230271.446161 = -2154486.989092 nChanged 215 Deleting Class 180 (14 points): Lose 122.037896 but Gain 1518.679567 Iteration 33Q (69.300195 sec): 214 clusters Score: Raw -2384756.589455 + Penalty 228808.567227 = -2155948.022228 nChanged 206 Deleting Class 213 (8 points): Lose 162.503382 but Gain 1553.260949 Iteration 34Q (69.756428 sec): 213 clusters Score: Raw -2384680.029396 + Penalty 227253.060607 = -2157426.968789 nChanged 181 Deleting Class 207 (7 points): Lose 75.287639 but Gain 1464.750071 Iteration 35Q (70.221337 sec): 212 clusters Score: Raw -2384676.942582 + Penalty 225957.889721 = -2158719.052861 nChanged 154 Deleting Class 219 (4 points): Lose 59.967483 but Gain 1433.327346 Iteration 36Q (70.664876 sec): 211 clusters Score: Raw -2384700.563931 + Penalty 224570.616729 = -2160129.947202 nChanged 154 Deleting Class 162 (15 points): Lose 164.555491 but Gain 1537.308398 Iteration 37Q (71.107495 sec): 210 clusters Score: Raw -2384586.276272 + Penalty 223082.276496 = -2161503.999775 nChanged 160 Deleting Class 145 (10 points): Lose 163.948382 but Gain 1528.021626 Iteration 38Q (71.547539 sec): 209 clusters Score: Raw -2384493.984304 + Penalty 221601.299022 = -2162892.685282 nChanged 151 Deleting Class 209 (19 points): Lose 207.436377 but Gain 1566.517761 Iteration 39Q (71.987042 sec): 208 clusters Score: Raw -2384339.323799 + Penalty 220110.647509 = -2164228.676289 nChanged 148 Deleting Class 51 (6 points): Lose 77.391178 but Gain 1429.452252 Iteration 40F (76.948719 sec): 207 clusters Score: Raw -2384387.929194 + Penalty 218718.480804 = -2165669.448390 nChanged 134 Deleting Class 222 (12 points): Lose 142.016212 but Gain 1493.073893 Iteration 41Q (77.382547 sec): 206 clusters Score: Raw -2384322.522925 + Penalty 217258.100420 = -2167064.422505 nChanged 135 Deleting Class 182 (5 points): Lose 63.417192 but Gain 1409.129760 Iteration 42Q (77.813364 sec): 205 clusters Score: Raw -2384333.171336 + Penalty 215904.025538 = -2168429.145798 nChanged 127 Deleting Class 99 (4 points): Lose 57.591772 but Gain 1400.947318 Iteration 43Q (78.243563 sec): 204 clusters Score: Raw -2384357.758878 + Penalty 214540.424400 = -2169817.334478 nChanged 121 Deleting Class 95 (11 points): Lose 105.730878 but Gain 1447.984046 Iteration 44Q (78.669322 sec): 203 clusters Score: Raw -2384313.895897 + Penalty 213185.900070 = -2171127.995826 nChanged 133 Deleting Class 201 (13 points): Lose 100.164776 but Gain 1439.522476 Iteration 45Q (79.093912 sec): 202 clusters Score: Raw -2384295.068905 + Penalty 211797.655380 = -2172497.413525 nChanged 123 Deleting Class 206 (9 points): Lose 95.570795 but Gain 1431.053745 Iteration 46Q (79.516865 sec): 201 clusters Score: Raw -2384259.869753 + Penalty 210381.352639 = -2173878.517114 nChanged 124 Deleting Class 29 (17 points): Lose 182.645344 but Gain 1516.126002 Iteration 47Q (79.938966 sec): 200 clusters Score: Raw -2384128.675292 + Penalty 208988.529850 = -2175140.145443 nChanged 139 Deleting Class 121 (21 points): Lose 220.888138 but Gain 1544.275128 Iteration 48Q (80.363438 sec): 199 clusters Score: Raw -2384016.970776 + Penalty 207430.446887 = -2176586.523889 nChanged 123 Deleting Class 118 (47 points): Lose 352.149112 but Gain 1678.057533 Iteration 49Q (80.782598 sec): 198 clusters Score: Raw -2383761.088814 + Penalty 205914.452479 = -2177846.636335 nChanged 167 Deleting Class 177 (3 points): Lose 50.620738 but Gain 1421.210982 Iteration 50F (85.477793 sec): 197 clusters Score: Raw -2383904.782904 + Penalty 204529.212904 = -2179375.570000 nChanged 124 Deleting Class 148 (7 points): Lose 101.624697 but Gain 1416.905920 Iteration 51Q (85.893231 sec): 196 clusters Score: Raw -2383869.785921 + Penalty 203187.826895 = -2180681.959026 nChanged 110 Deleting Class 164 (4 points): Lose 52.308839 but Gain 1352.788005 Iteration 52Q (86.305228 sec): 195 clusters Score: Raw -2383883.053153 + Penalty 201788.251393 = -2182094.801760 nChanged 116 Deleting Class 244 (2 points): Lose 31.645462 but Gain 1327.636855 Iteration 53Q (86.719348 sec): 194 clusters Score: Raw -2383898.491386 + Penalty 200477.505288 = -2183420.986098 nChanged 118 Deleting Class 44 (4 points): Lose 62.647073 but Gain 1349.414121 Iteration 54Q (87.128687 sec): 193 clusters Score: Raw -2383874.656813 + Penalty 199157.485891 = -2184717.170922 nChanged 119 Deleting Class 220 (13 points): Lose 137.965963 but Gain 1421.842364 Iteration 55Q (87.540844 sec): 192 clusters Score: Raw -2383790.001413 + Penalty 197796.676347 = -2185993.325066 nChanged 138 Deleting Class 155 (5 points): Lose 73.901672 but Gain 1356.848393 Iteration 56Q (87.951153 sec): 191 clusters Score: Raw -2383799.591023 + Penalty 196460.341000 = -2187339.250024 nChanged 149 Deleting Class 74 (15 points): Lose 109.520773 but Gain 1390.147605 Iteration 57Q (88.360641 sec): 190 clusters Score: Raw -2383751.604890 + Penalty 195127.679456 = -2188623.925433 nChanged 165 Deleting Class 238 (1 points): Lose 12.214751 but Gain 1290.444452 Iteration 58Q (88.774347 sec): 189 clusters Score: Raw -2383816.279512 + Penalty 193867.420995 = -2189948.858517 nChanged 140 Deleting Class 223 (2 points): Lose 25.565726 but Gain 1296.172074 Iteration 59Q (89.177894 sec): 188 clusters Score: Raw -2383838.949466 + Penalty 192616.060606 = -2191222.888860 nChanged 148 Deleting Class 130 (12 points): Lose 117.664200 but Gain 1386.571142 Iteration 60F (93.660238 sec): 187 clusters Score: Raw -2383774.398442 + Penalty 191273.657030 = -2192500.741412 nChanged 141 Deleting Class 215 (2 points): Lose 11.104699 but Gain 1279.127169 Iteration 61Q (94.067966 sec): 186 clusters Score: Raw -2383830.565089 + Penalty 189999.654697 = -2193830.910392 nChanged 113 Deleting Class 109 (34 points): Lose 321.693993 but Gain 1584.197431 Iteration 62Q (94.466067 sec): 185 clusters Score: Raw -2383535.085981 + Penalty 188467.288637 = -2195067.797344 nChanged 127 Deleting Class 232 (2 points): Lose 29.590204 but Gain 1288.185742 Iteration 63Q (94.865753 sec): 184 clusters Score: Raw -2383629.713850 + Penalty 187216.135621 = -2196413.578229 nChanged 105 Deleting Class 170 (7 points): Lose 82.926506 but Gain 1334.943526 Iteration 64Q (95.259681 sec): 183 clusters Score: Raw -2383590.689290 + Penalty 185920.812007 = -2197669.877282 nChanged 95 Deleting Class 150 (7 points): Lose 79.296368 but Gain 1330.259530 Iteration 65Q (95.655791 sec): 182 clusters Score: Raw -2383566.496071 + Penalty 184571.234355 = -2198995.261717 nChanged 79 Deleting Class 88 (3 points): Lose 42.607410 but Gain 1290.407438 Iteration 66Q (96.045010 sec): 181 clusters Score: Raw -2383565.482529 + Penalty 183285.154461 = -2200280.328068 nChanged 49 Deleting Class 205 (5 points): Lose 40.591455 but Gain 1284.017940 Iteration 67Q (96.428245 sec): 180 clusters Score: Raw -2383550.905611 + Penalty 182023.799193 = -2201527.106418 nChanged 43 Deleting Class 186 (8 points): Lose 116.995464 but Gain 1354.744779 Iteration 68Q (96.815049 sec): 179 clusters Score: Raw -2383452.433816 + Penalty 180729.746680 = -2202722.687136 nChanged 45 Deleting Class 140 (5 points): Lose 79.112403 but Gain 1314.049173 Iteration 69Q (97.198747 sec): 178 clusters Score: Raw -2383407.559256 + Penalty 179417.718183 = -2203989.841072 nChanged 39 Deleting Class 93 (2 points): Lose 21.416023 but Gain 1256.876411 Iteration 70F (101.430914 sec): 177 clusters Score: Raw -2383398.920169 + Penalty 178158.696928 = -2205240.223241 nChanged 39 Deleting Class 214 (3 points): Lose 31.482201 but Gain 1265.331722 Iteration 71Q (101.808374 sec): 176 clusters Score: Raw -2383373.671101 + Penalty 176892.528932 = -2206481.142169 nChanged 40 Deleting Class 239 (4 points): Lose 62.070960 but Gain 1291.435954 Iteration 72Q (102.189330 sec): 175 clusters Score: Raw -2383320.106824 + Penalty 175601.803410 = -2207718.303415 nChanged 42 Deleting Class 126 (6 points): Lose 74.095038 but Gain 1297.456489 Iteration 73Q (102.564731 sec): 174 clusters Score: Raw -2383255.932967 + Penalty 174318.172764 = -2208937.760203 nChanged 42 Deleting Class 101 (10 points): Lose 108.343622 but Gain 1328.182911 Iteration 74Q (102.939365 sec): 173 clusters Score: Raw -2383159.982413 + Penalty 173007.335724 = -2210152.646689 nChanged 36 Deleting Class 224 (3 points): Lose 51.971732 but Gain 1268.712645 Iteration 75Q (103.311782 sec): 172 clusters Score: Raw -2383133.788733 + Penalty 171757.635701 = -2211376.153032 nChanged 25 Deleting Class 63 (10 points): Lose 153.686815 but Gain 1355.707578 Iteration 76Q (103.681801 sec): 171 clusters Score: Raw -2382997.661815 + Penalty 170428.909300 = -2212568.752516 nChanged 28 Deleting Class 159 (6 points): Lose 63.273737 but Gain 1264.812120 Iteration 77Q (104.049761 sec): 170 clusters Score: Raw -2382988.410715 + Penalty 169167.731157 = -2213820.679558 nChanged 25 Deleting Class 228 (3 points): Lose 32.187620 but Gain 1230.538331 Iteration 78Q (104.417005 sec): 169 clusters Score: Raw -2382983.852046 + Penalty 167954.964161 = -2215028.887885 nChanged 17 Deleting Class 198 (5 points): Lose 28.518343 but Gain 1225.965913 Iteration 79Q (104.785231 sec): 168 clusters Score: Raw -2382975.953735 + Penalty 166755.069495 = -2216220.884241 nChanged 20 Deleting Class 115 (11 points): Lose 73.267712 but Gain 1258.912406 Iteration 80F (108.778274 sec): 167 clusters Score: Raw -2382914.660316 + Penalty 165501.247694 = -2217413.412622 nChanged 24 Deleting Class 178 (22 points): Lose 117.272782 but Gain 1302.757185 Iteration 81Q (109.144661 sec): 166 clusters Score: Raw -2382815.284081 + Penalty 164256.269470 = -2218559.014610 nChanged 38 Deleting Class 47 (68 points): Lose 245.853570 but Gain 1424.187507 Iteration 82Q (109.509784 sec): 165 clusters Score: Raw -2382609.255593 + Penalty 162908.952669 = -2219700.302925 nChanged 92 Deleting Class 103 (4 points): Lose 31.957054 but Gain 1209.105803 Iteration 83Q (109.878174 sec): 164 clusters Score: Raw -2382708.552505 + Penalty 161714.501896 = -2220994.050609 nChanged 34 Deleting Class 203 (6 points): Lose 53.069086 but Gain 1226.372775 Iteration 84Q (110.238922 sec): 163 clusters Score: Raw -2382678.906342 + Penalty 160516.198433 = -2222162.707909 nChanged 33 Deleting Class 218 (3 points): Lose 28.988948 but Gain 1193.775301 Iteration 85Q (110.600192 sec): 162 clusters Score: Raw -2382671.188139 + Penalty 159378.806125 = -2223292.382014 nChanged 23 Deleting Class 26 (25 points): Lose 226.600499 but Gain 1390.671246 Iteration 86Q (110.956422 sec): 161 clusters Score: Raw -2382469.692809 + Penalty 158057.077881 = -2224412.614927 nChanged 42 Deleting Class 133 (4 points): Lose 52.845947 but Gain 1215.168182 Iteration 87Q (111.313102 sec): 160 clusters Score: Raw -2382524.747690 + Penalty 156874.861121 = -2225649.886569 nChanged 27 Deleting Class 131 (3 points): Lose 32.732222 but Gain 1194.901634 Iteration 88Q (111.670849 sec): 159 clusters Score: Raw -2382534.828369 + Penalty 155693.804102 = -2226841.024267 nChanged 26 Deleting Class 124 (3 points): Lose 9.202015 but Gain 1169.767679 Iteration 89Q (112.023860 sec): 158 clusters Score: Raw -2382548.497714 + Penalty 154539.800733 = -2228008.696981 nChanged 33 Deleting Class 152 (8 points): Lose 82.178061 but Gain 1242.253383 Iteration 90F (115.844038 sec): 157 clusters Score: Raw -2382484.685278 + Penalty 153309.204527 = -2229175.480751 nChanged 38 Deleting Class 156 (15 points): Lose 86.333191 but Gain 1244.243798 Iteration 91Q (116.196257 sec): 156 clusters Score: Raw -2382425.466488 + Penalty 152084.245839 = -2230341.220648 nChanged 39 Deleting Class 183 (8 points): Lose 73.096768 but Gain 1230.442340 Iteration 92Q (116.547595 sec): 155 clusters Score: Raw -2382388.617397 + Penalty 150873.273658 = -2231515.343738 nChanged 34 Deleting Class 36 (27 points): Lose 110.317209 but Gain 1264.607546 Iteration 93Q (116.897587 sec): 154 clusters Score: Raw -2382301.976910 + Penalty 149669.623116 = -2232632.353794 nChanged 52 Deleting Class 143 (10 points): Lose 69.852384 but Gain 1224.008635 Iteration 94Q (117.252731 sec): 153 clusters Score: Raw -2382293.846352 + Penalty 148544.346556 = -2233749.499796 nChanged 31 Deleting Class 235 (3 points): Lose 25.177729 but Gain 1178.357861 Iteration 95Q (117.598893 sec): 152 clusters Score: Raw -2382307.838843 + Penalty 147382.189291 = -2234925.649552 nChanged 20 Deleting Class 211 (9 points): Lose 73.087055 but Gain 1225.750101 Iteration 96Q (117.942794 sec): 151 clusters Score: Raw -2382243.795524 + Penalty 146170.225386 = -2236073.570138 nChanged 32 Deleting Class 69 (22 points): Lose 168.386866 but Gain 1320.879154 Iteration 97Q (118.288810 sec): 150 clusters Score: Raw -2382103.038413 + Penalty 144908.626466 = -2237194.411947 nChanged 40 Deleting Class 79 (47 points): Lose 258.093088 but Gain 1409.358238 Iteration 98Q (118.632253 sec): 149 clusters Score: Raw -2381910.226849 + Penalty 143721.660101 = -2238188.566748 nChanged 60 Deleting Class 32 (10 points): Lose 100.811056 but Gain 1282.321377 Iteration 99Q (118.977208 sec): 148 clusters Score: Raw -2381948.045923 + Penalty 142499.279605 = -2239448.766318 nChanged 31 Deleting Class 231 (6 points): Lose 54.283293 but Gain 1206.225328 Iteration 100F (122.496986 sec): 147 clusters Score: Raw -2381961.911356 + Penalty 141327.899196 = -2240634.012161 nChanged 25 Deleting Class 165 (12 points): Lose 125.576881 but Gain 1274.444602 Iteration 101Q (122.834845 sec): 146 clusters Score: Raw -2381862.815318 + Penalty 140123.072222 = -2241739.743095 nChanged 28 Deleting Class 45 (24 points): Lose 183.821698 but Gain 1327.801560 Iteration 102Q (123.173235 sec): 145 clusters Score: Raw -2381718.563525 + Penalty 138717.722070 = -2243000.841455 nChanged 39 Deleting Class 167 (21 points): Lose 137.907763 but Gain 1281.297060 Iteration 103Q (123.509746 sec): 144 clusters Score: Raw -2381650.907426 + Penalty 137629.712283 = -2244021.195143 nChanged 47 Deleting Class 110 (5 points): Lose 53.504192 but Gain 1195.560047 Iteration 104Q (123.847815 sec): 143 clusters Score: Raw -2381692.655942 + Penalty 136469.689643 = -2245222.966299 nChanged 21 Deleting Class 175 (4 points): Lose 102.567724 but Gain 1241.205772 Iteration 105Q (124.181752 sec): 142 clusters Score: Raw -2381615.618873 + Penalty 135235.456174 = -2246380.162698 nChanged 23 Deleting Class 157 (5 points): Lose 33.621252 but Gain 1169.725332 Iteration 106Q (124.514170 sec): 141 clusters Score: Raw -2381606.531476 + Penalty 134087.175847 = -2247519.355628 nChanged 31 Deleting Class 90 (11 points): Lose 106.312232 but Gain 1238.401449 Iteration 107Q (124.846438 sec): 140 clusters Score: Raw -2381518.614529 + Penalty 132879.518131 = -2248639.096398 nChanged 27 Deleting Class 75 (60 points): Lose 247.815179 but Gain 1376.431118 Iteration 108Q (125.175930 sec): 139 clusters Score: Raw -2381295.572911 + Penalty 131584.007863 = -2249711.565048 nChanged 75 Deleting Class 190 (3 points): Lose 23.188396 but Gain 1143.212958 Iteration 109Q (125.507687 sec): 138 clusters Score: Raw -2381380.990178 + Penalty 130455.758724 = -2250925.231454 nChanged 28 Deleting Class 108 (7 points): Lose 62.653299 but Gain 1177.541537 Iteration 110F (128.821602 sec): 137 clusters Score: Raw -2381352.463993 + Penalty 129315.911445 = -2252036.552549 nChanged 29 Deleting Class 243 (2 points): Lose 11.443606 but Gain 1126.054993 Iteration 111Q (129.161874 sec): 136 clusters Score: Raw -2381361.311740 + Penalty 128191.897959 = -2253169.413781 nChanged 19 Deleting Class 125 (7 points): Lose 56.550624 but Gain 1168.401122 Iteration 112Q (129.504403 sec): 135 clusters Score: Raw -2381311.693424 + Penalty 127025.351495 = -2254286.341930 nChanged 18 Deleting Class 153 (10 points): Lose 62.340375 but Gain 1169.693979 Iteration 113Q (129.826445 sec): 134 clusters Score: Raw -2381262.812172 + Penalty 125897.809771 = -2255365.002402 nChanged 22 Deleting Class 217 (9 points): Lose 73.502017 but Gain 1177.040221 Iteration 114Q (130.147487 sec): 133 clusters Score: Raw -2381207.785455 + Penalty 124727.771914 = -2256480.013541 nChanged 23 Deleting Class 166 (7 points): Lose 52.315638 but Gain 1145.263627 Iteration 115Q (130.466926 sec): 132 clusters Score: Raw -2381174.982087 + Penalty 123577.033508 = -2257597.948578 nChanged 26 Deleting Class 116 (6 points): Lose 59.398051 but Gain 1151.073450 Iteration 116Q (130.785160 sec): 131 clusters Score: Raw -2381128.057140 + Penalty 122437.411590 = -2258690.645551 nChanged 24 Deleting Class 56 (12 points): Lose 69.869816 but Gain 1161.102676 Iteration 117Q (131.102387 sec): 130 clusters Score: Raw -2381077.483924 + Penalty 121291.053244 = -2259786.430680 nChanged 25 Deleting Class 11 (56 points): Lose 246.552059 but Gain 1337.334458 Iteration 118Q (131.418385 sec): 129 clusters Score: Raw -2380851.329761 + Penalty 119981.423248 = -2260869.906513 nChanged 65 Writing temp clu file Memory request: 0.24 GB would take us to total of 0.47 GB. Compute initial score before splitting: Score: Raw -2380851.329761 + Penalty 119981.423248 = -2260869.906513Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 1 (2039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.591873 sec): 2 clusters Score: Raw -104054.715384 + Penalty 98.049318 = -103956.666066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.595608 sec): 3 clusters Score: Raw -102721.190562 + Penalty 207.206392 = -102513.984170 nChanged 958 SP:Iteration 1F (131.599260 sec): 3 clusters Score: Raw -103450.857729 + Penalty 220.844171 = -103230.013557 nChanged 264 SP:Iteration 2F (131.602903 sec): 3 clusters Score: Raw -103654.353379 + Penalty 232.460331 = -103421.893048 nChanged 143 SP:Iteration 3F (131.606534 sec): 3 clusters Score: Raw -103846.741775 + Penalty 237.898099 = -103608.843676 nChanged 66 SP:Iteration 4Q (131.610006 sec): 3 clusters Score: Raw -103900.047182 + Penalty 243.729492 = -103656.317690 nChanged 46 SP:Iteration 5Q (131.613278 sec): 3 clusters Score: Raw -103924.085447 + Penalty 245.948408 = -103678.137039 nChanged 38 SP:Iteration 6Q (131.616483 sec): 3 clusters Score: Raw -103947.336624 + Penalty 250.163481 = -103697.173143 nChanged 40 SP:Iteration 7Q (131.619638 sec): 3 clusters Score: Raw -103974.185523 + Penalty 257.236255 = -103716.949268 nChanged 31 SP:Iteration 8Q (131.622776 sec): 3 clusters Score: Raw -103993.874201 + Penalty 261.107555 = -103732.766645 nChanged 29 SP:Iteration 9Q (131.625833 sec): 3 clusters Score: Raw -104012.117538 + Penalty 259.140569 = -103752.976969 nChanged 17 SP:Iteration 10F (131.629462 sec): 3 clusters Score: Raw -104020.049454 + Penalty 263.056490 = -103756.992964 nChanged 15 SP:Iteration 11Q (131.632443 sec): 3 clusters Score: Raw -104028.149068 + Penalty 264.259650 = -103763.889418 nChanged 10 SP:Iteration 12Q (131.635403 sec): 3 clusters Score: Raw -104032.452788 + Penalty 271.882906 = -103760.569882 nChanged 9 SP:Iteration 13F (131.639029 sec): 3 clusters Score: Raw -104034.870131 + Penalty 271.047347 = -103763.822784 nChanged 7 SP:Iteration 14Q (131.641962 sec): 3 clusters Score: Raw -104038.226448 + Penalty 275.330020 = -103762.896427 nChanged 5 SP:Iteration 15F (131.645591 sec): 3 clusters Score: Raw -104039.109981 + Penalty 278.912106 = -103760.197876 nChanged 3 SP:Iteration 16F (131.649279 sec): 3 clusters Score: Raw -104039.631805 + Penalty 280.523830 = -103759.107975 nChanged 3 SP:Iteration 17F (131.653229 sec): 3 clusters Score: Raw -104040.223504 + Penalty 284.593263 = -103755.630241 nChanged 4 SP:Iteration 18F (131.656906 sec): 3 clusters Score: Raw -104040.915465 + Penalty 284.679879 = -103756.235586 nChanged 3 SP:Iteration 19Q (131.659827 sec): 3 clusters Score: Raw -104041.623516 + Penalty 290.132494 = -103751.491022 nChanged 3 SP:Iteration 20F (131.663462 sec): 3 clusters Score: Raw -104042.498301 + Penalty 287.659337 = -103754.838964 nChanged 4 SP:Iteration 21Q (131.666467 sec): 3 clusters Score: Raw -104043.794335 + Penalty 288.568921 = -103755.225414 nChanged 4 SP:Iteration 22Q (131.669448 sec): 3 clusters Score: Raw -104044.978863 + Penalty 292.134562 = -103752.844301 nChanged 7 SP:Iteration 23F (131.673199 sec): 3 clusters Score: Raw -104048.511088 + Penalty 292.673937 = -103755.837151 nChanged 8 SP:Iteration 24Q (131.676167 sec): 3 clusters Score: Raw -104051.410179 + Penalty 295.286180 = -103756.124000 nChanged 2 SP:Iteration 25Q (131.679097 sec): 3 clusters Score: Raw -104052.765667 + Penalty 298.106903 = -103754.658764 nChanged 3 SP:Iteration 26F (131.682745 sec): 3 clusters Score: Raw -104054.960923 + Penalty 303.479540 = -103751.481383 nChanged 2 SP:Iteration 27F (131.686400 sec): 3 clusters Score: Raw -104055.560314 + Penalty 307.918024 = -103747.642289 nChanged 1 SP:Iteration 28F (131.690055 sec): 3 clusters Score: Raw -104056.076923 + Penalty 319.197854 = -103736.879070 nChanged 2 SP:Iteration 29F (131.693711 sec): 3 clusters Score: Raw -104057.340219 + Penalty 324.909694 = -103732.430525 nChanged 3 SP:Iteration 30F (131.697364 sec): 3 clusters Score: Raw -104058.753012 + Penalty 328.578865 = -103730.174148 nChanged 1 SP:Iteration 31F (131.701017 sec): 3 clusters Score: Raw -104059.086022 + Penalty 328.578865 = -103730.507158 nChanged 0 Memory request: 0.03 GB would take us to total of 0.50 GB. Trying to split cluster 2 (5280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.725100 sec): 2 clusters Score: Raw -265602.333842 + Penalty 155.827628 = -265446.506214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.734654 sec): 3 clusters Score: Raw -262130.969336 + Penalty 313.800797 = -261817.168539 nChanged 2508 SP:Iteration 1F (131.744050 sec): 3 clusters Score: Raw -263976.279048 + Penalty 318.585272 = -263657.693776 nChanged 784 SP:Iteration 2F (131.753435 sec): 3 clusters Score: Raw -264745.003423 + Penalty 318.515980 = -264426.487444 nChanged 478 SP:Iteration 3F (131.762807 sec): 3 clusters Score: Raw -265230.827011 + Penalty 316.276409 = -264914.550602 nChanged 230 SP:Iteration 4Q (131.772239 sec): 3 clusters Score: Raw -265458.386515 + Penalty 315.361939 = -265143.024577 nChanged 119 SP:Iteration 5Q (131.781167 sec): 3 clusters Score: Raw -265523.177032 + Penalty 315.568451 = -265207.608581 nChanged 59 SP:Iteration 6Q (131.789518 sec): 3 clusters Score: Raw -265543.118609 + Penalty 317.864711 = -265225.253898 nChanged 42 SP:Iteration 7Q (131.797783 sec): 3 clusters Score: Raw -265555.497702 + Penalty 319.652918 = -265235.844784 nChanged 27 SP:Iteration 8Q (131.805989 sec): 3 clusters Score: Raw -265561.308441 + Penalty 321.256076 = -265240.052365 nChanged 26 SP:Iteration 9Q (131.814161 sec): 3 clusters Score: Raw -265567.972597 + Penalty 323.473539 = -265244.499058 nChanged 24 SP:Iteration 10F (131.823513 sec): 3 clusters Score: Raw -265573.951028 + Penalty 325.096899 = -265248.854129 nChanged 17 SP:Iteration 11Q (131.831697 sec): 3 clusters Score: Raw -265576.899887 + Penalty 327.062412 = -265249.837475 nChanged 24 SP:Iteration 12Q (131.839825 sec): 3 clusters Score: Raw -265581.015680 + Penalty 328.986397 = -265252.029282 nChanged 21 SP:Iteration 13Q (131.847951 sec): 3 clusters Score: Raw -265584.053790 + Penalty 330.798931 = -265253.254860 nChanged 15 SP:Iteration 14Q (131.856068 sec): 3 clusters Score: Raw -265586.734430 + Penalty 331.943694 = -265254.790737 nChanged 19 SP:Iteration 15Q (131.864217 sec): 3 clusters Score: Raw -265592.361409 + Penalty 334.560294 = -265257.801115 nChanged 23 SP:Iteration 16Q (131.872397 sec): 3 clusters Score: Raw -265597.799323 + Penalty 335.524962 = -265262.274361 nChanged 15 SP:Iteration 17Q (131.880680 sec): 3 clusters Score: Raw -265600.503954 + Penalty 336.653923 = -265263.850031 nChanged 10 SP:Iteration 18Q (131.888786 sec): 3 clusters Score: Raw -265601.483469 + Penalty 337.524029 = -265263.959440 nChanged 8 SP:Iteration 19Q (131.896892 sec): 3 clusters Score: Raw -265602.865207 + Penalty 338.475207 = -265264.390000 nChanged 14 SP:Iteration 20F (131.906252 sec): 3 clusters Score: Raw -265605.155944 + Penalty 339.196457 = -265265.959487 nChanged 14 SP:Iteration 21Q (131.914423 sec): 3 clusters Score: Raw -265607.487187 + Penalty 339.962508 = -265267.524680 nChanged 16 SP:Iteration 22Q (131.922595 sec): 3 clusters Score: Raw -265609.701898 + Penalty 340.063078 = -265269.638820 nChanged 7 SP:Iteration 23Q (131.930861 sec): 3 clusters Score: Raw -265610.231954 + Penalty 340.308154 = -265269.923800 nChanged 4 SP:Iteration 24Q (131.939037 sec): 3 clusters Score: Raw -265610.363470 + Penalty 340.689661 = -265269.673809 nChanged 4 SP:Iteration 25F (131.948403 sec): 3 clusters Score: Raw -265610.617386 + Penalty 340.322431 = -265270.294955 nChanged 3 SP:Iteration 26Q (131.956597 sec): 3 clusters Score: Raw -265610.966671 + Penalty 340.480958 = -265270.485713 nChanged 3 SP:Iteration 27Q (131.964789 sec): 3 clusters Score: Raw -265611.117940 + Penalty 340.482521 = -265270.635419 nChanged 3 SP:Iteration 28Q (131.973354 sec): 3 clusters Score: Raw -265611.319323 + Penalty 340.591255 = -265270.728068 nChanged 3 SP:Iteration 29Q (131.981986 sec): 3 clusters Score: Raw -265611.404614 + Penalty 340.869370 = -265270.535244 nChanged 2 SP:Iteration 30F (131.991417 sec): 3 clusters Score: Raw -265611.606982 + Penalty 341.111188 = -265270.495794 nChanged 2 SP:Iteration 31F (132.000775 sec): 3 clusters Score: Raw -265611.748123 + Penalty 341.079167 = -265270.668957 nChanged 1 SP:Iteration 32Q (132.009000 sec): 3 clusters Score: Raw -265611.783503 + Penalty 341.324451 = -265270.459052 nChanged 1 SP:Iteration 33F (132.018361 sec): 3 clusters Score: Raw -265611.816112 + Penalty 341.324451 = -265270.491661 nChanged 0 Memory request: 0.09 GB would take us to total of 0.57 GB. Trying to split cluster 3 (20312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.116350 sec): 2 clusters Score: Raw -984328.026302 + Penalty 172.974390 = -984155.051912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.154139 sec): 3 clusters Score: Raw -970567.112420 + Penalty 409.682002 = -970157.430418 nChanged 9779 SP:Iteration 1F (132.191004 sec): 3 clusters Score: Raw -979990.228228 + Penalty 479.602263 = -979510.625965 nChanged 2389 SP:Iteration 2F (132.227713 sec): 3 clusters Score: Raw -982501.955766 + Penalty 536.252984 = -981965.702782 nChanged 1025 SP:Iteration 3F (132.264480 sec): 3 clusters Score: Raw -983556.712692 + Penalty 595.608898 = -982961.103793 nChanged 512 SP:Iteration 4Q (132.298699 sec): 3 clusters Score: Raw -984056.557509 + Penalty 646.940046 = -983409.617463 nChanged 187 SP:Iteration 5Q (132.328916 sec): 3 clusters Score: Raw -984230.520210 + Penalty 713.119146 = -983517.401064 nChanged 80 SP:Iteration 6Q (132.358277 sec): 3 clusters Score: Raw -984314.408166 + Penalty 782.393011 = -983532.015155 nChanged 17 SP:Iteration 7Q (132.387276 sec): 3 clusters Score: Raw -984334.833528 + Penalty 808.536286 = -983526.297242 nChanged 4 SP:Iteration 8F (132.424482 sec): 3 clusters Score: Raw -984340.830159 + Penalty 838.366897 = -983502.463262 nChanged 2 SP:Iteration 9F (132.461471 sec): 3 clusters Score: Raw -984344.252522 + Penalty 856.930470 = -983487.322052 nChanged 1 SP:Iteration 10F (132.498612 sec): 3 clusters Score: Raw -984345.651061 + Penalty 856.930470 = -983488.720591 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 4 (1842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.520352 sec): 2 clusters Score: Raw -94104.496193 + Penalty 115.018337 = -93989.477855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.523747 sec): 3 clusters Score: Raw -92964.662787 + Penalty 248.087350 = -92716.575437 nChanged 838 SP:Iteration 1F (132.527067 sec): 3 clusters Score: Raw -93857.028925 + Penalty 249.927711 = -93607.101214 nChanged 178 SP:Iteration 2F (132.530387 sec): 3 clusters Score: Raw -94013.133155 + Penalty 248.379849 = -93764.753305 nChanged 62 SP:Iteration 3Q (132.533642 sec): 3 clusters Score: Raw -94040.609624 + Penalty 246.959820 = -93793.649804 nChanged 20 SP:Iteration 4Q (132.536928 sec): 3 clusters Score: Raw -94044.315648 + Penalty 246.129156 = -93798.186492 nChanged 8 SP:Iteration 5Q (132.540103 sec): 3 clusters Score: Raw -94045.619001 + Penalty 246.715252 = -93798.903749 nChanged 5 SP:Iteration 6Q (132.543272 sec): 3 clusters Score: Raw -94045.873502 + Penalty 247.237282 = -93798.636220 nChanged 4 SP:Iteration 7F (132.546593 sec): 3 clusters Score: Raw -94046.098797 + Penalty 247.574459 = -93798.524338 nChanged 4 SP:Iteration 8F (132.549906 sec): 3 clusters Score: Raw -94046.366314 + Penalty 247.728202 = -93798.638112 nChanged 2 SP:Iteration 9Q (132.553072 sec): 3 clusters Score: Raw -94046.569942 + Penalty 247.434559 = -93799.135383 nChanged 4 SP:Iteration 10F (132.556396 sec): 3 clusters Score: Raw -94046.794680 + Penalty 247.392003 = -93799.402677 nChanged 2 SP:Iteration 11Q (132.559554 sec): 3 clusters Score: Raw -94047.012187 + Penalty 247.189238 = -93799.822949 nChanged 2 SP:Iteration 12Q (132.562714 sec): 3 clusters Score: Raw -94047.236100 + Penalty 247.542153 = -93799.693946 nChanged 4 SP:Iteration 13F (132.566053 sec): 3 clusters Score: Raw -94047.431126 + Penalty 247.688787 = -93799.742339 nChanged 1 SP:Iteration 14Q (132.569302 sec): 3 clusters Score: Raw -94047.431445 + Penalty 247.688787 = -93799.742658 nChanged 0 SP:Iteration 15F (132.572625 sec): 3 clusters Score: Raw -94047.431445 + Penalty 247.688787 = -93799.742658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 5 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.574703 sec): 2 clusters Score: Raw -2227.202877 + Penalty 243.660441 = -1983.542436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.575000 sec): 3 clusters Score: Raw -2239.695268 + Penalty 488.515979 = -1751.179288 nChanged 3 SP:Iteration 1F (132.575289 sec): 3 clusters Score: Raw -2253.549930 + Penalty 488.313079 = -1765.236851 nChanged 1 SP:Iteration 2Q (132.575570 sec): 3 clusters Score: Raw -2256.252497 + Penalty 488.307994 = -1767.944503 nChanged 1 SP:Iteration 3Q (132.575851 sec): 3 clusters Score: Raw -2260.673127 + Penalty 488.307994 = -1772.365133 nChanged 0 SP:Iteration 4F (132.576138 sec): 3 clusters Score: Raw -2260.673127 + Penalty 488.307994 = -1772.365133 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 6 (750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.579237 sec): 2 clusters Score: Raw -36877.402736 + Penalty 324.897239 = -36552.505496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.580810 sec): 3 clusters Score: Raw -36497.524089 + Penalty 648.274898 = -35849.249191 nChanged 277 SP:Iteration 1F (132.582333 sec): 3 clusters Score: Raw -36666.158846 + Penalty 642.853549 = -36023.305297 nChanged 74 SP:Iteration 2F (132.583838 sec): 3 clusters Score: Raw -36711.990250 + Penalty 638.283519 = -36073.706731 nChanged 48 SP:Iteration 3F (132.585311 sec): 3 clusters Score: Raw -36747.380905 + Penalty 633.633747 = -36113.747158 nChanged 56 SP:Iteration 4F (132.586789 sec): 3 clusters Score: Raw -36806.515637 + Penalty 625.941459 = -36180.574178 nChanged 58 SP:Iteration 5F (132.588266 sec): 3 clusters Score: Raw -36874.136256 + Penalty 621.701641 = -36252.434615 nChanged 50 SP:Iteration 6F (132.589804 sec): 3 clusters Score: Raw -36931.891715 + Penalty 619.266123 = -36312.625592 nChanged 32 SP:Iteration 7Q (132.591301 sec): 3 clusters Score: Raw -36968.671841 + Penalty 618.572665 = -36350.099176 nChanged 23 SP:Iteration 8Q (132.592782 sec): 3 clusters Score: Raw -36998.990568 + Penalty 616.124485 = -36382.866083 nChanged 15 SP:Iteration 9Q (132.594249 sec): 3 clusters Score: Raw -37014.013407 + Penalty 613.751584 = -36400.261823 nChanged 6 SP:Iteration 10F (132.595761 sec): 3 clusters Score: Raw -37018.171133 + Penalty 612.916096 = -36405.255037 nChanged 6 SP:Iteration 11Q (132.597200 sec): 3 clusters Score: Raw -37022.324196 + Penalty 612.455895 = -36409.868301 nChanged 6 SP:Iteration 12Q (132.598619 sec): 3 clusters Score: Raw -37025.819052 + Penalty 609.946793 = -36415.872259 nChanged 7 SP:Iteration 13Q (132.600031 sec): 3 clusters Score: Raw -37030.307680 + Penalty 604.770182 = -36425.537498 nChanged 7 SP:Iteration 14Q (132.601483 sec): 3 clusters Score: Raw -37036.391977 + Penalty 602.526395 = -36433.865581 nChanged 6 SP:Iteration 15Q (132.602907 sec): 3 clusters Score: Raw -37039.727722 + Penalty 601.567777 = -36438.159945 nChanged 8 SP:Iteration 16Q (132.604327 sec): 3 clusters Score: Raw -37045.113350 + Penalty 599.288233 = -36445.825118 nChanged 10 SP:Iteration 17Q (132.605728 sec): 3 clusters Score: Raw -37053.244311 + Penalty 598.635113 = -36454.609198 nChanged 10 SP:Iteration 18Q (132.607121 sec): 3 clusters Score: Raw -37057.085141 + Penalty 599.772956 = -36457.312185 nChanged 3 SP:Iteration 19Q (132.608511 sec): 3 clusters Score: Raw -37058.145066 + Penalty 599.517511 = -36458.627555 nChanged 2 SP:Iteration 20F (132.609986 sec): 3 clusters Score: Raw -37058.982494 + Penalty 600.954922 = -36458.027571 nChanged 6 SP:Iteration 21F (132.611502 sec): 3 clusters Score: Raw -37061.954002 + Penalty 602.000868 = -36459.953134 nChanged 7 SP:Iteration 22Q (132.612918 sec): 3 clusters Score: Raw -37064.338081 + Penalty 602.298474 = -36462.039607 nChanged 5 SP:Iteration 23Q (132.614329 sec): 3 clusters Score: Raw -37065.773218 + Penalty 602.535719 = -36463.237499 nChanged 3 SP:Iteration 24Q (132.615718 sec): 3 clusters Score: Raw -37066.251929 + Penalty 602.535719 = -36463.716209 nChanged 0 SP:Iteration 25F (132.617191 sec): 3 clusters Score: Raw -37066.251929 + Penalty 602.535719 = -36463.716209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 7 (398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.626150 sec): 2 clusters Score: Raw -19544.495427 + Penalty 859.059859 = -18685.435567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.627078 sec): 3 clusters Score: Raw -19493.385312 + Penalty 1719.046730 = -17774.338582 nChanged 76 SP:Iteration 1F (132.627971 sec): 3 clusters Score: Raw -19634.565322 + Penalty 1719.652131 = -17914.913191 nChanged 29 SP:Iteration 2F (132.628860 sec): 3 clusters Score: Raw -19677.093714 + Penalty 1720.149852 = -17956.943862 nChanged 10 SP:Iteration 3Q (132.629715 sec): 3 clusters Score: Raw -19696.882728 + Penalty 1720.778281 = -17976.104447 nChanged 10 SP:Iteration 4Q (132.630568 sec): 3 clusters Score: Raw -19719.572186 + Penalty 1720.602861 = -17998.969325 nChanged 9 SP:Iteration 5Q (132.631414 sec): 3 clusters Score: Raw -19737.735042 + Penalty 1720.888737 = -18016.846305 nChanged 2 SP:Iteration 6Q (132.632260 sec): 3 clusters Score: Raw -19738.877163 + Penalty 1720.888737 = -18017.988426 nChanged 0 SP:Iteration 7F (132.633146 sec): 3 clusters Score: Raw -19738.877163 + Penalty 1720.888737 = -18017.988426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 8 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.634907 sec): 2 clusters Score: Raw -6740.899963 + Penalty 281.087043 = -6459.812920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.635360 sec): 3 clusters Score: Raw -6716.557156 + Penalty 558.436510 = -6158.120646 nChanged 27 SP:Iteration 1F (132.635854 sec): 3 clusters Score: Raw -6749.976699 + Penalty 558.798246 = -6191.178453 nChanged 7 SP:Iteration 2F (132.636300 sec): 3 clusters Score: Raw -6758.822971 + Penalty 564.200191 = -6194.622780 nChanged 8 SP:Iteration 3F (132.636755 sec): 3 clusters Score: Raw -6766.873435 + Penalty 566.461671 = -6200.411764 nChanged 2 SP:Iteration 4Q (132.637198 sec): 3 clusters Score: Raw -6768.038404 + Penalty 567.883282 = -6200.155121 nChanged 1 SP:Iteration 5F (132.637648 sec): 3 clusters Score: Raw -6770.205516 + Penalty 571.136088 = -6199.069428 nChanged 2 SP:Iteration 6F (132.638096 sec): 3 clusters Score: Raw -6772.590969 + Penalty 575.039740 = -6197.551230 nChanged 3 SP:Iteration 7F (132.638544 sec): 3 clusters Score: Raw -6776.807244 + Penalty 576.098218 = -6200.709026 nChanged 1 SP:Iteration 8Q (132.638983 sec): 3 clusters Score: Raw -6778.067484 + Penalty 576.098218 = -6201.969266 nChanged 0 SP:Iteration 9F (132.639432 sec): 3 clusters Score: Raw -6778.067484 + Penalty 576.098218 = -6201.969266 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 9 (1444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.645061 sec): 2 clusters Score: Raw -72090.147250 + Penalty 134.889949 = -71955.257302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.647755 sec): 3 clusters Score: Raw -71188.191393 + Penalty 281.100742 = -70907.090651 nChanged 643 SP:Iteration 1F (132.650438 sec): 3 clusters Score: Raw -71822.163106 + Penalty 286.248767 = -71535.914339 nChanged 174 SP:Iteration 2F (132.653105 sec): 3 clusters Score: Raw -71979.716867 + Penalty 287.724810 = -71691.992058 nChanged 98 SP:Iteration 3F (132.655758 sec): 3 clusters Score: Raw -72067.015359 + Penalty 291.081350 = -71775.934009 nChanged 69 SP:Iteration 4Q (132.658354 sec): 3 clusters Score: Raw -72119.064873 + Penalty 292.223189 = -71826.841684 nChanged 42 SP:Iteration 5Q (132.660945 sec): 3 clusters Score: Raw -72144.409062 + Penalty 294.268066 = -71850.140997 nChanged 39 SP:Iteration 6Q (132.663537 sec): 3 clusters Score: Raw -72172.687886 + Penalty 295.149349 = -71877.538537 nChanged 36 SP:Iteration 7Q (132.666108 sec): 3 clusters Score: Raw -72189.833200 + Penalty 296.013590 = -71893.819609 nChanged 19 SP:Iteration 8Q (132.668648 sec): 3 clusters Score: Raw -72197.094579 + Penalty 297.017701 = -71900.076878 nChanged 13 SP:Iteration 9Q (132.671157 sec): 3 clusters Score: Raw -72199.509766 + Penalty 297.120336 = -71902.389430 nChanged 7 SP:Iteration 10F (132.673794 sec): 3 clusters Score: Raw -72201.437937 + Penalty 297.793979 = -71903.643958 nChanged 4 SP:Iteration 11Q (132.676275 sec): 3 clusters Score: Raw -72202.210151 + Penalty 297.334259 = -71904.875893 nChanged 7 SP:Iteration 12Q (132.678757 sec): 3 clusters Score: Raw -72203.975158 + Penalty 297.857998 = -71906.117159 nChanged 10 SP:Iteration 13Q (132.681231 sec): 3 clusters Score: Raw -72206.053032 + Penalty 297.711493 = -71908.341540 nChanged 6 SP:Iteration 14Q (132.683742 sec): 3 clusters Score: Raw -72206.792891 + Penalty 297.751085 = -71909.041807 nChanged 2 SP:Iteration 15Q (132.686251 sec): 3 clusters Score: Raw -72207.298417 + Penalty 298.182770 = -71909.115646 nChanged 3 SP:Iteration 16Q (132.688707 sec): 3 clusters Score: Raw -72207.525120 + Penalty 298.784209 = -71908.740911 nChanged 3 SP:Iteration 17F (132.691338 sec): 3 clusters Score: Raw -72207.667419 + Penalty 299.037063 = -71908.630356 nChanged 1 SP:Iteration 18F (132.694015 sec): 3 clusters Score: Raw -72207.695364 + Penalty 299.253291 = -71908.442073 nChanged 1 SP:Iteration 19F (132.696723 sec): 3 clusters Score: Raw -72207.702397 + Penalty 299.253291 = -71908.449105 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 12 (1403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.702295 sec): 2 clusters Score: Raw -72394.579856 + Penalty 78.376261 = -72316.203596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.704952 sec): 3 clusters Score: Raw -71514.694982 + Penalty 158.972553 = -71355.722429 nChanged 626 SP:Iteration 1F (132.707512 sec): 3 clusters Score: Raw -72048.417027 + Penalty 164.613318 = -71883.803709 nChanged 121 SP:Iteration 2F (132.710071 sec): 3 clusters Score: Raw -72205.641060 + Penalty 168.912514 = -72036.728547 nChanged 70 SP:Iteration 3Q (132.712465 sec): 3 clusters Score: Raw -72241.799982 + Penalty 170.859582 = -72070.940400 nChanged 38 SP:Iteration 4Q (132.714799 sec): 3 clusters Score: Raw -72258.104870 + Penalty 170.368864 = -72087.736006 nChanged 20 SP:Iteration 5Q (132.717107 sec): 3 clusters Score: Raw -72266.766028 + Penalty 171.086176 = -72095.679852 nChanged 19 SP:Iteration 6Q (132.719389 sec): 3 clusters Score: Raw -72274.508852 + Penalty 171.763264 = -72102.745588 nChanged 18 SP:Iteration 7Q (132.721655 sec): 3 clusters Score: Raw -72281.331173 + Penalty 173.561041 = -72107.770132 nChanged 16 SP:Iteration 8Q (132.723899 sec): 3 clusters Score: Raw -72287.796666 + Penalty 175.150322 = -72112.646343 nChanged 21 SP:Iteration 9Q (132.726123 sec): 3 clusters Score: Raw -72296.897937 + Penalty 175.710334 = -72121.187603 nChanged 19 SP:Iteration 10F (132.728671 sec): 3 clusters Score: Raw -72306.781523 + Penalty 177.399549 = -72129.381974 nChanged 16 SP:Iteration 11Q (132.730861 sec): 3 clusters Score: Raw -72316.377029 + Penalty 178.673800 = -72137.703228 nChanged 19 SP:Iteration 12Q (132.733038 sec): 3 clusters Score: Raw -72332.787698 + Penalty 180.134812 = -72152.652886 nChanged 22 SP:Iteration 13Q (132.735195 sec): 3 clusters Score: Raw -72352.189752 + Penalty 181.877645 = -72170.312106 nChanged 14 SP:Iteration 14Q (132.737337 sec): 3 clusters Score: Raw -72359.556022 + Penalty 186.811355 = -72172.744666 nChanged 8 SP:Iteration 15Q (132.739458 sec): 3 clusters Score: Raw -72362.807961 + Penalty 193.739431 = -72169.068530 nChanged 11 SP:Iteration 16F (132.742013 sec): 3 clusters Score: Raw -72366.657825 + Penalty 193.669665 = -72172.988160 nChanged 5 SP:Iteration 17Q (132.744118 sec): 3 clusters Score: Raw -72367.567120 + Penalty 195.789765 = -72171.777355 nChanged 9 SP:Iteration 18F (132.746666 sec): 3 clusters Score: Raw -72371.014045 + Penalty 202.796043 = -72168.218003 nChanged 10 SP:Iteration 19F (132.749213 sec): 3 clusters Score: Raw -72375.383831 + Penalty 206.095347 = -72169.288484 nChanged 5 SP:Iteration 20F (132.751765 sec): 3 clusters Score: Raw -72376.966755 + Penalty 211.332471 = -72165.634285 nChanged 7 SP:Iteration 21F (132.754311 sec): 3 clusters Score: Raw -72378.528274 + Penalty 214.765431 = -72163.762843 nChanged 3 SP:Iteration 22F (132.756858 sec): 3 clusters Score: Raw -72379.179100 + Penalty 218.059931 = -72161.119168 nChanged 2 SP:Iteration 23F (132.759405 sec): 3 clusters Score: Raw -72378.891485 + Penalty 218.059931 = -72160.831554 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 13 (1842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.766145 sec): 2 clusters Score: Raw -92030.255978 + Penalty 150.408454 = -91879.847524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.769535 sec): 3 clusters Score: Raw -90878.087773 + Penalty 327.908434 = -90550.179339 nChanged 808 SP:Iteration 1F (132.772876 sec): 3 clusters Score: Raw -91597.304318 + Penalty 345.969179 = -91251.335139 nChanged 185 SP:Iteration 2F (132.776204 sec): 3 clusters Score: Raw -91700.649637 + Penalty 353.880367 = -91346.769270 nChanged 101 SP:Iteration 3F (132.779528 sec): 3 clusters Score: Raw -91778.802196 + Penalty 361.666811 = -91417.135385 nChanged 82 SP:Iteration 4Q (132.782866 sec): 3 clusters Score: Raw -91843.964446 + Penalty 359.876085 = -91484.088362 nChanged 73 SP:Iteration 5Q (132.786224 sec): 3 clusters Score: Raw -91905.634930 + Penalty 350.945831 = -91554.689099 nChanged 73 SP:Iteration 6Q (132.789566 sec): 3 clusters Score: Raw -91977.963839 + Penalty 353.370754 = -91624.593085 nChanged 49 SP:Iteration 7Q (132.792945 sec): 3 clusters Score: Raw -92022.159605 + Penalty 356.804746 = -91665.354859 nChanged 26 SP:Iteration 8Q (132.796410 sec): 3 clusters Score: Raw -92044.607361 + Penalty 351.823144 = -91692.784217 nChanged 13 SP:Iteration 9Q (132.799581 sec): 3 clusters Score: Raw -92059.747386 + Penalty 357.493151 = -91702.254235 nChanged 5 SP:Iteration 10F (132.802996 sec): 3 clusters Score: Raw -92065.703766 + Penalty 357.493151 = -91708.210615 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 14 (559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.805999 sec): 2 clusters Score: Raw -28688.722274 + Penalty 222.762821 = -28465.959453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.807192 sec): 3 clusters Score: Raw -28367.428183 + Penalty 450.232697 = -27917.195487 nChanged 193 SP:Iteration 1F (132.808361 sec): 3 clusters Score: Raw -28524.786083 + Penalty 465.967640 = -28058.818443 nChanged 84 SP:Iteration 2F (132.809531 sec): 3 clusters Score: Raw -28600.725605 + Penalty 473.504390 = -28127.221214 nChanged 47 SP:Iteration 3F (132.810682 sec): 3 clusters Score: Raw -28644.491613 + Penalty 476.626823 = -28167.864790 nChanged 26 SP:Iteration 4Q (132.811839 sec): 3 clusters Score: Raw -28677.303474 + Penalty 477.011521 = -28200.291952 nChanged 12 SP:Iteration 5Q (132.812978 sec): 3 clusters Score: Raw -28690.896546 + Penalty 476.239776 = -28214.656770 nChanged 9 SP:Iteration 6Q (132.814085 sec): 3 clusters Score: Raw -28699.845809 + Penalty 475.033743 = -28224.812065 nChanged 10 SP:Iteration 7Q (132.815171 sec): 3 clusters Score: Raw -28706.452612 + Penalty 475.063981 = -28231.388631 nChanged 3 SP:Iteration 8Q (132.816249 sec): 3 clusters Score: Raw -28707.988426 + Penalty 476.355077 = -28231.633349 nChanged 4 SP:Iteration 9Q (132.817320 sec): 3 clusters Score: Raw -28709.056989 + Penalty 476.284313 = -28232.772676 nChanged 3 SP:Iteration 10F (132.818486 sec): 3 clusters Score: Raw -28711.156893 + Penalty 478.624629 = -28232.532264 nChanged 5 SP:Iteration 11F (132.819657 sec): 3 clusters Score: Raw -28716.773543 + Penalty 481.269012 = -28235.504532 nChanged 5 SP:Iteration 12Q (132.820728 sec): 3 clusters Score: Raw -28722.933340 + Penalty 480.690650 = -28242.242690 nChanged 2 SP:Iteration 13Q (132.821796 sec): 3 clusters Score: Raw -28724.036113 + Penalty 482.417793 = -28241.618320 nChanged 3 SP:Iteration 14F (132.822965 sec): 3 clusters Score: Raw -28725.519392 + Penalty 482.562866 = -28242.956526 nChanged 2 SP:Iteration 15Q (132.824026 sec): 3 clusters Score: Raw -28725.630851 + Penalty 482.562866 = -28243.067985 nChanged 0 SP:Iteration 16F (132.825195 sec): 3 clusters Score: Raw -28725.630851 + Penalty 482.562866 = -28243.067985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 15 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.825753 sec): 2 clusters Score: Raw -568.624729 + Penalty 225.760147 = -342.864582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.825980 sec): 3 clusters Score: Raw -588.511251 + Penalty 444.023193 = -144.488058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 16 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.828668 sec): 2 clusters Score: Raw -24402.088865 + Penalty 211.889370 = -24190.199495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.829742 sec): 3 clusters Score: Raw -24169.468046 + Penalty 433.673108 = -23735.794938 nChanged 189 SP:Iteration 1F (132.830799 sec): 3 clusters Score: Raw -24351.392081 + Penalty 455.635478 = -23895.756603 nChanged 74 SP:Iteration 2F (132.831860 sec): 3 clusters Score: Raw -24426.939356 + Penalty 480.707374 = -23946.231982 nChanged 42 SP:Iteration 3F (132.832912 sec): 3 clusters Score: Raw -24469.186007 + Penalty 490.256964 = -23978.929043 nChanged 20 SP:Iteration 4Q (132.833930 sec): 3 clusters Score: Raw -24486.359755 + Penalty 492.992467 = -23993.367288 nChanged 14 SP:Iteration 5Q (132.834974 sec): 3 clusters Score: Raw -24496.882565 + Penalty 497.574170 = -23999.308395 nChanged 7 SP:Iteration 6Q (132.835973 sec): 3 clusters Score: Raw -24501.046431 + Penalty 499.414544 = -24001.631887 nChanged 4 SP:Iteration 7Q (132.836967 sec): 3 clusters Score: Raw -24503.450853 + Penalty 503.607744 = -23999.843109 nChanged 3 SP:Iteration 8F (132.838017 sec): 3 clusters Score: Raw -24504.555697 + Penalty 503.670255 = -24000.885442 nChanged 2 SP:Iteration 9Q (132.839013 sec): 3 clusters Score: Raw -24505.634779 + Penalty 503.670255 = -24001.964524 nChanged 0 SP:Iteration 10F (132.840064 sec): 3 clusters Score: Raw -24505.634779 + Penalty 503.670255 = -24001.964524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 17 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.841581 sec): 2 clusters Score: Raw -10265.883671 + Penalty 259.509785 = -10006.373886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.842149 sec): 3 clusters Score: Raw -10193.841623 + Penalty 520.357592 = -9673.484031 nChanged 47 SP:Iteration 1F (132.842706 sec): 3 clusters Score: Raw -10233.871138 + Penalty 528.347600 = -9705.523538 nChanged 27 SP:Iteration 2F (132.843261 sec): 3 clusters Score: Raw -10268.250464 + Penalty 536.818182 = -9731.432281 nChanged 13 SP:Iteration 3F (132.843816 sec): 3 clusters Score: Raw -10281.621028 + Penalty 552.156595 = -9729.464433 nChanged 11 SP:Iteration 4F (132.844370 sec): 3 clusters Score: Raw -10295.673044 + Penalty 569.131341 = -9726.541704 nChanged 9 SP:Iteration 5F (132.844925 sec): 3 clusters Score: Raw -10307.343000 + Penalty 597.843675 = -9709.499325 nChanged 7 SP:Iteration 6F (132.845479 sec): 3 clusters Score: Raw -10316.997888 + Penalty 614.271827 = -9702.726060 nChanged 5 SP:Iteration 7F (132.846031 sec): 3 clusters Score: Raw -10325.711377 + Penalty 628.554762 = -9697.156614 nChanged 2 SP:Iteration 8F (132.846586 sec): 3 clusters Score: Raw -10332.714736 + Penalty 632.268111 = -9700.446625 nChanged 2 SP:Iteration 9Q (132.847089 sec): 3 clusters Score: Raw -10337.529288 + Penalty 639.517372 = -9698.011916 nChanged 1 SP:Iteration 10F (132.847642 sec): 3 clusters Score: Raw -10340.735773 + Penalty 639.517372 = -9701.218401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 18 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.848472 sec): 2 clusters Score: Raw -4036.743322 + Penalty 723.687772 = -3313.055550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.848915 sec): 3 clusters Score: Raw -4149.539688 + Penalty 1447.625247 = -2701.914440 nChanged 11 SP:Iteration 1F (132.849381 sec): 3 clusters Score: Raw -4208.746607 + Penalty 1447.278644 = -2761.467963 nChanged 5 SP:Iteration 2Q (132.849796 sec): 3 clusters Score: Raw -4246.160282 + Penalty 1447.278644 = -2798.881638 nChanged 0 SP:Iteration 3F (132.850238 sec): 3 clusters Score: Raw -4246.160282 + Penalty 1447.278644 = -2798.881638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 19 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.851619 sec): 2 clusters Score: Raw -16379.194661 + Penalty 393.809221 = -15985.385441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.852440 sec): 3 clusters Score: Raw -16281.276014 + Penalty 786.678951 = -15494.597062 nChanged 103 SP:Iteration 1F (132.853248 sec): 3 clusters Score: Raw -16368.667562 + Penalty 787.163939 = -15581.503623 nChanged 28 SP:Iteration 2F (132.854055 sec): 3 clusters Score: Raw -16409.776525 + Penalty 786.933711 = -15622.842815 nChanged 18 SP:Iteration 3F (132.854829 sec): 3 clusters Score: Raw -16431.780935 + Penalty 787.542838 = -15644.238097 nChanged 21 SP:Iteration 4F (132.855604 sec): 3 clusters Score: Raw -16451.090075 + Penalty 789.242510 = -15661.847565 nChanged 17 SP:Iteration 5F (132.856409 sec): 3 clusters Score: Raw -16481.204276 + Penalty 791.511359 = -15689.692917 nChanged 20 SP:Iteration 6F (132.857184 sec): 3 clusters Score: Raw -16507.504023 + Penalty 793.493913 = -15714.010110 nChanged 15 SP:Iteration 7Q (132.857936 sec): 3 clusters Score: Raw -16526.092146 + Penalty 793.731483 = -15732.360662 nChanged 5 SP:Iteration 8Q (132.858686 sec): 3 clusters Score: Raw -16529.647850 + Penalty 793.514830 = -15736.133021 nChanged 2 SP:Iteration 9Q (132.859435 sec): 3 clusters Score: Raw -16535.075405 + Penalty 793.360485 = -15741.714920 nChanged 3 SP:Iteration 10F (132.860207 sec): 3 clusters Score: Raw -16538.212685 + Penalty 795.863431 = -15742.349254 nChanged 1 SP:Iteration 11Q (132.860955 sec): 3 clusters Score: Raw -16546.484008 + Penalty 795.863431 = -15750.620576 nChanged 0 SP:Iteration 12F (132.861731 sec): 3 clusters Score: Raw -16546.484008 + Penalty 795.863431 = -15750.620576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 21 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.862790 sec): 2 clusters Score: Raw -9133.489253 + Penalty 373.655974 = -8759.833280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.863381 sec): 3 clusters Score: Raw -9109.270274 + Penalty 756.592074 = -8352.678200 nChanged 46 SP:Iteration 1F (132.863962 sec): 3 clusters Score: Raw -9174.773486 + Penalty 757.242854 = -8417.530632 nChanged 13 SP:Iteration 2F (132.864541 sec): 3 clusters Score: Raw -9196.039849 + Penalty 755.605141 = -8440.434708 nChanged 8 SP:Iteration 3Q (132.865101 sec): 3 clusters Score: Raw -9203.670523 + Penalty 754.159353 = -8449.511170 nChanged 2 SP:Iteration 4Q (132.865660 sec): 3 clusters Score: Raw -9205.076208 + Penalty 751.702652 = -8453.373557 nChanged 4 SP:Iteration 5Q (132.866207 sec): 3 clusters Score: Raw -9208.057415 + Penalty 749.218572 = -8458.838844 nChanged 5 SP:Iteration 6Q (132.866751 sec): 3 clusters Score: Raw -9213.777962 + Penalty 747.532108 = -8466.245854 nChanged 6 SP:Iteration 7Q (132.867297 sec): 3 clusters Score: Raw -9222.340557 + Penalty 746.813694 = -8475.526863 nChanged 9 SP:Iteration 8Q (132.867841 sec): 3 clusters Score: Raw -9237.161244 + Penalty 746.065108 = -8491.096136 nChanged 8 SP:Iteration 9Q (132.868383 sec): 3 clusters Score: Raw -9248.390516 + Penalty 745.127580 = -8503.262935 nChanged 6 SP:Iteration 10F (132.868946 sec): 3 clusters Score: Raw -9262.789571 + Penalty 744.803785 = -8517.985786 nChanged 5 SP:Iteration 11Q (132.869491 sec): 3 clusters Score: Raw -9272.219853 + Penalty 744.402831 = -8527.817023 nChanged 5 SP:Iteration 12Q (132.870033 sec): 3 clusters Score: Raw -9277.642289 + Penalty 745.092719 = -8532.549570 nChanged 2 SP:Iteration 13Q (132.870573 sec): 3 clusters Score: Raw -9285.899149 + Penalty 744.696530 = -8541.202619 nChanged 3 SP:Iteration 14Q (132.871110 sec): 3 clusters Score: Raw -9294.814895 + Penalty 745.485208 = -8549.329687 nChanged 2 SP:Iteration 15Q (132.871650 sec): 3 clusters Score: Raw -9299.167758 + Penalty 745.485208 = -8553.682551 nChanged 0 SP:Iteration 16F (132.872212 sec): 3 clusters Score: Raw -9299.167758 + Penalty 745.485208 = -8553.682551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 22 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.872780 sec): 2 clusters Score: Raw -1444.898066 + Penalty 358.926950 = -1085.971117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.873039 sec): 3 clusters Score: Raw -1507.980304 + Penalty 714.154855 = -793.825449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 24 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.873577 sec): 2 clusters Score: Raw -1174.962859 + Penalty 239.181113 = -935.781746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.873827 sec): 3 clusters Score: Raw -1192.517160 + Penalty 477.227049 = -715.290111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 25 (404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.875436 sec): 2 clusters Score: Raw -21463.296718 + Penalty 862.715471 = -20600.581247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.876344 sec): 3 clusters Score: Raw -21402.773471 + Penalty 1725.358029 = -19677.415442 nChanged 86 SP:Iteration 1F (132.877249 sec): 3 clusters Score: Raw -21519.109847 + Penalty 1727.046845 = -19792.063002 nChanged 23 SP:Iteration 2F (132.878147 sec): 3 clusters Score: Raw -21545.025208 + Penalty 1727.604101 = -19817.421107 nChanged 10 SP:Iteration 3Q (132.879023 sec): 3 clusters Score: Raw -21558.506494 + Penalty 1730.263920 = -19828.242574 nChanged 10 SP:Iteration 4Q (132.879897 sec): 3 clusters Score: Raw -21571.767725 + Penalty 1732.992538 = -19838.775187 nChanged 11 SP:Iteration 5Q (132.880769 sec): 3 clusters Score: Raw -21587.788561 + Penalty 1734.306880 = -19853.481681 nChanged 8 SP:Iteration 6Q (132.881644 sec): 3 clusters Score: Raw -21602.227088 + Penalty 1735.129093 = -19867.097995 nChanged 7 SP:Iteration 7Q (132.882509 sec): 3 clusters Score: Raw -21613.059870 + Penalty 1735.312893 = -19877.746977 nChanged 3 SP:Iteration 8Q (132.883372 sec): 3 clusters Score: Raw -21618.183533 + Penalty 1737.026990 = -19881.156542 nChanged 3 SP:Iteration 9Q (132.884256 sec): 3 clusters Score: Raw -21622.762003 + Penalty 1738.318265 = -19884.443738 nChanged 1 SP:Iteration 10F (132.885153 sec): 3 clusters Score: Raw -21624.078268 + Penalty 1738.552367 = -19885.525900 nChanged 2 SP:Iteration 11Q (132.886019 sec): 3 clusters Score: Raw -21628.261573 + Penalty 1738.163850 = -19890.097722 nChanged 1 SP:Iteration 12Q (132.886884 sec): 3 clusters Score: Raw -21628.670292 + Penalty 1738.163850 = -19890.506442 nChanged 0 SP:Iteration 13F (132.887781 sec): 3 clusters Score: Raw -21628.670292 + Penalty 1738.163850 = -19890.506442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 27 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.888306 sec): 2 clusters Score: Raw -441.500684 + Penalty 177.466063 = -264.034621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.888532 sec): 3 clusters Score: Raw -456.422034 + Penalty 340.777264 = -115.644769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 28 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.889634 sec): 2 clusters Score: Raw -5540.926104 + Penalty 496.673994 = -5044.252110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.890097 sec): 3 clusters Score: Raw -5583.505278 + Penalty 1018.090428 = -4565.414851 nChanged 21 SP:Iteration 1F (132.890552 sec): 3 clusters Score: Raw -5643.416947 + Penalty 1025.713025 = -4617.703922 nChanged 3 SP:Iteration 2Q (132.890979 sec): 3 clusters Score: Raw -5651.814093 + Penalty 1025.713025 = -4626.101068 nChanged 0 SP:Iteration 3F (132.891431 sec): 3 clusters Score: Raw -5651.814093 + Penalty 1025.713025 = -4626.101068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 30 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.892676 sec): 2 clusters Score: Raw -14348.600115 + Penalty 311.476541 = -14037.123573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.893372 sec): 3 clusters Score: Raw -14246.331910 + Penalty 648.780324 = -13597.551586 nChanged 81 SP:Iteration 1F (132.894061 sec): 3 clusters Score: Raw -14361.478936 + Penalty 701.507706 = -13659.971231 nChanged 37 SP:Iteration 2F (132.894746 sec): 3 clusters Score: Raw -14433.164212 + Penalty 737.786037 = -13695.378174 nChanged 15 SP:Iteration 3F (132.895431 sec): 3 clusters Score: Raw -14469.851793 + Penalty 737.023190 = -13732.828603 nChanged 3 SP:Iteration 4Q (132.896061 sec): 3 clusters Score: Raw -14474.020707 + Penalty 739.806875 = -13734.213833 nChanged 1 SP:Iteration 5Q (132.896717 sec): 3 clusters Score: Raw -14474.608209 + Penalty 739.806875 = -13734.801334 nChanged 0 SP:Iteration 6F (132.897400 sec): 3 clusters Score: Raw -14474.608209 + Penalty 739.806875 = -13734.801334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 31 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.898767 sec): 2 clusters Score: Raw -9223.350314 + Penalty 445.236318 = -8778.113996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.899313 sec): 3 clusters Score: Raw -9187.708791 + Penalty 887.678673 = -8300.030118 nChanged 23 SP:Iteration 1F (132.899849 sec): 3 clusters Score: Raw -9219.057979 + Penalty 888.830790 = -8330.227189 nChanged 13 SP:Iteration 2F (132.900385 sec): 3 clusters Score: Raw -9231.586412 + Penalty 888.595433 = -8342.990979 nChanged 4 SP:Iteration 3Q (132.900909 sec): 3 clusters Score: Raw -9236.440074 + Penalty 889.009306 = -8347.430767 nChanged 3 SP:Iteration 4Q (132.901433 sec): 3 clusters Score: Raw -9238.377615 + Penalty 889.009306 = -8349.368309 nChanged 0 SP:Iteration 5F (132.901969 sec): 3 clusters Score: Raw -9238.377615 + Penalty 889.009306 = -8349.368309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 33 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.902516 sec): 2 clusters Score: Raw -690.763779 + Penalty 216.374477 = -474.389302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.902748 sec): 3 clusters Score: Raw -726.904398 + Penalty 442.569846 = -284.334553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 34 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.903259 sec): 2 clusters Score: Raw -684.448421 + Penalty 231.479875 = -452.968546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.903490 sec): 3 clusters Score: Raw -708.864029 + Penalty 454.372417 = -254.491612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 35 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.906221 sec): 2 clusters Score: Raw -25907.054549 + Penalty 490.272994 = -25416.781555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.907318 sec): 3 clusters Score: Raw -25676.840925 + Penalty 986.379435 = -24690.461490 nChanged 166 SP:Iteration 1F (132.908389 sec): 3 clusters Score: Raw -25807.118853 + Penalty 999.704538 = -24807.414315 nChanged 59 SP:Iteration 2F (132.909467 sec): 3 clusters Score: Raw -25877.387891 + Penalty 1009.280594 = -24868.107297 nChanged 25 SP:Iteration 3Q (132.910531 sec): 3 clusters Score: Raw -25901.279196 + Penalty 1017.033801 = -24884.245396 nChanged 16 SP:Iteration 4Q (132.911593 sec): 3 clusters Score: Raw -25914.331231 + Penalty 1021.993242 = -24892.337989 nChanged 11 SP:Iteration 5Q (132.912646 sec): 3 clusters Score: Raw -25925.505874 + Penalty 1032.782958 = -24892.722916 nChanged 17 SP:Iteration 6Q (132.913770 sec): 3 clusters Score: Raw -25943.131841 + Penalty 1040.117511 = -24903.014330 nChanged 8 SP:Iteration 7Q (132.914825 sec): 3 clusters Score: Raw -25947.716250 + Penalty 1044.270101 = -24903.446149 nChanged 3 SP:Iteration 8Q (132.915865 sec): 3 clusters Score: Raw -25950.391382 + Penalty 1046.960319 = -24903.431063 nChanged 2 SP:Iteration 9F (132.916932 sec): 3 clusters Score: Raw -25952.310889 + Penalty 1047.226148 = -24905.084741 nChanged 1 SP:Iteration 10F (132.918000 sec): 3 clusters Score: Raw -25952.444613 + Penalty 1048.082764 = -24904.361849 nChanged 1 SP:Iteration 11F (132.919068 sec): 3 clusters Score: Raw -25953.095752 + Penalty 1050.323353 = -24902.772398 nChanged 2 SP:Iteration 12F (132.920136 sec): 3 clusters Score: Raw -25955.208513 + Penalty 1050.323353 = -24904.885160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 37 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.920985 sec): 2 clusters Score: Raw -4810.756439 + Penalty 101.281731 = -4709.474709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.921382 sec): 3 clusters Score: Raw -4776.748005 + Penalty 196.502610 = -4580.245395 nChanged 31 SP:Iteration 1F (132.921776 sec): 3 clusters Score: Raw -4805.290501 + Penalty 194.729458 = -4610.561043 nChanged 10 SP:Iteration 2F (132.922164 sec): 3 clusters Score: Raw -4828.152228 + Penalty 195.814102 = -4632.338126 nChanged 5 SP:Iteration 3Q (132.922546 sec): 3 clusters Score: Raw -4842.976071 + Penalty 196.345467 = -4646.630604 nChanged 2 SP:Iteration 4Q (132.922915 sec): 3 clusters Score: Raw -4843.897837 + Penalty 196.345467 = -4647.552369 nChanged 0 SP:Iteration 5F (132.923302 sec): 3 clusters Score: Raw -4843.897837 + Penalty 196.345467 = -4647.552369 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 38 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.925462 sec): 2 clusters Score: Raw -29106.430507 + Penalty 282.273226 = -28824.157281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.926742 sec): 3 clusters Score: Raw -28786.684248 + Penalty 585.243104 = -28201.441144 nChanged 218 SP:Iteration 1F (132.928005 sec): 3 clusters Score: Raw -28991.663806 + Penalty 600.473219 = -28391.190587 nChanged 82 SP:Iteration 2F (132.929278 sec): 3 clusters Score: Raw -29099.484483 + Penalty 592.342695 = -28507.141788 nChanged 44 SP:Iteration 3F (132.930535 sec): 3 clusters Score: Raw -29177.981808 + Penalty 588.789576 = -28589.192232 nChanged 31 SP:Iteration 4F (132.931867 sec): 3 clusters Score: Raw -29237.587771 + Penalty 588.851516 = -28648.736255 nChanged 18 SP:Iteration 5Q (132.933079 sec): 3 clusters Score: Raw -29263.698693 + Penalty 587.987863 = -28675.710830 nChanged 12 SP:Iteration 6Q (132.934263 sec): 3 clusters Score: Raw -29273.128082 + Penalty 588.184914 = -28684.943168 nChanged 7 SP:Iteration 7Q (132.935444 sec): 3 clusters Score: Raw -29288.775184 + Penalty 589.796635 = -28698.978549 nChanged 7 SP:Iteration 8Q (132.936600 sec): 3 clusters Score: Raw -29299.288149 + Penalty 591.171534 = -28708.116615 nChanged 5 SP:Iteration 9Q (132.937751 sec): 3 clusters Score: Raw -29304.367314 + Penalty 591.770808 = -28712.596506 nChanged 6 SP:Iteration 10F (132.939068 sec): 3 clusters Score: Raw -29306.523188 + Penalty 592.633840 = -28713.889348 nChanged 3 SP:Iteration 11Q (132.940202 sec): 3 clusters Score: Raw -29312.101097 + Penalty 594.532655 = -28717.568441 nChanged 7 SP:Iteration 12Q (132.941295 sec): 3 clusters Score: Raw -29322.336283 + Penalty 596.136224 = -28726.200059 nChanged 4 SP:Iteration 13Q (132.942381 sec): 3 clusters Score: Raw -29326.930034 + Penalty 596.751155 = -28730.178878 nChanged 2 SP:Iteration 14Q (132.943461 sec): 3 clusters Score: Raw -29327.971739 + Penalty 596.751155 = -28731.220584 nChanged 0 SP:Iteration 15F (132.944715 sec): 3 clusters Score: Raw -29327.971739 + Penalty 596.751155 = -28731.220584 nChanged 0 Memory request: 0.02 GB would take us to total of 0.49 GB. Trying to split cluster 39 (2942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.959153 sec): 2 clusters Score: Raw -147799.632516 + Penalty 470.187272 = -147329.445244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.964551 sec): 3 clusters Score: Raw -146013.555338 + Penalty 933.089063 = -145080.466274 nChanged 1257 SP:Iteration 1F (132.969839 sec): 3 clusters Score: Raw -146815.789003 + Penalty 928.212904 = -145887.576099 nChanged 392 SP:Iteration 2F (132.975165 sec): 3 clusters Score: Raw -147090.954988 + Penalty 924.023223 = -146166.931765 nChanged 232 SP:Iteration 3F (132.980448 sec): 3 clusters Score: Raw -147233.055213 + Penalty 921.505603 = -146311.549611 nChanged 177 SP:Iteration 4F (132.985757 sec): 3 clusters Score: Raw -147317.738571 + Penalty 918.907276 = -146398.831295 nChanged 130 SP:Iteration 5Q (132.991120 sec): 3 clusters Score: Raw -147377.191317 + Penalty 917.095118 = -146460.096200 nChanged 115 SP:Iteration 6Q (132.996347 sec): 3 clusters Score: Raw -147424.744317 + Penalty 915.797372 = -146508.946946 nChanged 87 SP:Iteration 7Q (133.001621 sec): 3 clusters Score: Raw -147452.953315 + Penalty 916.865968 = -146536.087347 nChanged 61 SP:Iteration 8Q (133.006971 sec): 3 clusters Score: Raw -147467.044151 + Penalty 916.770089 = -146550.274062 nChanged 39 SP:Iteration 9Q (133.012257 sec): 3 clusters Score: Raw -147477.111315 + Penalty 917.146344 = -146559.964972 nChanged 49 SP:Iteration 10F (133.017523 sec): 3 clusters Score: Raw -147494.536777 + Penalty 917.934022 = -146576.602755 nChanged 62 SP:Iteration 11Q (133.022645 sec): 3 clusters Score: Raw -147524.759142 + Penalty 917.437602 = -146607.321540 nChanged 66 SP:Iteration 12Q (133.027724 sec): 3 clusters Score: Raw -147556.214655 + Penalty 916.451205 = -146639.763450 nChanged 60 SP:Iteration 13Q (133.032790 sec): 3 clusters Score: Raw -147582.859015 + Penalty 919.002119 = -146663.856897 nChanged 44 SP:Iteration 14Q (133.037826 sec): 3 clusters Score: Raw -147599.113256 + Penalty 920.123904 = -146678.989351 nChanged 42 SP:Iteration 15Q (133.042858 sec): 3 clusters Score: Raw -147616.540559 + Penalty 921.702112 = -146694.838447 nChanged 41 SP:Iteration 16Q (133.047811 sec): 3 clusters Score: Raw -147640.078436 + Penalty 920.307713 = -146719.770724 nChanged 37 SP:Iteration 17Q (133.052711 sec): 3 clusters Score: Raw -147676.154578 + Penalty 914.122856 = -146762.031721 nChanged 32 SP:Iteration 18Q (133.057540 sec): 3 clusters Score: Raw -147711.038244 + Penalty 910.109816 = -146800.928428 nChanged 34 SP:Iteration 19Q (133.062279 sec): 3 clusters Score: Raw -147735.438871 + Penalty 908.203599 = -146827.235272 nChanged 26 SP:Iteration 20F (133.067520 sec): 3 clusters Score: Raw -147748.587944 + Penalty 908.670217 = -146839.917727 nChanged 19 SP:Iteration 21Q (133.072138 sec): 3 clusters Score: Raw -147760.400830 + Penalty 909.236813 = -146851.164018 nChanged 18 SP:Iteration 22Q (133.076718 sec): 3 clusters Score: Raw -147769.292130 + Penalty 915.203957 = -146854.088173 nChanged 19 SP:Iteration 23Q (133.081271 sec): 3 clusters Score: Raw -147778.810938 + Penalty 913.591891 = -146865.219047 nChanged 17 SP:Iteration 24Q (133.085808 sec): 3 clusters Score: Raw -147788.018462 + Penalty 916.330765 = -146871.687697 nChanged 25 SP:Iteration 25Q (133.090447 sec): 3 clusters Score: Raw -147800.542531 + Penalty 915.530274 = -146885.012257 nChanged 17 SP:Iteration 26Q (133.094946 sec): 3 clusters Score: Raw -147808.467009 + Penalty 918.120451 = -146890.346558 nChanged 13 SP:Iteration 27Q (133.099416 sec): 3 clusters Score: Raw -147814.705794 + Penalty 920.069925 = -146894.635869 nChanged 12 SP:Iteration 28Q (133.103912 sec): 3 clusters Score: Raw -147818.569613 + Penalty 918.664888 = -146899.904724 nChanged 13 SP:Iteration 29Q (133.108402 sec): 3 clusters Score: Raw -147823.464796 + Penalty 917.675845 = -146905.788951 nChanged 12 SP:Iteration 30F (133.113857 sec): 3 clusters Score: Raw -147828.505507 + Penalty 918.221482 = -146910.284025 nChanged 11 SP:Iteration 31Q (133.118477 sec): 3 clusters Score: Raw -147831.225458 + Penalty 917.309214 = -146913.916244 nChanged 4 SP:Iteration 32Q (133.123067 sec): 3 clusters Score: Raw -147831.943950 + Penalty 920.191364 = -146911.752586 nChanged 3 SP:Iteration 33F (133.128462 sec): 3 clusters Score: Raw -147832.734710 + Penalty 922.265639 = -146910.469070 nChanged 5 SP:Iteration 34F (133.133707 sec): 3 clusters Score: Raw -147833.987801 + Penalty 924.019350 = -146909.968452 nChanged 2 SP:Iteration 35F (133.138939 sec): 3 clusters Score: Raw -147834.441384 + Penalty 926.306295 = -146908.135089 nChanged 4 SP:Iteration 36F (133.144205 sec): 3 clusters Score: Raw -147835.768388 + Penalty 929.593973 = -146906.174415 nChanged 5 SP:Iteration 37F (133.149562 sec): 3 clusters Score: Raw -147837.917863 + Penalty 931.318415 = -146906.599447 nChanged 3 SP:Iteration 38Q (133.153969 sec): 3 clusters Score: Raw -147839.609348 + Penalty 931.042351 = -146908.566996 nChanged 1 SP:Iteration 39Q (133.158358 sec): 3 clusters Score: Raw -147839.850035 + Penalty 930.064533 = -146909.785501 nChanged 1 SP:Iteration 40F (133.163601 sec): 3 clusters Score: Raw -147840.143973 + Penalty 929.924030 = -146910.219943 nChanged 1 SP:Iteration 41Q (133.167981 sec): 3 clusters Score: Raw -147840.215730 + Penalty 930.681141 = -146909.534589 nChanged 2 SP:Iteration 42F (133.173222 sec): 3 clusters Score: Raw -147840.541474 + Penalty 930.681141 = -146909.860332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 40 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.176131 sec): 2 clusters Score: Raw -856.543354 + Penalty 254.716772 = -601.826581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.176384 sec): 3 clusters Score: Raw -879.355319 + Penalty 509.433545 = -369.921775 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 41 (1499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.181429 sec): 2 clusters Score: Raw -74843.072947 + Penalty 111.570214 = -74731.502734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.184222 sec): 3 clusters Score: Raw -73911.026047 + Penalty 250.032503 = -73660.993544 nChanged 679 SP:Iteration 1F (133.186964 sec): 3 clusters Score: Raw -74453.753791 + Penalty 269.366131 = -74184.387661 nChanged 228 SP:Iteration 2F (133.189747 sec): 3 clusters Score: Raw -74655.975134 + Penalty 284.060033 = -74371.915101 nChanged 106 SP:Iteration 3F (133.192536 sec): 3 clusters Score: Raw -74767.923160 + Penalty 291.225820 = -74476.697341 nChanged 67 SP:Iteration 4Q (133.195281 sec): 3 clusters Score: Raw -74840.010922 + Penalty 303.336399 = -74536.674523 nChanged 28 SP:Iteration 5Q (133.198030 sec): 3 clusters Score: Raw -74862.053857 + Penalty 312.080817 = -74549.973040 nChanged 7 SP:Iteration 6Q (133.200666 sec): 3 clusters Score: Raw -74864.381626 + Penalty 311.772908 = -74552.608718 nChanged 4 SP:Iteration 7Q (133.203247 sec): 3 clusters Score: Raw -74867.339697 + Penalty 313.514698 = -74553.824999 nChanged 4 SP:Iteration 8Q (133.205871 sec): 3 clusters Score: Raw -74870.695767 + Penalty 312.160035 = -74558.535733 nChanged 2 SP:Iteration 9Q (133.208371 sec): 3 clusters Score: Raw -74871.406246 + Penalty 306.816962 = -74564.589284 nChanged 2 SP:Iteration 10F (133.211376 sec): 3 clusters Score: Raw -74872.550541 + Penalty 306.047325 = -74566.503216 nChanged 1 SP:Iteration 11Q (133.213814 sec): 3 clusters Score: Raw -74873.046216 + Penalty 306.047325 = -74566.998891 nChanged 0 SP:Iteration 12F (133.216543 sec): 3 clusters Score: Raw -74873.046216 + Penalty 306.047325 = -74566.998891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 42 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.218588 sec): 2 clusters Score: Raw -1534.967726 + Penalty 297.933221 = -1237.034505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.218866 sec): 3 clusters Score: Raw -1560.005123 + Penalty 597.874132 = -962.130991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 43 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.220267 sec): 2 clusters Score: Raw -18623.403766 + Penalty 644.734339 = -17978.669427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.221048 sec): 3 clusters Score: Raw -18506.302594 + Penalty 1289.468678 = -17216.833916 nChanged 61 SP:Iteration 1F (133.221821 sec): 3 clusters Score: Raw -18557.961685 + Penalty 1289.437225 = -17268.524460 nChanged 22 SP:Iteration 2F (133.222589 sec): 3 clusters Score: Raw -18583.677590 + Penalty 1289.525819 = -17294.151771 nChanged 15 SP:Iteration 3Q (133.223354 sec): 3 clusters Score: Raw -18601.516937 + Penalty 1289.746869 = -17311.770067 nChanged 11 SP:Iteration 4Q (133.224146 sec): 3 clusters Score: Raw -18612.675003 + Penalty 1289.970386 = -17322.704617 nChanged 4 SP:Iteration 5Q (133.224906 sec): 3 clusters Score: Raw -18616.074182 + Penalty 1290.198363 = -17325.875820 nChanged 4 SP:Iteration 6Q (133.225665 sec): 3 clusters Score: Raw -18619.116807 + Penalty 1290.602870 = -17328.513937 nChanged 2 SP:Iteration 7Q (133.226425 sec): 3 clusters Score: Raw -18622.583864 + Penalty 1290.602870 = -17331.980993 nChanged 0 SP:Iteration 8F (133.227190 sec): 3 clusters Score: Raw -18622.583864 + Penalty 1290.602870 = -17331.980993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 46 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.227723 sec): 2 clusters Score: Raw -516.748209 + Penalty 140.644677 = -376.103532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.227951 sec): 3 clusters Score: Raw -531.749435 + Penalty 281.289354 = -250.460081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 48 (452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.229679 sec): 2 clusters Score: Raw -22201.027001 + Penalty 544.005829 = -21657.021172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.230675 sec): 3 clusters Score: Raw -22117.527531 + Penalty 1126.536838 = -20990.990692 nChanged 129 SP:Iteration 1F (133.231659 sec): 3 clusters Score: Raw -22386.232892 + Penalty 1161.166479 = -21225.066413 nChanged 47 SP:Iteration 2F (133.232639 sec): 3 clusters Score: Raw -22607.612553 + Penalty 1162.090033 = -21445.522520 nChanged 25 SP:Iteration 3F (133.233618 sec): 3 clusters Score: Raw -22671.426643 + Penalty 1154.903671 = -21516.522972 nChanged 13 SP:Iteration 4Q (133.234519 sec): 3 clusters Score: Raw -22698.660521 + Penalty 1146.392650 = -21552.267871 nChanged 2 SP:Iteration 5Q (133.235400 sec): 3 clusters Score: Raw -22708.411885 + Penalty 1140.943123 = -21567.468762 nChanged 2 SP:Iteration 6Q (133.236276 sec): 3 clusters Score: Raw -22711.853247 + Penalty 1143.460217 = -21568.393030 nChanged 1 SP:Iteration 7Q (133.237151 sec): 3 clusters Score: Raw -22714.257835 + Penalty 1143.460217 = -21570.797618 nChanged 0 SP:Iteration 8F (133.238129 sec): 3 clusters Score: Raw -22714.257835 + Penalty 1143.460217 = -21570.797618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 49 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.238691 sec): 2 clusters Score: Raw -1008.510139 + Penalty 289.728833 = -718.781306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.238937 sec): 3 clusters Score: Raw -1059.429787 + Penalty 575.072193 = -484.357594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 50 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.240198 sec): 2 clusters Score: Raw -14896.181746 + Penalty 192.899448 = -14703.282299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.240927 sec): 3 clusters Score: Raw -14748.372056 + Penalty 384.527513 = -14363.844542 nChanged 83 SP:Iteration 1F (133.241648 sec): 3 clusters Score: Raw -14808.179067 + Penalty 389.018735 = -14419.160332 nChanged 37 SP:Iteration 2F (133.242365 sec): 3 clusters Score: Raw -14850.647099 + Penalty 388.000046 = -14462.647053 nChanged 27 SP:Iteration 3F (133.243080 sec): 3 clusters Score: Raw -14898.490841 + Penalty 402.242083 = -14496.248758 nChanged 12 SP:Iteration 4Q (133.243753 sec): 3 clusters Score: Raw -14910.108739 + Penalty 408.293253 = -14501.815486 nChanged 7 SP:Iteration 5Q (133.244409 sec): 3 clusters Score: Raw -14916.734576 + Penalty 424.102468 = -14492.632108 nChanged 6 SP:Iteration 6F (133.245124 sec): 3 clusters Score: Raw -14924.129658 + Penalty 444.636472 = -14479.493186 nChanged 6 SP:Iteration 7F (133.245842 sec): 3 clusters Score: Raw -14927.804283 + Penalty 468.248091 = -14459.556192 nChanged 5 SP:Iteration 8F (133.246661 sec): 3 clusters Score: Raw -14932.794461 + Penalty 497.410741 = -14435.383720 nChanged 5 SP:Iteration 9F (133.247452 sec): 3 clusters Score: Raw -14939.149879 + Penalty 500.465156 = -14438.684723 nChanged 1 SP:Iteration 10F (133.248242 sec): 3 clusters Score: Raw -14940.460593 + Penalty 500.465156 = -14439.995437 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 52 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.248795 sec): 2 clusters Score: Raw -692.861672 + Penalty 228.756349 = -464.105322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.249029 sec): 3 clusters Score: Raw -727.323922 + Penalty 447.287748 = -280.036173 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 53 (803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.252015 sec): 2 clusters Score: Raw -38469.231453 + Penalty 288.081051 = -38181.150402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.253653 sec): 3 clusters Score: Raw -38028.492030 + Penalty 588.973783 = -37439.518247 nChanged 297 SP:Iteration 1F (133.255249 sec): 3 clusters Score: Raw -38252.152589 + Penalty 599.854933 = -37652.297657 nChanged 98 SP:Iteration 2F (133.256820 sec): 3 clusters Score: Raw -38346.551138 + Penalty 601.669482 = -37744.881656 nChanged 66 SP:Iteration 3F (133.258387 sec): 3 clusters Score: Raw -38419.214268 + Penalty 603.942070 = -37815.272198 nChanged 52 SP:Iteration 4F (133.259948 sec): 3 clusters Score: Raw -38495.512125 + Penalty 595.854087 = -37899.658038 nChanged 42 SP:Iteration 5F (133.261551 sec): 3 clusters Score: Raw -38565.457143 + Penalty 578.851581 = -37986.605562 nChanged 44 SP:Iteration 6F (133.263140 sec): 3 clusters Score: Raw -38657.756323 + Penalty 566.449923 = -38091.306401 nChanged 31 SP:Iteration 7Q (133.264578 sec): 3 clusters Score: Raw -38709.052150 + Penalty 562.065371 = -38146.986779 nChanged 14 SP:Iteration 8Q (133.265947 sec): 3 clusters Score: Raw -38724.885290 + Penalty 560.154704 = -38164.730586 nChanged 7 SP:Iteration 9Q (133.267327 sec): 3 clusters Score: Raw -38733.376117 + Penalty 558.571801 = -38174.804316 nChanged 4 SP:Iteration 10F (133.268916 sec): 3 clusters Score: Raw -38739.251943 + Penalty 558.033567 = -38181.218376 nChanged 2 SP:Iteration 11Q (133.270266 sec): 3 clusters Score: Raw -38740.839170 + Penalty 558.033567 = -38182.805603 nChanged 0 SP:Iteration 12F (133.271875 sec): 3 clusters Score: Raw -38740.839170 + Penalty 558.033567 = -38182.805603 nChanged 0 Score: Raw -2421134.032640 + Penalty 120419.551654 = -2300714.480986 Splitting cluster 53 changes total score from -2260869.906513 to -2300714.480986 So it's getting split into cluster 10. Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 54 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.337122 sec): 2 clusters Score: Raw -10867.101821 + Penalty 668.969088 = -10198.132733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.337774 sec): 3 clusters Score: Raw -10891.548580 + Penalty 1334.593317 = -9556.955262 nChanged 50 SP:Iteration 1F (136.338416 sec): 3 clusters Score: Raw -11025.595561 + Penalty 1327.151720 = -9698.443841 nChanged 30 SP:Iteration 2F (136.339059 sec): 3 clusters Score: Raw -11140.404442 + Penalty 1325.248128 = -9815.156315 nChanged 19 SP:Iteration 3F (136.339699 sec): 3 clusters Score: Raw -11229.786162 + Penalty 1323.810437 = -9905.975726 nChanged 12 SP:Iteration 4Q (136.340287 sec): 3 clusters Score: Raw -11267.198150 + Penalty 1321.407646 = -9945.790503 nChanged 6 SP:Iteration 5Q (136.340865 sec): 3 clusters Score: Raw -11284.725330 + Penalty 1319.233847 = -9965.491482 nChanged 3 SP:Iteration 6Q (136.341435 sec): 3 clusters Score: Raw -11304.729531 + Penalty 1316.399947 = -9988.329584 nChanged 5 SP:Iteration 7Q (136.342002 sec): 3 clusters Score: Raw -11349.749266 + Penalty 1317.351818 = -10032.397448 nChanged 3 SP:Iteration 8Q (136.342600 sec): 3 clusters Score: Raw -11383.186924 + Penalty 1321.185931 = -10062.000992 nChanged 2 SP:Iteration 9Q (136.343166 sec): 3 clusters Score: Raw -11401.853454 + Penalty 1321.185931 = -10080.667522 nChanged 0 SP:Iteration 10F (136.343806 sec): 3 clusters Score: Raw -11402.344496 + Penalty 1322.511507 = -10079.832990 nChanged 1 SP:Iteration 11F (136.344445 sec): 3 clusters Score: Raw -11426.329563 + Penalty 1323.378364 = -10102.951199 nChanged 1 SP:Iteration 12Q (136.345004 sec): 3 clusters Score: Raw -11438.627332 + Penalty 1321.476314 = -10117.151018 nChanged 1 SP:Iteration 13Q (136.345564 sec): 3 clusters Score: Raw -11445.263774 + Penalty 1321.476314 = -10123.787459 nChanged 0 SP:Iteration 14F (136.346203 sec): 3 clusters Score: Raw -11445.263774 + Penalty 1321.476314 = -10123.787459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 55 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.346764 sec): 2 clusters Score: Raw -820.158258 + Penalty 259.633101 = -560.525157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.347004 sec): 3 clusters Score: Raw -867.589679 + Penalty 521.294424 = -346.295255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 57 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.348176 sec): 2 clusters Score: Raw -12955.237996 + Penalty 141.912987 = -12813.325009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.348854 sec): 3 clusters Score: Raw -12821.644382 + Penalty 285.169784 = -12536.474598 nChanged 90 SP:Iteration 1F (136.349520 sec): 3 clusters Score: Raw -12898.773842 + Penalty 291.773026 = -12607.000816 nChanged 33 SP:Iteration 2F (136.350182 sec): 3 clusters Score: Raw -12937.146245 + Penalty 298.930092 = -12638.216153 nChanged 32 SP:Iteration 3F (136.350845 sec): 3 clusters Score: Raw -12969.307699 + Penalty 307.030672 = -12662.277028 nChanged 16 SP:Iteration 4F (136.351506 sec): 3 clusters Score: Raw -12987.341895 + Penalty 307.829030 = -12679.512865 nChanged 12 SP:Iteration 5Q (136.352161 sec): 3 clusters Score: Raw -12999.948654 + Penalty 328.935486 = -12671.013168 nChanged 11 SP:Iteration 6F (136.352820 sec): 3 clusters Score: Raw -13015.104531 + Penalty 350.678963 = -12664.425568 nChanged 6 SP:Iteration 7F (136.353483 sec): 3 clusters Score: Raw -13024.295300 + Penalty 358.337143 = -12665.958156 nChanged 2 SP:Iteration 8Q (136.354087 sec): 3 clusters Score: Raw -13025.698799 + Penalty 360.014281 = -12665.684518 nChanged 1 SP:Iteration 9F (136.354747 sec): 3 clusters Score: Raw -13026.094940 + Penalty 360.014281 = -12666.080659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 58 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.355474 sec): 2 clusters Score: Raw -3863.045764 + Penalty 521.635829 = -3341.409935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.355844 sec): 3 clusters Score: Raw -3967.659872 + Penalty 1043.271657 = -2924.388215 nChanged 4 SP:Iteration 1Q (136.356190 sec): 3 clusters Score: Raw -3981.075072 + Penalty 1042.834801 = -2938.240271 nChanged 1 SP:Iteration 2Q (136.356551 sec): 3 clusters Score: Raw -3986.572061 + Penalty 1042.796420 = -2943.775641 nChanged 1 SP:Iteration 3Q (136.356896 sec): 3 clusters Score: Raw -3989.115330 + Penalty 1042.796420 = -2946.318909 nChanged 0 SP:Iteration 4F (136.357259 sec): 3 clusters Score: Raw -3989.115330 + Penalty 1042.796420 = -2946.318909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 59 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.358085 sec): 2 clusters Score: Raw -6308.319326 + Penalty 420.535669 = -5887.783657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.358532 sec): 3 clusters Score: Raw -6308.863005 + Penalty 840.966841 = -5467.896164 nChanged 17 SP:Iteration 1F (136.359000 sec): 3 clusters Score: Raw -6351.370518 + Penalty 842.246014 = -5509.124504 nChanged 8 SP:Iteration 2F (136.359439 sec): 3 clusters Score: Raw -6368.150834 + Penalty 842.786161 = -5525.364673 nChanged 1 SP:Iteration 3Q (136.359859 sec): 3 clusters Score: Raw -6371.656450 + Penalty 842.786161 = -5528.870289 nChanged 0 SP:Iteration 4F (136.360299 sec): 3 clusters Score: Raw -6371.656450 + Penalty 842.786161 = -5528.870289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 60 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.361624 sec): 2 clusters Score: Raw -17531.410446 + Penalty 802.428173 = -16728.982273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.362402 sec): 3 clusters Score: Raw -17509.685286 + Penalty 1608.719677 = -15900.965609 nChanged 60 SP:Iteration 1F (136.363172 sec): 3 clusters Score: Raw -17584.574564 + Penalty 1610.012855 = -15974.561708 nChanged 11 SP:Iteration 2Q (136.363923 sec): 3 clusters Score: Raw -17605.145786 + Penalty 1611.818221 = -15993.327565 nChanged 6 SP:Iteration 3Q (136.364639 sec): 3 clusters Score: Raw -17614.095154 + Penalty 1612.091036 = -16002.004118 nChanged 4 SP:Iteration 4Q (136.365352 sec): 3 clusters Score: Raw -17621.781707 + Penalty 1612.900705 = -16008.881002 nChanged 1 SP:Iteration 5Q (136.366063 sec): 3 clusters Score: Raw -17622.932019 + Penalty 1613.305999 = -16009.626020 nChanged 1 SP:Iteration 6Q (136.366773 sec): 3 clusters Score: Raw -17624.869953 + Penalty 1613.305999 = -16011.563954 nChanged 0 SP:Iteration 7F (136.367509 sec): 3 clusters Score: Raw -17624.869953 + Penalty 1613.305999 = -16011.563954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 61 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.368034 sec): 2 clusters Score: Raw -502.300002 + Penalty 219.203186 = -283.096816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.368260 sec): 3 clusters Score: Raw -522.952712 + Penalty 442.027539 = -80.925173 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 62 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.368772 sec): 2 clusters Score: Raw -695.039524 + Penalty 261.911125 = -433.128399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.369004 sec): 3 clusters Score: Raw -729.534056 + Penalty 516.392936 = -213.141120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 64 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.369566 sec): 2 clusters Score: Raw -1721.115060 + Penalty 371.487042 = -1349.628018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.369835 sec): 3 clusters Score: Raw -1788.208174 + Penalty 741.459171 = -1046.749004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 65 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.370335 sec): 2 clusters Score: Raw -521.129334 + Penalty 211.675959 = -309.453375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.370559 sec): 3 clusters Score: Raw -532.177544 + Penalty 431.385954 = -100.791590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 66 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.371837 sec): 2 clusters Score: Raw -14961.131453 + Penalty 523.369051 = -14437.762401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.372552 sec): 3 clusters Score: Raw -14867.556204 + Penalty 1054.533955 = -13813.022250 nChanged 76 SP:Iteration 1F (136.373273 sec): 3 clusters Score: Raw -14940.364012 + Penalty 1062.434796 = -13877.929216 nChanged 20 SP:Iteration 2F (136.373984 sec): 3 clusters Score: Raw -14962.509085 + Penalty 1071.149157 = -13891.359929 nChanged 14 SP:Iteration 3Q (136.374710 sec): 3 clusters Score: Raw -14982.440105 + Penalty 1077.379340 = -13905.060765 nChanged 7 SP:Iteration 4Q (136.375401 sec): 3 clusters Score: Raw -14988.340157 + Penalty 1083.017178 = -13905.322979 nChanged 7 SP:Iteration 5Q (136.376089 sec): 3 clusters Score: Raw -14994.910659 + Penalty 1086.568761 = -13908.341898 nChanged 3 SP:Iteration 6Q (136.376773 sec): 3 clusters Score: Raw -14997.321556 + Penalty 1088.881275 = -13908.440281 nChanged 2 SP:Iteration 7Q (136.377460 sec): 3 clusters Score: Raw -14999.234230 + Penalty 1089.150802 = -13910.083428 nChanged 2 SP:Iteration 8Q (136.378145 sec): 3 clusters Score: Raw -15000.712109 + Penalty 1088.755494 = -13911.956615 nChanged 2 SP:Iteration 9Q (136.378824 sec): 3 clusters Score: Raw -15002.537360 + Penalty 1090.040733 = -13912.496628 nChanged 1 SP:Iteration 10F (136.379554 sec): 3 clusters Score: Raw -15002.896445 + Penalty 1089.763470 = -13913.132975 nChanged 1 SP:Iteration 11Q (136.380233 sec): 3 clusters Score: Raw -15003.135596 + Penalty 1091.699527 = -13911.436069 nChanged 1 SP:Iteration 12F (136.380941 sec): 3 clusters Score: Raw -15003.585008 + Penalty 1091.699527 = -13911.885481 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 67 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.382406 sec): 2 clusters Score: Raw -19824.998452 + Penalty 646.719017 = -19178.279436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.383292 sec): 3 clusters Score: Raw -19747.210016 + Penalty 1293.460177 = -18453.749839 nChanged 70 SP:Iteration 1F (136.384163 sec): 3 clusters Score: Raw -19832.734363 + Penalty 1294.215047 = -18538.519316 nChanged 24 SP:Iteration 2F (136.385030 sec): 3 clusters Score: Raw -19860.289000 + Penalty 1294.445627 = -18565.843373 nChanged 12 SP:Iteration 3Q (136.385879 sec): 3 clusters Score: Raw -19886.547825 + Penalty 1294.916291 = -18591.631534 nChanged 9 SP:Iteration 4Q (136.386726 sec): 3 clusters Score: Raw -19895.949872 + Penalty 1294.571770 = -18601.378103 nChanged 10 SP:Iteration 5Q (136.387573 sec): 3 clusters Score: Raw -19913.543052 + Penalty 1295.204074 = -18618.338979 nChanged 6 SP:Iteration 6Q (136.388384 sec): 3 clusters Score: Raw -19925.472110 + Penalty 1295.087264 = -18630.384846 nChanged 8 SP:Iteration 7Q (136.389203 sec): 3 clusters Score: Raw -19944.496072 + Penalty 1295.739626 = -18648.756446 nChanged 6 SP:Iteration 8Q (136.390007 sec): 3 clusters Score: Raw -19950.575415 + Penalty 1296.831645 = -18653.743770 nChanged 4 SP:Iteration 9Q (136.390811 sec): 3 clusters Score: Raw -19954.271327 + Penalty 1297.202614 = -18657.068713 nChanged 7 SP:Iteration 10F (136.391642 sec): 3 clusters Score: Raw -19968.816295 + Penalty 1296.055892 = -18672.760403 nChanged 5 SP:Iteration 11Q (136.392445 sec): 3 clusters Score: Raw -19977.386397 + Penalty 1295.208127 = -18682.178269 nChanged 6 SP:Iteration 12Q (136.393248 sec): 3 clusters Score: Raw -19994.333170 + Penalty 1294.749031 = -18699.584139 nChanged 4 SP:Iteration 13Q (136.394042 sec): 3 clusters Score: Raw -20000.919769 + Penalty 1295.052680 = -18705.867088 nChanged 1 SP:Iteration 14Q (136.394832 sec): 3 clusters Score: Raw -20002.262176 + Penalty 1295.052680 = -18707.209496 nChanged 0 SP:Iteration 15F (136.395662 sec): 3 clusters Score: Raw -20002.262176 + Penalty 1295.052680 = -18707.209496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 68 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.396451 sec): 2 clusters Score: Raw -4866.214437 + Penalty 198.165041 = -4668.049396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.396850 sec): 3 clusters Score: Raw -4846.614823 + Penalty 393.637399 = -4452.977424 nChanged 17 SP:Iteration 1F (136.397241 sec): 3 clusters Score: Raw -4866.634354 + Penalty 399.911397 = -4466.722957 nChanged 4 SP:Iteration 2Q (136.397652 sec): 3 clusters Score: Raw -4871.801376 + Penalty 416.217759 = -4455.583617 nChanged 5 SP:Iteration 3F (136.398042 sec): 3 clusters Score: Raw -4883.333098 + Penalty 419.129956 = -4464.203142 nChanged 2 SP:Iteration 4Q (136.398437 sec): 3 clusters Score: Raw -4891.425450 + Penalty 419.129956 = -4472.295494 nChanged 0 SP:Iteration 5F (136.398833 sec): 3 clusters Score: Raw -4891.425450 + Penalty 419.129956 = -4472.295494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 70 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.399383 sec): 2 clusters Score: Raw -1448.036430 + Penalty 343.620896 = -1104.415534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.399638 sec): 3 clusters Score: Raw -1487.626732 + Penalty 687.686641 = -799.940091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 71 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.400284 sec): 2 clusters Score: Raw -3280.268673 + Penalty 448.052403 = -2832.216270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.400608 sec): 3 clusters Score: Raw -3342.276194 + Penalty 898.786143 = -2443.490051 nChanged 2 SP:Iteration 1Q (136.400914 sec): 3 clusters Score: Raw -3350.615511 + Penalty 898.786143 = -2451.829368 nChanged 0 SP:Iteration 2F (136.401232 sec): 3 clusters Score: Raw -3350.615511 + Penalty 898.786143 = -2451.829368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 72 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.401856 sec): 2 clusters Score: Raw -2385.063357 + Penalty 630.218367 = -1754.844989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.402169 sec): 3 clusters Score: Raw -2597.519023 + Penalty 1260.298532 = -1337.220491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 76 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.402673 sec): 2 clusters Score: Raw -624.222680 + Penalty 257.939176 = -366.283504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.402900 sec): 3 clusters Score: Raw -642.056551 + Penalty 528.290986 = -113.765565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 77 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.403402 sec): 2 clusters Score: Raw -502.953615 + Penalty 186.765377 = -316.188238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.403626 sec): 3 clusters Score: Raw -510.774480 + Penalty 368.203637 = -142.570843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 78 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.404397 sec): 2 clusters Score: Raw -4409.023981 + Penalty 610.522979 = -3798.501002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.404801 sec): 3 clusters Score: Raw -4517.427904 + Penalty 1221.990352 = -3295.437552 nChanged 9 SP:Iteration 1F (136.405196 sec): 3 clusters Score: Raw -4561.521343 + Penalty 1221.990352 = -3339.530991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 80 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.406281 sec): 2 clusters Score: Raw -9860.341407 + Penalty 350.344375 = -9509.997033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.406898 sec): 3 clusters Score: Raw -9826.025204 + Penalty 703.789522 = -9122.235682 nChanged 45 SP:Iteration 1F (136.407496 sec): 3 clusters Score: Raw -9892.299492 + Penalty 704.695111 = -9187.604382 nChanged 9 SP:Iteration 2Q (136.408086 sec): 3 clusters Score: Raw -9902.881039 + Penalty 706.636839 = -9196.244200 nChanged 7 SP:Iteration 3Q (136.408689 sec): 3 clusters Score: Raw -9912.508048 + Penalty 706.243759 = -9206.264290 nChanged 2 SP:Iteration 4Q (136.409294 sec): 3 clusters Score: Raw -9913.453236 + Penalty 706.243759 = -9207.209477 nChanged 0 SP:Iteration 5F (136.409897 sec): 3 clusters Score: Raw -9913.453236 + Penalty 706.243759 = -9207.209477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 81 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.410862 sec): 2 clusters Score: Raw -7168.534653 + Penalty 738.763091 = -6429.771562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.411358 sec): 3 clusters Score: Raw -7278.908037 + Penalty 1477.063765 = -5801.844272 nChanged 27 SP:Iteration 1F (136.411845 sec): 3 clusters Score: Raw -7342.831608 + Penalty 1476.342367 = -5866.489241 nChanged 5 SP:Iteration 2Q (136.412304 sec): 3 clusters Score: Raw -7374.837366 + Penalty 1475.869558 = -5898.967808 nChanged 1 SP:Iteration 3Q (136.412757 sec): 3 clusters Score: Raw -7379.503307 + Penalty 1475.336668 = -5904.166639 nChanged 1 SP:Iteration 4Q (136.413213 sec): 3 clusters Score: Raw -7383.256419 + Penalty 1475.113905 = -5908.142513 nChanged 1 SP:Iteration 5Q (136.413664 sec): 3 clusters Score: Raw -7388.182684 + Penalty 1475.113905 = -5913.068779 nChanged 0 SP:Iteration 6F (136.414148 sec): 3 clusters Score: Raw -7388.182684 + Penalty 1475.113905 = -5913.068779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 82 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.414729 sec): 2 clusters Score: Raw -1599.853966 + Penalty 364.491230 = -1235.362736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.414996 sec): 3 clusters Score: Raw -1679.717680 + Penalty 720.598730 = -959.118950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 83 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.415632 sec): 2 clusters Score: Raw -2852.732519 + Penalty 348.563896 = -2504.168622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.415955 sec): 3 clusters Score: Raw -2894.048555 + Penalty 689.331437 = -2204.717118 nChanged 8 SP:Iteration 1F (136.416271 sec): 3 clusters Score: Raw -2911.481734 + Penalty 688.530153 = -2222.951581 nChanged 2 SP:Iteration 2Q (136.416574 sec): 3 clusters Score: Raw -2914.517629 + Penalty 691.241285 = -2223.276344 nChanged 1 SP:Iteration 3Q (136.416876 sec): 3 clusters Score: Raw -2916.509489 + Penalty 691.241285 = -2225.268205 nChanged 0 SP:Iteration 4F (136.417190 sec): 3 clusters Score: Raw -2916.509489 + Penalty 691.241285 = -2225.268205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 84 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.418314 sec): 2 clusters Score: Raw -11037.081533 + Penalty 257.578150 = -10779.503383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.418964 sec): 3 clusters Score: Raw -10958.621989 + Penalty 514.631814 = -10443.990174 nChanged 65 SP:Iteration 1F (136.419603 sec): 3 clusters Score: Raw -11009.901985 + Penalty 515.761333 = -10494.140652 nChanged 18 SP:Iteration 2F (136.420239 sec): 3 clusters Score: Raw -11031.809636 + Penalty 516.840175 = -10514.969461 nChanged 17 SP:Iteration 3F (136.420881 sec): 3 clusters Score: Raw -11047.701095 + Penalty 517.659127 = -10530.041967 nChanged 12 SP:Iteration 4Q (136.421501 sec): 3 clusters Score: Raw -11062.882077 + Penalty 521.422086 = -10541.459991 nChanged 8 SP:Iteration 5Q (136.422120 sec): 3 clusters Score: Raw -11077.654997 + Penalty 522.327259 = -10555.327738 nChanged 4 SP:Iteration 6Q (136.422733 sec): 3 clusters Score: Raw -11079.970954 + Penalty 522.426674 = -10557.544280 nChanged 1 SP:Iteration 7Q (136.423349 sec): 3 clusters Score: Raw -11082.605350 + Penalty 522.064888 = -10560.540463 nChanged 3 SP:Iteration 8Q (136.423960 sec): 3 clusters Score: Raw -11087.909922 + Penalty 521.734956 = -10566.174966 nChanged 3 SP:Iteration 9Q (136.424595 sec): 3 clusters Score: Raw -11091.957495 + Penalty 521.477987 = -10570.479508 nChanged 2 SP:Iteration 10F (136.425229 sec): 3 clusters Score: Raw -11093.867560 + Penalty 520.274468 = -10573.593092 nChanged 2 SP:Iteration 11Q (136.425835 sec): 3 clusters Score: Raw -11095.026756 + Penalty 519.187919 = -10575.838837 nChanged 1 SP:Iteration 12Q (136.426440 sec): 3 clusters Score: Raw -11095.768297 + Penalty 518.155883 = -10577.612414 nChanged 1 SP:Iteration 13Q (136.427042 sec): 3 clusters Score: Raw -11096.595764 + Penalty 518.155883 = -10578.439881 nChanged 0 SP:Iteration 14F (136.427675 sec): 3 clusters Score: Raw -11096.595764 + Penalty 518.155883 = -10578.439881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 85 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.428284 sec): 2 clusters Score: Raw -2021.713588 + Penalty 366.563839 = -1655.149749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.428569 sec): 3 clusters Score: Raw -2071.841976 + Penalty 740.325698 = -1331.516279 nChanged 3 SP:Iteration 1F (136.428848 sec): 3 clusters Score: Raw -2083.670512 + Penalty 740.325698 = -1343.344814 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 86 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.429377 sec): 2 clusters Score: Raw -1021.884237 + Penalty 265.358880 = -756.525357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.429619 sec): 3 clusters Score: Raw -1053.797661 + Penalty 513.178859 = -540.618802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 87 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.430452 sec): 2 clusters Score: Raw -6748.217394 + Penalty 551.879287 = -6196.338107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.430901 sec): 3 clusters Score: Raw -6787.401340 + Penalty 1105.656068 = -5681.745272 nChanged 8 SP:Iteration 1F (136.431341 sec): 3 clusters Score: Raw -6797.893159 + Penalty 1105.623541 = -5692.269617 nChanged 1 SP:Iteration 2Q (136.431768 sec): 3 clusters Score: Raw -6799.367844 + Penalty 1105.623541 = -5693.744302 nChanged 0 SP:Iteration 3F (136.432207 sec): 3 clusters Score: Raw -6799.367844 + Penalty 1105.623541 = -5693.744302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 89 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.432878 sec): 2 clusters Score: Raw -2048.704134 + Penalty 274.312222 = -1774.391912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.433165 sec): 3 clusters Score: Raw -2062.222245 + Penalty 538.849623 = -1523.372621 nChanged 1 SP:Iteration 1Q (136.433440 sec): 3 clusters Score: Raw -2068.456286 + Penalty 538.849623 = -1529.606662 nChanged 0 SP:Iteration 2F (136.433719 sec): 3 clusters Score: Raw -2068.456286 + Penalty 538.849623 = -1529.606662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 91 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.434303 sec): 2 clusters Score: Raw -661.381034 + Penalty 230.478997 = -430.902037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.434532 sec): 3 clusters Score: Raw -674.188191 + Penalty 458.604452 = -215.583740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 92 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.435066 sec): 2 clusters Score: Raw -1229.867198 + Penalty 289.878813 = -939.988385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.435319 sec): 3 clusters Score: Raw -1273.230241 + Penalty 578.072872 = -695.157369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 94 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.435893 sec): 2 clusters Score: Raw -1559.499935 + Penalty 377.186173 = -1182.313762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.436159 sec): 3 clusters Score: Raw -1638.654241 + Penalty 755.408084 = -883.246157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 96 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.437570 sec): 2 clusters Score: Raw -17793.001446 + Penalty 375.538636 = -17417.462810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.438374 sec): 3 clusters Score: Raw -17651.342570 + Penalty 752.240826 = -16899.101744 nChanged 96 SP:Iteration 1F (136.439176 sec): 3 clusters Score: Raw -17711.751699 + Penalty 752.863787 = -16958.887912 nChanged 29 SP:Iteration 2F (136.439986 sec): 3 clusters Score: Raw -17733.214297 + Penalty 754.303588 = -16978.910710 nChanged 19 SP:Iteration 3F (136.440778 sec): 3 clusters Score: Raw -17752.400673 + Penalty 758.439734 = -16993.960939 nChanged 15 SP:Iteration 4Q (136.441561 sec): 3 clusters Score: Raw -17762.563108 + Penalty 761.250611 = -17001.312497 nChanged 9 SP:Iteration 5Q (136.442342 sec): 3 clusters Score: Raw -17770.227425 + Penalty 764.573940 = -17005.653485 nChanged 4 SP:Iteration 6Q (136.443123 sec): 3 clusters Score: Raw -17773.082725 + Penalty 770.088273 = -17002.994452 nChanged 6 SP:Iteration 7F (136.443914 sec): 3 clusters Score: Raw -17777.244818 + Penalty 775.457955 = -17001.786863 nChanged 7 SP:Iteration 8F (136.444705 sec): 3 clusters Score: Raw -17782.203360 + Penalty 782.711443 = -16999.491917 nChanged 7 SP:Iteration 9F (136.445494 sec): 3 clusters Score: Raw -17787.775028 + Penalty 794.081244 = -16993.693784 nChanged 8 SP:Iteration 10F (136.446284 sec): 3 clusters Score: Raw -17799.824986 + Penalty 807.095906 = -16992.729080 nChanged 12 SP:Iteration 11F (136.447073 sec): 3 clusters Score: Raw -17816.294927 + Penalty 825.431586 = -16990.863341 nChanged 10 SP:Iteration 12F (136.447861 sec): 3 clusters Score: Raw -17829.763775 + Penalty 839.167923 = -16990.595852 nChanged 8 SP:Iteration 13F (136.448650 sec): 3 clusters Score: Raw -17837.123811 + Penalty 844.183902 = -16992.939909 nChanged 4 SP:Iteration 14Q (136.449387 sec): 3 clusters Score: Raw -17839.761084 + Penalty 852.407097 = -16987.353987 nChanged 4 SP:Iteration 15F (136.450177 sec): 3 clusters Score: Raw -17848.037446 + Penalty 862.688676 = -16985.348770 nChanged 4 SP:Iteration 16F (136.450965 sec): 3 clusters Score: Raw -17853.813584 + Penalty 871.913658 = -16981.899926 nChanged 5 SP:Iteration 17F (136.451752 sec): 3 clusters Score: Raw -17859.234611 + Penalty 881.129518 = -16978.105093 nChanged 3 SP:Iteration 18F (136.452539 sec): 3 clusters Score: Raw -17861.662254 + Penalty 882.318152 = -16979.344102 nChanged 1 SP:Iteration 19Q (136.453249 sec): 3 clusters Score: Raw -17863.883444 + Penalty 882.782494 = -16981.100950 nChanged 1 SP:Iteration 20F (136.454035 sec): 3 clusters Score: Raw -17864.174384 + Penalty 882.782494 = -16981.391890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 98 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.454679 sec): 2 clusters Score: Raw -2651.468008 + Penalty 445.491342 = -2205.976666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.454988 sec): 3 clusters Score: Raw -2728.710626 + Penalty 891.969701 = -1836.740924 nChanged 1 SP:Iteration 1Q (136.455278 sec): 3 clusters Score: Raw -2730.991956 + Penalty 891.969701 = -1839.022255 nChanged 0 SP:Iteration 2F (136.455581 sec): 3 clusters Score: Raw -2730.991956 + Penalty 891.969701 = -1839.022255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 100 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.456473 sec): 2 clusters Score: Raw -8634.491456 + Penalty 582.085817 = -8052.405639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.456996 sec): 3 clusters Score: Raw -8662.937206 + Penalty 1162.039886 = -7500.897319 nChanged 17 SP:Iteration 1F (136.457483 sec): 3 clusters Score: Raw -8690.799797 + Penalty 1162.807624 = -7527.992174 nChanged 3 SP:Iteration 2Q (136.457955 sec): 3 clusters Score: Raw -8698.490089 + Penalty 1162.807624 = -7535.682465 nChanged 0 SP:Iteration 3F (136.458440 sec): 3 clusters Score: Raw -8698.490089 + Penalty 1162.807624 = -7535.682465 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 102 (665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.460652 sec): 2 clusters Score: Raw -34349.830952 + Penalty 56.561421 = -34293.269531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.462012 sec): 3 clusters Score: Raw -33931.350063 + Penalty 123.155599 = -33808.194464 nChanged 298 SP:Iteration 1F (136.463400 sec): 3 clusters Score: Raw -34224.263635 + Penalty 130.375598 = -34093.888036 nChanged 53 SP:Iteration 2F (136.464764 sec): 3 clusters Score: Raw -34312.556612 + Penalty 135.600719 = -34176.955893 nChanged 16 SP:Iteration 3Q (136.465993 sec): 3 clusters Score: Raw -34321.230130 + Penalty 143.751837 = -34177.478293 nChanged 16 SP:Iteration 4Q (136.467215 sec): 3 clusters Score: Raw -34329.805210 + Penalty 146.008799 = -34183.796411 nChanged 12 SP:Iteration 5Q (136.468408 sec): 3 clusters Score: Raw -34337.546077 + Penalty 164.580826 = -34172.965251 nChanged 12 SP:Iteration 6F (136.469750 sec): 3 clusters Score: Raw -34348.264682 + Penalty 197.691492 = -34150.573190 nChanged 11 SP:Iteration 7F (136.471097 sec): 3 clusters Score: Raw -34359.227037 + Penalty 197.859930 = -34161.367107 nChanged 2 SP:Iteration 8Q (136.472226 sec): 3 clusters Score: Raw -34360.290327 + Penalty 204.368549 = -34155.921777 nChanged 1 SP:Iteration 9F (136.473592 sec): 3 clusters Score: Raw -34360.103634 + Penalty 205.421298 = -34154.682336 nChanged 1 SP:Iteration 10F (136.474958 sec): 3 clusters Score: Raw -34360.180880 + Penalty 219.630515 = -34140.550364 nChanged 2 SP:Iteration 11F (136.476317 sec): 3 clusters Score: Raw -34360.283637 + Penalty 207.290661 = -34152.992976 nChanged 1 SP:Iteration 12Q (136.477440 sec): 3 clusters Score: Raw -34359.756443 + Penalty 218.982319 = -34140.774124 nChanged 1 SP:Iteration 13F (136.478808 sec): 3 clusters Score: Raw -34360.369133 + Penalty 218.982319 = -34141.386815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 104 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.479364 sec): 2 clusters Score: Raw -648.153910 + Penalty 250.286370 = -397.867540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.479602 sec): 3 clusters Score: Raw -691.121682 + Penalty 488.560494 = -202.561188 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 105 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.480559 sec): 2 clusters Score: Raw -8408.094193 + Penalty 523.845114 = -7884.249079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.481089 sec): 3 clusters Score: Raw -8400.698482 + Penalty 1047.869347 = -7352.829135 nChanged 25 SP:Iteration 1F (136.481608 sec): 3 clusters Score: Raw -8444.669460 + Penalty 1048.505995 = -7396.163465 nChanged 8 SP:Iteration 2Q (136.482117 sec): 3 clusters Score: Raw -8458.367656 + Penalty 1048.376123 = -7409.991534 nChanged 6 SP:Iteration 3Q (136.482624 sec): 3 clusters Score: Raw -8467.365002 + Penalty 1047.772087 = -7419.592915 nChanged 3 SP:Iteration 4Q (136.483130 sec): 3 clusters Score: Raw -8483.797118 + Penalty 1047.749591 = -7436.047527 nChanged 3 SP:Iteration 5Q (136.483629 sec): 3 clusters Score: Raw -8492.629568 + Penalty 1047.891305 = -7444.738262 nChanged 1 SP:Iteration 6Q (136.484126 sec): 3 clusters Score: Raw -8493.544957 + Penalty 1047.891305 = -7445.653652 nChanged 0 SP:Iteration 7F (136.484643 sec): 3 clusters Score: Raw -8493.544957 + Penalty 1047.891305 = -7445.653652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 106 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.485180 sec): 2 clusters Score: Raw -418.540796 + Penalty 157.976634 = -260.564162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.485404 sec): 3 clusters Score: Raw -432.170316 + Penalty 335.751875 = -96.418441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 107 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.486203 sec): 2 clusters Score: Raw -6220.922410 + Penalty 497.665112 = -5723.257298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.486631 sec): 3 clusters Score: Raw -6223.469485 + Penalty 993.539485 = -5229.929999 nChanged 10 SP:Iteration 1F (136.487052 sec): 3 clusters Score: Raw -6240.779560 + Penalty 994.140950 = -5246.638610 nChanged 2 SP:Iteration 2Q (136.487464 sec): 3 clusters Score: Raw -6243.803486 + Penalty 994.140950 = -5249.662536 nChanged 0 SP:Iteration 3F (136.487883 sec): 3 clusters Score: Raw -6243.803486 + Penalty 994.140950 = -5249.662536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 111 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.488400 sec): 2 clusters Score: Raw -677.434232 + Penalty 278.417141 = -399.017091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.488633 sec): 3 clusters Score: Raw -716.779863 + Penalty 551.983243 = -164.796620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 112 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.489163 sec): 2 clusters Score: Raw -973.928926 + Penalty 303.148759 = -670.780167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.489410 sec): 3 clusters Score: Raw -1035.403286 + Penalty 626.080513 = -409.322772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 113 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.489926 sec): 2 clusters Score: Raw -814.530509 + Penalty 273.377109 = -541.153399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.490160 sec): 3 clusters Score: Raw -846.757796 + Penalty 546.451146 = -300.306650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 114 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.490643 sec): 2 clusters Score: Raw -173.790010 + Penalty 88.464452 = -85.325558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.490855 sec): 3 clusters Score: Raw -167.869215 + Penalty 177.358539 = 9.489324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 117 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.491660 sec): 2 clusters Score: Raw -6659.346943 + Penalty 551.976255 = -6107.370688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.492098 sec): 3 clusters Score: Raw -6687.051865 + Penalty 1104.136432 = -5582.915433 nChanged 10 SP:Iteration 1F (136.492527 sec): 3 clusters Score: Raw -6709.437398 + Penalty 1104.443345 = -5604.994053 nChanged 2 SP:Iteration 2Q (136.492942 sec): 3 clusters Score: Raw -6715.475209 + Penalty 1104.443345 = -5611.031863 nChanged 0 SP:Iteration 3F (136.493373 sec): 3 clusters Score: Raw -6715.475209 + Penalty 1104.443345 = -5611.031863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 119 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.493873 sec): 2 clusters Score: Raw -447.166685 + Penalty 213.824254 = -233.342431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.494095 sec): 3 clusters Score: Raw -460.521936 + Penalty 415.948887 = -44.573049 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 120 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.494618 sec): 2 clusters Score: Raw -576.890674 + Penalty 164.309158 = -412.581517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.494846 sec): 3 clusters Score: Raw -591.674885 + Penalty 330.984764 = -260.690121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 122 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.495448 sec): 2 clusters Score: Raw -2330.211746 + Penalty 406.140091 = -1924.071655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.495745 sec): 3 clusters Score: Raw -2391.550350 + Penalty 814.343307 = -1577.207043 nChanged 1 SP:Iteration 1Q (136.496025 sec): 3 clusters Score: Raw -2393.991231 + Penalty 814.343307 = -1579.647924 nChanged 0 SP:Iteration 2F (136.496317 sec): 3 clusters Score: Raw -2393.991231 + Penalty 814.343307 = -1579.647924 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 123 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.496826 sec): 2 clusters Score: Raw -619.228866 + Penalty 229.008849 = -390.220017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.497058 sec): 3 clusters Score: Raw -681.889839 + Penalty 457.947628 = -223.942210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 127 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.497580 sec): 2 clusters Score: Raw -933.652998 + Penalty 271.260631 = -662.392367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.497820 sec): 3 clusters Score: Raw -944.588977 + Penalty 556.936534 = -387.652443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 128 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.498351 sec): 2 clusters Score: Raw -1098.464760 + Penalty 230.342066 = -868.122693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.498601 sec): 3 clusters Score: Raw -1136.774687 + Penalty 459.980736 = -676.793950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 129 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.499110 sec): 2 clusters Score: Raw -636.648816 + Penalty 223.188310 = -413.460506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.499339 sec): 3 clusters Score: Raw -667.048771 + Penalty 449.272412 = -217.776359 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 132 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.499833 sec): 2 clusters Score: Raw -395.252039 + Penalty 167.025498 = -228.226542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.500054 sec): 3 clusters Score: Raw -403.262506 + Penalty 334.859100 = -68.403406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 134 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.500538 sec): 2 clusters Score: Raw -169.451409 + Penalty 106.658938 = -62.792471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.500750 sec): 3 clusters Score: Raw -162.889232 + Penalty 218.513331 = 55.624099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 135 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.501253 sec): 2 clusters Score: Raw -604.540195 + Penalty 208.964827 = -395.575368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.501481 sec): 3 clusters Score: Raw -626.228911 + Penalty 427.712220 = -198.516692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 137 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.501990 sec): 2 clusters Score: Raw -380.499184 + Penalty 171.873898 = -208.625286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.502212 sec): 3 clusters Score: Raw -396.119020 + Penalty 320.168607 = -75.950413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 138 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.502776 sec): 2 clusters Score: Raw -1797.210416 + Penalty 357.429774 = -1439.780642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.503052 sec): 3 clusters Score: Raw -1852.942475 + Penalty 711.875079 = -1141.067396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 139 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.503541 sec): 2 clusters Score: Raw -282.208808 + Penalty 131.204578 = -151.004230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.503756 sec): 3 clusters Score: Raw -282.656740 + Penalty 254.701176 = -27.955564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 141 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.505017 sec): 2 clusters Score: Raw -13506.662069 + Penalty 220.512166 = -13286.149903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.505766 sec): 3 clusters Score: Raw -13400.029794 + Penalty 450.135016 = -12949.894778 nChanged 102 SP:Iteration 1F (136.506497 sec): 3 clusters Score: Raw -13517.180113 + Penalty 478.835387 = -13038.344726 nChanged 41 SP:Iteration 2F (136.507228 sec): 3 clusters Score: Raw -13586.473519 + Penalty 494.381708 = -13092.091811 nChanged 19 SP:Iteration 3F (136.507957 sec): 3 clusters Score: Raw -13607.665587 + Penalty 501.545097 = -13106.120489 nChanged 4 SP:Iteration 4Q (136.508690 sec): 3 clusters Score: Raw -13610.910158 + Penalty 501.545097 = -13109.365061 nChanged 0 SP:Iteration 5F (136.509421 sec): 3 clusters Score: Raw -13610.910158 + Penalty 501.545097 = -13109.365061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 144 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.509946 sec): 2 clusters Score: Raw -516.929027 + Penalty 203.202640 = -313.726387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.510173 sec): 3 clusters Score: Raw -531.372595 + Penalty 396.354880 = -135.017715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 146 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.510662 sec): 2 clusters Score: Raw -276.617439 + Penalty 152.729561 = -123.887878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.510879 sec): 3 clusters Score: Raw -284.509636 + Penalty 304.388854 = 19.879218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 149 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.511366 sec): 2 clusters Score: Raw -287.341014 + Penalty 153.022410 = -134.318605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.511582 sec): 3 clusters Score: Raw -290.146376 + Penalty 307.220262 = 17.073886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 154 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.512121 sec): 2 clusters Score: Raw -1255.810531 + Penalty 268.597258 = -987.213273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.512377 sec): 3 clusters Score: Raw -1287.268803 + Penalty 536.990284 = -750.278520 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 158 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.512903 sec): 2 clusters Score: Raw -1104.240931 + Penalty 318.411176 = -785.829755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.513174 sec): 3 clusters Score: Raw -1155.601756 + Penalty 637.754136 = -517.847620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 160 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.513676 sec): 2 clusters Score: Raw -520.120623 + Penalty 191.107926 = -329.012696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.513901 sec): 3 clusters Score: Raw -546.916337 + Penalty 386.928715 = -159.987622 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 161 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.514403 sec): 2 clusters Score: Raw -628.586326 + Penalty 243.856486 = -384.729839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.514629 sec): 3 clusters Score: Raw -651.631634 + Penalty 475.154590 = -176.477045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 169 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.515124 sec): 2 clusters Score: Raw -499.643751 + Penalty 172.139378 = -327.504372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.515348 sec): 3 clusters Score: Raw -510.636422 + Penalty 343.760393 = -166.876028 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 172 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.515830 sec): 2 clusters Score: Raw -229.445092 + Penalty 127.895786 = -101.549306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.516025 sec): 2 clusters Score: Raw -229.445092 + Penalty 127.895786 = -101.549306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 173 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.516518 sec): 2 clusters Score: Raw -446.618633 + Penalty 206.857601 = -239.761032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.516739 sec): 3 clusters Score: Raw -442.362713 + Penalty 450.345609 = 7.982896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 176 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.517357 sec): 2 clusters Score: Raw -3148.337877 + Penalty 487.461343 = -2660.876534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.517667 sec): 3 clusters Score: Raw -3209.945127 + Penalty 974.077418 = -2235.867708 nChanged 1 SP:Iteration 1Q (136.517961 sec): 3 clusters Score: Raw -3213.002610 + Penalty 974.077418 = -2238.925192 nChanged 0 SP:Iteration 2F (136.518266 sec): 3 clusters Score: Raw -3213.002610 + Penalty 974.077418 = -2238.925192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 179 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.518769 sec): 2 clusters Score: Raw -509.569377 + Penalty 215.852260 = -293.717117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.518992 sec): 3 clusters Score: Raw -525.886467 + Penalty 427.883182 = -98.003285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 181 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.519497 sec): 2 clusters Score: Raw -610.789808 + Penalty 258.360888 = -352.428920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.519725 sec): 3 clusters Score: Raw -660.564278 + Penalty 532.220023 = -128.344255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 184 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.520207 sec): 2 clusters Score: Raw -179.014346 + Penalty 107.262662 = -71.751683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.520418 sec): 3 clusters Score: Raw -172.013529 + Penalty 212.472359 = 40.458830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 187 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.520928 sec): 2 clusters Score: Raw -393.799170 + Penalty 186.411917 = -207.387253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.521147 sec): 3 clusters Score: Raw -394.951561 + Penalty 398.590551 = 3.638990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 188 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.521637 sec): 2 clusters Score: Raw -404.221801 + Penalty 188.075468 = -216.146333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.521858 sec): 3 clusters Score: Raw -408.874123 + Penalty 382.561460 = -26.312664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 192 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.522352 sec): 2 clusters Score: Raw -439.560048 + Penalty 210.581464 = -228.978584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.522574 sec): 3 clusters Score: Raw -464.993436 + Penalty 418.936019 = -46.057417 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 195 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.523073 sec): 2 clusters Score: Raw -517.793728 + Penalty 204.901844 = -312.891883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.523297 sec): 3 clusters Score: Raw -523.013332 + Penalty 406.761310 = -116.252022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 197 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.523789 sec): 2 clusters Score: Raw -449.829363 + Penalty 188.048645 = -261.780717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.524012 sec): 3 clusters Score: Raw -461.601668 + Penalty 376.745488 = -84.856180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 200 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.524521 sec): 2 clusters Score: Raw -812.880432 + Penalty 284.183824 = -528.696608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.524755 sec): 3 clusters Score: Raw -838.795571 + Penalty 575.438117 = -263.357454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 202 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.525239 sec): 2 clusters Score: Raw -241.292584 + Penalty 118.573729 = -122.718854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.525453 sec): 3 clusters Score: Raw -233.983582 + Penalty 244.660902 = 10.677321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 204 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.525943 sec): 2 clusters Score: Raw -354.400237 + Penalty 188.782725 = -165.617512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.526158 sec): 3 clusters Score: Raw -351.560341 + Penalty 422.070181 = 70.509839 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 210 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.526652 sec): 2 clusters Score: Raw -436.292337 + Penalty 193.291832 = -243.000506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.526873 sec): 3 clusters Score: Raw -461.980595 + Penalty 386.583663 = -75.396931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 212 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.527365 sec): 2 clusters Score: Raw -432.483355 + Penalty 200.532486 = -231.950869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.527599 sec): 3 clusters Score: Raw -422.501153 + Penalty 408.426643 = -14.074510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 225 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.528093 sec): 2 clusters Score: Raw -432.951287 + Penalty 160.679099 = -272.272188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.528313 sec): 3 clusters Score: Raw -452.146523 + Penalty 321.358198 = -130.788325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 227 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.528795 sec): 2 clusters Score: Raw -233.161091 + Penalty 135.439745 = -97.721347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.529008 sec): 3 clusters Score: Raw -229.023783 + Penalty 256.241934 = 27.218151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 229 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.529506 sec): 2 clusters Score: Raw -550.720905 + Penalty 202.956916 = -347.763989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.529733 sec): 3 clusters Score: Raw -571.212007 + Penalty 410.041189 = -161.170819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 230 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.530222 sec): 2 clusters Score: Raw -361.679595 + Penalty 181.135776 = -180.543819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.530438 sec): 3 clusters Score: Raw -360.247381 + Penalty 356.742036 = -3.505344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 233 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.530910 sec): 2 clusters Score: Raw -55.149286 + Penalty 0.000000 = -55.149286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.531099 sec): 2 clusters Score: Raw -55.149286 + Penalty 0.000000 = -55.149286 nChanged 0 Deleting Class 76 (11 points): Lose 88.632994 but Gain 1167.670816 Iteration 119Q (136.916943 sec): 129 clusters Score: Raw -2381134.224653 + Penalty 119281.852550 = -2261852.372104 nChanged 33 Deleting Class 204 (6 points): Lose 68.256296 but Gain 1143.709877 Iteration 120F (140.007304 sec): 128 clusters Score: Raw -2381114.487130 + Penalty 118184.400424 = -2262930.086706 nChanged 34 Deleting Class 200 (14 points): Lose 97.527071 but Gain 1168.917495 Iteration 121Q (140.336157 sec): 127 clusters Score: Raw -2381049.477157 + Penalty 117054.823556 = -2263994.653600 nChanged 35 Deleting Class 176 (55 points): Lose 252.463058 but Gain 1320.438130 Iteration 122Q (140.659014 sec): 126 clusters Score: Raw -2380833.800727 + Penalty 115784.135114 = -2265049.665613 nChanged 77 Deleting Class 111 (14 points): Lose 126.994366 but Gain 1190.064387 Iteration 123Q (140.974894 sec): 125 clusters Score: Raw -2380812.140975 + Penalty 114681.973901 = -2266130.167075 nChanged 35 Deleting Class 212 (7 points): Lose 56.021877 but Gain 1118.652724 Iteration 124Q (141.285341 sec): 124 clusters Score: Raw -2380827.004619 + Penalty 113619.011445 = -2267207.993175 nChanged 32 Deleting Class 70 (25 points): Lose 98.039534 but Gain 1158.800494 Iteration 125Q (141.600877 sec): 123 clusters Score: Raw -2380781.088843 + Penalty 112488.301450 = -2268292.787393 nChanged 37 Deleting Class 22 (27 points): Lose 120.970246 but Gain 1182.153003 Iteration 126Q (141.912892 sec): 122 clusters Score: Raw -2380699.156410 + Penalty 111346.639862 = -2269352.516548 nChanged 43 Deleting Class 230 (6 points): Lose 37.109414 but Gain 1097.382061 Iteration 127Q (142.227272 sec): 121 clusters Score: Raw -2380717.801733 + Penalty 110271.442530 = -2270446.359203 nChanged 28 Deleting Class 181 (12 points): Lose 84.182519 but Gain 1128.625919 Iteration 128Q (142.532994 sec): 120 clusters Score: Raw -2380672.335007 + Penalty 109157.106833 = -2271515.228174 nChanged 34 Deleting Class 119 (8 points): Lose 74.331275 but Gain 1116.204010 Iteration 129Q (142.837531 sec): 119 clusters Score: Raw -2380645.996780 + Penalty 108060.938494 = -2272585.058286 nChanged 31 Deleting Class 173 (8 points): Lose 39.086690 but Gain 1079.836735 Iteration 130F (145.680226 sec): 118 clusters Score: Raw -2380622.560049 + Penalty 106987.176375 = -2273635.383674 nChanged 26 Deleting Class 158 (20 points): Lose 120.545393 but Gain 1153.768382 Iteration 131Q (145.980916 sec): 117 clusters Score: Raw -2380521.880846 + Penalty 105867.385252 = -2274654.495594 nChanged 35 Deleting Class 184 (3 points): Lose 28.723567 but Gain 1059.833027 Iteration 132Q (146.281091 sec): 116 clusters Score: Raw -2380529.867474 + Penalty 104809.714952 = -2275720.152522 nChanged 18 Deleting Class 192 (8 points): Lose 69.939748 but Gain 1099.276018 Iteration 133Q (146.579336 sec): 115 clusters Score: Raw -2380467.189237 + Penalty 103728.387996 = -2276738.801242 nChanged 15 Deleting Class 82 (30 points): Lose 134.253573 but Gain 1163.291556 Iteration 134Q (146.875326 sec): 114 clusters Score: Raw -2380350.374139 + Penalty 102623.423203 = -2277726.950936 nChanged 35 Deleting Class 62 (13 points): Lose 79.542948 but Gain 1108.430533 Iteration 135Q (147.172067 sec): 113 clusters Score: Raw -2380319.717209 + Penalty 101554.616100 = -2278765.101109 nChanged 23 Deleting Class 227 (4 points): Lose 32.118822 but Gain 1060.532541 Iteration 136Q (147.467433 sec): 112 clusters Score: Raw -2380309.899878 + Penalty 100566.607130 = -2279743.292748 nChanged 11 Deleting Class 179 (9 points): Lose 38.266491 but Gain 1066.388567 Iteration 137Q (147.760581 sec): 111 clusters Score: Raw -2380287.215954 + Penalty 99506.926475 = -2280780.289479 nChanged 14 Deleting Class 161 (11 points): Lose 78.809709 but Gain 1103.919562 Iteration 138Q (148.054397 sec): 110 clusters Score: Raw -2380221.768499 + Penalty 98419.166974 = -2281802.601526 nChanged 15 Deleting Class 61 (9 points): Lose 63.250588 but Gain 1082.943360 Iteration 139Q (148.345360 sec): 109 clusters Score: Raw -2380177.420729 + Penalty 97347.895259 = -2282829.525470 nChanged 14 Deleting Class 113 (15 points): Lose 81.116549 but Gain 1095.818846 Iteration 140F (150.991762 sec): 108 clusters Score: Raw -2380111.828361 + Penalty 96272.613462 = -2283839.214899 nChanged 20 Deleting Class 134 (3 points): Lose 39.945388 but Gain 1053.867794 Iteration 141Q (151.281061 sec): 107 clusters Score: Raw -2380099.663991 + Penalty 95230.724202 = -2284868.939789 nChanged 13 Deleting Class 188 (7 points): Lose 37.596416 but Gain 1049.162352 Iteration 142Q (151.567280 sec): 106 clusters Score: Raw -2380072.975164 + Penalty 94189.815591 = -2285883.159573 nChanged 9 Deleting Class 65 (9 points): Lose 38.440312 but Gain 1045.756123 Iteration 143Q (151.856068 sec): 105 clusters Score: Raw -2380048.255250 + Penalty 93138.608290 = -2286909.646960 nChanged 10 Deleting Class 15 (10 points): Lose 63.003749 but Gain 1064.302101 Iteration 144Q (152.155125 sec): 104 clusters Score: Raw -2379998.776728 + Penalty 92079.891820 = -2287918.884908 nChanged 11 Deleting Class 127 (21 points): Lose 78.127429 but Gain 1076.945284 Iteration 145Q (152.450526 sec): 103 clusters Score: Raw -2379934.556422 + Penalty 91026.674225 = -2288907.882197 nChanged 27 Deleting Class 104 (12 points): Lose 103.207495 but Gain 1093.353125 Iteration 146Q (152.745719 sec): 102 clusters Score: Raw -2379863.233378 + Penalty 89953.606183 = -2289909.627195 nChanged 24 Deleting Class 187 (7 points): Lose 50.615871 but Gain 1039.882379 Iteration 147Q (153.039804 sec): 101 clusters Score: Raw -2379854.796100 + Penalty 88925.106939 = -2290929.689162 nChanged 20 Deleting Class 149 (5 points): Lose 46.410252 but Gain 1032.081845 Iteration 148Q (153.332814 sec): 100 clusters Score: Raw -2379833.550022 + Penalty 87902.819434 = -2291930.730588 nChanged 13 Deleting Class 195 (9 points): Lose 35.963660 but Gain 1012.289538 Iteration 149Q (153.626588 sec): 99 clusters Score: Raw -2379812.012694 + Penalty 86904.463068 = -2292907.549626 nChanged 17 Deleting Class 172 (4 points): Lose 25.631249 but Gain 1001.461152 Iteration 150F (155.988463 sec): 98 clusters Score: Raw -2379804.751674 + Penalty 85912.579052 = -2293892.172622 nChanged 10 Deleting Class 94 (30 points): Lose 216.599613 but Gain 1189.042009 Iteration 151Q (156.280193 sec): 97 clusters Score: Raw -2379603.417995 + Penalty 84986.017873 = -2294617.400122 nChanged 34 Deleting Class 233 (2 points): Lose 38.742274 but Gain 1093.105252 Iteration 152Q (156.571760 sec): 96 clusters Score: Raw -2379674.385899 + Penalty 83903.530538 = -2295770.855362 nChanged 11 Deleting Class 146 (5 points): Lose 59.943213 but Gain 1030.106684 Iteration 153Q (156.855951 sec): 95 clusters Score: Raw -2379643.443083 + Penalty 82885.923366 = -2296757.519718 nChanged 17 Deleting Class 64 (38 points): Lose 199.518802 but Gain 1162.127198 Iteration 154Q (157.139235 sec): 94 clusters Score: Raw -2379476.492776 + Penalty 81742.276542 = -2297734.216234 nChanged 50 Deleting Class 138 (35 points): Lose 130.067190 but Gain 1091.294413 Iteration 155Q (157.424020 sec): 93 clusters Score: Raw -2379442.784192 + Penalty 80693.074399 = -2298749.709793 nChanged 60 Deleting Class 91 (12 points): Lose 48.412186 but Gain 1006.826424 Iteration 156Q (157.706086 sec): 92 clusters Score: Raw -2379495.383860 + Penalty 79697.536668 = -2299797.847192 nChanged 32 Deleting Class 137 (8 points): Lose 81.395306 but Gain 1032.532887 Iteration 157Q (157.986499 sec): 91 clusters Score: Raw -2379442.307641 + Penalty 78707.211105 = -2300735.096536 nChanged 30 Deleting Class 210 (8 points): Lose 61.458042 but Gain 1009.020791 Iteration 158Q (158.264989 sec): 90 clusters Score: Raw -2379419.749877 + Penalty 77736.378790 = -2301683.371086 nChanged 32 Deleting Class 197 (8 points): Lose 36.022088 but Gain 981.650341 Iteration 159Q (158.541789 sec): 89 clusters Score: Raw -2379443.665211 + Penalty 76754.485133 = -2302689.180079 nChanged 28 Deleting Class 85 (38 points): Lose 176.577577 but Gain 1119.350746 Iteration 160F (160.700972 sec): 88 clusters Score: Raw -2379288.841842 + Penalty 75738.867467 = -2303549.974376 nChanged 50 Deleting Class 55 (18 points): Lose 120.759472 but Gain 1058.923130 Iteration 161Q (160.966773 sec): 87 clusters Score: Raw -2379247.253815 + Penalty 74696.034290 = -2304551.219524 nChanged 33 Deleting Class 112 (24 points): Lose 165.963923 but Gain 1098.510921 Iteration 162Q (161.229117 sec): 86 clusters Score: Raw -2379117.353495 + Penalty 73629.567100 = -2305487.786395 nChanged 39 Deleting Class 144 (9 points): Lose 73.571407 but Gain 1003.894851 Iteration 163Q (161.489460 sec): 85 clusters Score: Raw -2379102.239509 + Penalty 72653.795328 = -2306448.444181 nChanged 23 Deleting Class 42 (29 points): Lose 86.459657 but Gain 1015.473339 Iteration 164Q (161.747460 sec): 84 clusters Score: Raw -2379038.558544 + Penalty 71656.778682 = -2307381.779862 nChanged 37 Deleting Class 34 (14 points): Lose 70.257546 but Gain 998.129830 Iteration 165Q (162.004045 sec): 83 clusters Score: Raw -2379010.845748 + Penalty 70676.209207 = -2308334.636541 nChanged 37 Deleting Class 98 (57 points): Lose 304.858111 but Gain 1229.596612 Iteration 166Q (162.259633 sec): 82 clusters Score: Raw -2378734.683888 + Penalty 69548.749691 = -2309185.934197 nChanged 73 Deleting Class 49 (23 points): Lose 136.815237 but Gain 1055.779540 Iteration 167Q (162.515500 sec): 81 clusters Score: Raw -2378787.679996 + Penalty 68543.492356 = -2310244.187640 nChanged 67 Deleting Class 52 (13 points): Lose 49.594897 but Gain 968.116655 Iteration 168Q (162.771298 sec): 80 clusters Score: Raw -2378817.089973 + Penalty 67587.826435 = -2311229.263537 nChanged 44 Deleting Class 40 (15 points): Lose 72.340489 but Gain 987.980751 Iteration 169Q (163.024103 sec): 79 clusters Score: Raw -2378779.907754 + Penalty 66602.365386 = -2312177.542367 nChanged 30 Deleting Class 92 (26 points): Lose 100.331966 but Gain 1014.377262 Iteration 170F (164.922656 sec): 78 clusters Score: Raw -2378708.422806 + Penalty 65610.765331 = -2313097.657474 nChanged 46 Deleting Class 129 (12 points): Lose 62.693301 but Gain 974.977728 Iteration 171Q (165.179463 sec): 77 clusters Score: Raw -2378694.828153 + Penalty 64648.082923 = -2314046.745231 nChanged 37 Deleting Class 229 (10 points): Lose 50.594170 but Gain 956.800725 Iteration 172Q (165.428158 sec): 76 clusters Score: Raw -2378676.726797 + Penalty 63702.250336 = -2314974.476461 nChanged 29 Deleting Class 135 (11 points): Lose 42.830239 but Gain 945.967702 Iteration 173Q (165.675570 sec): 75 clusters Score: Raw -2378650.098828 + Penalty 62765.280094 = -2315884.818734 nChanged 28 Deleting Class 202 (4 points): Lose 28.592656 but Gain 928.466741 Iteration 174Q (165.920016 sec): 74 clusters Score: Raw -2378656.695517 + Penalty 61842.462755 = -2316814.232762 nChanged 16 Deleting Class 86 (19 points): Lose 83.483636 but Gain 978.282750 Iteration 175Q (166.164784 sec): 73 clusters Score: Raw -2378584.561253 + Penalty 60886.878676 = -2317697.682577 nChanged 30 Deleting Class 27 (8 points): Lose 41.414605 but Gain 926.407215 Iteration 176Q (166.409562 sec): 72 clusters Score: Raw -2378571.741282 + Penalty 59955.291761 = -2318616.449521 nChanged 20 Deleting Class 132 (7 points): Lose 49.584879 but Gain 931.736952 Iteration 177Q (166.651335 sec): 71 clusters Score: Raw -2378546.306301 + Penalty 59029.458451 = -2319516.847850 nChanged 26 Deleting Class 77 (9 points): Lose 42.010386 but Gain 922.688802 Iteration 178Q (166.893041 sec): 70 clusters Score: Raw -2378527.412211 + Penalty 58132.308618 = -2320395.103593 nChanged 30 Deleting Class 107 (111 points): Lose 276.822651 but Gain 1155.810668 Iteration 179Q (167.132352 sec): 69 clusters Score: Raw -2378272.872262 + Penalty 57030.653048 = -2321242.219214 nChanged 130 Deleting Class 122 (53 points): Lose 310.957760 but Gain 1193.153878 Iteration 180F (168.799332 sec): 68 clusters Score: Raw -2378135.497219 + Penalty 55982.064473 = -2322153.432746 nChanged 84 Deleting Class 71 (67 points): Lose 290.874793 but Gain 1179.652461 Iteration 181Q (169.038277 sec): 67 clusters Score: Raw -2377987.134377 + Penalty 54869.365804 = -2323117.768573 nChanged 107 Deleting Class 123 (14 points): Lose 156.639024 but Gain 1017.269688 Iteration 182Q (169.277350 sec): 66 clusters Score: Raw -2377965.592937 + Penalty 53866.867730 = -2324098.725207 nChanged 43 Deleting Class 33 (13 points): Lose 57.338909 but Gain 915.715498 Iteration 183Q (169.511430 sec): 65 clusters Score: Raw -2377965.424782 + Penalty 52978.401174 = -2324987.023608 nChanged 38 Deleting Class 114 (3 points): Lose 22.616055 but Gain 874.093048 Iteration 184Q (169.746729 sec): 64 clusters Score: Raw -2377978.309932 + Penalty 52109.580069 = -2325868.729863 nChanged 16 Deleting Class 139 (5 points): Lose 35.295479 but Gain 884.928312 Iteration 185Q (169.980460 sec): 63 clusters Score: Raw -2377954.373550 + Penalty 51223.571290 = -2326730.802260 nChanged 16 Deleting Class 106 (9 points): Lose 32.466443 but Gain 882.101980 Iteration 186Q (170.209977 sec): 62 clusters Score: Raw -2377933.510104 + Penalty 50343.315052 = -2327590.195052 nChanged 22 Deleting Class 160 (10 points): Lose 55.376210 but Gain 900.940978 Iteration 187Q (170.437519 sec): 61 clusters Score: Raw -2377906.778670 + Penalty 49440.628946 = -2328466.149724 nChanged 23 Deleting Class 154 (23 points): Lose 76.586820 but Gain 894.572184 Iteration 188Q (170.665907 sec): 60 clusters Score: Raw -2377865.428550 + Penalty 48549.906092 = -2329315.522458 nChanged 28 Deleting Class 225 (8 points): Lose 32.112063 but Gain 838.776010 Iteration 189Q (170.891112 sec): 59 clusters Score: Raw -2377880.230925 + Penalty 47702.270238 = -2330177.960687 nChanged 26 Deleting Class 169 (9 points): Lose 47.717982 but Gain 850.431055 Iteration 190F (172.319139 sec): 58 clusters Score: Raw -2377879.815387 + Penalty 46841.086443 = -2331038.728944 nChanged 23 Deleting Class 24 (25 points): Lose 92.159986 but Gain 828.124307 Iteration 191Q (172.540924 sec): 57 clusters Score: Raw -2377808.130147 + Penalty 46021.467201 = -2331786.662946 nChanged 37 Deleting Class 128 (26 points): Lose 149.829559 but Gain 879.818373 Iteration 192Q (172.763269 sec): 56 clusters Score: Raw -2377695.136950 + Penalty 45149.248962 = -2332545.887988 nChanged 37 Deleting Class 100 (165 points): Lose 522.689247 but Gain 1252.450904 Iteration 193Q (172.982558 sec): 55 clusters Score: Raw -2377220.444820 + Penalty 43897.642104 = -2333322.802716 nChanged 179 Deleting Class 72 (56 points): Lose 992.688836 but Gain 1699.497598 Iteration 194Q (173.205194 sec): 54 clusters Score: Raw -2376543.063784 + Penalty 42261.257989 = -2334281.805795 nChanged 96 Deleting Class 46 (13 points): Lose 58.755582 but Gain 762.155061 Iteration 195Q (173.428921 sec): 53 clusters Score: Raw -2377118.920233 + Penalty 41573.839001 = -2335545.081232 nChanged 51 Deleting Class 89 (40 points): Lose 126.512833 but Gain 820.717572 Iteration 196Q (173.644911 sec): 52 clusters Score: Raw -2377064.052880 + Penalty 40769.276015 = -2336294.776865 nChanged 77 Deleting Class 120 (19 points): Lose 146.323179 but Gain 837.591437 Iteration 197Q (173.859673 sec): 51 clusters Score: Raw -2376996.636242 + Penalty 39945.320586 = -2337051.315656 nChanged 67 Deleting Class 5 (46 points): Lose 187.871162 but Gain 812.742998 Iteration 198Q (174.073023 sec): 50 clusters Score: Raw -2376879.479017 + Penalty 39138.880442 = -2337740.598575 nChanged 83 Deleting Class 87 (130 points): Lose 664.392106 but Gain 1244.246156 Iteration 199Q (174.285719 sec): 49 clusters Score: Raw -2376332.832452 + Penalty 38020.502484 = -2338312.329969 nChanged 169 Deleting Class 43 (326 points): Lose 683.080174 but Gain 1236.164764 Iteration 200F (175.481265 sec): 48 clusters Score: Raw -2375987.946354 + Penalty 36849.575901 = -2339138.370452 nChanged 395 Deleting Class 59 (213 points): Lose 539.605309 but Gain 1089.449079 Iteration 201Q (175.701884 sec): 47 clusters Score: Raw -2375974.646262 + Penalty 35839.648036 = -2340134.998227 nChanged 328 Deleting Class 117 (133 points): Lose 700.797556 but Gain 1247.447191 Iteration 202Q (175.917028 sec): 46 clusters Score: Raw -2375663.550558 + Penalty 34739.907680 = -2340923.642878 nChanged 224 Deleting Class 83 (57 points): Lose 466.096148 but Gain 918.252936 Iteration 203Q (176.126881 sec): 45 clusters Score: Raw -2375486.962152 + Penalty 33873.639282 = -2341613.322871 nChanged 149 Deleting Class 66 (347 points): Lose 697.820116 but Gain 1110.334330 Iteration 204Q (176.333375 sec): 44 clusters Score: Raw -2375127.811239 + Penalty 31133.642308 = -2343994.168931 nChanged 419 Deleting Class 31 (283 points): Lose 824.653232 but Gain 1052.712535 Iteration 205Q (176.542223 sec): 43 clusters Score: Raw -2374885.766504 + Penalty 30235.551759 = -2344650.214745 nChanged 407 Deleting Class 8 (135 points): Lose 536.364181 but Gain 645.678431 Iteration 206Q (176.748793 sec): 42 clusters Score: Raw -2374905.756425 + Penalty 29580.281646 = -2345325.474779 nChanged 290 Iteration 207Q (176.952034 sec): 42 clusters Score: Raw -2375216.071156 + Penalty 29566.531835 = -2345649.539320 nChanged 125 Iteration 208Q (177.151144 sec): 42 clusters Score: Raw -2375266.511003 + Penalty 29561.609288 = -2345704.901716 nChanged 75 Iteration 209Q (177.348819 sec): 42 clusters Score: Raw -2375284.100010 + Penalty 29562.674251 = -2345721.425759 nChanged 37 Iteration 210F (178.376511 sec): 42 clusters Score: Raw -2375293.313634 + Penalty 29555.905942 = -2345737.407692 nChanged 32 Iteration 211Q (178.577809 sec): 42 clusters Score: Raw -2375300.498963 + Penalty 29558.377875 = -2345742.121088 nChanged 19 Iteration 212Q (178.778334 sec): 42 clusters Score: Raw -2375306.166897 + Penalty 29557.433059 = -2345748.733838 nChanged 6 Iteration 213Q (178.979240 sec): 42 clusters Score: Raw -2375307.858039 + Penalty 29555.808886 = -2345752.049153 nChanged 2 Iteration 214Q (179.179718 sec): 42 clusters Score: Raw -2375307.978242 + Penalty 29554.366643 = -2345753.611599 nChanged 3 Iteration 215Q (179.380357 sec): 42 clusters Score: Raw -2375308.035122 + Penalty 29555.641389 = -2345752.393733 nChanged 3 Iteration 216F (180.407810 sec): 42 clusters Score: Raw -2375308.926974 + Penalty 29557.781302 = -2345751.145672 nChanged 3 Iteration 217F (181.435119 sec): 42 clusters Score: Raw -2375310.250628 + Penalty 29558.463854 = -2345751.786774 nChanged 4 Iteration 218Q (181.635877 sec): 42 clusters Score: Raw -2375310.590417 + Penalty 29558.463854 = -2345752.126564 nChanged 0 Writing temp clu file Memory request: 0.24 GB would take us to total of 0.47 GB. Compute initial score before splitting: Score: Raw -2375310.590417 + Penalty 29558.463854 = -2345752.126564Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 1 (2010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.803729 sec): 2 clusters Score: Raw -102614.261882 + Penalty 97.796500 = -102516.465382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.807434 sec): 3 clusters Score: Raw -101298.069437 + Penalty 198.110451 = -101099.958986 nChanged 964 SP:Iteration 1F (181.811142 sec): 3 clusters Score: Raw -101955.710507 + Penalty 198.642232 = -101757.068275 nChanged 202 SP:Iteration 2F (181.814826 sec): 3 clusters Score: Raw -102120.313988 + Penalty 197.351322 = -101922.962666 nChanged 193 SP:Iteration 3F (181.818461 sec): 3 clusters Score: Raw -102333.512372 + Penalty 196.741145 = -102136.771227 nChanged 124 SP:Iteration 4F (181.822088 sec): 3 clusters Score: Raw -102413.809369 + Penalty 196.291748 = -102217.517621 nChanged 60 SP:Iteration 5Q (181.825571 sec): 3 clusters Score: Raw -102444.700726 + Penalty 195.942571 = -102248.758155 nChanged 41 SP:Iteration 6Q (181.829039 sec): 3 clusters Score: Raw -102461.158963 + Penalty 195.752285 = -102265.406678 nChanged 32 SP:Iteration 7Q (181.832502 sec): 3 clusters Score: Raw -102470.848251 + Penalty 195.631882 = -102275.216368 nChanged 25 SP:Iteration 8Q (181.835970 sec): 3 clusters Score: Raw -102476.798417 + Penalty 195.577044 = -102281.221373 nChanged 22 SP:Iteration 9Q (181.839420 sec): 3 clusters Score: Raw -102481.945568 + Penalty 195.571594 = -102286.373974 nChanged 20 SP:Iteration 10F (181.843054 sec): 3 clusters Score: Raw -102487.497367 + Penalty 195.563954 = -102291.933413 nChanged 24 SP:Iteration 11Q (181.846567 sec): 3 clusters Score: Raw -102496.617308 + Penalty 195.621732 = -102300.995576 nChanged 30 SP:Iteration 12Q (181.850166 sec): 3 clusters Score: Raw -102504.779995 + Penalty 195.631607 = -102309.148388 nChanged 17 SP:Iteration 13Q (181.853605 sec): 3 clusters Score: Raw -102508.159373 + Penalty 195.731860 = -102312.427513 nChanged 13 SP:Iteration 14Q (181.857032 sec): 3 clusters Score: Raw -102510.289722 + Penalty 195.856771 = -102314.432950 nChanged 12 SP:Iteration 15Q (181.860443 sec): 3 clusters Score: Raw -102511.836936 + Penalty 195.975563 = -102315.861374 nChanged 5 SP:Iteration 16Q (181.863852 sec): 3 clusters Score: Raw -102512.679196 + Penalty 196.061151 = -102316.618045 nChanged 7 SP:Iteration 17Q (181.867252 sec): 3 clusters Score: Raw -102513.809626 + Penalty 196.054676 = -102317.754950 nChanged 7 SP:Iteration 18Q (181.870650 sec): 3 clusters Score: Raw -102515.270029 + Penalty 196.142301 = -102319.127727 nChanged 5 SP:Iteration 19Q (181.874048 sec): 3 clusters Score: Raw -102516.273358 + Penalty 196.174185 = -102320.099172 nChanged 5 SP:Iteration 20F (181.877678 sec): 3 clusters Score: Raw -102516.908929 + Penalty 196.250202 = -102320.658728 nChanged 5 SP:Iteration 21Q (181.881097 sec): 3 clusters Score: Raw -102517.857166 + Penalty 196.294099 = -102321.563067 nChanged 4 SP:Iteration 22Q (181.884518 sec): 3 clusters Score: Raw -102518.310226 + Penalty 196.309827 = -102322.000398 nChanged 5 SP:Iteration 23Q (181.887930 sec): 3 clusters Score: Raw -102518.821183 + Penalty 196.396400 = -102322.424783 nChanged 5 SP:Iteration 24Q (181.891335 sec): 3 clusters Score: Raw -102519.076614 + Penalty 196.434550 = -102322.642064 nChanged 3 SP:Iteration 25Q (181.894781 sec): 3 clusters Score: Raw -102519.288108 + Penalty 196.457587 = -102322.830521 nChanged 8 SP:Iteration 26Q (181.898336 sec): 3 clusters Score: Raw -102519.798884 + Penalty 196.422032 = -102323.376852 nChanged 3 SP:Iteration 27Q (181.901875 sec): 3 clusters Score: Raw -102519.956791 + Penalty 196.422032 = -102323.534759 nChanged 0 SP:Iteration 28F (181.906020 sec): 3 clusters Score: Raw -102519.956791 + Penalty 196.422032 = -102323.534759 nChanged 0 Memory request: 0.03 GB would take us to total of 0.50 GB. Trying to split cluster 2 (5147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.929799 sec): 2 clusters Score: Raw -259099.485232 + Penalty 150.779840 = -258948.705392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.939254 sec): 3 clusters Score: Raw -255797.047635 + Penalty 311.888167 = -255485.159468 nChanged 2395 SP:Iteration 1F (181.948584 sec): 3 clusters Score: Raw -258148.974742 + Penalty 313.172718 = -257835.802024 nChanged 504 SP:Iteration 2F (181.958161 sec): 3 clusters Score: Raw -258577.273955 + Penalty 313.629216 = -258263.644739 nChanged 317 SP:Iteration 3F (181.967310 sec): 3 clusters Score: Raw -258781.256339 + Penalty 313.533165 = -258467.723174 nChanged 220 SP:Iteration 4Q (181.976304 sec): 3 clusters Score: Raw -258890.229844 + Penalty 314.901431 = -258575.328413 nChanged 137 SP:Iteration 5Q (181.985248 sec): 3 clusters Score: Raw -258943.863524 + Penalty 316.350839 = -258627.512685 nChanged 90 SP:Iteration 6Q (181.994163 sec): 3 clusters Score: Raw -258969.189870 + Penalty 317.634190 = -258651.555680 nChanged 57 SP:Iteration 7Q (182.003121 sec): 3 clusters Score: Raw -258984.971174 + Penalty 319.356858 = -258665.614316 nChanged 53 SP:Iteration 8Q (182.012058 sec): 3 clusters Score: Raw -259000.080207 + Penalty 321.006132 = -258679.074075 nChanged 60 SP:Iteration 9Q (182.021228 sec): 3 clusters Score: Raw -259014.521985 + Penalty 322.174359 = -258692.347626 nChanged 58 SP:Iteration 10F (182.030383 sec): 3 clusters Score: Raw -259029.627934 + Penalty 323.069912 = -258706.558023 nChanged 47 SP:Iteration 11Q (182.039132 sec): 3 clusters Score: Raw -259040.580774 + Penalty 324.399649 = -258716.181125 nChanged 53 SP:Iteration 12Q (182.047973 sec): 3 clusters Score: Raw -259051.576851 + Penalty 325.354566 = -258726.222285 nChanged 54 SP:Iteration 13Q (182.056853 sec): 3 clusters Score: Raw -259063.677134 + Penalty 326.141455 = -258737.535679 nChanged 47 SP:Iteration 14Q (182.065497 sec): 3 clusters Score: Raw -259073.331247 + Penalty 326.905068 = -258746.426179 nChanged 43 SP:Iteration 15Q (182.074086 sec): 3 clusters Score: Raw -259081.224270 + Penalty 327.874529 = -258753.349741 nChanged 31 SP:Iteration 16Q (182.082622 sec): 3 clusters Score: Raw -259086.241855 + Penalty 329.022578 = -258757.219277 nChanged 34 SP:Iteration 17Q (182.091232 sec): 3 clusters Score: Raw -259092.383966 + Penalty 329.944784 = -258762.439182 nChanged 30 SP:Iteration 18Q (182.099714 sec): 3 clusters Score: Raw -259096.934780 + Penalty 330.564523 = -258766.370257 nChanged 34 SP:Iteration 19Q (182.108268 sec): 3 clusters Score: Raw -259104.191704 + Penalty 330.431713 = -258773.759991 nChanged 30 SP:Iteration 20F (182.117529 sec): 3 clusters Score: Raw -259110.546043 + Penalty 330.672133 = -258779.873910 nChanged 25 SP:Iteration 21Q (182.126115 sec): 3 clusters Score: Raw -259114.775595 + Penalty 331.179573 = -258783.596022 nChanged 23 SP:Iteration 22Q (182.134593 sec): 3 clusters Score: Raw -259118.340983 + Penalty 331.761547 = -258786.579435 nChanged 20 SP:Iteration 23Q (182.143130 sec): 3 clusters Score: Raw -259121.268833 + Penalty 332.475583 = -258788.793250 nChanged 19 SP:Iteration 24Q (182.151529 sec): 3 clusters Score: Raw -259123.371148 + Penalty 332.858599 = -258790.512549 nChanged 12 SP:Iteration 25Q (182.160306 sec): 3 clusters Score: Raw -259124.704603 + Penalty 333.134361 = -258791.570241 nChanged 16 SP:Iteration 26Q (182.168799 sec): 3 clusters Score: Raw -259126.324226 + Penalty 333.310167 = -258793.014058 nChanged 9 SP:Iteration 27Q (182.177281 sec): 3 clusters Score: Raw -259127.395298 + Penalty 333.246216 = -258794.149082 nChanged 11 SP:Iteration 28Q (182.185778 sec): 3 clusters Score: Raw -259128.516603 + Penalty 333.149547 = -258795.367056 nChanged 8 SP:Iteration 29Q (182.194147 sec): 3 clusters Score: Raw -259129.191268 + Penalty 332.777427 = -258796.413841 nChanged 10 SP:Iteration 30F (182.203250 sec): 3 clusters Score: Raw -259129.810948 + Penalty 333.151193 = -258796.659755 nChanged 6 SP:Iteration 31Q (182.211646 sec): 3 clusters Score: Raw -259130.133484 + Penalty 333.406059 = -258796.727425 nChanged 6 SP:Iteration 32Q (182.220114 sec): 3 clusters Score: Raw -259130.364235 + Penalty 333.736693 = -258796.627543 nChanged 4 SP:Iteration 33F (182.229264 sec): 3 clusters Score: Raw -259130.478020 + Penalty 333.910767 = -258796.567252 nChanged 3 SP:Iteration 34F (182.238374 sec): 3 clusters Score: Raw -259130.678787 + Penalty 334.166429 = -258796.512357 nChanged 3 SP:Iteration 35F (182.247479 sec): 3 clusters Score: Raw -259130.824208 + Penalty 334.311433 = -258796.512775 nChanged 2 SP:Iteration 36Q (182.255959 sec): 3 clusters Score: Raw -259130.853405 + Penalty 334.385463 = -258796.467942 nChanged 1 SP:Iteration 37F (182.265322 sec): 3 clusters Score: Raw -259130.871232 + Penalty 334.486922 = -258796.384310 nChanged 1 SP:Iteration 38F (182.274446 sec): 3 clusters Score: Raw -259130.890446 + Penalty 334.521925 = -258796.368521 nChanged 1 SP:Iteration 39F (182.283655 sec): 3 clusters Score: Raw -259130.898370 + Penalty 334.521925 = -258796.376445 nChanged 0 Memory request: 0.09 GB would take us to total of 0.57 GB. Trying to split cluster 3 (20348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (182.376529 sec): 2 clusters Score: Raw -985677.622803 + Penalty 169.345547 = -985508.277256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (182.414652 sec): 3 clusters Score: Raw -971852.777801 + Penalty 359.254229 = -971493.523572 nChanged 9777 SP:Iteration 1F (182.452163 sec): 3 clusters Score: Raw -978285.421956 + Penalty 422.112488 = -977863.309468 nChanged 3724 SP:Iteration 2F (182.489757 sec): 3 clusters Score: Raw -982551.713041 + Penalty 522.841175 = -982028.871866 nChanged 1852 SP:Iteration 3F (182.526952 sec): 3 clusters Score: Raw -984659.031728 + Penalty 567.744698 = -984091.287030 nChanged 630 SP:Iteration 4Q (182.563544 sec): 3 clusters Score: Raw -985271.867977 + Penalty 609.334312 = -984662.533665 nChanged 261 SP:Iteration 5Q (182.595700 sec): 3 clusters Score: Raw -985499.259988 + Penalty 633.374091 = -984865.885897 nChanged 103 SP:Iteration 6Q (182.625750 sec): 3 clusters Score: Raw -985585.083213 + Penalty 652.327150 = -984932.756063 nChanged 47 SP:Iteration 7Q (182.655218 sec): 3 clusters Score: Raw -985623.879271 + Penalty 676.100380 = -984947.778891 nChanged 30 SP:Iteration 8Q (182.684423 sec): 3 clusters Score: Raw -985650.445876 + Penalty 720.678454 = -984929.767423 nChanged 15 SP:Iteration 9F (182.721726 sec): 3 clusters Score: Raw -985664.454753 + Penalty 749.097043 = -984915.357710 nChanged 8 SP:Iteration 10F (182.758715 sec): 3 clusters Score: Raw -985672.673582 + Penalty 758.763033 = -984913.910548 nChanged 8 SP:Iteration 11F (182.796543 sec): 3 clusters Score: Raw -985681.959782 + Penalty 760.141906 = -984921.817876 nChanged 5 SP:Iteration 12Q (182.825652 sec): 3 clusters Score: Raw -985688.624844 + Penalty 768.179678 = -984920.445166 nChanged 4 SP:Iteration 13F (182.862582 sec): 3 clusters Score: Raw -985691.908659 + Penalty 781.899909 = -984910.008751 nChanged 2 SP:Iteration 14F (182.899788 sec): 3 clusters Score: Raw -985694.498965 + Penalty 793.853106 = -984900.645859 nChanged 2 SP:Iteration 15F (182.937567 sec): 3 clusters Score: Raw -985697.324797 + Penalty 785.626113 = -984911.698683 nChanged 1 SP:Iteration 16Q (182.966379 sec): 3 clusters Score: Raw -985699.464086 + Penalty 778.722864 = -984920.741222 nChanged 1 SP:Iteration 17Q (182.995899 sec): 3 clusters Score: Raw -985703.497065 + Penalty 789.226604 = -984914.270460 nChanged 1 SP:Iteration 18F (183.033040 sec): 3 clusters Score: Raw -985704.090405 + Penalty 789.226604 = -984914.863801 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 4 (1794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.054118 sec): 2 clusters Score: Raw -91660.602047 + Penalty 113.983250 = -91546.618796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.057444 sec): 3 clusters Score: Raw -90496.582900 + Penalty 246.272046 = -90250.310854 nChanged 811 SP:Iteration 1F (183.060705 sec): 3 clusters Score: Raw -91265.361907 + Penalty 251.267432 = -91014.094475 nChanged 202 SP:Iteration 2F (183.063964 sec): 3 clusters Score: Raw -91465.759908 + Penalty 251.456270 = -91214.303638 nChanged 111 SP:Iteration 3F (183.067220 sec): 3 clusters Score: Raw -91556.623905 + Penalty 250.692345 = -91305.931561 nChanged 61 SP:Iteration 4Q (183.070429 sec): 3 clusters Score: Raw -91583.169652 + Penalty 250.234166 = -91332.935485 nChanged 23 SP:Iteration 5Q (183.073703 sec): 3 clusters Score: Raw -91589.342432 + Penalty 250.488828 = -91338.853604 nChanged 13 SP:Iteration 6Q (183.076869 sec): 3 clusters Score: Raw -91593.167696 + Penalty 249.003670 = -91344.164025 nChanged 9 SP:Iteration 7Q (183.080031 sec): 3 clusters Score: Raw -91595.959053 + Penalty 247.034527 = -91348.924526 nChanged 8 SP:Iteration 8Q (183.083141 sec): 3 clusters Score: Raw -91598.273016 + Penalty 247.022122 = -91351.250894 nChanged 4 SP:Iteration 9Q (183.086247 sec): 3 clusters Score: Raw -91598.842817 + Penalty 247.481119 = -91351.361697 nChanged 5 SP:Iteration 10F (183.089498 sec): 3 clusters Score: Raw -91599.918622 + Penalty 246.863163 = -91353.055459 nChanged 5 SP:Iteration 11Q (183.092589 sec): 3 clusters Score: Raw -91600.868803 + Penalty 246.721881 = -91354.146922 nChanged 1 SP:Iteration 12Q (183.095684 sec): 3 clusters Score: Raw -91600.921955 + Penalty 246.563288 = -91354.358667 nChanged 1 SP:Iteration 13Q (183.098775 sec): 3 clusters Score: Raw -91600.958212 + Penalty 246.622775 = -91354.335437 nChanged 1 SP:Iteration 14F (183.102024 sec): 3 clusters Score: Raw -91601.135602 + Penalty 246.297253 = -91354.838350 nChanged 2 SP:Iteration 15Q (183.105117 sec): 3 clusters Score: Raw -91601.647038 + Penalty 246.154744 = -91355.492294 nChanged 1 SP:Iteration 16Q (183.108205 sec): 3 clusters Score: Raw -91601.673075 + Penalty 246.154744 = -91355.518331 nChanged 0 SP:Iteration 17F (183.111453 sec): 3 clusters Score: Raw -91601.673075 + Penalty 246.154744 = -91355.518331 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 6 (722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.115786 sec): 2 clusters Score: Raw -35436.925541 + Penalty 322.763408 = -35114.162133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.117267 sec): 3 clusters Score: Raw -35080.982595 + Penalty 648.065990 = -34432.916604 nChanged 254 SP:Iteration 1F (183.118728 sec): 3 clusters Score: Raw -35268.801389 + Penalty 650.064434 = -34618.736955 nChanged 79 SP:Iteration 2F (183.120180 sec): 3 clusters Score: Raw -35365.585644 + Penalty 655.924918 = -34709.660725 nChanged 51 SP:Iteration 3F (183.121649 sec): 3 clusters Score: Raw -35431.477159 + Penalty 658.636786 = -34772.840373 nChanged 42 SP:Iteration 4F (183.123081 sec): 3 clusters Score: Raw -35489.182545 + Penalty 663.245204 = -34825.937341 nChanged 33 SP:Iteration 5Q (183.124544 sec): 3 clusters Score: Raw -35516.201372 + Penalty 661.193061 = -34855.008311 nChanged 20 SP:Iteration 6Q (183.125985 sec): 3 clusters Score: Raw -35527.437103 + Penalty 658.208249 = -34869.228854 nChanged 11 SP:Iteration 7Q (183.127412 sec): 3 clusters Score: Raw -35536.833899 + Penalty 657.265894 = -34879.568005 nChanged 7 SP:Iteration 8Q (183.128870 sec): 3 clusters Score: Raw -35541.489245 + Penalty 655.342307 = -34886.146938 nChanged 5 SP:Iteration 9Q (183.130299 sec): 3 clusters Score: Raw -35544.355361 + Penalty 652.557596 = -34891.797765 nChanged 6 SP:Iteration 10F (183.131733 sec): 3 clusters Score: Raw -35548.979976 + Penalty 649.430763 = -34899.549213 nChanged 9 SP:Iteration 11Q (183.133141 sec): 3 clusters Score: Raw -35556.114950 + Penalty 647.243987 = -34908.870963 nChanged 6 SP:Iteration 12Q (183.134625 sec): 3 clusters Score: Raw -35559.169473 + Penalty 645.867347 = -34913.302126 nChanged 4 SP:Iteration 13Q (183.136050 sec): 3 clusters Score: Raw -35560.974625 + Penalty 645.785020 = -34915.189604 nChanged 5 SP:Iteration 14Q (183.137466 sec): 3 clusters Score: Raw -35563.462609 + Penalty 643.718296 = -34919.744313 nChanged 5 SP:Iteration 15Q (183.138894 sec): 3 clusters Score: Raw -35566.279744 + Penalty 643.538785 = -34922.740959 nChanged 5 SP:Iteration 16Q (183.140315 sec): 3 clusters Score: Raw -35568.644281 + Penalty 643.726398 = -34924.917883 nChanged 3 SP:Iteration 17Q (183.141718 sec): 3 clusters Score: Raw -35569.874654 + Penalty 642.902628 = -34926.972025 nChanged 4 SP:Iteration 18Q (183.143114 sec): 3 clusters Score: Raw -35570.729032 + Penalty 642.753168 = -34927.975864 nChanged 3 SP:Iteration 19Q (183.144552 sec): 3 clusters Score: Raw -35571.511153 + Penalty 641.277536 = -34930.233617 nChanged 4 SP:Iteration 20F (183.146000 sec): 3 clusters Score: Raw -35573.369353 + Penalty 640.000492 = -34933.368861 nChanged 7 SP:Iteration 21Q (183.147411 sec): 3 clusters Score: Raw -35576.099888 + Penalty 639.296277 = -34936.803611 nChanged 4 SP:Iteration 22Q (183.148805 sec): 3 clusters Score: Raw -35577.429637 + Penalty 638.982782 = -34938.446855 nChanged 1 SP:Iteration 23Q (183.150198 sec): 3 clusters Score: Raw -35577.650478 + Penalty 638.982782 = -34938.667696 nChanged 0 SP:Iteration 24F (183.151623 sec): 3 clusters Score: Raw -35577.650478 + Penalty 638.982782 = -34938.667696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 7 (500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.161125 sec): 2 clusters Score: Raw -24291.697954 + Penalty 873.267756 = -23418.430198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.162209 sec): 3 clusters Score: Raw -24193.593927 + Penalty 1746.306449 = -22447.287478 nChanged 114 SP:Iteration 1F (183.163273 sec): 3 clusters Score: Raw -24324.711513 + Penalty 1745.687524 = -22579.023989 nChanged 39 SP:Iteration 2F (183.164347 sec): 3 clusters Score: Raw -24378.419876 + Penalty 1745.464780 = -22632.955096 nChanged 15 SP:Iteration 3Q (183.165378 sec): 3 clusters Score: Raw -24393.878986 + Penalty 1745.724939 = -22648.154047 nChanged 10 SP:Iteration 4Q (183.166404 sec): 3 clusters Score: Raw -24406.788034 + Penalty 1745.761380 = -22661.026654 nChanged 8 SP:Iteration 5Q (183.167422 sec): 3 clusters Score: Raw -24416.713136 + Penalty 1746.020443 = -22670.692693 nChanged 9 SP:Iteration 6Q (183.168453 sec): 3 clusters Score: Raw -24423.497776 + Penalty 1746.431468 = -22677.066308 nChanged 7 SP:Iteration 7Q (183.169475 sec): 3 clusters Score: Raw -24431.324739 + Penalty 1747.145074 = -22684.179665 nChanged 10 SP:Iteration 8Q (183.170495 sec): 3 clusters Score: Raw -24445.558914 + Penalty 1748.032256 = -22697.526658 nChanged 13 SP:Iteration 9Q (183.171520 sec): 3 clusters Score: Raw -24466.052864 + Penalty 1749.290395 = -22716.762469 nChanged 14 SP:Iteration 10F (183.172580 sec): 3 clusters Score: Raw -24487.810952 + Penalty 1750.513596 = -22737.297355 nChanged 13 SP:Iteration 11Q (183.173597 sec): 3 clusters Score: Raw -24500.977106 + Penalty 1750.747798 = -22750.229308 nChanged 5 SP:Iteration 12Q (183.174617 sec): 3 clusters Score: Raw -24508.804142 + Penalty 1750.951315 = -22757.852827 nChanged 5 SP:Iteration 13Q (183.175630 sec): 3 clusters Score: Raw -24522.713078 + Penalty 1750.951315 = -22771.761762 nChanged 2 SP:Iteration 14Q (183.176663 sec): 3 clusters Score: Raw -24524.231492 + Penalty 1751.122092 = -22773.109400 nChanged 3 SP:Iteration 15Q (183.177674 sec): 3 clusters Score: Raw -24529.701362 + Penalty 1751.550097 = -22778.151265 nChanged 2 SP:Iteration 16Q (183.178681 sec): 3 clusters Score: Raw -24533.012578 + Penalty 1752.520550 = -22780.492027 nChanged 4 SP:Iteration 17Q (183.179688 sec): 3 clusters Score: Raw -24537.916601 + Penalty 1753.373802 = -22784.542800 nChanged 5 SP:Iteration 18Q (183.180764 sec): 3 clusters Score: Raw -24542.288029 + Penalty 1754.810416 = -22787.477613 nChanged 5 SP:Iteration 19Q (183.181823 sec): 3 clusters Score: Raw -24547.125458 + Penalty 1755.700189 = -22791.425269 nChanged 4 SP:Iteration 20F (183.182932 sec): 3 clusters Score: Raw -24551.196018 + Penalty 1756.637986 = -22794.558031 nChanged 4 SP:Iteration 21Q (183.183990 sec): 3 clusters Score: Raw -24555.831723 + Penalty 1757.899919 = -22797.931804 nChanged 6 SP:Iteration 22Q (183.185045 sec): 3 clusters Score: Raw -24561.038704 + Penalty 1758.906498 = -22802.132207 nChanged 4 SP:Iteration 23Q (183.186063 sec): 3 clusters Score: Raw -24566.390739 + Penalty 1758.663230 = -22807.727509 nChanged 3 SP:Iteration 24Q (183.187066 sec): 3 clusters Score: Raw -24568.899504 + Penalty 1759.526445 = -22809.373059 nChanged 1 SP:Iteration 25Q (183.188070 sec): 3 clusters Score: Raw -24570.056457 + Penalty 1759.526445 = -22810.530013 nChanged 0 SP:Iteration 26F (183.189128 sec): 3 clusters Score: Raw -24570.056457 + Penalty 1759.526445 = -22810.530013 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 9 (1438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.194904 sec): 2 clusters Score: Raw -71783.430219 + Penalty 136.162533 = -71647.267686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.197614 sec): 3 clusters Score: Raw -70858.900192 + Penalty 273.392222 = -70585.507970 nChanged 639 SP:Iteration 1F (183.200266 sec): 3 clusters Score: Raw -71158.979769 + Penalty 276.927557 = -70882.052213 nChanged 214 SP:Iteration 2F (183.202913 sec): 3 clusters Score: Raw -71334.804105 + Penalty 286.312871 = -71048.491234 nChanged 196 SP:Iteration 3F (183.205568 sec): 3 clusters Score: Raw -71507.604478 + Penalty 297.125572 = -71210.478906 nChanged 129 SP:Iteration 4F (183.208211 sec): 3 clusters Score: Raw -71608.050073 + Penalty 308.043826 = -71300.006248 nChanged 72 SP:Iteration 5F (183.210854 sec): 3 clusters Score: Raw -71667.838991 + Penalty 322.568624 = -71345.270368 nChanged 57 SP:Iteration 6Q (183.213512 sec): 3 clusters Score: Raw -71722.860383 + Penalty 338.997621 = -71383.862762 nChanged 44 SP:Iteration 7Q (183.216151 sec): 3 clusters Score: Raw -71757.928015 + Penalty 339.811958 = -71418.116056 nChanged 27 SP:Iteration 8Q (183.218691 sec): 3 clusters Score: Raw -71778.335201 + Penalty 373.250995 = -71405.084207 nChanged 18 SP:Iteration 9F (183.221339 sec): 3 clusters Score: Raw -71792.987477 + Penalty 388.836471 = -71404.151006 nChanged 13 SP:Iteration 10F (183.224015 sec): 3 clusters Score: Raw -71802.234350 + Penalty 392.543004 = -71409.691347 nChanged 2 SP:Iteration 11Q (183.226406 sec): 3 clusters Score: Raw -71803.692395 + Penalty 398.793956 = -71404.898439 nChanged 1 SP:Iteration 12F (183.229054 sec): 3 clusters Score: Raw -71804.215715 + Penalty 398.793956 = -71405.421760 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 10 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.232443 sec): 2 clusters Score: Raw -32729.469612 + Penalty 304.057744 = -32425.411868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.233841 sec): 3 clusters Score: Raw -32355.652592 + Penalty 606.943319 = -31748.709274 nChanged 243 SP:Iteration 1F (183.235220 sec): 3 clusters Score: Raw -32472.800278 + Penalty 605.155700 = -31867.644578 nChanged 64 SP:Iteration 2F (183.236615 sec): 3 clusters Score: Raw -32524.501088 + Penalty 603.223987 = -31921.277101 nChanged 54 SP:Iteration 3F (183.238007 sec): 3 clusters Score: Raw -32576.599964 + Penalty 600.571833 = -31976.028131 nChanged 48 SP:Iteration 4F (183.239431 sec): 3 clusters Score: Raw -32620.575236 + Penalty 600.022333 = -32020.552902 nChanged 30 SP:Iteration 5Q (183.240778 sec): 3 clusters Score: Raw -32647.759154 + Penalty 600.044236 = -32047.714918 nChanged 35 SP:Iteration 6F (183.242158 sec): 3 clusters Score: Raw -32684.954528 + Penalty 599.572030 = -32085.382498 nChanged 20 SP:Iteration 7Q (183.243543 sec): 3 clusters Score: Raw -32699.745092 + Penalty 599.263776 = -32100.481316 nChanged 10 SP:Iteration 8Q (183.244887 sec): 3 clusters Score: Raw -32703.863582 + Penalty 599.263776 = -32104.599806 nChanged 0 SP:Iteration 9F (183.246262 sec): 3 clusters Score: Raw -32703.863582 + Penalty 599.263776 = -32104.599806 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 12 (1399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.250874 sec): 2 clusters Score: Raw -72186.410225 + Penalty 77.734558 = -72108.675667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.253486 sec): 3 clusters Score: Raw -71302.297856 + Penalty 163.115194 = -71139.182663 nChanged 646 SP:Iteration 1F (183.256056 sec): 3 clusters Score: Raw -71785.977016 + Penalty 168.987035 = -71616.989982 nChanged 111 SP:Iteration 2F (183.258616 sec): 3 clusters Score: Raw -71858.658528 + Penalty 175.578987 = -71683.079541 nChanged 96 SP:Iteration 3F (183.261174 sec): 3 clusters Score: Raw -71949.227208 + Penalty 185.985229 = -71763.241979 nChanged 86 SP:Iteration 4F (183.263729 sec): 3 clusters Score: Raw -72054.314896 + Penalty 204.666012 = -71849.648884 nChanged 59 SP:Iteration 5Q (183.266301 sec): 3 clusters Score: Raw -72126.364642 + Penalty 221.573016 = -71904.791625 nChanged 22 SP:Iteration 6Q (183.268664 sec): 3 clusters Score: Raw -72157.404764 + Penalty 239.739516 = -71917.665248 nChanged 9 SP:Iteration 7Q (183.270795 sec): 3 clusters Score: Raw -72172.176358 + Penalty 244.689881 = -71927.486477 nChanged 5 SP:Iteration 8Q (183.272862 sec): 3 clusters Score: Raw -72177.211210 + Penalty 249.322882 = -71927.888328 nChanged 2 SP:Iteration 9Q (183.274918 sec): 3 clusters Score: Raw -72179.738742 + Penalty 250.095853 = -71929.642888 nChanged 2 SP:Iteration 10F (183.277470 sec): 3 clusters Score: Raw -72180.521785 + Penalty 255.091788 = -71925.429997 nChanged 1 SP:Iteration 11F (183.280142 sec): 3 clusters Score: Raw -72180.236962 + Penalty 245.904624 = -71934.332338 nChanged 2 SP:Iteration 12Q (183.282349 sec): 3 clusters Score: Raw -72180.492638 + Penalty 260.613807 = -71919.878831 nChanged 3 SP:Iteration 13F (183.285077 sec): 3 clusters Score: Raw -72180.914386 + Penalty 278.643180 = -71902.271206 nChanged 3 SP:Iteration 14F (183.287669 sec): 3 clusters Score: Raw -72181.872094 + Penalty 329.398567 = -71852.473527 nChanged 5 SP:Iteration 15F (183.290212 sec): 3 clusters Score: Raw -72185.358140 + Penalty 366.618192 = -71818.739947 nChanged 3 SP:Iteration 16F (183.292774 sec): 3 clusters Score: Raw -72187.168765 + Penalty 398.979462 = -71788.189303 nChanged 1 SP:Iteration 17F (183.295329 sec): 3 clusters Score: Raw -72188.192514 + Penalty 398.979462 = -71789.213052 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 13 (1826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.304909 sec): 2 clusters Score: Raw -91197.170547 + Penalty 150.391947 = -91046.778600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.308298 sec): 3 clusters Score: Raw -90058.153306 + Penalty 310.486535 = -89747.666772 nChanged 836 SP:Iteration 1F (183.311623 sec): 3 clusters Score: Raw -90847.557002 + Penalty 318.685881 = -90528.871122 nChanged 192 SP:Iteration 2F (183.314946 sec): 3 clusters Score: Raw -90963.477770 + Penalty 319.480398 = -90643.997372 nChanged 103 SP:Iteration 3F (183.318265 sec): 3 clusters Score: Raw -91032.892400 + Penalty 319.223629 = -90713.668771 nChanged 80 SP:Iteration 4Q (183.321583 sec): 3 clusters Score: Raw -91092.935953 + Penalty 321.718101 = -90771.217851 nChanged 69 SP:Iteration 5Q (183.324896 sec): 3 clusters Score: Raw -91153.388109 + Penalty 324.102308 = -90829.285801 nChanged 66 SP:Iteration 6Q (183.328203 sec): 3 clusters Score: Raw -91217.402124 + Penalty 327.560583 = -90889.841541 nChanged 51 SP:Iteration 7Q (183.331547 sec): 3 clusters Score: Raw -91263.019174 + Penalty 326.806228 = -90936.212945 nChanged 29 SP:Iteration 8Q (183.334752 sec): 3 clusters Score: Raw -91276.085695 + Penalty 327.825192 = -90948.260503 nChanged 18 SP:Iteration 9Q (183.337853 sec): 3 clusters Score: Raw -91286.106926 + Penalty 328.971261 = -90957.135665 nChanged 13 SP:Iteration 10F (183.341165 sec): 3 clusters Score: Raw -91291.859129 + Penalty 329.542815 = -90962.316314 nChanged 7 SP:Iteration 11Q (183.344210 sec): 3 clusters Score: Raw -91296.323308 + Penalty 331.935957 = -90964.387351 nChanged 10 SP:Iteration 12Q (183.347236 sec): 3 clusters Score: Raw -91299.394993 + Penalty 333.910127 = -90965.484866 nChanged 7 SP:Iteration 13Q (183.350241 sec): 3 clusters Score: Raw -91300.364860 + Penalty 334.068067 = -90966.296792 nChanged 3 SP:Iteration 14Q (183.353238 sec): 3 clusters Score: Raw -91300.523535 + Penalty 334.068067 = -90966.455468 nChanged 0 SP:Iteration 15F (183.356554 sec): 3 clusters Score: Raw -91300.523535 + Penalty 334.068067 = -90966.455468 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 14 (586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.360587 sec): 2 clusters Score: Raw -30051.526154 + Penalty 231.694487 = -29819.831667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.361825 sec): 3 clusters Score: Raw -29706.017758 + Penalty 488.274216 = -29217.743542 nChanged 224 SP:Iteration 1F (183.363041 sec): 3 clusters Score: Raw -29859.850608 + Penalty 522.921176 = -29336.929431 nChanged 87 SP:Iteration 2F (183.364260 sec): 3 clusters Score: Raw -29933.724812 + Penalty 543.762162 = -29389.962650 nChanged 45 SP:Iteration 3F (183.365477 sec): 3 clusters Score: Raw -29982.306190 + Penalty 561.645606 = -29420.660584 nChanged 33 SP:Iteration 4F (183.366693 sec): 3 clusters Score: Raw -30018.731417 + Penalty 569.392815 = -29449.338602 nChanged 13 SP:Iteration 5Q (183.367902 sec): 3 clusters Score: Raw -30030.050318 + Penalty 571.542473 = -29458.507845 nChanged 10 SP:Iteration 6Q (183.369102 sec): 3 clusters Score: Raw -30039.684362 + Penalty 591.932022 = -29447.752340 nChanged 5 SP:Iteration 7F (183.370317 sec): 3 clusters Score: Raw -30048.026922 + Penalty 602.425818 = -29445.601105 nChanged 4 SP:Iteration 8F (183.371531 sec): 3 clusters Score: Raw -30054.416975 + Penalty 605.249490 = -29449.167485 nChanged 1 SP:Iteration 9Q (183.372629 sec): 3 clusters Score: Raw -30055.965949 + Penalty 605.249490 = -29450.716460 nChanged 0 SP:Iteration 10F (183.373844 sec): 3 clusters Score: Raw -30055.965949 + Penalty 605.249490 = -29450.716460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 16 (514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.375702 sec): 2 clusters Score: Raw -25175.178879 + Penalty 219.060965 = -24956.117913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.376811 sec): 3 clusters Score: Raw -24895.307969 + Penalty 444.938898 = -24450.369071 nChanged 178 SP:Iteration 1F (183.377900 sec): 3 clusters Score: Raw -25035.912592 + Penalty 445.573672 = -24590.338920 nChanged 64 SP:Iteration 2F (183.378988 sec): 3 clusters Score: Raw -25083.382794 + Penalty 442.629754 = -24640.753039 nChanged 36 SP:Iteration 3F (183.380081 sec): 3 clusters Score: Raw -25121.552156 + Penalty 441.974073 = -24679.578083 nChanged 39 SP:Iteration 4F (183.381168 sec): 3 clusters Score: Raw -25162.378957 + Penalty 440.294847 = -24722.084110 nChanged 38 SP:Iteration 5F (183.382261 sec): 3 clusters Score: Raw -25198.956505 + Penalty 439.749437 = -24759.207067 nChanged 30 SP:Iteration 6F (183.383347 sec): 3 clusters Score: Raw -25228.230607 + Penalty 439.283845 = -24788.946762 nChanged 19 SP:Iteration 7Q (183.384375 sec): 3 clusters Score: Raw -25244.002429 + Penalty 439.085995 = -24804.916434 nChanged 12 SP:Iteration 8Q (183.385418 sec): 3 clusters Score: Raw -25251.497068 + Penalty 438.702417 = -24812.794650 nChanged 7 SP:Iteration 9Q (183.386522 sec): 3 clusters Score: Raw -25253.886003 + Penalty 438.438800 = -24815.447203 nChanged 3 SP:Iteration 10F (183.387661 sec): 3 clusters Score: Raw -25257.140610 + Penalty 438.353955 = -24818.786655 nChanged 1 SP:Iteration 11Q (183.388708 sec): 3 clusters Score: Raw -25257.311874 + Penalty 438.227072 = -24819.084803 nChanged 2 SP:Iteration 12Q (183.389725 sec): 3 clusters Score: Raw -25257.708515 + Penalty 438.180969 = -24819.527547 nChanged 2 SP:Iteration 13Q (183.390740 sec): 3 clusters Score: Raw -25258.432317 + Penalty 438.126934 = -24820.305383 nChanged 2 SP:Iteration 14Q (183.391755 sec): 3 clusters Score: Raw -25258.573025 + Penalty 438.126934 = -24820.446092 nChanged 0 SP:Iteration 15F (183.392840 sec): 3 clusters Score: Raw -25258.573025 + Penalty 438.126934 = -24820.446092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 17 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.394174 sec): 2 clusters Score: Raw -9356.742124 + Penalty 262.795603 = -9093.946521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.394708 sec): 3 clusters Score: Raw -9294.422477 + Penalty 525.681225 = -8768.741252 nChanged 55 SP:Iteration 1F (183.395231 sec): 3 clusters Score: Raw -9327.425738 + Penalty 525.650503 = -8801.775235 nChanged 8 SP:Iteration 2Q (183.395751 sec): 3 clusters Score: Raw -9332.134679 + Penalty 526.093593 = -8806.041086 nChanged 5 SP:Iteration 3Q (183.396267 sec): 3 clusters Score: Raw -9334.352448 + Penalty 527.690709 = -8806.661739 nChanged 6 SP:Iteration 4Q (183.396784 sec): 3 clusters Score: Raw -9339.383560 + Penalty 531.022457 = -8808.361102 nChanged 9 SP:Iteration 5Q (183.397298 sec): 3 clusters Score: Raw -9348.384670 + Penalty 534.955425 = -8813.429245 nChanged 10 SP:Iteration 6F (183.397819 sec): 3 clusters Score: Raw -9357.538298 + Penalty 542.315815 = -8815.222482 nChanged 9 SP:Iteration 7Q (183.398337 sec): 3 clusters Score: Raw -9367.077701 + Penalty 567.702651 = -8799.375050 nChanged 14 SP:Iteration 8F (183.398856 sec): 3 clusters Score: Raw -9393.367959 + Penalty 599.776190 = -8793.591769 nChanged 8 SP:Iteration 9F (183.399377 sec): 3 clusters Score: Raw -9403.814136 + Penalty 617.281325 = -8786.532811 nChanged 3 SP:Iteration 10F (183.399897 sec): 3 clusters Score: Raw -9410.100034 + Penalty 653.759383 = -8756.340651 nChanged 5 SP:Iteration 11F (183.400417 sec): 3 clusters Score: Raw -9429.141044 + Penalty 661.776229 = -8767.364815 nChanged 1 SP:Iteration 12Q (183.400915 sec): 3 clusters Score: Raw -9433.519156 + Penalty 661.776229 = -8771.742927 nChanged 0 SP:Iteration 13F (183.401434 sec): 3 clusters Score: Raw -9433.519156 + Penalty 661.776229 = -8771.742927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 18 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.402301 sec): 2 clusters Score: Raw -4007.459800 + Penalty 717.572121 = -3289.887679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.402754 sec): 3 clusters Score: Raw -4175.150928 + Penalty 1439.787723 = -2735.363206 nChanged 19 SP:Iteration 1F (183.403198 sec): 3 clusters Score: Raw -4313.112397 + Penalty 1445.693980 = -2867.418417 nChanged 8 SP:Iteration 2F (183.403645 sec): 3 clusters Score: Raw -4371.761298 + Penalty 1447.462396 = -2924.298902 nChanged 3 SP:Iteration 3Q (183.404042 sec): 3 clusters Score: Raw -4386.913098 + Penalty 1447.462396 = -2939.450702 nChanged 0 SP:Iteration 4F (183.404488 sec): 3 clusters Score: Raw -4386.913098 + Penalty 1447.462396 = -2939.450702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 19 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.406458 sec): 2 clusters Score: Raw -16448.212174 + Penalty 394.935180 = -16053.276994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.407256 sec): 3 clusters Score: Raw -16370.623505 + Penalty 804.374902 = -15566.248604 nChanged 113 SP:Iteration 1F (183.408069 sec): 3 clusters Score: Raw -16514.180429 + Penalty 820.577407 = -15693.603022 nChanged 35 SP:Iteration 2F (183.408852 sec): 3 clusters Score: Raw -16587.034080 + Penalty 820.846596 = -15766.187484 nChanged 23 SP:Iteration 3F (183.409632 sec): 3 clusters Score: Raw -16640.777948 + Penalty 811.968725 = -15828.809223 nChanged 14 SP:Iteration 4Q (183.410383 sec): 3 clusters Score: Raw -16674.701481 + Penalty 806.196657 = -15868.504824 nChanged 5 SP:Iteration 5Q (183.411124 sec): 3 clusters Score: Raw -16681.929183 + Penalty 806.196657 = -15875.732526 nChanged 0 SP:Iteration 6F (183.411904 sec): 3 clusters Score: Raw -16681.929183 + Penalty 806.196657 = -15875.732526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 21 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.412963 sec): 2 clusters Score: Raw -9039.378340 + Penalty 423.410394 = -8615.967947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.413540 sec): 3 clusters Score: Raw -9013.204975 + Penalty 848.877309 = -8164.327666 nChanged 37 SP:Iteration 1F (183.414107 sec): 3 clusters Score: Raw -9068.751871 + Penalty 857.147789 = -8211.604081 nChanged 18 SP:Iteration 2F (183.414671 sec): 3 clusters Score: Raw -9104.804417 + Penalty 866.705096 = -8238.099321 nChanged 10 SP:Iteration 3Q (183.415219 sec): 3 clusters Score: Raw -9117.890489 + Penalty 871.056171 = -8246.834318 nChanged 5 SP:Iteration 4Q (183.415765 sec): 3 clusters Score: Raw -9132.374757 + Penalty 879.789642 = -8252.585116 nChanged 7 SP:Iteration 5Q (183.416309 sec): 3 clusters Score: Raw -9146.511616 + Penalty 884.316482 = -8262.195134 nChanged 5 SP:Iteration 6Q (183.416855 sec): 3 clusters Score: Raw -9159.552412 + Penalty 883.772746 = -8275.779666 nChanged 2 SP:Iteration 7Q (183.417392 sec): 3 clusters Score: Raw -9166.932181 + Penalty 880.564089 = -8286.368092 nChanged 4 SP:Iteration 8Q (183.417925 sec): 3 clusters Score: Raw -9182.793229 + Penalty 883.516134 = -8299.277096 nChanged 2 SP:Iteration 9Q (183.418455 sec): 3 clusters Score: Raw -9202.100702 + Penalty 885.618855 = -8316.481847 nChanged 1 SP:Iteration 10F (183.419016 sec): 3 clusters Score: Raw -9209.145780 + Penalty 885.618855 = -8323.526925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 25 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.420923 sec): 2 clusters Score: Raw -27766.725893 + Penalty 871.814592 = -26894.911300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.422052 sec): 3 clusters Score: Raw -27602.153111 + Penalty 1743.193276 = -25858.959836 nChanged 133 SP:Iteration 1F (183.423161 sec): 3 clusters Score: Raw -27746.082551 + Penalty 1742.433218 = -26003.649333 nChanged 47 SP:Iteration 2F (183.424277 sec): 3 clusters Score: Raw -27813.921536 + Penalty 1742.378538 = -26071.542998 nChanged 23 SP:Iteration 3Q (183.425366 sec): 3 clusters Score: Raw -27851.167627 + Penalty 1742.442355 = -26108.725272 nChanged 16 SP:Iteration 4Q (183.426448 sec): 3 clusters Score: Raw -27874.253894 + Penalty 1743.125113 = -26131.128781 nChanged 12 SP:Iteration 5Q (183.427516 sec): 3 clusters Score: Raw -27888.413523 + Penalty 1743.037064 = -26145.376459 nChanged 10 SP:Iteration 6Q (183.428578 sec): 3 clusters Score: Raw -27909.179134 + Penalty 1743.129869 = -26166.049265 nChanged 6 SP:Iteration 7Q (183.429649 sec): 3 clusters Score: Raw -27919.976125 + Penalty 1742.312397 = -26177.663728 nChanged 4 SP:Iteration 8Q (183.430713 sec): 3 clusters Score: Raw -27924.873738 + Penalty 1742.139438 = -26182.734301 nChanged 2 SP:Iteration 9Q (183.431776 sec): 3 clusters Score: Raw -27927.094415 + Penalty 1742.139438 = -26184.954978 nChanged 0 SP:Iteration 10F (183.432902 sec): 3 clusters Score: Raw -27927.094415 + Penalty 1742.139438 = -26184.954978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 28 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.433964 sec): 2 clusters Score: Raw -7113.491562 + Penalty 511.074956 = -6602.416606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.434522 sec): 3 clusters Score: Raw -7140.373635 + Penalty 1034.789379 = -6105.584256 nChanged 43 SP:Iteration 1F (183.435065 sec): 3 clusters Score: Raw -7252.513180 + Penalty 1039.336183 = -6213.176997 nChanged 11 SP:Iteration 2F (183.435605 sec): 3 clusters Score: Raw -7285.215879 + Penalty 1049.716828 = -6235.499052 nChanged 7 SP:Iteration 3Q (183.436109 sec): 3 clusters Score: Raw -7305.158234 + Penalty 1053.352151 = -6251.806083 nChanged 3 SP:Iteration 4Q (183.436607 sec): 3 clusters Score: Raw -7316.177456 + Penalty 1053.352151 = -6262.825305 nChanged 0 SP:Iteration 5F (183.437143 sec): 3 clusters Score: Raw -7316.177456 + Penalty 1053.352151 = -6262.825305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 30 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.438344 sec): 2 clusters Score: Raw -14616.773823 + Penalty 316.725069 = -14300.048755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.439055 sec): 3 clusters Score: Raw -14515.626738 + Penalty 641.001520 = -13874.625218 nChanged 85 SP:Iteration 1F (183.439752 sec): 3 clusters Score: Raw -14603.236733 + Penalty 664.097394 = -13939.139338 nChanged 37 SP:Iteration 2F (183.440448 sec): 3 clusters Score: Raw -14658.978387 + Penalty 694.528751 = -13964.449636 nChanged 24 SP:Iteration 3F (183.441143 sec): 3 clusters Score: Raw -14693.805964 + Penalty 718.632981 = -13975.172984 nChanged 12 SP:Iteration 4Q (183.441828 sec): 3 clusters Score: Raw -14721.947003 + Penalty 735.836039 = -13986.110964 nChanged 8 SP:Iteration 5Q (183.442509 sec): 3 clusters Score: Raw -14736.043363 + Penalty 735.563433 = -14000.479929 nChanged 2 SP:Iteration 6Q (183.443185 sec): 3 clusters Score: Raw -14741.285275 + Penalty 735.563433 = -14005.721842 nChanged 0 SP:Iteration 7F (183.443880 sec): 3 clusters Score: Raw -14741.285275 + Penalty 735.563433 = -14005.721842 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 35 (812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.446968 sec): 2 clusters Score: Raw -41292.443411 + Penalty 604.137038 = -40688.306373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.448598 sec): 3 clusters Score: Raw -40889.638179 + Penalty 1222.147875 = -39667.490305 nChanged 291 SP:Iteration 1F (183.450202 sec): 3 clusters Score: Raw -41121.830487 + Penalty 1244.282455 = -39877.548032 nChanged 92 SP:Iteration 2F (183.451789 sec): 3 clusters Score: Raw -41203.799391 + Penalty 1263.389393 = -39940.409998 nChanged 51 SP:Iteration 3F (183.453366 sec): 3 clusters Score: Raw -41248.408178 + Penalty 1278.766462 = -39969.641717 nChanged 33 SP:Iteration 4Q (183.454948 sec): 3 clusters Score: Raw -41279.855547 + Penalty 1294.289240 = -39985.566307 nChanged 24 SP:Iteration 5Q (183.456515 sec): 3 clusters Score: Raw -41305.962324 + Penalty 1318.136624 = -39987.825699 nChanged 19 SP:Iteration 6Q (183.458077 sec): 3 clusters Score: Raw -41331.029977 + Penalty 1334.883108 = -39996.146869 nChanged 15 SP:Iteration 7Q (183.459626 sec): 3 clusters Score: Raw -41348.542507 + Penalty 1346.376125 = -40002.166381 nChanged 13 SP:Iteration 8Q (183.461152 sec): 3 clusters Score: Raw -41362.756296 + Penalty 1358.653639 = -40004.102657 nChanged 10 SP:Iteration 9Q (183.462701 sec): 3 clusters Score: Raw -41375.598765 + Penalty 1370.727604 = -40004.871160 nChanged 7 SP:Iteration 10F (183.464306 sec): 3 clusters Score: Raw -41387.980865 + Penalty 1374.296831 = -40013.684034 nChanged 5 SP:Iteration 11Q (183.465771 sec): 3 clusters Score: Raw -41397.136860 + Penalty 1374.296831 = -40022.840029 nChanged 0 SP:Iteration 12F (183.467355 sec): 3 clusters Score: Raw -41397.136860 + Penalty 1374.296831 = -40022.840029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 37 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.469025 sec): 2 clusters Score: Raw -5450.970505 + Penalty 115.277110 = -5335.693395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.469467 sec): 3 clusters Score: Raw -5420.887653 + Penalty 228.310676 = -5192.576977 nChanged 35 SP:Iteration 1F (183.469884 sec): 3 clusters Score: Raw -5449.407560 + Penalty 225.458873 = -5223.948687 nChanged 11 SP:Iteration 2F (183.470301 sec): 3 clusters Score: Raw -5465.693252 + Penalty 221.407319 = -5244.285933 nChanged 6 SP:Iteration 3F (183.470716 sec): 3 clusters Score: Raw -5472.734080 + Penalty 218.314458 = -5254.419622 nChanged 3 SP:Iteration 4Q (183.471123 sec): 3 clusters Score: Raw -5482.150883 + Penalty 218.503455 = -5263.647427 nChanged 1 SP:Iteration 5Q (183.471526 sec): 3 clusters Score: Raw -5483.066025 + Penalty 218.503455 = -5264.562570 nChanged 0 SP:Iteration 6F (183.471940 sec): 3 clusters Score: Raw -5483.066025 + Penalty 218.503455 = -5264.562570 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 38 (820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.475072 sec): 2 clusters Score: Raw -38671.916881 + Penalty 399.849932 = -38272.066949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.476725 sec): 3 clusters Score: Raw -38250.543538 + Penalty 818.361846 = -37432.181692 nChanged 290 SP:Iteration 1F (183.478348 sec): 3 clusters Score: Raw -38509.367133 + Penalty 869.202680 = -37640.164454 nChanged 116 SP:Iteration 2F (183.479950 sec): 3 clusters Score: Raw -38649.680643 + Penalty 904.535454 = -37745.145188 nChanged 42 SP:Iteration 3F (183.481553 sec): 3 clusters Score: Raw -38695.360843 + Penalty 933.134727 = -37762.226116 nChanged 26 SP:Iteration 4Q (183.483168 sec): 3 clusters Score: Raw -38728.781438 + Penalty 957.636271 = -37771.145167 nChanged 19 SP:Iteration 5Q (183.484936 sec): 3 clusters Score: Raw -38748.212186 + Penalty 979.399588 = -37768.812598 nChanged 14 SP:Iteration 6F (183.486558 sec): 3 clusters Score: Raw -38762.011509 + Penalty 994.630471 = -37767.381037 nChanged 8 SP:Iteration 7F (183.488234 sec): 3 clusters Score: Raw -38772.106066 + Penalty 1004.553424 = -37767.552642 nChanged 7 SP:Iteration 8Q (183.489760 sec): 3 clusters Score: Raw -38779.558678 + Penalty 1012.560068 = -37766.998610 nChanged 7 SP:Iteration 9F (183.491382 sec): 3 clusters Score: Raw -38784.918500 + Penalty 1021.347256 = -37763.571244 nChanged 5 SP:Iteration 10F (183.493005 sec): 3 clusters Score: Raw -38788.497064 + Penalty 1032.257859 = -37756.239204 nChanged 5 SP:Iteration 11F (183.494598 sec): 3 clusters Score: Raw -38793.119881 + Penalty 1044.732460 = -37748.387421 nChanged 5 SP:Iteration 12F (183.496192 sec): 3 clusters Score: Raw -38797.750205 + Penalty 1054.845597 = -37742.904608 nChanged 3 SP:Iteration 13F (183.497780 sec): 3 clusters Score: Raw -38800.498097 + Penalty 1062.227599 = -37738.270498 nChanged 2 SP:Iteration 14F (183.499372 sec): 3 clusters Score: Raw -38802.538211 + Penalty 1068.590095 = -37733.948116 nChanged 2 SP:Iteration 15F (183.500966 sec): 3 clusters Score: Raw -38803.596868 + Penalty 1068.590095 = -37735.006774 nChanged 0 Memory request: 0.02 GB would take us to total of 0.49 GB. Trying to split cluster 39 (3970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.519879 sec): 2 clusters Score: Raw -197458.172852 + Penalty 539.740541 = -196918.432311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.527154 sec): 3 clusters Score: Raw -195007.412792 + Penalty 1068.508190 = -193938.904602 nChanged 1693 SP:Iteration 1F (183.534458 sec): 3 clusters Score: Raw -196115.894550 + Penalty 1053.766415 = -195062.128135 nChanged 575 SP:Iteration 2F (183.541596 sec): 3 clusters Score: Raw -196588.407997 + Penalty 1042.099843 = -195546.308154 nChanged 278 SP:Iteration 3F (183.548826 sec): 3 clusters Score: Raw -196776.328957 + Penalty 1030.953667 = -195745.375290 nChanged 170 SP:Iteration 4Q (183.555899 sec): 3 clusters Score: Raw -196871.625372 + Penalty 1021.615526 = -195850.009846 nChanged 122 SP:Iteration 5Q (183.562868 sec): 3 clusters Score: Raw -196932.433925 + Penalty 1012.416227 = -195920.017698 nChanged 89 SP:Iteration 6Q (183.569805 sec): 3 clusters Score: Raw -196975.280618 + Penalty 1001.767326 = -195973.513292 nChanged 91 SP:Iteration 7Q (183.576698 sec): 3 clusters Score: Raw -197019.008611 + Penalty 990.472012 = -196028.536599 nChanged 83 SP:Iteration 8Q (183.583546 sec): 3 clusters Score: Raw -197054.281390 + Penalty 981.086062 = -196073.195328 nChanged 86 SP:Iteration 9Q (183.590594 sec): 3 clusters Score: Raw -197085.826766 + Penalty 974.916476 = -196110.910290 nChanged 77 SP:Iteration 10F (183.598048 sec): 3 clusters Score: Raw -197114.116613 + Penalty 968.100816 = -196146.015797 nChanged 76 SP:Iteration 11Q (183.604776 sec): 3 clusters Score: Raw -197144.270865 + Penalty 962.395726 = -196181.875139 nChanged 69 SP:Iteration 12Q (183.611463 sec): 3 clusters Score: Raw -197175.176631 + Penalty 955.530129 = -196219.646502 nChanged 72 SP:Iteration 13Q (183.618110 sec): 3 clusters Score: Raw -197210.045978 + Penalty 950.647472 = -196259.398506 nChanged 70 SP:Iteration 14Q (183.624709 sec): 3 clusters Score: Raw -197245.944855 + Penalty 946.061409 = -196299.883446 nChanged 64 SP:Iteration 15Q (183.631269 sec): 3 clusters Score: Raw -197279.526684 + Penalty 937.926206 = -196341.600478 nChanged 64 SP:Iteration 16Q (183.637790 sec): 3 clusters Score: Raw -197314.007325 + Penalty 930.467418 = -196383.539906 nChanged 59 SP:Iteration 17Q (183.644209 sec): 3 clusters Score: Raw -197346.607210 + Penalty 920.242358 = -196426.364852 nChanged 55 SP:Iteration 18Q (183.650599 sec): 3 clusters Score: Raw -197385.489819 + Penalty 916.516342 = -196468.973477 nChanged 40 SP:Iteration 19Q (183.656949 sec): 3 clusters Score: Raw -197411.382620 + Penalty 907.675766 = -196503.706854 nChanged 35 SP:Iteration 20F (183.664076 sec): 3 clusters Score: Raw -197434.602152 + Penalty 906.269859 = -196528.332293 nChanged 22 SP:Iteration 21Q (183.670173 sec): 3 clusters Score: Raw -197445.846610 + Penalty 904.785698 = -196541.060912 nChanged 21 SP:Iteration 22Q (183.676207 sec): 3 clusters Score: Raw -197454.478726 + Penalty 900.946303 = -196553.532423 nChanged 16 SP:Iteration 23Q (183.682197 sec): 3 clusters Score: Raw -197459.375748 + Penalty 897.784412 = -196561.591335 nChanged 17 SP:Iteration 24Q (183.688213 sec): 3 clusters Score: Raw -197463.361360 + Penalty 896.778675 = -196566.582685 nChanged 8 SP:Iteration 25Q (183.694341 sec): 3 clusters Score: Raw -197465.497024 + Penalty 896.939206 = -196568.557818 nChanged 9 SP:Iteration 26Q (183.700271 sec): 3 clusters Score: Raw -197466.880208 + Penalty 893.374295 = -196573.505913 nChanged 8 SP:Iteration 27Q (183.706195 sec): 3 clusters Score: Raw -197467.750806 + Penalty 891.868718 = -196575.882088 nChanged 2 SP:Iteration 28Q (183.712101 sec): 3 clusters Score: Raw -197468.597873 + Penalty 890.815065 = -196577.782808 nChanged 3 SP:Iteration 29Q (183.718010 sec): 3 clusters Score: Raw -197469.539338 + Penalty 891.336087 = -196578.203252 nChanged 2 SP:Iteration 30F (183.725077 sec): 3 clusters Score: Raw -197469.859995 + Penalty 888.374038 = -196581.485957 nChanged 1 SP:Iteration 31Q (183.730969 sec): 3 clusters Score: Raw -197470.595367 + Penalty 888.374038 = -196582.221329 nChanged 0 SP:Iteration 32F (183.738109 sec): 3 clusters Score: Raw -197470.595367 + Penalty 888.374038 = -196582.221329 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 41 (1519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.747697 sec): 2 clusters Score: Raw -75722.568262 + Penalty 115.497744 = -75607.070518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.750549 sec): 3 clusters Score: Raw -74803.171321 + Penalty 232.461752 = -74570.709570 nChanged 699 SP:Iteration 1F (183.753376 sec): 3 clusters Score: Raw -75430.245290 + Penalty 240.600511 = -75189.644779 nChanged 153 SP:Iteration 2F (183.756173 sec): 3 clusters Score: Raw -75536.237375 + Penalty 258.116441 = -75278.120934 nChanged 99 SP:Iteration 3F (183.758961 sec): 3 clusters Score: Raw -75618.204200 + Penalty 269.496377 = -75348.707823 nChanged 68 SP:Iteration 4Q (183.761755 sec): 3 clusters Score: Raw -75674.156684 + Penalty 277.076416 = -75397.080269 nChanged 55 SP:Iteration 5Q (183.764556 sec): 3 clusters Score: Raw -75716.019343 + Penalty 292.108369 = -75423.910973 nChanged 35 SP:Iteration 6Q (183.767353 sec): 3 clusters Score: Raw -75742.098065 + Penalty 305.383546 = -75436.714519 nChanged 18 SP:Iteration 7Q (183.770149 sec): 3 clusters Score: Raw -75756.140231 + Penalty 303.894807 = -75452.245424 nChanged 14 SP:Iteration 8Q (183.772955 sec): 3 clusters Score: Raw -75768.344299 + Penalty 305.671633 = -75462.672666 nChanged 7 SP:Iteration 9Q (183.775701 sec): 3 clusters Score: Raw -75774.236454 + Penalty 310.402368 = -75463.834086 nChanged 5 SP:Iteration 10F (183.778489 sec): 3 clusters Score: Raw -75777.206401 + Penalty 315.251259 = -75461.955142 nChanged 2 SP:Iteration 11F (183.781278 sec): 3 clusters Score: Raw -75777.740260 + Penalty 315.251259 = -75462.489001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 48 (439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.785102 sec): 2 clusters Score: Raw -21461.254726 + Penalty 547.851616 = -20913.403110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.786098 sec): 3 clusters Score: Raw -21350.425950 + Penalty 1099.987416 = -20250.438534 nChanged 149 SP:Iteration 1F (183.787059 sec): 3 clusters Score: Raw -21734.018197 + Penalty 1110.623652 = -20623.394545 nChanged 65 SP:Iteration 2F (183.788015 sec): 3 clusters Score: Raw -21891.845946 + Penalty 1109.854984 = -20781.990963 nChanged 31 SP:Iteration 3F (183.788970 sec): 3 clusters Score: Raw -22011.471458 + Penalty 1112.992700 = -20898.478759 nChanged 14 SP:Iteration 4Q (183.789861 sec): 3 clusters Score: Raw -22029.553446 + Penalty 1112.925367 = -20916.628079 nChanged 2 SP:Iteration 5Q (183.790755 sec): 3 clusters Score: Raw -22032.104304 + Penalty 1112.925367 = -20919.178938 nChanged 0 SP:Iteration 6F (183.791711 sec): 3 clusters Score: Raw -22032.104304 + Penalty 1112.925367 = -20919.178938 nChanged 0 Score: Raw -2414121.842639 + Penalty 30566.587053 = -2383555.255586 Splitting cluster 48 changes total score from -2345752.126564 to -2383555.255586 So it's getting split into cluster 5. Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 50 (506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.874379 sec): 2 clusters Score: Raw -25095.617845 + Penalty 342.432370 = -24753.185475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.875499 sec): 3 clusters Score: Raw -24840.387332 + Penalty 683.491221 = -24156.896111 nChanged 165 SP:Iteration 1F (184.876594 sec): 3 clusters Score: Raw -24965.331697 + Penalty 680.242295 = -24285.089402 nChanged 62 SP:Iteration 2F (184.877699 sec): 3 clusters Score: Raw -25000.560924 + Penalty 680.100078 = -24320.460846 nChanged 20 SP:Iteration 3Q (184.878794 sec): 3 clusters Score: Raw -25009.088440 + Penalty 680.466635 = -24328.621806 nChanged 14 SP:Iteration 4Q (184.879887 sec): 3 clusters Score: Raw -25013.343299 + Penalty 681.967313 = -24331.375986 nChanged 13 SP:Iteration 5Q (184.880981 sec): 3 clusters Score: Raw -25021.022040 + Penalty 684.494078 = -24336.527962 nChanged 15 SP:Iteration 6Q (184.882074 sec): 3 clusters Score: Raw -25030.177687 + Penalty 687.966392 = -24342.211295 nChanged 16 SP:Iteration 7Q (184.883165 sec): 3 clusters Score: Raw -25041.415101 + Penalty 704.607291 = -24336.807810 nChanged 24 SP:Iteration 8F (184.884266 sec): 3 clusters Score: Raw -25071.780303 + Penalty 738.787803 = -24332.992500 nChanged 34 SP:Iteration 9F (184.885367 sec): 3 clusters Score: Raw -25115.306316 + Penalty 762.216629 = -24353.089688 nChanged 19 SP:Iteration 10F (184.886500 sec): 3 clusters Score: Raw -25134.650843 + Penalty 779.486739 = -24355.164104 nChanged 13 SP:Iteration 11Q (184.887556 sec): 3 clusters Score: Raw -25152.692632 + Penalty 801.397513 = -24351.295119 nChanged 12 SP:Iteration 12F (184.888656 sec): 3 clusters Score: Raw -25170.092883 + Penalty 834.911196 = -24335.181687 nChanged 12 SP:Iteration 13F (184.889728 sec): 3 clusters Score: Raw -25187.469826 + Penalty 848.183433 = -24339.286393 nChanged 6 SP:Iteration 14Q (184.890695 sec): 3 clusters Score: Raw -25192.235096 + Penalty 864.243127 = -24327.991969 nChanged 3 SP:Iteration 15F (184.891765 sec): 3 clusters Score: Raw -25194.647560 + Penalty 864.243127 = -24330.404432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 53 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.892818 sec): 2 clusters Score: Raw -10094.996260 + Penalty 216.770996 = -9878.225264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.893398 sec): 3 clusters Score: Raw -10006.918787 + Penalty 443.319310 = -9563.599477 nChanged 63 SP:Iteration 1F (184.893970 sec): 3 clusters Score: Raw -10066.576215 + Penalty 446.772555 = -9619.803659 nChanged 25 SP:Iteration 2F (184.894545 sec): 3 clusters Score: Raw -10098.473013 + Penalty 437.445654 = -9661.027359 nChanged 10 SP:Iteration 3Q (184.895110 sec): 3 clusters Score: Raw -10115.179779 + Penalty 438.722620 = -9676.457159 nChanged 4 SP:Iteration 4Q (184.895667 sec): 3 clusters Score: Raw -10119.866401 + Penalty 445.739278 = -9674.127123 nChanged 4 SP:Iteration 5F (184.896234 sec): 3 clusters Score: Raw -10125.277863 + Penalty 453.694078 = -9671.583786 nChanged 5 SP:Iteration 6F (184.896798 sec): 3 clusters Score: Raw -10130.363288 + Penalty 458.538875 = -9671.824413 nChanged 7 SP:Iteration 7Q (184.897345 sec): 3 clusters Score: Raw -10143.291178 + Penalty 465.185551 = -9678.105627 nChanged 3 SP:Iteration 8Q (184.897902 sec): 3 clusters Score: Raw -10150.056547 + Penalty 472.532751 = -9677.523796 nChanged 2 SP:Iteration 9F (184.898458 sec): 3 clusters Score: Raw -10160.797932 + Penalty 471.152642 = -9689.645290 nChanged 1 SP:Iteration 10F (184.899015 sec): 3 clusters Score: Raw -10165.033604 + Penalty 474.605860 = -9690.427744 nChanged 1 SP:Iteration 11Q (184.899504 sec): 3 clusters Score: Raw -10166.100195 + Penalty 474.605860 = -9691.494335 nChanged 0 SP:Iteration 12F (184.900061 sec): 3 clusters Score: Raw -10166.100195 + Penalty 474.605860 = -9691.494335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 54 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.901144 sec): 2 clusters Score: Raw -10227.880040 + Penalty 651.599461 = -9576.280579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.901783 sec): 3 clusters Score: Raw -10288.893214 + Penalty 1306.199940 = -8982.693275 nChanged 41 SP:Iteration 1F (184.902412 sec): 3 clusters Score: Raw -10373.008085 + Penalty 1309.296495 = -9063.711590 nChanged 10 SP:Iteration 2Q (184.903013 sec): 3 clusters Score: Raw -10394.146597 + Penalty 1311.386640 = -9082.759957 nChanged 3 SP:Iteration 3Q (184.903608 sec): 3 clusters Score: Raw -10401.782307 + Penalty 1315.056778 = -9086.725529 nChanged 4 SP:Iteration 4Q (184.904202 sec): 3 clusters Score: Raw -10411.127458 + Penalty 1316.355786 = -9094.771672 nChanged 1 SP:Iteration 5Q (184.904793 sec): 3 clusters Score: Raw -10413.033808 + Penalty 1317.619506 = -9095.414302 nChanged 1 SP:Iteration 6Q (184.905366 sec): 3 clusters Score: Raw -10418.868180 + Penalty 1318.031802 = -9100.836379 nChanged 2 SP:Iteration 7Q (184.905938 sec): 3 clusters Score: Raw -10421.875655 + Penalty 1317.959257 = -9103.916398 nChanged 1 SP:Iteration 8Q (184.906508 sec): 3 clusters Score: Raw -10422.843431 + Penalty 1318.731289 = -9104.112142 nChanged 1 SP:Iteration 9Q (184.907078 sec): 3 clusters Score: Raw -10423.083509 + Penalty 1318.789148 = -9104.294361 nChanged 1 SP:Iteration 10F (184.907713 sec): 3 clusters Score: Raw -10423.755792 + Penalty 1319.708061 = -9104.047731 nChanged 1 SP:Iteration 11F (184.908323 sec): 3 clusters Score: Raw -10425.132444 + Penalty 1321.271161 = -9103.861283 nChanged 1 SP:Iteration 12F (184.908932 sec): 3 clusters Score: Raw -10426.834446 + Penalty 1321.054213 = -9105.780233 nChanged 1 SP:Iteration 13Q (184.909503 sec): 3 clusters Score: Raw -10430.457352 + Penalty 1321.054213 = -9109.403139 nChanged 0 SP:Iteration 14F (184.910111 sec): 3 clusters Score: Raw -10430.457352 + Penalty 1321.054213 = -9109.403139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 57 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.911555 sec): 2 clusters Score: Raw -16645.567125 + Penalty 247.880069 = -16397.687056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.912382 sec): 3 clusters Score: Raw -16491.816101 + Penalty 510.528189 = -15981.287911 nChanged 115 SP:Iteration 1F (184.913196 sec): 3 clusters Score: Raw -16599.010953 + Penalty 549.589563 = -16049.421391 nChanged 43 SP:Iteration 2F (184.914009 sec): 3 clusters Score: Raw -16670.535105 + Penalty 597.810528 = -16072.724577 nChanged 32 SP:Iteration 3F (184.914825 sec): 3 clusters Score: Raw -16718.797789 + Penalty 643.570848 = -16075.226940 nChanged 19 SP:Iteration 4F (184.915636 sec): 3 clusters Score: Raw -16763.044430 + Penalty 682.790694 = -16080.253736 nChanged 9 SP:Iteration 5Q (184.916394 sec): 3 clusters Score: Raw -16791.187946 + Penalty 701.395105 = -16089.792841 nChanged 7 SP:Iteration 6Q (184.917115 sec): 3 clusters Score: Raw -16830.893229 + Penalty 721.817169 = -16109.076060 nChanged 10 SP:Iteration 7Q (184.917833 sec): 3 clusters Score: Raw -16892.707566 + Penalty 720.908669 = -16171.798897 nChanged 3 SP:Iteration 8Q (184.918526 sec): 3 clusters Score: Raw -16900.819192 + Penalty 724.530001 = -16176.289191 nChanged 4 SP:Iteration 9Q (184.919216 sec): 3 clusters Score: Raw -16909.407477 + Penalty 724.530001 = -16184.877476 nChanged 0 SP:Iteration 10F (184.920026 sec): 3 clusters Score: Raw -16909.407477 + Penalty 724.530001 = -16184.877476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 58 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.920731 sec): 2 clusters Score: Raw -3503.834902 + Penalty 515.696233 = -2988.138669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.921092 sec): 3 clusters Score: Raw -3599.863083 + Penalty 1034.615169 = -2565.247914 nChanged 5 SP:Iteration 1F (184.921439 sec): 3 clusters Score: Raw -3619.028405 + Penalty 1038.772437 = -2580.255968 nChanged 1 SP:Iteration 2Q (184.921768 sec): 3 clusters Score: Raw -3622.053509 + Penalty 1045.013936 = -2577.039573 nChanged 1 SP:Iteration 3F (184.922116 sec): 3 clusters Score: Raw -3626.090126 + Penalty 1045.013936 = -2581.076189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 60 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.923927 sec): 2 clusters Score: Raw -26321.567919 + Penalty 830.278935 = -25491.288984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.925015 sec): 3 clusters Score: Raw -26203.104221 + Penalty 1669.465788 = -24533.638433 nChanged 124 SP:Iteration 1F (184.926039 sec): 3 clusters Score: Raw -26335.917252 + Penalty 1677.210758 = -24658.706495 nChanged 36 SP:Iteration 2F (184.927061 sec): 3 clusters Score: Raw -26374.850874 + Penalty 1684.420607 = -24690.430267 nChanged 18 SP:Iteration 3Q (184.928096 sec): 3 clusters Score: Raw -26397.646341 + Penalty 1689.677347 = -24707.968994 nChanged 13 SP:Iteration 4Q (184.929110 sec): 3 clusters Score: Raw -26417.949396 + Penalty 1691.469012 = -24726.480384 nChanged 7 SP:Iteration 5Q (184.930123 sec): 3 clusters Score: Raw -26427.025429 + Penalty 1692.123599 = -24734.901829 nChanged 3 SP:Iteration 6Q (184.931165 sec): 3 clusters Score: Raw -26429.276969 + Penalty 1692.850805 = -24736.426165 nChanged 2 SP:Iteration 7Q (184.932176 sec): 3 clusters Score: Raw -26431.729969 + Penalty 1692.432616 = -24739.297353 nChanged 2 SP:Iteration 8Q (184.933184 sec): 3 clusters Score: Raw -26432.949510 + Penalty 1692.432616 = -24740.516894 nChanged 0 SP:Iteration 9F (184.934213 sec): 3 clusters Score: Raw -26432.949510 + Penalty 1692.432616 = -24740.516894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 67 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.935898 sec): 2 clusters Score: Raw -23200.526498 + Penalty 666.365256 = -22534.161242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.936884 sec): 3 clusters Score: Raw -23075.336499 + Penalty 1333.055744 = -21742.280754 nChanged 113 SP:Iteration 1F (184.937852 sec): 3 clusters Score: Raw -23185.919727 + Penalty 1333.813691 = -21852.106036 nChanged 41 SP:Iteration 2F (184.938819 sec): 3 clusters Score: Raw -23231.839975 + Penalty 1334.214968 = -21897.625006 nChanged 20 SP:Iteration 3Q (184.939765 sec): 3 clusters Score: Raw -23257.936933 + Penalty 1334.066707 = -21923.870227 nChanged 14 SP:Iteration 4Q (184.940709 sec): 3 clusters Score: Raw -23283.428621 + Penalty 1334.440002 = -21948.988619 nChanged 12 SP:Iteration 5Q (184.941645 sec): 3 clusters Score: Raw -23294.469178 + Penalty 1335.687972 = -21958.781206 nChanged 4 SP:Iteration 6Q (184.942573 sec): 3 clusters Score: Raw -23296.146710 + Penalty 1335.967766 = -21960.178943 nChanged 1 SP:Iteration 7Q (184.943500 sec): 3 clusters Score: Raw -23296.700950 + Penalty 1336.542936 = -21960.158014 nChanged 3 SP:Iteration 8F (184.944470 sec): 3 clusters Score: Raw -23298.299337 + Penalty 1337.029935 = -21961.269403 nChanged 2 SP:Iteration 9Q (184.945421 sec): 3 clusters Score: Raw -23299.241420 + Penalty 1337.616097 = -21961.625323 nChanged 2 SP:Iteration 10F (184.946404 sec): 3 clusters Score: Raw -23299.951555 + Penalty 1338.159283 = -21961.792273 nChanged 2 SP:Iteration 11Q (184.947358 sec): 3 clusters Score: Raw -23302.132892 + Penalty 1338.665664 = -21963.467228 nChanged 3 SP:Iteration 12Q (184.948307 sec): 3 clusters Score: Raw -23306.276796 + Penalty 1338.849472 = -21967.427324 nChanged 1 SP:Iteration 13Q (184.949235 sec): 3 clusters Score: Raw -23307.359151 + Penalty 1338.849472 = -21968.509679 nChanged 0 SP:Iteration 14F (184.950203 sec): 3 clusters Score: Raw -23307.359151 + Penalty 1338.849472 = -21968.509679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 68 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.951169 sec): 2 clusters Score: Raw -7448.399105 + Penalty 227.332449 = -7221.066657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.951691 sec): 3 clusters Score: Raw -7392.681565 + Penalty 460.183431 = -6932.498134 nChanged 41 SP:Iteration 1F (184.952193 sec): 3 clusters Score: Raw -7433.790009 + Penalty 462.494297 = -6971.295711 nChanged 19 SP:Iteration 2F (184.952694 sec): 3 clusters Score: Raw -7462.224567 + Penalty 465.498674 = -6996.725894 nChanged 6 SP:Iteration 3Q (184.953182 sec): 3 clusters Score: Raw -7469.874514 + Penalty 467.993132 = -7001.881382 nChanged 4 SP:Iteration 4Q (184.953669 sec): 3 clusters Score: Raw -7476.990767 + Penalty 469.413521 = -7007.577246 nChanged 1 SP:Iteration 5Q (184.954144 sec): 3 clusters Score: Raw -7478.270067 + Penalty 470.270907 = -7007.999161 nChanged 1 SP:Iteration 6Q (184.954616 sec): 3 clusters Score: Raw -7479.063460 + Penalty 470.270907 = -7008.792553 nChanged 0 SP:Iteration 7F (184.955105 sec): 3 clusters Score: Raw -7479.063460 + Penalty 470.270907 = -7008.792553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 78 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.955936 sec): 2 clusters Score: Raw -5480.008647 + Penalty 660.783600 = -4819.225047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.956422 sec): 3 clusters Score: Raw -5586.586304 + Penalty 1320.751043 = -4265.835261 nChanged 17 SP:Iteration 1F (184.956873 sec): 3 clusters Score: Raw -5630.706969 + Penalty 1321.567200 = -4309.139770 nChanged 3 SP:Iteration 2Q (184.957292 sec): 3 clusters Score: Raw -5639.097523 + Penalty 1320.511850 = -4318.585673 nChanged 1 SP:Iteration 3Q (184.957710 sec): 3 clusters Score: Raw -5640.360997 + Penalty 1320.511850 = -4319.849147 nChanged 0 SP:Iteration 4F (184.958152 sec): 3 clusters Score: Raw -5640.360997 + Penalty 1320.511850 = -4319.849147 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 80 (691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.961848 sec): 2 clusters Score: Raw -29284.159942 + Penalty 566.193470 = -28717.966472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.963358 sec): 3 clusters Score: Raw -28992.476617 + Penalty 1132.094818 = -27860.381799 nChanged 224 SP:Iteration 1F (184.964800 sec): 3 clusters Score: Raw -29196.536158 + Penalty 1130.802094 = -28065.734064 nChanged 73 SP:Iteration 2F (184.966230 sec): 3 clusters Score: Raw -29267.660679 + Penalty 1130.902753 = -28136.757926 nChanged 45 SP:Iteration 3F (184.967645 sec): 3 clusters Score: Raw -29315.740840 + Penalty 1132.271276 = -28183.469564 nChanged 26 SP:Iteration 4Q (184.969027 sec): 3 clusters Score: Raw -29337.671893 + Penalty 1134.247614 = -28203.424279 nChanged 20 SP:Iteration 5Q (184.970439 sec): 3 clusters Score: Raw -29355.232747 + Penalty 1135.891608 = -28219.341139 nChanged 12 SP:Iteration 6Q (184.971831 sec): 3 clusters Score: Raw -29369.155025 + Penalty 1138.260248 = -28230.894777 nChanged 16 SP:Iteration 7Q (184.973222 sec): 3 clusters Score: Raw -29386.528413 + Penalty 1140.232676 = -28246.295738 nChanged 10 SP:Iteration 8Q (184.974633 sec): 3 clusters Score: Raw -29392.110489 + Penalty 1141.728297 = -28250.382192 nChanged 5 SP:Iteration 9Q (184.976017 sec): 3 clusters Score: Raw -29395.554008 + Penalty 1143.650694 = -28251.903314 nChanged 10 SP:Iteration 10F (184.977437 sec): 3 clusters Score: Raw -29403.629791 + Penalty 1145.457457 = -28258.172333 nChanged 8 SP:Iteration 11Q (184.978804 sec): 3 clusters Score: Raw -29409.825088 + Penalty 1147.268389 = -28262.556699 nChanged 6 SP:Iteration 12Q (184.980164 sec): 3 clusters Score: Raw -29418.002772 + Penalty 1149.373471 = -28268.629301 nChanged 8 SP:Iteration 13Q (184.981523 sec): 3 clusters Score: Raw -29422.633199 + Penalty 1150.953219 = -28271.679979 nChanged 7 SP:Iteration 14Q (184.982879 sec): 3 clusters Score: Raw -29428.940739 + Penalty 1151.730345 = -28277.210394 nChanged 3 SP:Iteration 15Q (184.984261 sec): 3 clusters Score: Raw -29434.539359 + Penalty 1153.394928 = -28281.144431 nChanged 4 SP:Iteration 16Q (184.985640 sec): 3 clusters Score: Raw -29437.234979 + Penalty 1154.362506 = -28282.872473 nChanged 3 SP:Iteration 17Q (184.987019 sec): 3 clusters Score: Raw -29439.120146 + Penalty 1154.506087 = -28284.614058 nChanged 1 SP:Iteration 18Q (184.988401 sec): 3 clusters Score: Raw -29439.330854 + Penalty 1154.806105 = -28284.524749 nChanged 1 SP:Iteration 19F (184.989826 sec): 3 clusters Score: Raw -29439.657781 + Penalty 1154.507480 = -28285.150301 nChanged 1 SP:Iteration 20F (184.991250 sec): 3 clusters Score: Raw -29440.102866 + Penalty 1154.937989 = -28285.164877 nChanged 1 SP:Iteration 21Q (184.992642 sec): 3 clusters Score: Raw -29441.321985 + Penalty 1155.558605 = -28285.763380 nChanged 1 SP:Iteration 22Q (184.994015 sec): 3 clusters Score: Raw -29441.400943 + Penalty 1155.558605 = -28285.842337 nChanged 0 SP:Iteration 23F (184.995435 sec): 3 clusters Score: Raw -29441.400943 + Penalty 1155.558605 = -28285.842337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 81 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.996668 sec): 2 clusters Score: Raw -6528.066756 + Penalty 721.206087 = -5806.860670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.997148 sec): 3 clusters Score: Raw -6635.810262 + Penalty 1443.850254 = -5191.960008 nChanged 18 SP:Iteration 1F (184.997632 sec): 3 clusters Score: Raw -6677.584652 + Penalty 1444.303997 = -5233.280655 nChanged 3 SP:Iteration 2Q (184.998072 sec): 3 clusters Score: Raw -6685.675974 + Penalty 1444.303997 = -5241.371977 nChanged 0 SP:Iteration 3F (184.998534 sec): 3 clusters Score: Raw -6685.675974 + Penalty 1444.303997 = -5241.371977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 84 (356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.000042 sec): 2 clusters Score: Raw -15780.786245 + Penalty 361.913319 = -15418.872926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.000897 sec): 3 clusters Score: Raw -15647.515748 + Penalty 726.579817 = -14920.935931 nChanged 108 SP:Iteration 1F (185.001737 sec): 3 clusters Score: Raw -15769.959711 + Penalty 728.188843 = -15041.770868 nChanged 35 SP:Iteration 2F (185.002577 sec): 3 clusters Score: Raw -15819.159939 + Penalty 733.069287 = -15086.090652 nChanged 19 SP:Iteration 3F (185.003415 sec): 3 clusters Score: Raw -15842.461974 + Penalty 739.206566 = -15103.255408 nChanged 11 SP:Iteration 4Q (185.004230 sec): 3 clusters Score: Raw -15852.265026 + Penalty 741.006557 = -15111.258469 nChanged 4 SP:Iteration 5Q (185.005044 sec): 3 clusters Score: Raw -15853.922305 + Penalty 741.912527 = -15112.009778 nChanged 3 SP:Iteration 6Q (185.005854 sec): 3 clusters Score: Raw -15854.931475 + Penalty 743.960119 = -15110.971356 nChanged 3 SP:Iteration 7F (185.006691 sec): 3 clusters Score: Raw -15861.936355 + Penalty 744.254611 = -15117.681743 nChanged 1 SP:Iteration 8Q (185.007496 sec): 3 clusters Score: Raw -15862.543127 + Penalty 745.003626 = -15117.539501 nChanged 1 SP:Iteration 9F (185.008333 sec): 3 clusters Score: Raw -15863.030056 + Penalty 746.270914 = -15116.759142 nChanged 2 SP:Iteration 10F (185.009171 sec): 3 clusters Score: Raw -15863.666369 + Penalty 747.559645 = -15116.106724 nChanged 3 SP:Iteration 11F (185.010007 sec): 3 clusters Score: Raw -15865.203916 + Penalty 746.945052 = -15118.258864 nChanged 3 SP:Iteration 12Q (185.010810 sec): 3 clusters Score: Raw -15866.399666 + Penalty 747.007228 = -15119.392438 nChanged 2 SP:Iteration 13Q (185.011612 sec): 3 clusters Score: Raw -15867.670918 + Penalty 747.007228 = -15120.663691 nChanged 0 SP:Iteration 14F (185.012447 sec): 3 clusters Score: Raw -15867.670918 + Penalty 747.007228 = -15120.663691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 96 (389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.014041 sec): 2 clusters Score: Raw -20160.152798 + Penalty 407.101599 = -19753.051199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.014995 sec): 3 clusters Score: Raw -19989.833693 + Penalty 812.357239 = -19177.476454 nChanged 109 SP:Iteration 1F (185.015929 sec): 3 clusters Score: Raw -20055.988322 + Penalty 811.005126 = -19244.983196 nChanged 38 SP:Iteration 2F (185.016863 sec): 3 clusters Score: Raw -20085.930798 + Penalty 809.888022 = -19276.042776 nChanged 20 SP:Iteration 3F (185.017796 sec): 3 clusters Score: Raw -20098.930294 + Penalty 808.974047 = -19289.956247 nChanged 14 SP:Iteration 4Q (185.018723 sec): 3 clusters Score: Raw -20110.416048 + Penalty 808.884837 = -19301.531212 nChanged 17 SP:Iteration 5Q (185.019648 sec): 3 clusters Score: Raw -20122.006540 + Penalty 809.835107 = -19312.171433 nChanged 10 SP:Iteration 6Q (185.020575 sec): 3 clusters Score: Raw -20143.045983 + Penalty 813.044678 = -19330.001305 nChanged 18 SP:Iteration 7Q (185.021470 sec): 3 clusters Score: Raw -20161.301294 + Penalty 817.399553 = -19343.901741 nChanged 11 SP:Iteration 8Q (185.022352 sec): 3 clusters Score: Raw -20172.077351 + Penalty 819.711066 = -19352.366284 nChanged 10 SP:Iteration 9Q (185.023263 sec): 3 clusters Score: Raw -20182.063831 + Penalty 821.914323 = -19360.149507 nChanged 6 SP:Iteration 10F (185.024175 sec): 3 clusters Score: Raw -20186.604318 + Penalty 825.273287 = -19361.331031 nChanged 5 SP:Iteration 11Q (185.025058 sec): 3 clusters Score: Raw -20189.764867 + Penalty 828.486120 = -19361.278747 nChanged 4 SP:Iteration 12F (185.025952 sec): 3 clusters Score: Raw -20192.428589 + Penalty 832.695679 = -19359.732910 nChanged 5 SP:Iteration 13F (185.026844 sec): 3 clusters Score: Raw -20196.296776 + Penalty 833.862960 = -19362.433816 nChanged 7 SP:Iteration 14Q (185.027718 sec): 3 clusters Score: Raw -20203.993692 + Penalty 833.253722 = -19370.739969 nChanged 2 SP:Iteration 15Q (185.028590 sec): 3 clusters Score: Raw -20204.892487 + Penalty 833.253722 = -19371.638764 nChanged 0 SP:Iteration 16F (185.029480 sec): 3 clusters Score: Raw -20204.892487 + Penalty 833.253722 = -19371.638764 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 102 (652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.031653 sec): 2 clusters Score: Raw -33673.141827 + Penalty 57.165039 = -33615.976788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.033099 sec): 3 clusters Score: Raw -33264.644540 + Penalty 117.869262 = -33146.775278 nChanged 310 SP:Iteration 1F (185.034520 sec): 3 clusters Score: Raw -33543.342025 + Penalty 122.520908 = -33420.821117 nChanged 89 SP:Iteration 2F (185.035891 sec): 3 clusters Score: Raw -33642.186747 + Penalty 126.952050 = -33515.234697 nChanged 50 SP:Iteration 3F (185.037241 sec): 3 clusters Score: Raw -33710.841255 + Penalty 129.531845 = -33581.309410 nChanged 18 SP:Iteration 4Q (185.038601 sec): 3 clusters Score: Raw -33726.658635 + Penalty 130.351975 = -33596.306660 nChanged 10 SP:Iteration 5Q (185.039869 sec): 3 clusters Score: Raw -33731.316953 + Penalty 132.708861 = -33598.608091 nChanged 9 SP:Iteration 6Q (185.041104 sec): 3 clusters Score: Raw -33734.174269 + Penalty 133.639607 = -33600.534662 nChanged 4 SP:Iteration 7Q (185.042337 sec): 3 clusters Score: Raw -33734.778209 + Penalty 133.987715 = -33600.790495 nChanged 2 SP:Iteration 8Q (185.043545 sec): 3 clusters Score: Raw -33735.132284 + Penalty 133.976761 = -33601.155523 nChanged 4 SP:Iteration 9Q (185.044753 sec): 3 clusters Score: Raw -33736.029683 + Penalty 133.057180 = -33602.972503 nChanged 3 SP:Iteration 10F (185.046104 sec): 3 clusters Score: Raw -33737.463832 + Penalty 131.411308 = -33606.052524 nChanged 2 SP:Iteration 11Q (185.047295 sec): 3 clusters Score: Raw -33738.506170 + Penalty 131.411308 = -33607.094863 nChanged 0 SP:Iteration 12F (185.048642 sec): 3 clusters Score: Raw -33738.506170 + Penalty 131.411308 = -33607.094863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 105 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.049653 sec): 2 clusters Score: Raw -8810.474478 + Penalty 544.453335 = -8266.021143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.050194 sec): 3 clusters Score: Raw -8801.567463 + Penalty 1087.932848 = -7713.634615 nChanged 33 SP:Iteration 1F (185.050725 sec): 3 clusters Score: Raw -8848.550593 + Penalty 1088.608017 = -7759.942575 nChanged 10 SP:Iteration 2F (185.051259 sec): 3 clusters Score: Raw -8866.476018 + Penalty 1087.181187 = -7779.294832 nChanged 4 SP:Iteration 3Q (185.051808 sec): 3 clusters Score: Raw -8872.731240 + Penalty 1087.789050 = -7784.942190 nChanged 1 SP:Iteration 4Q (185.052337 sec): 3 clusters Score: Raw -8873.209436 + Penalty 1087.200721 = -7786.008714 nChanged 1 SP:Iteration 5Q (185.052864 sec): 3 clusters Score: Raw -8875.420569 + Penalty 1087.200721 = -7788.219847 nChanged 0 SP:Iteration 6F (185.053409 sec): 3 clusters Score: Raw -8875.420569 + Penalty 1087.200721 = -7788.219847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 141 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.054856 sec): 2 clusters Score: Raw -14820.861569 + Penalty 262.994209 = -14557.867360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.055667 sec): 3 clusters Score: Raw -14690.026575 + Penalty 530.764894 = -14159.261682 nChanged 99 SP:Iteration 1F (185.056486 sec): 3 clusters Score: Raw -14791.653547 + Penalty 535.176490 = -14256.477057 nChanged 33 SP:Iteration 2F (185.057284 sec): 3 clusters Score: Raw -14828.019587 + Penalty 545.604319 = -14282.415268 nChanged 20 SP:Iteration 3F (185.058079 sec): 3 clusters Score: Raw -14853.082110 + Penalty 557.456803 = -14295.625307 nChanged 16 SP:Iteration 4Q (185.058843 sec): 3 clusters Score: Raw -14873.300259 + Penalty 567.013492 = -14306.286767 nChanged 13 SP:Iteration 5Q (185.059596 sec): 3 clusters Score: Raw -14884.388221 + Penalty 575.938999 = -14308.449223 nChanged 7 SP:Iteration 6Q (185.060342 sec): 3 clusters Score: Raw -14891.141745 + Penalty 581.812023 = -14309.329721 nChanged 4 SP:Iteration 7Q (185.061083 sec): 3 clusters Score: Raw -14895.900156 + Penalty 586.588934 = -14309.311222 nChanged 3 SP:Iteration 8F (185.061878 sec): 3 clusters Score: Raw -14898.904850 + Penalty 591.265800 = -14307.639049 nChanged 3 SP:Iteration 9F (185.062671 sec): 3 clusters Score: Raw -14900.784134 + Penalty 598.710220 = -14302.073914 nChanged 3 SP:Iteration 10F (185.063464 sec): 3 clusters Score: Raw -14901.688017 + Penalty 598.710220 = -14302.977797 nChanged 0 Deleting Class 48 (81 points): Lose 911.620842 but Gain 1032.117645 Iteration 219F (186.134642 sec): 42 clusters Score: Raw -2374993.690521 + Penalty 30517.185736 = -2344476.504785 nChanged 107 Iteration 220F (187.162689 sec): 42 clusters Score: Raw -2375409.129069 + Penalty 29491.931355 = -2345917.197714 nChanged 43 Iteration 221Q (187.364424 sec): 42 clusters Score: Raw -2375542.687695 + Penalty 29490.042494 = -2346052.645201 nChanged 23 Iteration 222Q (187.565012 sec): 42 clusters Score: Raw -2375567.334163 + Penalty 29500.596279 = -2346066.737884 nChanged 28 Iteration 223Q (187.765648 sec): 42 clusters Score: Raw -2375587.069028 + Penalty 29510.892182 = -2346076.176846 nChanged 23 Iteration 224Q (187.965912 sec): 42 clusters Score: Raw -2375608.438897 + Penalty 29512.098058 = -2346096.340839 nChanged 15 Iteration 225Q (188.167480 sec): 42 clusters Score: Raw -2375613.848501 + Penalty 29512.808247 = -2346101.040254 nChanged 9 Iteration 226Q (188.367867 sec): 42 clusters Score: Raw -2375617.164970 + Penalty 29511.399493 = -2346105.765477 nChanged 8 Iteration 227Q (188.567840 sec): 42 clusters Score: Raw -2375618.729463 + Penalty 29511.292091 = -2346107.437372 nChanged 3 Iteration 228Q (188.767924 sec): 42 clusters Score: Raw -2375618.846792 + Penalty 29511.209711 = -2346107.637080 nChanged 2 Iteration 229Q (188.967843 sec): 42 clusters Score: Raw -2375618.847189 + Penalty 29511.209711 = -2346107.637478 nChanged 0 Iteration 230F (189.994792 sec): 42 clusters Score: Raw -2375618.847189 + Penalty 29511.209711 = -2346107.637478 nChanged 0 Writing temp clu file Memory request: 0.24 GB would take us to total of 0.47 GB. Compute initial score before splitting: Score: Raw -2375618.847189 + Penalty 29511.209711 = -2346107.637478Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 1 (2003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (190.171314 sec): 2 clusters Score: Raw -102297.705756 + Penalty 97.596874 = -102200.108882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (190.175017 sec): 3 clusters Score: Raw -101058.706860 + Penalty 221.355583 = -100837.351277 nChanged 928 SP:Iteration 1F (190.178660 sec): 3 clusters Score: Raw -101944.287469 + Penalty 230.464961 = -101713.822509 nChanged 154 SP:Iteration 2F (190.182414 sec): 3 clusters Score: Raw -102147.824421 + Penalty 232.148325 = -101915.676096 nChanged 65 SP:Iteration 3Q (190.185732 sec): 3 clusters Score: Raw -102195.497826 + Penalty 235.736090 = -101959.761735 nChanged 37 SP:Iteration 4Q (190.188994 sec): 3 clusters Score: Raw -102218.066000 + Penalty 241.399134 = -101976.666866 nChanged 30 SP:Iteration 5Q (190.192123 sec): 3 clusters Score: Raw -102234.714999 + Penalty 244.322577 = -101990.392423 nChanged 24 SP:Iteration 6Q (190.195198 sec): 3 clusters Score: Raw -102247.302423 + Penalty 247.717434 = -101999.584989 nChanged 18 SP:Iteration 7Q (190.198243 sec): 3 clusters Score: Raw -102256.823048 + Penalty 248.429298 = -102008.393750 nChanged 10 SP:Iteration 8Q (190.201250 sec): 3 clusters Score: Raw -102260.088515 + Penalty 250.600763 = -102009.487752 nChanged 7 SP:Iteration 9Q (190.204243 sec): 3 clusters Score: Raw -102261.275305 + Penalty 249.520949 = -102011.754356 nChanged 4 SP:Iteration 10F (190.207848 sec): 3 clusters Score: Raw -102262.393348 + Penalty 251.783985 = -102010.609362 nChanged 4 SP:Iteration 11F (190.211453 sec): 3 clusters Score: Raw -102262.713068 + Penalty 249.637752 = -102013.075316 nChanged 2 SP:Iteration 12Q (190.214430 sec): 3 clusters Score: Raw -102263.213518 + Penalty 248.890152 = -102014.323366 nChanged 2 SP:Iteration 13Q (190.217408 sec): 3 clusters Score: Raw -102263.498936 + Penalty 251.643849 = -102011.855087 nChanged 4 SP:Iteration 14F (190.221013 sec): 3 clusters Score: Raw -102264.360939 + Penalty 252.212313 = -102012.148626 nChanged 2 SP:Iteration 15Q (190.223984 sec): 3 clusters Score: Raw -102265.450427 + Penalty 253.495521 = -102011.954906 nChanged 2 SP:Iteration 16F (190.227593 sec): 3 clusters Score: Raw -102266.354531 + Penalty 253.382007 = -102012.972524 nChanged 2 SP:Iteration 17Q (190.230562 sec): 3 clusters Score: Raw -102267.353711 + Penalty 253.858643 = -102013.495068 nChanged 2 SP:Iteration 18Q (190.233631 sec): 3 clusters Score: Raw -102268.328692 + Penalty 252.508429 = -102015.820263 nChanged 2 SP:Iteration 19Q (190.236619 sec): 3 clusters Score: Raw -102269.297835 + Penalty 252.782694 = -102016.515141 nChanged 3 SP:Iteration 20F (190.240322 sec): 3 clusters Score: Raw -102271.055150 + Penalty 252.235102 = -102018.820047 nChanged 1 SP:Iteration 21Q (190.243492 sec): 3 clusters Score: Raw -102271.387001 + Penalty 251.950004 = -102019.436997 nChanged 1 SP:Iteration 22Q (190.246542 sec): 3 clusters Score: Raw -102271.441352 + Penalty 251.950004 = -102019.491348 nChanged 0 SP:Iteration 23F (190.250480 sec): 3 clusters Score: Raw -102271.441352 + Penalty 251.950004 = -102019.491348 nChanged 0 Memory request: 0.03 GB would take us to total of 0.50 GB. Trying to split cluster 2 (5158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (190.276086 sec): 2 clusters Score: Raw -259647.785049 + Penalty 151.269778 = -259496.515272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (190.285486 sec): 3 clusters Score: Raw -256262.077158 + Penalty 321.617681 = -255940.459477 nChanged 2414 SP:Iteration 1F (190.294830 sec): 3 clusters Score: Raw -258448.651876 + Penalty 339.055874 = -258109.596002 nChanged 601 SP:Iteration 2F (190.304020 sec): 3 clusters Score: Raw -259020.703807 + Penalty 346.545976 = -258674.157832 nChanged 254 SP:Iteration 3Q (190.313265 sec): 3 clusters Score: Raw -259293.548720 + Penalty 350.661716 = -258942.887004 nChanged 141 SP:Iteration 4Q (190.322153 sec): 3 clusters Score: Raw -259418.360890 + Penalty 351.451446 = -259066.909444 nChanged 83 SP:Iteration 5Q (190.330491 sec): 3 clusters Score: Raw -259461.096295 + Penalty 352.249358 = -259108.846937 nChanged 56 SP:Iteration 6Q (190.338730 sec): 3 clusters Score: Raw -259484.831800 + Penalty 349.686433 = -259135.145367 nChanged 49 SP:Iteration 7Q (190.347139 sec): 3 clusters Score: Raw -259506.603299 + Penalty 351.024009 = -259155.579289 nChanged 56 SP:Iteration 8Q (190.355320 sec): 3 clusters Score: Raw -259530.859495 + Penalty 346.655880 = -259184.203615 nChanged 39 SP:Iteration 9Q (190.363188 sec): 3 clusters Score: Raw -259549.560398 + Penalty 344.884367 = -259204.676032 nChanged 40 SP:Iteration 10F (190.372396 sec): 3 clusters Score: Raw -259567.264993 + Penalty 342.052415 = -259225.212577 nChanged 38 SP:Iteration 11Q (190.380127 sec): 3 clusters Score: Raw -259581.776960 + Penalty 340.750528 = -259241.026432 nChanged 30 SP:Iteration 12Q (190.387813 sec): 3 clusters Score: Raw -259592.646420 + Penalty 341.335679 = -259251.310740 nChanged 27 SP:Iteration 13Q (190.395410 sec): 3 clusters Score: Raw -259603.210978 + Penalty 340.284341 = -259262.926636 nChanged 30 SP:Iteration 14Q (190.402982 sec): 3 clusters Score: Raw -259614.035600 + Penalty 341.135157 = -259272.900444 nChanged 17 SP:Iteration 15Q (190.410510 sec): 3 clusters Score: Raw -259618.430775 + Penalty 339.597906 = -259278.832869 nChanged 11 SP:Iteration 16Q (190.418008 sec): 3 clusters Score: Raw -259622.284516 + Penalty 340.167255 = -259282.117262 nChanged 13 SP:Iteration 17Q (190.425535 sec): 3 clusters Score: Raw -259626.079021 + Penalty 339.720200 = -259286.358822 nChanged 7 SP:Iteration 18Q (190.433127 sec): 3 clusters Score: Raw -259628.045515 + Penalty 336.791591 = -259291.253924 nChanged 3 SP:Iteration 19Q (190.440642 sec): 3 clusters Score: Raw -259628.562429 + Penalty 336.287332 = -259292.275097 nChanged 3 SP:Iteration 20F (190.449970 sec): 3 clusters Score: Raw -259628.833914 + Penalty 334.215043 = -259294.618871 nChanged 3 SP:Iteration 21Q (190.457807 sec): 3 clusters Score: Raw -259629.641523 + Penalty 334.153669 = -259295.487854 nChanged 1 SP:Iteration 22Q (190.465269 sec): 3 clusters Score: Raw -259629.920478 + Penalty 335.055799 = -259294.864679 nChanged 4 SP:Iteration 23F (190.474464 sec): 3 clusters Score: Raw -259630.335999 + Penalty 335.055799 = -259295.280200 nChanged 0 Memory request: 0.09 GB would take us to total of 0.57 GB. Trying to split cluster 3 (20339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (190.571027 sec): 2 clusters Score: Raw -985226.198283 + Penalty 169.118303 = -985057.079980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (190.608919 sec): 3 clusters Score: Raw -971412.222382 + Penalty 338.577750 = -971073.644632 nChanged 9780 SP:Iteration 1F (190.646371 sec): 3 clusters Score: Raw -976534.354310 + Penalty 338.786072 = -976195.568237 nChanged 3524 SP:Iteration 2F (190.684285 sec): 3 clusters Score: Raw -979365.404297 + Penalty 327.565699 = -979037.838598 nChanged 2669 SP:Iteration 3F (190.722148 sec): 3 clusters Score: Raw -982164.463162 + Penalty 308.742648 = -981855.720514 nChanged 1475 SP:Iteration 4F (190.760656 sec): 3 clusters Score: Raw -984105.896300 + Penalty 297.342584 = -983808.553717 nChanged 685 SP:Iteration 5Q (190.800059 sec): 3 clusters Score: Raw -984854.393487 + Penalty 293.397423 = -984560.996064 nChanged 399 SP:Iteration 6Q (190.837925 sec): 3 clusters Score: Raw -985089.160311 + Penalty 291.989194 = -984797.171117 nChanged 328 SP:Iteration 7Q (190.875362 sec): 3 clusters Score: Raw -985308.620763 + Penalty 291.447384 = -985017.173379 nChanged 310 SP:Iteration 8Q (190.911349 sec): 3 clusters Score: Raw -985486.174780 + Penalty 291.388427 = -985194.786353 nChanged 256 SP:Iteration 9Q (190.947101 sec): 3 clusters Score: Raw -985592.293951 + Penalty 291.686879 = -985300.607072 nChanged 188 SP:Iteration 10F (190.985022 sec): 3 clusters Score: Raw -985639.270169 + Penalty 292.185601 = -985347.084568 nChanged 107 SP:Iteration 11Q (191.020919 sec): 3 clusters Score: Raw -985650.233033 + Penalty 292.434907 = -985357.798126 nChanged 63 SP:Iteration 12Q (191.057479 sec): 3 clusters Score: Raw -985653.542740 + Penalty 292.628906 = -985360.913833 nChanged 32 SP:Iteration 13Q (191.093611 sec): 3 clusters Score: Raw -985654.549699 + Penalty 292.670950 = -985361.878749 nChanged 24 SP:Iteration 14Q (191.129778 sec): 3 clusters Score: Raw -985655.042795 + Penalty 292.678150 = -985362.364645 nChanged 17 SP:Iteration 15Q (191.166222 sec): 3 clusters Score: Raw -985655.293553 + Penalty 292.785272 = -985362.508281 nChanged 12 SP:Iteration 16Q (191.202750 sec): 3 clusters Score: Raw -985655.461480 + Penalty 292.879812 = -985362.581669 nChanged 11 SP:Iteration 17Q (191.238911 sec): 3 clusters Score: Raw -985655.640695 + Penalty 292.997368 = -985362.643326 nChanged 12 SP:Iteration 18Q (191.274973 sec): 3 clusters Score: Raw -985655.819705 + Penalty 293.174816 = -985362.644890 nChanged 7 SP:Iteration 19Q (191.310933 sec): 3 clusters Score: Raw -985655.891207 + Penalty 293.254607 = -985362.636600 nChanged 5 SP:Iteration 20F (191.348669 sec): 3 clusters Score: Raw -985655.970374 + Penalty 293.352425 = -985362.617949 nChanged 5 SP:Iteration 21F (191.386435 sec): 3 clusters Score: Raw -985656.051398 + Penalty 293.556605 = -985362.494793 nChanged 7 SP:Iteration 22F (191.423809 sec): 3 clusters Score: Raw -985656.299283 + Penalty 293.699029 = -985362.600254 nChanged 8 SP:Iteration 23Q (191.460595 sec): 3 clusters Score: Raw -985656.479473 + Penalty 293.831820 = -985362.647654 nChanged 7 SP:Iteration 24Q (191.497529 sec): 3 clusters Score: Raw -985656.673294 + Penalty 293.930557 = -985362.742737 nChanged 8 SP:Iteration 25Q (191.534279 sec): 3 clusters Score: Raw -985656.831477 + Penalty 294.059805 = -985362.771672 nChanged 5 SP:Iteration 26Q (191.571038 sec): 3 clusters Score: Raw -985656.958097 + Penalty 294.097749 = -985362.860348 nChanged 3 SP:Iteration 27Q (191.608121 sec): 3 clusters Score: Raw -985656.988682 + Penalty 294.117076 = -985362.871605 nChanged 2 SP:Iteration 28Q (191.644804 sec): 3 clusters Score: Raw -985657.000290 + Penalty 294.151234 = -985362.849056 nChanged 3 SP:Iteration 29F (191.682233 sec): 3 clusters Score: Raw -985657.003908 + Penalty 294.155158 = -985362.848750 nChanged 1 SP:Iteration 30F (191.719453 sec): 3 clusters Score: Raw -985657.014824 + Penalty 294.155158 = -985362.859666 nChanged 0 Score: Raw -2414292.782690 + Penalty 29648.028822 = -2384644.753868 Splitting cluster 3 changes total score from -2346107.637478 to -2384644.753868 So it's getting split into cluster 8. Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 4 (1794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.818043 sec): 2 clusters Score: Raw -91660.602047 + Penalty 113.983250 = -91546.618796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.821452 sec): 3 clusters Score: Raw -90510.791240 + Penalty 221.162418 = -90289.628822 nChanged 821 SP:Iteration 1F (192.824799 sec): 3 clusters Score: Raw -91306.740084 + Penalty 223.645373 = -91083.094711 nChanged 201 SP:Iteration 2F (192.828139 sec): 3 clusters Score: Raw -91576.595766 + Penalty 225.364263 = -91351.231502 nChanged 72 SP:Iteration 3Q (192.831355 sec): 3 clusters Score: Raw -91623.515979 + Penalty 225.314856 = -91398.201123 nChanged 30 SP:Iteration 4Q (192.834418 sec): 3 clusters Score: Raw -91631.541451 + Penalty 225.404774 = -91406.136677 nChanged 8 SP:Iteration 5Q (192.837474 sec): 3 clusters Score: Raw -91632.247034 + Penalty 225.188125 = -91407.058910 nChanged 5 SP:Iteration 6Q (192.840525 sec): 3 clusters Score: Raw -91632.662001 + Penalty 225.185077 = -91407.476925 nChanged 6 SP:Iteration 7Q (192.843572 sec): 3 clusters Score: Raw -91633.236201 + Penalty 224.996038 = -91408.240163 nChanged 5 SP:Iteration 8Q (192.846727 sec): 3 clusters Score: Raw -91633.685050 + Penalty 224.765517 = -91408.919533 nChanged 3 SP:Iteration 9Q (192.849772 sec): 3 clusters Score: Raw -91633.927587 + Penalty 224.618942 = -91409.308645 nChanged 3 SP:Iteration 10F (192.853109 sec): 3 clusters Score: Raw -91634.073409 + Penalty 224.472150 = -91409.601259 nChanged 2 SP:Iteration 11Q (192.856165 sec): 3 clusters Score: Raw -91634.114619 + Penalty 224.407609 = -91409.707010 nChanged 1 SP:Iteration 12Q (192.859242 sec): 3 clusters Score: Raw -91634.127826 + Penalty 224.407609 = -91409.720217 nChanged 0 SP:Iteration 13F (192.862576 sec): 3 clusters Score: Raw -91634.127826 + Penalty 224.407609 = -91409.720217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 5 (408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.865393 sec): 2 clusters Score: Raw -20783.261264 + Penalty 534.919925 = -20248.341340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.866376 sec): 3 clusters Score: Raw -20690.835626 + Penalty 1074.776767 = -19616.058859 nChanged 121 SP:Iteration 1F (192.867303 sec): 3 clusters Score: Raw -20857.497311 + Penalty 1098.298987 = -19759.198324 nChanged 50 SP:Iteration 2F (192.868243 sec): 3 clusters Score: Raw -20950.986713 + Penalty 1128.950062 = -19822.036651 nChanged 26 SP:Iteration 3F (192.869171 sec): 3 clusters Score: Raw -20990.947069 + Penalty 1145.457939 = -19845.489129 nChanged 13 SP:Iteration 4Q (192.870097 sec): 3 clusters Score: Raw -21010.758676 + Penalty 1162.748490 = -19848.010186 nChanged 13 SP:Iteration 5Q (192.870986 sec): 3 clusters Score: Raw -21038.909168 + Penalty 1183.055070 = -19855.854098 nChanged 12 SP:Iteration 6Q (192.871868 sec): 3 clusters Score: Raw -21066.124197 + Penalty 1186.721230 = -19879.402967 nChanged 2 SP:Iteration 7Q (192.872728 sec): 3 clusters Score: Raw -21070.539248 + Penalty 1186.825312 = -19883.713936 nChanged 1 SP:Iteration 8Q (192.873584 sec): 3 clusters Score: Raw -21072.541447 + Penalty 1186.825312 = -19885.716135 nChanged 0 SP:Iteration 9F (192.874511 sec): 3 clusters Score: Raw -21072.541447 + Penalty 1186.825312 = -19885.716135 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 6 (717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.877507 sec): 2 clusters Score: Raw -35111.738455 + Penalty 326.703897 = -34785.034558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.879029 sec): 3 clusters Score: Raw -34732.067686 + Penalty 656.797539 = -34075.270146 nChanged 256 SP:Iteration 1F (192.880548 sec): 3 clusters Score: Raw -34921.004654 + Penalty 658.228235 = -34262.776419 nChanged 96 SP:Iteration 2F (192.882035 sec): 3 clusters Score: Raw -35017.321391 + Penalty 658.335442 = -34358.985949 nChanged 58 SP:Iteration 3F (192.883507 sec): 3 clusters Score: Raw -35079.613777 + Penalty 657.985041 = -34421.628736 nChanged 38 SP:Iteration 4F (192.884965 sec): 3 clusters Score: Raw -35121.435220 + Penalty 659.485690 = -34461.949530 nChanged 27 SP:Iteration 5Q (192.886429 sec): 3 clusters Score: Raw -35141.135467 + Penalty 658.891918 = -34482.243550 nChanged 10 SP:Iteration 6Q (192.887870 sec): 3 clusters Score: Raw -35149.904670 + Penalty 660.111015 = -34489.793655 nChanged 7 SP:Iteration 7Q (192.889312 sec): 3 clusters Score: Raw -35159.807151 + Penalty 663.328858 = -34496.478293 nChanged 9 SP:Iteration 8Q (192.890726 sec): 3 clusters Score: Raw -35171.990134 + Penalty 667.378619 = -34504.611515 nChanged 11 SP:Iteration 9Q (192.892118 sec): 3 clusters Score: Raw -35183.772368 + Penalty 670.958386 = -34512.813982 nChanged 15 SP:Iteration 10F (192.893584 sec): 3 clusters Score: Raw -35195.597939 + Penalty 675.145036 = -34520.452903 nChanged 10 SP:Iteration 11Q (192.894927 sec): 3 clusters Score: Raw -35201.276558 + Penalty 672.776358 = -34528.500201 nChanged 8 SP:Iteration 12Q (192.896297 sec): 3 clusters Score: Raw -35207.668697 + Penalty 674.023764 = -34533.644933 nChanged 6 SP:Iteration 13Q (192.897643 sec): 3 clusters Score: Raw -35212.553360 + Penalty 674.131014 = -34538.422346 nChanged 5 SP:Iteration 14Q (192.898992 sec): 3 clusters Score: Raw -35214.341814 + Penalty 674.957259 = -34539.384555 nChanged 2 SP:Iteration 15Q (192.900337 sec): 3 clusters Score: Raw -35214.755599 + Penalty 674.957259 = -34539.798340 nChanged 0 SP:Iteration 16F (192.901817 sec): 3 clusters Score: Raw -35214.755599 + Penalty 674.957259 = -34539.798340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 7 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.911620 sec): 2 clusters Score: Raw -24085.335054 + Penalty 871.556738 = -23213.778317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.912739 sec): 3 clusters Score: Raw -23983.856992 + Penalty 1742.802496 = -22241.054496 nChanged 126 SP:Iteration 1F (192.913934 sec): 3 clusters Score: Raw -24139.788425 + Penalty 1743.135175 = -22396.653250 nChanged 31 SP:Iteration 2F (192.915021 sec): 3 clusters Score: Raw -24181.453147 + Penalty 1743.458532 = -22437.994614 nChanged 15 SP:Iteration 3Q (192.916067 sec): 3 clusters Score: Raw -24204.363125 + Penalty 1744.140279 = -22460.222847 nChanged 12 SP:Iteration 4Q (192.917106 sec): 3 clusters Score: Raw -24218.785672 + Penalty 1744.983628 = -22473.802045 nChanged 8 SP:Iteration 5Q (192.918148 sec): 3 clusters Score: Raw -24235.041215 + Penalty 1746.176329 = -22488.864887 nChanged 10 SP:Iteration 6Q (192.919182 sec): 3 clusters Score: Raw -24246.341654 + Penalty 1747.441726 = -22498.899927 nChanged 8 SP:Iteration 7Q (192.920216 sec): 3 clusters Score: Raw -24260.720832 + Penalty 1748.988929 = -22511.731903 nChanged 10 SP:Iteration 8Q (192.921249 sec): 3 clusters Score: Raw -24270.792444 + Penalty 1751.026467 = -22519.765977 nChanged 9 SP:Iteration 9Q (192.922281 sec): 3 clusters Score: Raw -24278.328268 + Penalty 1753.688562 = -22524.639706 nChanged 10 SP:Iteration 10F (192.923362 sec): 3 clusters Score: Raw -24288.935124 + Penalty 1758.146076 = -22530.789048 nChanged 12 SP:Iteration 11Q (192.924395 sec): 3 clusters Score: Raw -24299.545555 + Penalty 1761.875283 = -22537.670273 nChanged 8 SP:Iteration 12Q (192.925421 sec): 3 clusters Score: Raw -24304.890411 + Penalty 1765.595028 = -22539.295384 nChanged 6 SP:Iteration 13Q (192.926442 sec): 3 clusters Score: Raw -24315.318724 + Penalty 1767.971480 = -22547.347243 nChanged 5 SP:Iteration 14Q (192.927461 sec): 3 clusters Score: Raw -24325.517161 + Penalty 1769.733664 = -22555.783497 nChanged 7 SP:Iteration 15Q (192.928480 sec): 3 clusters Score: Raw -24345.097682 + Penalty 1771.619984 = -22573.477698 nChanged 6 SP:Iteration 16Q (192.929504 sec): 3 clusters Score: Raw -24354.827022 + Penalty 1773.268922 = -22581.558100 nChanged 2 SP:Iteration 17Q (192.930524 sec): 3 clusters Score: Raw -24357.116490 + Penalty 1775.138303 = -22581.978187 nChanged 2 SP:Iteration 18Q (192.931542 sec): 3 clusters Score: Raw -24360.356004 + Penalty 1777.229161 = -22583.126843 nChanged 2 SP:Iteration 19Q (192.932556 sec): 3 clusters Score: Raw -24365.454930 + Penalty 1778.555622 = -22586.899308 nChanged 5 SP:Iteration 20F (192.933635 sec): 3 clusters Score: Raw -24372.198823 + Penalty 1781.443309 = -22590.755514 nChanged 4 SP:Iteration 21Q (192.934649 sec): 3 clusters Score: Raw -24376.239541 + Penalty 1782.494910 = -22593.744630 nChanged 3 SP:Iteration 22Q (192.935660 sec): 3 clusters Score: Raw -24378.708980 + Penalty 1783.116785 = -22595.592194 nChanged 1 SP:Iteration 23Q (192.936665 sec): 3 clusters Score: Raw -24380.930613 + Penalty 1783.694474 = -22597.236138 nChanged 2 SP:Iteration 24Q (192.937667 sec): 3 clusters Score: Raw -24383.135741 + Penalty 1782.786880 = -22600.348861 nChanged 3 SP:Iteration 25Q (192.938674 sec): 3 clusters Score: Raw -24386.948831 + Penalty 1784.398156 = -22602.550675 nChanged 1 SP:Iteration 26Q (192.939674 sec): 3 clusters Score: Raw -24387.646658 + Penalty 1784.398156 = -22603.248502 nChanged 0 SP:Iteration 27F (192.940753 sec): 3 clusters Score: Raw -24387.646658 + Penalty 1784.398156 = -22603.248502 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 9 (1439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.946133 sec): 2 clusters Score: Raw -71834.656541 + Penalty 136.538640 = -71698.117900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.948904 sec): 3 clusters Score: Raw -70928.646343 + Penalty 276.142750 = -70652.503593 nChanged 654 SP:Iteration 1F (192.951622 sec): 3 clusters Score: Raw -71565.862988 + Penalty 283.077812 = -71282.785175 nChanged 216 SP:Iteration 2F (192.954351 sec): 3 clusters Score: Raw -71724.868038 + Penalty 287.633814 = -71437.234224 nChanged 76 SP:Iteration 3F (192.957062 sec): 3 clusters Score: Raw -71786.910044 + Penalty 293.161133 = -71493.748912 nChanged 59 SP:Iteration 4Q (192.959770 sec): 3 clusters Score: Raw -71838.291348 + Penalty 296.382381 = -71541.908967 nChanged 45 SP:Iteration 5Q (192.962442 sec): 3 clusters Score: Raw -71867.434869 + Penalty 299.156655 = -71568.278214 nChanged 34 SP:Iteration 6Q (192.965077 sec): 3 clusters Score: Raw -71886.237353 + Penalty 299.643983 = -71586.593370 nChanged 35 SP:Iteration 7Q (192.967692 sec): 3 clusters Score: Raw -71906.317783 + Penalty 302.590423 = -71603.727360 nChanged 32 SP:Iteration 8Q (192.970292 sec): 3 clusters Score: Raw -71929.857969 + Penalty 304.860039 = -71624.997930 nChanged 28 SP:Iteration 9Q (192.972856 sec): 3 clusters Score: Raw -71943.132275 + Penalty 304.837367 = -71638.294909 nChanged 18 SP:Iteration 10F (192.975575 sec): 3 clusters Score: Raw -71948.175386 + Penalty 306.093402 = -71642.081984 nChanged 9 SP:Iteration 11Q (192.978097 sec): 3 clusters Score: Raw -71951.942145 + Penalty 305.510264 = -71646.431881 nChanged 9 SP:Iteration 12Q (192.980599 sec): 3 clusters Score: Raw -71953.926520 + Penalty 305.872662 = -71648.053858 nChanged 6 SP:Iteration 13Q (192.983090 sec): 3 clusters Score: Raw -71954.572048 + Penalty 306.293865 = -71648.278184 nChanged 3 SP:Iteration 14Q (192.985572 sec): 3 clusters Score: Raw -71954.772987 + Penalty 306.865615 = -71647.907371 nChanged 2 SP:Iteration 15F (192.988284 sec): 3 clusters Score: Raw -71954.854769 + Penalty 307.148956 = -71647.705814 nChanged 1 SP:Iteration 16F (192.990992 sec): 3 clusters Score: Raw -71954.874595 + Penalty 307.316366 = -71647.558228 nChanged 1 SP:Iteration 17F (192.993696 sec): 3 clusters Score: Raw -71954.895890 + Penalty 307.316366 = -71647.579524 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 10 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.996631 sec): 2 clusters Score: Raw -32729.469612 + Penalty 304.057744 = -32425.411868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.998081 sec): 3 clusters Score: Raw -32389.493423 + Penalty 623.259369 = -31766.234054 nChanged 256 SP:Iteration 1F (192.999483 sec): 3 clusters Score: Raw -32587.609034 + Penalty 641.506390 = -31946.102645 nChanged 82 SP:Iteration 2F (193.000898 sec): 3 clusters Score: Raw -32661.010465 + Penalty 654.145461 = -32006.865004 nChanged 36 SP:Iteration 3F (193.002305 sec): 3 clusters Score: Raw -32689.770147 + Penalty 664.827674 = -32024.942474 nChanged 23 SP:Iteration 4Q (193.003695 sec): 3 clusters Score: Raw -32715.858641 + Penalty 673.669946 = -32042.188696 nChanged 16 SP:Iteration 5Q (193.005067 sec): 3 clusters Score: Raw -32734.066353 + Penalty 676.389060 = -32057.677294 nChanged 13 SP:Iteration 6Q (193.006441 sec): 3 clusters Score: Raw -32750.486432 + Penalty 683.168507 = -32067.317925 nChanged 12 SP:Iteration 7Q (193.007792 sec): 3 clusters Score: Raw -32771.943440 + Penalty 684.137129 = -32087.806311 nChanged 7 SP:Iteration 8Q (193.009324 sec): 3 clusters Score: Raw -32785.724908 + Penalty 684.761553 = -32100.963355 nChanged 6 SP:Iteration 9Q (193.010601 sec): 3 clusters Score: Raw -32788.673391 + Penalty 687.725303 = -32100.948088 nChanged 2 SP:Iteration 10F (193.012077 sec): 3 clusters Score: Raw -32789.683107 + Penalty 687.725303 = -32101.957803 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 12 (1402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.016829 sec): 2 clusters Score: Raw -72330.557821 + Penalty 77.749347 = -72252.808474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.019512 sec): 3 clusters Score: Raw -71473.562364 + Penalty 158.710996 = -71314.851368 nChanged 614 SP:Iteration 1F (193.022157 sec): 3 clusters Score: Raw -71905.794982 + Penalty 160.057226 = -71745.737757 nChanged 115 SP:Iteration 2F (193.024791 sec): 3 clusters Score: Raw -72038.896186 + Penalty 156.254147 = -71882.642039 nChanged 75 SP:Iteration 3F (193.027603 sec): 3 clusters Score: Raw -72145.195453 + Penalty 154.303033 = -71990.892420 nChanged 50 SP:Iteration 4Q (193.030328 sec): 3 clusters Score: Raw -72180.870511 + Penalty 152.705831 = -72028.164680 nChanged 42 SP:Iteration 5Q (193.033130 sec): 3 clusters Score: Raw -72201.922784 + Penalty 153.662953 = -72048.259831 nChanged 27 SP:Iteration 6Q (193.035605 sec): 3 clusters Score: Raw -72212.500935 + Penalty 154.085175 = -72058.415759 nChanged 25 SP:Iteration 7Q (193.037999 sec): 3 clusters Score: Raw -72222.297822 + Penalty 156.432321 = -72065.865502 nChanged 25 SP:Iteration 8Q (193.040342 sec): 3 clusters Score: Raw -72232.526486 + Penalty 159.062518 = -72073.463968 nChanged 22 SP:Iteration 9Q (193.042664 sec): 3 clusters Score: Raw -72242.505208 + Penalty 164.865142 = -72077.640066 nChanged 30 SP:Iteration 10F (193.045291 sec): 3 clusters Score: Raw -72265.997977 + Penalty 174.116845 = -72091.881132 nChanged 33 SP:Iteration 11Q (193.047555 sec): 3 clusters Score: Raw -72294.244321 + Penalty 181.203585 = -72113.040736 nChanged 24 SP:Iteration 12Q (193.049746 sec): 3 clusters Score: Raw -72312.424856 + Penalty 192.039075 = -72120.385781 nChanged 12 SP:Iteration 13Q (193.051895 sec): 3 clusters Score: Raw -72320.929974 + Penalty 213.760641 = -72107.169333 nChanged 15 SP:Iteration 14F (193.054660 sec): 3 clusters Score: Raw -72340.869624 + Penalty 231.199359 = -72109.670266 nChanged 6 SP:Iteration 15Q (193.057001 sec): 3 clusters Score: Raw -72345.467373 + Penalty 247.336736 = -72098.130636 nChanged 4 SP:Iteration 16F (193.059889 sec): 3 clusters Score: Raw -72347.970614 + Penalty 253.110083 = -72094.860531 nChanged 2 SP:Iteration 17F (193.062673 sec): 3 clusters Score: Raw -72349.028065 + Penalty 248.093596 = -72100.934469 nChanged 2 SP:Iteration 18Q (193.065022 sec): 3 clusters Score: Raw -72351.567099 + Penalty 255.509281 = -72096.057818 nChanged 1 SP:Iteration 19F (193.067842 sec): 3 clusters Score: Raw -72352.342576 + Penalty 255.509281 = -72096.833295 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 13 (1821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.077420 sec): 2 clusters Score: Raw -90950.288570 + Penalty 148.889985 = -90801.398585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.081405 sec): 3 clusters Score: Raw -89807.945900 + Penalty 291.632107 = -89516.313793 nChanged 796 SP:Iteration 1F (193.084974 sec): 3 clusters Score: Raw -90477.452497 + Penalty 300.656524 = -90176.795973 nChanged 266 SP:Iteration 2F (193.088623 sec): 3 clusters Score: Raw -90766.352936 + Penalty 309.026742 = -90457.326194 nChanged 133 SP:Iteration 3F (193.092370 sec): 3 clusters Score: Raw -90892.824923 + Penalty 308.595012 = -90584.229911 nChanged 66 SP:Iteration 4Q (193.095877 sec): 3 clusters Score: Raw -90968.284933 + Penalty 307.472041 = -90660.812893 nChanged 48 SP:Iteration 5Q (193.099323 sec): 3 clusters Score: Raw -91005.701460 + Penalty 308.092912 = -90697.608548 nChanged 32 SP:Iteration 6Q (193.102504 sec): 3 clusters Score: Raw -91020.932463 + Penalty 309.669521 = -90711.262942 nChanged 21 SP:Iteration 7Q (193.105606 sec): 3 clusters Score: Raw -91028.246570 + Penalty 310.469394 = -90717.777176 nChanged 18 SP:Iteration 8Q (193.108736 sec): 3 clusters Score: Raw -91033.675209 + Penalty 312.860009 = -90720.815200 nChanged 10 SP:Iteration 9Q (193.112094 sec): 3 clusters Score: Raw -91038.173298 + Penalty 314.260835 = -90723.912464 nChanged 11 SP:Iteration 10F (193.115634 sec): 3 clusters Score: Raw -91042.215978 + Penalty 315.149040 = -90727.066939 nChanged 5 SP:Iteration 11Q (193.118691 sec): 3 clusters Score: Raw -91043.773791 + Penalty 317.042879 = -90726.730913 nChanged 8 SP:Iteration 12F (193.122073 sec): 3 clusters Score: Raw -91046.039588 + Penalty 318.661813 = -90727.377775 nChanged 6 SP:Iteration 13Q (193.125107 sec): 3 clusters Score: Raw -91047.181629 + Penalty 318.789708 = -90728.391921 nChanged 4 SP:Iteration 14Q (193.128140 sec): 3 clusters Score: Raw -91048.172248 + Penalty 319.678782 = -90728.493466 nChanged 6 SP:Iteration 15Q (193.131206 sec): 3 clusters Score: Raw -91049.486323 + Penalty 320.579047 = -90728.907276 nChanged 4 SP:Iteration 16Q (193.134235 sec): 3 clusters Score: Raw -91050.154124 + Penalty 321.660229 = -90728.493895 nChanged 1 SP:Iteration 17F (193.137613 sec): 3 clusters Score: Raw -91051.004774 + Penalty 321.767990 = -90729.236784 nChanged 1 SP:Iteration 18Q (193.140659 sec): 3 clusters Score: Raw -91051.070853 + Penalty 321.767990 = -90729.302863 nChanged 0 SP:Iteration 19F (193.144038 sec): 3 clusters Score: Raw -91051.070853 + Penalty 321.767990 = -90729.302863 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 14 (586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.148194 sec): 2 clusters Score: Raw -30051.526154 + Penalty 231.694487 = -29819.831667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.149462 sec): 3 clusters Score: Raw -29722.570547 + Penalty 462.345808 = -29260.224739 nChanged 226 SP:Iteration 1F (193.150711 sec): 3 clusters Score: Raw -29883.510528 + Penalty 466.372264 = -29417.138264 nChanged 76 SP:Iteration 2F (193.151960 sec): 3 clusters Score: Raw -29943.474136 + Penalty 457.276815 = -29486.197321 nChanged 37 SP:Iteration 3F (193.153206 sec): 3 clusters Score: Raw -29975.141884 + Penalty 472.777416 = -29502.364468 nChanged 29 SP:Iteration 4Q (193.154457 sec): 3 clusters Score: Raw -30008.485942 + Penalty 496.930108 = -29511.555834 nChanged 21 SP:Iteration 5Q (193.155671 sec): 3 clusters Score: Raw -30037.736277 + Penalty 531.516592 = -29506.219686 nChanged 12 SP:Iteration 6F (193.156882 sec): 3 clusters Score: Raw -30050.552423 + Penalty 561.393004 = -29489.159419 nChanged 8 SP:Iteration 7F (193.158109 sec): 3 clusters Score: Raw -30060.987931 + Penalty 580.038856 = -29480.949074 nChanged 3 SP:Iteration 8F (193.159348 sec): 3 clusters Score: Raw -30066.377731 + Penalty 601.985776 = -29464.391955 nChanged 3 SP:Iteration 9F (193.160570 sec): 3 clusters Score: Raw -30070.070515 + Penalty 601.985776 = -29468.084740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 16 (514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.162886 sec): 2 clusters Score: Raw -25175.178879 + Penalty 219.060965 = -24956.117913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.164022 sec): 3 clusters Score: Raw -24895.057645 + Penalty 438.106708 = -24456.950937 nChanged 198 SP:Iteration 1F (193.165138 sec): 3 clusters Score: Raw -25023.326924 + Penalty 437.195343 = -24586.131580 nChanged 62 SP:Iteration 2F (193.166253 sec): 3 clusters Score: Raw -25080.400811 + Penalty 436.688615 = -24643.712196 nChanged 41 SP:Iteration 3F (193.167367 sec): 3 clusters Score: Raw -25140.824871 + Penalty 438.792477 = -24702.032394 nChanged 34 SP:Iteration 4F (193.168486 sec): 3 clusters Score: Raw -25204.257848 + Penalty 439.648035 = -24764.609813 nChanged 23 SP:Iteration 5Q (193.169528 sec): 3 clusters Score: Raw -25225.897712 + Penalty 439.966447 = -24785.931264 nChanged 11 SP:Iteration 6Q (193.170560 sec): 3 clusters Score: Raw -25238.748168 + Penalty 439.578860 = -24799.169308 nChanged 10 SP:Iteration 7Q (193.171600 sec): 3 clusters Score: Raw -25243.584454 + Penalty 439.406946 = -24804.177508 nChanged 8 SP:Iteration 8Q (193.172640 sec): 3 clusters Score: Raw -25247.017589 + Penalty 438.710515 = -24808.307074 nChanged 3 SP:Iteration 9Q (193.173672 sec): 3 clusters Score: Raw -25250.346745 + Penalty 439.197750 = -24811.148995 nChanged 3 SP:Iteration 10F (193.174785 sec): 3 clusters Score: Raw -25251.626660 + Penalty 439.197750 = -24812.428910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 17 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.176519 sec): 2 clusters Score: Raw -9356.742124 + Penalty 262.795603 = -9093.946521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.177063 sec): 3 clusters Score: Raw -9307.233179 + Penalty 533.111513 = -8774.121666 nChanged 51 SP:Iteration 1F (193.177627 sec): 3 clusters Score: Raw -9368.554924 + Penalty 539.352813 = -8829.202111 nChanged 10 SP:Iteration 2F (193.178150 sec): 3 clusters Score: Raw -9385.612697 + Penalty 547.529132 = -8838.083565 nChanged 7 SP:Iteration 3Q (193.178680 sec): 3 clusters Score: Raw -9403.957940 + Penalty 556.143755 = -8847.814185 nChanged 8 SP:Iteration 4Q (193.179204 sec): 3 clusters Score: Raw -9423.298122 + Penalty 577.853428 = -8845.444695 nChanged 8 SP:Iteration 5F (193.179738 sec): 3 clusters Score: Raw -9443.139649 + Penalty 603.054247 = -8840.085402 nChanged 6 SP:Iteration 6F (193.180273 sec): 3 clusters Score: Raw -9457.676677 + Penalty 640.964143 = -8816.712534 nChanged 7 SP:Iteration 7F (193.180808 sec): 3 clusters Score: Raw -9487.116827 + Penalty 653.580345 = -8833.536482 nChanged 2 SP:Iteration 8Q (193.181283 sec): 3 clusters Score: Raw -9495.925796 + Penalty 653.580345 = -8842.345451 nChanged 0 SP:Iteration 9F (193.181836 sec): 3 clusters Score: Raw -9495.925796 + Penalty 653.580345 = -8842.345451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 18 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.183079 sec): 2 clusters Score: Raw -3979.451140 + Penalty 711.954176 = -3267.496964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.183541 sec): 3 clusters Score: Raw -4115.121298 + Penalty 1422.356611 = -2692.764687 nChanged 24 SP:Iteration 1F (193.183995 sec): 3 clusters Score: Raw -4231.464424 + Penalty 1423.702163 = -2807.762261 nChanged 6 SP:Iteration 2Q (193.184414 sec): 3 clusters Score: Raw -4259.115736 + Penalty 1424.254838 = -2834.860898 nChanged 3 SP:Iteration 3Q (193.184826 sec): 3 clusters Score: Raw -4279.462289 + Penalty 1424.316602 = -2855.145687 nChanged 1 SP:Iteration 4Q (193.185235 sec): 3 clusters Score: Raw -4308.897442 + Penalty 1424.499259 = -2884.398183 nChanged 1 SP:Iteration 5Q (193.185643 sec): 3 clusters Score: Raw -4316.855815 + Penalty 1424.499259 = -2892.356556 nChanged 0 SP:Iteration 6F (193.186095 sec): 3 clusters Score: Raw -4316.855815 + Penalty 1424.499259 = -2892.356556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 19 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.188401 sec): 2 clusters Score: Raw -16448.212174 + Penalty 394.935180 = -16053.276994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.189216 sec): 3 clusters Score: Raw -16335.590898 + Penalty 790.201109 = -15545.389789 nChanged 114 SP:Iteration 1F (193.190014 sec): 3 clusters Score: Raw -16441.947002 + Penalty 788.873036 = -15653.073966 nChanged 33 SP:Iteration 2F (193.190813 sec): 3 clusters Score: Raw -16502.110378 + Penalty 789.108055 = -15713.002323 nChanged 32 SP:Iteration 3F (193.191611 sec): 3 clusters Score: Raw -16543.123959 + Penalty 789.792199 = -15753.331761 nChanged 22 SP:Iteration 4F (193.192408 sec): 3 clusters Score: Raw -16573.643921 + Penalty 790.459335 = -15783.184586 nChanged 12 SP:Iteration 5Q (193.193175 sec): 3 clusters Score: Raw -16590.070337 + Penalty 790.864013 = -15799.206325 nChanged 9 SP:Iteration 6Q (193.193940 sec): 3 clusters Score: Raw -16606.933346 + Penalty 792.078583 = -15814.854763 nChanged 10 SP:Iteration 7Q (193.194701 sec): 3 clusters Score: Raw -16638.782845 + Penalty 793.822300 = -15844.960544 nChanged 9 SP:Iteration 8Q (193.195464 sec): 3 clusters Score: Raw -16647.493015 + Penalty 794.683556 = -15852.809460 nChanged 4 SP:Iteration 9Q (193.196222 sec): 3 clusters Score: Raw -16652.058039 + Penalty 795.355325 = -15856.702714 nChanged 4 SP:Iteration 10F (193.197023 sec): 3 clusters Score: Raw -16655.366049 + Penalty 795.437182 = -15859.928868 nChanged 7 SP:Iteration 11Q (193.197786 sec): 3 clusters Score: Raw -16664.998658 + Penalty 794.952054 = -15870.046605 nChanged 4 SP:Iteration 12Q (193.198553 sec): 3 clusters Score: Raw -16670.260935 + Penalty 790.850213 = -15879.410723 nChanged 3 SP:Iteration 13Q (193.199345 sec): 3 clusters Score: Raw -16678.353028 + Penalty 789.857007 = -15888.496022 nChanged 2 SP:Iteration 14Q (193.200106 sec): 3 clusters Score: Raw -16681.173374 + Penalty 789.745516 = -15891.427858 nChanged 2 SP:Iteration 15Q (193.200866 sec): 3 clusters Score: Raw -16682.743486 + Penalty 790.115621 = -15892.627865 nChanged 1 SP:Iteration 16Q (193.201630 sec): 3 clusters Score: Raw -16683.160838 + Penalty 790.794489 = -15892.366349 nChanged 1 SP:Iteration 17F (193.202429 sec): 3 clusters Score: Raw -16684.766739 + Penalty 790.256040 = -15894.510698 nChanged 1 SP:Iteration 18Q (193.203199 sec): 3 clusters Score: Raw -16685.989879 + Penalty 790.256040 = -15895.733839 nChanged 0 SP:Iteration 19F (193.203995 sec): 3 clusters Score: Raw -16685.989879 + Penalty 790.256040 = -15895.733839 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 21 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.205486 sec): 2 clusters Score: Raw -9039.378340 + Penalty 423.410394 = -8615.967947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.206071 sec): 3 clusters Score: Raw -9010.338083 + Penalty 846.971675 = -8163.366408 nChanged 49 SP:Iteration 1F (193.206647 sec): 3 clusters Score: Raw -9090.613178 + Penalty 846.007389 = -8244.605789 nChanged 18 SP:Iteration 2F (193.207222 sec): 3 clusters Score: Raw -9128.661099 + Penalty 846.768248 = -8281.892851 nChanged 19 SP:Iteration 3F (193.207796 sec): 3 clusters Score: Raw -9170.571196 + Penalty 851.586355 = -8318.984841 nChanged 12 SP:Iteration 4F (193.208374 sec): 3 clusters Score: Raw -9207.987150 + Penalty 856.016713 = -8351.970438 nChanged 4 SP:Iteration 5Q (193.208916 sec): 3 clusters Score: Raw -9221.625437 + Penalty 856.016713 = -8365.608724 nChanged 0 SP:Iteration 6F (193.209486 sec): 3 clusters Score: Raw -9221.625437 + Penalty 856.016713 = -8365.608724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 25 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.211746 sec): 2 clusters Score: Raw -27327.941774 + Penalty 870.463543 = -26457.478231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.213043 sec): 3 clusters Score: Raw -27204.722579 + Penalty 1742.597647 = -25462.124932 nChanged 118 SP:Iteration 1F (193.214161 sec): 3 clusters Score: Raw -27342.306721 + Penalty 1743.982051 = -25598.324671 nChanged 36 SP:Iteration 2F (193.215280 sec): 3 clusters Score: Raw -27387.784523 + Penalty 1745.531425 = -25642.253098 nChanged 16 SP:Iteration 3Q (193.216392 sec): 3 clusters Score: Raw -27404.309653 + Penalty 1746.665994 = -25657.643659 nChanged 15 SP:Iteration 4Q (193.217481 sec): 3 clusters Score: Raw -27424.209569 + Penalty 1749.106074 = -25675.103495 nChanged 13 SP:Iteration 5Q (193.218571 sec): 3 clusters Score: Raw -27435.976198 + Penalty 1750.956271 = -25685.019927 nChanged 9 SP:Iteration 6Q (193.219656 sec): 3 clusters Score: Raw -27446.686673 + Penalty 1752.918554 = -25693.768119 nChanged 6 SP:Iteration 7Q (193.220739 sec): 3 clusters Score: Raw -27452.507634 + Penalty 1753.327763 = -25699.179871 nChanged 3 SP:Iteration 8Q (193.221819 sec): 3 clusters Score: Raw -27454.943977 + Penalty 1753.521981 = -25701.421996 nChanged 1 SP:Iteration 9Q (193.222899 sec): 3 clusters Score: Raw -27455.726939 + Penalty 1753.521981 = -25702.204958 nChanged 0 SP:Iteration 10F (193.224014 sec): 3 clusters Score: Raw -27455.726939 + Penalty 1753.521981 = -25702.204958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 28 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.225447 sec): 2 clusters Score: Raw -7113.491562 + Penalty 511.074956 = -6602.416606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.225996 sec): 3 clusters Score: Raw -7139.398727 + Penalty 1025.431450 = -6113.967277 nChanged 41 SP:Iteration 1F (193.226566 sec): 3 clusters Score: Raw -7189.048681 + Penalty 1026.812800 = -6162.235880 nChanged 6 SP:Iteration 2Q (193.227086 sec): 3 clusters Score: Raw -7199.256617 + Penalty 1026.942930 = -6172.313687 nChanged 3 SP:Iteration 3Q (193.227604 sec): 3 clusters Score: Raw -7204.396556 + Penalty 1025.375147 = -6179.021409 nChanged 1 SP:Iteration 4Q (193.228123 sec): 3 clusters Score: Raw -7213.742706 + Penalty 1023.472247 = -6190.270459 nChanged 2 SP:Iteration 5Q (193.228638 sec): 3 clusters Score: Raw -7215.323310 + Penalty 1022.374738 = -6192.948572 nChanged 1 SP:Iteration 6Q (193.229151 sec): 3 clusters Score: Raw -7216.047628 + Penalty 1021.695977 = -6194.351651 nChanged 1 SP:Iteration 7Q (193.229664 sec): 3 clusters Score: Raw -7216.615947 + Penalty 1021.695977 = -6194.919970 nChanged 0 SP:Iteration 8F (193.230201 sec): 3 clusters Score: Raw -7216.615947 + Penalty 1021.695977 = -6194.919970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 30 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.231764 sec): 2 clusters Score: Raw -14616.773823 + Penalty 316.725069 = -14300.048755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.232486 sec): 3 clusters Score: Raw -14533.366691 + Penalty 666.656501 = -13866.710191 nChanged 90 SP:Iteration 1F (193.233197 sec): 3 clusters Score: Raw -14637.940691 + Penalty 707.708718 = -13930.231973 nChanged 28 SP:Iteration 2F (193.233907 sec): 3 clusters Score: Raw -14693.979667 + Penalty 736.159120 = -13957.820547 nChanged 10 SP:Iteration 3Q (193.234598 sec): 3 clusters Score: Raw -14716.507815 + Penalty 743.627242 = -13972.880572 nChanged 4 SP:Iteration 4Q (193.235274 sec): 3 clusters Score: Raw -14726.947903 + Penalty 749.733053 = -13977.214851 nChanged 4 SP:Iteration 5Q (193.235945 sec): 3 clusters Score: Raw -14734.355152 + Penalty 751.828258 = -13982.526894 nChanged 1 SP:Iteration 6Q (193.236609 sec): 3 clusters Score: Raw -14735.594030 + Penalty 751.828258 = -13983.765773 nChanged 0 SP:Iteration 7F (193.237317 sec): 3 clusters Score: Raw -14735.594030 + Penalty 751.828258 = -13983.765773 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 35 (823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.241035 sec): 2 clusters Score: Raw -41829.749926 + Penalty 607.006772 = -41222.743154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.242747 sec): 3 clusters Score: Raw -41399.793783 + Penalty 1222.135222 = -40177.658561 nChanged 284 SP:Iteration 1F (193.244413 sec): 3 clusters Score: Raw -41606.367542 + Penalty 1234.536315 = -40371.831227 nChanged 110 SP:Iteration 2F (193.246054 sec): 3 clusters Score: Raw -41729.212330 + Penalty 1250.418832 = -40478.793498 nChanged 61 SP:Iteration 3F (193.247688 sec): 3 clusters Score: Raw -41801.095210 + Penalty 1256.354511 = -40544.740698 nChanged 31 SP:Iteration 4Q (193.249317 sec): 3 clusters Score: Raw -41833.545493 + Penalty 1258.814779 = -40574.730714 nChanged 18 SP:Iteration 5Q (193.250962 sec): 3 clusters Score: Raw -41854.565717 + Penalty 1260.315337 = -40594.250380 nChanged 15 SP:Iteration 6Q (193.252585 sec): 3 clusters Score: Raw -41876.364707 + Penalty 1261.977022 = -40614.387685 nChanged 13 SP:Iteration 7Q (193.254161 sec): 3 clusters Score: Raw -41886.178877 + Penalty 1264.660248 = -40621.518629 nChanged 8 SP:Iteration 8Q (193.255727 sec): 3 clusters Score: Raw -41893.080164 + Penalty 1265.507239 = -40627.572926 nChanged 6 SP:Iteration 9Q (193.257282 sec): 3 clusters Score: Raw -41895.922118 + Penalty 1265.664312 = -40630.257807 nChanged 6 SP:Iteration 10F (193.258962 sec): 3 clusters Score: Raw -41900.895392 + Penalty 1266.181972 = -40634.713420 nChanged 3 SP:Iteration 11Q (193.260551 sec): 3 clusters Score: Raw -41904.942732 + Penalty 1266.134653 = -40638.808080 nChanged 1 SP:Iteration 12Q (193.262101 sec): 3 clusters Score: Raw -41905.435548 + Penalty 1266.134653 = -40639.300895 nChanged 0 SP:Iteration 13F (193.263766 sec): 3 clusters Score: Raw -41905.435548 + Penalty 1266.134653 = -40639.300895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 37 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.265905 sec): 2 clusters Score: Raw -5450.970505 + Penalty 115.277110 = -5335.693395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.266337 sec): 3 clusters Score: Raw -5419.215325 + Penalty 228.861786 = -5190.353539 nChanged 32 SP:Iteration 1F (193.266759 sec): 3 clusters Score: Raw -5455.055393 + Penalty 228.460541 = -5226.594852 nChanged 9 SP:Iteration 2F (193.267180 sec): 3 clusters Score: Raw -5461.463388 + Penalty 233.095532 = -5228.367855 nChanged 11 SP:Iteration 3F (193.267600 sec): 3 clusters Score: Raw -5477.557393 + Penalty 238.726452 = -5238.830941 nChanged 9 SP:Iteration 4F (193.268017 sec): 3 clusters Score: Raw -5488.148558 + Penalty 240.905946 = -5247.242612 nChanged 2 SP:Iteration 5Q (193.268425 sec): 3 clusters Score: Raw -5489.546648 + Penalty 242.513249 = -5247.033399 nChanged 1 SP:Iteration 6F (193.268841 sec): 3 clusters Score: Raw -5490.672802 + Penalty 244.512387 = -5246.160415 nChanged 1 SP:Iteration 7F (193.269257 sec): 3 clusters Score: Raw -5493.721787 + Penalty 246.447772 = -5247.274015 nChanged 1 SP:Iteration 8Q (193.269654 sec): 3 clusters Score: Raw -5495.240607 + Penalty 250.427852 = -5244.812754 nChanged 2 SP:Iteration 9F (193.270069 sec): 3 clusters Score: Raw -5497.008248 + Penalty 251.711300 = -5245.296947 nChanged 3 SP:Iteration 10F (193.270485 sec): 3 clusters Score: Raw -5499.595156 + Penalty 247.644086 = -5251.951070 nChanged 2 SP:Iteration 11Q (193.270879 sec): 3 clusters Score: Raw -5503.514222 + Penalty 255.884658 = -5247.629564 nChanged 2 SP:Iteration 12F (193.271292 sec): 3 clusters Score: Raw -5508.264395 + Penalty 255.884658 = -5252.379737 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 38 (820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.274352 sec): 2 clusters Score: Raw -38671.916881 + Penalty 399.849932 = -38272.066949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.276080 sec): 3 clusters Score: Raw -38247.487529 + Penalty 802.380651 = -37445.106879 nChanged 291 SP:Iteration 1F (193.277726 sec): 3 clusters Score: Raw -38510.109638 + Penalty 805.589044 = -37704.520594 nChanged 102 SP:Iteration 2F (193.279361 sec): 3 clusters Score: Raw -38582.327122 + Penalty 810.656720 = -37771.670402 nChanged 31 SP:Iteration 3Q (193.280978 sec): 3 clusters Score: Raw -38598.196729 + Penalty 820.824045 = -37777.372684 nChanged 28 SP:Iteration 4Q (193.282588 sec): 3 clusters Score: Raw -38613.791302 + Penalty 838.182421 = -37775.608882 nChanged 31 SP:Iteration 5F (193.284221 sec): 3 clusters Score: Raw -38633.667769 + Penalty 852.066364 = -37781.601405 nChanged 23 SP:Iteration 6Q (193.285834 sec): 3 clusters Score: Raw -38650.354812 + Penalty 870.544100 = -37779.810712 nChanged 30 SP:Iteration 7F (193.287465 sec): 3 clusters Score: Raw -38674.807322 + Penalty 888.881535 = -37785.925787 nChanged 22 SP:Iteration 8Q (193.289078 sec): 3 clusters Score: Raw -38690.579121 + Penalty 904.942564 = -37785.636557 nChanged 13 SP:Iteration 9F (193.290759 sec): 3 clusters Score: Raw -38707.040031 + Penalty 925.271775 = -37781.768256 nChanged 16 SP:Iteration 10F (193.292421 sec): 3 clusters Score: Raw -38726.608398 + Penalty 942.124050 = -37784.484348 nChanged 19 SP:Iteration 11Q (193.294025 sec): 3 clusters Score: Raw -38743.918883 + Penalty 950.788719 = -37793.130164 nChanged 15 SP:Iteration 12Q (193.295612 sec): 3 clusters Score: Raw -38754.387091 + Penalty 956.991040 = -37797.396051 nChanged 8 SP:Iteration 13Q (193.297190 sec): 3 clusters Score: Raw -38760.776858 + Penalty 961.234754 = -37799.542104 nChanged 8 SP:Iteration 14Q (193.298821 sec): 3 clusters Score: Raw -38764.680929 + Penalty 964.770328 = -37799.910601 nChanged 4 SP:Iteration 15Q (193.300447 sec): 3 clusters Score: Raw -38767.563240 + Penalty 964.195163 = -37803.368077 nChanged 2 SP:Iteration 16Q (193.302014 sec): 3 clusters Score: Raw -38768.198459 + Penalty 963.591437 = -37804.607022 nChanged 2 SP:Iteration 17Q (193.303579 sec): 3 clusters Score: Raw -38769.135296 + Penalty 962.818513 = -37806.316783 nChanged 3 SP:Iteration 18Q (193.305143 sec): 3 clusters Score: Raw -38771.778496 + Penalty 961.316622 = -37810.461874 nChanged 3 SP:Iteration 19Q (193.306753 sec): 3 clusters Score: Raw -38773.807447 + Penalty 961.460360 = -37812.347087 nChanged 1 SP:Iteration 20F (193.308416 sec): 3 clusters Score: Raw -38777.702776 + Penalty 964.638795 = -37813.063981 nChanged 3 SP:Iteration 21Q (193.309987 sec): 3 clusters Score: Raw -38779.499375 + Penalty 966.620858 = -37812.878517 nChanged 1 SP:Iteration 22F (193.311618 sec): 3 clusters Score: Raw -38779.953433 + Penalty 968.817591 = -37811.135842 nChanged 2 SP:Iteration 23F (193.313465 sec): 3 clusters Score: Raw -38781.128153 + Penalty 968.817591 = -37812.310562 nChanged 0 Memory request: 0.02 GB would take us to total of 0.49 GB. Trying to split cluster 39 (3959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.332659 sec): 2 clusters Score: Raw -196899.791346 + Penalty 538.670163 = -196361.121183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.340116 sec): 3 clusters Score: Raw -194470.359894 + Penalty 1077.606141 = -193392.753753 nChanged 1696 SP:Iteration 1F (193.347387 sec): 3 clusters Score: Raw -195551.172380 + Penalty 1077.148244 = -194474.024137 nChanged 544 SP:Iteration 2F (193.354690 sec): 3 clusters Score: Raw -195889.509759 + Penalty 1076.476998 = -194813.032761 nChanged 309 SP:Iteration 3F (193.362144 sec): 3 clusters Score: Raw -196077.355649 + Penalty 1077.652085 = -194999.703564 nChanged 255 SP:Iteration 4F (193.369399 sec): 3 clusters Score: Raw -196268.520158 + Penalty 1080.072711 = -195188.447446 nChanged 220 SP:Iteration 5F (193.376641 sec): 3 clusters Score: Raw -196423.617088 + Penalty 1083.586408 = -195340.030679 nChanged 184 SP:Iteration 6Q (193.383812 sec): 3 clusters Score: Raw -196535.510876 + Penalty 1086.426632 = -195449.084244 nChanged 128 SP:Iteration 7Q (193.391122 sec): 3 clusters Score: Raw -196601.367939 + Penalty 1089.572987 = -195511.794952 nChanged 106 SP:Iteration 8Q (193.398274 sec): 3 clusters Score: Raw -196650.764412 + Penalty 1092.467485 = -195558.296927 nChanged 88 SP:Iteration 9Q (193.405426 sec): 3 clusters Score: Raw -196693.506392 + Penalty 1095.362580 = -195598.143812 nChanged 82 SP:Iteration 10F (193.412664 sec): 3 clusters Score: Raw -196731.164896 + Penalty 1096.516981 = -195634.647916 nChanged 70 SP:Iteration 11Q (193.419956 sec): 3 clusters Score: Raw -196762.916206 + Penalty 1097.935416 = -195664.980789 nChanged 76 SP:Iteration 12Q (193.427438 sec): 3 clusters Score: Raw -196805.171969 + Penalty 1098.201227 = -195706.970742 nChanged 66 SP:Iteration 13Q (193.434369 sec): 3 clusters Score: Raw -196843.024481 + Penalty 1097.178968 = -195745.845513 nChanged 53 SP:Iteration 14Q (193.441230 sec): 3 clusters Score: Raw -196869.916403 + Penalty 1095.395248 = -195774.521155 nChanged 56 SP:Iteration 15Q (193.448078 sec): 3 clusters Score: Raw -196898.972010 + Penalty 1092.311221 = -195806.660789 nChanged 45 SP:Iteration 16Q (193.454797 sec): 3 clusters Score: Raw -196919.414378 + Penalty 1091.051167 = -195828.363211 nChanged 36 SP:Iteration 17Q (193.461421 sec): 3 clusters Score: Raw -196937.031398 + Penalty 1089.802866 = -195847.228531 nChanged 20 SP:Iteration 18Q (193.467981 sec): 3 clusters Score: Raw -196942.879343 + Penalty 1089.907505 = -195852.971838 nChanged 19 SP:Iteration 19Q (193.474511 sec): 3 clusters Score: Raw -196948.089834 + Penalty 1087.824350 = -195860.265484 nChanged 15 SP:Iteration 20F (193.481730 sec): 3 clusters Score: Raw -196954.074197 + Penalty 1085.941202 = -195868.132995 nChanged 15 SP:Iteration 21Q (193.488290 sec): 3 clusters Score: Raw -196960.277559 + Penalty 1085.698562 = -195874.578997 nChanged 21 SP:Iteration 22Q (193.494915 sec): 3 clusters Score: Raw -196966.477455 + Penalty 1083.472941 = -195883.004514 nChanged 18 SP:Iteration 23Q (193.501458 sec): 3 clusters Score: Raw -196970.711704 + Penalty 1081.819538 = -195888.892166 nChanged 13 SP:Iteration 24Q (193.507972 sec): 3 clusters Score: Raw -196973.477203 + Penalty 1080.744174 = -195892.733029 nChanged 11 SP:Iteration 25Q (193.514443 sec): 3 clusters Score: Raw -196976.653738 + Penalty 1079.930408 = -195896.723330 nChanged 8 SP:Iteration 26Q (193.520942 sec): 3 clusters Score: Raw -196979.162790 + Penalty 1079.780758 = -195899.382031 nChanged 8 SP:Iteration 27Q (193.527697 sec): 3 clusters Score: Raw -196982.431212 + Penalty 1079.104265 = -195903.326947 nChanged 7 SP:Iteration 28Q (193.534173 sec): 3 clusters Score: Raw -196986.109103 + Penalty 1079.167210 = -195906.941893 nChanged 10 SP:Iteration 29Q (193.540610 sec): 3 clusters Score: Raw -196989.072830 + Penalty 1078.354693 = -195910.718137 nChanged 7 SP:Iteration 30F (193.547973 sec): 3 clusters Score: Raw -196990.893945 + Penalty 1077.511839 = -195913.382106 nChanged 9 SP:Iteration 31Q (193.554393 sec): 3 clusters Score: Raw -196993.542965 + Penalty 1076.771210 = -195916.771755 nChanged 7 SP:Iteration 32Q (193.560804 sec): 3 clusters Score: Raw -196994.916252 + Penalty 1076.660910 = -195918.255342 nChanged 3 SP:Iteration 33Q (193.567199 sec): 3 clusters Score: Raw -196995.867040 + Penalty 1076.933611 = -195918.933429 nChanged 5 SP:Iteration 34Q (193.573593 sec): 3 clusters Score: Raw -196997.057352 + Penalty 1077.234273 = -195919.823079 nChanged 9 SP:Iteration 35Q (193.579983 sec): 3 clusters Score: Raw -196999.417484 + Penalty 1078.043974 = -195921.373511 nChanged 11 SP:Iteration 36Q (193.586359 sec): 3 clusters Score: Raw -197003.032153 + Penalty 1077.550030 = -195925.482123 nChanged 12 SP:Iteration 37Q (193.592856 sec): 3 clusters Score: Raw -197007.437776 + Penalty 1076.489300 = -195930.948476 nChanged 9 SP:Iteration 38Q (193.599261 sec): 3 clusters Score: Raw -197009.357736 + Penalty 1076.563951 = -195932.793785 nChanged 4 SP:Iteration 39Q (193.605662 sec): 3 clusters Score: Raw -197009.802904 + Penalty 1076.493702 = -195933.309202 nChanged 1 SP:Iteration 40F (193.612877 sec): 3 clusters Score: Raw -197009.854340 + Penalty 1076.614869 = -195933.239471 nChanged 1 SP:Iteration 41F (193.620098 sec): 3 clusters Score: Raw -197009.989268 + Penalty 1076.614869 = -195933.374399 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 41 (1524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.630379 sec): 2 clusters Score: Raw -75958.428405 + Penalty 115.775761 = -75842.652645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.633310 sec): 3 clusters Score: Raw -74998.019487 + Penalty 234.159147 = -74763.860340 nChanged 687 SP:Iteration 1F (193.636189 sec): 3 clusters Score: Raw -75352.945343 + Penalty 233.126472 = -75119.818871 nChanged 149 SP:Iteration 2F (193.639077 sec): 3 clusters Score: Raw -75432.815907 + Penalty 231.733337 = -75201.082571 nChanged 125 SP:Iteration 3F (193.641947 sec): 3 clusters Score: Raw -75511.212205 + Penalty 230.753560 = -75280.458645 nChanged 103 SP:Iteration 4F (193.644815 sec): 3 clusters Score: Raw -75575.728359 + Penalty 230.371744 = -75345.356615 nChanged 92 SP:Iteration 5F (193.647729 sec): 3 clusters Score: Raw -75638.902186 + Penalty 229.802760 = -75409.099426 nChanged 79 SP:Iteration 6F (193.650702 sec): 3 clusters Score: Raw -75669.685235 + Penalty 229.450876 = -75440.234358 nChanged 49 SP:Iteration 7Q (193.653497 sec): 3 clusters Score: Raw -75686.667514 + Penalty 229.059329 = -75457.608185 nChanged 45 SP:Iteration 8Q (193.656296 sec): 3 clusters Score: Raw -75700.393102 + Penalty 229.120003 = -75471.273099 nChanged 29 SP:Iteration 9Q (193.659092 sec): 3 clusters Score: Raw -75706.531368 + Penalty 229.288647 = -75477.242721 nChanged 20 SP:Iteration 10F (193.661993 sec): 3 clusters Score: Raw -75709.951073 + Penalty 229.536620 = -75480.414453 nChanged 12 SP:Iteration 11Q (193.664800 sec): 3 clusters Score: Raw -75710.861951 + Penalty 229.716730 = -75481.145221 nChanged 4 SP:Iteration 12Q (193.667607 sec): 3 clusters Score: Raw -75710.989758 + Penalty 229.801673 = -75481.188085 nChanged 2 SP:Iteration 13Q (193.670415 sec): 3 clusters Score: Raw -75711.089579 + Penalty 229.902159 = -75481.187420 nChanged 2 SP:Iteration 14F (193.673287 sec): 3 clusters Score: Raw -75711.122333 + Penalty 229.902159 = -75481.220174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 50 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.677321 sec): 2 clusters Score: Raw -25571.234338 + Penalty 345.956280 = -25225.278058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.678477 sec): 3 clusters Score: Raw -25346.166416 + Penalty 693.970192 = -24652.196224 nChanged 169 SP:Iteration 1F (193.679599 sec): 3 clusters Score: Raw -25489.931882 + Penalty 695.265874 = -24794.666008 nChanged 56 SP:Iteration 2F (193.680720 sec): 3 clusters Score: Raw -25561.165164 + Penalty 696.702767 = -24864.462397 nChanged 34 SP:Iteration 3F (193.681842 sec): 3 clusters Score: Raw -25592.391432 + Penalty 698.155755 = -24894.235676 nChanged 19 SP:Iteration 4Q (193.682933 sec): 3 clusters Score: Raw -25612.317741 + Penalty 700.123881 = -24912.193861 nChanged 15 SP:Iteration 5Q (193.684019 sec): 3 clusters Score: Raw -25623.788319 + Penalty 700.867378 = -24922.920941 nChanged 7 SP:Iteration 6Q (193.685096 sec): 3 clusters Score: Raw -25628.651564 + Penalty 701.403170 = -24927.248394 nChanged 2 SP:Iteration 7Q (193.686168 sec): 3 clusters Score: Raw -25630.018860 + Penalty 702.840813 = -24927.178048 nChanged 5 SP:Iteration 8F (193.687286 sec): 3 clusters Score: Raw -25633.291544 + Penalty 705.156021 = -24928.135523 nChanged 5 SP:Iteration 9Q (193.688367 sec): 3 clusters Score: Raw -25636.507946 + Penalty 706.082343 = -24930.425603 nChanged 3 SP:Iteration 10F (193.689486 sec): 3 clusters Score: Raw -25638.800019 + Penalty 706.848102 = -24931.951916 nChanged 1 SP:Iteration 11Q (193.690554 sec): 3 clusters Score: Raw -25638.899697 + Penalty 707.453693 = -24931.446004 nChanged 1 SP:Iteration 12F (193.691670 sec): 3 clusters Score: Raw -25638.980097 + Penalty 707.453693 = -24931.526403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 53 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.692723 sec): 2 clusters Score: Raw -10094.996260 + Penalty 216.770996 = -9878.225264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.693303 sec): 3 clusters Score: Raw -10009.874553 + Penalty 435.153538 = -9574.721015 nChanged 59 SP:Iteration 1F (193.693913 sec): 3 clusters Score: Raw -10070.366519 + Penalty 439.329937 = -9631.036582 nChanged 23 SP:Iteration 2F (193.694500 sec): 3 clusters Score: Raw -10103.318076 + Penalty 441.107357 = -9662.210719 nChanged 3 SP:Iteration 3Q (193.695074 sec): 3 clusters Score: Raw -10104.352395 + Penalty 444.343721 = -9660.008674 nChanged 6 SP:Iteration 4F (193.695661 sec): 3 clusters Score: Raw -10108.238531 + Penalty 447.853015 = -9660.385516 nChanged 6 SP:Iteration 5Q (193.696238 sec): 3 clusters Score: Raw -10117.138791 + Penalty 447.263178 = -9669.875613 nChanged 4 SP:Iteration 6Q (193.696804 sec): 3 clusters Score: Raw -10122.425816 + Penalty 447.263178 = -9675.162637 nChanged 0 SP:Iteration 7F (193.697370 sec): 3 clusters Score: Raw -10122.425816 + Penalty 447.263178 = -9675.162637 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 54 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.698439 sec): 2 clusters Score: Raw -10198.650222 + Penalty 650.299109 = -9548.351112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.699057 sec): 3 clusters Score: Raw -10218.557062 + Penalty 1299.913038 = -8918.644025 nChanged 50 SP:Iteration 1F (193.699697 sec): 3 clusters Score: Raw -10293.273578 + Penalty 1297.898894 = -8995.374685 nChanged 10 SP:Iteration 2Q (193.700287 sec): 3 clusters Score: Raw -10313.807281 + Penalty 1295.456721 = -9018.350560 nChanged 5 SP:Iteration 3Q (193.700869 sec): 3 clusters Score: Raw -10334.327755 + Penalty 1293.722977 = -9040.604778 nChanged 4 SP:Iteration 4Q (193.701448 sec): 3 clusters Score: Raw -10349.673010 + Penalty 1293.074687 = -9056.598323 nChanged 1 SP:Iteration 5Q (193.702022 sec): 3 clusters Score: Raw -10350.602983 + Penalty 1292.647734 = -9057.955248 nChanged 1 SP:Iteration 6Q (193.702598 sec): 3 clusters Score: Raw -10351.605866 + Penalty 1292.647734 = -9058.958132 nChanged 0 SP:Iteration 7F (193.703223 sec): 3 clusters Score: Raw -10351.605866 + Penalty 1292.647734 = -9058.958132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 57 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.704683 sec): 2 clusters Score: Raw -16692.907032 + Penalty 250.586263 = -16442.320769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.705540 sec): 3 clusters Score: Raw -16532.955517 + Penalty 509.059211 = -16023.896306 nChanged 117 SP:Iteration 1F (193.706383 sec): 3 clusters Score: Raw -16644.035986 + Penalty 517.551012 = -16126.484974 nChanged 30 SP:Iteration 2F (193.707216 sec): 3 clusters Score: Raw -16696.014959 + Penalty 524.676021 = -16171.338939 nChanged 23 SP:Iteration 3F (193.708025 sec): 3 clusters Score: Raw -16772.720389 + Penalty 539.228204 = -16233.492184 nChanged 19 SP:Iteration 4F (193.708837 sec): 3 clusters Score: Raw -16823.777945 + Penalty 544.559921 = -16279.218024 nChanged 12 SP:Iteration 5Q (193.709598 sec): 3 clusters Score: Raw -16838.094976 + Penalty 554.681290 = -16283.413686 nChanged 10 SP:Iteration 6Q (193.710353 sec): 3 clusters Score: Raw -16849.271557 + Penalty 575.751249 = -16273.520307 nChanged 14 SP:Iteration 7F (193.711160 sec): 3 clusters Score: Raw -16871.981261 + Penalty 597.223673 = -16274.757588 nChanged 10 SP:Iteration 8Q (193.711910 sec): 3 clusters Score: Raw -16887.260512 + Penalty 633.425769 = -16253.834743 nChanged 13 SP:Iteration 9F (193.712718 sec): 3 clusters Score: Raw -16919.780760 + Penalty 645.371083 = -16274.409677 nChanged 4 SP:Iteration 10F (193.713525 sec): 3 clusters Score: Raw -16931.399146 + Penalty 658.171018 = -16273.228128 nChanged 4 SP:Iteration 11F (193.714333 sec): 3 clusters Score: Raw -16943.936253 + Penalty 658.171018 = -16285.765234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 58 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.715084 sec): 2 clusters Score: Raw -3791.689193 + Penalty 507.048992 = -3284.640200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.715456 sec): 3 clusters Score: Raw -3867.946549 + Penalty 1012.760109 = -2855.186440 nChanged 8 SP:Iteration 1F (193.715822 sec): 3 clusters Score: Raw -3896.127763 + Penalty 1015.024091 = -2881.103673 nChanged 2 SP:Iteration 2Q (193.716166 sec): 3 clusters Score: Raw -3902.487815 + Penalty 1015.092443 = -2887.395372 nChanged 1 SP:Iteration 3Q (193.716509 sec): 3 clusters Score: Raw -3905.768833 + Penalty 1017.007694 = -2888.761139 nChanged 2 SP:Iteration 4Q (193.716851 sec): 3 clusters Score: Raw -3917.169158 + Penalty 1019.093047 = -2898.076110 nChanged 1 SP:Iteration 5Q (193.717189 sec): 3 clusters Score: Raw -3935.828354 + Penalty 1020.527070 = -2915.301284 nChanged 1 SP:Iteration 6Q (193.717525 sec): 3 clusters Score: Raw -3959.467186 + Penalty 1018.751143 = -2940.716043 nChanged 1 SP:Iteration 7Q (193.717861 sec): 3 clusters Score: Raw -3966.269346 + Penalty 1018.751143 = -2947.518202 nChanged 0 SP:Iteration 8F (193.718227 sec): 3 clusters Score: Raw -3966.269346 + Penalty 1018.751143 = -2947.518202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 60 (474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.720029 sec): 2 clusters Score: Raw -26638.593678 + Penalty 832.046262 = -25806.547416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.721080 sec): 3 clusters Score: Raw -26512.065487 + Penalty 1662.748858 = -24849.316628 nChanged 102 SP:Iteration 1F (193.722143 sec): 3 clusters Score: Raw -26604.935841 + Penalty 1662.661493 = -24942.274347 nChanged 37 SP:Iteration 2F (193.723185 sec): 3 clusters Score: Raw -26653.329463 + Penalty 1663.186710 = -24990.142753 nChanged 23 SP:Iteration 3Q (193.724233 sec): 3 clusters Score: Raw -26687.712990 + Penalty 1663.231688 = -25024.481301 nChanged 9 SP:Iteration 4Q (193.725254 sec): 3 clusters Score: Raw -26702.177784 + Penalty 1663.867574 = -25038.310210 nChanged 7 SP:Iteration 5Q (193.726270 sec): 3 clusters Score: Raw -26707.834386 + Penalty 1663.955962 = -25043.878424 nChanged 2 SP:Iteration 6Q (193.727286 sec): 3 clusters Score: Raw -26708.621293 + Penalty 1664.611985 = -25044.009307 nChanged 4 SP:Iteration 7Q (193.728326 sec): 3 clusters Score: Raw -26710.296914 + Penalty 1665.369516 = -25044.927397 nChanged 3 SP:Iteration 8Q (193.729345 sec): 3 clusters Score: Raw -26712.714405 + Penalty 1665.632471 = -25047.081934 nChanged 3 SP:Iteration 9Q (193.730363 sec): 3 clusters Score: Raw -26715.131586 + Penalty 1665.632471 = -25049.499115 nChanged 0 SP:Iteration 10F (193.731402 sec): 3 clusters Score: Raw -26715.131586 + Penalty 1665.632471 = -25049.499115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 67 (442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.733086 sec): 2 clusters Score: Raw -23745.294291 + Penalty 669.188497 = -23076.105794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.734114 sec): 3 clusters Score: Raw -23626.139047 + Penalty 1338.525811 = -22287.613235 nChanged 120 SP:Iteration 1F (193.735103 sec): 3 clusters Score: Raw -23740.114649 + Penalty 1338.242553 = -22401.872096 nChanged 31 SP:Iteration 2F (193.736091 sec): 3 clusters Score: Raw -23778.469408 + Penalty 1338.391057 = -22440.078351 nChanged 14 SP:Iteration 3Q (193.737060 sec): 3 clusters Score: Raw -23795.071950 + Penalty 1339.223134 = -22455.848816 nChanged 9 SP:Iteration 4Q (193.738027 sec): 3 clusters Score: Raw -23803.585924 + Penalty 1340.362922 = -22463.223002 nChanged 8 SP:Iteration 5Q (193.738997 sec): 3 clusters Score: Raw -23809.285719 + Penalty 1340.815854 = -22468.469865 nChanged 7 SP:Iteration 6Q (193.739964 sec): 3 clusters Score: Raw -23815.449252 + Penalty 1341.128584 = -22474.320667 nChanged 3 SP:Iteration 7Q (193.740928 sec): 3 clusters Score: Raw -23817.969540 + Penalty 1341.303253 = -22476.666286 nChanged 3 SP:Iteration 8Q (193.741893 sec): 3 clusters Score: Raw -23819.923672 + Penalty 1341.303168 = -22478.620504 nChanged 2 SP:Iteration 9Q (193.742854 sec): 3 clusters Score: Raw -23821.425979 + Penalty 1341.305213 = -22480.120767 nChanged 2 SP:Iteration 10F (193.743839 sec): 3 clusters Score: Raw -23823.560991 + Penalty 1341.287640 = -22482.273351 nChanged 1 SP:Iteration 11Q (193.744804 sec): 3 clusters Score: Raw -23824.481013 + Penalty 1341.287640 = -22483.193373 nChanged 0 SP:Iteration 12F (193.745788 sec): 3 clusters Score: Raw -23824.481013 + Penalty 1341.287640 = -22483.193373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 68 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.746739 sec): 2 clusters Score: Raw -7711.402953 + Penalty 229.549343 = -7481.853610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.747250 sec): 3 clusters Score: Raw -7660.088359 + Penalty 466.665587 = -7193.422771 nChanged 50 SP:Iteration 1F (193.747741 sec): 3 clusters Score: Raw -7724.771075 + Penalty 475.149561 = -7249.621514 nChanged 13 SP:Iteration 2F (193.748238 sec): 3 clusters Score: Raw -7747.965342 + Penalty 476.945992 = -7271.019350 nChanged 5 SP:Iteration 3Q (193.748734 sec): 3 clusters Score: Raw -7751.497012 + Penalty 476.945992 = -7274.551020 nChanged 0 SP:Iteration 4F (193.749223 sec): 3 clusters Score: Raw -7751.497012 + Penalty 476.945992 = -7274.551020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 78 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.750075 sec): 2 clusters Score: Raw -5480.008647 + Penalty 660.783600 = -4819.225047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.750531 sec): 3 clusters Score: Raw -5578.705613 + Penalty 1331.060937 = -4247.644676 nChanged 12 SP:Iteration 1F (193.750979 sec): 3 clusters Score: Raw -5657.552315 + Penalty 1334.234356 = -4323.317959 nChanged 5 SP:Iteration 2Q (193.751391 sec): 3 clusters Score: Raw -5675.089912 + Penalty 1334.234356 = -4340.855555 nChanged 0 SP:Iteration 3F (193.751838 sec): 3 clusters Score: Raw -5675.089912 + Penalty 1334.234356 = -4340.855555 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 80 (699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.755660 sec): 2 clusters Score: Raw -29576.323656 + Penalty 574.008960 = -29002.314695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.757113 sec): 3 clusters Score: Raw -29304.329918 + Penalty 1173.986687 = -28130.343231 nChanged 207 SP:Iteration 1F (193.758585 sec): 3 clusters Score: Raw -29569.888886 + Penalty 1206.942343 = -28362.946543 nChanged 94 SP:Iteration 2F (193.760033 sec): 3 clusters Score: Raw -29719.995185 + Penalty 1243.068702 = -28476.926483 nChanged 51 SP:Iteration 3F (193.761471 sec): 3 clusters Score: Raw -29797.198703 + Penalty 1264.974191 = -28532.224512 nChanged 29 SP:Iteration 4Q (193.762835 sec): 3 clusters Score: Raw -29831.522719 + Penalty 1274.407558 = -28557.115161 nChanged 8 SP:Iteration 5Q (193.764210 sec): 3 clusters Score: Raw -29839.926426 + Penalty 1279.070355 = -28560.856071 nChanged 4 SP:Iteration 6Q (193.765569 sec): 3 clusters Score: Raw -29841.934009 + Penalty 1282.221205 = -28559.712804 nChanged 3 SP:Iteration 7F (193.767021 sec): 3 clusters Score: Raw -29843.907350 + Penalty 1285.885134 = -28558.022217 nChanged 2 SP:Iteration 8F (193.768446 sec): 3 clusters Score: Raw -29845.775804 + Penalty 1286.641371 = -28559.134433 nChanged 1 SP:Iteration 9Q (193.769780 sec): 3 clusters Score: Raw -29846.178856 + Penalty 1288.039883 = -28558.138973 nChanged 2 SP:Iteration 10F (193.771201 sec): 3 clusters Score: Raw -29847.239777 + Penalty 1288.039883 = -28559.199894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 81 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.773673 sec): 2 clusters Score: Raw -6541.476506 + Penalty 720.477643 = -5820.998863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.774147 sec): 3 clusters Score: Raw -6667.026546 + Penalty 1441.181475 = -5225.845071 nChanged 14 SP:Iteration 1F (193.774614 sec): 3 clusters Score: Raw -6730.338826 + Penalty 1441.470058 = -5288.868769 nChanged 2 SP:Iteration 2Q (193.775049 sec): 3 clusters Score: Raw -6737.643017 + Penalty 1441.470058 = -5296.172960 nChanged 0 SP:Iteration 3F (193.775513 sec): 3 clusters Score: Raw -6737.643017 + Penalty 1441.470058 = -5296.172960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 84 (357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.777007 sec): 2 clusters Score: Raw -15827.729064 + Penalty 362.784163 = -15464.944901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.777861 sec): 3 clusters Score: Raw -15701.269792 + Penalty 723.579844 = -14977.689949 nChanged 89 SP:Iteration 1F (193.778706 sec): 3 clusters Score: Raw -15783.423396 + Penalty 722.832464 = -15060.590933 nChanged 36 SP:Iteration 2F (193.779546 sec): 3 clusters Score: Raw -15824.585704 + Penalty 732.412016 = -15092.173687 nChanged 22 SP:Iteration 3F (193.780417 sec): 3 clusters Score: Raw -15846.906355 + Penalty 740.895713 = -15106.010641 nChanged 14 SP:Iteration 4Q (193.781235 sec): 3 clusters Score: Raw -15857.831907 + Penalty 744.907123 = -15112.924784 nChanged 7 SP:Iteration 5Q (193.782049 sec): 3 clusters Score: Raw -15860.795569 + Penalty 751.737181 = -15109.058388 nChanged 7 SP:Iteration 6F (193.782892 sec): 3 clusters Score: Raw -15866.360192 + Penalty 762.676746 = -15103.683446 nChanged 7 SP:Iteration 7F (193.783732 sec): 3 clusters Score: Raw -15871.533927 + Penalty 774.335586 = -15097.198341 nChanged 7 SP:Iteration 8F (193.784568 sec): 3 clusters Score: Raw -15876.065440 + Penalty 782.211428 = -15093.854012 nChanged 5 SP:Iteration 9F (193.785404 sec): 3 clusters Score: Raw -15880.393286 + Penalty 797.035235 = -15083.358050 nChanged 8 SP:Iteration 10F (193.786240 sec): 3 clusters Score: Raw -15886.984265 + Penalty 805.002673 = -15081.981592 nChanged 4 SP:Iteration 11F (193.787075 sec): 3 clusters Score: Raw -15889.495542 + Penalty 807.668088 = -15081.827454 nChanged 3 SP:Iteration 12F (193.787911 sec): 3 clusters Score: Raw -15894.730424 + Penalty 813.626527 = -15081.103897 nChanged 6 SP:Iteration 13F (193.788752 sec): 3 clusters Score: Raw -15899.073916 + Penalty 811.757326 = -15087.316590 nChanged 1 SP:Iteration 14Q (193.789557 sec): 3 clusters Score: Raw -15900.559047 + Penalty 816.314321 = -15084.244726 nChanged 2 SP:Iteration 15F (193.790393 sec): 3 clusters Score: Raw -15902.534760 + Penalty 821.281523 = -15081.253238 nChanged 2 SP:Iteration 16F (193.791229 sec): 3 clusters Score: Raw -15904.467245 + Penalty 824.515174 = -15079.952070 nChanged 1 SP:Iteration 17F (193.792063 sec): 3 clusters Score: Raw -15906.252678 + Penalty 828.877510 = -15077.375168 nChanged 2 SP:Iteration 18F (193.792899 sec): 3 clusters Score: Raw -15911.511973 + Penalty 834.842886 = -15076.669088 nChanged 4 SP:Iteration 19F (193.793735 sec): 3 clusters Score: Raw -15915.773641 + Penalty 838.799146 = -15076.974495 nChanged 3 SP:Iteration 20F (193.794571 sec): 3 clusters Score: Raw -15921.407321 + Penalty 848.492404 = -15072.914917 nChanged 5 SP:Iteration 21F (193.795405 sec): 3 clusters Score: Raw -15927.792041 + Penalty 857.625101 = -15070.166939 nChanged 5 SP:Iteration 22F (193.796242 sec): 3 clusters Score: Raw -15934.332342 + Penalty 861.579277 = -15072.753066 nChanged 3 SP:Iteration 23Q (193.797029 sec): 3 clusters Score: Raw -15936.794019 + Penalty 865.923489 = -15070.870530 nChanged 2 SP:Iteration 24F (193.797864 sec): 3 clusters Score: Raw -15938.494987 + Penalty 868.268536 = -15070.226451 nChanged 1 SP:Iteration 25F (193.798710 sec): 3 clusters Score: Raw -15939.019642 + Penalty 868.268536 = -15070.751106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 96 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.800302 sec): 2 clusters Score: Raw -19968.785093 + Penalty 406.547587 = -19562.237506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.801244 sec): 3 clusters Score: Raw -19808.806231 + Penalty 817.631866 = -18991.174365 nChanged 126 SP:Iteration 1F (193.802171 sec): 3 clusters Score: Raw -19903.390556 + Penalty 825.280838 = -19078.109718 nChanged 34 SP:Iteration 2F (193.803095 sec): 3 clusters Score: Raw -19947.688677 + Penalty 834.148032 = -19113.540644 nChanged 21 SP:Iteration 3F (193.804003 sec): 3 clusters Score: Raw -19978.384308 + Penalty 841.497758 = -19136.886550 nChanged 12 SP:Iteration 4Q (193.804877 sec): 3 clusters Score: Raw -20002.525310 + Penalty 850.906824 = -19151.618486 nChanged 6 SP:Iteration 5Q (193.805729 sec): 3 clusters Score: Raw -20008.646459 + Penalty 854.307606 = -19154.338853 nChanged 2 SP:Iteration 6Q (193.806571 sec): 3 clusters Score: Raw -20010.474746 + Penalty 858.926459 = -19151.548286 nChanged 3 SP:Iteration 7F (193.807457 sec): 3 clusters Score: Raw -20011.593976 + Penalty 862.264836 = -19149.329140 nChanged 1 SP:Iteration 8F (193.808375 sec): 3 clusters Score: Raw -20012.108210 + Penalty 865.899580 = -19146.208630 nChanged 1 SP:Iteration 9F (193.809265 sec): 3 clusters Score: Raw -20013.087387 + Penalty 866.596707 = -19146.490680 nChanged 1 SP:Iteration 10F (193.810152 sec): 3 clusters Score: Raw -20013.753033 + Penalty 866.596707 = -19147.156326 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 102 (652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.812329 sec): 2 clusters Score: Raw -33673.141827 + Penalty 57.165039 = -33615.976788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.813709 sec): 3 clusters Score: Raw -33286.308376 + Penalty 116.841361 = -33169.467014 nChanged 280 SP:Iteration 1F (193.815070 sec): 3 clusters Score: Raw -33498.763170 + Penalty 125.140894 = -33373.622276 nChanged 63 SP:Iteration 2F (193.816442 sec): 3 clusters Score: Raw -33604.075389 + Penalty 129.141253 = -33474.934136 nChanged 22 SP:Iteration 3Q (193.817707 sec): 3 clusters Score: Raw -33619.997517 + Penalty 133.684354 = -33486.313163 nChanged 18 SP:Iteration 4Q (193.818963 sec): 3 clusters Score: Raw -33631.823845 + Penalty 140.542136 = -33491.281708 nChanged 17 SP:Iteration 5Q (193.820204 sec): 3 clusters Score: Raw -33643.552460 + Penalty 141.450575 = -33502.101885 nChanged 18 SP:Iteration 6Q (193.821417 sec): 3 clusters Score: Raw -33656.924763 + Penalty 149.202728 = -33507.722035 nChanged 15 SP:Iteration 7Q (193.822598 sec): 3 clusters Score: Raw -33666.663231 + Penalty 155.633847 = -33511.029384 nChanged 14 SP:Iteration 8Q (193.823765 sec): 3 clusters Score: Raw -33677.129140 + Penalty 160.822092 = -33516.307048 nChanged 6 SP:Iteration 9Q (193.824919 sec): 3 clusters Score: Raw -33679.597414 + Penalty 168.562382 = -33511.035032 nChanged 5 SP:Iteration 10F (193.826253 sec): 3 clusters Score: Raw -33682.341223 + Penalty 172.279504 = -33510.061719 nChanged 4 SP:Iteration 11F (193.827671 sec): 3 clusters Score: Raw -33685.272439 + Penalty 178.170873 = -33507.101566 nChanged 5 SP:Iteration 12F (193.829090 sec): 3 clusters Score: Raw -33689.174715 + Penalty 173.807425 = -33515.367290 nChanged 3 SP:Iteration 13Q (193.830309 sec): 3 clusters Score: Raw -33689.754198 + Penalty 172.493748 = -33517.260450 nChanged 1 SP:Iteration 14Q (193.831605 sec): 3 clusters Score: Raw -33690.155828 + Penalty 171.230174 = -33518.925654 nChanged 1 SP:Iteration 15Q (193.832886 sec): 3 clusters Score: Raw -33690.293676 + Penalty 171.230174 = -33519.063502 nChanged 0 SP:Iteration 16F (193.834380 sec): 3 clusters Score: Raw -33690.293676 + Penalty 171.230174 = -33519.063502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 105 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.835396 sec): 2 clusters Score: Raw -8810.474478 + Penalty 544.453335 = -8266.021143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.835944 sec): 3 clusters Score: Raw -8792.821843 + Penalty 1092.823483 = -7699.998360 nChanged 41 SP:Iteration 1F (193.836476 sec): 3 clusters Score: Raw -8857.903090 + Penalty 1091.259498 = -7766.643591 nChanged 13 SP:Iteration 2F (193.837007 sec): 3 clusters Score: Raw -8890.534671 + Penalty 1094.987115 = -7795.547556 nChanged 5 SP:Iteration 3Q (193.837514 sec): 3 clusters Score: Raw -8903.119681 + Penalty 1098.916700 = -7804.202980 nChanged 6 SP:Iteration 4Q (193.838019 sec): 3 clusters Score: Raw -8915.238103 + Penalty 1102.887636 = -7812.350467 nChanged 4 SP:Iteration 5Q (193.838522 sec): 3 clusters Score: Raw -8921.057611 + Penalty 1104.722371 = -7816.335240 nChanged 1 SP:Iteration 6Q (193.839018 sec): 3 clusters Score: Raw -8922.328282 + Penalty 1106.327540 = -7816.000742 nChanged 1 SP:Iteration 7F (193.839548 sec): 3 clusters Score: Raw -8922.859459 + Penalty 1108.275823 = -7814.583636 nChanged 1 SP:Iteration 8F (193.840078 sec): 3 clusters Score: Raw -8926.600574 + Penalty 1109.941838 = -7816.658736 nChanged 1 SP:Iteration 9Q (193.840601 sec): 3 clusters Score: Raw -8927.933866 + Penalty 1109.941838 = -7817.992028 nChanged 0 SP:Iteration 10F (193.841131 sec): 3 clusters Score: Raw -8927.933866 + Penalty 1109.941838 = -7817.992028 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 141 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.842511 sec): 2 clusters Score: Raw -14848.536632 + Penalty 265.039914 = -14583.496718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.843325 sec): 3 clusters Score: Raw -14743.638351 + Penalty 574.719383 = -14168.918968 nChanged 107 SP:Iteration 1F (193.844123 sec): 3 clusters Score: Raw -14928.391254 + Penalty 590.730883 = -14337.660372 nChanged 28 SP:Iteration 2F (193.844902 sec): 3 clusters Score: Raw -14972.975400 + Penalty 603.165273 = -14369.810128 nChanged 7 SP:Iteration 3Q (193.845651 sec): 3 clusters Score: Raw -14978.732788 + Penalty 615.121465 = -14363.611324 nChanged 3 SP:Iteration 4F (193.846427 sec): 3 clusters Score: Raw -14980.264723 + Penalty 615.121465 = -14365.143258 nChanged 0 Iteration 231F (194.916926 sec): 43 clusters Score: Raw -2376025.383500 + Penalty 29679.297940 = -2346346.085560 nChanged 749 Iteration 232Q (195.143348 sec): 43 clusters Score: Raw -2376157.608181 + Penalty 29682.802604 = -2346474.805576 nChanged 521 Iteration 233Q (195.361877 sec): 43 clusters Score: Raw -2376243.621560 + Penalty 29680.638530 = -2346562.983030 nChanged 442 Iteration 234Q (195.578403 sec): 43 clusters Score: Raw -2376311.462748 + Penalty 29697.466311 = -2346613.996438 nChanged 386 Iteration 235Q (195.792814 sec): 43 clusters Score: Raw -2376371.810012 + Penalty 29718.189995 = -2346653.620017 nChanged 386 Iteration 236Q (196.006179 sec): 43 clusters Score: Raw -2376429.643321 + Penalty 29741.549671 = -2346688.093650 nChanged 318 Iteration 237Q (196.217521 sec): 43 clusters Score: Raw -2376474.931865 + Penalty 29759.972086 = -2346714.959779 nChanged 260 Iteration 238Q (196.427119 sec): 43 clusters Score: Raw -2376514.481997 + Penalty 29769.531434 = -2346744.950563 nChanged 227 Iteration 239Q (196.634834 sec): 43 clusters Score: Raw -2376547.528502 + Penalty 29774.952232 = -2346772.576269 nChanged 214 Iteration 240F (197.685255 sec): 43 clusters Score: Raw -2376574.858135 + Penalty 29786.318150 = -2346788.539986 nChanged 200 Iteration 241Q (197.892895 sec): 43 clusters Score: Raw -2376600.293182 + Penalty 29790.940498 = -2346809.352685 nChanged 182 Iteration 242Q (198.099775 sec): 43 clusters Score: Raw -2376622.511013 + Penalty 29794.057677 = -2346828.453335 nChanged 159 Iteration 243Q (198.306081 sec): 43 clusters Score: Raw -2376642.226810 + Penalty 29797.721293 = -2346844.505517 nChanged 152 Iteration 244Q (198.511975 sec): 43 clusters Score: Raw -2376667.668571 + Penalty 29801.552445 = -2346866.116126 nChanged 149 Iteration 245Q (198.718475 sec): 43 clusters Score: Raw -2376693.205435 + Penalty 29803.094866 = -2346890.110570 nChanged 131 Iteration 246Q (198.924309 sec): 43 clusters Score: Raw -2376713.913925 + Penalty 29809.280701 = -2346904.633224 nChanged 119 Iteration 247Q (199.128574 sec): 43 clusters Score: Raw -2376733.110662 + Penalty 29809.268190 = -2346923.842472 nChanged 107 Iteration 248Q (199.333187 sec): 43 clusters Score: Raw -2376754.336090 + Penalty 29809.973777 = -2346944.362312 nChanged 96 Iteration 249Q (199.536825 sec): 43 clusters Score: Raw -2376775.279309 + Penalty 29810.492462 = -2346964.786847 nChanged 72 Iteration 250F (200.585497 sec): 43 clusters Score: Raw -2376788.684091 + Penalty 29815.874113 = -2346972.809979 nChanged 80 Iteration 251Q (200.789177 sec): 43 clusters Score: Raw -2376801.719748 + Penalty 29827.696349 = -2346974.023399 nChanged 60 Iteration 252Q (200.991992 sec): 43 clusters Score: Raw -2376809.029551 + Penalty 29835.866678 = -2346973.162873 nChanged 48 Iteration 253F (202.059912 sec): 43 clusters Score: Raw -2376815.253514 + Penalty 29842.060390 = -2346973.193125 nChanged 44 Iteration 254Q (202.263412 sec): 43 clusters Score: Raw -2376821.347994 + Penalty 29852.206658 = -2346969.141337 nChanged 42 Iteration 255F (203.326708 sec): 43 clusters Score: Raw -2376827.090875 + Penalty 29852.966233 = -2346974.124641 nChanged 34 Iteration 256Q (203.528574 sec): 43 clusters Score: Raw -2376830.523781 + Penalty 29849.982831 = -2346980.540950 nChanged 24 Iteration 257Q (203.730017 sec): 43 clusters Score: Raw -2376832.977675 + Penalty 29849.434491 = -2346983.543184 nChanged 16 Iteration 258Q (203.931399 sec): 43 clusters Score: Raw -2376834.320354 + Penalty 29848.811937 = -2346985.508417 nChanged 16 Iteration 259Q (204.133143 sec): 43 clusters Score: Raw -2376835.762050 + Penalty 29849.075550 = -2346986.686499 nChanged 10 Iteration 260F (205.196079 sec): 43 clusters Score: Raw -2376836.563485 + Penalty 29851.198827 = -2346985.364658 nChanged 14 Iteration 261F (206.257723 sec): 43 clusters Score: Raw -2376837.298716 + Penalty 29851.022066 = -2346986.276650 nChanged 10 Iteration 262Q (206.459200 sec): 43 clusters Score: Raw -2376837.802850 + Penalty 29852.040877 = -2346985.761973 nChanged 8 Iteration 263F (207.521361 sec): 43 clusters Score: Raw -2376837.972465 + Penalty 29852.071835 = -2346985.900630 nChanged 1 Iteration 264Q (207.722310 sec): 43 clusters Score: Raw -2376838.006010 + Penalty 29852.100878 = -2346985.905131 nChanged 2 Iteration 265Q (207.923618 sec): 43 clusters Score: Raw -2376838.026446 + Penalty 29852.106688 = -2346985.919758 nChanged 2 Iteration 266Q (208.124769 sec): 43 clusters Score: Raw -2376838.009347 + Penalty 29852.106688 = -2346985.902658 nChanged 0 Iteration 267F (209.187409 sec): 43 clusters Score: Raw -2376838.009347 + Penalty 29852.106688 = -2346985.902658 nChanged 0 Writing temp clu file Memory request: 0.24 GB would take us to total of 0.47 GB. Compute initial score before splitting: Score: Raw -2376838.009347 + Penalty 29852.106688 = -2346985.902658Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 1 (1780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (209.360278 sec): 2 clusters Score: Raw -91122.260676 + Penalty 95.400137 = -91026.860539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (209.363650 sec): 3 clusters Score: Raw -89964.597574 + Penalty 189.551847 = -89775.045726 nChanged 850 SP:Iteration 1F (209.366959 sec): 3 clusters Score: Raw -90639.425530 + Penalty 189.963160 = -90449.462370 nChanged 177 SP:Iteration 2F (209.370265 sec): 3 clusters Score: Raw -90958.482937 + Penalty 189.547503 = -90768.935433 nChanged 63 SP:Iteration 3Q (209.373459 sec): 3 clusters Score: Raw -90990.626439 + Penalty 189.435251 = -90801.191189 nChanged 26 SP:Iteration 4Q (209.376582 sec): 3 clusters Score: Raw -91001.789813 + Penalty 189.639802 = -90812.150012 nChanged 31 SP:Iteration 5Q (209.379691 sec): 3 clusters Score: Raw -91012.103810 + Penalty 189.525153 = -90822.578657 nChanged 15 SP:Iteration 6Q (209.382790 sec): 3 clusters Score: Raw -91013.433131 + Penalty 189.754536 = -90823.678595 nChanged 7 SP:Iteration 7Q (209.385886 sec): 3 clusters Score: Raw -91015.581181 + Penalty 190.000447 = -90825.580734 nChanged 10 SP:Iteration 8Q (209.388982 sec): 3 clusters Score: Raw -91018.016398 + Penalty 190.245107 = -90827.771291 nChanged 9 SP:Iteration 9Q (209.392144 sec): 3 clusters Score: Raw -91019.220669 + Penalty 190.628632 = -90828.592037 nChanged 6 SP:Iteration 10F (209.395534 sec): 3 clusters Score: Raw -91020.415437 + Penalty 190.743570 = -90829.671868 nChanged 6 SP:Iteration 11Q (209.398713 sec): 3 clusters Score: Raw -91021.562770 + Penalty 190.703727 = -90830.859043 nChanged 9 SP:Iteration 12Q (209.401866 sec): 3 clusters Score: Raw -91023.763630 + Penalty 190.834612 = -90832.929018 nChanged 7 SP:Iteration 13Q (209.404984 sec): 3 clusters Score: Raw -91026.441309 + Penalty 190.849588 = -90835.591720 nChanged 10 SP:Iteration 14Q (209.408088 sec): 3 clusters Score: Raw -91028.628235 + Penalty 191.059900 = -90837.568335 nChanged 8 SP:Iteration 15Q (209.411229 sec): 3 clusters Score: Raw -91029.765778 + Penalty 190.980177 = -90838.785601 nChanged 11 SP:Iteration 16Q (209.414370 sec): 3 clusters Score: Raw -91032.443201 + Penalty 191.021702 = -90841.421499 nChanged 14 SP:Iteration 17Q (209.417461 sec): 3 clusters Score: Raw -91036.319647 + Penalty 191.142419 = -90845.177228 nChanged 15 SP:Iteration 18Q (209.420562 sec): 3 clusters Score: Raw -91040.299037 + Penalty 191.189169 = -90849.109868 nChanged 12 SP:Iteration 19Q (209.423637 sec): 3 clusters Score: Raw -91042.510625 + Penalty 191.259176 = -90851.251449 nChanged 8 SP:Iteration 20F (209.426929 sec): 3 clusters Score: Raw -91044.122425 + Penalty 191.343157 = -90852.779268 nChanged 10 SP:Iteration 21Q (209.430051 sec): 3 clusters Score: Raw -91047.111754 + Penalty 191.346448 = -90855.765305 nChanged 10 SP:Iteration 22Q (209.433169 sec): 3 clusters Score: Raw -91048.893492 + Penalty 191.396385 = -90857.497107 nChanged 5 SP:Iteration 23Q (209.436280 sec): 3 clusters Score: Raw -91049.859707 + Penalty 191.509191 = -90858.350516 nChanged 9 SP:Iteration 24Q (209.439388 sec): 3 clusters Score: Raw -91051.392695 + Penalty 191.545261 = -90859.847433 nChanged 7 SP:Iteration 25Q (209.442491 sec): 3 clusters Score: Raw -91051.990459 + Penalty 191.552862 = -90860.437598 nChanged 1 SP:Iteration 26Q (209.445593 sec): 3 clusters Score: Raw -91052.050950 + Penalty 191.540367 = -90860.510583 nChanged 1 SP:Iteration 27Q (209.448698 sec): 3 clusters Score: Raw -91052.087429 + Penalty 191.540367 = -90860.547062 nChanged 0 SP:Iteration 28F (209.452019 sec): 3 clusters Score: Raw -91052.087429 + Penalty 191.540367 = -90860.547062 nChanged 0 Memory request: 0.02 GB would take us to total of 0.49 GB. Trying to split cluster 2 (4475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (209.471912 sec): 2 clusters Score: Raw -225810.640630 + Penalty 146.638459 = -225664.002171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (209.480204 sec): 3 clusters Score: Raw -222880.345447 + Penalty 310.266345 = -222570.079102 nChanged 2119 SP:Iteration 1F (209.488387 sec): 3 clusters Score: Raw -225356.746587 + Penalty 315.274380 = -225041.472207 nChanged 386 SP:Iteration 2F (209.496555 sec): 3 clusters Score: Raw -225645.673951 + Penalty 316.197244 = -225329.476707 nChanged 176 SP:Iteration 3Q (209.504976 sec): 3 clusters Score: Raw -225730.956467 + Penalty 316.401229 = -225414.555238 nChanged 103 SP:Iteration 4Q (209.512988 sec): 3 clusters Score: Raw -225777.448349 + Penalty 316.123882 = -225461.324467 nChanged 73 SP:Iteration 5Q (209.520915 sec): 3 clusters Score: Raw -225805.809573 + Penalty 314.963023 = -225490.846550 nChanged 54 SP:Iteration 6Q (209.528756 sec): 3 clusters Score: Raw -225822.847583 + Penalty 314.816390 = -225508.031193 nChanged 43 SP:Iteration 7Q (209.536562 sec): 3 clusters Score: Raw -225834.931488 + Penalty 315.156731 = -225519.774757 nChanged 30 SP:Iteration 8Q (209.544523 sec): 3 clusters Score: Raw -225842.207838 + Penalty 315.695800 = -225526.512038 nChanged 24 SP:Iteration 9Q (209.552333 sec): 3 clusters Score: Raw -225846.276622 + Penalty 315.565814 = -225530.710808 nChanged 22 SP:Iteration 10F (209.560484 sec): 3 clusters Score: Raw -225849.128004 + Penalty 315.978076 = -225533.149928 nChanged 15 SP:Iteration 11Q (209.568204 sec): 3 clusters Score: Raw -225850.674854 + Penalty 316.265231 = -225534.409623 nChanged 10 SP:Iteration 12Q (209.575934 sec): 3 clusters Score: Raw -225851.564570 + Penalty 316.145242 = -225535.419328 nChanged 7 SP:Iteration 13Q (209.583665 sec): 3 clusters Score: Raw -225851.966865 + Penalty 316.206217 = -225535.760648 nChanged 3 SP:Iteration 14Q (209.591394 sec): 3 clusters Score: Raw -225852.074258 + Penalty 316.351159 = -225535.723099 nChanged 2 SP:Iteration 15F (209.599534 sec): 3 clusters Score: Raw -225852.268081 + Penalty 316.523936 = -225535.744145 nChanged 6 SP:Iteration 16Q (209.607379 sec): 3 clusters Score: Raw -225852.809462 + Penalty 317.010521 = -225535.798942 nChanged 9 SP:Iteration 17Q (209.615068 sec): 3 clusters Score: Raw -225853.716384 + Penalty 317.354512 = -225536.361872 nChanged 8 SP:Iteration 18Q (209.622784 sec): 3 clusters Score: Raw -225854.481400 + Penalty 317.664330 = -225536.817071 nChanged 11 SP:Iteration 19Q (209.630454 sec): 3 clusters Score: Raw -225855.466891 + Penalty 318.107104 = -225537.359787 nChanged 9 SP:Iteration 20F (209.638554 sec): 3 clusters Score: Raw -225856.634191 + Penalty 318.417694 = -225538.216497 nChanged 10 SP:Iteration 21Q (209.646244 sec): 3 clusters Score: Raw -225857.784396 + Penalty 318.776629 = -225539.007766 nChanged 8 SP:Iteration 22Q (209.654103 sec): 3 clusters Score: Raw -225858.417997 + Penalty 318.866230 = -225539.551767 nChanged 11 SP:Iteration 23Q (209.661855 sec): 3 clusters Score: Raw -225859.491377 + Penalty 319.362551 = -225540.128826 nChanged 10 SP:Iteration 24Q (209.669482 sec): 3 clusters Score: Raw -225859.992739 + Penalty 319.428203 = -225540.564536 nChanged 5 SP:Iteration 25Q (209.677093 sec): 3 clusters Score: Raw -225860.365951 + Penalty 319.535139 = -225540.830812 nChanged 3 SP:Iteration 26Q (209.684726 sec): 3 clusters Score: Raw -225860.613987 + Penalty 319.848912 = -225540.765075 nChanged 8 SP:Iteration 27F (209.692986 sec): 3 clusters Score: Raw -225861.492652 + Penalty 320.070270 = -225541.422382 nChanged 4 SP:Iteration 28Q (209.700653 sec): 3 clusters Score: Raw -225861.748888 + Penalty 320.013047 = -225541.735841 nChanged 5 SP:Iteration 29Q (209.708571 sec): 3 clusters Score: Raw -225862.191255 + Penalty 320.008081 = -225542.183174 nChanged 3 SP:Iteration 30F (209.716682 sec): 3 clusters Score: Raw -225862.296141 + Penalty 320.052125 = -225542.244016 nChanged 3 SP:Iteration 31Q (209.724278 sec): 3 clusters Score: Raw -225862.383576 + Penalty 320.147104 = -225542.236473 nChanged 2 SP:Iteration 32F (209.732395 sec): 3 clusters Score: Raw -225862.396384 + Penalty 320.147104 = -225542.249280 nChanged 0 Memory request: 0.09 GB would take us to total of 0.56 GB. Trying to split cluster 3 (18869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (209.817747 sec): 2 clusters Score: Raw -917618.032587 + Penalty 214.097589 = -917403.934998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (209.853904 sec): 3 clusters Score: Raw -904950.899129 + Penalty 434.578172 = -904516.320958 nChanged 8866 SP:Iteration 1F (209.889324 sec): 3 clusters Score: Raw -909214.394268 + Penalty 447.714493 = -908766.679776 nChanged 2880 SP:Iteration 2F (209.925104 sec): 3 clusters Score: Raw -911197.486013 + Penalty 461.963524 = -910735.522489 nChanged 1994 SP:Iteration 3F (209.960473 sec): 3 clusters Score: Raw -912867.892864 + Penalty 476.218571 = -912391.674294 nChanged 1563 SP:Iteration 4F (209.995589 sec): 3 clusters Score: Raw -914273.845293 + Penalty 494.489371 = -913779.355922 nChanged 1314 SP:Iteration 5F (210.030692 sec): 3 clusters Score: Raw -915543.628773 + Penalty 494.367803 = -915049.260969 nChanged 899 SP:Iteration 6Q (210.066993 sec): 3 clusters Score: Raw -916421.137930 + Penalty 480.536860 = -915940.601070 nChanged 644 SP:Iteration 7Q (210.099874 sec): 3 clusters Score: Raw -917165.478207 + Penalty 505.722528 = -916659.755679 nChanged 344 SP:Iteration 8Q (210.130472 sec): 3 clusters Score: Raw -917581.088923 + Penalty 494.987401 = -917086.101521 nChanged 20 SP:Iteration 9Q (210.157904 sec): 3 clusters Score: Raw -917635.882336 + Penalty 478.545392 = -917157.336944 nChanged 20 SP:Iteration 10F (210.192709 sec): 3 clusters Score: Raw -917683.592177 + Penalty 471.442149 = -917212.150028 nChanged 18 SP:Iteration 11Q (210.220363 sec): 3 clusters Score: Raw -917692.250528 + Penalty 464.675344 = -917227.575184 nChanged 15 SP:Iteration 12Q (210.247425 sec): 3 clusters Score: Raw -917696.960199 + Penalty 458.218456 = -917238.741743 nChanged 9 SP:Iteration 13Q (210.274619 sec): 3 clusters Score: Raw -917699.441726 + Penalty 463.693610 = -917235.748116 nChanged 8 SP:Iteration 14F (210.309394 sec): 3 clusters Score: Raw -917701.907456 + Penalty 467.085805 = -917234.821651 nChanged 9 SP:Iteration 15F (210.344839 sec): 3 clusters Score: Raw -917704.246076 + Penalty 469.703883 = -917234.542193 nChanged 4 SP:Iteration 16F (210.380606 sec): 3 clusters Score: Raw -917705.227145 + Penalty 472.270242 = -917232.956904 nChanged 4 SP:Iteration 17F (210.415454 sec): 3 clusters Score: Raw -917706.360975 + Penalty 472.895216 = -917233.465759 nChanged 2 SP:Iteration 18Q (210.442692 sec): 3 clusters Score: Raw -917706.794727 + Penalty 472.634474 = -917234.160253 nChanged 2 SP:Iteration 19Q (210.469910 sec): 3 clusters Score: Raw -917706.940662 + Penalty 471.451621 = -917235.489041 nChanged 1 SP:Iteration 20F (210.504738 sec): 3 clusters Score: Raw -917706.908344 + Penalty 471.451621 = -917235.456723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 4 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (210.519393 sec): 2 clusters Score: Raw -26230.279480 + Penalty 67.281526 = -26162.997954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (210.520508 sec): 3 clusters Score: Raw -25917.584688 + Penalty 131.177128 = -25786.407560 nChanged 224 SP:Iteration 1F (210.521608 sec): 3 clusters Score: Raw -26034.109909 + Penalty 130.993278 = -25903.116631 nChanged 43 SP:Iteration 2F (210.522761 sec): 3 clusters Score: Raw -26063.059309 + Penalty 129.366159 = -25933.693151 nChanged 42 SP:Iteration 3F (210.523908 sec): 3 clusters Score: Raw -26103.821651 + Penalty 127.971317 = -25975.850334 nChanged 56 SP:Iteration 4F (210.525059 sec): 3 clusters Score: Raw -26168.598583 + Penalty 135.277102 = -26033.321481 nChanged 36 SP:Iteration 5F (210.526204 sec): 3 clusters Score: Raw -26214.807237 + Penalty 172.842363 = -26041.964874 nChanged 13 SP:Iteration 6Q (210.527198 sec): 3 clusters Score: Raw -26229.005079 + Penalty 284.190936 = -25944.814143 nChanged 3 SP:Iteration 7F (210.528292 sec): 3 clusters Score: Raw -26230.087724 + Penalty 284.190936 = -25945.896788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 5 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (210.530628 sec): 2 clusters Score: Raw -20486.933108 + Penalty 534.827869 = -19952.105239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (210.531559 sec): 3 clusters Score: Raw -20373.367979 + Penalty 1077.526070 = -19295.841909 nChanged 123 SP:Iteration 1F (210.532471 sec): 3 clusters Score: Raw -20541.039363 + Penalty 1098.664992 = -19442.374371 nChanged 56 SP:Iteration 2F (210.533381 sec): 3 clusters Score: Raw -20640.970434 + Penalty 1115.264134 = -19525.706300 nChanged 31 SP:Iteration 3F (210.534290 sec): 3 clusters Score: Raw -20695.391313 + Penalty 1127.187766 = -19568.203547 nChanged 11 SP:Iteration 4Q (210.535155 sec): 3 clusters Score: Raw -20705.440292 + Penalty 1135.409660 = -19570.030632 nChanged 5 SP:Iteration 5Q (210.536019 sec): 3 clusters Score: Raw -20717.566337 + Penalty 1145.756316 = -19571.810021 nChanged 7 SP:Iteration 6Q (210.536875 sec): 3 clusters Score: Raw -20725.294824 + Penalty 1151.726619 = -19573.568205 nChanged 5 SP:Iteration 7Q (210.537728 sec): 3 clusters Score: Raw -20729.624541 + Penalty 1155.926930 = -19573.697611 nChanged 4 SP:Iteration 8Q (210.538576 sec): 3 clusters Score: Raw -20732.626760 + Penalty 1159.029307 = -19573.597454 nChanged 2 SP:Iteration 9F (210.539484 sec): 3 clusters Score: Raw -20733.875328 + Penalty 1161.747339 = -19572.127989 nChanged 3 SP:Iteration 10F (210.540390 sec): 3 clusters Score: Raw -20738.038372 + Penalty 1165.063509 = -19572.974863 nChanged 2 SP:Iteration 11Q (210.541234 sec): 3 clusters Score: Raw -20739.018669 + Penalty 1165.063509 = -19573.955159 nChanged 0 SP:Iteration 12F (210.542139 sec): 3 clusters Score: Raw -20739.018669 + Penalty 1165.063509 = -19573.955159 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 6 (676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (210.544916 sec): 2 clusters Score: Raw -33083.826111 + Penalty 324.213506 = -32759.612605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (210.546379 sec): 3 clusters Score: Raw -32754.990169 + Penalty 637.444623 = -32117.545546 nChanged 227 SP:Iteration 1F (210.547791 sec): 3 clusters Score: Raw -32916.905320 + Penalty 634.295057 = -32282.610264 nChanged 71 SP:Iteration 2F (210.549196 sec): 3 clusters Score: Raw -32983.643931 + Penalty 638.343435 = -32345.300496 nChanged 41 SP:Iteration 3F (210.550605 sec): 3 clusters Score: Raw -33046.381643 + Penalty 656.305802 = -32390.075841 nChanged 34 SP:Iteration 4F (210.552033 sec): 3 clusters Score: Raw -33094.964539 + Penalty 665.914344 = -32429.050195 nChanged 20 SP:Iteration 5Q (210.553365 sec): 3 clusters Score: Raw -33130.254921 + Penalty 674.142565 = -32456.112356 nChanged 18 SP:Iteration 6Q (210.554666 sec): 3 clusters Score: Raw -33164.540934 + Penalty 672.970866 = -32491.570068 nChanged 17 SP:Iteration 7Q (210.555969 sec): 3 clusters Score: Raw -33192.391516 + Penalty 673.907739 = -32518.483778 nChanged 9 SP:Iteration 8Q (210.557229 sec): 3 clusters Score: Raw -33213.280588 + Penalty 673.349207 = -32539.931380 nChanged 7 SP:Iteration 9Q (210.558509 sec): 3 clusters Score: Raw -33221.274755 + Penalty 671.637400 = -32549.637355 nChanged 4 SP:Iteration 10F (210.559931 sec): 3 clusters Score: Raw -33224.476427 + Penalty 666.303570 = -32558.172857 nChanged 4 SP:Iteration 11Q (210.561182 sec): 3 clusters Score: Raw -33235.805206 + Penalty 666.360612 = -32569.444594 nChanged 2 SP:Iteration 12Q (210.562429 sec): 3 clusters Score: Raw -33240.360851 + Penalty 664.976337 = -32575.384514 nChanged 2 SP:Iteration 13Q (210.563674 sec): 3 clusters Score: Raw -33243.625504 + Penalty 666.341280 = -32577.284224 nChanged 3 SP:Iteration 14Q (210.564908 sec): 3 clusters Score: Raw -33247.762730 + Penalty 668.797192 = -32578.965538 nChanged 3 SP:Iteration 15Q (210.566139 sec): 3 clusters Score: Raw -33251.240944 + Penalty 669.577856 = -32581.663088 nChanged 1 SP:Iteration 16Q (210.567369 sec): 3 clusters Score: Raw -33252.029536 + Penalty 670.072991 = -32581.956545 nChanged 2 SP:Iteration 17Q (210.568619 sec): 3 clusters Score: Raw -33252.921867 + Penalty 670.072991 = -32582.848876 nChanged 0 SP:Iteration 18F (210.570025 sec): 3 clusters Score: Raw -33252.921867 + Penalty 670.072991 = -32582.848876 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 7 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (210.571853 sec): 2 clusters Score: Raw -23769.292305 + Penalty 870.215855 = -22899.076450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (210.572936 sec): 3 clusters Score: Raw -23650.746493 + Penalty 1740.262816 = -21910.483678 nChanged 128 SP:Iteration 1F (210.574004 sec): 3 clusters Score: Raw -23796.177518 + Penalty 1738.868497 = -22057.309020 nChanged 45 SP:Iteration 2F (210.575070 sec): 3 clusters Score: Raw -23861.791685 + Penalty 1737.198939 = -22124.592746 nChanged 25 SP:Iteration 3F (210.576132 sec): 3 clusters Score: Raw -23894.011165 + Penalty 1737.268344 = -22156.742821 nChanged 9 SP:Iteration 4Q (210.577167 sec): 3 clusters Score: Raw -23910.941253 + Penalty 1737.332118 = -22173.609135 nChanged 7 SP:Iteration 5Q (210.578198 sec): 3 clusters Score: Raw -23922.183567 + Penalty 1737.575667 = -22184.607900 nChanged 3 SP:Iteration 6Q (210.579225 sec): 3 clusters Score: Raw -23927.523428 + Penalty 1737.337170 = -22190.186259 nChanged 1 SP:Iteration 7Q (210.580251 sec): 3 clusters Score: Raw -23929.472150 + Penalty 1737.337170 = -22192.134981 nChanged 0 SP:Iteration 8F (210.581320 sec): 3 clusters Score: Raw -23929.472150 + Penalty 1737.337170 = -22192.134981 nChanged 0 Memory request: 0.03 GB would take us to total of 0.50 GB. Trying to split cluster 8 (5973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (210.607314 sec): 2 clusters Score: Raw -295358.423004 + Penalty 75.653552 = -295282.769452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (210.618469 sec): 3 clusters Score: Raw -291394.763493 + Penalty 157.366654 = -291237.396839 nChanged 2881 SP:Iteration 1F (210.629519 sec): 3 clusters Score: Raw -295084.703281 + Penalty 152.828724 = -294931.874557 nChanged 275 SP:Iteration 2Q (210.640108 sec): 3 clusters Score: Raw -295384.065340 + Penalty 149.848738 = -295234.216602 nChanged 182 SP:Iteration 3Q (210.650279 sec): 3 clusters Score: Raw -295577.631168 + Penalty 147.873012 = -295429.758156 nChanged 133 SP:Iteration 4Q (210.660064 sec): 3 clusters Score: Raw -295713.153940 + Penalty 146.511970 = -295566.641970 nChanged 107 SP:Iteration 5Q (210.669704 sec): 3 clusters Score: Raw -295796.018580 + Penalty 145.384639 = -295650.633941 nChanged 68 SP:Iteration 6Q (210.679331 sec): 3 clusters Score: Raw -295826.735763 + Penalty 145.404220 = -295681.331543 nChanged 37 SP:Iteration 7Q (210.688804 sec): 3 clusters Score: Raw -295834.885955 + Penalty 145.155277 = -295689.730678 nChanged 19 SP:Iteration 8Q (210.698284 sec): 3 clusters Score: Raw -295838.836591 + Penalty 145.108304 = -295693.728287 nChanged 18 SP:Iteration 9Q (210.707781 sec): 3 clusters Score: Raw -295841.562775 + Penalty 145.100339 = -295696.462436 nChanged 10 SP:Iteration 10F (210.718582 sec): 3 clusters Score: Raw -295848.603107 + Penalty 145.272174 = -295703.330933 nChanged 7 SP:Iteration 11Q (210.728616 sec): 3 clusters Score: Raw -295849.696366 + Penalty 145.264615 = -295704.431751 nChanged 1 SP:Iteration 12Q (210.738270 sec): 3 clusters Score: Raw -295849.710625 + Penalty 145.264615 = -295704.446010 nChanged 0 SP:Iteration 13F (210.749110 sec): 3 clusters Score: Raw -295849.710625 + Penalty 145.264615 = -295704.446010 nChanged 0 Score: Raw -2415536.428606 + Penalty 29939.011091 = -2385597.417516 Splitting cluster 8 changes total score from -2346985.902658 to -2385597.417516 So it's getting split into cluster 11. Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 9 (925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (211.824414 sec): 2 clusters Score: Raw -46000.508499 + Penalty 143.861757 = -45856.646741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (211.826318 sec): 3 clusters Score: Raw -45433.065056 + Penalty 324.575085 = -45108.489971 nChanged 385 SP:Iteration 1F (211.828145 sec): 3 clusters Score: Raw -45811.689319 + Penalty 357.734385 = -45453.954933 nChanged 140 SP:Iteration 2F (211.829969 sec): 3 clusters Score: Raw -45977.658618 + Penalty 358.286601 = -45619.372018 nChanged 42 SP:Iteration 3Q (211.831704 sec): 3 clusters Score: Raw -46015.168351 + Penalty 358.799517 = -45656.368834 nChanged 13 SP:Iteration 4Q (211.833345 sec): 3 clusters Score: Raw -46027.910490 + Penalty 354.843566 = -45673.066924 nChanged 11 SP:Iteration 5Q (211.834950 sec): 3 clusters Score: Raw -46034.777636 + Penalty 353.504089 = -45681.273547 nChanged 4 SP:Iteration 6Q (211.836581 sec): 3 clusters Score: Raw -46036.590279 + Penalty 354.209897 = -45682.380382 nChanged 2 SP:Iteration 7Q (211.838201 sec): 3 clusters Score: Raw -46037.142665 + Penalty 354.209897 = -45682.932769 nChanged 0 SP:Iteration 8F (211.840025 sec): 3 clusters Score: Raw -46037.142665 + Penalty 354.209897 = -45682.932769 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 10 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (211.843085 sec): 2 clusters Score: Raw -32729.469612 + Penalty 304.057744 = -32425.411868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (211.844508 sec): 3 clusters Score: Raw -32355.481841 + Penalty 607.486577 = -31747.995265 nChanged 256 SP:Iteration 1F (211.845938 sec): 3 clusters Score: Raw -32505.882072 + Penalty 609.356428 = -31896.525644 nChanged 96 SP:Iteration 2F (211.847352 sec): 3 clusters Score: Raw -32579.915532 + Penalty 614.635183 = -31965.280349 nChanged 60 SP:Iteration 3F (211.848794 sec): 3 clusters Score: Raw -32635.785778 + Penalty 615.487172 = -32020.298607 nChanged 45 SP:Iteration 4F (211.850205 sec): 3 clusters Score: Raw -32672.994319 + Penalty 616.456118 = -32056.538201 nChanged 33 SP:Iteration 5Q (211.851646 sec): 3 clusters Score: Raw -32700.166384 + Penalty 615.103257 = -32085.063127 nChanged 21 SP:Iteration 6Q (211.853085 sec): 3 clusters Score: Raw -32719.264479 + Penalty 616.008813 = -32103.255666 nChanged 16 SP:Iteration 7Q (211.854477 sec): 3 clusters Score: Raw -32728.020895 + Penalty 616.812400 = -32111.208495 nChanged 4 SP:Iteration 8Q (211.855862 sec): 3 clusters Score: Raw -32729.274506 + Penalty 618.387779 = -32110.886726 nChanged 3 SP:Iteration 9F (211.857271 sec): 3 clusters Score: Raw -32732.176320 + Penalty 619.363634 = -32112.812686 nChanged 4 SP:Iteration 10F (211.858678 sec): 3 clusters Score: Raw -32733.260371 + Penalty 619.519588 = -32113.740783 nChanged 3 SP:Iteration 11Q (211.860081 sec): 3 clusters Score: Raw -32734.401232 + Penalty 619.206614 = -32115.194617 nChanged 5 SP:Iteration 12Q (211.861468 sec): 3 clusters Score: Raw -32738.661414 + Penalty 620.534959 = -32118.126455 nChanged 2 SP:Iteration 13Q (211.862851 sec): 3 clusters Score: Raw -32741.048345 + Penalty 622.352125 = -32118.696220 nChanged 7 SP:Iteration 14Q (211.864216 sec): 3 clusters Score: Raw -32744.576045 + Penalty 623.327694 = -32121.248350 nChanged 10 SP:Iteration 15Q (211.865680 sec): 3 clusters Score: Raw -32747.627271 + Penalty 625.203072 = -32122.424200 nChanged 5 SP:Iteration 16Q (211.867064 sec): 3 clusters Score: Raw -32748.673236 + Penalty 624.524233 = -32124.149004 nChanged 3 SP:Iteration 17Q (211.868451 sec): 3 clusters Score: Raw -32749.316655 + Penalty 624.081483 = -32125.235173 nChanged 3 SP:Iteration 18Q (211.869842 sec): 3 clusters Score: Raw -32750.977257 + Penalty 624.685556 = -32126.291701 nChanged 3 SP:Iteration 19Q (211.871217 sec): 3 clusters Score: Raw -32751.765771 + Penalty 624.685556 = -32127.080216 nChanged 0 SP:Iteration 20F (211.872626 sec): 3 clusters Score: Raw -32751.765771 + Penalty 624.685556 = -32127.080216 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 12 (1308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (211.878947 sec): 2 clusters Score: Raw -67584.650646 + Penalty 74.364516 = -67510.286129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (211.881482 sec): 3 clusters Score: Raw -66764.147259 + Penalty 150.577032 = -66613.570226 nChanged 602 SP:Iteration 1F (211.883972 sec): 3 clusters Score: Raw -67223.699688 + Penalty 151.140916 = -67072.558772 nChanged 79 SP:Iteration 2F (211.886459 sec): 3 clusters Score: Raw -67274.730150 + Penalty 151.187808 = -67123.542342 nChanged 76 SP:Iteration 3F (211.888945 sec): 3 clusters Score: Raw -67331.304133 + Penalty 151.028852 = -67180.275281 nChanged 58 SP:Iteration 4Q (211.891414 sec): 3 clusters Score: Raw -67366.178226 + Penalty 151.176767 = -67215.001458 nChanged 35 SP:Iteration 5Q (211.893896 sec): 3 clusters Score: Raw -67378.092928 + Penalty 151.281979 = -67226.810949 nChanged 31 SP:Iteration 6Q (211.896385 sec): 3 clusters Score: Raw -67387.962076 + Penalty 151.134359 = -67236.827717 nChanged 25 SP:Iteration 7Q (211.898824 sec): 3 clusters Score: Raw -67397.401876 + Penalty 151.328123 = -67246.073753 nChanged 25 SP:Iteration 8Q (211.901249 sec): 3 clusters Score: Raw -67405.904955 + Penalty 151.487074 = -67254.417882 nChanged 16 SP:Iteration 9Q (211.903668 sec): 3 clusters Score: Raw -67409.099690 + Penalty 151.533878 = -67257.565813 nChanged 14 SP:Iteration 10F (211.906150 sec): 3 clusters Score: Raw -67411.787764 + Penalty 151.608260 = -67260.179504 nChanged 6 SP:Iteration 11Q (211.908566 sec): 3 clusters Score: Raw -67412.686294 + Penalty 151.945299 = -67260.740995 nChanged 10 SP:Iteration 12Q (211.910982 sec): 3 clusters Score: Raw -67413.574682 + Penalty 152.115900 = -67261.458782 nChanged 6 SP:Iteration 13Q (211.913396 sec): 3 clusters Score: Raw -67414.100394 + Penalty 152.381312 = -67261.719082 nChanged 8 SP:Iteration 14Q (211.915808 sec): 3 clusters Score: Raw -67414.797208 + Penalty 152.661688 = -67262.135520 nChanged 7 SP:Iteration 15Q (211.918251 sec): 3 clusters Score: Raw -67415.412034 + Penalty 152.805403 = -67262.606630 nChanged 7 SP:Iteration 16Q (211.920655 sec): 3 clusters Score: Raw -67416.168536 + Penalty 152.883164 = -67263.285372 nChanged 6 SP:Iteration 17Q (211.923061 sec): 3 clusters Score: Raw -67416.923788 + Penalty 153.234146 = -67263.689642 nChanged 7 SP:Iteration 18Q (211.925488 sec): 3 clusters Score: Raw -67417.422750 + Penalty 152.906349 = -67264.516401 nChanged 4 SP:Iteration 19Q (211.927939 sec): 3 clusters Score: Raw -67417.825808 + Penalty 153.219725 = -67264.606083 nChanged 6 SP:Iteration 20F (211.930417 sec): 3 clusters Score: Raw -67418.302854 + Penalty 153.510224 = -67264.792629 nChanged 5 SP:Iteration 21Q (211.932821 sec): 3 clusters Score: Raw -67418.975823 + Penalty 153.943428 = -67265.032395 nChanged 8 SP:Iteration 22Q (211.935222 sec): 3 clusters Score: Raw -67420.238546 + Penalty 154.624463 = -67265.614082 nChanged 10 SP:Iteration 23Q (211.937617 sec): 3 clusters Score: Raw -67422.674397 + Penalty 155.355957 = -67267.318440 nChanged 13 SP:Iteration 24Q (211.940009 sec): 3 clusters Score: Raw -67425.939351 + Penalty 156.294458 = -67269.644892 nChanged 17 SP:Iteration 25Q (211.942397 sec): 3 clusters Score: Raw -67429.588621 + Penalty 156.729853 = -67272.858768 nChanged 9 SP:Iteration 26Q (211.944769 sec): 3 clusters Score: Raw -67430.443871 + Penalty 156.516555 = -67273.927316 nChanged 6 SP:Iteration 27Q (211.947134 sec): 3 clusters Score: Raw -67431.201289 + Penalty 156.696614 = -67274.504674 nChanged 10 SP:Iteration 28Q (211.949495 sec): 3 clusters Score: Raw -67432.495247 + Penalty 157.345846 = -67275.149400 nChanged 9 SP:Iteration 29Q (211.951899 sec): 3 clusters Score: Raw -67433.521731 + Penalty 158.212719 = -67275.309012 nChanged 9 SP:Iteration 30F (211.954431 sec): 3 clusters Score: Raw -67435.049721 + Penalty 158.924292 = -67276.125429 nChanged 16 SP:Iteration 31Q (211.956986 sec): 3 clusters Score: Raw -67439.268455 + Penalty 159.731498 = -67279.536956 nChanged 17 SP:Iteration 32Q (211.959439 sec): 3 clusters Score: Raw -67444.145957 + Penalty 161.443244 = -67282.702713 nChanged 28 SP:Iteration 33Q (211.961834 sec): 3 clusters Score: Raw -67454.058023 + Penalty 164.436637 = -67289.621386 nChanged 30 SP:Iteration 34Q (211.964157 sec): 3 clusters Score: Raw -67467.335142 + Penalty 168.668363 = -67298.666779 nChanged 32 SP:Iteration 35Q (211.966457 sec): 3 clusters Score: Raw -67484.046264 + Penalty 173.041198 = -67311.005065 nChanged 26 SP:Iteration 36Q (211.968725 sec): 3 clusters Score: Raw -67496.707604 + Penalty 176.006375 = -67320.701229 nChanged 28 SP:Iteration 37Q (211.970963 sec): 3 clusters Score: Raw -67509.927798 + Penalty 177.388913 = -67332.538885 nChanged 24 SP:Iteration 38Q (211.973170 sec): 3 clusters Score: Raw -67521.952285 + Penalty 179.859807 = -67342.092478 nChanged 20 SP:Iteration 39Q (211.975341 sec): 3 clusters Score: Raw -67530.595843 + Penalty 181.706779 = -67348.889065 nChanged 20 SP:Iteration 40F (211.977821 sec): 3 clusters Score: Raw -67540.423753 + Penalty 187.940319 = -67352.483434 nChanged 16 SP:Iteration 41Q (211.979955 sec): 3 clusters Score: Raw -67546.788024 + Penalty 194.944788 = -67351.843236 nChanged 15 SP:Iteration 42F (211.982444 sec): 3 clusters Score: Raw -67554.912913 + Penalty 202.140252 = -67352.772662 nChanged 10 SP:Iteration 43Q (211.984527 sec): 3 clusters Score: Raw -67561.079542 + Penalty 204.505215 = -67356.574327 nChanged 6 SP:Iteration 44Q (211.986580 sec): 3 clusters Score: Raw -67563.965593 + Penalty 206.901890 = -67357.063703 nChanged 6 SP:Iteration 45Q (211.988619 sec): 3 clusters Score: Raw -67565.893450 + Penalty 204.832134 = -67361.061316 nChanged 3 SP:Iteration 46Q (211.990653 sec): 3 clusters Score: Raw -67567.449733 + Penalty 205.597613 = -67361.852121 nChanged 1 SP:Iteration 47Q (211.992685 sec): 3 clusters Score: Raw -67567.429485 + Penalty 205.597613 = -67361.831873 nChanged 0 SP:Iteration 48F (211.995163 sec): 3 clusters Score: Raw -67567.429485 + Penalty 205.597613 = -67361.831873 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 13 (1447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.005008 sec): 2 clusters Score: Raw -72289.712759 + Penalty 145.483196 = -72144.229563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.007802 sec): 3 clusters Score: Raw -71374.171710 + Penalty 288.323035 = -71085.848675 nChanged 670 SP:Iteration 1F (212.010545 sec): 3 clusters Score: Raw -71812.327513 + Penalty 283.339235 = -71528.988278 nChanged 262 SP:Iteration 2F (212.013285 sec): 3 clusters Score: Raw -72112.836411 + Penalty 286.436087 = -71826.400323 nChanged 168 SP:Iteration 3F (212.016017 sec): 3 clusters Score: Raw -72266.843827 + Penalty 293.289503 = -71973.554324 nChanged 96 SP:Iteration 4F (212.018748 sec): 3 clusters Score: Raw -72337.208992 + Penalty 298.182333 = -72039.026659 nChanged 39 SP:Iteration 5Q (212.021395 sec): 3 clusters Score: Raw -72352.405519 + Penalty 300.624374 = -72051.781145 nChanged 15 SP:Iteration 6Q (212.023993 sec): 3 clusters Score: Raw -72358.208022 + Penalty 302.998143 = -72055.209880 nChanged 13 SP:Iteration 7Q (212.026567 sec): 3 clusters Score: Raw -72363.288280 + Penalty 304.429806 = -72058.858474 nChanged 10 SP:Iteration 8Q (212.029117 sec): 3 clusters Score: Raw -72366.687354 + Penalty 305.469567 = -72061.217786 nChanged 7 SP:Iteration 9Q (212.031657 sec): 3 clusters Score: Raw -72369.412592 + Penalty 306.887576 = -72062.525016 nChanged 5 SP:Iteration 10F (212.034380 sec): 3 clusters Score: Raw -72370.363673 + Penalty 307.949593 = -72062.414080 nChanged 5 SP:Iteration 11F (212.037100 sec): 3 clusters Score: Raw -72371.029398 + Penalty 308.101201 = -72062.928197 nChanged 2 SP:Iteration 12Q (212.039613 sec): 3 clusters Score: Raw -72371.119906 + Penalty 309.330618 = -72061.789287 nChanged 2 SP:Iteration 13F (212.042365 sec): 3 clusters Score: Raw -72372.147075 + Penalty 309.792374 = -72062.354701 nChanged 3 SP:Iteration 14Q (212.044882 sec): 3 clusters Score: Raw -72372.841558 + Penalty 310.748887 = -72062.092671 nChanged 2 SP:Iteration 15F (212.047608 sec): 3 clusters Score: Raw -72374.044747 + Penalty 311.633064 = -72062.411683 nChanged 3 SP:Iteration 16Q (212.050119 sec): 3 clusters Score: Raw -72374.915656 + Penalty 311.494406 = -72063.421250 nChanged 1 SP:Iteration 17Q (212.052631 sec): 3 clusters Score: Raw -72374.961526 + Penalty 311.366609 = -72063.594917 nChanged 1 SP:Iteration 18Q (212.055184 sec): 3 clusters Score: Raw -72375.015404 + Penalty 311.835814 = -72063.179590 nChanged 1 SP:Iteration 19F (212.057945 sec): 3 clusters Score: Raw -72375.231522 + Penalty 312.054209 = -72063.177312 nChanged 1 SP:Iteration 20F (212.060734 sec): 3 clusters Score: Raw -72375.265031 + Penalty 312.054209 = -72063.210822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 14 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.064074 sec): 2 clusters Score: Raw -24119.844911 + Penalty 230.753683 = -23889.091228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.065130 sec): 3 clusters Score: Raw -23848.251728 + Penalty 462.571863 = -23385.679865 nChanged 179 SP:Iteration 1F (212.066165 sec): 3 clusters Score: Raw -23940.520276 + Penalty 470.789734 = -23469.730542 nChanged 72 SP:Iteration 2F (212.067199 sec): 3 clusters Score: Raw -24000.206855 + Penalty 477.772706 = -23522.434149 nChanged 50 SP:Iteration 3F (212.068230 sec): 3 clusters Score: Raw -24058.581935 + Penalty 482.298354 = -23576.283580 nChanged 36 SP:Iteration 4F (212.069260 sec): 3 clusters Score: Raw -24090.732228 + Penalty 484.689072 = -23606.043156 nChanged 18 SP:Iteration 5Q (212.070284 sec): 3 clusters Score: Raw -24102.757474 + Penalty 485.151026 = -23617.606448 nChanged 9 SP:Iteration 6Q (212.071312 sec): 3 clusters Score: Raw -24107.766191 + Penalty 486.196161 = -23621.570030 nChanged 2 SP:Iteration 7Q (212.072367 sec): 3 clusters Score: Raw -24108.472570 + Penalty 486.849330 = -23621.623239 nChanged 3 SP:Iteration 8Q (212.073390 sec): 3 clusters Score: Raw -24110.635920 + Penalty 486.212477 = -23624.423443 nChanged 2 SP:Iteration 9Q (212.074413 sec): 3 clusters Score: Raw -24114.308083 + Penalty 486.745463 = -23627.562621 nChanged 2 SP:Iteration 10F (212.075441 sec): 3 clusters Score: Raw -24116.056899 + Penalty 487.185596 = -23628.871303 nChanged 3 SP:Iteration 11Q (212.076458 sec): 3 clusters Score: Raw -24124.742418 + Penalty 484.245595 = -23640.496824 nChanged 8 SP:Iteration 12Q (212.077454 sec): 3 clusters Score: Raw -24137.315888 + Penalty 483.214312 = -23654.101576 nChanged 4 SP:Iteration 13Q (212.078414 sec): 3 clusters Score: Raw -24141.709292 + Penalty 484.962945 = -23656.746346 nChanged 5 SP:Iteration 14Q (212.079365 sec): 3 clusters Score: Raw -24144.811882 + Penalty 481.474841 = -23663.337041 nChanged 2 SP:Iteration 15Q (212.080305 sec): 3 clusters Score: Raw -24148.122259 + Penalty 484.222150 = -23663.900109 nChanged 4 SP:Iteration 16Q (212.081236 sec): 3 clusters Score: Raw -24151.561976 + Penalty 484.779142 = -23666.782834 nChanged 1 SP:Iteration 17Q (212.082165 sec): 3 clusters Score: Raw -24151.954979 + Penalty 484.779142 = -23667.175837 nChanged 0 SP:Iteration 18F (212.083194 sec): 3 clusters Score: Raw -24151.954979 + Penalty 484.779142 = -23667.175837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 16 (506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.085517 sec): 2 clusters Score: Raw -24780.945660 + Penalty 217.013321 = -24563.932339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.086639 sec): 3 clusters Score: Raw -24552.746586 + Penalty 456.838390 = -24095.908196 nChanged 185 SP:Iteration 1F (212.087746 sec): 3 clusters Score: Raw -24786.984509 + Penalty 465.453314 = -24321.531195 nChanged 37 SP:Iteration 2F (212.088849 sec): 3 clusters Score: Raw -24823.298059 + Penalty 469.275583 = -24354.022476 nChanged 14 SP:Iteration 3Q (212.089933 sec): 3 clusters Score: Raw -24834.959401 + Penalty 471.431406 = -24363.527995 nChanged 9 SP:Iteration 4Q (212.090994 sec): 3 clusters Score: Raw -24842.423711 + Penalty 473.489711 = -24368.934000 nChanged 7 SP:Iteration 5Q (212.092051 sec): 3 clusters Score: Raw -24849.550287 + Penalty 478.253635 = -24371.296652 nChanged 5 SP:Iteration 6Q (212.093116 sec): 3 clusters Score: Raw -24852.791671 + Penalty 479.914617 = -24372.877055 nChanged 3 SP:Iteration 7Q (212.094177 sec): 3 clusters Score: Raw -24854.103395 + Penalty 483.950874 = -24370.152521 nChanged 3 SP:Iteration 8F (212.095281 sec): 3 clusters Score: Raw -24854.716054 + Penalty 483.950874 = -24370.765180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 17 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.096585 sec): 2 clusters Score: Raw -8923.536248 + Penalty 265.636135 = -8657.900113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.097111 sec): 3 clusters Score: Raw -8872.330117 + Penalty 536.386577 = -8335.943540 nChanged 47 SP:Iteration 1F (212.097628 sec): 3 clusters Score: Raw -8929.360404 + Penalty 546.332985 = -8383.027419 nChanged 19 SP:Iteration 2F (212.098143 sec): 3 clusters Score: Raw -8956.522500 + Penalty 552.777323 = -8403.745177 nChanged 8 SP:Iteration 3Q (212.098648 sec): 3 clusters Score: Raw -8963.530392 + Penalty 553.389441 = -8410.140952 nChanged 3 SP:Iteration 4Q (212.099157 sec): 3 clusters Score: Raw -8967.397614 + Penalty 558.058315 = -8409.339298 nChanged 3 SP:Iteration 5F (212.099677 sec): 3 clusters Score: Raw -8975.164350 + Penalty 559.393457 = -8415.770893 nChanged 3 SP:Iteration 6Q (212.100185 sec): 3 clusters Score: Raw -8979.233751 + Penalty 561.835886 = -8417.397865 nChanged 1 SP:Iteration 7Q (212.100690 sec): 3 clusters Score: Raw -8980.554469 + Penalty 561.835886 = -8418.718583 nChanged 0 SP:Iteration 8F (212.101240 sec): 3 clusters Score: Raw -8980.554469 + Penalty 561.835886 = -8418.718583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 18 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.102557 sec): 2 clusters Score: Raw -3979.451140 + Penalty 711.954176 = -3267.496964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.103019 sec): 3 clusters Score: Raw -4134.232905 + Penalty 1422.850997 = -2711.381908 nChanged 20 SP:Iteration 1F (212.103473 sec): 3 clusters Score: Raw -4253.429417 + Penalty 1423.595278 = -2829.834139 nChanged 8 SP:Iteration 2F (212.103927 sec): 3 clusters Score: Raw -4290.197913 + Penalty 1423.560274 = -2866.637639 nChanged 2 SP:Iteration 3Q (212.104339 sec): 3 clusters Score: Raw -4298.360311 + Penalty 1423.316961 = -2875.043350 nChanged 3 SP:Iteration 4Q (212.104748 sec): 3 clusters Score: Raw -4332.678009 + Penalty 1423.095555 = -2909.582454 nChanged 2 SP:Iteration 5Q (212.105151 sec): 3 clusters Score: Raw -4357.196826 + Penalty 1422.673435 = -2934.523391 nChanged 1 SP:Iteration 6Q (212.105554 sec): 3 clusters Score: Raw -4360.219437 + Penalty 1422.673435 = -2937.546002 nChanged 0 SP:Iteration 7F (212.106007 sec): 3 clusters Score: Raw -4360.219437 + Penalty 1422.673435 = -2937.546002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 19 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.107680 sec): 2 clusters Score: Raw -16448.212174 + Penalty 394.935180 = -16053.276994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.108495 sec): 3 clusters Score: Raw -16378.688042 + Penalty 786.463326 = -15592.224715 nChanged 93 SP:Iteration 1F (212.109296 sec): 3 clusters Score: Raw -16509.806425 + Penalty 783.483973 = -15726.322452 nChanged 38 SP:Iteration 2F (212.110095 sec): 3 clusters Score: Raw -16574.449535 + Penalty 790.899186 = -15783.550350 nChanged 19 SP:Iteration 3F (212.110894 sec): 3 clusters Score: Raw -16613.624182 + Penalty 795.749253 = -15817.874929 nChanged 10 SP:Iteration 4Q (212.111677 sec): 3 clusters Score: Raw -16656.709570 + Penalty 798.592680 = -15858.116889 nChanged 6 SP:Iteration 5Q (212.112450 sec): 3 clusters Score: Raw -16667.433114 + Penalty 799.467601 = -15867.965514 nChanged 3 SP:Iteration 6Q (212.113217 sec): 3 clusters Score: Raw -16671.563234 + Penalty 798.313027 = -15873.250206 nChanged 2 SP:Iteration 7Q (212.113984 sec): 3 clusters Score: Raw -16675.903192 + Penalty 799.333483 = -15876.569709 nChanged 1 SP:Iteration 8Q (212.114747 sec): 3 clusters Score: Raw -16676.319372 + Penalty 799.333483 = -15876.985890 nChanged 0 SP:Iteration 9F (212.115546 sec): 3 clusters Score: Raw -16676.319372 + Penalty 799.333483 = -15876.985890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 21 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.117338 sec): 2 clusters Score: Raw -9039.378340 + Penalty 423.410394 = -8615.967947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.117927 sec): 3 clusters Score: Raw -9023.846421 + Penalty 853.031624 = -8170.814798 nChanged 42 SP:Iteration 1F (212.118505 sec): 3 clusters Score: Raw -9074.656272 + Penalty 862.601978 = -8212.054294 nChanged 16 SP:Iteration 2F (212.119082 sec): 3 clusters Score: Raw -9105.608567 + Penalty 868.017433 = -8237.591134 nChanged 7 SP:Iteration 3Q (212.119645 sec): 3 clusters Score: Raw -9129.855082 + Penalty 869.712630 = -8260.142451 nChanged 8 SP:Iteration 4Q (212.120205 sec): 3 clusters Score: Raw -9157.955404 + Penalty 873.083892 = -8284.871513 nChanged 6 SP:Iteration 5Q (212.120748 sec): 3 clusters Score: Raw -9169.528600 + Penalty 874.658699 = -8294.869901 nChanged 1 SP:Iteration 6Q (212.121312 sec): 3 clusters Score: Raw -9171.309520 + Penalty 874.658699 = -8296.650821 nChanged 0 SP:Iteration 7F (212.121900 sec): 3 clusters Score: Raw -9171.309520 + Penalty 874.658699 = -8296.650821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 25 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.124261 sec): 2 clusters Score: Raw -27067.600175 + Penalty 869.348223 = -26198.251952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.125392 sec): 3 clusters Score: Raw -26944.524456 + Penalty 1740.727521 = -25203.796935 nChanged 130 SP:Iteration 1F (212.126506 sec): 3 clusters Score: Raw -27113.496228 + Penalty 1743.745209 = -25369.751020 nChanged 41 SP:Iteration 2F (212.127618 sec): 3 clusters Score: Raw -27193.271506 + Penalty 1744.680825 = -25448.590681 nChanged 26 SP:Iteration 3F (212.128728 sec): 3 clusters Score: Raw -27231.119460 + Penalty 1745.008973 = -25486.110487 nChanged 13 SP:Iteration 4Q (212.129791 sec): 3 clusters Score: Raw -27248.308115 + Penalty 1745.996035 = -25502.312080 nChanged 6 SP:Iteration 5Q (212.130847 sec): 3 clusters Score: Raw -27252.913068 + Penalty 1746.351581 = -25506.561487 nChanged 2 SP:Iteration 6Q (212.131906 sec): 3 clusters Score: Raw -27254.229872 + Penalty 1746.351581 = -25507.878291 nChanged 0 SP:Iteration 7F (212.133017 sec): 3 clusters Score: Raw -27254.229872 + Penalty 1746.351581 = -25507.878291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 28 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.134452 sec): 2 clusters Score: Raw -7072.454689 + Penalty 506.493345 = -6565.961345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.135016 sec): 3 clusters Score: Raw -7105.549770 + Penalty 1033.622273 = -6071.927497 nChanged 36 SP:Iteration 1F (212.135557 sec): 3 clusters Score: Raw -7177.946406 + Penalty 1039.330411 = -6138.615996 nChanged 4 SP:Iteration 2Q (212.136071 sec): 3 clusters Score: Raw -7184.322475 + Penalty 1040.982186 = -6143.340289 nChanged 2 SP:Iteration 3Q (212.136579 sec): 3 clusters Score: Raw -7191.087730 + Penalty 1039.322579 = -6151.765151 nChanged 1 SP:Iteration 4Q (212.137086 sec): 3 clusters Score: Raw -7195.813523 + Penalty 1036.346084 = -6159.467439 nChanged 4 SP:Iteration 5Q (212.137592 sec): 3 clusters Score: Raw -7204.500264 + Penalty 1034.006723 = -6170.493541 nChanged 1 SP:Iteration 6Q (212.138096 sec): 3 clusters Score: Raw -7206.804975 + Penalty 1034.006723 = -6172.798252 nChanged 0 SP:Iteration 7F (212.138633 sec): 3 clusters Score: Raw -7206.804975 + Penalty 1034.006723 = -6172.798252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 30 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.140197 sec): 2 clusters Score: Raw -14616.773823 + Penalty 316.725069 = -14300.048755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.140921 sec): 3 clusters Score: Raw -14519.271217 + Penalty 631.852898 = -13887.418319 nChanged 73 SP:Iteration 1F (212.141637 sec): 3 clusters Score: Raw -14583.895743 + Penalty 631.865331 = -13952.030413 nChanged 29 SP:Iteration 2F (212.142348 sec): 3 clusters Score: Raw -14616.398182 + Penalty 633.339125 = -13983.059057 nChanged 18 SP:Iteration 3F (212.143060 sec): 3 clusters Score: Raw -14634.495308 + Penalty 634.612979 = -13999.882329 nChanged 13 SP:Iteration 4Q (212.143755 sec): 3 clusters Score: Raw -14643.795748 + Penalty 636.138381 = -14007.657367 nChanged 5 SP:Iteration 5Q (212.144448 sec): 3 clusters Score: Raw -14647.170193 + Penalty 637.359842 = -14009.810351 nChanged 5 SP:Iteration 6Q (212.145142 sec): 3 clusters Score: Raw -14650.482283 + Penalty 637.757743 = -14012.724540 nChanged 3 SP:Iteration 7Q (212.145834 sec): 3 clusters Score: Raw -14657.620369 + Penalty 637.310779 = -14020.309590 nChanged 3 SP:Iteration 8Q (212.146525 sec): 3 clusters Score: Raw -14660.468959 + Penalty 637.649881 = -14022.819077 nChanged 1 SP:Iteration 9Q (212.147215 sec): 3 clusters Score: Raw -14660.628076 + Penalty 637.896877 = -14022.731199 nChanged 1 SP:Iteration 10F (212.147924 sec): 3 clusters Score: Raw -14660.646749 + Penalty 638.458160 = -14022.188589 nChanged 1 SP:Iteration 11F (212.148666 sec): 3 clusters Score: Raw -14660.725059 + Penalty 639.003157 = -14021.721902 nChanged 1 SP:Iteration 12F (212.149377 sec): 3 clusters Score: Raw -14660.691506 + Penalty 639.003157 = -14021.688349 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 35 (803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.152577 sec): 2 clusters Score: Raw -40836.688600 + Penalty 616.730383 = -40219.958218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.154265 sec): 3 clusters Score: Raw -40454.002179 + Penalty 1246.344808 = -39207.657371 nChanged 271 SP:Iteration 1F (212.155908 sec): 3 clusters Score: Raw -40667.235931 + Penalty 1269.792090 = -39397.443841 nChanged 105 SP:Iteration 2F (212.157558 sec): 3 clusters Score: Raw -40757.432412 + Penalty 1288.362451 = -39469.069962 nChanged 50 SP:Iteration 3F (212.159198 sec): 3 clusters Score: Raw -40805.265269 + Penalty 1302.181614 = -39503.083655 nChanged 36 SP:Iteration 4Q (212.160908 sec): 3 clusters Score: Raw -40834.253342 + Penalty 1309.970728 = -39524.282615 nChanged 17 SP:Iteration 5Q (212.162615 sec): 3 clusters Score: Raw -40849.435677 + Penalty 1317.857128 = -39531.578550 nChanged 16 SP:Iteration 6Q (212.164309 sec): 3 clusters Score: Raw -40863.498939 + Penalty 1321.861734 = -39541.637205 nChanged 9 SP:Iteration 7Q (212.165862 sec): 3 clusters Score: Raw -40875.118974 + Penalty 1326.270447 = -39548.848527 nChanged 11 SP:Iteration 8Q (212.167412 sec): 3 clusters Score: Raw -40884.808528 + Penalty 1329.009579 = -39555.798949 nChanged 5 SP:Iteration 9Q (212.168946 sec): 3 clusters Score: Raw -40890.224629 + Penalty 1331.264950 = -39558.959679 nChanged 6 SP:Iteration 10F (212.170557 sec): 3 clusters Score: Raw -40896.997423 + Penalty 1334.731818 = -39562.265605 nChanged 4 SP:Iteration 11Q (212.172135 sec): 3 clusters Score: Raw -40901.005467 + Penalty 1336.953793 = -39564.051674 nChanged 3 SP:Iteration 12Q (212.173688 sec): 3 clusters Score: Raw -40903.652832 + Penalty 1338.236519 = -39565.416313 nChanged 2 SP:Iteration 13Q (212.175216 sec): 3 clusters Score: Raw -40904.971714 + Penalty 1341.003749 = -39563.967965 nChanged 3 SP:Iteration 14F (212.176823 sec): 3 clusters Score: Raw -40906.221348 + Penalty 1342.621105 = -39563.600243 nChanged 2 SP:Iteration 15F (212.178467 sec): 3 clusters Score: Raw -40907.322271 + Penalty 1343.709278 = -39563.612993 nChanged 2 SP:Iteration 16Q (212.180019 sec): 3 clusters Score: Raw -40908.015779 + Penalty 1344.699914 = -39563.315865 nChanged 1 SP:Iteration 17F (212.181662 sec): 3 clusters Score: Raw -40908.457340 + Penalty 1346.291861 = -39562.165480 nChanged 2 SP:Iteration 18F (212.183301 sec): 3 clusters Score: Raw -40910.560529 + Penalty 1347.038009 = -39563.522520 nChanged 1 SP:Iteration 19Q (212.184840 sec): 3 clusters Score: Raw -40911.468438 + Penalty 1347.038009 = -39564.430429 nChanged 0 SP:Iteration 20F (212.186483 sec): 3 clusters Score: Raw -40911.468438 + Penalty 1347.038009 = -39564.430429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 37 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.187851 sec): 2 clusters Score: Raw -5843.126226 + Penalty 116.780050 = -5726.346176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.188289 sec): 3 clusters Score: Raw -5818.460836 + Penalty 234.791828 = -5583.669008 nChanged 35 SP:Iteration 1F (212.188726 sec): 3 clusters Score: Raw -5871.567840 + Penalty 238.444309 = -5633.123531 nChanged 12 SP:Iteration 2F (212.189162 sec): 3 clusters Score: Raw -5902.750827 + Penalty 241.071498 = -5661.679329 nChanged 5 SP:Iteration 3Q (212.189584 sec): 3 clusters Score: Raw -5920.794030 + Penalty 241.250777 = -5679.543253 nChanged 2 SP:Iteration 4Q (212.189998 sec): 3 clusters Score: Raw -5921.688374 + Penalty 241.250777 = -5680.437597 nChanged 0 SP:Iteration 5F (212.190462 sec): 3 clusters Score: Raw -5921.688374 + Penalty 241.250777 = -5680.437597 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 38 (786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.193427 sec): 2 clusters Score: Raw -36912.373636 + Penalty 395.344673 = -36517.028963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.195066 sec): 3 clusters Score: Raw -36494.887478 + Penalty 807.442644 = -35687.444834 nChanged 288 SP:Iteration 1F (212.196679 sec): 3 clusters Score: Raw -36771.525807 + Penalty 837.009218 = -35934.516589 nChanged 108 SP:Iteration 2F (212.198290 sec): 3 clusters Score: Raw -36881.384779 + Penalty 870.528851 = -36010.855929 nChanged 56 SP:Iteration 3F (212.199901 sec): 3 clusters Score: Raw -36933.065766 + Penalty 892.500089 = -36040.565677 nChanged 26 SP:Iteration 4Q (212.201472 sec): 3 clusters Score: Raw -36954.764683 + Penalty 904.202773 = -36050.561910 nChanged 13 SP:Iteration 5Q (212.203025 sec): 3 clusters Score: Raw -36968.865239 + Penalty 919.011230 = -36049.854009 nChanged 14 SP:Iteration 6F (212.204607 sec): 3 clusters Score: Raw -36982.037461 + Penalty 926.190232 = -36055.847229 nChanged 5 SP:Iteration 7Q (212.206159 sec): 3 clusters Score: Raw -36986.503575 + Penalty 934.344549 = -36052.159026 nChanged 5 SP:Iteration 8F (212.207775 sec): 3 clusters Score: Raw -36991.503028 + Penalty 945.149077 = -36046.353951 nChanged 4 SP:Iteration 9F (212.209363 sec): 3 clusters Score: Raw -36994.873692 + Penalty 958.610866 = -36036.262825 nChanged 6 SP:Iteration 10F (212.210943 sec): 3 clusters Score: Raw -36997.854378 + Penalty 969.106954 = -36028.747424 nChanged 5 SP:Iteration 11F (212.212527 sec): 3 clusters Score: Raw -37001.995903 + Penalty 974.895106 = -36027.100796 nChanged 2 SP:Iteration 12F (212.214154 sec): 3 clusters Score: Raw -37004.119173 + Penalty 982.435534 = -36021.683639 nChanged 2 SP:Iteration 13F (212.215761 sec): 3 clusters Score: Raw -37006.872097 + Penalty 982.435534 = -36024.436563 nChanged 0 Memory request: 0.02 GB would take us to total of 0.49 GB. Trying to split cluster 39 (3120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.230644 sec): 2 clusters Score: Raw -156237.721817 + Penalty 549.038499 = -155688.683318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.236523 sec): 3 clusters Score: Raw -154352.010134 + Penalty 1082.492359 = -153269.517775 nChanged 1300 SP:Iteration 1F (212.242286 sec): 3 clusters Score: Raw -155135.863120 + Penalty 1062.717538 = -154073.145582 nChanged 382 SP:Iteration 2F (212.248022 sec): 3 clusters Score: Raw -155374.211421 + Penalty 1046.312119 = -154327.899302 nChanged 234 SP:Iteration 3F (212.253741 sec): 3 clusters Score: Raw -155527.663126 + Penalty 1031.512059 = -154496.151067 nChanged 179 SP:Iteration 4F (212.259500 sec): 3 clusters Score: Raw -155665.481285 + Penalty 1021.937125 = -154643.544160 nChanged 158 SP:Iteration 5F (212.265292 sec): 3 clusters Score: Raw -155824.271583 + Penalty 1021.652927 = -154802.618655 nChanged 138 SP:Iteration 6Q (212.270974 sec): 3 clusters Score: Raw -155978.616170 + Penalty 1030.780393 = -154947.835776 nChanged 101 SP:Iteration 7Q (212.276436 sec): 3 clusters Score: Raw -156072.321709 + Penalty 1044.420419 = -155027.901290 nChanged 73 SP:Iteration 8Q (212.281765 sec): 3 clusters Score: Raw -156138.915296 + Penalty 1053.925789 = -155084.989507 nChanged 59 SP:Iteration 9Q (212.287105 sec): 3 clusters Score: Raw -156185.473082 + Penalty 1070.783457 = -155114.689626 nChanged 44 SP:Iteration 10F (212.292826 sec): 3 clusters Score: Raw -156221.354943 + Penalty 1079.693274 = -155141.661669 nChanged 27 SP:Iteration 11Q (212.297831 sec): 3 clusters Score: Raw -156236.660151 + Penalty 1090.946174 = -155145.713977 nChanged 23 SP:Iteration 12Q (212.302743 sec): 3 clusters Score: Raw -156249.848742 + Penalty 1098.354373 = -155151.494369 nChanged 22 SP:Iteration 13Q (212.307627 sec): 3 clusters Score: Raw -156261.234172 + Penalty 1108.504093 = -155152.730079 nChanged 15 SP:Iteration 14Q (212.312487 sec): 3 clusters Score: Raw -156268.544066 + Penalty 1116.274254 = -155152.269811 nChanged 16 SP:Iteration 15F (212.318164 sec): 3 clusters Score: Raw -156275.856330 + Penalty 1124.775325 = -155151.081006 nChanged 13 SP:Iteration 16F (212.323879 sec): 3 clusters Score: Raw -156280.619072 + Penalty 1130.158823 = -155150.460249 nChanged 8 SP:Iteration 17F (212.329587 sec): 3 clusters Score: Raw -156283.652460 + Penalty 1132.178272 = -155151.474189 nChanged 4 SP:Iteration 18Q (212.334324 sec): 3 clusters Score: Raw -156284.461601 + Penalty 1134.978154 = -155149.483447 nChanged 5 SP:Iteration 19F (212.340002 sec): 3 clusters Score: Raw -156286.404763 + Penalty 1135.131512 = -155151.273252 nChanged 5 SP:Iteration 20F (212.345684 sec): 3 clusters Score: Raw -156289.354031 + Penalty 1143.723094 = -155145.630937 nChanged 7 SP:Iteration 21F (212.351361 sec): 3 clusters Score: Raw -156291.601441 + Penalty 1151.978947 = -155139.622494 nChanged 4 SP:Iteration 22F (212.357030 sec): 3 clusters Score: Raw -156292.984190 + Penalty 1156.805332 = -155136.178858 nChanged 5 SP:Iteration 23F (212.362750 sec): 3 clusters Score: Raw -156294.514506 + Penalty 1159.865299 = -155134.649207 nChanged 5 SP:Iteration 24F (212.368733 sec): 3 clusters Score: Raw -156296.395181 + Penalty 1164.049524 = -155132.345657 nChanged 5 SP:Iteration 25F (212.374457 sec): 3 clusters Score: Raw -156299.525075 + Penalty 1170.548476 = -155128.976599 nChanged 5 SP:Iteration 26F (212.380257 sec): 3 clusters Score: Raw -156303.588744 + Penalty 1173.866050 = -155129.722694 nChanged 7 SP:Iteration 27Q (212.384975 sec): 3 clusters Score: Raw -156314.103762 + Penalty 1180.213908 = -155133.889854 nChanged 12 SP:Iteration 28Q (212.389677 sec): 3 clusters Score: Raw -156326.876857 + Penalty 1193.570555 = -155133.306302 nChanged 8 SP:Iteration 29F (212.395565 sec): 3 clusters Score: Raw -156334.427892 + Penalty 1200.791008 = -155133.636884 nChanged 6 SP:Iteration 30F (212.401510 sec): 3 clusters Score: Raw -156338.573834 + Penalty 1204.914696 = -155133.659138 nChanged 5 SP:Iteration 31Q (212.406317 sec): 3 clusters Score: Raw -156340.703635 + Penalty 1206.859548 = -155133.844088 nChanged 3 SP:Iteration 32Q (212.410986 sec): 3 clusters Score: Raw -156341.981672 + Penalty 1209.452214 = -155132.529458 nChanged 1 SP:Iteration 33F (212.416669 sec): 3 clusters Score: Raw -156342.314683 + Penalty 1211.910959 = -155130.403724 nChanged 1 SP:Iteration 34F (212.422349 sec): 3 clusters Score: Raw -156342.547921 + Penalty 1211.769585 = -155130.778336 nChanged 1 SP:Iteration 35Q (212.427001 sec): 3 clusters Score: Raw -156343.352484 + Penalty 1211.723591 = -155131.628893 nChanged 2 SP:Iteration 36Q (212.431657 sec): 3 clusters Score: Raw -156344.061135 + Penalty 1214.345501 = -155129.715634 nChanged 2 SP:Iteration 37F (212.437322 sec): 3 clusters Score: Raw -156345.126451 + Penalty 1219.471116 = -155125.655336 nChanged 2 SP:Iteration 38F (212.443003 sec): 3 clusters Score: Raw -156345.413401 + Penalty 1219.471116 = -155125.942285 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 41 (1522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.453347 sec): 2 clusters Score: Raw -75859.821102 + Penalty 115.427847 = -75744.393255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.456274 sec): 3 clusters Score: Raw -74933.673757 + Penalty 237.927991 = -74695.745766 nChanged 692 SP:Iteration 1F (212.459135 sec): 3 clusters Score: Raw -75637.358078 + Penalty 230.324748 = -75407.033330 nChanged 148 SP:Iteration 2F (212.462125 sec): 3 clusters Score: Raw -75768.789484 + Penalty 225.072263 = -75543.717222 nChanged 61 SP:Iteration 3Q (212.465081 sec): 3 clusters Score: Raw -75828.939686 + Penalty 236.681577 = -75592.258110 nChanged 39 SP:Iteration 4Q (212.467956 sec): 3 clusters Score: Raw -75861.469635 + Penalty 253.524595 = -75607.945041 nChanged 17 SP:Iteration 5Q (212.470864 sec): 3 clusters Score: Raw -75885.740607 + Penalty 279.945152 = -75605.795455 nChanged 11 SP:Iteration 6F (212.473694 sec): 3 clusters Score: Raw -75894.343000 + Penalty 287.597878 = -75606.745122 nChanged 4 SP:Iteration 7Q (212.476349 sec): 3 clusters Score: Raw -75896.732173 + Penalty 289.350722 = -75607.381452 nChanged 4 SP:Iteration 8Q (212.478931 sec): 3 clusters Score: Raw -75898.132451 + Penalty 294.086866 = -75604.045586 nChanged 3 SP:Iteration 9F (212.481725 sec): 3 clusters Score: Raw -75898.640802 + Penalty 297.983507 = -75600.657295 nChanged 1 SP:Iteration 10F (212.484515 sec): 3 clusters Score: Raw -75898.806372 + Penalty 297.983507 = -75600.822865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 50 (473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.488373 sec): 2 clusters Score: Raw -23411.909811 + Penalty 345.061221 = -23066.848590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.489451 sec): 3 clusters Score: Raw -23158.704953 + Penalty 697.043921 = -22461.661032 nChanged 156 SP:Iteration 1F (212.490501 sec): 3 clusters Score: Raw -23277.320054 + Penalty 725.181691 = -22552.138364 nChanged 77 SP:Iteration 2F (212.491550 sec): 3 clusters Score: Raw -23386.672278 + Penalty 748.106727 = -22638.565551 nChanged 40 SP:Iteration 3F (212.492593 sec): 3 clusters Score: Raw -23460.736118 + Penalty 761.442051 = -22699.294067 nChanged 31 SP:Iteration 4F (212.493637 sec): 3 clusters Score: Raw -23509.785366 + Penalty 771.569398 = -22738.215968 nChanged 11 SP:Iteration 5Q (212.494647 sec): 3 clusters Score: Raw -23519.288528 + Penalty 775.879446 = -22743.409082 nChanged 4 SP:Iteration 6Q (212.495641 sec): 3 clusters Score: Raw -23520.823720 + Penalty 781.064660 = -22739.759060 nChanged 3 SP:Iteration 7F (212.496684 sec): 3 clusters Score: Raw -23522.224917 + Penalty 784.102276 = -22738.122641 nChanged 3 SP:Iteration 8F (212.497764 sec): 3 clusters Score: Raw -23525.881278 + Penalty 787.958845 = -22737.922433 nChanged 4 SP:Iteration 9F (212.498805 sec): 3 clusters Score: Raw -23528.608740 + Penalty 786.619972 = -22741.988768 nChanged 3 SP:Iteration 10F (212.499845 sec): 3 clusters Score: Raw -23531.311117 + Penalty 784.652967 = -22746.658150 nChanged 2 SP:Iteration 11Q (212.500839 sec): 3 clusters Score: Raw -23532.217573 + Penalty 783.892918 = -22748.324656 nChanged 1 SP:Iteration 12Q (212.501834 sec): 3 clusters Score: Raw -23533.714213 + Penalty 783.021785 = -22750.692428 nChanged 1 SP:Iteration 13Q (212.502818 sec): 3 clusters Score: Raw -23534.212055 + Penalty 783.021785 = -22751.190270 nChanged 0 SP:Iteration 14F (212.503864 sec): 3 clusters Score: Raw -23534.212055 + Penalty 783.021785 = -22751.190270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 53 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.504920 sec): 2 clusters Score: Raw -10094.996260 + Penalty 216.770996 = -9878.225264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.505502 sec): 3 clusters Score: Raw -10030.699607 + Penalty 435.666932 = -9595.032675 nChanged 64 SP:Iteration 1F (212.506062 sec): 3 clusters Score: Raw -10107.160197 + Penalty 437.444338 = -9669.715859 nChanged 15 SP:Iteration 2F (212.506622 sec): 3 clusters Score: Raw -10127.354596 + Penalty 434.024334 = -9693.330262 nChanged 8 SP:Iteration 3Q (212.507175 sec): 3 clusters Score: Raw -10140.489084 + Penalty 435.397193 = -9705.091891 nChanged 3 SP:Iteration 4Q (212.507724 sec): 3 clusters Score: Raw -10144.110686 + Penalty 436.604329 = -9707.506357 nChanged 1 SP:Iteration 5Q (212.508268 sec): 3 clusters Score: Raw -10144.344378 + Penalty 436.604329 = -9707.740050 nChanged 0 SP:Iteration 6F (212.508826 sec): 3 clusters Score: Raw -10144.344378 + Penalty 436.604329 = -9707.740050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 54 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.510338 sec): 2 clusters Score: Raw -10198.650222 + Penalty 650.299109 = -9548.351112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.510957 sec): 3 clusters Score: Raw -10251.109814 + Penalty 1298.841209 = -8952.268605 nChanged 50 SP:Iteration 1F (212.511568 sec): 3 clusters Score: Raw -10336.242017 + Penalty 1296.655684 = -9039.586333 nChanged 17 SP:Iteration 2F (212.512175 sec): 3 clusters Score: Raw -10385.325320 + Penalty 1296.981680 = -9088.343639 nChanged 8 SP:Iteration 3Q (212.512750 sec): 3 clusters Score: Raw -10396.840144 + Penalty 1296.183647 = -9100.656498 nChanged 3 SP:Iteration 4Q (212.513322 sec): 3 clusters Score: Raw -10401.563794 + Penalty 1296.118222 = -9105.445573 nChanged 2 SP:Iteration 5Q (212.513893 sec): 3 clusters Score: Raw -10404.581949 + Penalty 1295.453608 = -9109.128341 nChanged 2 SP:Iteration 6Q (212.514463 sec): 3 clusters Score: Raw -10408.149968 + Penalty 1294.683440 = -9113.466527 nChanged 3 SP:Iteration 7Q (212.515032 sec): 3 clusters Score: Raw -10412.205648 + Penalty 1294.350726 = -9117.854922 nChanged 3 SP:Iteration 8Q (212.515601 sec): 3 clusters Score: Raw -10417.100648 + Penalty 1293.604707 = -9123.495941 nChanged 2 SP:Iteration 9Q (212.516169 sec): 3 clusters Score: Raw -10419.526533 + Penalty 1293.389772 = -9126.136760 nChanged 1 SP:Iteration 10F (212.516775 sec): 3 clusters Score: Raw -10420.727483 + Penalty 1294.060865 = -9126.666618 nChanged 3 SP:Iteration 11Q (212.517343 sec): 3 clusters Score: Raw -10426.904679 + Penalty 1295.182805 = -9131.721874 nChanged 3 SP:Iteration 12Q (212.517910 sec): 3 clusters Score: Raw -10438.352086 + Penalty 1294.541367 = -9143.810719 nChanged 3 SP:Iteration 13Q (212.518475 sec): 3 clusters Score: Raw -10457.570175 + Penalty 1293.490469 = -9164.079706 nChanged 6 SP:Iteration 14Q (212.519036 sec): 3 clusters Score: Raw -10499.667885 + Penalty 1290.489439 = -9209.178446 nChanged 3 SP:Iteration 15Q (212.519597 sec): 3 clusters Score: Raw -10504.875734 + Penalty 1289.338078 = -9215.537656 nChanged 4 SP:Iteration 16Q (212.520156 sec): 3 clusters Score: Raw -10522.570204 + Penalty 1287.042107 = -9235.528097 nChanged 2 SP:Iteration 17Q (212.520711 sec): 3 clusters Score: Raw -10528.328968 + Penalty 1285.991824 = -9242.337143 nChanged 2 SP:Iteration 18Q (212.521266 sec): 3 clusters Score: Raw -10530.159041 + Penalty 1284.767406 = -9245.391635 nChanged 1 SP:Iteration 19Q (212.521822 sec): 3 clusters Score: Raw -10531.243567 + Penalty 1284.767406 = -9246.476160 nChanged 0 SP:Iteration 20F (212.522428 sec): 3 clusters Score: Raw -10531.243567 + Penalty 1284.767406 = -9246.476160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 57 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.523684 sec): 2 clusters Score: Raw -13666.056649 + Penalty 291.016591 = -13375.040058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.524396 sec): 3 clusters Score: Raw -13553.935310 + Penalty 582.677205 = -12971.258105 nChanged 89 SP:Iteration 1F (212.525096 sec): 3 clusters Score: Raw -13686.537851 + Penalty 561.304039 = -13125.233812 nChanged 40 SP:Iteration 2F (212.525793 sec): 3 clusters Score: Raw -13751.811310 + Penalty 544.255203 = -13207.556106 nChanged 16 SP:Iteration 3F (212.526489 sec): 3 clusters Score: Raw -13773.885654 + Penalty 525.977382 = -13247.908272 nChanged 8 SP:Iteration 4Q (212.527155 sec): 3 clusters Score: Raw -13782.476831 + Penalty 515.655916 = -13266.820915 nChanged 5 SP:Iteration 5Q (212.527812 sec): 3 clusters Score: Raw -13785.245184 + Penalty 512.419127 = -13272.826057 nChanged 1 SP:Iteration 6Q (212.528468 sec): 3 clusters Score: Raw -13787.885718 + Penalty 501.390551 = -13286.495167 nChanged 3 SP:Iteration 7Q (212.529121 sec): 3 clusters Score: Raw -13793.243856 + Penalty 493.429244 = -13299.814612 nChanged 2 SP:Iteration 8Q (212.529771 sec): 3 clusters Score: Raw -13796.635915 + Penalty 491.656025 = -13304.979891 nChanged 1 SP:Iteration 9Q (212.530445 sec): 3 clusters Score: Raw -13796.978367 + Penalty 491.656025 = -13305.322343 nChanged 0 SP:Iteration 10F (212.531143 sec): 3 clusters Score: Raw -13796.978367 + Penalty 491.656025 = -13305.322343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 58 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.531874 sec): 2 clusters Score: Raw -3745.220528 + Penalty 503.925362 = -3241.295166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.532242 sec): 3 clusters Score: Raw -3870.281633 + Penalty 1009.126873 = -2861.154760 nChanged 9 SP:Iteration 1F (212.532603 sec): 3 clusters Score: Raw -3918.302650 + Penalty 1010.092989 = -2908.209660 nChanged 1 SP:Iteration 2Q (212.532947 sec): 3 clusters Score: Raw -3922.069795 + Penalty 1010.092989 = -2911.976806 nChanged 0 SP:Iteration 3F (212.533311 sec): 3 clusters Score: Raw -3922.069795 + Penalty 1010.092989 = -2911.976806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 60 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.536265 sec): 2 clusters Score: Raw -26851.221697 + Penalty 832.369932 = -26018.851765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.537345 sec): 3 clusters Score: Raw -26714.153124 + Penalty 1666.309093 = -25047.844031 nChanged 110 SP:Iteration 1F (212.538404 sec): 3 clusters Score: Raw -26827.996468 + Penalty 1668.162375 = -25159.834093 nChanged 33 SP:Iteration 2F (212.539461 sec): 3 clusters Score: Raw -26863.424102 + Penalty 1669.313944 = -25194.110158 nChanged 15 SP:Iteration 3Q (212.540501 sec): 3 clusters Score: Raw -26887.663032 + Penalty 1670.058216 = -25217.604815 nChanged 6 SP:Iteration 4Q (212.541536 sec): 3 clusters Score: Raw -26895.242270 + Penalty 1672.200928 = -25223.041341 nChanged 10 SP:Iteration 5Q (212.542569 sec): 3 clusters Score: Raw -26905.992789 + Penalty 1673.569718 = -25232.423071 nChanged 9 SP:Iteration 6Q (212.543597 sec): 3 clusters Score: Raw -26918.426226 + Penalty 1673.717632 = -25244.708594 nChanged 4 SP:Iteration 7Q (212.544622 sec): 3 clusters Score: Raw -26921.025920 + Penalty 1673.717632 = -25247.308288 nChanged 0 SP:Iteration 8F (212.545677 sec): 3 clusters Score: Raw -26921.025920 + Penalty 1673.717632 = -25247.308288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 67 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.547470 sec): 2 clusters Score: Raw -22615.825894 + Penalty 671.101183 = -21944.724712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.548438 sec): 3 clusters Score: Raw -22480.882685 + Penalty 1345.195319 = -21135.687366 nChanged 102 SP:Iteration 1F (212.549390 sec): 3 clusters Score: Raw -22591.684459 + Penalty 1346.416674 = -21245.267785 nChanged 29 SP:Iteration 2F (212.550341 sec): 3 clusters Score: Raw -22633.975362 + Penalty 1346.866638 = -21287.108724 nChanged 21 SP:Iteration 3Q (212.551275 sec): 3 clusters Score: Raw -22668.030884 + Penalty 1348.141285 = -21319.889599 nChanged 20 SP:Iteration 4Q (212.552205 sec): 3 clusters Score: Raw -22724.689429 + Penalty 1348.418787 = -21376.270642 nChanged 21 SP:Iteration 5Q (212.553115 sec): 3 clusters Score: Raw -22756.406453 + Penalty 1348.807914 = -21407.598539 nChanged 8 SP:Iteration 6Q (212.554015 sec): 3 clusters Score: Raw -22766.187560 + Penalty 1348.689740 = -21417.497820 nChanged 4 SP:Iteration 7Q (212.554914 sec): 3 clusters Score: Raw -22769.089238 + Penalty 1349.279897 = -21419.809341 nChanged 2 SP:Iteration 8Q (212.555815 sec): 3 clusters Score: Raw -22771.013751 + Penalty 1348.875698 = -21422.138054 nChanged 2 SP:Iteration 9Q (212.556711 sec): 3 clusters Score: Raw -22774.294765 + Penalty 1349.013415 = -21425.281350 nChanged 1 SP:Iteration 10F (212.557659 sec): 3 clusters Score: Raw -22776.087047 + Penalty 1348.791362 = -21427.295686 nChanged 2 SP:Iteration 11Q (212.558590 sec): 3 clusters Score: Raw -22778.012887 + Penalty 1348.791362 = -21429.221525 nChanged 0 SP:Iteration 12F (212.559539 sec): 3 clusters Score: Raw -22778.012887 + Penalty 1348.791362 = -21429.221525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 68 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.560468 sec): 2 clusters Score: Raw -7540.510078 + Penalty 223.870830 = -7316.639248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.560974 sec): 3 clusters Score: Raw -7486.909861 + Penalty 448.735405 = -7038.174457 nChanged 41 SP:Iteration 1F (212.561473 sec): 3 clusters Score: Raw -7523.109369 + Penalty 450.697791 = -7072.411578 nChanged 12 SP:Iteration 2F (212.561969 sec): 3 clusters Score: Raw -7540.064022 + Penalty 453.422988 = -7086.641034 nChanged 7 SP:Iteration 3Q (212.562457 sec): 3 clusters Score: Raw -7547.364590 + Penalty 453.759102 = -7093.605488 nChanged 2 SP:Iteration 4Q (212.562941 sec): 3 clusters Score: Raw -7548.629313 + Penalty 454.601254 = -7094.028058 nChanged 1 SP:Iteration 5Q (212.563426 sec): 3 clusters Score: Raw -7550.016112 + Penalty 455.502390 = -7094.513722 nChanged 1 SP:Iteration 6Q (212.563910 sec): 3 clusters Score: Raw -7550.715520 + Penalty 457.272218 = -7093.443302 nChanged 2 SP:Iteration 7F (212.564404 sec): 3 clusters Score: Raw -7553.534635 + Penalty 457.948376 = -7095.586259 nChanged 1 SP:Iteration 8Q (212.564896 sec): 3 clusters Score: Raw -7554.709064 + Penalty 457.948376 = -7096.760687 nChanged 0 SP:Iteration 9F (212.565381 sec): 3 clusters Score: Raw -7554.709064 + Penalty 457.948376 = -7096.760687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 78 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.566223 sec): 2 clusters Score: Raw -5480.008647 + Penalty 660.783600 = -4819.225047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.566661 sec): 3 clusters Score: Raw -5560.535663 + Penalty 1318.338724 = -4242.196939 nChanged 14 SP:Iteration 1F (212.567121 sec): 3 clusters Score: Raw -5608.648452 + Penalty 1315.366275 = -4293.282176 nChanged 3 SP:Iteration 2Q (212.567540 sec): 3 clusters Score: Raw -5627.679364 + Penalty 1315.075064 = -4312.604300 nChanged 2 SP:Iteration 3Q (212.567954 sec): 3 clusters Score: Raw -5638.828565 + Penalty 1314.017351 = -4324.811214 nChanged 1 SP:Iteration 4Q (212.568365 sec): 3 clusters Score: Raw -5645.808004 + Penalty 1314.017351 = -4331.790653 nChanged 0 SP:Iteration 5F (212.568810 sec): 3 clusters Score: Raw -5645.808004 + Penalty 1314.017351 = -4331.790653 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 80 (696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.572795 sec): 2 clusters Score: Raw -29465.923147 + Penalty 584.523875 = -28881.399272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.574277 sec): 3 clusters Score: Raw -29213.087646 + Penalty 1175.822215 = -28037.265431 nChanged 202 SP:Iteration 1F (212.575725 sec): 3 clusters Score: Raw -29409.563474 + Penalty 1191.111946 = -28218.451528 nChanged 62 SP:Iteration 2F (212.577152 sec): 3 clusters Score: Raw -29520.321688 + Penalty 1217.689349 = -28302.632339 nChanged 54 SP:Iteration 3F (212.578581 sec): 3 clusters Score: Raw -29601.586913 + Penalty 1235.843353 = -28365.743561 nChanged 27 SP:Iteration 4Q (212.580018 sec): 3 clusters Score: Raw -29644.662690 + Penalty 1250.529120 = -28394.133570 nChanged 20 SP:Iteration 5Q (212.581422 sec): 3 clusters Score: Raw -29671.805215 + Penalty 1261.196364 = -28410.608851 nChanged 13 SP:Iteration 6Q (212.582798 sec): 3 clusters Score: Raw -29692.653577 + Penalty 1269.697305 = -28422.956272 nChanged 11 SP:Iteration 7Q (212.584189 sec): 3 clusters Score: Raw -29713.686598 + Penalty 1277.572102 = -28436.114496 nChanged 9 SP:Iteration 8Q (212.585554 sec): 3 clusters Score: Raw -29725.535024 + Penalty 1279.608821 = -28445.926203 nChanged 3 SP:Iteration 9Q (212.586935 sec): 3 clusters Score: Raw -29730.115845 + Penalty 1279.947728 = -28450.168117 nChanged 2 SP:Iteration 10F (212.588356 sec): 3 clusters Score: Raw -29733.063669 + Penalty 1281.586204 = -28451.477465 nChanged 2 SP:Iteration 11Q (212.589728 sec): 3 clusters Score: Raw -29735.615609 + Penalty 1282.439335 = -28453.176273 nChanged 3 SP:Iteration 12Q (212.591087 sec): 3 clusters Score: Raw -29739.139251 + Penalty 1283.031373 = -28456.107879 nChanged 2 SP:Iteration 13Q (212.592454 sec): 3 clusters Score: Raw -29740.586393 + Penalty 1283.031373 = -28457.555021 nChanged 0 SP:Iteration 14F (212.593913 sec): 3 clusters Score: Raw -29740.586393 + Penalty 1283.031373 = -28457.555021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 81 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.596461 sec): 2 clusters Score: Raw -6541.476506 + Penalty 720.477643 = -5820.998863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.596943 sec): 3 clusters Score: Raw -6646.145105 + Penalty 1440.395603 = -5205.749502 nChanged 22 SP:Iteration 1F (212.597436 sec): 3 clusters Score: Raw -6710.989356 + Penalty 1441.100716 = -5269.888640 nChanged 7 SP:Iteration 2Q (212.597876 sec): 3 clusters Score: Raw -6733.303301 + Penalty 1441.288608 = -5292.014693 nChanged 3 SP:Iteration 3Q (212.598310 sec): 3 clusters Score: Raw -6738.689976 + Penalty 1441.305945 = -5297.384031 nChanged 1 SP:Iteration 4Q (212.598744 sec): 3 clusters Score: Raw -6742.493558 + Penalty 1441.256105 = -5301.237453 nChanged 1 SP:Iteration 5Q (212.599202 sec): 3 clusters Score: Raw -6746.157392 + Penalty 1441.139225 = -5305.018167 nChanged 1 SP:Iteration 6Q (212.599640 sec): 3 clusters Score: Raw -6748.487320 + Penalty 1441.139225 = -5307.348096 nChanged 0 SP:Iteration 7F (212.600113 sec): 3 clusters Score: Raw -6748.487320 + Penalty 1441.139225 = -5307.348096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 84 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.601517 sec): 2 clusters Score: Raw -14214.703786 + Penalty 369.351488 = -13845.352299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.602345 sec): 3 clusters Score: Raw -14124.987067 + Penalty 758.647998 = -13366.339069 nChanged 92 SP:Iteration 1F (212.603123 sec): 3 clusters Score: Raw -14240.392312 + Penalty 768.735372 = -13471.656940 nChanged 19 SP:Iteration 2F (212.603902 sec): 3 clusters Score: Raw -14262.954333 + Penalty 780.973050 = -13481.981284 nChanged 13 SP:Iteration 3Q (212.604654 sec): 3 clusters Score: Raw -14280.767639 + Penalty 789.896286 = -13490.871353 nChanged 9 SP:Iteration 4Q (212.605398 sec): 3 clusters Score: Raw -14287.496919 + Penalty 796.288885 = -13491.208034 nChanged 4 SP:Iteration 5Q (212.606138 sec): 3 clusters Score: Raw -14289.768115 + Penalty 799.216194 = -13490.551921 nChanged 3 SP:Iteration 6F (212.606916 sec): 3 clusters Score: Raw -14291.829437 + Penalty 799.187012 = -13492.642424 nChanged 2 SP:Iteration 7Q (212.607650 sec): 3 clusters Score: Raw -14294.623574 + Penalty 799.557948 = -13495.065627 nChanged 1 SP:Iteration 8Q (212.608379 sec): 3 clusters Score: Raw -14294.927733 + Penalty 799.511872 = -13495.415861 nChanged 1 SP:Iteration 9Q (212.609107 sec): 3 clusters Score: Raw -14295.155261 + Penalty 799.511872 = -13495.643389 nChanged 0 SP:Iteration 10F (212.609884 sec): 3 clusters Score: Raw -14295.155261 + Penalty 799.511872 = -13495.643389 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 96 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.611380 sec): 2 clusters Score: Raw -19239.094879 + Penalty 411.753091 = -18827.341788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.612262 sec): 3 clusters Score: Raw -19088.323387 + Penalty 831.072967 = -18257.250420 nChanged 113 SP:Iteration 1F (212.613160 sec): 3 clusters Score: Raw -19182.909705 + Penalty 847.506737 = -18335.402968 nChanged 43 SP:Iteration 2F (212.614023 sec): 3 clusters Score: Raw -19225.721189 + Penalty 866.110222 = -18359.610967 nChanged 29 SP:Iteration 3F (212.614884 sec): 3 clusters Score: Raw -19253.280311 + Penalty 883.026438 = -18370.253873 nChanged 15 SP:Iteration 4Q (212.615737 sec): 3 clusters Score: Raw -19267.940501 + Penalty 893.893513 = -18374.046988 nChanged 8 SP:Iteration 5Q (212.616589 sec): 3 clusters Score: Raw -19275.983077 + Penalty 907.822282 = -18368.160796 nChanged 6 SP:Iteration 6F (212.617449 sec): 3 clusters Score: Raw -19283.950437 + Penalty 914.213408 = -18369.737029 nChanged 3 SP:Iteration 7Q (212.618296 sec): 3 clusters Score: Raw -19286.563282 + Penalty 916.278612 = -18370.284670 nChanged 2 SP:Iteration 8Q (212.619143 sec): 3 clusters Score: Raw -19289.239214 + Penalty 922.226886 = -18367.012328 nChanged 2 SP:Iteration 9F (212.620002 sec): 3 clusters Score: Raw -19290.192816 + Penalty 922.226886 = -18367.965930 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 102 (582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.621999 sec): 2 clusters Score: Raw -30130.821242 + Penalty 55.897810 = -30074.923432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.623253 sec): 3 clusters Score: Raw -29776.966924 + Penalty 113.188634 = -29663.778290 nChanged 256 SP:Iteration 1F (212.624493 sec): 3 clusters Score: Raw -30003.789856 + Penalty 117.342697 = -29886.447159 nChanged 74 SP:Iteration 2F (212.625737 sec): 3 clusters Score: Raw -30098.080769 + Penalty 122.304168 = -29975.776601 nChanged 50 SP:Iteration 3F (212.626970 sec): 3 clusters Score: Raw -30159.124459 + Penalty 124.794088 = -30034.330371 nChanged 21 SP:Iteration 4Q (212.628188 sec): 3 clusters Score: Raw -30178.113804 + Penalty 123.012454 = -30055.101350 nChanged 8 SP:Iteration 5Q (212.629386 sec): 3 clusters Score: Raw -30183.421230 + Penalty 124.456271 = -30058.964959 nChanged 9 SP:Iteration 6Q (212.630570 sec): 3 clusters Score: Raw -30188.456347 + Penalty 124.790970 = -30063.665376 nChanged 8 SP:Iteration 7Q (212.631736 sec): 3 clusters Score: Raw -30193.317103 + Penalty 127.181077 = -30066.136027 nChanged 9 SP:Iteration 8Q (212.632873 sec): 3 clusters Score: Raw -30196.575722 + Penalty 128.550552 = -30068.025170 nChanged 6 SP:Iteration 9Q (212.633992 sec): 3 clusters Score: Raw -30198.063044 + Penalty 129.364593 = -30068.698451 nChanged 4 SP:Iteration 10F (212.635208 sec): 3 clusters Score: Raw -30198.956917 + Penalty 129.266694 = -30069.690223 nChanged 3 SP:Iteration 11Q (212.636294 sec): 3 clusters Score: Raw -30199.417739 + Penalty 129.690743 = -30069.726997 nChanged 1 SP:Iteration 12Q (212.637394 sec): 3 clusters Score: Raw -30199.667119 + Penalty 128.827524 = -30070.839596 nChanged 1 SP:Iteration 13Q (212.638481 sec): 3 clusters Score: Raw -30200.776658 + Penalty 128.827524 = -30071.949135 nChanged 0 SP:Iteration 14F (212.639715 sec): 3 clusters Score: Raw -30200.776658 + Penalty 128.827524 = -30071.949135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 105 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.640710 sec): 2 clusters Score: Raw -8810.474478 + Penalty 544.453335 = -8266.021143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.641254 sec): 3 clusters Score: Raw -8811.460713 + Penalty 1094.141581 = -7717.319131 nChanged 36 SP:Iteration 1F (212.641790 sec): 3 clusters Score: Raw -8862.176532 + Penalty 1095.957344 = -7766.219188 nChanged 7 SP:Iteration 2Q (212.642306 sec): 3 clusters Score: Raw -8883.867661 + Penalty 1096.627111 = -7787.240550 nChanged 4 SP:Iteration 3Q (212.642817 sec): 3 clusters Score: Raw -8896.923745 + Penalty 1094.624439 = -7802.299306 nChanged 4 SP:Iteration 4Q (212.643325 sec): 3 clusters Score: Raw -8903.363470 + Penalty 1093.382643 = -7809.980827 nChanged 2 SP:Iteration 5Q (212.643861 sec): 3 clusters Score: Raw -8907.084701 + Penalty 1092.276425 = -7814.808276 nChanged 1 SP:Iteration 6Q (212.644368 sec): 3 clusters Score: Raw -8909.235803 + Penalty 1092.276425 = -7816.959378 nChanged 0 SP:Iteration 7F (212.644899 sec): 3 clusters Score: Raw -8909.235803 + Penalty 1092.276425 = -7816.959378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 141 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.646291 sec): 2 clusters Score: Raw -15117.439881 + Penalty 266.788563 = -14850.651317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.647146 sec): 3 clusters Score: Raw -14975.459900 + Penalty 553.240311 = -14422.219589 nChanged 104 SP:Iteration 1F (212.647997 sec): 3 clusters Score: Raw -15128.372124 + Penalty 594.180418 = -14534.191706 nChanged 47 SP:Iteration 2F (212.648841 sec): 3 clusters Score: Raw -15202.009744 + Penalty 604.973574 = -14597.036170 nChanged 21 SP:Iteration 3F (212.649686 sec): 3 clusters Score: Raw -15232.817214 + Penalty 623.525056 = -14609.292159 nChanged 8 SP:Iteration 4Q (212.650567 sec): 3 clusters Score: Raw -15246.721223 + Penalty 623.158426 = -14623.562797 nChanged 2 SP:Iteration 5Q (212.651328 sec): 3 clusters Score: Raw -15252.925589 + Penalty 627.246330 = -14625.679259 nChanged 2 SP:Iteration 6Q (212.652089 sec): 3 clusters Score: Raw -15254.162595 + Penalty 631.268314 = -14622.894281 nChanged 1 SP:Iteration 7F (212.652878 sec): 3 clusters Score: Raw -15256.013103 + Penalty 637.378437 = -14618.634665 nChanged 2 SP:Iteration 8F (212.653668 sec): 3 clusters Score: Raw -15262.523001 + Penalty 637.378437 = -14625.144564 nChanged 0 Iteration 268F (213.751967 sec): 44 clusters Score: Raw -2377372.872425 + Penalty 29940.156030 = -2347432.716395 nChanged 142 Iteration 269Q (213.956493 sec): 44 clusters Score: Raw -2377395.929670 + Penalty 29950.931986 = -2347444.997684 nChanged 69 Iteration 270F (215.033741 sec): 44 clusters Score: Raw -2377401.987783 + Penalty 29947.265380 = -2347454.722403 nChanged 44 Iteration 271Q (215.236534 sec): 44 clusters Score: Raw -2377403.887912 + Penalty 29944.887945 = -2347458.999966 nChanged 30 Iteration 272Q (215.438799 sec): 44 clusters Score: Raw -2377404.953472 + Penalty 29943.541985 = -2347461.411487 nChanged 17 Iteration 273Q (215.641279 sec): 44 clusters Score: Raw -2377405.319712 + Penalty 29943.159262 = -2347462.160450 nChanged 13 Iteration 274Q (215.843105 sec): 44 clusters Score: Raw -2377405.503639 + Penalty 29942.494321 = -2347463.009318 nChanged 16 Iteration 275Q (216.045008 sec): 44 clusters Score: Raw -2377405.728855 + Penalty 29942.131135 = -2347463.597719 nChanged 11 Iteration 276Q (216.246367 sec): 44 clusters Score: Raw -2377405.917068 + Penalty 29942.214987 = -2347463.702081 nChanged 9 Iteration 277Q (216.447657 sec): 44 clusters Score: Raw -2377406.111716 + Penalty 29942.311144 = -2347463.800572 nChanged 9 Iteration 278Q (216.649702 sec): 44 clusters Score: Raw -2377406.452183 + Penalty 29942.933219 = -2347463.518964 nChanged 13 Iteration 279F (217.729177 sec): 44 clusters Score: Raw -2377407.348865 + Penalty 29942.980556 = -2347464.368309 nChanged 12 Iteration 280F (218.808617 sec): 44 clusters Score: Raw -2377408.456564 + Penalty 29943.221099 = -2347465.235465 nChanged 19 Iteration 281Q (219.010681 sec): 44 clusters Score: Raw -2377409.903894 + Penalty 29943.575978 = -2347466.327916 nChanged 21 Iteration 282Q (219.213206 sec): 44 clusters Score: Raw -2377410.793170 + Penalty 29943.783578 = -2347467.009591 nChanged 19 Iteration 283Q (219.415493 sec): 44 clusters Score: Raw -2377411.462823 + Penalty 29942.949991 = -2347468.512832 nChanged 22 Iteration 284Q (219.618725 sec): 44 clusters Score: Raw -2377412.140883 + Penalty 29943.133586 = -2347469.007296 nChanged 9 Iteration 285Q (219.821492 sec): 44 clusters Score: Raw -2377412.318101 + Penalty 29943.209082 = -2347469.109019 nChanged 7 Iteration 286Q (220.023425 sec): 44 clusters Score: Raw -2377412.405476 + Penalty 29943.308276 = -2347469.097200 nChanged 6 Iteration 287F (221.104062 sec): 44 clusters Score: Raw -2377412.470493 + Penalty 29943.251833 = -2347469.218661 nChanged 1 Iteration 288Q (221.306837 sec): 44 clusters Score: Raw -2377412.482787 + Penalty 29943.253599 = -2347469.229188 nChanged 1 Iteration 289Q (221.509347 sec): 44 clusters Score: Raw -2377412.487949 + Penalty 29943.255048 = -2347469.232901 nChanged 1 Iteration 290F (222.594826 sec): 44 clusters Score: Raw -2377412.486015 + Penalty 29943.255048 = -2347469.230967 nChanged 0 Writing temp clu file Memory request: 0.24 GB would take us to total of 0.47 GB. Compute initial score before splitting: Score: Raw -2377412.486015 + Penalty 29943.255048 = -2347469.230967Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 1 (1777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (222.761494 sec): 2 clusters Score: Raw -90981.170626 + Penalty 95.292396 = -90885.878230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (222.764803 sec): 3 clusters Score: Raw -89822.199042 + Penalty 191.699763 = -89630.499279 nChanged 822 SP:Iteration 1F (222.768054 sec): 3 clusters Score: Raw -90595.666371 + Penalty 191.916538 = -90403.749833 nChanged 167 SP:Iteration 2F (222.771414 sec): 3 clusters Score: Raw -90696.956607 + Penalty 191.841698 = -90505.114909 nChanged 57 SP:Iteration 3Q (222.774584 sec): 3 clusters Score: Raw -90720.960197 + Penalty 191.222972 = -90529.737225 nChanged 45 SP:Iteration 4Q (222.777737 sec): 3 clusters Score: Raw -90744.456962 + Penalty 190.719946 = -90553.737016 nChanged 47 SP:Iteration 5Q (222.780883 sec): 3 clusters Score: Raw -90764.196270 + Penalty 190.337861 = -90573.858409 nChanged 41 SP:Iteration 6Q (222.784014 sec): 3 clusters Score: Raw -90783.761329 + Penalty 190.090161 = -90593.671168 nChanged 41 SP:Iteration 7Q (222.787141 sec): 3 clusters Score: Raw -90802.374839 + Penalty 189.858273 = -90612.516566 nChanged 33 SP:Iteration 8Q (222.790270 sec): 3 clusters Score: Raw -90817.587049 + Penalty 189.721048 = -90627.866001 nChanged 36 SP:Iteration 9Q (222.793385 sec): 3 clusters Score: Raw -90832.315952 + Penalty 189.722747 = -90642.593205 nChanged 35 SP:Iteration 10F (222.796643 sec): 3 clusters Score: Raw -90846.587842 + Penalty 189.758764 = -90656.829078 nChanged 29 SP:Iteration 11Q (222.799764 sec): 3 clusters Score: Raw -90859.566172 + Penalty 189.990344 = -90669.575828 nChanged 26 SP:Iteration 12Q (222.802871 sec): 3 clusters Score: Raw -90870.513719 + Penalty 190.081671 = -90680.432048 nChanged 22 SP:Iteration 13Q (222.806043 sec): 3 clusters Score: Raw -90877.828736 + Penalty 190.353435 = -90687.475301 nChanged 17 SP:Iteration 14Q (222.809305 sec): 3 clusters Score: Raw -90883.397098 + Penalty 190.478521 = -90692.918577 nChanged 16 SP:Iteration 15Q (222.812488 sec): 3 clusters Score: Raw -90888.127232 + Penalty 190.623194 = -90697.504038 nChanged 13 SP:Iteration 16Q (222.815618 sec): 3 clusters Score: Raw -90890.464599 + Penalty 190.654396 = -90699.810203 nChanged 6 SP:Iteration 17Q (222.818778 sec): 3 clusters Score: Raw -90891.982393 + Penalty 190.633468 = -90701.348925 nChanged 6 SP:Iteration 18Q (222.821947 sec): 3 clusters Score: Raw -90893.655472 + Penalty 190.730138 = -90702.925334 nChanged 10 SP:Iteration 19Q (222.825019 sec): 3 clusters Score: Raw -90896.452050 + Penalty 190.807995 = -90705.644055 nChanged 10 SP:Iteration 20F (222.828365 sec): 3 clusters Score: Raw -90898.656115 + Penalty 190.811249 = -90707.844866 nChanged 7 SP:Iteration 21Q (222.831504 sec): 3 clusters Score: Raw -90899.986216 + Penalty 190.828823 = -90709.157393 nChanged 8 SP:Iteration 22Q (222.834584 sec): 3 clusters Score: Raw -90901.400681 + Penalty 190.847263 = -90710.553418 nChanged 6 SP:Iteration 23Q (222.837656 sec): 3 clusters Score: Raw -90902.445900 + Penalty 190.949393 = -90711.496507 nChanged 10 SP:Iteration 24Q (222.840732 sec): 3 clusters Score: Raw -90905.252848 + Penalty 190.965828 = -90714.287020 nChanged 6 SP:Iteration 25Q (222.843801 sec): 3 clusters Score: Raw -90906.511854 + Penalty 191.017631 = -90715.494223 nChanged 8 SP:Iteration 26Q (222.846906 sec): 3 clusters Score: Raw -90907.716948 + Penalty 191.046317 = -90716.670631 nChanged 8 SP:Iteration 27Q (222.849973 sec): 3 clusters Score: Raw -90908.791207 + Penalty 191.101058 = -90717.690149 nChanged 4 SP:Iteration 28Q (222.853072 sec): 3 clusters Score: Raw -90909.545643 + Penalty 191.139305 = -90718.406339 nChanged 5 SP:Iteration 29Q (222.856138 sec): 3 clusters Score: Raw -90910.242811 + Penalty 191.150797 = -90719.092014 nChanged 1 SP:Iteration 30F (222.859387 sec): 3 clusters Score: Raw -90910.259515 + Penalty 191.160625 = -90719.098890 nChanged 1 SP:Iteration 31Q (222.862458 sec): 3 clusters Score: Raw -90910.336625 + Penalty 191.178506 = -90719.158120 nChanged 1 SP:Iteration 32Q (222.865531 sec): 3 clusters Score: Raw -90910.340840 + Penalty 191.178506 = -90719.162334 nChanged 0 SP:Iteration 33F (222.868879 sec): 3 clusters Score: Raw -90910.340840 + Penalty 191.178506 = -90719.162334 nChanged 0 Memory request: 0.02 GB would take us to total of 0.49 GB. Trying to split cluster 2 (4455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (222.890186 sec): 2 clusters Score: Raw -224818.785666 + Penalty 146.284734 = -224672.500932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (222.898397 sec): 3 clusters Score: Raw -221886.265709 + Penalty 296.478159 = -221589.787550 nChanged 2105 SP:Iteration 1F (222.906397 sec): 3 clusters Score: Raw -223650.041738 + Penalty 306.341235 = -223343.700503 nChanged 712 SP:Iteration 2F (222.914432 sec): 3 clusters Score: Raw -224455.413504 + Penalty 307.810836 = -224147.602668 nChanged 339 SP:Iteration 3F (222.922362 sec): 3 clusters Score: Raw -224754.223020 + Penalty 309.243711 = -224444.979309 nChanged 161 SP:Iteration 4Q (222.930362 sec): 3 clusters Score: Raw -224816.965615 + Penalty 309.736912 = -224507.228703 nChanged 74 SP:Iteration 5Q (222.938079 sec): 3 clusters Score: Raw -224831.367254 + Penalty 309.869286 = -224521.497968 nChanged 24 SP:Iteration 6Q (222.945822 sec): 3 clusters Score: Raw -224835.796048 + Penalty 310.470020 = -224525.326028 nChanged 18 SP:Iteration 7Q (222.953448 sec): 3 clusters Score: Raw -224840.742140 + Penalty 311.093116 = -224529.649025 nChanged 14 SP:Iteration 8Q (222.961077 sec): 3 clusters Score: Raw -224844.949612 + Penalty 311.509407 = -224533.440205 nChanged 16 SP:Iteration 9Q (222.968779 sec): 3 clusters Score: Raw -224847.670456 + Penalty 311.820289 = -224535.850167 nChanged 10 SP:Iteration 10F (222.976704 sec): 3 clusters Score: Raw -224848.827964 + Penalty 312.230344 = -224536.597620 nChanged 12 SP:Iteration 11Q (222.984283 sec): 3 clusters Score: Raw -224850.278321 + Penalty 312.512028 = -224537.766294 nChanged 9 SP:Iteration 12Q (222.991849 sec): 3 clusters Score: Raw -224851.601238 + Penalty 313.264327 = -224538.336912 nChanged 18 SP:Iteration 13Q (222.999447 sec): 3 clusters Score: Raw -224854.866296 + Penalty 314.123080 = -224540.743216 nChanged 20 SP:Iteration 14Q (223.007004 sec): 3 clusters Score: Raw -224857.606739 + Penalty 314.617552 = -224542.989187 nChanged 12 SP:Iteration 15Q (223.015197 sec): 3 clusters Score: Raw -224858.383890 + Penalty 314.643278 = -224543.740612 nChanged 5 SP:Iteration 16Q (223.022964 sec): 3 clusters Score: Raw -224858.521258 + Penalty 314.763072 = -224543.758187 nChanged 2 SP:Iteration 17Q (223.030610 sec): 3 clusters Score: Raw -224858.542961 + Penalty 314.833622 = -224543.709339 nChanged 1 SP:Iteration 18F (223.038549 sec): 3 clusters Score: Raw -224858.579243 + Penalty 315.025534 = -224543.553709 nChanged 3 SP:Iteration 19F (223.046485 sec): 3 clusters Score: Raw -224858.786758 + Penalty 315.281542 = -224543.505217 nChanged 6 SP:Iteration 20F (223.054406 sec): 3 clusters Score: Raw -224859.172048 + Penalty 315.564678 = -224543.607370 nChanged 6 SP:Iteration 21Q (223.061915 sec): 3 clusters Score: Raw -224859.493632 + Penalty 315.708111 = -224543.785521 nChanged 6 SP:Iteration 22Q (223.069423 sec): 3 clusters Score: Raw -224859.823087 + Penalty 315.988856 = -224543.834231 nChanged 8 SP:Iteration 23Q (223.077080 sec): 3 clusters Score: Raw -224860.488527 + Penalty 316.290954 = -224544.197573 nChanged 11 SP:Iteration 24Q (223.084991 sec): 3 clusters Score: Raw -224862.070292 + Penalty 316.863232 = -224545.207060 nChanged 12 SP:Iteration 25Q (223.092932 sec): 3 clusters Score: Raw -224863.618140 + Penalty 317.320525 = -224546.297615 nChanged 13 SP:Iteration 26Q (223.100450 sec): 3 clusters Score: Raw -224865.669119 + Penalty 317.316397 = -224548.352721 nChanged 7 SP:Iteration 27Q (223.108022 sec): 3 clusters Score: Raw -224866.157548 + Penalty 317.503645 = -224548.653903 nChanged 6 SP:Iteration 28Q (223.115654 sec): 3 clusters Score: Raw -224866.599941 + Penalty 317.797885 = -224548.802056 nChanged 6 SP:Iteration 29Q (223.123404 sec): 3 clusters Score: Raw -224866.826713 + Penalty 317.902488 = -224548.924225 nChanged 2 SP:Iteration 30F (223.131413 sec): 3 clusters Score: Raw -224866.887538 + Penalty 318.145398 = -224548.742139 nChanged 6 SP:Iteration 31F (223.139346 sec): 3 clusters Score: Raw -224867.434587 + Penalty 318.504312 = -224548.930275 nChanged 9 SP:Iteration 32Q (223.146781 sec): 3 clusters Score: Raw -224867.882636 + Penalty 318.497641 = -224549.384996 nChanged 9 SP:Iteration 33Q (223.154218 sec): 3 clusters Score: Raw -224868.829484 + Penalty 318.587151 = -224550.242333 nChanged 10 SP:Iteration 34Q (223.161638 sec): 3 clusters Score: Raw -224870.223620 + Penalty 318.756761 = -224551.466859 nChanged 7 SP:Iteration 35Q (223.169036 sec): 3 clusters Score: Raw -224870.873397 + Penalty 319.017031 = -224551.856366 nChanged 11 SP:Iteration 36Q (223.176464 sec): 3 clusters Score: Raw -224871.506033 + Penalty 319.124034 = -224552.381998 nChanged 6 SP:Iteration 37Q (223.183880 sec): 3 clusters Score: Raw -224871.773453 + Penalty 319.095277 = -224552.678175 nChanged 3 SP:Iteration 38Q (223.191392 sec): 3 clusters Score: Raw -224872.111178 + Penalty 319.149184 = -224552.961994 nChanged 1 SP:Iteration 39Q (223.198810 sec): 3 clusters Score: Raw -224872.141362 + Penalty 318.928436 = -224553.212926 nChanged 1 SP:Iteration 40F (223.206778 sec): 3 clusters Score: Raw -224872.325781 + Penalty 318.936452 = -224553.389329 nChanged 2 SP:Iteration 41Q (223.214209 sec): 3 clusters Score: Raw -224872.404662 + Penalty 318.793416 = -224553.611246 nChanged 2 SP:Iteration 42Q (223.221895 sec): 3 clusters Score: Raw -224872.605647 + Penalty 318.712946 = -224553.892701 nChanged 2 SP:Iteration 43Q (223.229660 sec): 3 clusters Score: Raw -224872.768198 + Penalty 318.806593 = -224553.961605 nChanged 3 SP:Iteration 44Q (223.237195 sec): 3 clusters Score: Raw -224873.086037 + Penalty 318.885026 = -224554.201010 nChanged 3 SP:Iteration 45Q (223.244851 sec): 3 clusters Score: Raw -224873.386301 + Penalty 319.002383 = -224554.383918 nChanged 4 SP:Iteration 46Q (223.252253 sec): 3 clusters Score: Raw -224873.618623 + Penalty 319.034916 = -224554.583707 nChanged 3 SP:Iteration 47Q (223.259629 sec): 3 clusters Score: Raw -224873.743632 + Penalty 319.199608 = -224554.544025 nChanged 3 SP:Iteration 48F (223.267541 sec): 3 clusters Score: Raw -224873.794050 + Penalty 319.223214 = -224554.570836 nChanged 1 SP:Iteration 49Q (223.274946 sec): 3 clusters Score: Raw -224873.810213 + Penalty 319.170103 = -224554.640110 nChanged 3 SP:Iteration 50F (223.282893 sec): 3 clusters Score: Raw -224873.952555 + Penalty 319.051835 = -224554.900720 nChanged 4 SP:Iteration 51Q (223.290303 sec): 3 clusters Score: Raw -224874.148425 + Penalty 319.205217 = -224554.943209 nChanged 4 SP:Iteration 52Q (223.297670 sec): 3 clusters Score: Raw -224874.341224 + Penalty 319.248118 = -224555.093107 nChanged 4 SP:Iteration 53Q (223.305096 sec): 3 clusters Score: Raw -224874.472703 + Penalty 319.311852 = -224555.160851 nChanged 1 SP:Iteration 54Q (223.312593 sec): 3 clusters Score: Raw -224874.484171 + Penalty 319.449292 = -224555.034879 nChanged 2 SP:Iteration 55F (223.320663 sec): 3 clusters Score: Raw -224874.549137 + Penalty 319.657854 = -224554.891283 nChanged 3 SP:Iteration 56F (223.328863 sec): 3 clusters Score: Raw -224874.624395 + Penalty 319.657854 = -224554.966541 nChanged 0 Memory request: 0.09 GB would take us to total of 0.56 GB. Trying to split cluster 3 (18987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (223.416685 sec): 2 clusters Score: Raw -923271.026978 + Penalty 212.484676 = -923058.542302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (223.452502 sec): 3 clusters Score: Raw -910454.133846 + Penalty 430.149611 = -910023.984235 nChanged 9028 SP:Iteration 1F (223.487762 sec): 3 clusters Score: Raw -915581.319347 + Penalty 439.620838 = -915141.698510 nChanged 2281 SP:Iteration 2F (223.522937 sec): 3 clusters Score: Raw -916641.238977 + Penalty 447.631192 = -916193.607785 nChanged 1228 SP:Iteration 3F (223.558400 sec): 3 clusters Score: Raw -917422.694240 + Penalty 455.594830 = -916967.099410 nChanged 1265 SP:Iteration 4F (223.594306 sec): 3 clusters Score: Raw -918431.542676 + Penalty 457.843377 = -917973.699299 nChanged 1182 SP:Iteration 5F (223.629827 sec): 3 clusters Score: Raw -919264.891859 + Penalty 455.099045 = -918809.792814 nChanged 1068 SP:Iteration 6F (223.665292 sec): 3 clusters Score: Raw -920011.946420 + Penalty 452.795542 = -919559.150877 nChanged 1023 SP:Iteration 7F (223.700431 sec): 3 clusters Score: Raw -920940.438211 + Penalty 440.430648 = -920500.007563 nChanged 963 SP:Iteration 8F (223.735811 sec): 3 clusters Score: Raw -922104.108655 + Penalty 416.185979 = -921687.922676 nChanged 400 SP:Iteration 9Q (223.767568 sec): 3 clusters Score: Raw -922859.892415 + Penalty 396.133173 = -922463.759242 nChanged 88 SP:Iteration 10F (223.802830 sec): 3 clusters Score: Raw -923173.784051 + Penalty 384.131395 = -922789.652656 nChanged 86 SP:Iteration 11Q (223.831482 sec): 3 clusters Score: Raw -923221.485224 + Penalty 380.101556 = -922841.383668 nChanged 60 SP:Iteration 12Q (223.860292 sec): 3 clusters Score: Raw -923238.839309 + Penalty 379.526504 = -922859.312805 nChanged 38 SP:Iteration 13Q (223.888708 sec): 3 clusters Score: Raw -923248.712357 + Penalty 378.522811 = -922870.189546 nChanged 24 SP:Iteration 14Q (223.917063 sec): 3 clusters Score: Raw -923254.606228 + Penalty 377.993280 = -922876.612948 nChanged 29 SP:Iteration 15Q (223.945500 sec): 3 clusters Score: Raw -923262.194647 + Penalty 376.150588 = -922886.044059 nChanged 26 SP:Iteration 16Q (223.973812 sec): 3 clusters Score: Raw -923267.781581 + Penalty 372.555348 = -922895.226234 nChanged 22 SP:Iteration 17Q (224.002170 sec): 3 clusters Score: Raw -923272.981062 + Penalty 372.716054 = -922900.265009 nChanged 17 SP:Iteration 18Q (224.030437 sec): 3 clusters Score: Raw -923275.323353 + Penalty 372.219593 = -922903.103761 nChanged 16 SP:Iteration 19Q (224.058934 sec): 3 clusters Score: Raw -923277.451546 + Penalty 371.001152 = -922906.450395 nChanged 18 SP:Iteration 20F (224.094718 sec): 3 clusters Score: Raw -923280.102355 + Penalty 371.240731 = -922908.861623 nChanged 16 SP:Iteration 21Q (224.123018 sec): 3 clusters Score: Raw -923282.160743 + Penalty 371.242714 = -922910.918029 nChanged 12 SP:Iteration 22Q (224.152104 sec): 3 clusters Score: Raw -923283.694809 + Penalty 370.364454 = -922913.330355 nChanged 12 SP:Iteration 23Q (224.180228 sec): 3 clusters Score: Raw -923285.517838 + Penalty 369.591813 = -922915.926025 nChanged 13 SP:Iteration 24Q (224.208444 sec): 3 clusters Score: Raw -923287.497708 + Penalty 368.433316 = -922919.064393 nChanged 16 SP:Iteration 25Q (224.236841 sec): 3 clusters Score: Raw -923289.920124 + Penalty 367.877762 = -922922.042362 nChanged 16 SP:Iteration 26Q (224.265277 sec): 3 clusters Score: Raw -923292.588156 + Penalty 368.371751 = -922924.216405 nChanged 14 SP:Iteration 27Q (224.293530 sec): 3 clusters Score: Raw -923294.895499 + Penalty 368.547452 = -922926.348047 nChanged 7 SP:Iteration 28Q (224.321804 sec): 3 clusters Score: Raw -923295.911351 + Penalty 368.517219 = -922927.394131 nChanged 8 SP:Iteration 29Q (224.350602 sec): 3 clusters Score: Raw -923296.992679 + Penalty 368.578042 = -922928.414638 nChanged 5 SP:Iteration 30F (224.385776 sec): 3 clusters Score: Raw -923297.581688 + Penalty 368.670754 = -922928.910934 nChanged 6 SP:Iteration 31Q (224.413915 sec): 3 clusters Score: Raw -923298.186397 + Penalty 367.988791 = -922930.197606 nChanged 7 SP:Iteration 32Q (224.442242 sec): 3 clusters Score: Raw -923299.129529 + Penalty 368.056447 = -922931.073082 nChanged 15 SP:Iteration 33Q (224.471281 sec): 3 clusters Score: Raw -923301.988549 + Penalty 367.885432 = -922934.103117 nChanged 15 SP:Iteration 34Q (224.499626 sec): 3 clusters Score: Raw -923304.839658 + Penalty 367.182291 = -922937.657367 nChanged 11 SP:Iteration 35Q (224.531450 sec): 3 clusters Score: Raw -923306.599932 + Penalty 365.957949 = -922940.641984 nChanged 8 SP:Iteration 36Q (224.563654 sec): 3 clusters Score: Raw -923307.453298 + Penalty 365.209860 = -922942.243438 nChanged 3 SP:Iteration 37Q (224.595704 sec): 3 clusters Score: Raw -923307.662653 + Penalty 365.351572 = -922942.311081 nChanged 3 SP:Iteration 38Q (224.627820 sec): 3 clusters Score: Raw -923307.964503 + Penalty 365.180754 = -922942.783749 nChanged 6 SP:Iteration 39Q (224.659969 sec): 3 clusters Score: Raw -923308.800029 + Penalty 365.055225 = -922943.744804 nChanged 6 SP:Iteration 40F (224.698932 sec): 3 clusters Score: Raw -923309.636854 + Penalty 365.001692 = -922944.635161 nChanged 6 SP:Iteration 41Q (224.730904 sec): 3 clusters Score: Raw -923310.459814 + Penalty 365.595938 = -922944.863877 nChanged 7 SP:Iteration 42Q (224.762834 sec): 3 clusters Score: Raw -923311.457455 + Penalty 365.363188 = -922946.094267 nChanged 5 SP:Iteration 43Q (224.794519 sec): 3 clusters Score: Raw -923311.945949 + Penalty 365.288740 = -922946.657209 nChanged 3 SP:Iteration 44Q (224.826285 sec): 3 clusters Score: Raw -923312.242771 + Penalty 365.837804 = -922946.404967 nChanged 4 SP:Iteration 45F (224.865345 sec): 3 clusters Score: Raw -923312.588882 + Penalty 365.996062 = -922946.592820 nChanged 1 SP:Iteration 46Q (224.897064 sec): 3 clusters Score: Raw -923312.696915 + Penalty 366.128778 = -922946.568138 nChanged 1 SP:Iteration 47F (224.939716 sec): 3 clusters Score: Raw -923312.743022 + Penalty 366.128778 = -922946.614244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 4 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (224.953420 sec): 2 clusters Score: Raw -26230.279480 + Penalty 67.281526 = -26162.997954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (224.954523 sec): 3 clusters Score: Raw -25915.794647 + Penalty 136.568857 = -25779.225790 nChanged 220 SP:Iteration 1F (224.955610 sec): 3 clusters Score: Raw -26075.446181 + Penalty 136.428445 = -25939.017736 nChanged 39 SP:Iteration 2F (224.956716 sec): 3 clusters Score: Raw -26105.368758 + Penalty 137.622547 = -25967.746211 nChanged 26 SP:Iteration 3F (224.957800 sec): 3 clusters Score: Raw -26141.409342 + Penalty 138.015767 = -26003.393575 nChanged 24 SP:Iteration 4Q (224.958880 sec): 3 clusters Score: Raw -26163.721298 + Penalty 137.918853 = -26025.802445 nChanged 20 SP:Iteration 5Q (224.959948 sec): 3 clusters Score: Raw -26180.377203 + Penalty 138.706136 = -26041.671067 nChanged 17 SP:Iteration 6Q (224.961017 sec): 3 clusters Score: Raw -26187.051948 + Penalty 138.793838 = -26048.258110 nChanged 7 SP:Iteration 7Q (224.962051 sec): 3 clusters Score: Raw -26189.304201 + Penalty 139.464040 = -26049.840161 nChanged 9 SP:Iteration 8Q (224.963081 sec): 3 clusters Score: Raw -26193.016911 + Penalty 140.111019 = -26052.905892 nChanged 7 SP:Iteration 9Q (224.964106 sec): 3 clusters Score: Raw -26194.946146 + Penalty 140.510396 = -26054.435750 nChanged 2 SP:Iteration 10F (224.965186 sec): 3 clusters Score: Raw -26195.542159 + Penalty 141.057923 = -26054.484237 nChanged 3 SP:Iteration 11Q (224.966211 sec): 3 clusters Score: Raw -26196.119155 + Penalty 141.255781 = -26054.863374 nChanged 1 SP:Iteration 12Q (224.967314 sec): 3 clusters Score: Raw -26196.180537 + Penalty 141.255781 = -26054.924756 nChanged 0 SP:Iteration 13F (224.968397 sec): 3 clusters Score: Raw -26196.180537 + Penalty 141.255781 = -26054.924756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 5 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (224.970670 sec): 2 clusters Score: Raw -20486.933108 + Penalty 534.827869 = -19952.105239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (224.971583 sec): 3 clusters Score: Raw -20374.473303 + Penalty 1076.042785 = -19298.430519 nChanged 122 SP:Iteration 1F (224.972479 sec): 3 clusters Score: Raw -20508.217762 + Penalty 1085.950446 = -19422.267316 nChanged 41 SP:Iteration 2F (224.973373 sec): 3 clusters Score: Raw -20565.812489 + Penalty 1097.319738 = -19468.492751 nChanged 21 SP:Iteration 3F (224.974268 sec): 3 clusters Score: Raw -20589.498227 + Penalty 1105.437151 = -19484.061076 nChanged 14 SP:Iteration 4Q (224.975145 sec): 3 clusters Score: Raw -20603.241945 + Penalty 1110.428929 = -19492.813015 nChanged 7 SP:Iteration 5Q (224.976021 sec): 3 clusters Score: Raw -20612.092088 + Penalty 1116.459341 = -19495.632747 nChanged 7 SP:Iteration 6Q (224.976900 sec): 3 clusters Score: Raw -20619.466886 + Penalty 1121.513798 = -19497.953088 nChanged 8 SP:Iteration 7Q (224.977776 sec): 3 clusters Score: Raw -20627.807246 + Penalty 1129.781740 = -19498.025506 nChanged 5 SP:Iteration 8Q (224.978651 sec): 3 clusters Score: Raw -20633.510870 + Penalty 1134.279727 = -19499.231143 nChanged 6 SP:Iteration 9Q (224.979525 sec): 3 clusters Score: Raw -20643.568679 + Penalty 1136.362396 = -19507.206283 nChanged 4 SP:Iteration 10F (224.980422 sec): 3 clusters Score: Raw -20650.907398 + Penalty 1144.044285 = -19506.863113 nChanged 10 SP:Iteration 11F (224.981315 sec): 3 clusters Score: Raw -20685.989497 + Penalty 1159.126924 = -19526.862572 nChanged 11 SP:Iteration 12Q (224.982185 sec): 3 clusters Score: Raw -20707.509020 + Penalty 1165.048966 = -19542.460054 nChanged 4 SP:Iteration 13Q (224.983052 sec): 3 clusters Score: Raw -20716.594202 + Penalty 1170.493560 = -19546.100641 nChanged 3 SP:Iteration 14Q (224.983916 sec): 3 clusters Score: Raw -20720.535031 + Penalty 1176.620284 = -19543.914747 nChanged 2 SP:Iteration 15F (224.984809 sec): 3 clusters Score: Raw -20727.061928 + Penalty 1189.173053 = -19537.888875 nChanged 5 SP:Iteration 16F (224.985700 sec): 3 clusters Score: Raw -20739.453547 + Penalty 1191.503359 = -19547.950189 nChanged 3 SP:Iteration 17Q (224.986547 sec): 3 clusters Score: Raw -20743.471003 + Penalty 1195.956477 = -19547.514525 nChanged 4 SP:Iteration 18F (224.987439 sec): 3 clusters Score: Raw -20750.065532 + Penalty 1198.569069 = -19551.496463 nChanged 1 SP:Iteration 19Q (224.988277 sec): 3 clusters Score: Raw -20751.666957 + Penalty 1201.786906 = -19549.880051 nChanged 1 SP:Iteration 20F (224.989168 sec): 3 clusters Score: Raw -20752.985122 + Penalty 1201.786906 = -19551.198216 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 6 (676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (224.992362 sec): 2 clusters Score: Raw -33084.463128 + Penalty 324.173250 = -32760.289878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (224.993758 sec): 3 clusters Score: Raw -32739.498472 + Penalty 652.168310 = -32087.330162 nChanged 232 SP:Iteration 1F (224.995136 sec): 3 clusters Score: Raw -32890.086471 + Penalty 660.631888 = -32229.454583 nChanged 72 SP:Iteration 2F (224.996515 sec): 3 clusters Score: Raw -32941.134971 + Penalty 672.039109 = -32269.095861 nChanged 53 SP:Iteration 3F (224.997901 sec): 3 clusters Score: Raw -32988.104250 + Penalty 681.133880 = -32306.970370 nChanged 49 SP:Iteration 4F (224.999275 sec): 3 clusters Score: Raw -33030.774599 + Penalty 689.371228 = -32341.403371 nChanged 37 SP:Iteration 5F (225.000648 sec): 3 clusters Score: Raw -33070.539175 + Penalty 704.048628 = -32366.490547 nChanged 16 SP:Iteration 6Q (225.002053 sec): 3 clusters Score: Raw -33086.671880 + Penalty 717.790699 = -32368.881181 nChanged 18 SP:Iteration 7Q (225.003415 sec): 3 clusters Score: Raw -33109.075352 + Penalty 727.112886 = -32381.962466 nChanged 12 SP:Iteration 8Q (225.004770 sec): 3 clusters Score: Raw -33131.205217 + Penalty 733.231099 = -32397.974118 nChanged 14 SP:Iteration 9Q (225.006145 sec): 3 clusters Score: Raw -33146.362186 + Penalty 730.249960 = -32416.112226 nChanged 7 SP:Iteration 10F (225.007512 sec): 3 clusters Score: Raw -33151.679962 + Penalty 731.614123 = -32420.065839 nChanged 4 SP:Iteration 11Q (225.008867 sec): 3 clusters Score: Raw -33154.055749 + Penalty 733.349857 = -32420.705891 nChanged 5 SP:Iteration 12Q (225.010223 sec): 3 clusters Score: Raw -33157.779177 + Penalty 739.036268 = -32418.742909 nChanged 3 SP:Iteration 13F (225.011590 sec): 3 clusters Score: Raw -33159.391828 + Penalty 739.598847 = -32419.792981 nChanged 4 SP:Iteration 14Q (225.012920 sec): 3 clusters Score: Raw -33162.706980 + Penalty 748.072211 = -32414.634769 nChanged 4 SP:Iteration 15F (225.014268 sec): 3 clusters Score: Raw -33166.887483 + Penalty 751.078221 = -32415.809262 nChanged 4 SP:Iteration 16Q (225.015593 sec): 3 clusters Score: Raw -33172.413687 + Penalty 750.544961 = -32421.868726 nChanged 6 SP:Iteration 17Q (225.016902 sec): 3 clusters Score: Raw -33178.575673 + Penalty 748.662541 = -32429.913131 nChanged 5 SP:Iteration 18Q (225.018200 sec): 3 clusters Score: Raw -33190.539652 + Penalty 740.371397 = -32450.168255 nChanged 9 SP:Iteration 19Q (225.019478 sec): 3 clusters Score: Raw -33203.592728 + Penalty 736.830437 = -32466.762291 nChanged 7 SP:Iteration 20F (225.020846 sec): 3 clusters Score: Raw -33208.420309 + Penalty 737.859050 = -32470.561259 nChanged 3 SP:Iteration 21Q (225.022128 sec): 3 clusters Score: Raw -33210.742587 + Penalty 739.655867 = -32471.086720 nChanged 3 SP:Iteration 22Q (225.023382 sec): 3 clusters Score: Raw -33213.376780 + Penalty 740.554173 = -32472.822607 nChanged 2 SP:Iteration 23Q (225.024638 sec): 3 clusters Score: Raw -33214.852726 + Penalty 741.950273 = -32472.902453 nChanged 2 SP:Iteration 24Q (225.025930 sec): 3 clusters Score: Raw -33216.376188 + Penalty 741.950273 = -32474.425915 nChanged 0 SP:Iteration 25F (225.027296 sec): 3 clusters Score: Raw -33216.376188 + Penalty 741.950273 = -32474.425915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 7 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.029589 sec): 2 clusters Score: Raw -23769.292305 + Penalty 870.215855 = -22899.076450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.030662 sec): 3 clusters Score: Raw -23680.922755 + Penalty 1737.658684 = -21943.264070 nChanged 134 SP:Iteration 1F (225.031712 sec): 3 clusters Score: Raw -23862.379416 + Penalty 1736.206385 = -22126.173031 nChanged 39 SP:Iteration 2F (225.032762 sec): 3 clusters Score: Raw -23917.727300 + Penalty 1734.412825 = -22183.314475 nChanged 21 SP:Iteration 3Q (225.033772 sec): 3 clusters Score: Raw -23954.898061 + Penalty 1734.096942 = -22220.801119 nChanged 10 SP:Iteration 4Q (225.034769 sec): 3 clusters Score: Raw -23969.882326 + Penalty 1733.868787 = -22236.013539 nChanged 4 SP:Iteration 5Q (225.035762 sec): 3 clusters Score: Raw -23979.605828 + Penalty 1734.517363 = -22245.088465 nChanged 6 SP:Iteration 6Q (225.036749 sec): 3 clusters Score: Raw -23993.012262 + Penalty 1735.378367 = -22257.633895 nChanged 5 SP:Iteration 7Q (225.037745 sec): 3 clusters Score: Raw -24000.176634 + Penalty 1735.879067 = -22264.297567 nChanged 3 SP:Iteration 8Q (225.038732 sec): 3 clusters Score: Raw -24008.063876 + Penalty 1736.556656 = -22271.507220 nChanged 3 SP:Iteration 9Q (225.039717 sec): 3 clusters Score: Raw -24010.415627 + Penalty 1736.845970 = -22273.569657 nChanged 1 SP:Iteration 10F (225.040764 sec): 3 clusters Score: Raw -24013.131452 + Penalty 1737.301213 = -22275.830239 nChanged 4 SP:Iteration 11Q (225.041784 sec): 3 clusters Score: Raw -24022.542369 + Penalty 1738.214727 = -22284.327642 nChanged 6 SP:Iteration 12Q (225.042768 sec): 3 clusters Score: Raw -24028.692028 + Penalty 1738.751696 = -22289.940332 nChanged 4 SP:Iteration 13Q (225.043761 sec): 3 clusters Score: Raw -24034.111334 + Penalty 1739.237260 = -22294.874074 nChanged 3 SP:Iteration 14Q (225.044745 sec): 3 clusters Score: Raw -24035.877200 + Penalty 1739.850889 = -22296.026311 nChanged 5 SP:Iteration 15Q (225.045729 sec): 3 clusters Score: Raw -24043.398361 + Penalty 1741.252620 = -22302.145741 nChanged 4 SP:Iteration 16Q (225.046710 sec): 3 clusters Score: Raw -24051.289771 + Penalty 1741.679536 = -22309.610235 nChanged 5 SP:Iteration 17Q (225.047688 sec): 3 clusters Score: Raw -24058.431881 + Penalty 1742.015943 = -22316.415938 nChanged 1 SP:Iteration 18Q (225.048665 sec): 3 clusters Score: Raw -24060.813046 + Penalty 1742.015943 = -22318.797103 nChanged 0 SP:Iteration 19F (225.049711 sec): 3 clusters Score: Raw -24060.813046 + Penalty 1742.015943 = -22318.797103 nChanged 0 Memory request: 0.02 GB would take us to total of 0.49 GB. Trying to split cluster 8 (4285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.068427 sec): 2 clusters Score: Raw -215342.716974 + Penalty 78.945441 = -215263.771533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.076324 sec): 3 clusters Score: Raw -212549.092970 + Penalty 161.211105 = -212387.881864 nChanged 2037 SP:Iteration 1F (225.084020 sec): 3 clusters Score: Raw -213974.807801 + Penalty 166.898156 = -213807.909645 nChanged 411 SP:Iteration 2F (225.092343 sec): 3 clusters Score: Raw -214296.915372 + Penalty 172.867085 = -214124.048287 nChanged 274 SP:Iteration 3F (225.100158 sec): 3 clusters Score: Raw -214592.293413 + Penalty 177.702137 = -214414.591276 nChanged 183 SP:Iteration 4Q (225.107886 sec): 3 clusters Score: Raw -214816.047000 + Penalty 180.506678 = -214635.540322 nChanged 137 SP:Iteration 5Q (225.115124 sec): 3 clusters Score: Raw -214976.879586 + Penalty 179.636954 = -214797.242632 nChanged 114 SP:Iteration 6Q (225.121991 sec): 3 clusters Score: Raw -215080.573052 + Penalty 177.725242 = -214902.847810 nChanged 65 SP:Iteration 7Q (225.128629 sec): 3 clusters Score: Raw -215123.317513 + Penalty 173.706728 = -214949.610784 nChanged 54 SP:Iteration 8Q (225.135208 sec): 3 clusters Score: Raw -215155.532956 + Penalty 172.394012 = -214983.138944 nChanged 48 SP:Iteration 9Q (225.141810 sec): 3 clusters Score: Raw -215179.880725 + Penalty 171.054261 = -215008.826464 nChanged 37 SP:Iteration 10F (225.149430 sec): 3 clusters Score: Raw -215195.969057 + Penalty 170.212411 = -215025.756646 nChanged 33 SP:Iteration 11Q (225.155805 sec): 3 clusters Score: Raw -215209.005120 + Penalty 169.877788 = -215039.127332 nChanged 23 SP:Iteration 12Q (225.162242 sec): 3 clusters Score: Raw -215217.507349 + Penalty 170.457725 = -215047.049624 nChanged 21 SP:Iteration 13Q (225.168607 sec): 3 clusters Score: Raw -215223.789388 + Penalty 169.319615 = -215054.469773 nChanged 16 SP:Iteration 14Q (225.174923 sec): 3 clusters Score: Raw -215227.919004 + Penalty 171.000206 = -215056.918798 nChanged 11 SP:Iteration 15Q (225.181369 sec): 3 clusters Score: Raw -215229.856260 + Penalty 170.509305 = -215059.346955 nChanged 7 SP:Iteration 16Q (225.187739 sec): 3 clusters Score: Raw -215230.952011 + Penalty 171.209383 = -215059.742628 nChanged 7 SP:Iteration 17Q (225.194020 sec): 3 clusters Score: Raw -215231.905260 + Penalty 172.075043 = -215059.830217 nChanged 7 SP:Iteration 18Q (225.200317 sec): 3 clusters Score: Raw -215232.792359 + Penalty 172.230698 = -215060.561660 nChanged 6 SP:Iteration 19Q (225.206703 sec): 3 clusters Score: Raw -215233.388675 + Penalty 172.825288 = -215060.563388 nChanged 9 SP:Iteration 20F (225.214326 sec): 3 clusters Score: Raw -215234.427884 + Penalty 170.969949 = -215063.457935 nChanged 7 SP:Iteration 21Q (225.220585 sec): 3 clusters Score: Raw -215235.336582 + Penalty 171.579807 = -215063.756774 nChanged 7 SP:Iteration 22Q (225.226874 sec): 3 clusters Score: Raw -215236.180715 + Penalty 170.905514 = -215065.275201 nChanged 7 SP:Iteration 23Q (225.233123 sec): 3 clusters Score: Raw -215237.671852 + Penalty 169.445592 = -215068.226259 nChanged 12 SP:Iteration 24Q (225.239396 sec): 3 clusters Score: Raw -215241.498141 + Penalty 171.238855 = -215070.259286 nChanged 20 SP:Iteration 25Q (225.245624 sec): 3 clusters Score: Raw -215247.619067 + Penalty 172.908892 = -215074.710175 nChanged 13 SP:Iteration 26Q (225.251837 sec): 3 clusters Score: Raw -215251.150890 + Penalty 172.898920 = -215078.251971 nChanged 11 SP:Iteration 27Q (225.258023 sec): 3 clusters Score: Raw -215254.387941 + Penalty 171.689088 = -215082.698853 nChanged 12 SP:Iteration 28Q (225.264290 sec): 3 clusters Score: Raw -215258.111279 + Penalty 172.777665 = -215085.333613 nChanged 11 SP:Iteration 29Q (225.270641 sec): 3 clusters Score: Raw -215261.780351 + Penalty 173.161630 = -215088.618722 nChanged 14 SP:Iteration 30F (225.278502 sec): 3 clusters Score: Raw -215266.392341 + Penalty 174.143522 = -215092.248819 nChanged 8 SP:Iteration 31Q (225.284909 sec): 3 clusters Score: Raw -215267.848522 + Penalty 174.979512 = -215092.869010 nChanged 7 SP:Iteration 32Q (225.291095 sec): 3 clusters Score: Raw -215269.261770 + Penalty 175.983199 = -215093.278571 nChanged 8 SP:Iteration 33Q (225.297238 sec): 3 clusters Score: Raw -215270.936583 + Penalty 176.424431 = -215094.512152 nChanged 7 SP:Iteration 34Q (225.303406 sec): 3 clusters Score: Raw -215271.411025 + Penalty 176.816165 = -215094.594860 nChanged 6 SP:Iteration 35Q (225.309531 sec): 3 clusters Score: Raw -215272.459713 + Penalty 178.390461 = -215094.069252 nChanged 11 SP:Iteration 36F (225.317207 sec): 3 clusters Score: Raw -215275.449995 + Penalty 181.834355 = -215093.615640 nChanged 18 SP:Iteration 37F (225.324805 sec): 3 clusters Score: Raw -215281.833244 + Penalty 186.009331 = -215095.823913 nChanged 25 SP:Iteration 38Q (225.330923 sec): 3 clusters Score: Raw -215292.764786 + Penalty 192.160660 = -215100.604125 nChanged 18 SP:Iteration 39Q (225.337023 sec): 3 clusters Score: Raw -215299.518176 + Penalty 192.302689 = -215107.215488 nChanged 20 SP:Iteration 40F (225.344756 sec): 3 clusters Score: Raw -215309.452796 + Penalty 192.486342 = -215116.966454 nChanged 23 SP:Iteration 41Q (225.350857 sec): 3 clusters Score: Raw -215322.774027 + Penalty 192.715801 = -215130.058226 nChanged 20 SP:Iteration 42Q (225.356904 sec): 3 clusters Score: Raw -215334.378411 + Penalty 206.030729 = -215128.347682 nChanged 15 SP:Iteration 43F (225.364500 sec): 3 clusters Score: Raw -215340.953786 + Penalty 210.297291 = -215130.656495 nChanged 11 SP:Iteration 44Q (225.370692 sec): 3 clusters Score: Raw -215344.533816 + Penalty 215.752318 = -215128.781498 nChanged 8 SP:Iteration 45F (225.378386 sec): 3 clusters Score: Raw -215347.543675 + Penalty 219.096714 = -215128.446961 nChanged 3 SP:Iteration 46F (225.385978 sec): 3 clusters Score: Raw -215347.456934 + Penalty 221.195315 = -215126.261619 nChanged 1 SP:Iteration 47F (225.393592 sec): 3 clusters Score: Raw -215347.560487 + Penalty 223.385536 = -215124.174951 nChanged 1 SP:Iteration 48F (225.401182 sec): 3 clusters Score: Raw -215347.679130 + Penalty 223.692045 = -215123.987086 nChanged 2 SP:Iteration 49F (225.408774 sec): 3 clusters Score: Raw -215347.851581 + Penalty 223.692045 = -215124.159536 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 9 (911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.420361 sec): 2 clusters Score: Raw -45310.807218 + Penalty 144.497633 = -45166.309586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.422144 sec): 3 clusters Score: Raw -44767.473701 + Penalty 288.833924 = -44478.639778 nChanged 413 SP:Iteration 1F (225.423896 sec): 3 clusters Score: Raw -45104.865532 + Penalty 287.877277 = -44816.988256 nChanged 88 SP:Iteration 2F (225.425644 sec): 3 clusters Score: Raw -45181.313676 + Penalty 286.555955 = -44894.757720 nChanged 47 SP:Iteration 3F (225.427427 sec): 3 clusters Score: Raw -45214.368408 + Penalty 285.999766 = -44928.368642 nChanged 32 SP:Iteration 4Q (225.429116 sec): 3 clusters Score: Raw -45227.664966 + Penalty 287.720359 = -44939.944607 nChanged 19 SP:Iteration 5Q (225.430790 sec): 3 clusters Score: Raw -45236.577805 + Penalty 291.929944 = -44944.647861 nChanged 25 SP:Iteration 6Q (225.432446 sec): 3 clusters Score: Raw -45248.325262 + Penalty 293.674752 = -44954.650511 nChanged 22 SP:Iteration 7Q (225.434088 sec): 3 clusters Score: Raw -45256.715767 + Penalty 296.220545 = -44960.495222 nChanged 17 SP:Iteration 8Q (225.435714 sec): 3 clusters Score: Raw -45262.909098 + Penalty 297.189548 = -44965.719551 nChanged 15 SP:Iteration 9Q (225.437331 sec): 3 clusters Score: Raw -45269.515635 + Penalty 298.394044 = -44971.121591 nChanged 14 SP:Iteration 10F (225.439092 sec): 3 clusters Score: Raw -45277.500119 + Penalty 298.644929 = -44978.855190 nChanged 17 SP:Iteration 11Q (225.440728 sec): 3 clusters Score: Raw -45289.899151 + Penalty 301.211830 = -44988.687321 nChanged 20 SP:Iteration 12Q (225.442342 sec): 3 clusters Score: Raw -45307.236675 + Penalty 302.601581 = -45004.635095 nChanged 16 SP:Iteration 13Q (225.443943 sec): 3 clusters Score: Raw -45323.600452 + Penalty 305.809558 = -45017.790894 nChanged 10 SP:Iteration 14Q (225.445493 sec): 3 clusters Score: Raw -45331.369523 + Penalty 308.778435 = -45022.591087 nChanged 7 SP:Iteration 15Q (225.447026 sec): 3 clusters Score: Raw -45335.364212 + Penalty 309.579347 = -45025.784865 nChanged 5 SP:Iteration 16Q (225.448545 sec): 3 clusters Score: Raw -45337.541471 + Penalty 310.100611 = -45027.440861 nChanged 1 SP:Iteration 17Q (225.450117 sec): 3 clusters Score: Raw -45337.744282 + Penalty 310.019797 = -45027.724486 nChanged 1 SP:Iteration 18Q (225.451661 sec): 3 clusters Score: Raw -45339.049456 + Penalty 310.785508 = -45028.263947 nChanged 2 SP:Iteration 19Q (225.453185 sec): 3 clusters Score: Raw -45339.982347 + Penalty 310.785508 = -45029.196838 nChanged 0 SP:Iteration 20F (225.454933 sec): 3 clusters Score: Raw -45339.982347 + Penalty 310.785508 = -45029.196838 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 10 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.458471 sec): 2 clusters Score: Raw -32729.469612 + Penalty 304.057744 = -32425.411868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.459864 sec): 3 clusters Score: Raw -32372.266451 + Penalty 604.613883 = -31767.652567 nChanged 262 SP:Iteration 1F (225.461242 sec): 3 clusters Score: Raw -32567.866756 + Penalty 604.379000 = -31963.487756 nChanged 67 SP:Iteration 2F (225.462615 sec): 3 clusters Score: Raw -32616.111662 + Penalty 603.490558 = -32012.621105 nChanged 40 SP:Iteration 3F (225.464006 sec): 3 clusters Score: Raw -32640.333782 + Penalty 604.589912 = -32035.743870 nChanged 21 SP:Iteration 4Q (225.465341 sec): 3 clusters Score: Raw -32656.086714 + Penalty 606.008884 = -32050.077830 nChanged 14 SP:Iteration 5Q (225.466665 sec): 3 clusters Score: Raw -32668.166146 + Penalty 606.696647 = -32061.469499 nChanged 20 SP:Iteration 6Q (225.468015 sec): 3 clusters Score: Raw -32682.539867 + Penalty 609.220679 = -32073.319189 nChanged 14 SP:Iteration 7Q (225.469344 sec): 3 clusters Score: Raw -32689.848348 + Penalty 610.760312 = -32079.088036 nChanged 12 SP:Iteration 8Q (225.470649 sec): 3 clusters Score: Raw -32695.088657 + Penalty 610.394400 = -32084.694257 nChanged 9 SP:Iteration 9Q (225.471950 sec): 3 clusters Score: Raw -32699.606226 + Penalty 611.816624 = -32087.789602 nChanged 5 SP:Iteration 10F (225.473339 sec): 3 clusters Score: Raw -32702.239600 + Penalty 615.634729 = -32086.604871 nChanged 10 SP:Iteration 11F (225.474709 sec): 3 clusters Score: Raw -32707.190661 + Penalty 619.995014 = -32087.195647 nChanged 16 SP:Iteration 12Q (225.476001 sec): 3 clusters Score: Raw -32715.296021 + Penalty 625.918447 = -32089.377574 nChanged 14 SP:Iteration 13Q (225.477319 sec): 3 clusters Score: Raw -32727.657814 + Penalty 632.768286 = -32094.889528 nChanged 17 SP:Iteration 14Q (225.478604 sec): 3 clusters Score: Raw -32743.296809 + Penalty 643.124946 = -32100.171863 nChanged 14 SP:Iteration 15Q (225.479928 sec): 3 clusters Score: Raw -32761.894418 + Penalty 650.479137 = -32111.415282 nChanged 15 SP:Iteration 16Q (225.481194 sec): 3 clusters Score: Raw -32789.872379 + Penalty 659.679591 = -32130.192787 nChanged 15 SP:Iteration 17Q (225.482438 sec): 3 clusters Score: Raw -32811.890559 + Penalty 662.788542 = -32149.102016 nChanged 12 SP:Iteration 18Q (225.483669 sec): 3 clusters Score: Raw -32837.598431 + Penalty 665.308260 = -32172.290171 nChanged 10 SP:Iteration 19Q (225.484867 sec): 3 clusters Score: Raw -32848.631841 + Penalty 663.874156 = -32184.757686 nChanged 9 SP:Iteration 20F (225.486234 sec): 3 clusters Score: Raw -32856.917342 + Penalty 660.967048 = -32195.950295 nChanged 9 SP:Iteration 21Q (225.487474 sec): 3 clusters Score: Raw -32864.761248 + Penalty 660.704993 = -32204.056255 nChanged 4 SP:Iteration 22Q (225.488678 sec): 3 clusters Score: Raw -32867.604440 + Penalty 659.991260 = -32207.613180 nChanged 1 SP:Iteration 23Q (225.489879 sec): 3 clusters Score: Raw -32870.164052 + Penalty 660.235869 = -32209.928182 nChanged 2 SP:Iteration 24Q (225.491083 sec): 3 clusters Score: Raw -32871.370564 + Penalty 660.948955 = -32210.421610 nChanged 2 SP:Iteration 25Q (225.492284 sec): 3 clusters Score: Raw -32872.293775 + Penalty 662.692589 = -32209.601186 nChanged 2 SP:Iteration 26F (225.493653 sec): 3 clusters Score: Raw -32873.322532 + Penalty 663.236259 = -32210.086272 nChanged 1 SP:Iteration 27Q (225.494857 sec): 3 clusters Score: Raw -32877.672195 + Penalty 662.975258 = -32214.696938 nChanged 1 SP:Iteration 28Q (225.496056 sec): 3 clusters Score: Raw -32877.898770 + Penalty 662.975258 = -32214.923512 nChanged 0 SP:Iteration 29F (225.497400 sec): 3 clusters Score: Raw -32877.898770 + Penalty 662.975258 = -32214.923512 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 11 (1587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.504770 sec): 2 clusters Score: Raw -79140.265924 + Penalty 56.637675 = -79083.628249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.507723 sec): 3 clusters Score: Raw -78114.545575 + Penalty 113.785502 = -78000.760072 nChanged 755 SP:Iteration 1F (225.510629 sec): 3 clusters Score: Raw -78576.757003 + Penalty 113.778572 = -78462.978431 nChanged 112 SP:Iteration 2F (225.513528 sec): 3 clusters Score: Raw -78649.546478 + Penalty 114.050448 = -78535.496030 nChanged 114 SP:Iteration 3F (225.516421 sec): 3 clusters Score: Raw -78724.761489 + Penalty 114.616878 = -78610.144611 nChanged 118 SP:Iteration 4F (225.519352 sec): 3 clusters Score: Raw -78811.933707 + Penalty 115.159505 = -78696.774202 nChanged 105 SP:Iteration 5F (225.522249 sec): 3 clusters Score: Raw -78898.347710 + Penalty 116.071510 = -78782.276200 nChanged 93 SP:Iteration 6F (225.525139 sec): 3 clusters Score: Raw -78973.256819 + Penalty 116.461371 = -78856.795447 nChanged 66 SP:Iteration 7Q (225.527968 sec): 3 clusters Score: Raw -79023.995245 + Penalty 114.731742 = -78909.263503 nChanged 53 SP:Iteration 8Q (225.530653 sec): 3 clusters Score: Raw -79068.694515 + Penalty 110.509656 = -78958.184860 nChanged 43 SP:Iteration 9Q (225.533294 sec): 3 clusters Score: Raw -79094.134302 + Penalty 110.467690 = -78983.666612 nChanged 25 SP:Iteration 10F (225.536182 sec): 3 clusters Score: Raw -79102.078861 + Penalty 109.635311 = -78992.443550 nChanged 9 SP:Iteration 11Q (225.538789 sec): 3 clusters Score: Raw -79104.060986 + Penalty 109.831990 = -78994.228996 nChanged 9 SP:Iteration 12Q (225.541403 sec): 3 clusters Score: Raw -79105.782817 + Penalty 109.939393 = -78995.843424 nChanged 5 SP:Iteration 13Q (225.543995 sec): 3 clusters Score: Raw -79106.125112 + Penalty 109.882838 = -78996.242274 nChanged 2 SP:Iteration 14Q (225.546613 sec): 3 clusters Score: Raw -79106.215220 + Penalty 109.835876 = -78996.379345 nChanged 2 SP:Iteration 15Q (225.549200 sec): 3 clusters Score: Raw -79106.257548 + Penalty 109.834435 = -78996.423113 nChanged 2 SP:Iteration 16Q (225.551833 sec): 3 clusters Score: Raw -79106.317356 + Penalty 109.916647 = -78996.400709 nChanged 2 SP:Iteration 17F (225.554789 sec): 3 clusters Score: Raw -79106.394974 + Penalty 109.940109 = -78996.454865 nChanged 2 SP:Iteration 18Q (225.557374 sec): 3 clusters Score: Raw -79106.454638 + Penalty 109.983679 = -78996.470960 nChanged 1 SP:Iteration 19Q (225.559958 sec): 3 clusters Score: Raw -79106.505499 + Penalty 110.027722 = -78996.477777 nChanged 1 SP:Iteration 20F (225.562847 sec): 3 clusters Score: Raw -79106.559953 + Penalty 110.072106 = -78996.487847 nChanged 2 SP:Iteration 21Q (225.565427 sec): 3 clusters Score: Raw -79106.642581 + Penalty 110.117376 = -78996.525205 nChanged 1 SP:Iteration 22Q (225.568005 sec): 3 clusters Score: Raw -79106.674355 + Penalty 110.163139 = -78996.511217 nChanged 1 SP:Iteration 23F (225.570984 sec): 3 clusters Score: Raw -79106.747398 + Penalty 110.237367 = -78996.510031 nChanged 3 SP:Iteration 24F (225.573944 sec): 3 clusters Score: Raw -79106.988025 + Penalty 110.295831 = -78996.692194 nChanged 3 SP:Iteration 25Q (225.576596 sec): 3 clusters Score: Raw -79107.112065 + Penalty 110.390898 = -78996.721167 nChanged 2 SP:Iteration 26Q (225.579209 sec): 3 clusters Score: Raw -79107.220411 + Penalty 110.513707 = -78996.706704 nChanged 3 SP:Iteration 27F (225.582400 sec): 3 clusters Score: Raw -79107.342897 + Penalty 110.531907 = -78996.810990 nChanged 1 SP:Iteration 28Q (225.585179 sec): 3 clusters Score: Raw -79107.370624 + Penalty 110.539602 = -78996.831022 nChanged 2 SP:Iteration 29Q (225.587751 sec): 3 clusters Score: Raw -79107.441183 + Penalty 110.582995 = -78996.858188 nChanged 2 SP:Iteration 30F (225.590648 sec): 3 clusters Score: Raw -79107.489440 + Penalty 110.636034 = -78996.853406 nChanged 1 SP:Iteration 31F (225.593539 sec): 3 clusters Score: Raw -79107.530490 + Penalty 110.660534 = -78996.869956 nChanged 1 SP:Iteration 32Q (225.596094 sec): 3 clusters Score: Raw -79107.558861 + Penalty 110.660534 = -78996.898327 nChanged 0 SP:Iteration 33F (225.598984 sec): 3 clusters Score: Raw -79107.558861 + Penalty 110.660534 = -78996.898327 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 12 (1308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.605020 sec): 2 clusters Score: Raw -67584.650646 + Penalty 74.364516 = -67510.286129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.607649 sec): 3 clusters Score: Raw -66775.537122 + Penalty 151.630342 = -66623.906781 nChanged 583 SP:Iteration 1F (225.610169 sec): 3 clusters Score: Raw -67152.799051 + Penalty 153.369289 = -66999.429762 nChanged 110 SP:Iteration 2F (225.612683 sec): 3 clusters Score: Raw -67190.908599 + Penalty 154.739774 = -67036.168825 nChanged 69 SP:Iteration 3F (225.615196 sec): 3 clusters Score: Raw -67212.844551 + Penalty 156.654162 = -67056.190389 nChanged 49 SP:Iteration 4Q (225.617715 sec): 3 clusters Score: Raw -67230.477265 + Penalty 159.706397 = -67070.770868 nChanged 55 SP:Iteration 5Q (225.620236 sec): 3 clusters Score: Raw -67262.012778 + Penalty 163.038301 = -67098.974477 nChanged 67 SP:Iteration 6F (225.622732 sec): 3 clusters Score: Raw -67310.847602 + Penalty 168.699541 = -67142.148061 nChanged 68 SP:Iteration 7F (225.625190 sec): 3 clusters Score: Raw -67368.525514 + Penalty 175.034026 = -67193.491488 nChanged 71 SP:Iteration 8F (225.627611 sec): 3 clusters Score: Raw -67446.315106 + Penalty 186.158133 = -67260.156974 nChanged 56 SP:Iteration 9Q (225.630047 sec): 3 clusters Score: Raw -67516.912294 + Penalty 190.576201 = -67326.336093 nChanged 34 SP:Iteration 10F (225.632469 sec): 3 clusters Score: Raw -67564.738136 + Penalty 192.350958 = -67372.387178 nChanged 21 SP:Iteration 11Q (225.634527 sec): 3 clusters Score: Raw -67584.862501 + Penalty 204.921249 = -67379.941252 nChanged 9 SP:Iteration 12Q (225.636545 sec): 3 clusters Score: Raw -67591.665488 + Penalty 212.588654 = -67379.076834 nChanged 4 SP:Iteration 13F (225.638968 sec): 3 clusters Score: Raw -67593.470013 + Penalty 215.637948 = -67377.832065 nChanged 4 SP:Iteration 14F (225.641394 sec): 3 clusters Score: Raw -67595.528762 + Penalty 223.973141 = -67371.555621 nChanged 4 SP:Iteration 15F (225.643857 sec): 3 clusters Score: Raw -67597.269473 + Penalty 238.304093 = -67358.965380 nChanged 4 SP:Iteration 16F (225.646321 sec): 3 clusters Score: Raw -67603.007272 + Penalty 237.300995 = -67365.706276 nChanged 2 SP:Iteration 17Q (225.648279 sec): 3 clusters Score: Raw -67604.128838 + Penalty 245.688882 = -67358.439956 nChanged 1 SP:Iteration 18F (225.650711 sec): 3 clusters Score: Raw -67604.294166 + Penalty 245.688882 = -67358.605284 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 13 (1441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.654985 sec): 2 clusters Score: Raw -71987.431276 + Penalty 145.517867 = -71841.913410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.657688 sec): 3 clusters Score: Raw -71102.810728 + Penalty 320.035247 = -70782.775481 nChanged 639 SP:Iteration 1F (225.660360 sec): 3 clusters Score: Raw -71734.248766 + Penalty 345.217305 = -71389.031461 nChanged 150 SP:Iteration 2F (225.663017 sec): 3 clusters Score: Raw -71857.205830 + Penalty 371.613119 = -71485.592711 nChanged 73 SP:Iteration 3F (225.665677 sec): 3 clusters Score: Raw -71941.202216 + Penalty 388.969659 = -71552.232558 nChanged 44 SP:Iteration 4Q (225.668348 sec): 3 clusters Score: Raw -71996.254032 + Penalty 426.444784 = -71569.809248 nChanged 20 SP:Iteration 5Q (225.671005 sec): 3 clusters Score: Raw -72020.341697 + Penalty 432.699830 = -71587.641867 nChanged 5 SP:Iteration 6Q (225.673374 sec): 3 clusters Score: Raw -72027.271913 + Penalty 448.887356 = -71578.384557 nChanged 3 SP:Iteration 7F (225.676103 sec): 3 clusters Score: Raw -72031.682294 + Penalty 465.981387 = -71565.700907 nChanged 3 SP:Iteration 8F (225.678940 sec): 3 clusters Score: Raw -72033.933749 + Penalty 469.970108 = -71563.963640 nChanged 1 SP:Iteration 9F (225.681717 sec): 3 clusters Score: Raw -72035.565292 + Penalty 480.318331 = -71555.246961 nChanged 1 SP:Iteration 10F (225.684388 sec): 3 clusters Score: Raw -72036.427592 + Penalty 495.168991 = -71541.258602 nChanged 2 SP:Iteration 11F (225.687048 sec): 3 clusters Score: Raw -72038.664853 + Penalty 515.401217 = -71523.263636 nChanged 2 SP:Iteration 12F (225.689709 sec): 3 clusters Score: Raw -72039.470885 + Penalty 515.401217 = -71524.069668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 14 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.692295 sec): 2 clusters Score: Raw -24119.844911 + Penalty 230.753683 = -23889.091228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.693338 sec): 3 clusters Score: Raw -23868.525443 + Penalty 462.619144 = -23405.906299 nChanged 156 SP:Iteration 1F (225.694355 sec): 3 clusters Score: Raw -23954.314586 + Penalty 465.520120 = -23488.794467 nChanged 58 SP:Iteration 2F (225.695371 sec): 3 clusters Score: Raw -23992.112792 + Penalty 467.922680 = -23524.190112 nChanged 28 SP:Iteration 3F (225.696386 sec): 3 clusters Score: Raw -24013.382200 + Penalty 472.632327 = -23540.749873 nChanged 29 SP:Iteration 4F (225.697400 sec): 3 clusters Score: Raw -24041.197000 + Penalty 480.880040 = -23560.316959 nChanged 31 SP:Iteration 5F (225.698415 sec): 3 clusters Score: Raw -24076.339939 + Penalty 485.122991 = -23591.216948 nChanged 27 SP:Iteration 6F (225.699430 sec): 3 clusters Score: Raw -24103.910976 + Penalty 488.126505 = -23615.784470 nChanged 13 SP:Iteration 7Q (225.700437 sec): 3 clusters Score: Raw -24111.984834 + Penalty 489.641654 = -23622.343180 nChanged 7 SP:Iteration 8Q (225.701470 sec): 3 clusters Score: Raw -24115.805090 + Penalty 489.709159 = -23626.095931 nChanged 3 SP:Iteration 9Q (225.702472 sec): 3 clusters Score: Raw -24124.688569 + Penalty 490.046680 = -23634.641889 nChanged 3 SP:Iteration 10F (225.703487 sec): 3 clusters Score: Raw -24127.009857 + Penalty 489.219206 = -23637.790651 nChanged 3 SP:Iteration 11Q (225.704481 sec): 3 clusters Score: Raw -24128.425664 + Penalty 490.469051 = -23637.956613 nChanged 3 SP:Iteration 12Q (225.705468 sec): 3 clusters Score: Raw -24130.958880 + Penalty 489.437468 = -23641.521413 nChanged 4 SP:Iteration 13Q (225.706453 sec): 3 clusters Score: Raw -24134.611423 + Penalty 488.838442 = -23645.772981 nChanged 3 SP:Iteration 14Q (225.707428 sec): 3 clusters Score: Raw -24142.973674 + Penalty 488.462776 = -23654.510898 nChanged 1 SP:Iteration 15Q (225.708384 sec): 3 clusters Score: Raw -24144.216867 + Penalty 486.489052 = -23657.727815 nChanged 2 SP:Iteration 16Q (225.709335 sec): 3 clusters Score: Raw -24147.187860 + Penalty 487.222620 = -23659.965240 nChanged 5 SP:Iteration 17Q (225.710286 sec): 3 clusters Score: Raw -24149.325539 + Penalty 487.927019 = -23661.398521 nChanged 4 SP:Iteration 18Q (225.711230 sec): 3 clusters Score: Raw -24150.297288 + Penalty 488.117043 = -23662.180245 nChanged 1 SP:Iteration 19Q (225.712169 sec): 3 clusters Score: Raw -24150.529483 + Penalty 488.117043 = -23662.412440 nChanged 0 SP:Iteration 20F (225.713183 sec): 3 clusters Score: Raw -24150.529483 + Penalty 488.117043 = -23662.412440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 16 (507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.715601 sec): 2 clusters Score: Raw -24825.601622 + Penalty 218.405673 = -24607.195949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.716708 sec): 3 clusters Score: Raw -24564.133690 + Penalty 446.976163 = -24117.157528 nChanged 209 SP:Iteration 1F (225.717796 sec): 3 clusters Score: Raw -24780.443725 + Penalty 460.211605 = -24320.232119 nChanged 58 SP:Iteration 2F (225.718885 sec): 3 clusters Score: Raw -24832.364503 + Penalty 467.571320 = -24364.793182 nChanged 22 SP:Iteration 3Q (225.719964 sec): 3 clusters Score: Raw -24855.156817 + Penalty 478.783044 = -24376.373773 nChanged 19 SP:Iteration 4Q (225.721035 sec): 3 clusters Score: Raw -24873.490276 + Penalty 487.720042 = -24385.770234 nChanged 15 SP:Iteration 5Q (225.722100 sec): 3 clusters Score: Raw -24888.854023 + Penalty 493.579963 = -24395.274059 nChanged 12 SP:Iteration 6Q (225.723153 sec): 3 clusters Score: Raw -24901.075298 + Penalty 501.941344 = -24399.133954 nChanged 15 SP:Iteration 7Q (225.724195 sec): 3 clusters Score: Raw -24913.455653 + Penalty 504.366998 = -24409.088655 nChanged 11 SP:Iteration 8Q (225.725230 sec): 3 clusters Score: Raw -24923.929481 + Penalty 509.493286 = -24414.436195 nChanged 6 SP:Iteration 9Q (225.726241 sec): 3 clusters Score: Raw -24928.817317 + Penalty 509.806896 = -24419.010421 nChanged 4 SP:Iteration 10F (225.727326 sec): 3 clusters Score: Raw -24931.329353 + Penalty 512.029224 = -24419.300129 nChanged 2 SP:Iteration 11Q (225.728328 sec): 3 clusters Score: Raw -24932.399543 + Penalty 512.029224 = -24420.370319 nChanged 0 SP:Iteration 12F (225.729413 sec): 3 clusters Score: Raw -24932.399543 + Penalty 512.029224 = -24420.370319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 17 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.731131 sec): 2 clusters Score: Raw -8923.536248 + Penalty 265.636135 = -8657.900113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.731648 sec): 3 clusters Score: Raw -8867.779434 + Penalty 551.494901 = -8316.284532 nChanged 48 SP:Iteration 1F (225.732157 sec): 3 clusters Score: Raw -8925.492441 + Penalty 570.922634 = -8354.569806 nChanged 15 SP:Iteration 2F (225.732664 sec): 3 clusters Score: Raw -8947.758654 + Penalty 588.334937 = -8359.423717 nChanged 8 SP:Iteration 3Q (225.733192 sec): 3 clusters Score: Raw -8960.917410 + Penalty 619.507617 = -8341.409793 nChanged 10 SP:Iteration 4F (225.733700 sec): 3 clusters Score: Raw -8979.491005 + Penalty 632.565315 = -8346.925691 nChanged 5 SP:Iteration 5Q (225.734190 sec): 3 clusters Score: Raw -8991.055852 + Penalty 650.679400 = -8340.376452 nChanged 3 SP:Iteration 6F (225.734698 sec): 3 clusters Score: Raw -8998.135290 + Penalty 675.662864 = -8322.472426 nChanged 3 SP:Iteration 7F (225.735203 sec): 3 clusters Score: Raw -9003.232527 + Penalty 675.662864 = -8327.569664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 18 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.736417 sec): 2 clusters Score: Raw -3979.451140 + Penalty 711.954176 = -3267.496964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.736871 sec): 3 clusters Score: Raw -4200.288619 + Penalty 1423.671769 = -2776.616851 nChanged 11 SP:Iteration 1F (225.737318 sec): 3 clusters Score: Raw -4274.666710 + Penalty 1423.420093 = -2851.246617 nChanged 5 SP:Iteration 2Q (225.737724 sec): 3 clusters Score: Raw -4324.896943 + Penalty 1423.227896 = -2901.669048 nChanged 3 SP:Iteration 3Q (225.738127 sec): 3 clusters Score: Raw -4347.465397 + Penalty 1423.526029 = -2923.939368 nChanged 1 SP:Iteration 4Q (225.738528 sec): 3 clusters Score: Raw -4353.598547 + Penalty 1423.389401 = -2930.209145 nChanged 2 SP:Iteration 5Q (225.738928 sec): 3 clusters Score: Raw -4365.515276 + Penalty 1424.592510 = -2940.922766 nChanged 2 SP:Iteration 6Q (225.739327 sec): 3 clusters Score: Raw -4379.027001 + Penalty 1425.216070 = -2953.810931 nChanged 2 SP:Iteration 7Q (225.739726 sec): 3 clusters Score: Raw -4392.037997 + Penalty 1426.362181 = -2965.675815 nChanged 1 SP:Iteration 8Q (225.740127 sec): 3 clusters Score: Raw -4394.196239 + Penalty 1426.362181 = -2967.834058 nChanged 0 SP:Iteration 9F (225.740572 sec): 3 clusters Score: Raw -4394.196239 + Penalty 1426.362181 = -2967.834058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 19 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.742290 sec): 2 clusters Score: Raw -16448.212174 + Penalty 394.935180 = -16053.276994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.743118 sec): 3 clusters Score: Raw -16361.103108 + Penalty 788.112446 = -15572.990662 nChanged 119 SP:Iteration 1F (225.743931 sec): 3 clusters Score: Raw -16499.161993 + Penalty 788.081620 = -15711.080372 nChanged 32 SP:Iteration 2F (225.744726 sec): 3 clusters Score: Raw -16552.645873 + Penalty 790.251979 = -15762.393894 nChanged 22 SP:Iteration 3F (225.745506 sec): 3 clusters Score: Raw -16581.070495 + Penalty 793.603175 = -15787.467320 nChanged 16 SP:Iteration 4Q (225.746264 sec): 3 clusters Score: Raw -16609.881669 + Penalty 797.726290 = -15812.155379 nChanged 13 SP:Iteration 5Q (225.747021 sec): 3 clusters Score: Raw -16632.239021 + Penalty 796.031070 = -15836.207951 nChanged 8 SP:Iteration 6Q (225.747777 sec): 3 clusters Score: Raw -16642.301438 + Penalty 796.363734 = -15845.937705 nChanged 1 SP:Iteration 7Q (225.748530 sec): 3 clusters Score: Raw -16642.857596 + Penalty 796.363734 = -15846.493863 nChanged 0 SP:Iteration 8F (225.749309 sec): 3 clusters Score: Raw -16642.857596 + Penalty 796.363734 = -15846.493863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 21 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.751099 sec): 2 clusters Score: Raw -9039.378340 + Penalty 423.410394 = -8615.967947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.751675 sec): 3 clusters Score: Raw -8996.805049 + Penalty 846.820787 = -8149.984261 nChanged 53 SP:Iteration 1F (225.752241 sec): 3 clusters Score: Raw -9068.747803 + Penalty 847.693454 = -8221.054349 nChanged 18 SP:Iteration 2F (225.752803 sec): 3 clusters Score: Raw -9107.360210 + Penalty 847.200104 = -8260.160106 nChanged 7 SP:Iteration 3Q (225.753378 sec): 3 clusters Score: Raw -9116.745751 + Penalty 846.607042 = -8270.138710 nChanged 4 SP:Iteration 4Q (225.753922 sec): 3 clusters Score: Raw -9130.436296 + Penalty 847.011113 = -8283.425183 nChanged 5 SP:Iteration 5Q (225.754463 sec): 3 clusters Score: Raw -9150.910692 + Penalty 846.803655 = -8304.107037 nChanged 3 SP:Iteration 6Q (225.755002 sec): 3 clusters Score: Raw -9159.941324 + Penalty 846.838266 = -8313.103058 nChanged 1 SP:Iteration 7Q (225.755538 sec): 3 clusters Score: Raw -9160.193733 + Penalty 846.838266 = -8313.355467 nChanged 0 SP:Iteration 8F (225.756100 sec): 3 clusters Score: Raw -9160.193733 + Penalty 846.838266 = -8313.355467 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 25 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.758411 sec): 2 clusters Score: Raw -27067.600175 + Penalty 869.348223 = -26198.251952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.759515 sec): 3 clusters Score: Raw -26946.076758 + Penalty 1739.547655 = -25206.529103 nChanged 128 SP:Iteration 1F (225.760606 sec): 3 clusters Score: Raw -27079.489997 + Penalty 1741.870841 = -25337.619156 nChanged 30 SP:Iteration 2F (225.761691 sec): 3 clusters Score: Raw -27117.756940 + Penalty 1743.419829 = -25374.337111 nChanged 16 SP:Iteration 3Q (225.762757 sec): 3 clusters Score: Raw -27138.141149 + Penalty 1744.792348 = -25393.348801 nChanged 8 SP:Iteration 4Q (225.763820 sec): 3 clusters Score: Raw -27144.557402 + Penalty 1745.994224 = -25398.563178 nChanged 4 SP:Iteration 5Q (225.764874 sec): 3 clusters Score: Raw -27148.734507 + Penalty 1747.683520 = -25401.050988 nChanged 7 SP:Iteration 6Q (225.765957 sec): 3 clusters Score: Raw -27160.240026 + Penalty 1748.149495 = -25412.090532 nChanged 5 SP:Iteration 7Q (225.767018 sec): 3 clusters Score: Raw -27170.177483 + Penalty 1748.690625 = -25421.486858 nChanged 4 SP:Iteration 8Q (225.768081 sec): 3 clusters Score: Raw -27176.684222 + Penalty 1749.504613 = -25427.179609 nChanged 3 SP:Iteration 9Q (225.769138 sec): 3 clusters Score: Raw -27179.534999 + Penalty 1751.034522 = -25428.500477 nChanged 5 SP:Iteration 10F (225.770224 sec): 3 clusters Score: Raw -27184.611340 + Penalty 1752.502534 = -25432.108806 nChanged 5 SP:Iteration 11Q (225.771285 sec): 3 clusters Score: Raw -27191.322863 + Penalty 1753.613389 = -25437.709473 nChanged 4 SP:Iteration 12Q (225.772344 sec): 3 clusters Score: Raw -27196.702038 + Penalty 1756.034436 = -25440.667602 nChanged 8 SP:Iteration 13Q (225.773403 sec): 3 clusters Score: Raw -27203.141573 + Penalty 1757.472557 = -25445.669017 nChanged 5 SP:Iteration 14Q (225.774461 sec): 3 clusters Score: Raw -27207.831932 + Penalty 1758.038467 = -25449.793465 nChanged 5 SP:Iteration 15Q (225.775538 sec): 3 clusters Score: Raw -27214.240443 + Penalty 1758.102092 = -25456.138351 nChanged 2 SP:Iteration 16Q (225.776596 sec): 3 clusters Score: Raw -27215.200797 + Penalty 1758.339186 = -25456.861611 nChanged 2 SP:Iteration 17Q (225.777651 sec): 3 clusters Score: Raw -27217.174256 + Penalty 1758.498781 = -25458.675475 nChanged 1 SP:Iteration 18Q (225.778704 sec): 3 clusters Score: Raw -27217.622020 + Penalty 1758.498781 = -25459.123240 nChanged 0 SP:Iteration 19F (225.779804 sec): 3 clusters Score: Raw -27217.622020 + Penalty 1758.498781 = -25459.123240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 28 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.781231 sec): 2 clusters Score: Raw -7072.454689 + Penalty 506.493345 = -6565.961345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.781768 sec): 3 clusters Score: Raw -7055.210420 + Penalty 1015.189083 = -6040.021338 nChanged 45 SP:Iteration 1F (225.782296 sec): 3 clusters Score: Raw -7148.119673 + Penalty 1015.435723 = -6132.683950 nChanged 17 SP:Iteration 2F (225.782821 sec): 3 clusters Score: Raw -7207.231475 + Penalty 1013.543375 = -6193.688100 nChanged 10 SP:Iteration 3F (225.783380 sec): 3 clusters Score: Raw -7232.448958 + Penalty 1005.581710 = -6226.867248 nChanged 5 SP:Iteration 4Q (225.783865 sec): 3 clusters Score: Raw -7258.470124 + Penalty 1003.197220 = -6255.272904 nChanged 2 SP:Iteration 5Q (225.784342 sec): 3 clusters Score: Raw -7263.426499 + Penalty 1000.673817 = -6262.752682 nChanged 1 SP:Iteration 6Q (225.784817 sec): 3 clusters Score: Raw -7268.351472 + Penalty 1004.163931 = -6264.187540 nChanged 2 SP:Iteration 7Q (225.785291 sec): 3 clusters Score: Raw -7284.031252 + Penalty 1004.163931 = -6279.867320 nChanged 0 SP:Iteration 8F (225.785816 sec): 3 clusters Score: Raw -7284.031252 + Penalty 1004.163931 = -6279.867320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 30 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.787374 sec): 2 clusters Score: Raw -14616.773823 + Penalty 316.725069 = -14300.048755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.788083 sec): 3 clusters Score: Raw -14519.082815 + Penalty 632.902649 = -13886.180166 nChanged 84 SP:Iteration 1F (225.788780 sec): 3 clusters Score: Raw -14577.766173 + Penalty 636.804865 = -13940.961309 nChanged 26 SP:Iteration 2F (225.789475 sec): 3 clusters Score: Raw -14600.492589 + Penalty 642.504291 = -13957.988299 nChanged 18 SP:Iteration 3F (225.790175 sec): 3 clusters Score: Raw -14623.168986 + Penalty 653.760362 = -13969.408624 nChanged 16 SP:Iteration 4F (225.790869 sec): 3 clusters Score: Raw -14644.172228 + Penalty 666.334067 = -13977.838161 nChanged 14 SP:Iteration 5Q (225.791556 sec): 3 clusters Score: Raw -14667.807215 + Penalty 676.950391 = -13990.856824 nChanged 9 SP:Iteration 6Q (225.792243 sec): 3 clusters Score: Raw -14683.085194 + Penalty 694.035956 = -13989.049238 nChanged 12 SP:Iteration 7F (225.792937 sec): 3 clusters Score: Raw -14701.635781 + Penalty 709.605780 = -13992.030001 nChanged 9 SP:Iteration 8Q (225.793619 sec): 3 clusters Score: Raw -14720.337108 + Penalty 721.940389 = -13998.396719 nChanged 7 SP:Iteration 9Q (225.794293 sec): 3 clusters Score: Raw -14732.537338 + Penalty 729.101428 = -14003.435909 nChanged 7 SP:Iteration 10F (225.794988 sec): 3 clusters Score: Raw -14759.282218 + Penalty 729.841372 = -14029.440846 nChanged 4 SP:Iteration 11Q (225.795638 sec): 3 clusters Score: Raw -14772.550236 + Penalty 726.265869 = -14046.284367 nChanged 2 SP:Iteration 12Q (225.796280 sec): 3 clusters Score: Raw -14782.801098 + Penalty 719.341805 = -14063.459293 nChanged 3 SP:Iteration 13Q (225.796922 sec): 3 clusters Score: Raw -14786.091166 + Penalty 719.555400 = -14066.535766 nChanged 1 SP:Iteration 14Q (225.797562 sec): 3 clusters Score: Raw -14787.143000 + Penalty 717.215643 = -14069.927356 nChanged 1 SP:Iteration 15Q (225.798200 sec): 3 clusters Score: Raw -14787.911637 + Penalty 715.096988 = -14072.814649 nChanged 1 SP:Iteration 16Q (225.798839 sec): 3 clusters Score: Raw -14788.389064 + Penalty 715.096988 = -14073.292076 nChanged 0 SP:Iteration 17F (225.799533 sec): 3 clusters Score: Raw -14788.389064 + Penalty 715.096988 = -14073.292076 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 35 (803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.802620 sec): 2 clusters Score: Raw -40836.688600 + Penalty 616.730383 = -40219.958218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.804236 sec): 3 clusters Score: Raw -40453.279247 + Penalty 1257.816903 = -39195.462344 nChanged 265 SP:Iteration 1F (225.805845 sec): 3 clusters Score: Raw -40692.194101 + Penalty 1284.794432 = -39407.399669 nChanged 89 SP:Iteration 2F (225.807408 sec): 3 clusters Score: Raw -40774.298982 + Penalty 1296.274182 = -39478.024800 nChanged 32 SP:Iteration 3Q (225.808954 sec): 3 clusters Score: Raw -40797.062852 + Penalty 1308.550931 = -39488.511921 nChanged 25 SP:Iteration 4Q (225.810490 sec): 3 clusters Score: Raw -40815.626619 + Penalty 1316.804266 = -39498.822353 nChanged 19 SP:Iteration 5Q (225.812091 sec): 3 clusters Score: Raw -40829.819531 + Penalty 1325.504124 = -39504.315407 nChanged 18 SP:Iteration 6Q (225.813670 sec): 3 clusters Score: Raw -40846.365770 + Penalty 1339.174751 = -39507.191018 nChanged 17 SP:Iteration 7Q (225.815221 sec): 3 clusters Score: Raw -40863.455537 + Penalty 1347.261299 = -39516.194238 nChanged 12 SP:Iteration 8Q (225.816728 sec): 3 clusters Score: Raw -40878.719035 + Penalty 1355.370592 = -39523.348443 nChanged 13 SP:Iteration 9Q (225.818262 sec): 3 clusters Score: Raw -40896.270985 + Penalty 1363.391220 = -39532.879765 nChanged 15 SP:Iteration 10F (225.819844 sec): 3 clusters Score: Raw -40913.191418 + Penalty 1369.758315 = -39543.433103 nChanged 7 SP:Iteration 11Q (225.821326 sec): 3 clusters Score: Raw -40923.339743 + Penalty 1375.387466 = -39547.952278 nChanged 3 SP:Iteration 12Q (225.822792 sec): 3 clusters Score: Raw -40926.854093 + Penalty 1378.752050 = -39548.102043 nChanged 4 SP:Iteration 13Q (225.824296 sec): 3 clusters Score: Raw -40930.895636 + Penalty 1380.952368 = -39549.943268 nChanged 2 SP:Iteration 14Q (225.825776 sec): 3 clusters Score: Raw -40937.460956 + Penalty 1380.762626 = -39556.698330 nChanged 3 SP:Iteration 15Q (225.827229 sec): 3 clusters Score: Raw -40941.337500 + Penalty 1380.762626 = -39560.574874 nChanged 0 SP:Iteration 16F (225.828783 sec): 3 clusters Score: Raw -40941.337500 + Penalty 1380.762626 = -39560.574874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 37 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.830125 sec): 2 clusters Score: Raw -6061.411878 + Penalty 120.403396 = -5941.008483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.830572 sec): 3 clusters Score: Raw -6013.630092 + Penalty 238.834735 = -5774.795358 nChanged 40 SP:Iteration 1F (225.831010 sec): 3 clusters Score: Raw -6058.420814 + Penalty 237.962885 = -5820.457929 nChanged 13 SP:Iteration 2F (225.831448 sec): 3 clusters Score: Raw -6074.772809 + Penalty 236.812337 = -5837.960473 nChanged 7 SP:Iteration 3F (225.831883 sec): 3 clusters Score: Raw -6086.637674 + Penalty 236.893033 = -5849.744641 nChanged 4 SP:Iteration 4Q (225.832310 sec): 3 clusters Score: Raw -6088.877393 + Penalty 236.893033 = -5851.984360 nChanged 0 SP:Iteration 5F (225.832744 sec): 3 clusters Score: Raw -6088.877393 + Penalty 236.893033 = -5851.984360 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 38 (806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.835731 sec): 2 clusters Score: Raw -37890.188693 + Penalty 393.060775 = -37497.127918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.837356 sec): 3 clusters Score: Raw -37479.460339 + Penalty 786.151419 = -36693.308920 nChanged 296 SP:Iteration 1F (225.838945 sec): 3 clusters Score: Raw -37750.612404 + Penalty 787.254360 = -36963.358044 nChanged 93 SP:Iteration 2F (225.840517 sec): 3 clusters Score: Raw -37839.904409 + Penalty 789.278469 = -37050.625940 nChanged 49 SP:Iteration 3F (225.842133 sec): 3 clusters Score: Raw -37883.428432 + Penalty 791.913210 = -37091.515221 nChanged 25 SP:Iteration 4Q (225.843706 sec): 3 clusters Score: Raw -37902.705388 + Penalty 792.368405 = -37110.336983 nChanged 12 SP:Iteration 5Q (225.845256 sec): 3 clusters Score: Raw -37909.765768 + Penalty 792.754527 = -37117.011240 nChanged 8 SP:Iteration 6Q (225.846795 sec): 3 clusters Score: Raw -37913.971106 + Penalty 793.403788 = -37120.567318 nChanged 6 SP:Iteration 7Q (225.848332 sec): 3 clusters Score: Raw -37916.862025 + Penalty 794.196756 = -37122.665269 nChanged 6 SP:Iteration 8Q (225.849867 sec): 3 clusters Score: Raw -37919.823471 + Penalty 794.750487 = -37125.072985 nChanged 6 SP:Iteration 9Q (225.851402 sec): 3 clusters Score: Raw -37921.633881 + Penalty 795.394220 = -37126.239661 nChanged 4 SP:Iteration 10F (225.852968 sec): 3 clusters Score: Raw -37923.313538 + Penalty 796.238871 = -37127.074668 nChanged 3 SP:Iteration 11Q (225.854538 sec): 3 clusters Score: Raw -37924.831157 + Penalty 796.514090 = -37128.317067 nChanged 2 SP:Iteration 12Q (225.856121 sec): 3 clusters Score: Raw -37925.504484 + Penalty 796.782347 = -37128.722137 nChanged 2 SP:Iteration 13Q (225.857685 sec): 3 clusters Score: Raw -37927.780682 + Penalty 797.331830 = -37130.448852 nChanged 2 SP:Iteration 14Q (225.859231 sec): 3 clusters Score: Raw -37930.683336 + Penalty 799.553617 = -37131.129719 nChanged 7 SP:Iteration 15Q (225.860774 sec): 3 clusters Score: Raw -37938.277637 + Penalty 802.759373 = -37135.518264 nChanged 9 SP:Iteration 16Q (225.862344 sec): 3 clusters Score: Raw -37948.907512 + Penalty 805.207780 = -37143.699732 nChanged 7 SP:Iteration 17Q (225.863905 sec): 3 clusters Score: Raw -37958.161193 + Penalty 805.188449 = -37152.972744 nChanged 9 SP:Iteration 18Q (225.865434 sec): 3 clusters Score: Raw -37964.578457 + Penalty 806.112210 = -37158.466247 nChanged 10 SP:Iteration 19Q (225.866954 sec): 3 clusters Score: Raw -37975.012148 + Penalty 807.854607 = -37167.157541 nChanged 11 SP:Iteration 20F (225.868518 sec): 3 clusters Score: Raw -37992.640804 + Penalty 811.848550 = -37180.792254 nChanged 20 SP:Iteration 21Q (225.870057 sec): 3 clusters Score: Raw -38023.766960 + Penalty 814.606905 = -37209.160056 nChanged 15 SP:Iteration 22Q (225.871550 sec): 3 clusters Score: Raw -38052.627002 + Penalty 818.741067 = -37233.885935 nChanged 16 SP:Iteration 23Q (225.873015 sec): 3 clusters Score: Raw -38070.610198 + Penalty 820.934064 = -37249.676134 nChanged 12 SP:Iteration 24Q (225.874461 sec): 3 clusters Score: Raw -38086.650207 + Penalty 823.617127 = -37263.033080 nChanged 10 SP:Iteration 25Q (225.875899 sec): 3 clusters Score: Raw -38101.603979 + Penalty 824.166259 = -37277.437720 nChanged 5 SP:Iteration 26Q (225.877328 sec): 3 clusters Score: Raw -38108.921911 + Penalty 823.228265 = -37285.693646 nChanged 8 SP:Iteration 27Q (225.878791 sec): 3 clusters Score: Raw -38115.734560 + Penalty 822.047063 = -37293.687498 nChanged 5 SP:Iteration 28Q (225.880257 sec): 3 clusters Score: Raw -38118.141067 + Penalty 822.354118 = -37295.786948 nChanged 4 SP:Iteration 29Q (225.881697 sec): 3 clusters Score: Raw -38121.197540 + Penalty 821.730533 = -37299.467006 nChanged 4 SP:Iteration 30F (225.883307 sec): 3 clusters Score: Raw -38122.812148 + Penalty 821.730533 = -37301.081615 nChanged 0 Memory request: 0.02 GB would take us to total of 0.49 GB. Trying to split cluster 39 (3119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.898083 sec): 2 clusters Score: Raw -156188.568695 + Penalty 548.905508 = -155639.663186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.903848 sec): 3 clusters Score: Raw -154310.910941 + Penalty 1104.430066 = -153206.480875 nChanged 1294 SP:Iteration 1F (225.909510 sec): 3 clusters Score: Raw -155214.265854 + Penalty 1126.420939 = -154087.844914 nChanged 496 SP:Iteration 2F (225.915141 sec): 3 clusters Score: Raw -155604.772153 + Penalty 1147.905944 = -154456.866209 nChanged 292 SP:Iteration 3F (225.920763 sec): 3 clusters Score: Raw -155833.720818 + Penalty 1164.614676 = -154669.106141 nChanged 173 SP:Iteration 4F (225.926408 sec): 3 clusters Score: Raw -155940.968300 + Penalty 1172.660749 = -154768.307551 nChanged 100 SP:Iteration 5Q (225.931948 sec): 3 clusters Score: Raw -155994.334270 + Penalty 1178.168484 = -154816.165787 nChanged 78 SP:Iteration 6Q (225.937428 sec): 3 clusters Score: Raw -156043.768946 + Penalty 1188.340883 = -154855.428063 nChanged 65 SP:Iteration 7Q (225.942888 sec): 3 clusters Score: Raw -156103.525436 + Penalty 1201.287777 = -154902.237659 nChanged 69 SP:Iteration 8Q (225.948233 sec): 3 clusters Score: Raw -156150.244715 + Penalty 1207.758038 = -154942.486677 nChanged 50 SP:Iteration 9Q (225.953519 sec): 3 clusters Score: Raw -156179.159631 + Penalty 1215.439889 = -154963.719741 nChanged 37 SP:Iteration 10F (225.959255 sec): 3 clusters Score: Raw -156197.359874 + Penalty 1221.484277 = -154975.875597 nChanged 22 SP:Iteration 11Q (225.964451 sec): 3 clusters Score: Raw -156206.174303 + Penalty 1228.839235 = -154977.335069 nChanged 27 SP:Iteration 12Q (225.969588 sec): 3 clusters Score: Raw -156215.983824 + Penalty 1234.817199 = -154981.166625 nChanged 18 SP:Iteration 13Q (225.974683 sec): 3 clusters Score: Raw -156223.521912 + Penalty 1241.516931 = -154982.004981 nChanged 19 SP:Iteration 14Q (225.979762 sec): 3 clusters Score: Raw -156229.732954 + Penalty 1245.856590 = -154983.876364 nChanged 13 SP:Iteration 15Q (225.984996 sec): 3 clusters Score: Raw -156234.796380 + Penalty 1249.876961 = -154984.919418 nChanged 10 SP:Iteration 16Q (225.990286 sec): 3 clusters Score: Raw -156238.076675 + Penalty 1254.316039 = -154983.760636 nChanged 10 SP:Iteration 17F (225.995871 sec): 3 clusters Score: Raw -156240.614289 + Penalty 1256.942628 = -154983.671662 nChanged 8 SP:Iteration 18F (226.001452 sec): 3 clusters Score: Raw -156242.548961 + Penalty 1261.316333 = -154981.232628 nChanged 14 SP:Iteration 19F (226.007015 sec): 3 clusters Score: Raw -156248.119787 + Penalty 1267.792727 = -154980.327060 nChanged 19 SP:Iteration 20F (226.012579 sec): 3 clusters Score: Raw -156252.974273 + Penalty 1270.077101 = -154982.897172 nChanged 9 SP:Iteration 21Q (226.017504 sec): 3 clusters Score: Raw -156255.787963 + Penalty 1272.864269 = -154982.923694 nChanged 10 SP:Iteration 22Q (226.022448 sec): 3 clusters Score: Raw -156260.030700 + Penalty 1274.725673 = -154985.305027 nChanged 6 SP:Iteration 23Q (226.027383 sec): 3 clusters Score: Raw -156261.818197 + Penalty 1278.552524 = -154983.265673 nChanged 5 SP:Iteration 24F (226.032957 sec): 3 clusters Score: Raw -156263.112829 + Penalty 1283.814289 = -154979.298540 nChanged 8 SP:Iteration 25F (226.038622 sec): 3 clusters Score: Raw -156265.881747 + Penalty 1289.856961 = -154976.024787 nChanged 13 SP:Iteration 26F (226.044232 sec): 3 clusters Score: Raw -156270.709735 + Penalty 1297.779707 = -154972.930028 nChanged 12 SP:Iteration 27F (226.049800 sec): 3 clusters Score: Raw -156275.712768 + Penalty 1300.121532 = -154975.591237 nChanged 3 SP:Iteration 28Q (226.054621 sec): 3 clusters Score: Raw -156277.132248 + Penalty 1302.410000 = -154974.722248 nChanged 3 SP:Iteration 29F (226.060214 sec): 3 clusters Score: Raw -156279.587657 + Penalty 1301.847947 = -154977.739709 nChanged 6 SP:Iteration 30F (226.065773 sec): 3 clusters Score: Raw -156281.799433 + Penalty 1303.555185 = -154978.244248 nChanged 4 SP:Iteration 31Q (226.070558 sec): 3 clusters Score: Raw -156283.763941 + Penalty 1304.520858 = -154979.243083 nChanged 1 SP:Iteration 32Q (226.075329 sec): 3 clusters Score: Raw -156283.862096 + Penalty 1304.520858 = -154979.341238 nChanged 0 SP:Iteration 33F (226.080925 sec): 3 clusters Score: Raw -156283.862096 + Penalty 1304.520858 = -154979.341238 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 41 (1523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.087985 sec): 2 clusters Score: Raw -75909.122786 + Penalty 115.563914 = -75793.558872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.090915 sec): 3 clusters Score: Raw -74994.779785 + Penalty 228.165821 = -74766.613964 nChanged 680 SP:Iteration 1F (226.093705 sec): 3 clusters Score: Raw -75689.706523 + Penalty 243.219999 = -75446.486524 nChanged 135 SP:Iteration 2F (226.096488 sec): 3 clusters Score: Raw -75786.926831 + Penalty 253.381084 = -75533.545747 nChanged 85 SP:Iteration 3F (226.099264 sec): 3 clusters Score: Raw -75853.397841 + Penalty 267.409094 = -75585.988747 nChanged 57 SP:Iteration 4Q (226.102049 sec): 3 clusters Score: Raw -75897.385431 + Penalty 279.310787 = -75618.074644 nChanged 36 SP:Iteration 5Q (226.104829 sec): 3 clusters Score: Raw -75925.140606 + Penalty 289.366330 = -75635.774276 nChanged 27 SP:Iteration 6Q (226.107571 sec): 3 clusters Score: Raw -75940.200763 + Penalty 297.341328 = -75642.859435 nChanged 15 SP:Iteration 7Q (226.110345 sec): 3 clusters Score: Raw -75948.866338 + Penalty 314.289014 = -75634.577323 nChanged 14 SP:Iteration 8F (226.113166 sec): 3 clusters Score: Raw -75955.729880 + Penalty 323.951826 = -75631.778053 nChanged 8 SP:Iteration 9F (226.115936 sec): 3 clusters Score: Raw -75957.814765 + Penalty 327.099944 = -75630.714821 nChanged 4 SP:Iteration 10F (226.118701 sec): 3 clusters Score: Raw -75958.549338 + Penalty 327.099944 = -75631.449394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 50 (472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.122262 sec): 2 clusters Score: Raw -23364.211798 + Penalty 344.698166 = -23019.513632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.123315 sec): 3 clusters Score: Raw -23128.870176 + Penalty 699.169548 = -22429.700628 nChanged 149 SP:Iteration 1F (226.124337 sec): 3 clusters Score: Raw -23256.928662 + Penalty 720.345920 = -22536.582742 nChanged 64 SP:Iteration 2F (226.125362 sec): 3 clusters Score: Raw -23351.034794 + Penalty 748.804922 = -22602.229871 nChanged 49 SP:Iteration 3F (226.126380 sec): 3 clusters Score: Raw -23422.397673 + Penalty 785.178816 = -22637.218857 nChanged 30 SP:Iteration 4F (226.127394 sec): 3 clusters Score: Raw -23464.317561 + Penalty 803.250268 = -22661.067293 nChanged 13 SP:Iteration 5Q (226.128351 sec): 3 clusters Score: Raw -23484.525639 + Penalty 807.961699 = -22676.563940 nChanged 6 SP:Iteration 6Q (226.129290 sec): 3 clusters Score: Raw -23490.295661 + Penalty 810.983890 = -22679.311771 nChanged 2 SP:Iteration 7Q (226.130227 sec): 3 clusters Score: Raw -23493.685862 + Penalty 811.714938 = -22681.970924 nChanged 1 SP:Iteration 8Q (226.131150 sec): 3 clusters Score: Raw -23494.363145 + Penalty 811.714938 = -22682.648207 nChanged 0 SP:Iteration 9F (226.132163 sec): 3 clusters Score: Raw -23494.363145 + Penalty 811.714938 = -22682.648207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 53 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.133296 sec): 2 clusters Score: Raw -10094.996260 + Penalty 216.770996 = -9878.225264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.133868 sec): 3 clusters Score: Raw -10016.916948 + Penalty 416.859770 = -9600.057178 nChanged 66 SP:Iteration 1F (226.134432 sec): 3 clusters Score: Raw -10104.760206 + Penalty 416.584753 = -9688.175453 nChanged 18 SP:Iteration 2F (226.134994 sec): 3 clusters Score: Raw -10122.426562 + Penalty 424.582224 = -9697.844338 nChanged 10 SP:Iteration 3Q (226.135546 sec): 3 clusters Score: Raw -10136.039198 + Penalty 433.825769 = -9702.213429 nChanged 9 SP:Iteration 4Q (226.136097 sec): 3 clusters Score: Raw -10146.535354 + Penalty 433.825769 = -9712.709585 nChanged 0 SP:Iteration 5F (226.136660 sec): 3 clusters Score: Raw -10146.535354 + Penalty 433.825769 = -9712.709585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 54 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.138167 sec): 2 clusters Score: Raw -10198.650222 + Penalty 650.299109 = -9548.351112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.138775 sec): 3 clusters Score: Raw -10265.395709 + Penalty 1309.396330 = -8955.999380 nChanged 52 SP:Iteration 1F (226.139372 sec): 3 clusters Score: Raw -10421.166769 + Penalty 1297.303782 = -9123.862986 nChanged 15 SP:Iteration 2F (226.139969 sec): 3 clusters Score: Raw -10483.457255 + Penalty 1296.252249 = -9187.205006 nChanged 6 SP:Iteration 3Q (226.140520 sec): 3 clusters Score: Raw -10528.307456 + Penalty 1294.815617 = -9233.491838 nChanged 4 SP:Iteration 4Q (226.141058 sec): 3 clusters Score: Raw -10557.928918 + Penalty 1293.093021 = -9264.835896 nChanged 1 SP:Iteration 5Q (226.141591 sec): 3 clusters Score: Raw -10562.505210 + Penalty 1293.093021 = -9269.412189 nChanged 0 SP:Iteration 6F (226.142186 sec): 3 clusters Score: Raw -10562.505210 + Penalty 1293.093021 = -9269.412189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 57 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.143921 sec): 2 clusters Score: Raw -13666.056649 + Penalty 291.016591 = -13375.040058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.144619 sec): 3 clusters Score: Raw -13542.743696 + Penalty 579.737942 = -12963.005754 nChanged 74 SP:Iteration 1F (226.145312 sec): 3 clusters Score: Raw -13620.666470 + Penalty 582.244892 = -13038.421578 nChanged 33 SP:Iteration 2F (226.146000 sec): 3 clusters Score: Raw -13658.730710 + Penalty 586.326587 = -13072.404123 nChanged 16 SP:Iteration 3F (226.146687 sec): 3 clusters Score: Raw -13685.260878 + Penalty 593.354361 = -13091.906517 nChanged 14 SP:Iteration 4F (226.147373 sec): 3 clusters Score: Raw -13704.500103 + Penalty 608.012619 = -13096.487484 nChanged 17 SP:Iteration 5F (226.148056 sec): 3 clusters Score: Raw -13725.931804 + Penalty 627.641852 = -13098.289952 nChanged 13 SP:Iteration 6Q (226.148720 sec): 3 clusters Score: Raw -13738.273397 + Penalty 665.556228 = -13072.717169 nChanged 15 SP:Iteration 7F (226.149407 sec): 3 clusters Score: Raw -13760.124351 + Penalty 693.866678 = -13066.257673 nChanged 8 SP:Iteration 8F (226.150096 sec): 3 clusters Score: Raw -13773.798784 + Penalty 708.078828 = -13065.719956 nChanged 3 SP:Iteration 9F (226.150782 sec): 3 clusters Score: Raw -13781.693618 + Penalty 708.887288 = -13072.806330 nChanged 1 SP:Iteration 10F (226.151468 sec): 3 clusters Score: Raw -13782.459098 + Penalty 708.887288 = -13073.571810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 58 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.152579 sec): 2 clusters Score: Raw -3745.220528 + Penalty 503.925362 = -3241.295166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.152946 sec): 3 clusters Score: Raw -3844.188115 + Penalty 1006.806418 = -2837.381696 nChanged 8 SP:Iteration 1F (226.153307 sec): 3 clusters Score: Raw -3860.590972 + Penalty 1007.771812 = -2852.819159 nChanged 2 SP:Iteration 2Q (226.153649 sec): 3 clusters Score: Raw -3866.102396 + Penalty 1009.265916 = -2856.836480 nChanged 2 SP:Iteration 3Q (226.153990 sec): 3 clusters Score: Raw -3871.873329 + Penalty 1009.265916 = -2862.607413 nChanged 0 SP:Iteration 4F (226.154348 sec): 3 clusters Score: Raw -3871.873329 + Penalty 1009.265916 = -2862.607413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 60 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.157330 sec): 2 clusters Score: Raw -26851.221697 + Penalty 832.369932 = -26018.851765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.158427 sec): 3 clusters Score: Raw -26701.507959 + Penalty 1664.145068 = -25037.362892 nChanged 124 SP:Iteration 1F (226.159456 sec): 3 clusters Score: Raw -26832.621836 + Penalty 1663.999516 = -25168.622320 nChanged 31 SP:Iteration 2F (226.160486 sec): 3 clusters Score: Raw -26866.546735 + Penalty 1662.998641 = -25203.548093 nChanged 15 SP:Iteration 3Q (226.161500 sec): 3 clusters Score: Raw -26882.095828 + Penalty 1663.258593 = -25218.837235 nChanged 4 SP:Iteration 4Q (226.162510 sec): 3 clusters Score: Raw -26885.644357 + Penalty 1663.760109 = -25221.884247 nChanged 3 SP:Iteration 5Q (226.163519 sec): 3 clusters Score: Raw -26887.437892 + Penalty 1663.957838 = -25223.480053 nChanged 1 SP:Iteration 6Q (226.164527 sec): 3 clusters Score: Raw -26887.737998 + Penalty 1664.332018 = -25223.405980 nChanged 2 SP:Iteration 7F (226.165551 sec): 3 clusters Score: Raw -26888.789950 + Penalty 1664.958912 = -25223.831038 nChanged 3 SP:Iteration 8Q (226.166558 sec): 3 clusters Score: Raw -26891.372749 + Penalty 1665.627136 = -25225.745613 nChanged 3 SP:Iteration 9Q (226.167566 sec): 3 clusters Score: Raw -26893.879483 + Penalty 1666.091571 = -25227.787913 nChanged 4 SP:Iteration 10F (226.168620 sec): 3 clusters Score: Raw -26896.842170 + Penalty 1666.355258 = -25230.486913 nChanged 5 SP:Iteration 11Q (226.169628 sec): 3 clusters Score: Raw -26906.779842 + Penalty 1667.008598 = -25239.771244 nChanged 6 SP:Iteration 12Q (226.170639 sec): 3 clusters Score: Raw -26911.459273 + Penalty 1667.073571 = -25244.385702 nChanged 4 SP:Iteration 13Q (226.171646 sec): 3 clusters Score: Raw -26918.347011 + Penalty 1668.694646 = -25249.652365 nChanged 9 SP:Iteration 14Q (226.172658 sec): 3 clusters Score: Raw -26924.907932 + Penalty 1669.387375 = -25255.520557 nChanged 6 SP:Iteration 15Q (226.173662 sec): 3 clusters Score: Raw -26933.059021 + Penalty 1670.983931 = -25262.075090 nChanged 6 SP:Iteration 16Q (226.174666 sec): 3 clusters Score: Raw -26940.966539 + Penalty 1673.224684 = -25267.741855 nChanged 6 SP:Iteration 17Q (226.175666 sec): 3 clusters Score: Raw -26950.214131 + Penalty 1675.918286 = -25274.295845 nChanged 5 SP:Iteration 18Q (226.176663 sec): 3 clusters Score: Raw -26955.686326 + Penalty 1677.379475 = -25278.306850 nChanged 3 SP:Iteration 19Q (226.177658 sec): 3 clusters Score: Raw -26956.962837 + Penalty 1679.275937 = -25277.686900 nChanged 4 SP:Iteration 20F (226.178682 sec): 3 clusters Score: Raw -26959.688105 + Penalty 1682.056723 = -25277.631382 nChanged 7 SP:Iteration 21F (226.179705 sec): 3 clusters Score: Raw -26967.138785 + Penalty 1686.945433 = -25280.193352 nChanged 10 SP:Iteration 22Q (226.180700 sec): 3 clusters Score: Raw -26977.374926 + Penalty 1691.474664 = -25285.900263 nChanged 9 SP:Iteration 23Q (226.181687 sec): 3 clusters Score: Raw -26984.528891 + Penalty 1694.527671 = -25290.001220 nChanged 9 SP:Iteration 24Q (226.182692 sec): 3 clusters Score: Raw -27000.157156 + Penalty 1695.628870 = -25304.528286 nChanged 3 SP:Iteration 25Q (226.183675 sec): 3 clusters Score: Raw -27005.897530 + Penalty 1695.534748 = -25310.362782 nChanged 2 SP:Iteration 26Q (226.184651 sec): 3 clusters Score: Raw -27010.687283 + Penalty 1695.994900 = -25314.692383 nChanged 3 SP:Iteration 27Q (226.185641 sec): 3 clusters Score: Raw -27012.896208 + Penalty 1697.571707 = -25315.324501 nChanged 3 SP:Iteration 28Q (226.186610 sec): 3 clusters Score: Raw -27016.373132 + Penalty 1697.566732 = -25318.806400 nChanged 1 SP:Iteration 29Q (226.187580 sec): 3 clusters Score: Raw -27018.980788 + Penalty 1697.566732 = -25321.414056 nChanged 0 SP:Iteration 30F (226.188600 sec): 3 clusters Score: Raw -27018.980788 + Penalty 1697.566732 = -25321.414056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 67 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.190777 sec): 2 clusters Score: Raw -22615.825894 + Penalty 671.101183 = -21944.724712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.191724 sec): 3 clusters Score: Raw -22492.764456 + Penalty 1342.239893 = -21150.524563 nChanged 90 SP:Iteration 1F (226.192653 sec): 3 clusters Score: Raw -22571.752051 + Penalty 1341.466723 = -21230.285328 nChanged 21 SP:Iteration 2Q (226.193573 sec): 3 clusters Score: Raw -22597.008665 + Penalty 1339.915899 = -21257.092766 nChanged 14 SP:Iteration 3Q (226.194486 sec): 3 clusters Score: Raw -22611.177711 + Penalty 1339.965008 = -21271.212703 nChanged 10 SP:Iteration 4Q (226.195394 sec): 3 clusters Score: Raw -22619.487812 + Penalty 1339.499484 = -21279.988328 nChanged 7 SP:Iteration 5Q (226.196299 sec): 3 clusters Score: Raw -22624.363271 + Penalty 1340.220951 = -21284.142320 nChanged 4 SP:Iteration 6Q (226.197204 sec): 3 clusters Score: Raw -22627.636676 + Penalty 1339.843184 = -21287.793492 nChanged 4 SP:Iteration 7Q (226.198108 sec): 3 clusters Score: Raw -22629.265546 + Penalty 1339.857363 = -21289.408183 nChanged 3 SP:Iteration 8Q (226.199014 sec): 3 clusters Score: Raw -22632.040553 + Penalty 1340.061837 = -21291.978716 nChanged 4 SP:Iteration 9Q (226.199919 sec): 3 clusters Score: Raw -22633.830568 + Penalty 1340.260004 = -21293.570564 nChanged 7 SP:Iteration 10F (226.200877 sec): 3 clusters Score: Raw -22641.883822 + Penalty 1341.871987 = -21300.011835 nChanged 12 SP:Iteration 11Q (226.201788 sec): 3 clusters Score: Raw -22655.204729 + Penalty 1343.956919 = -21311.247810 nChanged 14 SP:Iteration 12Q (226.202696 sec): 3 clusters Score: Raw -22676.381299 + Penalty 1346.082331 = -21330.298967 nChanged 12 SP:Iteration 13Q (226.203602 sec): 3 clusters Score: Raw -22691.939651 + Penalty 1346.939405 = -21345.000246 nChanged 14 SP:Iteration 14Q (226.204509 sec): 3 clusters Score: Raw -22721.235453 + Penalty 1347.981010 = -21373.254444 nChanged 17 SP:Iteration 15Q (226.205413 sec): 3 clusters Score: Raw -22746.871740 + Penalty 1348.397025 = -21398.474715 nChanged 9 SP:Iteration 16Q (226.206311 sec): 3 clusters Score: Raw -22760.658656 + Penalty 1349.041564 = -21411.617092 nChanged 5 SP:Iteration 17Q (226.207207 sec): 3 clusters Score: Raw -22765.451474 + Penalty 1350.112973 = -21415.338501 nChanged 6 SP:Iteration 18Q (226.208103 sec): 3 clusters Score: Raw -22770.995540 + Penalty 1350.921248 = -21420.074292 nChanged 3 SP:Iteration 19Q (226.208999 sec): 3 clusters Score: Raw -22775.157718 + Penalty 1351.670257 = -21423.487462 nChanged 4 SP:Iteration 20F (226.209928 sec): 3 clusters Score: Raw -22778.313008 + Penalty 1351.693035 = -21426.619973 nChanged 3 SP:Iteration 21Q (226.210828 sec): 3 clusters Score: Raw -22782.926309 + Penalty 1351.616946 = -21431.309363 nChanged 6 SP:Iteration 22Q (226.211728 sec): 3 clusters Score: Raw -22791.080199 + Penalty 1351.930075 = -21439.150124 nChanged 6 SP:Iteration 23Q (226.212626 sec): 3 clusters Score: Raw -22797.897496 + Penalty 1352.255663 = -21445.641833 nChanged 2 SP:Iteration 24Q (226.213522 sec): 3 clusters Score: Raw -22800.815581 + Penalty 1352.264455 = -21448.551126 nChanged 2 SP:Iteration 25Q (226.214415 sec): 3 clusters Score: Raw -22804.032430 + Penalty 1352.433365 = -21451.599065 nChanged 1 SP:Iteration 26Q (226.215309 sec): 3 clusters Score: Raw -22804.938307 + Penalty 1352.433365 = -21452.504942 nChanged 0 SP:Iteration 27F (226.216237 sec): 3 clusters Score: Raw -22804.938307 + Penalty 1352.433365 = -21452.504942 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 68 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.217585 sec): 2 clusters Score: Raw -7540.510078 + Penalty 223.870830 = -7316.639248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.218082 sec): 3 clusters Score: Raw -7493.377336 + Penalty 457.832769 = -7035.544567 nChanged 37 SP:Iteration 1F (226.218568 sec): 3 clusters Score: Raw -7536.346676 + Penalty 474.300936 = -7062.045740 nChanged 13 SP:Iteration 2F (226.219053 sec): 3 clusters Score: Raw -7568.879083 + Penalty 490.993189 = -7077.885893 nChanged 10 SP:Iteration 3F (226.219538 sec): 3 clusters Score: Raw -7588.953648 + Penalty 495.274706 = -7093.678942 nChanged 2 SP:Iteration 4Q (226.219999 sec): 3 clusters Score: Raw -7593.745058 + Penalty 495.274706 = -7098.470352 nChanged 0 SP:Iteration 5F (226.220485 sec): 3 clusters Score: Raw -7593.745058 + Penalty 495.274706 = -7098.470352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 78 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.221658 sec): 2 clusters Score: Raw -5480.008647 + Penalty 660.783600 = -4819.225047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.222100 sec): 3 clusters Score: Raw -5566.446947 + Penalty 1319.419340 = -4247.027606 nChanged 12 SP:Iteration 1F (226.222532 sec): 3 clusters Score: Raw -5604.042232 + Penalty 1318.156309 = -4285.885924 nChanged 1 SP:Iteration 2Q (226.222941 sec): 3 clusters Score: Raw -5610.561180 + Penalty 1319.419340 = -4291.141840 nChanged 1 SP:Iteration 3Q (226.223348 sec): 3 clusters Score: Raw -5636.501108 + Penalty 1320.508375 = -4315.992733 nChanged 1 SP:Iteration 4Q (226.223755 sec): 3 clusters Score: Raw -5639.697055 + Penalty 1320.508375 = -4319.188680 nChanged 0 SP:Iteration 5F (226.224210 sec): 3 clusters Score: Raw -5639.697055 + Penalty 1320.508375 = -4319.188680 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 80 (696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.228380 sec): 2 clusters Score: Raw -29465.923147 + Penalty 584.523875 = -28881.399272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.229878 sec): 3 clusters Score: Raw -29192.663298 + Penalty 1169.899400 = -28022.763898 nChanged 216 SP:Iteration 1F (226.231318 sec): 3 clusters Score: Raw -29425.102561 + Penalty 1173.134507 = -28251.968053 nChanged 65 SP:Iteration 2F (226.232729 sec): 3 clusters Score: Raw -29504.141403 + Penalty 1180.333371 = -28323.808032 nChanged 45 SP:Iteration 3F (226.234150 sec): 3 clusters Score: Raw -29565.731827 + Penalty 1184.081735 = -28381.650092 nChanged 29 SP:Iteration 4Q (226.235530 sec): 3 clusters Score: Raw -29592.973608 + Penalty 1187.378483 = -28405.595125 nChanged 17 SP:Iteration 5Q (226.236896 sec): 3 clusters Score: Raw -29605.289724 + Penalty 1190.126131 = -28415.163593 nChanged 8 SP:Iteration 6Q (226.238244 sec): 3 clusters Score: Raw -29612.367117 + Penalty 1192.941596 = -28419.425521 nChanged 11 SP:Iteration 7Q (226.239622 sec): 3 clusters Score: Raw -29620.141283 + Penalty 1194.815497 = -28425.325786 nChanged 8 SP:Iteration 8Q (226.240992 sec): 3 clusters Score: Raw -29630.253729 + Penalty 1198.193044 = -28432.060685 nChanged 9 SP:Iteration 9Q (226.242359 sec): 3 clusters Score: Raw -29638.307733 + Penalty 1199.904423 = -28438.403310 nChanged 3 SP:Iteration 10F (226.243784 sec): 3 clusters Score: Raw -29642.961780 + Penalty 1202.618580 = -28440.343200 nChanged 5 SP:Iteration 11Q (226.245158 sec): 3 clusters Score: Raw -29650.381177 + Penalty 1203.894117 = -28446.487059 nChanged 3 SP:Iteration 12Q (226.246527 sec): 3 clusters Score: Raw -29655.176832 + Penalty 1204.059676 = -28451.117156 nChanged 3 SP:Iteration 13Q (226.247904 sec): 3 clusters Score: Raw -29657.304451 + Penalty 1205.308045 = -28451.996407 nChanged 2 SP:Iteration 14Q (226.249265 sec): 3 clusters Score: Raw -29658.483847 + Penalty 1205.308045 = -28453.175802 nChanged 0 SP:Iteration 15F (226.250672 sec): 3 clusters Score: Raw -29658.483847 + Penalty 1205.308045 = -28453.175802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 81 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.253970 sec): 2 clusters Score: Raw -6541.476506 + Penalty 720.477643 = -5820.998863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.254442 sec): 3 clusters Score: Raw -6698.634080 + Penalty 1444.234680 = -5254.399400 nChanged 21 SP:Iteration 1F (226.254917 sec): 3 clusters Score: Raw -6790.814033 + Penalty 1444.390996 = -5346.423037 nChanged 7 SP:Iteration 2Q (226.255343 sec): 3 clusters Score: Raw -6821.469876 + Penalty 1446.702597 = -5374.767279 nChanged 8 SP:Iteration 3F (226.255799 sec): 3 clusters Score: Raw -6863.924515 + Penalty 1449.612024 = -5414.312491 nChanged 1 SP:Iteration 4Q (226.256212 sec): 3 clusters Score: Raw -6871.532370 + Penalty 1449.612024 = -5421.920346 nChanged 0 SP:Iteration 5F (226.256669 sec): 3 clusters Score: Raw -6871.532370 + Penalty 1449.612024 = -5421.920346 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 84 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.258074 sec): 2 clusters Score: Raw -14214.703786 + Penalty 369.351488 = -13845.352299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.258882 sec): 3 clusters Score: Raw -14102.452589 + Penalty 741.442002 = -13361.010587 nChanged 92 SP:Iteration 1F (226.259675 sec): 3 clusters Score: Raw -14203.843564 + Penalty 742.828584 = -13461.014980 nChanged 26 SP:Iteration 2F (226.260473 sec): 3 clusters Score: Raw -14226.643979 + Penalty 744.536492 = -13482.107487 nChanged 11 SP:Iteration 3Q (226.261250 sec): 3 clusters Score: Raw -14242.283348 + Penalty 747.984312 = -13494.299036 nChanged 7 SP:Iteration 4Q (226.261994 sec): 3 clusters Score: Raw -14247.716002 + Penalty 748.380446 = -13499.335557 nChanged 4 SP:Iteration 5Q (226.262735 sec): 3 clusters Score: Raw -14254.657919 + Penalty 748.025313 = -13506.632606 nChanged 5 SP:Iteration 6Q (226.263476 sec): 3 clusters Score: Raw -14260.374052 + Penalty 750.040821 = -13510.333232 nChanged 9 SP:Iteration 7Q (226.264216 sec): 3 clusters Score: Raw -14267.933703 + Penalty 755.804829 = -13512.128874 nChanged 8 SP:Iteration 8Q (226.264954 sec): 3 clusters Score: Raw -14273.543765 + Penalty 758.953457 = -13514.590307 nChanged 4 SP:Iteration 9Q (226.265688 sec): 3 clusters Score: Raw -14276.886844 + Penalty 757.859674 = -13519.027170 nChanged 3 SP:Iteration 10F (226.266449 sec): 3 clusters Score: Raw -14280.552421 + Penalty 758.998044 = -13521.554377 nChanged 6 SP:Iteration 11Q (226.267184 sec): 3 clusters Score: Raw -14299.324375 + Penalty 752.210439 = -13547.113936 nChanged 9 SP:Iteration 12Q (226.267916 sec): 3 clusters Score: Raw -14319.140817 + Penalty 751.822695 = -13567.318122 nChanged 5 SP:Iteration 13Q (226.268642 sec): 3 clusters Score: Raw -14323.495167 + Penalty 753.051486 = -13570.443680 nChanged 1 SP:Iteration 14Q (226.269366 sec): 3 clusters Score: Raw -14324.528436 + Penalty 754.733420 = -13569.795016 nChanged 1 SP:Iteration 15F (226.270126 sec): 3 clusters Score: Raw -14326.510650 + Penalty 755.857858 = -13570.652792 nChanged 1 SP:Iteration 16Q (226.270851 sec): 3 clusters Score: Raw -14327.115401 + Penalty 755.857858 = -13571.257543 nChanged 0 SP:Iteration 17F (226.271612 sec): 3 clusters Score: Raw -14327.115401 + Penalty 755.857858 = -13571.257543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 96 (372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.273125 sec): 2 clusters Score: Raw -19288.271850 + Penalty 411.225218 = -18877.046632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.273987 sec): 3 clusters Score: Raw -19129.854998 + Penalty 829.706930 = -18300.148068 nChanged 117 SP:Iteration 1F (226.274833 sec): 3 clusters Score: Raw -19236.714753 + Penalty 836.720962 = -18399.993791 nChanged 35 SP:Iteration 2F (226.275678 sec): 3 clusters Score: Raw -19274.452672 + Penalty 847.982418 = -18426.470254 nChanged 18 SP:Iteration 3Q (226.276518 sec): 3 clusters Score: Raw -19291.387735 + Penalty 863.516347 = -18427.871387 nChanged 13 SP:Iteration 4Q (226.277356 sec): 3 clusters Score: Raw -19301.756723 + Penalty 868.826547 = -18432.930176 nChanged 3 SP:Iteration 5Q (226.278192 sec): 3 clusters Score: Raw -19305.229301 + Penalty 869.708023 = -18435.521278 nChanged 2 SP:Iteration 6Q (226.279029 sec): 3 clusters Score: Raw -19306.967481 + Penalty 870.739327 = -18436.228154 nChanged 1 SP:Iteration 7Q (226.279863 sec): 3 clusters Score: Raw -19307.778583 + Penalty 870.739327 = -18437.039255 nChanged 0 SP:Iteration 8F (226.280706 sec): 3 clusters Score: Raw -19307.778583 + Penalty 870.739327 = -18437.039255 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 102 (582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.283054 sec): 2 clusters Score: Raw -30130.821242 + Penalty 55.897810 = -30074.923432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.284342 sec): 3 clusters Score: Raw -29772.424764 + Penalty 121.508778 = -29650.915986 nChanged 259 SP:Iteration 1F (226.285566 sec): 3 clusters Score: Raw -30077.707032 + Penalty 137.754880 = -29939.952152 nChanged 57 SP:Iteration 2F (226.286781 sec): 3 clusters Score: Raw -30152.155140 + Penalty 138.873806 = -30013.281335 nChanged 17 SP:Iteration 3Q (226.287940 sec): 3 clusters Score: Raw -30165.035776 + Penalty 137.748642 = -30027.287134 nChanged 8 SP:Iteration 4Q (226.289020 sec): 3 clusters Score: Raw -30172.090118 + Penalty 135.331642 = -30036.758476 nChanged 9 SP:Iteration 5Q (226.290123 sec): 3 clusters Score: Raw -30184.619310 + Penalty 131.536625 = -30053.082685 nChanged 10 SP:Iteration 6Q (226.291191 sec): 3 clusters Score: Raw -30196.630957 + Penalty 129.999646 = -30066.631311 nChanged 7 SP:Iteration 7Q (226.292274 sec): 3 clusters Score: Raw -30199.949452 + Penalty 129.491040 = -30070.458412 nChanged 3 SP:Iteration 8Q (226.293329 sec): 3 clusters Score: Raw -30200.890819 + Penalty 126.968768 = -30073.922051 nChanged 2 SP:Iteration 9Q (226.294382 sec): 3 clusters Score: Raw -30201.931606 + Penalty 126.968768 = -30074.962837 nChanged 0 SP:Iteration 10F (226.295643 sec): 3 clusters Score: Raw -30201.931606 + Penalty 126.968768 = -30074.962837 nChanged 0 Score: Raw -2415704.747882 + Penalty 30064.433882 = -2385640.314000 Splitting cluster 102 changes total score from -2347469.230967 to -2385640.314000 So it's getting split into cluster 15. Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 105 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (227.420383 sec): 2 clusters Score: Raw -8810.474478 + Penalty 544.453335 = -8266.021143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (227.420942 sec): 3 clusters Score: Raw -8786.617875 + Penalty 1088.739617 = -7697.878259 nChanged 38 SP:Iteration 1F (227.421481 sec): 3 clusters Score: Raw -8840.235412 + Penalty 1090.166884 = -7750.068528 nChanged 18 SP:Iteration 2F (227.422017 sec): 3 clusters Score: Raw -8879.797824 + Penalty 1090.434738 = -7789.363086 nChanged 8 SP:Iteration 3Q (227.422530 sec): 3 clusters Score: Raw -8901.843005 + Penalty 1097.939100 = -7803.903905 nChanged 11 SP:Iteration 4F (227.423067 sec): 3 clusters Score: Raw -8937.640264 + Penalty 1106.679591 = -7830.960674 nChanged 5 SP:Iteration 5Q (227.423562 sec): 3 clusters Score: Raw -8943.099562 + Penalty 1111.139767 = -7831.959796 nChanged 3 SP:Iteration 6Q (227.424056 sec): 3 clusters Score: Raw -8948.609919 + Penalty 1111.139767 = -7837.470152 nChanged 0 SP:Iteration 7F (227.424589 sec): 3 clusters Score: Raw -8948.609919 + Penalty 1111.139767 = -7837.470152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 141 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (227.425990 sec): 2 clusters Score: Raw -15117.439881 + Penalty 266.788563 = -14850.651317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (227.426798 sec): 3 clusters Score: Raw -14997.312328 + Penalty 557.528153 = -14439.784175 nChanged 97 SP:Iteration 1F (227.427596 sec): 3 clusters Score: Raw -15109.184228 + Penalty 576.864110 = -14532.320118 nChanged 30 SP:Iteration 2F (227.428394 sec): 3 clusters Score: Raw -15154.742657 + Penalty 603.326817 = -14551.415840 nChanged 19 SP:Iteration 3F (227.429188 sec): 3 clusters Score: Raw -15180.189180 + Penalty 604.015173 = -14576.174006 nChanged 7 SP:Iteration 4Q (227.429954 sec): 3 clusters Score: Raw -15191.707326 + Penalty 604.015173 = -14587.692153 nChanged 0 SP:Iteration 5F (227.430753 sec): 3 clusters Score: Raw -15191.707326 + Penalty 604.015173 = -14587.692153 nChanged 0 Iteration 291F (228.549775 sec): 45 clusters Score: Raw -2377492.862986 + Penalty 30065.040765 = -2347427.822220 nChanged 33 Iteration 292F (229.648825 sec): 45 clusters Score: Raw -2377497.369039 + Penalty 30064.678260 = -2347432.690779 nChanged 13 Iteration 293Q (229.851436 sec): 45 clusters Score: Raw -2377501.484729 + Penalty 30064.804102 = -2347436.680626 nChanged 4 Iteration 294Q (230.053192 sec): 45 clusters Score: Raw -2377501.867169 + Penalty 30064.820257 = -2347437.046912 nChanged 4 Iteration 295Q (230.254736 sec): 45 clusters Score: Raw -2377501.999495 + Penalty 30064.847193 = -2347437.152302 nChanged 1 Iteration 296Q (230.456256 sec): 45 clusters Score: Raw -2377502.008115 + Penalty 30064.847193 = -2347437.160922 nChanged 0 Iteration 297F (231.553929 sec): 45 clusters Score: Raw -2377502.008115 + Penalty 30064.847193 = -2347437.160922 nChanged 0 Writing temp clu file Memory request: 0.24 GB would take us to total of 0.47 GB. Compute initial score before splitting: Score: Raw -2377502.008115 + Penalty 30064.847193 = -2347437.160922Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 1 (1778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (231.730833 sec): 2 clusters Score: Raw -91027.092625 + Penalty 95.360047 = -90931.732578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (231.734115 sec): 3 clusters Score: Raw -89911.199194 + Penalty 202.165202 = -89709.033992 nChanged 789 SP:Iteration 1F (231.737339 sec): 3 clusters Score: Raw -90739.011437 + Penalty 197.980119 = -90541.031318 nChanged 128 SP:Iteration 2F (231.740538 sec): 3 clusters Score: Raw -90909.620693 + Penalty 200.983505 = -90708.637188 nChanged 41 SP:Iteration 3Q (231.743324 sec): 3 clusters Score: Raw -90934.390814 + Penalty 198.460477 = -90735.930337 nChanged 22 SP:Iteration 4Q (231.746039 sec): 3 clusters Score: Raw -90946.810827 + Penalty 200.383898 = -90746.426929 nChanged 22 SP:Iteration 5Q (231.748838 sec): 3 clusters Score: Raw -90959.997860 + Penalty 203.272056 = -90756.725804 nChanged 17 SP:Iteration 6Q (231.751501 sec): 3 clusters Score: Raw -90969.082114 + Penalty 205.659677 = -90763.422437 nChanged 18 SP:Iteration 7Q (231.754151 sec): 3 clusters Score: Raw -90976.866174 + Penalty 202.008619 = -90774.857555 nChanged 18 SP:Iteration 8Q (231.756803 sec): 3 clusters Score: Raw -90987.912269 + Penalty 193.641589 = -90794.270680 nChanged 22 SP:Iteration 9Q (231.759429 sec): 3 clusters Score: Raw -91006.060550 + Penalty 219.669580 = -90786.390970 nChanged 15 SP:Iteration 10F (231.762629 sec): 3 clusters Score: Raw -91018.388798 + Penalty 243.984055 = -90774.404743 nChanged 7 SP:Iteration 11F (231.766255 sec): 3 clusters Score: Raw -91021.192975 + Penalty 229.090982 = -90792.101993 nChanged 1 SP:Iteration 12Q (231.769229 sec): 3 clusters Score: Raw -91022.223141 + Penalty 229.090982 = -90793.132159 nChanged 0 SP:Iteration 13F (231.772864 sec): 3 clusters Score: Raw -91022.223141 + Penalty 229.090982 = -90793.132159 nChanged 0 Memory request: 0.02 GB would take us to total of 0.49 GB. Trying to split cluster 2 (4455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (231.794159 sec): 2 clusters Score: Raw -224818.785666 + Penalty 146.284734 = -224672.500932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (231.802235 sec): 3 clusters Score: Raw -221925.209717 + Penalty 311.349376 = -221613.860341 nChanged 2092 SP:Iteration 1F (231.810123 sec): 3 clusters Score: Raw -224307.899643 + Penalty 294.537459 = -224013.362184 nChanged 335 SP:Iteration 2F (231.818137 sec): 3 clusters Score: Raw -224807.602128 + Penalty 291.364404 = -224516.237724 nChanged 83 SP:Iteration 3Q (231.825540 sec): 3 clusters Score: Raw -224857.473226 + Penalty 290.641602 = -224566.831623 nChanged 24 SP:Iteration 4Q (231.832438 sec): 3 clusters Score: Raw -224863.435640 + Penalty 288.798303 = -224574.637337 nChanged 18 SP:Iteration 5Q (231.839335 sec): 3 clusters Score: Raw -224866.960532 + Penalty 287.725647 = -224579.234885 nChanged 12 SP:Iteration 6Q (231.846073 sec): 3 clusters Score: Raw -224869.201269 + Penalty 286.826910 = -224582.374360 nChanged 11 SP:Iteration 7Q (231.852883 sec): 3 clusters Score: Raw -224871.152108 + Penalty 286.860962 = -224584.291146 nChanged 7 SP:Iteration 8Q (231.859610 sec): 3 clusters Score: Raw -224872.281849 + Penalty 287.184039 = -224585.097810 nChanged 7 SP:Iteration 9Q (231.866422 sec): 3 clusters Score: Raw -224873.020274 + Penalty 287.051299 = -224585.968974 nChanged 3 SP:Iteration 10F (231.874614 sec): 3 clusters Score: Raw -224873.332404 + Penalty 286.311915 = -224587.020489 nChanged 3 SP:Iteration 11Q (231.881650 sec): 3 clusters Score: Raw -224874.131189 + Penalty 286.229540 = -224587.901649 nChanged 7 SP:Iteration 12Q (231.888355 sec): 3 clusters Score: Raw -224875.238752 + Penalty 285.505984 = -224589.732768 nChanged 5 SP:Iteration 13Q (231.895404 sec): 3 clusters Score: Raw -224875.992762 + Penalty 285.683995 = -224590.308767 nChanged 3 SP:Iteration 14Q (231.902078 sec): 3 clusters Score: Raw -224876.271732 + Penalty 285.496077 = -224590.775654 nChanged 2 SP:Iteration 15Q (231.908890 sec): 3 clusters Score: Raw -224876.457313 + Penalty 285.566338 = -224590.890975 nChanged 1 SP:Iteration 16Q (231.915566 sec): 3 clusters Score: Raw -224876.464629 + Penalty 285.566338 = -224590.898291 nChanged 0 SP:Iteration 17F (231.923472 sec): 3 clusters Score: Raw -224876.464629 + Penalty 285.566338 = -224590.898291 nChanged 0 Memory request: 0.09 GB would take us to total of 0.56 GB. Trying to split cluster 3 (18983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (232.013348 sec): 2 clusters Score: Raw -923078.166173 + Penalty 212.495701 = -922865.670472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (232.048923 sec): 3 clusters Score: Raw -910422.863871 + Penalty 469.886054 = -909952.977817 nChanged 9034 SP:Iteration 1F (232.083734 sec): 3 clusters Score: Raw -918535.610917 + Penalty 483.937531 = -918051.673386 nChanged 1730 SP:Iteration 2F (232.118391 sec): 3 clusters Score: Raw -919960.274805 + Penalty 483.477546 = -919476.797259 nChanged 1020 SP:Iteration 3F (232.153363 sec): 3 clusters Score: Raw -920986.458581 + Penalty 464.347367 = -920522.111215 nChanged 720 SP:Iteration 4Q (232.188779 sec): 3 clusters Score: Raw -921976.465395 + Penalty 440.168154 = -921536.297241 nChanged 298 SP:Iteration 5Q (232.219264 sec): 3 clusters Score: Raw -922457.378173 + Penalty 423.391603 = -922033.986570 nChanged 144 SP:Iteration 6Q (232.248354 sec): 3 clusters Score: Raw -922523.261165 + Penalty 419.492135 = -922103.769030 nChanged 97 SP:Iteration 7Q (232.277194 sec): 3 clusters Score: Raw -922555.917105 + Penalty 418.039051 = -922137.878054 nChanged 93 SP:Iteration 8Q (232.305846 sec): 3 clusters Score: Raw -922589.719122 + Penalty 418.756155 = -922170.962967 nChanged 81 SP:Iteration 9Q (232.334623 sec): 3 clusters Score: Raw -922614.374111 + Penalty 418.944576 = -922195.429535 nChanged 81 SP:Iteration 10F (232.369715 sec): 3 clusters Score: Raw -922638.441803 + Penalty 417.969598 = -922220.472205 nChanged 94 SP:Iteration 11Q (232.398450 sec): 3 clusters Score: Raw -922671.494718 + Penalty 416.268727 = -922255.225991 nChanged 95 SP:Iteration 12Q (232.426962 sec): 3 clusters Score: Raw -922704.298080 + Penalty 416.492270 = -922287.805811 nChanged 94 SP:Iteration 13Q (232.456018 sec): 3 clusters Score: Raw -922738.141978 + Penalty 417.632050 = -922320.509928 nChanged 87 SP:Iteration 14Q (232.484220 sec): 3 clusters Score: Raw -922770.368109 + Penalty 420.884411 = -922349.483698 nChanged 87 SP:Iteration 15Q (232.512309 sec): 3 clusters Score: Raw -922803.560345 + Penalty 421.873966 = -922381.686379 nChanged 75 SP:Iteration 16Q (232.540410 sec): 3 clusters Score: Raw -922832.876119 + Penalty 426.983846 = -922405.892273 nChanged 74 SP:Iteration 17Q (232.568304 sec): 3 clusters Score: Raw -922861.834127 + Penalty 433.665561 = -922428.168566 nChanged 68 SP:Iteration 18Q (232.596110 sec): 3 clusters Score: Raw -922888.384685 + Penalty 435.721793 = -922452.662892 nChanged 69 SP:Iteration 19Q (232.623772 sec): 3 clusters Score: Raw -922919.053105 + Penalty 448.543426 = -922470.509679 nChanged 65 SP:Iteration 20F (232.658239 sec): 3 clusters Score: Raw -922952.295863 + Penalty 463.547192 = -922488.748671 nChanged 56 SP:Iteration 21Q (232.685767 sec): 3 clusters Score: Raw -922982.821259 + Penalty 490.432629 = -922492.388629 nChanged 44 SP:Iteration 22Q (232.713020 sec): 3 clusters Score: Raw -923010.878250 + Penalty 515.268079 = -922495.610171 nChanged 35 SP:Iteration 23Q (232.741147 sec): 3 clusters Score: Raw -923034.241738 + Penalty 560.464795 = -922473.776943 nChanged 34 SP:Iteration 24F (232.775902 sec): 3 clusters Score: Raw -923059.660394 + Penalty 613.796081 = -922445.864313 nChanged 25 SP:Iteration 25F (232.810342 sec): 3 clusters Score: Raw -923081.451718 + Penalty 693.201276 = -922388.250442 nChanged 16 SP:Iteration 26F (232.845146 sec): 3 clusters Score: Raw -923096.172600 + Penalty 731.377458 = -922364.795142 nChanged 4 SP:Iteration 27F (232.879830 sec): 3 clusters Score: Raw -923097.967606 + Penalty 739.148947 = -922358.818659 nChanged 1 SP:Iteration 28F (232.914277 sec): 3 clusters Score: Raw -923098.221589 + Penalty 739.148947 = -922359.072642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 4 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (232.927824 sec): 2 clusters Score: Raw -26230.279480 + Penalty 67.281526 = -26162.997954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (232.928920 sec): 3 clusters Score: Raw -25928.758333 + Penalty 132.253033 = -25796.505301 nChanged 214 SP:Iteration 1F (232.930039 sec): 3 clusters Score: Raw -26052.748932 + Penalty 132.680647 = -25920.068284 nChanged 43 SP:Iteration 2F (232.931154 sec): 3 clusters Score: Raw -26078.975722 + Penalty 133.002820 = -25945.972902 nChanged 26 SP:Iteration 3F (232.932268 sec): 3 clusters Score: Raw -26093.919401 + Penalty 133.170781 = -25960.748619 nChanged 20 SP:Iteration 4Q (232.933328 sec): 3 clusters Score: Raw -26111.243038 + Penalty 133.366202 = -25977.876836 nChanged 32 SP:Iteration 5F (232.934395 sec): 3 clusters Score: Raw -26141.626162 + Penalty 133.718219 = -26007.907943 nChanged 25 SP:Iteration 6Q (232.935441 sec): 3 clusters Score: Raw -26157.536364 + Penalty 133.837154 = -26023.699210 nChanged 14 SP:Iteration 7Q (232.936481 sec): 3 clusters Score: Raw -26165.695803 + Penalty 133.900017 = -26031.795786 nChanged 12 SP:Iteration 8Q (232.937519 sec): 3 clusters Score: Raw -26170.324110 + Penalty 133.954392 = -26036.369718 nChanged 4 SP:Iteration 9Q (232.938556 sec): 3 clusters Score: Raw -26171.438204 + Penalty 134.134284 = -26037.303920 nChanged 6 SP:Iteration 10F (232.939620 sec): 3 clusters Score: Raw -26172.645110 + Penalty 134.242602 = -26038.402507 nChanged 2 SP:Iteration 11Q (232.940659 sec): 3 clusters Score: Raw -26172.986874 + Penalty 134.471048 = -26038.515826 nChanged 4 SP:Iteration 12Q (232.941698 sec): 3 clusters Score: Raw -26173.459923 + Penalty 134.655104 = -26038.804819 nChanged 3 SP:Iteration 13Q (232.942737 sec): 3 clusters Score: Raw -26173.760589 + Penalty 134.906824 = -26038.853765 nChanged 4 SP:Iteration 14Q (232.943799 sec): 3 clusters Score: Raw -26174.002434 + Penalty 135.049053 = -26038.953381 nChanged 2 SP:Iteration 15Q (232.944838 sec): 3 clusters Score: Raw -26174.110639 + Penalty 135.138793 = -26038.971846 nChanged 3 SP:Iteration 16Q (232.945873 sec): 3 clusters Score: Raw -26174.278183 + Penalty 135.138793 = -26039.139390 nChanged 0 SP:Iteration 17F (232.946938 sec): 3 clusters Score: Raw -26174.278183 + Penalty 135.138793 = -26039.139390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 5 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (232.949292 sec): 2 clusters Score: Raw -20486.933108 + Penalty 534.827869 = -19952.105239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (232.950247 sec): 3 clusters Score: Raw -20365.998058 + Penalty 1067.810835 = -19298.187223 nChanged 118 SP:Iteration 1F (232.951182 sec): 3 clusters Score: Raw -20505.203159 + Penalty 1070.662600 = -19434.540559 nChanged 42 SP:Iteration 2F (232.952115 sec): 3 clusters Score: Raw -20562.124648 + Penalty 1077.494112 = -19484.630536 nChanged 28 SP:Iteration 3F (232.953007 sec): 3 clusters Score: Raw -20607.109754 + Penalty 1084.317636 = -19522.792117 nChanged 17 SP:Iteration 4Q (232.953886 sec): 3 clusters Score: Raw -20629.459900 + Penalty 1089.317579 = -19540.142321 nChanged 14 SP:Iteration 5Q (232.954762 sec): 3 clusters Score: Raw -20646.245418 + Penalty 1094.785751 = -19551.459667 nChanged 9 SP:Iteration 6Q (232.955638 sec): 3 clusters Score: Raw -20662.405019 + Penalty 1110.683770 = -19551.721248 nChanged 11 SP:Iteration 7Q (232.956512 sec): 3 clusters Score: Raw -20679.159167 + Penalty 1128.921586 = -19550.237582 nChanged 10 SP:Iteration 8F (232.957438 sec): 3 clusters Score: Raw -20703.061113 + Penalty 1140.365013 = -19562.696100 nChanged 8 SP:Iteration 9Q (232.958315 sec): 3 clusters Score: Raw -20720.525973 + Penalty 1143.891837 = -19576.634136 nChanged 5 SP:Iteration 10F (232.959207 sec): 3 clusters Score: Raw -20733.882026 + Penalty 1154.887182 = -19578.994845 nChanged 7 SP:Iteration 11Q (232.960070 sec): 3 clusters Score: Raw -20750.616091 + Penalty 1158.197463 = -19592.418628 nChanged 4 SP:Iteration 12Q (232.960927 sec): 3 clusters Score: Raw -20760.831684 + Penalty 1166.302944 = -19594.528740 nChanged 4 SP:Iteration 13Q (232.961773 sec): 3 clusters Score: Raw -20770.152821 + Penalty 1169.733319 = -19600.419502 nChanged 1 SP:Iteration 14Q (232.962611 sec): 3 clusters Score: Raw -20772.444057 + Penalty 1170.193799 = -19602.250257 nChanged 1 SP:Iteration 15Q (232.963447 sec): 3 clusters Score: Raw -20774.070007 + Penalty 1170.664088 = -19603.405919 nChanged 1 SP:Iteration 16Q (232.964281 sec): 3 clusters Score: Raw -20774.613173 + Penalty 1170.664088 = -19603.949086 nChanged 0 SP:Iteration 17F (232.965172 sec): 3 clusters Score: Raw -20774.613173 + Penalty 1170.664088 = -19603.949086 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 6 (676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (232.968422 sec): 2 clusters Score: Raw -33084.463128 + Penalty 324.173250 = -32760.289878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (232.969875 sec): 3 clusters Score: Raw -32736.529279 + Penalty 649.085876 = -32087.443403 nChanged 233 SP:Iteration 1F (232.971243 sec): 3 clusters Score: Raw -32880.233615 + Penalty 648.352285 = -32231.881329 nChanged 78 SP:Iteration 2F (232.972611 sec): 3 clusters Score: Raw -32938.755688 + Penalty 647.300623 = -32291.455065 nChanged 51 SP:Iteration 3F (232.974002 sec): 3 clusters Score: Raw -32976.756415 + Penalty 646.592514 = -32330.163901 nChanged 39 SP:Iteration 4F (232.975368 sec): 3 clusters Score: Raw -33001.715777 + Penalty 645.720409 = -32355.995368 nChanged 28 SP:Iteration 5Q (232.976721 sec): 3 clusters Score: Raw -33018.022084 + Penalty 646.238137 = -32371.783947 nChanged 16 SP:Iteration 6Q (232.978077 sec): 3 clusters Score: Raw -33031.066367 + Penalty 646.221928 = -32384.844439 nChanged 15 SP:Iteration 7Q (232.979432 sec): 3 clusters Score: Raw -33036.526510 + Penalty 646.542893 = -32389.983617 nChanged 13 SP:Iteration 8Q (232.980775 sec): 3 clusters Score: Raw -33046.010924 + Penalty 646.843671 = -32399.167253 nChanged 13 SP:Iteration 9Q (232.982103 sec): 3 clusters Score: Raw -33060.733008 + Penalty 646.768505 = -32413.964503 nChanged 17 SP:Iteration 10F (232.983448 sec): 3 clusters Score: Raw -33074.650707 + Penalty 646.417640 = -32428.233067 nChanged 14 SP:Iteration 11Q (232.984766 sec): 3 clusters Score: Raw -33087.093618 + Penalty 646.739840 = -32440.353778 nChanged 14 SP:Iteration 12Q (232.986107 sec): 3 clusters Score: Raw -33099.097781 + Penalty 647.535520 = -32451.562261 nChanged 19 SP:Iteration 13Q (232.987440 sec): 3 clusters Score: Raw -33114.409391 + Penalty 648.006729 = -32466.402661 nChanged 16 SP:Iteration 14Q (232.988764 sec): 3 clusters Score: Raw -33121.873898 + Penalty 648.184219 = -32473.689679 nChanged 7 SP:Iteration 15Q (232.990067 sec): 3 clusters Score: Raw -33125.452948 + Penalty 648.241189 = -32477.211759 nChanged 6 SP:Iteration 16Q (232.991371 sec): 3 clusters Score: Raw -33129.039363 + Penalty 648.233866 = -32480.805497 nChanged 3 SP:Iteration 17Q (232.992672 sec): 3 clusters Score: Raw -33129.467704 + Penalty 648.221194 = -32481.246511 nChanged 2 SP:Iteration 18Q (232.994013 sec): 3 clusters Score: Raw -33129.765273 + Penalty 648.249703 = -32481.515569 nChanged 1 SP:Iteration 19Q (232.995333 sec): 3 clusters Score: Raw -33130.022838 + Penalty 648.261681 = -32481.761157 nChanged 1 SP:Iteration 20F (232.996692 sec): 3 clusters Score: Raw -33130.229557 + Penalty 648.271575 = -32481.957982 nChanged 1 SP:Iteration 21Q (232.998052 sec): 3 clusters Score: Raw -33130.292178 + Penalty 648.271575 = -32482.020604 nChanged 0 SP:Iteration 22F (232.999415 sec): 3 clusters Score: Raw -33130.292178 + Penalty 648.271575 = -32482.020604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 7 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.001721 sec): 2 clusters Score: Raw -23769.292305 + Penalty 870.215855 = -22899.076450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.002830 sec): 3 clusters Score: Raw -23642.989274 + Penalty 1739.538284 = -21903.450990 nChanged 134 SP:Iteration 1F (233.003876 sec): 3 clusters Score: Raw -23773.749396 + Penalty 1738.742018 = -22035.007378 nChanged 31 SP:Iteration 2F (233.004919 sec): 3 clusters Score: Raw -23821.933358 + Penalty 1740.070369 = -22081.862988 nChanged 24 SP:Iteration 3Q (233.005949 sec): 3 clusters Score: Raw -23862.092509 + Penalty 1741.585400 = -22120.507110 nChanged 25 SP:Iteration 4F (233.006992 sec): 3 clusters Score: Raw -23903.771149 + Penalty 1744.795704 = -22158.975445 nChanged 17 SP:Iteration 5Q (233.008012 sec): 3 clusters Score: Raw -23927.821093 + Penalty 1748.148778 = -22179.672315 nChanged 13 SP:Iteration 6Q (233.009028 sec): 3 clusters Score: Raw -23962.527809 + Penalty 1750.904737 = -22211.623072 nChanged 13 SP:Iteration 7Q (233.010039 sec): 3 clusters Score: Raw -23986.636823 + Penalty 1751.529730 = -22235.107093 nChanged 6 SP:Iteration 8Q (233.011042 sec): 3 clusters Score: Raw -23994.363829 + Penalty 1753.032822 = -22241.331008 nChanged 7 SP:Iteration 9Q (233.012044 sec): 3 clusters Score: Raw -24008.106142 + Penalty 1754.035884 = -22254.070259 nChanged 8 SP:Iteration 10F (233.013088 sec): 3 clusters Score: Raw -24024.622711 + Penalty 1753.583547 = -22271.039164 nChanged 5 SP:Iteration 11Q (233.014080 sec): 3 clusters Score: Raw -24036.784911 + Penalty 1754.917229 = -22281.867682 nChanged 8 SP:Iteration 12Q (233.015069 sec): 3 clusters Score: Raw -24050.079720 + Penalty 1756.811497 = -22293.268222 nChanged 4 SP:Iteration 13Q (233.016054 sec): 3 clusters Score: Raw -24060.621832 + Penalty 1759.753751 = -22300.868081 nChanged 5 SP:Iteration 14Q (233.017036 sec): 3 clusters Score: Raw -24069.953050 + Penalty 1763.666697 = -22306.286353 nChanged 4 SP:Iteration 15Q (233.018011 sec): 3 clusters Score: Raw -24081.346892 + Penalty 1764.706098 = -22316.640794 nChanged 2 SP:Iteration 16Q (233.018979 sec): 3 clusters Score: Raw -24083.300942 + Penalty 1765.305395 = -22317.995547 nChanged 2 SP:Iteration 17Q (233.019946 sec): 3 clusters Score: Raw -24090.265087 + Penalty 1765.642638 = -22324.622449 nChanged 2 SP:Iteration 18Q (233.020911 sec): 3 clusters Score: Raw -24095.076927 + Penalty 1766.065609 = -22329.011318 nChanged 2 SP:Iteration 19Q (233.021872 sec): 3 clusters Score: Raw -24097.605674 + Penalty 1766.124573 = -22331.481101 nChanged 1 SP:Iteration 20F (233.022916 sec): 3 clusters Score: Raw -24100.350681 + Penalty 1766.173830 = -22334.176851 nChanged 1 SP:Iteration 21Q (233.023882 sec): 3 clusters Score: Raw -24105.072487 + Penalty 1766.213479 = -22338.859008 nChanged 1 SP:Iteration 22Q (233.024847 sec): 3 clusters Score: Raw -24108.660273 + Penalty 1766.213479 = -22342.446794 nChanged 0 SP:Iteration 23F (233.025888 sec): 3 clusters Score: Raw -24108.660273 + Penalty 1766.213479 = -22342.446794 nChanged 0 Memory request: 0.02 GB would take us to total of 0.49 GB. Trying to split cluster 8 (4285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.044785 sec): 2 clusters Score: Raw -215342.716974 + Penalty 78.945441 = -215263.771533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.053051 sec): 3 clusters Score: Raw -212488.799267 + Penalty 157.439698 = -212331.359569 nChanged 2058 SP:Iteration 1F (233.060825 sec): 3 clusters Score: Raw -213764.151099 + Penalty 158.546311 = -213605.604788 nChanged 389 SP:Iteration 2F (233.068691 sec): 3 clusters Score: Raw -214040.415611 + Penalty 160.039893 = -213880.375718 nChanged 390 SP:Iteration 3F (233.076375 sec): 3 clusters Score: Raw -214341.303892 + Penalty 161.116708 = -214180.187184 nChanged 298 SP:Iteration 4F (233.084112 sec): 3 clusters Score: Raw -214535.072055 + Penalty 161.585967 = -214373.486089 nChanged 211 SP:Iteration 5Q (233.091671 sec): 3 clusters Score: Raw -214639.754501 + Penalty 161.625663 = -214478.128838 nChanged 134 SP:Iteration 6Q (233.099204 sec): 3 clusters Score: Raw -214693.838016 + Penalty 161.562695 = -214532.275321 nChanged 109 SP:Iteration 7Q (233.106874 sec): 3 clusters Score: Raw -214745.589179 + Penalty 161.503364 = -214584.085815 nChanged 103 SP:Iteration 8Q (233.114272 sec): 3 clusters Score: Raw -214795.998020 + Penalty 161.451532 = -214634.546488 nChanged 81 SP:Iteration 9Q (233.121619 sec): 3 clusters Score: Raw -214824.982432 + Penalty 161.431763 = -214663.550668 nChanged 70 SP:Iteration 10F (233.129282 sec): 3 clusters Score: Raw -214855.573152 + Penalty 161.324565 = -214694.248586 nChanged 73 SP:Iteration 11Q (233.136728 sec): 3 clusters Score: Raw -214886.561067 + Penalty 161.244922 = -214725.316144 nChanged 67 SP:Iteration 12Q (233.143993 sec): 3 clusters Score: Raw -214917.831889 + Penalty 161.140397 = -214756.691492 nChanged 66 SP:Iteration 13Q (233.151836 sec): 3 clusters Score: Raw -214951.300563 + Penalty 160.241227 = -214791.059336 nChanged 77 SP:Iteration 14Q (233.159322 sec): 3 clusters Score: Raw -214986.345386 + Penalty 159.936886 = -214826.408501 nChanged 71 SP:Iteration 15Q (233.166500 sec): 3 clusters Score: Raw -215018.311466 + Penalty 159.522985 = -214858.788480 nChanged 57 SP:Iteration 16Q (233.173683 sec): 3 clusters Score: Raw -215035.898925 + Penalty 159.097047 = -214876.801878 nChanged 35 SP:Iteration 17Q (233.180847 sec): 3 clusters Score: Raw -215043.570916 + Penalty 158.703706 = -214884.867210 nChanged 25 SP:Iteration 18Q (233.187910 sec): 3 clusters Score: Raw -215049.900491 + Penalty 158.694596 = -214891.205895 nChanged 30 SP:Iteration 19Q (233.195031 sec): 3 clusters Score: Raw -215054.875550 + Penalty 158.503989 = -214896.371561 nChanged 17 SP:Iteration 20F (233.202586 sec): 3 clusters Score: Raw -215056.643667 + Penalty 158.434310 = -214898.209357 nChanged 13 SP:Iteration 21Q (233.209583 sec): 3 clusters Score: Raw -215058.479364 + Penalty 158.304382 = -214900.174982 nChanged 12 SP:Iteration 22Q (233.216632 sec): 3 clusters Score: Raw -215059.957586 + Penalty 158.158694 = -214901.798892 nChanged 10 SP:Iteration 23Q (233.223621 sec): 3 clusters Score: Raw -215060.967128 + Penalty 158.104066 = -214902.863063 nChanged 10 SP:Iteration 24Q (233.230623 sec): 3 clusters Score: Raw -215061.973891 + Penalty 158.139684 = -214903.834208 nChanged 12 SP:Iteration 25Q (233.237628 sec): 3 clusters Score: Raw -215063.701427 + Penalty 157.935846 = -214905.765581 nChanged 15 SP:Iteration 26Q (233.244598 sec): 3 clusters Score: Raw -215065.529808 + Penalty 157.867059 = -214907.662749 nChanged 10 SP:Iteration 27Q (233.251603 sec): 3 clusters Score: Raw -215066.446216 + Penalty 157.697824 = -214908.748392 nChanged 11 SP:Iteration 28Q (233.258937 sec): 3 clusters Score: Raw -215067.387385 + Penalty 157.666966 = -214909.720419 nChanged 8 SP:Iteration 29Q (233.266020 sec): 3 clusters Score: Raw -215068.058623 + Penalty 157.654373 = -214910.404250 nChanged 7 SP:Iteration 30F (233.273619 sec): 3 clusters Score: Raw -215068.762048 + Penalty 157.425127 = -214911.336921 nChanged 8 SP:Iteration 31Q (233.280561 sec): 3 clusters Score: Raw -215069.783175 + Penalty 157.394683 = -214912.388492 nChanged 9 SP:Iteration 32Q (233.287513 sec): 3 clusters Score: Raw -215070.989713 + Penalty 157.408000 = -214913.581713 nChanged 9 SP:Iteration 33Q (233.294508 sec): 3 clusters Score: Raw -215071.749991 + Penalty 157.377650 = -214914.372341 nChanged 7 SP:Iteration 34Q (233.301449 sec): 3 clusters Score: Raw -215071.945938 + Penalty 157.445853 = -214914.500085 nChanged 4 SP:Iteration 35Q (233.308429 sec): 3 clusters Score: Raw -215072.026347 + Penalty 157.451095 = -214914.575252 nChanged 3 SP:Iteration 36Q (233.315385 sec): 3 clusters Score: Raw -215072.075720 + Penalty 157.441407 = -214914.634312 nChanged 1 SP:Iteration 37Q (233.322325 sec): 3 clusters Score: Raw -215072.080390 + Penalty 157.437536 = -214914.642854 nChanged 2 SP:Iteration 38Q (233.329297 sec): 3 clusters Score: Raw -215072.091268 + Penalty 157.445150 = -214914.646118 nChanged 1 SP:Iteration 39Q (233.336238 sec): 3 clusters Score: Raw -215072.089713 + Penalty 157.449665 = -214914.640049 nChanged 1 SP:Iteration 40F (233.343843 sec): 3 clusters Score: Raw -215072.096504 + Penalty 157.430551 = -214914.665954 nChanged 2 SP:Iteration 41Q (233.350809 sec): 3 clusters Score: Raw -215072.125523 + Penalty 157.422534 = -214914.702989 nChanged 2 SP:Iteration 42Q (233.357860 sec): 3 clusters Score: Raw -215072.139992 + Penalty 157.403698 = -214914.736294 nChanged 2 SP:Iteration 43Q (233.364949 sec): 3 clusters Score: Raw -215072.135458 + Penalty 157.399293 = -214914.736165 nChanged 1 SP:Iteration 44F (233.372545 sec): 3 clusters Score: Raw -215072.141183 + Penalty 157.389965 = -214914.751217 nChanged 1 SP:Iteration 45Q (233.379507 sec): 3 clusters Score: Raw -215072.135007 + Penalty 157.389965 = -214914.745042 nChanged 0 SP:Iteration 46F (233.387100 sec): 3 clusters Score: Raw -215072.135007 + Penalty 157.389965 = -214914.745042 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 9 (911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.398699 sec): 2 clusters Score: Raw -45310.807218 + Penalty 144.497633 = -45166.309586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.400510 sec): 3 clusters Score: Raw -44784.633547 + Penalty 292.380785 = -44492.252762 nChanged 362 SP:Iteration 1F (233.402279 sec): 3 clusters Score: Raw -45033.118665 + Penalty 293.821319 = -44739.297346 nChanged 75 SP:Iteration 2F (233.404011 sec): 3 clusters Score: Raw -45066.608790 + Penalty 292.779249 = -44773.829541 nChanged 48 SP:Iteration 3F (233.405744 sec): 3 clusters Score: Raw -45093.597027 + Penalty 295.046539 = -44798.550488 nChanged 55 SP:Iteration 4F (233.407477 sec): 3 clusters Score: Raw -45131.134239 + Penalty 297.133128 = -44834.001111 nChanged 58 SP:Iteration 5F (233.409210 sec): 3 clusters Score: Raw -45177.129514 + Penalty 302.395390 = -44874.734124 nChanged 51 SP:Iteration 6F (233.410950 sec): 3 clusters Score: Raw -45218.386915 + Penalty 314.527365 = -44903.859550 nChanged 39 SP:Iteration 7Q (233.412687 sec): 3 clusters Score: Raw -45256.788718 + Penalty 340.573184 = -44916.215534 nChanged 29 SP:Iteration 8Q (233.414462 sec): 3 clusters Score: Raw -45284.746443 + Penalty 362.748860 = -44921.997582 nChanged 16 SP:Iteration 9Q (233.416225 sec): 3 clusters Score: Raw -45300.300570 + Penalty 388.169370 = -44912.131199 nChanged 13 SP:Iteration 10F (233.417951 sec): 3 clusters Score: Raw -45313.355486 + Penalty 403.684493 = -44909.670993 nChanged 6 SP:Iteration 11F (233.419683 sec): 3 clusters Score: Raw -45318.989312 + Penalty 402.310489 = -44916.678824 nChanged 4 SP:Iteration 12Q (233.421320 sec): 3 clusters Score: Raw -45323.033512 + Penalty 415.805478 = -44907.228034 nChanged 2 SP:Iteration 13F (233.423053 sec): 3 clusters Score: Raw -45326.122200 + Penalty 415.805478 = -44910.316722 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 10 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.426584 sec): 2 clusters Score: Raw -32729.469612 + Penalty 304.057744 = -32425.411868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.427979 sec): 3 clusters Score: Raw -32354.418606 + Penalty 604.026568 = -31750.392038 nChanged 265 SP:Iteration 1F (233.429351 sec): 3 clusters Score: Raw -32523.675506 + Penalty 600.451675 = -31923.223831 nChanged 84 SP:Iteration 2F (233.430717 sec): 3 clusters Score: Raw -32593.311690 + Penalty 596.728079 = -31996.583611 nChanged 60 SP:Iteration 3F (233.432127 sec): 3 clusters Score: Raw -32655.766255 + Penalty 591.915587 = -32063.850668 nChanged 51 SP:Iteration 4F (233.433501 sec): 3 clusters Score: Raw -32706.805279 + Penalty 595.405261 = -32111.400017 nChanged 29 SP:Iteration 5Q (233.434842 sec): 3 clusters Score: Raw -32737.350974 + Penalty 605.642865 = -32131.708108 nChanged 28 SP:Iteration 6Q (233.436153 sec): 3 clusters Score: Raw -32758.766210 + Penalty 605.512941 = -32153.253269 nChanged 13 SP:Iteration 7Q (233.437452 sec): 3 clusters Score: Raw -32769.738716 + Penalty 604.278670 = -32165.460046 nChanged 9 SP:Iteration 8Q (233.438739 sec): 3 clusters Score: Raw -32778.100455 + Penalty 608.126129 = -32169.974325 nChanged 5 SP:Iteration 9Q (233.440036 sec): 3 clusters Score: Raw -32782.785750 + Penalty 608.245813 = -32174.539937 nChanged 1 SP:Iteration 10F (233.441404 sec): 3 clusters Score: Raw -32782.935713 + Penalty 610.500045 = -32172.435668 nChanged 2 SP:Iteration 11F (233.442771 sec): 3 clusters Score: Raw -32783.175153 + Penalty 610.500045 = -32172.675108 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 11 (1587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.450234 sec): 2 clusters Score: Raw -79140.265924 + Penalty 56.637675 = -79083.628249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.453157 sec): 3 clusters Score: Raw -78195.394269 + Penalty 113.018187 = -78082.376081 nChanged 742 SP:Iteration 1F (233.456058 sec): 3 clusters Score: Raw -78825.694404 + Penalty 113.586197 = -78712.108207 nChanged 69 SP:Iteration 2Q (233.458980 sec): 3 clusters Score: Raw -78862.553731 + Penalty 113.616266 = -78748.937465 nChanged 45 SP:Iteration 3Q (233.461912 sec): 3 clusters Score: Raw -78874.681174 + Penalty 114.135607 = -78760.545567 nChanged 32 SP:Iteration 4Q (233.464817 sec): 3 clusters Score: Raw -78880.673997 + Penalty 114.668230 = -78766.005768 nChanged 29 SP:Iteration 5Q (233.467653 sec): 3 clusters Score: Raw -78886.444392 + Penalty 114.445387 = -78771.999004 nChanged 27 SP:Iteration 6Q (233.470486 sec): 3 clusters Score: Raw -78891.803193 + Penalty 114.829922 = -78776.973271 nChanged 30 SP:Iteration 7Q (233.473363 sec): 3 clusters Score: Raw -78898.905308 + Penalty 115.371228 = -78783.534080 nChanged 30 SP:Iteration 8Q (233.476202 sec): 3 clusters Score: Raw -78906.633081 + Penalty 116.295741 = -78790.337340 nChanged 30 SP:Iteration 9Q (233.479038 sec): 3 clusters Score: Raw -78916.497986 + Penalty 117.604062 = -78798.893924 nChanged 35 SP:Iteration 10F (233.481886 sec): 3 clusters Score: Raw -78928.129185 + Penalty 119.201718 = -78808.927467 nChanged 34 SP:Iteration 11Q (233.484766 sec): 3 clusters Score: Raw -78939.661846 + Penalty 119.651014 = -78820.010831 nChanged 36 SP:Iteration 12Q (233.487695 sec): 3 clusters Score: Raw -78953.664645 + Penalty 120.853809 = -78832.810836 nChanged 35 SP:Iteration 13Q (233.490556 sec): 3 clusters Score: Raw -78972.691564 + Penalty 123.240449 = -78849.451115 nChanged 50 SP:Iteration 14Q (233.493411 sec): 3 clusters Score: Raw -79006.989361 + Penalty 129.571270 = -78877.418091 nChanged 47 SP:Iteration 15Q (233.496297 sec): 3 clusters Score: Raw -79045.581365 + Penalty 142.098146 = -78903.483219 nChanged 54 SP:Iteration 16Q (233.499152 sec): 3 clusters Score: Raw -79097.154087 + Penalty 163.539231 = -78933.614857 nChanged 44 SP:Iteration 17Q (233.502002 sec): 3 clusters Score: Raw -79137.354878 + Penalty 189.894988 = -78947.459890 nChanged 21 SP:Iteration 18Q (233.504857 sec): 3 clusters Score: Raw -79149.856342 + Penalty 201.230665 = -78948.625677 nChanged 6 SP:Iteration 19Q (233.507655 sec): 3 clusters Score: Raw -79154.018934 + Penalty 210.210358 = -78943.808575 nChanged 4 SP:Iteration 20F (233.510499 sec): 3 clusters Score: Raw -79155.319925 + Penalty 213.507328 = -78941.812597 nChanged 1 SP:Iteration 21F (233.513351 sec): 3 clusters Score: Raw -79155.872211 + Penalty 216.993351 = -78938.878860 nChanged 1 SP:Iteration 22F (233.516229 sec): 3 clusters Score: Raw -79156.052146 + Penalty 216.993351 = -78939.058795 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 12 (1308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.522250 sec): 2 clusters Score: Raw -67584.650646 + Penalty 74.364516 = -67510.286129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.524696 sec): 3 clusters Score: Raw -66775.346634 + Penalty 148.687882 = -66626.658752 nChanged 578 SP:Iteration 1F (233.527096 sec): 3 clusters Score: Raw -67141.955648 + Penalty 148.674498 = -66993.281150 nChanged 114 SP:Iteration 2F (233.529495 sec): 3 clusters Score: Raw -67249.258377 + Penalty 148.659324 = -67100.599053 nChanged 101 SP:Iteration 3F (233.531893 sec): 3 clusters Score: Raw -67304.234137 + Penalty 148.675477 = -67155.558660 nChanged 37 SP:Iteration 4Q (233.534261 sec): 3 clusters Score: Raw -67316.870690 + Penalty 148.734012 = -67168.136678 nChanged 24 SP:Iteration 5Q (233.536615 sec): 3 clusters Score: Raw -67322.436016 + Penalty 148.746920 = -67173.689097 nChanged 12 SP:Iteration 6Q (233.538966 sec): 3 clusters Score: Raw -67325.079860 + Penalty 148.751509 = -67176.328351 nChanged 17 SP:Iteration 7Q (233.541319 sec): 3 clusters Score: Raw -67328.828524 + Penalty 148.746394 = -67180.082130 nChanged 17 SP:Iteration 8Q (233.543671 sec): 3 clusters Score: Raw -67331.587280 + Penalty 148.729033 = -67182.858247 nChanged 17 SP:Iteration 9Q (233.546017 sec): 3 clusters Score: Raw -67335.909514 + Penalty 148.704514 = -67187.205000 nChanged 21 SP:Iteration 10F (233.548555 sec): 3 clusters Score: Raw -67345.084451 + Penalty 148.717476 = -67196.366976 nChanged 26 SP:Iteration 11Q (233.550976 sec): 3 clusters Score: Raw -67354.768037 + Penalty 148.724974 = -67206.043063 nChanged 20 SP:Iteration 12Q (233.553349 sec): 3 clusters Score: Raw -67360.472853 + Penalty 148.750064 = -67211.722788 nChanged 23 SP:Iteration 13Q (233.555688 sec): 3 clusters Score: Raw -67369.956039 + Penalty 148.738090 = -67221.217949 nChanged 33 SP:Iteration 14Q (233.558065 sec): 3 clusters Score: Raw -67384.234334 + Penalty 148.769706 = -67235.464628 nChanged 28 SP:Iteration 15Q (233.560446 sec): 3 clusters Score: Raw -67391.994788 + Penalty 148.786331 = -67243.208457 nChanged 17 SP:Iteration 16Q (233.562889 sec): 3 clusters Score: Raw -67396.178073 + Penalty 148.815699 = -67247.362374 nChanged 16 SP:Iteration 17Q (233.565371 sec): 3 clusters Score: Raw -67399.195356 + Penalty 148.865235 = -67250.330121 nChanged 11 SP:Iteration 18Q (233.567705 sec): 3 clusters Score: Raw -67400.836653 + Penalty 148.876285 = -67251.960368 nChanged 11 SP:Iteration 19Q (233.570031 sec): 3 clusters Score: Raw -67401.863099 + Penalty 148.876875 = -67252.986225 nChanged 4 SP:Iteration 20F (233.572425 sec): 3 clusters Score: Raw -67402.305798 + Penalty 148.849728 = -67253.456070 nChanged 6 SP:Iteration 21Q (233.574753 sec): 3 clusters Score: Raw -67403.073330 + Penalty 148.884785 = -67254.188545 nChanged 6 SP:Iteration 22Q (233.577083 sec): 3 clusters Score: Raw -67403.775259 + Penalty 148.863898 = -67254.911361 nChanged 4 SP:Iteration 23Q (233.579410 sec): 3 clusters Score: Raw -67404.227150 + Penalty 148.879846 = -67255.347304 nChanged 3 SP:Iteration 24Q (233.581731 sec): 3 clusters Score: Raw -67404.528298 + Penalty 148.885947 = -67255.642352 nChanged 3 SP:Iteration 25Q (233.584058 sec): 3 clusters Score: Raw -67405.083022 + Penalty 148.869067 = -67256.213955 nChanged 1 SP:Iteration 26Q (233.586408 sec): 3 clusters Score: Raw -67405.097689 + Penalty 148.869067 = -67256.228622 nChanged 0 SP:Iteration 27F (233.588862 sec): 3 clusters Score: Raw -67405.097689 + Penalty 148.869067 = -67256.228622 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 13 (1441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.593162 sec): 2 clusters Score: Raw -71987.431276 + Penalty 145.517867 = -71841.913410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.595906 sec): 3 clusters Score: Raw -71114.889050 + Penalty 292.650959 = -70822.238091 nChanged 620 SP:Iteration 1F (233.598546 sec): 3 clusters Score: Raw -71761.681822 + Penalty 293.398144 = -71468.283678 nChanged 131 SP:Iteration 2F (233.601184 sec): 3 clusters Score: Raw -71850.078343 + Penalty 292.823214 = -71557.255129 nChanged 72 SP:Iteration 3Q (233.603737 sec): 3 clusters Score: Raw -71888.960757 + Penalty 291.572805 = -71597.387952 nChanged 61 SP:Iteration 4Q (233.606254 sec): 3 clusters Score: Raw -71923.998767 + Penalty 290.844244 = -71633.154523 nChanged 48 SP:Iteration 5Q (233.608762 sec): 3 clusters Score: Raw -71945.497563 + Penalty 290.351505 = -71655.146058 nChanged 40 SP:Iteration 6Q (233.611268 sec): 3 clusters Score: Raw -71959.695595 + Penalty 290.452209 = -71669.243385 nChanged 34 SP:Iteration 7Q (233.613782 sec): 3 clusters Score: Raw -71970.040852 + Penalty 290.700700 = -71679.340152 nChanged 28 SP:Iteration 8Q (233.616287 sec): 3 clusters Score: Raw -71979.888171 + Penalty 291.125047 = -71688.763124 nChanged 23 SP:Iteration 9Q (233.618789 sec): 3 clusters Score: Raw -71984.706057 + Penalty 291.603884 = -71693.102173 nChanged 18 SP:Iteration 10F (233.621419 sec): 3 clusters Score: Raw -71988.559294 + Penalty 292.071280 = -71696.488014 nChanged 16 SP:Iteration 11Q (233.623946 sec): 3 clusters Score: Raw -71992.388161 + Penalty 292.576809 = -71699.811352 nChanged 17 SP:Iteration 12Q (233.626474 sec): 3 clusters Score: Raw -71996.447132 + Penalty 292.783534 = -71703.663598 nChanged 13 SP:Iteration 13Q (233.629005 sec): 3 clusters Score: Raw -72000.262466 + Penalty 293.244715 = -71707.017751 nChanged 14 SP:Iteration 14Q (233.631527 sec): 3 clusters Score: Raw -72003.776084 + Penalty 293.824833 = -71709.951251 nChanged 12 SP:Iteration 15Q (233.634055 sec): 3 clusters Score: Raw -72006.525817 + Penalty 294.412252 = -71712.113565 nChanged 11 SP:Iteration 16Q (233.636578 sec): 3 clusters Score: Raw -72010.612048 + Penalty 295.416672 = -71715.195375 nChanged 19 SP:Iteration 17Q (233.639100 sec): 3 clusters Score: Raw -72019.104251 + Penalty 296.257738 = -71722.846513 nChanged 26 SP:Iteration 18Q (233.641624 sec): 3 clusters Score: Raw -72030.404486 + Penalty 296.935663 = -71733.468823 nChanged 17 SP:Iteration 19Q (233.644150 sec): 3 clusters Score: Raw -72036.090238 + Penalty 297.331208 = -71738.759031 nChanged 9 SP:Iteration 20F (233.646777 sec): 3 clusters Score: Raw -72038.163436 + Penalty 298.061147 = -71740.102289 nChanged 7 SP:Iteration 21Q (233.649361 sec): 3 clusters Score: Raw -72040.335966 + Penalty 298.547794 = -71741.788172 nChanged 7 SP:Iteration 22Q (233.651928 sec): 3 clusters Score: Raw -72041.218577 + Penalty 298.539974 = -71742.678603 nChanged 1 SP:Iteration 23Q (233.654482 sec): 3 clusters Score: Raw -72041.358221 + Penalty 298.539974 = -71742.818247 nChanged 0 SP:Iteration 24F (233.657107 sec): 3 clusters Score: Raw -72041.358221 + Penalty 298.539974 = -71742.818247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 14 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.659660 sec): 2 clusters Score: Raw -24119.844911 + Penalty 230.753683 = -23889.091228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.660719 sec): 3 clusters Score: Raw -23859.428000 + Penalty 462.593675 = -23396.834325 nChanged 180 SP:Iteration 1F (233.661751 sec): 3 clusters Score: Raw -23930.324667 + Penalty 473.676498 = -23456.648170 nChanged 64 SP:Iteration 2F (233.662759 sec): 3 clusters Score: Raw -23997.363495 + Penalty 512.023628 = -23485.339867 nChanged 76 SP:Iteration 3F (233.663768 sec): 3 clusters Score: Raw -24089.341135 + Penalty 515.694652 = -23573.646483 nChanged 26 SP:Iteration 4F (233.664812 sec): 3 clusters Score: Raw -24110.364229 + Penalty 521.599071 = -23588.765157 nChanged 10 SP:Iteration 5Q (233.665847 sec): 3 clusters Score: Raw -24119.945634 + Penalty 524.852994 = -23595.092639 nChanged 6 SP:Iteration 6Q (233.666854 sec): 3 clusters Score: Raw -24124.487279 + Penalty 524.349403 = -23600.137876 nChanged 1 SP:Iteration 7Q (233.667809 sec): 3 clusters Score: Raw -24124.983471 + Penalty 524.940885 = -23600.042586 nChanged 1 SP:Iteration 8F (233.668812 sec): 3 clusters Score: Raw -24125.757599 + Penalty 524.940885 = -23600.816714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 15 (491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.671096 sec): 2 clusters Score: Raw -25726.499748 + Penalty 50.910720 = -25675.589028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.672158 sec): 3 clusters Score: Raw -25415.003781 + Penalty 100.296221 = -25314.707560 nChanged 218 SP:Iteration 1F (233.673207 sec): 3 clusters Score: Raw -25562.610046 + Penalty 100.703967 = -25461.906079 nChanged 48 SP:Iteration 2F (233.674255 sec): 3 clusters Score: Raw -25625.900687 + Penalty 101.378033 = -25524.522654 nChanged 33 SP:Iteration 3F (233.675297 sec): 3 clusters Score: Raw -25665.321090 + Penalty 101.149182 = -25564.171909 nChanged 19 SP:Iteration 4Q (233.676305 sec): 3 clusters Score: Raw -25677.397159 + Penalty 100.524760 = -25576.872398 nChanged 13 SP:Iteration 5Q (233.677305 sec): 3 clusters Score: Raw -25685.853270 + Penalty 100.519500 = -25585.333770 nChanged 10 SP:Iteration 6Q (233.678299 sec): 3 clusters Score: Raw -25689.581038 + Penalty 100.576064 = -25589.004974 nChanged 4 SP:Iteration 7Q (233.679289 sec): 3 clusters Score: Raw -25690.148452 + Penalty 100.574018 = -25589.574434 nChanged 1 SP:Iteration 8Q (233.680278 sec): 3 clusters Score: Raw -25690.219202 + Penalty 100.557808 = -25589.661395 nChanged 2 SP:Iteration 9Q (233.681265 sec): 3 clusters Score: Raw -25690.289861 + Penalty 100.557808 = -25589.732053 nChanged 0 SP:Iteration 10F (233.682305 sec): 3 clusters Score: Raw -25690.289861 + Penalty 100.557808 = -25589.732053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 16 (507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.684550 sec): 2 clusters Score: Raw -24825.601622 + Penalty 218.405673 = -24607.195949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.685641 sec): 3 clusters Score: Raw -24588.652617 + Penalty 465.764662 = -24122.887955 nChanged 194 SP:Iteration 1F (233.686718 sec): 3 clusters Score: Raw -24832.972586 + Penalty 482.321188 = -24350.651398 nChanged 54 SP:Iteration 2F (233.687796 sec): 3 clusters Score: Raw -24882.657298 + Penalty 490.275664 = -24392.381634 nChanged 14 SP:Iteration 3Q (233.688856 sec): 3 clusters Score: Raw -24897.261883 + Penalty 494.672158 = -24402.589725 nChanged 6 SP:Iteration 4Q (233.689914 sec): 3 clusters Score: Raw -24901.669869 + Penalty 496.497263 = -24405.172607 nChanged 1 SP:Iteration 5Q (233.690961 sec): 3 clusters Score: Raw -24901.865697 + Penalty 497.446618 = -24404.419080 nChanged 1 SP:Iteration 6F (233.692026 sec): 3 clusters Score: Raw -24902.337448 + Penalty 498.412870 = -24403.924578 nChanged 4 SP:Iteration 7F (233.693102 sec): 3 clusters Score: Raw -24905.317578 + Penalty 504.029014 = -24401.288564 nChanged 4 SP:Iteration 8F (233.694171 sec): 3 clusters Score: Raw -24909.153615 + Penalty 509.948739 = -24399.204876 nChanged 4 SP:Iteration 9F (233.695242 sec): 3 clusters Score: Raw -24912.316111 + Penalty 515.930021 = -24396.386089 nChanged 3 SP:Iteration 10F (233.696310 sec): 3 clusters Score: Raw -24913.850431 + Penalty 517.909075 = -24395.941356 nChanged 1 SP:Iteration 11F (233.697380 sec): 3 clusters Score: Raw -24914.120195 + Penalty 517.909075 = -24396.211119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 17 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.699058 sec): 2 clusters Score: Raw -8923.536248 + Penalty 265.636135 = -8657.900113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.699571 sec): 3 clusters Score: Raw -8897.527674 + Penalty 533.696203 = -8363.831472 nChanged 43 SP:Iteration 1F (233.700109 sec): 3 clusters Score: Raw -8960.954162 + Penalty 537.502139 = -8423.452023 nChanged 20 SP:Iteration 2F (233.700613 sec): 3 clusters Score: Raw -9006.060171 + Penalty 540.376422 = -8465.683749 nChanged 8 SP:Iteration 3Q (233.701098 sec): 3 clusters Score: Raw -9013.734772 + Penalty 542.886137 = -8470.848636 nChanged 4 SP:Iteration 4Q (233.701580 sec): 3 clusters Score: Raw -9016.517094 + Penalty 542.861161 = -8473.655934 nChanged 2 SP:Iteration 5Q (233.702060 sec): 3 clusters Score: Raw -9017.062045 + Penalty 544.304156 = -8472.757889 nChanged 1 SP:Iteration 6F (233.702574 sec): 3 clusters Score: Raw -9018.739581 + Penalty 546.098765 = -8472.640816 nChanged 2 SP:Iteration 7F (233.703091 sec): 3 clusters Score: Raw -9024.678560 + Penalty 546.098765 = -8478.579795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 18 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.704323 sec): 2 clusters Score: Raw -3979.451140 + Penalty 711.954176 = -3267.496964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.704770 sec): 3 clusters Score: Raw -4146.687326 + Penalty 1421.845970 = -2724.841357 nChanged 14 SP:Iteration 1F (233.705213 sec): 3 clusters Score: Raw -4230.684890 + Penalty 1421.203644 = -2809.481245 nChanged 4 SP:Iteration 2Q (233.705616 sec): 3 clusters Score: Raw -4244.448257 + Penalty 1421.847005 = -2822.601252 nChanged 1 SP:Iteration 3Q (233.706014 sec): 3 clusters Score: Raw -4249.505985 + Penalty 1421.847005 = -2827.658980 nChanged 0 SP:Iteration 4F (233.706455 sec): 3 clusters Score: Raw -4249.505985 + Penalty 1421.847005 = -2827.658980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 19 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.708108 sec): 2 clusters Score: Raw -16448.212174 + Penalty 394.935180 = -16053.276994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.708898 sec): 3 clusters Score: Raw -16377.756391 + Penalty 802.778447 = -15574.977944 nChanged 107 SP:Iteration 1F (233.709673 sec): 3 clusters Score: Raw -16524.922885 + Penalty 817.563774 = -15707.359111 nChanged 31 SP:Iteration 2F (233.710447 sec): 3 clusters Score: Raw -16581.342987 + Penalty 822.798672 = -15758.544315 nChanged 15 SP:Iteration 3Q (233.711193 sec): 3 clusters Score: Raw -16599.958626 + Penalty 826.625470 = -15773.333157 nChanged 5 SP:Iteration 4Q (233.711936 sec): 3 clusters Score: Raw -16625.497928 + Penalty 831.412858 = -15794.085070 nChanged 9 SP:Iteration 5Q (233.712674 sec): 3 clusters Score: Raw -16638.102490 + Penalty 834.072139 = -15804.030351 nChanged 3 SP:Iteration 6Q (233.713407 sec): 3 clusters Score: Raw -16640.505250 + Penalty 836.146396 = -15804.358854 nChanged 3 SP:Iteration 7Q (233.714135 sec): 3 clusters Score: Raw -16642.910079 + Penalty 838.017072 = -15804.893007 nChanged 2 SP:Iteration 8Q (233.714862 sec): 3 clusters Score: Raw -16644.087287 + Penalty 840.121016 = -15803.966270 nChanged 2 SP:Iteration 9F (233.715634 sec): 3 clusters Score: Raw -16645.453154 + Penalty 841.020415 = -15804.432739 nChanged 3 SP:Iteration 10F (233.716405 sec): 3 clusters Score: Raw -16648.433253 + Penalty 841.020415 = -15807.412838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 21 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.718242 sec): 2 clusters Score: Raw -9039.378340 + Penalty 423.410394 = -8615.967947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.718815 sec): 3 clusters Score: Raw -9024.701651 + Penalty 864.997013 = -8159.704639 nChanged 41 SP:Iteration 1F (233.719377 sec): 3 clusters Score: Raw -9107.852606 + Penalty 887.585059 = -8220.267547 nChanged 18 SP:Iteration 2F (233.719939 sec): 3 clusters Score: Raw -9143.877449 + Penalty 894.512412 = -8249.365037 nChanged 11 SP:Iteration 3F (233.720528 sec): 3 clusters Score: Raw -9164.831606 + Penalty 900.910081 = -8263.921525 nChanged 3 SP:Iteration 4Q (233.721066 sec): 3 clusters Score: Raw -9173.210388 + Penalty 900.910081 = -8272.300307 nChanged 0 SP:Iteration 5F (233.721626 sec): 3 clusters Score: Raw -9173.210388 + Penalty 900.910081 = -8272.300307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 25 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.723931 sec): 2 clusters Score: Raw -27067.600175 + Penalty 869.348223 = -26198.251952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.725032 sec): 3 clusters Score: Raw -26930.703376 + Penalty 1738.908255 = -25191.795122 nChanged 124 SP:Iteration 1F (233.726114 sec): 3 clusters Score: Raw -27073.642223 + Penalty 1738.793574 = -25334.848648 nChanged 40 SP:Iteration 2F (233.727195 sec): 3 clusters Score: Raw -27125.674930 + Penalty 1738.794828 = -25386.880102 nChanged 26 SP:Iteration 3F (233.728280 sec): 3 clusters Score: Raw -27167.480203 + Penalty 1738.941698 = -25428.538504 nChanged 20 SP:Iteration 4Q (233.729327 sec): 3 clusters Score: Raw -27203.224607 + Penalty 1738.781609 = -25464.442998 nChanged 15 SP:Iteration 5Q (233.730371 sec): 3 clusters Score: Raw -27224.639077 + Penalty 1738.986238 = -25485.652840 nChanged 5 SP:Iteration 6Q (233.731405 sec): 3 clusters Score: Raw -27231.122733 + Penalty 1739.127335 = -25491.995398 nChanged 5 SP:Iteration 7Q (233.732437 sec): 3 clusters Score: Raw -27237.818542 + Penalty 1739.584322 = -25498.234219 nChanged 4 SP:Iteration 8Q (233.733469 sec): 3 clusters Score: Raw -27240.706053 + Penalty 1739.580496 = -25501.125557 nChanged 2 SP:Iteration 9Q (233.734498 sec): 3 clusters Score: Raw -27242.537317 + Penalty 1739.601709 = -25502.935608 nChanged 3 SP:Iteration 10F (233.735574 sec): 3 clusters Score: Raw -27246.640530 + Penalty 1739.601709 = -25507.038821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 28 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.736990 sec): 2 clusters Score: Raw -7072.454689 + Penalty 506.493345 = -6565.961345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.737525 sec): 3 clusters Score: Raw -7107.554026 + Penalty 1030.988655 = -6076.565370 nChanged 40 SP:Iteration 1F (233.738071 sec): 3 clusters Score: Raw -7189.611934 + Penalty 1036.211258 = -6153.400676 nChanged 9 SP:Iteration 2Q (233.738589 sec): 3 clusters Score: Raw -7212.983381 + Penalty 1034.552100 = -6178.431281 nChanged 2 SP:Iteration 3Q (233.739096 sec): 3 clusters Score: Raw -7216.212407 + Penalty 1034.552100 = -6181.660308 nChanged 0 SP:Iteration 4F (233.739634 sec): 3 clusters Score: Raw -7216.212407 + Penalty 1034.552100 = -6181.660308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 30 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.741228 sec): 2 clusters Score: Raw -14616.773823 + Penalty 316.725069 = -14300.048755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.741953 sec): 3 clusters Score: Raw -14514.588663 + Penalty 644.075172 = -13870.513491 nChanged 78 SP:Iteration 1F (233.742645 sec): 3 clusters Score: Raw -14600.817623 + Penalty 661.350839 = -13939.466783 nChanged 30 SP:Iteration 2F (233.743366 sec): 3 clusters Score: Raw -14652.154005 + Penalty 682.365482 = -13969.788524 nChanged 21 SP:Iteration 3F (233.744076 sec): 3 clusters Score: Raw -14698.009815 + Penalty 705.725827 = -13992.283988 nChanged 18 SP:Iteration 4F (233.744767 sec): 3 clusters Score: Raw -14743.938703 + Penalty 721.276518 = -14022.662185 nChanged 9 SP:Iteration 5Q (233.745486 sec): 3 clusters Score: Raw -14754.781648 + Penalty 729.573352 = -14025.208296 nChanged 3 SP:Iteration 6Q (233.746137 sec): 3 clusters Score: Raw -14761.492415 + Penalty 737.716631 = -14023.775784 nChanged 4 SP:Iteration 7F (233.746831 sec): 3 clusters Score: Raw -14766.868930 + Penalty 746.974179 = -14019.894751 nChanged 3 SP:Iteration 8F (233.747570 sec): 3 clusters Score: Raw -14771.174672 + Penalty 746.974179 = -14024.200493 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 35 (803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.750790 sec): 2 clusters Score: Raw -40836.688600 + Penalty 616.730383 = -40219.958218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.752487 sec): 3 clusters Score: Raw -40447.567967 + Penalty 1238.459749 = -39209.108218 nChanged 258 SP:Iteration 1F (233.754160 sec): 3 clusters Score: Raw -40647.765175 + Penalty 1243.465768 = -39404.299407 nChanged 80 SP:Iteration 2F (233.755741 sec): 3 clusters Score: Raw -40721.317549 + Penalty 1247.552169 = -39473.765380 nChanged 53 SP:Iteration 3F (233.757301 sec): 3 clusters Score: Raw -40772.743380 + Penalty 1252.706278 = -39520.037101 nChanged 39 SP:Iteration 4Q (233.758839 sec): 3 clusters Score: Raw -40818.193826 + Penalty 1257.228187 = -39560.965639 nChanged 27 SP:Iteration 5Q (233.760366 sec): 3 clusters Score: Raw -40846.763851 + Penalty 1259.903841 = -39586.860010 nChanged 22 SP:Iteration 6Q (233.761890 sec): 3 clusters Score: Raw -40863.728203 + Penalty 1261.586848 = -39602.141356 nChanged 15 SP:Iteration 7Q (233.763443 sec): 3 clusters Score: Raw -40878.321037 + Penalty 1265.108513 = -39613.212525 nChanged 18 SP:Iteration 8Q (233.764952 sec): 3 clusters Score: Raw -40892.342424 + Penalty 1266.313169 = -39626.029255 nChanged 11 SP:Iteration 9Q (233.766460 sec): 3 clusters Score: Raw -40901.187302 + Penalty 1264.941927 = -39636.245376 nChanged 8 SP:Iteration 10F (233.768062 sec): 3 clusters Score: Raw -40909.490992 + Penalty 1264.875859 = -39644.615133 nChanged 8 SP:Iteration 11Q (233.769560 sec): 3 clusters Score: Raw -40919.102186 + Penalty 1264.730155 = -39654.372031 nChanged 1 SP:Iteration 12Q (233.771047 sec): 3 clusters Score: Raw -40919.627140 + Penalty 1264.730155 = -39654.896985 nChanged 0 SP:Iteration 13F (233.772664 sec): 3 clusters Score: Raw -40919.627140 + Penalty 1264.730155 = -39654.896985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 37 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.773996 sec): 2 clusters Score: Raw -6061.411878 + Penalty 120.403396 = -5941.008483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.774442 sec): 3 clusters Score: Raw -6038.963813 + Penalty 251.813561 = -5787.150252 nChanged 37 SP:Iteration 1F (233.774878 sec): 3 clusters Score: Raw -6091.224758 + Penalty 252.682704 = -5838.542055 nChanged 5 SP:Iteration 2Q (233.775303 sec): 3 clusters Score: Raw -6097.265247 + Penalty 248.743311 = -5848.521936 nChanged 3 SP:Iteration 3Q (233.775719 sec): 3 clusters Score: Raw -6099.855508 + Penalty 247.494016 = -5852.361492 nChanged 4 SP:Iteration 4Q (233.776136 sec): 3 clusters Score: Raw -6106.814086 + Penalty 247.295288 = -5859.518798 nChanged 2 SP:Iteration 5Q (233.776547 sec): 3 clusters Score: Raw -6109.706715 + Penalty 246.416559 = -5863.290157 nChanged 1 SP:Iteration 6Q (233.776953 sec): 3 clusters Score: Raw -6109.956705 + Penalty 246.873852 = -5863.082853 nChanged 1 SP:Iteration 7F (233.777386 sec): 3 clusters Score: Raw -6110.706359 + Penalty 247.113656 = -5863.592703 nChanged 1 SP:Iteration 8Q (233.777793 sec): 3 clusters Score: Raw -6111.235662 + Penalty 247.113656 = -5864.122006 nChanged 0 SP:Iteration 9F (233.778226 sec): 3 clusters Score: Raw -6111.235662 + Penalty 247.113656 = -5864.122006 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 38 (806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.781214 sec): 2 clusters Score: Raw -37890.188693 + Penalty 393.060775 = -37497.127918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.782826 sec): 3 clusters Score: Raw -37460.922179 + Penalty 794.998891 = -36665.923288 nChanged 301 SP:Iteration 1F (233.784428 sec): 3 clusters Score: Raw -37667.906333 + Penalty 808.500596 = -36859.405738 nChanged 97 SP:Iteration 2F (233.786036 sec): 3 clusters Score: Raw -37749.028039 + Penalty 822.809358 = -36926.218680 nChanged 52 SP:Iteration 3F (233.787626 sec): 3 clusters Score: Raw -37817.961045 + Penalty 833.103674 = -36984.857372 nChanged 39 SP:Iteration 4Q (233.789192 sec): 3 clusters Score: Raw -37862.092762 + Penalty 840.711449 = -37021.381313 nChanged 35 SP:Iteration 5Q (233.790735 sec): 3 clusters Score: Raw -37900.697646 + Penalty 849.920767 = -37050.776879 nChanged 33 SP:Iteration 6Q (233.792292 sec): 3 clusters Score: Raw -37947.908907 + Penalty 861.534949 = -37086.373959 nChanged 31 SP:Iteration 7Q (233.793818 sec): 3 clusters Score: Raw -37992.829985 + Penalty 868.697057 = -37124.132928 nChanged 30 SP:Iteration 8Q (233.795290 sec): 3 clusters Score: Raw -38026.923213 + Penalty 872.389869 = -37154.533344 nChanged 15 SP:Iteration 9Q (233.796748 sec): 3 clusters Score: Raw -38039.826683 + Penalty 875.602589 = -37164.224093 nChanged 5 SP:Iteration 10F (233.798342 sec): 3 clusters Score: Raw -38041.965880 + Penalty 875.602589 = -37166.363290 nChanged 0 Memory request: 0.02 GB would take us to total of 0.49 GB. Trying to split cluster 39 (3119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.813006 sec): 2 clusters Score: Raw -156188.568695 + Penalty 548.905508 = -155639.663186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.818700 sec): 3 clusters Score: Raw -154333.663906 + Penalty 1086.119404 = -153247.544502 nChanged 1297 SP:Iteration 1F (233.824302 sec): 3 clusters Score: Raw -155306.294916 + Penalty 1072.366409 = -154233.928507 nChanged 407 SP:Iteration 2F (233.829869 sec): 3 clusters Score: Raw -155622.840436 + Penalty 1060.636906 = -154562.203530 nChanged 224 SP:Iteration 3F (233.836093 sec): 3 clusters Score: Raw -155838.848989 + Penalty 1055.630990 = -154783.217999 nChanged 122 SP:Iteration 4Q (233.842210 sec): 3 clusters Score: Raw -155941.238225 + Penalty 1050.574777 = -154890.663448 nChanged 91 SP:Iteration 5Q (233.848111 sec): 3 clusters Score: Raw -156014.634260 + Penalty 1051.582727 = -154963.051534 nChanged 72 SP:Iteration 6Q (233.854053 sec): 3 clusters Score: Raw -156065.830428 + Penalty 1048.932591 = -155016.897837 nChanged 57 SP:Iteration 7Q (233.860018 sec): 3 clusters Score: Raw -156104.402072 + Penalty 1050.166566 = -155054.235506 nChanged 41 SP:Iteration 8Q (233.865581 sec): 3 clusters Score: Raw -156130.052743 + Penalty 1057.371918 = -155072.680825 nChanged 30 SP:Iteration 9Q (233.871214 sec): 3 clusters Score: Raw -156154.481873 + Penalty 1072.477059 = -155082.004814 nChanged 29 SP:Iteration 10F (233.877318 sec): 3 clusters Score: Raw -156173.049337 + Penalty 1090.701961 = -155082.347377 nChanged 23 SP:Iteration 11Q (233.882551 sec): 3 clusters Score: Raw -156183.466296 + Penalty 1099.098963 = -155084.367334 nChanged 13 SP:Iteration 12Q (233.887310 sec): 3 clusters Score: Raw -156188.384485 + Penalty 1102.604532 = -155085.779954 nChanged 14 SP:Iteration 13Q (233.892048 sec): 3 clusters Score: Raw -156192.884652 + Penalty 1105.962979 = -155086.921673 nChanged 5 SP:Iteration 14Q (233.896733 sec): 3 clusters Score: Raw -156194.175249 + Penalty 1105.682261 = -155088.492988 nChanged 7 SP:Iteration 15Q (233.901401 sec): 3 clusters Score: Raw -156196.157248 + Penalty 1109.653640 = -155086.503607 nChanged 6 SP:Iteration 16F (233.906975 sec): 3 clusters Score: Raw -156199.265336 + Penalty 1116.261648 = -155083.003689 nChanged 12 SP:Iteration 17F (233.912607 sec): 3 clusters Score: Raw -156206.446816 + Penalty 1128.007042 = -155078.439774 nChanged 12 SP:Iteration 18F (233.918166 sec): 3 clusters Score: Raw -156210.849526 + Penalty 1136.978026 = -155073.871500 nChanged 11 SP:Iteration 19F (233.923696 sec): 3 clusters Score: Raw -156214.706065 + Penalty 1150.755049 = -155063.951015 nChanged 10 SP:Iteration 20F (233.929224 sec): 3 clusters Score: Raw -156218.939210 + Penalty 1168.647001 = -155050.292210 nChanged 15 SP:Iteration 21F (233.934825 sec): 3 clusters Score: Raw -156227.309814 + Penalty 1192.533004 = -155034.776809 nChanged 12 SP:Iteration 22F (233.940348 sec): 3 clusters Score: Raw -156234.198855 + Penalty 1204.920752 = -155029.278104 nChanged 8 SP:Iteration 23F (233.945872 sec): 3 clusters Score: Raw -156238.514557 + Penalty 1217.994062 = -155020.520495 nChanged 6 SP:Iteration 24F (233.951396 sec): 3 clusters Score: Raw -156241.538634 + Penalty 1235.500394 = -155006.038240 nChanged 8 SP:Iteration 25F (233.956961 sec): 3 clusters Score: Raw -156248.401199 + Penalty 1259.148919 = -154989.252280 nChanged 9 SP:Iteration 26F (233.962486 sec): 3 clusters Score: Raw -156256.580602 + Penalty 1304.396164 = -154952.184438 nChanged 13 SP:Iteration 27F (233.968058 sec): 3 clusters Score: Raw -156274.920204 + Penalty 1333.357236 = -154941.562968 nChanged 9 SP:Iteration 28F (233.973721 sec): 3 clusters Score: Raw -156284.731951 + Penalty 1349.854576 = -154934.877374 nChanged 5 SP:Iteration 29F (233.979291 sec): 3 clusters Score: Raw -156290.492039 + Penalty 1355.434253 = -154935.057785 nChanged 3 SP:Iteration 30F (233.984821 sec): 3 clusters Score: Raw -156294.099271 + Penalty 1355.164315 = -154938.934955 nChanged 1 SP:Iteration 31Q (233.989257 sec): 3 clusters Score: Raw -156296.563797 + Penalty 1355.164315 = -154941.399481 nChanged 0 SP:Iteration 32F (233.994816 sec): 3 clusters Score: Raw -156296.563797 + Penalty 1355.164315 = -154941.399481 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 41 (1523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.001750 sec): 2 clusters Score: Raw -75909.122786 + Penalty 115.563914 = -75793.558872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.004584 sec): 3 clusters Score: Raw -74991.125251 + Penalty 245.843368 = -74745.281883 nChanged 681 SP:Iteration 1F (234.007360 sec): 3 clusters Score: Raw -75700.094838 + Penalty 249.166080 = -75450.928758 nChanged 143 SP:Iteration 2F (234.010133 sec): 3 clusters Score: Raw -75811.260198 + Penalty 258.941685 = -75552.318513 nChanged 67 SP:Iteration 3Q (234.012909 sec): 3 clusters Score: Raw -75861.071826 + Penalty 270.777684 = -75590.294142 nChanged 47 SP:Iteration 4Q (234.015686 sec): 3 clusters Score: Raw -75900.719264 + Penalty 281.545600 = -75619.173664 nChanged 34 SP:Iteration 5Q (234.018451 sec): 3 clusters Score: Raw -75923.452477 + Penalty 286.066316 = -75637.386161 nChanged 25 SP:Iteration 6Q (234.021176 sec): 3 clusters Score: Raw -75938.249311 + Penalty 289.068008 = -75649.181303 nChanged 15 SP:Iteration 7Q (234.023853 sec): 3 clusters Score: Raw -75947.460324 + Penalty 301.625561 = -75645.834763 nChanged 15 SP:Iteration 8F (234.026619 sec): 3 clusters Score: Raw -75955.309417 + Penalty 307.873895 = -75647.435522 nChanged 7 SP:Iteration 9Q (234.029196 sec): 3 clusters Score: Raw -75957.513822 + Penalty 308.146365 = -75649.367457 nChanged 4 SP:Iteration 10F (234.031959 sec): 3 clusters Score: Raw -75958.829494 + Penalty 312.441229 = -75646.388265 nChanged 2 SP:Iteration 11F (234.034726 sec): 3 clusters Score: Raw -75959.988164 + Penalty 312.441229 = -75647.546935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 50 (472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.038473 sec): 2 clusters Score: Raw -23364.211798 + Penalty 344.698166 = -23019.513632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.039545 sec): 3 clusters Score: Raw -23120.001792 + Penalty 706.080015 = -22413.921777 nChanged 156 SP:Iteration 1F (234.040561 sec): 3 clusters Score: Raw -23251.962597 + Penalty 746.831112 = -22505.131485 nChanged 66 SP:Iteration 2F (234.041572 sec): 3 clusters Score: Raw -23331.859892 + Penalty 779.253784 = -22552.606108 nChanged 32 SP:Iteration 3F (234.042583 sec): 3 clusters Score: Raw -23365.299423 + Penalty 806.718661 = -22558.580762 nChanged 21 SP:Iteration 4Q (234.043612 sec): 3 clusters Score: Raw -23400.800442 + Penalty 838.800538 = -22561.999905 nChanged 19 SP:Iteration 5Q (234.044587 sec): 3 clusters Score: Raw -23426.909047 + Penalty 857.485136 = -22569.423910 nChanged 8 SP:Iteration 6Q (234.045549 sec): 3 clusters Score: Raw -23436.362096 + Penalty 867.205963 = -22569.156133 nChanged 5 SP:Iteration 7F (234.046560 sec): 3 clusters Score: Raw -23447.513763 + Penalty 867.160718 = -22580.353045 nChanged 4 SP:Iteration 8Q (234.047503 sec): 3 clusters Score: Raw -23450.331318 + Penalty 869.564078 = -22580.767240 nChanged 2 SP:Iteration 9Q (234.048445 sec): 3 clusters Score: Raw -23453.065383 + Penalty 875.684559 = -22577.380824 nChanged 2 SP:Iteration 10F (234.049454 sec): 3 clusters Score: Raw -23455.536391 + Penalty 884.533970 = -22571.002422 nChanged 3 SP:Iteration 11F (234.050461 sec): 3 clusters Score: Raw -23459.995020 + Penalty 888.934021 = -22571.060998 nChanged 6 SP:Iteration 12Q (234.051395 sec): 3 clusters Score: Raw -23466.782049 + Penalty 893.852959 = -22572.929089 nChanged 3 SP:Iteration 13Q (234.052326 sec): 3 clusters Score: Raw -23471.563084 + Penalty 900.311498 = -22571.251586 nChanged 3 SP:Iteration 14F (234.053338 sec): 3 clusters Score: Raw -23474.284699 + Penalty 898.864600 = -22575.420099 nChanged 2 SP:Iteration 15Q (234.054263 sec): 3 clusters Score: Raw -23479.809259 + Penalty 901.981884 = -22577.827375 nChanged 1 SP:Iteration 16Q (234.055178 sec): 3 clusters Score: Raw -23482.010135 + Penalty 900.953906 = -22581.056229 nChanged 1 SP:Iteration 17Q (234.056092 sec): 3 clusters Score: Raw -23482.682702 + Penalty 898.996770 = -22583.685932 nChanged 3 SP:Iteration 18Q (234.057005 sec): 3 clusters Score: Raw -23486.050253 + Penalty 902.611723 = -22583.438530 nChanged 2 SP:Iteration 19F (234.058013 sec): 3 clusters Score: Raw -23489.404711 + Penalty 901.702675 = -22587.702037 nChanged 1 SP:Iteration 20F (234.059022 sec): 3 clusters Score: Raw -23490.858086 + Penalty 900.141228 = -22590.716858 nChanged 2 SP:Iteration 21Q (234.059936 sec): 3 clusters Score: Raw -23492.479382 + Penalty 897.712384 = -22594.766998 nChanged 1 SP:Iteration 22Q (234.060844 sec): 3 clusters Score: Raw -23493.266810 + Penalty 897.712384 = -22595.554426 nChanged 0 SP:Iteration 23F (234.061851 sec): 3 clusters Score: Raw -23493.266810 + Penalty 897.712384 = -22595.554426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 53 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.062984 sec): 2 clusters Score: Raw -10094.996260 + Penalty 216.770996 = -9878.225264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.063556 sec): 3 clusters Score: Raw -10017.004532 + Penalty 439.338611 = -9577.665921 nChanged 56 SP:Iteration 1F (234.064115 sec): 3 clusters Score: Raw -10072.958994 + Penalty 452.568295 = -9620.390700 nChanged 15 SP:Iteration 2F (234.064672 sec): 3 clusters Score: Raw -10086.927103 + Penalty 462.901080 = -9624.026023 nChanged 6 SP:Iteration 3Q (234.065222 sec): 3 clusters Score: Raw -10092.103429 + Penalty 470.930347 = -9621.173082 nChanged 5 SP:Iteration 4F (234.065778 sec): 3 clusters Score: Raw -10096.941674 + Penalty 479.883571 = -9617.058102 nChanged 4 SP:Iteration 5F (234.066335 sec): 3 clusters Score: Raw -10099.549924 + Penalty 488.987674 = -9610.562250 nChanged 3 SP:Iteration 6F (234.066890 sec): 3 clusters Score: Raw -10102.818265 + Penalty 500.899747 = -9601.918518 nChanged 3 SP:Iteration 7F (234.067447 sec): 3 clusters Score: Raw -10105.638755 + Penalty 506.440567 = -9599.198189 nChanged 3 SP:Iteration 8F (234.068003 sec): 3 clusters Score: Raw -10112.777124 + Penalty 528.223449 = -9584.553675 nChanged 4 SP:Iteration 9F (234.068558 sec): 3 clusters Score: Raw -10122.037855 + Penalty 532.612134 = -9589.425721 nChanged 3 SP:Iteration 10F (234.069113 sec): 3 clusters Score: Raw -10126.029918 + Penalty 529.614587 = -9596.415332 nChanged 1 SP:Iteration 11Q (234.069640 sec): 3 clusters Score: Raw -10127.749606 + Penalty 529.614587 = -9598.135019 nChanged 0 SP:Iteration 12F (234.070218 sec): 3 clusters Score: Raw -10127.749606 + Penalty 529.614587 = -9598.135019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 54 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.071769 sec): 2 clusters Score: Raw -10198.650222 + Penalty 650.299109 = -9548.351112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.072393 sec): 3 clusters Score: Raw -10226.558223 + Penalty 1293.813420 = -8932.744803 nChanged 40 SP:Iteration 1F (234.073009 sec): 3 clusters Score: Raw -10346.551403 + Penalty 1282.115294 = -9064.436109 nChanged 26 SP:Iteration 2F (234.073620 sec): 3 clusters Score: Raw -10450.536424 + Penalty 1265.428056 = -9185.108368 nChanged 16 SP:Iteration 3F (234.074231 sec): 3 clusters Score: Raw -10485.387464 + Penalty 1257.321772 = -9228.065692 nChanged 8 SP:Iteration 4Q (234.074777 sec): 3 clusters Score: Raw -10501.109260 + Penalty 1254.274365 = -9246.834894 nChanged 5 SP:Iteration 5Q (234.075339 sec): 3 clusters Score: Raw -10513.686329 + Penalty 1254.281889 = -9259.404439 nChanged 2 SP:Iteration 6Q (234.075888 sec): 3 clusters Score: Raw -10518.370407 + Penalty 1257.372391 = -9260.998016 nChanged 2 SP:Iteration 7Q (234.076435 sec): 3 clusters Score: Raw -10522.556984 + Penalty 1257.372391 = -9265.184593 nChanged 0 SP:Iteration 8F (234.077046 sec): 3 clusters Score: Raw -10522.556984 + Penalty 1257.372391 = -9265.184593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 57 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.078762 sec): 2 clusters Score: Raw -13666.056649 + Penalty 291.016591 = -13375.040058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.079456 sec): 3 clusters Score: Raw -13542.672928 + Penalty 604.476190 = -12938.196737 nChanged 87 SP:Iteration 1F (234.080137 sec): 3 clusters Score: Raw -13630.096522 + Penalty 644.984157 = -12985.112365 nChanged 40 SP:Iteration 2F (234.080815 sec): 3 clusters Score: Raw -13711.333260 + Penalty 665.258290 = -13046.074970 nChanged 17 SP:Iteration 3F (234.081498 sec): 3 clusters Score: Raw -13739.878056 + Penalty 658.463027 = -13081.415029 nChanged 11 SP:Iteration 4Q (234.082153 sec): 3 clusters Score: Raw -13756.321999 + Penalty 646.563502 = -13109.758497 nChanged 3 SP:Iteration 5Q (234.082806 sec): 3 clusters Score: Raw -13759.452115 + Penalty 642.895340 = -13116.556775 nChanged 1 SP:Iteration 6Q (234.083460 sec): 3 clusters Score: Raw -13761.729862 + Penalty 642.895340 = -13118.834522 nChanged 0 SP:Iteration 7F (234.084141 sec): 3 clusters Score: Raw -13761.729862 + Penalty 642.895340 = -13118.834522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 58 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.085249 sec): 2 clusters Score: Raw -3745.220528 + Penalty 503.925362 = -3241.295166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.085615 sec): 3 clusters Score: Raw -3839.293544 + Penalty 1001.982254 = -2837.311290 nChanged 8 SP:Iteration 1F (234.085974 sec): 3 clusters Score: Raw -3868.024353 + Penalty 1001.632134 = -2866.392219 nChanged 7 SP:Iteration 2F (234.086332 sec): 3 clusters Score: Raw -3914.180969 + Penalty 1001.632134 = -2912.548835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 60 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.089533 sec): 2 clusters Score: Raw -26851.221697 + Penalty 832.369932 = -26018.851765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.090607 sec): 3 clusters Score: Raw -26746.251907 + Penalty 1663.448464 = -25082.803444 nChanged 119 SP:Iteration 1F (234.091648 sec): 3 clusters Score: Raw -26862.939759 + Penalty 1664.538799 = -25198.400961 nChanged 28 SP:Iteration 2F (234.092665 sec): 3 clusters Score: Raw -26888.181156 + Penalty 1666.288364 = -25221.892792 nChanged 20 SP:Iteration 3Q (234.093703 sec): 3 clusters Score: Raw -26913.850700 + Penalty 1668.884622 = -25244.966079 nChanged 17 SP:Iteration 4Q (234.094701 sec): 3 clusters Score: Raw -26931.530943 + Penalty 1671.043883 = -25260.487060 nChanged 10 SP:Iteration 5Q (234.095694 sec): 3 clusters Score: Raw -26945.502989 + Penalty 1672.171502 = -25273.331487 nChanged 7 SP:Iteration 6Q (234.096687 sec): 3 clusters Score: Raw -26958.850369 + Penalty 1673.967582 = -25284.882787 nChanged 8 SP:Iteration 7Q (234.097678 sec): 3 clusters Score: Raw -26968.249141 + Penalty 1675.525497 = -25292.723645 nChanged 6 SP:Iteration 8Q (234.098667 sec): 3 clusters Score: Raw -26976.173440 + Penalty 1677.008899 = -25299.164541 nChanged 4 SP:Iteration 9Q (234.099652 sec): 3 clusters Score: Raw -26981.636315 + Penalty 1677.361625 = -25304.274690 nChanged 3 SP:Iteration 10F (234.100690 sec): 3 clusters Score: Raw -26984.912493 + Penalty 1677.361625 = -25307.550868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 67 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.102900 sec): 2 clusters Score: Raw -22615.825894 + Penalty 671.101183 = -21944.724712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.103885 sec): 3 clusters Score: Raw -22471.916024 + Penalty 1340.522381 = -21131.393643 nChanged 96 SP:Iteration 1F (234.104850 sec): 3 clusters Score: Raw -22575.099218 + Penalty 1337.859940 = -21237.239279 nChanged 29 SP:Iteration 2F (234.105813 sec): 3 clusters Score: Raw -22621.817317 + Penalty 1335.147045 = -21286.670272 nChanged 30 SP:Iteration 3F (234.106745 sec): 3 clusters Score: Raw -22658.631842 + Penalty 1333.144612 = -21325.487230 nChanged 15 SP:Iteration 4Q (234.107660 sec): 3 clusters Score: Raw -22685.174232 + Penalty 1331.453983 = -21353.720249 nChanged 8 SP:Iteration 5Q (234.108565 sec): 3 clusters Score: Raw -22695.250945 + Penalty 1331.015232 = -21364.235713 nChanged 4 SP:Iteration 6Q (234.109471 sec): 3 clusters Score: Raw -22700.265449 + Penalty 1330.628971 = -21369.636478 nChanged 2 SP:Iteration 7Q (234.110372 sec): 3 clusters Score: Raw -22701.854422 + Penalty 1329.016440 = -21372.837982 nChanged 2 SP:Iteration 8Q (234.111271 sec): 3 clusters Score: Raw -22707.050959 + Penalty 1328.830976 = -21378.219984 nChanged 1 SP:Iteration 9Q (234.112168 sec): 3 clusters Score: Raw -22707.502524 + Penalty 1328.241736 = -21379.260788 nChanged 1 SP:Iteration 10F (234.113092 sec): 3 clusters Score: Raw -22709.992391 + Penalty 1327.610239 = -21382.382153 nChanged 3 SP:Iteration 11Q (234.113991 sec): 3 clusters Score: Raw -22715.043734 + Penalty 1326.908883 = -21388.134851 nChanged 2 SP:Iteration 12Q (234.114889 sec): 3 clusters Score: Raw -22715.681888 + Penalty 1326.908883 = -21388.773005 nChanged 0 SP:Iteration 13F (234.115812 sec): 3 clusters Score: Raw -22715.681888 + Penalty 1326.908883 = -21388.773005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 68 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.117162 sec): 2 clusters Score: Raw -7540.510078 + Penalty 223.870830 = -7316.639248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.117655 sec): 3 clusters Score: Raw -7488.050873 + Penalty 440.673628 = -7047.377245 nChanged 44 SP:Iteration 1F (234.118139 sec): 3 clusters Score: Raw -7528.277290 + Penalty 443.021924 = -7085.255366 nChanged 8 SP:Iteration 2Q (234.118617 sec): 3 clusters Score: Raw -7535.830676 + Penalty 444.518209 = -7091.312467 nChanged 6 SP:Iteration 3Q (234.119090 sec): 3 clusters Score: Raw -7539.737413 + Penalty 447.741660 = -7091.995753 nChanged 5 SP:Iteration 4Q (234.119565 sec): 3 clusters Score: Raw -7544.189288 + Penalty 452.113290 = -7092.075998 nChanged 5 SP:Iteration 5Q (234.120038 sec): 3 clusters Score: Raw -7548.304712 + Penalty 462.384395 = -7085.920317 nChanged 9 SP:Iteration 6F (234.120520 sec): 3 clusters Score: Raw -7556.409422 + Penalty 474.654492 = -7081.754931 nChanged 9 SP:Iteration 7F (234.121031 sec): 3 clusters Score: Raw -7568.339823 + Penalty 478.933755 = -7089.406069 nChanged 3 SP:Iteration 8Q (234.121505 sec): 3 clusters Score: Raw -7571.177772 + Penalty 480.385442 = -7090.792329 nChanged 1 SP:Iteration 9Q (234.121977 sec): 3 clusters Score: Raw -7571.389635 + Penalty 480.385442 = -7091.004193 nChanged 0 SP:Iteration 10F (234.122458 sec): 3 clusters Score: Raw -7571.389635 + Penalty 480.385442 = -7091.004193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 78 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.123633 sec): 2 clusters Score: Raw -5480.008647 + Penalty 660.783600 = -4819.225047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.124072 sec): 3 clusters Score: Raw -5594.305346 + Penalty 1327.394758 = -4266.910588 nChanged 12 SP:Iteration 1F (234.124503 sec): 3 clusters Score: Raw -5637.744923 + Penalty 1329.845913 = -4307.899010 nChanged 5 SP:Iteration 2Q (234.124907 sec): 3 clusters Score: Raw -5650.917178 + Penalty 1328.889876 = -4322.027302 nChanged 3 SP:Iteration 3Q (234.125307 sec): 3 clusters Score: Raw -5660.912599 + Penalty 1332.425815 = -4328.486784 nChanged 2 SP:Iteration 4Q (234.125705 sec): 3 clusters Score: Raw -5676.764590 + Penalty 1332.425815 = -4344.338776 nChanged 0 SP:Iteration 5F (234.126135 sec): 3 clusters Score: Raw -5676.764590 + Penalty 1332.425815 = -4344.338776 nChanged 0 Memory request: 0.01 GB would take us to total of 0.48 GB. Trying to split cluster 80 (696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.130333 sec): 2 clusters Score: Raw -29465.923147 + Penalty 584.523875 = -28881.399272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.131730 sec): 3 clusters Score: Raw -29209.489196 + Penalty 1166.062236 = -28043.426960 nChanged 205 SP:Iteration 1F (234.133120 sec): 3 clusters Score: Raw -29396.644521 + Penalty 1167.117795 = -28229.526726 nChanged 76 SP:Iteration 2F (234.134717 sec): 3 clusters Score: Raw -29504.001783 + Penalty 1168.002454 = -28335.999329 nChanged 44 SP:Iteration 3F (234.136267 sec): 3 clusters Score: Raw -29556.350190 + Penalty 1170.063956 = -28386.286235 nChanged 36 SP:Iteration 4F (234.137876 sec): 3 clusters Score: Raw -29597.161163 + Penalty 1170.633144 = -28426.528018 nChanged 19 SP:Iteration 5Q (234.139366 sec): 3 clusters Score: Raw -29621.891531 + Penalty 1170.000816 = -28451.890714 nChanged 12 SP:Iteration 6Q (234.140791 sec): 3 clusters Score: Raw -29635.842897 + Penalty 1169.234418 = -28466.608479 nChanged 14 SP:Iteration 7Q (234.142154 sec): 3 clusters Score: Raw -29649.205026 + Penalty 1169.028963 = -28480.176063 nChanged 10 SP:Iteration 8Q (234.143513 sec): 3 clusters Score: Raw -29657.044136 + Penalty 1169.864062 = -28487.180074 nChanged 8 SP:Iteration 9Q (234.144869 sec): 3 clusters Score: Raw -29666.710290 + Penalty 1169.734940 = -28496.975350 nChanged 2 SP:Iteration 10F (234.146285 sec): 3 clusters Score: Raw -29668.433801 + Penalty 1169.981855 = -28498.451946 nChanged 3 SP:Iteration 11Q (234.147641 sec): 3 clusters Score: Raw -29672.339084 + Penalty 1170.030771 = -28502.308313 nChanged 2 SP:Iteration 12Q (234.148997 sec): 3 clusters Score: Raw -29673.647335 + Penalty 1170.030771 = -28503.616564 nChanged 0 SP:Iteration 13F (234.150435 sec): 3 clusters Score: Raw -29673.647335 + Penalty 1170.030771 = -28503.616564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 81 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.153775 sec): 2 clusters Score: Raw -6541.476506 + Penalty 720.477643 = -5820.998863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.154242 sec): 3 clusters Score: Raw -6672.244858 + Penalty 1442.239640 = -5230.005218 nChanged 28 SP:Iteration 1F (234.154699 sec): 3 clusters Score: Raw -6806.747670 + Penalty 1447.365533 = -5359.382137 nChanged 10 SP:Iteration 2F (234.155194 sec): 3 clusters Score: Raw -6846.724050 + Penalty 1451.681299 = -5395.042750 nChanged 4 SP:Iteration 3Q (234.155609 sec): 3 clusters Score: Raw -6858.984393 + Penalty 1453.597743 = -5405.386650 nChanged 2 SP:Iteration 4Q (234.156024 sec): 3 clusters Score: Raw -6866.281160 + Penalty 1455.248601 = -5411.032560 nChanged 1 SP:Iteration 5Q (234.156433 sec): 3 clusters Score: Raw -6869.956524 + Penalty 1456.346607 = -5413.609917 nChanged 1 SP:Iteration 6Q (234.156875 sec): 3 clusters Score: Raw -6872.314602 + Penalty 1456.346607 = -5415.967995 nChanged 0 SP:Iteration 7F (234.157344 sec): 3 clusters Score: Raw -6872.314602 + Penalty 1456.346607 = -5415.967995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 84 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.158767 sec): 2 clusters Score: Raw -14214.703786 + Penalty 369.351488 = -13845.352299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.159574 sec): 3 clusters Score: Raw -14110.860583 + Penalty 756.140190 = -13354.720392 nChanged 82 SP:Iteration 1F (234.160366 sec): 3 clusters Score: Raw -14195.741499 + Penalty 777.848656 = -13417.892843 nChanged 25 SP:Iteration 2F (234.161154 sec): 3 clusters Score: Raw -14230.873861 + Penalty 788.394333 = -13442.479528 nChanged 13 SP:Iteration 3Q (234.161925 sec): 3 clusters Score: Raw -14258.309684 + Penalty 796.997622 = -13461.312062 nChanged 8 SP:Iteration 4Q (234.162677 sec): 3 clusters Score: Raw -14271.853637 + Penalty 805.464147 = -13466.389491 nChanged 6 SP:Iteration 5Q (234.163409 sec): 3 clusters Score: Raw -14278.556862 + Penalty 813.368358 = -13465.188503 nChanged 4 SP:Iteration 6F (234.164167 sec): 3 clusters Score: Raw -14281.418258 + Penalty 822.608987 = -13458.809271 nChanged 5 SP:Iteration 7F (234.164925 sec): 3 clusters Score: Raw -14293.161265 + Penalty 824.961111 = -13468.200154 nChanged 2 SP:Iteration 8Q (234.165646 sec): 3 clusters Score: Raw -14299.331386 + Penalty 834.627431 = -13464.703954 nChanged 2 SP:Iteration 9F (234.166405 sec): 3 clusters Score: Raw -14308.899583 + Penalty 834.627431 = -13474.272152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 96 (372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.167905 sec): 2 clusters Score: Raw -19288.271850 + Penalty 411.225218 = -18877.046632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.168765 sec): 3 clusters Score: Raw -19137.733545 + Penalty 833.794060 = -18303.939485 nChanged 107 SP:Iteration 1F (234.169611 sec): 3 clusters Score: Raw -19218.804743 + Penalty 849.151460 = -18369.653283 nChanged 37 SP:Iteration 2F (234.170455 sec): 3 clusters Score: Raw -19256.755052 + Penalty 865.812223 = -18390.942829 nChanged 25 SP:Iteration 3F (234.171297 sec): 3 clusters Score: Raw -19282.861770 + Penalty 877.045758 = -18405.816012 nChanged 19 SP:Iteration 4F (234.172140 sec): 3 clusters Score: Raw -19298.835850 + Penalty 888.416781 = -18410.419070 nChanged 12 SP:Iteration 5Q (234.172981 sec): 3 clusters Score: Raw -19310.567005 + Penalty 902.982164 = -18407.584841 nChanged 7 SP:Iteration 6F (234.173822 sec): 3 clusters Score: Raw -19316.254917 + Penalty 916.785804 = -18399.469113 nChanged 7 SP:Iteration 7F (234.174662 sec): 3 clusters Score: Raw -19336.290104 + Penalty 928.862051 = -18407.428053 nChanged 5 SP:Iteration 8Q (234.175484 sec): 3 clusters Score: Raw -19343.868788 + Penalty 938.126252 = -18405.742535 nChanged 4 SP:Iteration 9F (234.176327 sec): 3 clusters Score: Raw -19348.898178 + Penalty 946.748149 = -18402.150028 nChanged 3 SP:Iteration 10F (234.177217 sec): 3 clusters Score: Raw -19351.630506 + Penalty 947.930198 = -18403.700308 nChanged 1 SP:Iteration 11Q (234.178030 sec): 3 clusters Score: Raw -19352.910284 + Penalty 949.131708 = -18403.778576 nChanged 1 SP:Iteration 12Q (234.178841 sec): 3 clusters Score: Raw -19354.336467 + Penalty 949.542951 = -18404.793516 nChanged 1 SP:Iteration 13Q (234.179684 sec): 3 clusters Score: Raw -19355.328520 + Penalty 949.542951 = -18405.785569 nChanged 0 SP:Iteration 14F (234.180528 sec): 3 clusters Score: Raw -19355.328520 + Penalty 949.542951 = -18405.785569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.47 GB. Trying to split cluster 102 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.181303 sec): 2 clusters Score: Raw -4908.819315 + Penalty 53.409368 = -4855.409948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.181696 sec): 3 clusters Score: Raw -4855.890534 + Penalty 108.602739 = -4747.287795 nChanged 40 SP:Iteration 1F (234.182077 sec): 3 clusters Score: Raw -4892.936670 + Penalty 124.118945 = -4768.817725 nChanged 14 SP:Iteration 2F (234.182447 sec): 3 clusters Score: Raw -4907.095521 + Penalty 124.449788 = -4782.645733 nChanged 1 SP:Iteration 3Q (234.182817 sec): 3 clusters Score: Raw -4907.399961 + Penalty 124.449788 = -4782.950173 nChanged 0 SP:Iteration 4F (234.183188 sec): 3 clusters Score: Raw -4907.399961 + Penalty 124.449788 = -4782.950173 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 105 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.184160 sec): 2 clusters Score: Raw -8810.474478 + Penalty 544.453335 = -8266.021143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.184702 sec): 3 clusters Score: Raw -8822.218184 + Penalty 1104.692008 = -7717.526176 nChanged 40 SP:Iteration 1F (234.185238 sec): 3 clusters Score: Raw -8878.977297 + Penalty 1117.580886 = -7761.396411 nChanged 9 SP:Iteration 2Q (234.185758 sec): 3 clusters Score: Raw -8904.931527 + Penalty 1120.004171 = -7784.927357 nChanged 4 SP:Iteration 3Q (234.186270 sec): 3 clusters Score: Raw -8917.927212 + Penalty 1125.559634 = -7792.367578 nChanged 5 SP:Iteration 4Q (234.186758 sec): 3 clusters Score: Raw -8929.169413 + Penalty 1125.721300 = -7803.448114 nChanged 1 SP:Iteration 5Q (234.187247 sec): 3 clusters Score: Raw -8929.995161 + Penalty 1123.701348 = -7806.293812 nChanged 1 SP:Iteration 6Q (234.187734 sec): 3 clusters Score: Raw -8932.062608 + Penalty 1122.445785 = -7809.616823 nChanged 1 SP:Iteration 7Q (234.188221 sec): 3 clusters Score: Raw -8933.254439 + Penalty 1121.350791 = -7811.903648 nChanged 1 SP:Iteration 8Q (234.188708 sec): 3 clusters Score: Raw -8934.797670 + Penalty 1119.811664 = -7814.986006 nChanged 1 SP:Iteration 9Q (234.189194 sec): 3 clusters Score: Raw -8935.894911 + Penalty 1119.795705 = -7816.099206 nChanged 1 SP:Iteration 10F (234.189714 sec): 3 clusters Score: Raw -8938.178244 + Penalty 1119.795705 = -7818.382539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.48 GB. Trying to split cluster 141 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.191104 sec): 2 clusters Score: Raw -15117.439881 + Penalty 266.788563 = -14850.651317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.191908 sec): 3 clusters Score: Raw -14987.021528 + Penalty 544.723882 = -14442.297646 nChanged 111 SP:Iteration 1F (234.192701 sec): 3 clusters Score: Raw -15119.796954 + Penalty 569.649212 = -14550.147743 nChanged 37 SP:Iteration 2F (234.193539 sec): 3 clusters Score: Raw -15169.356436 + Penalty 591.802083 = -14577.554353 nChanged 18 SP:Iteration 3F (234.194357 sec): 3 clusters Score: Raw -15190.632035 + Penalty 609.219227 = -14581.412808 nChanged 11 SP:Iteration 4Q (234.195167 sec): 3 clusters Score: Raw -15203.028847 + Penalty 621.192405 = -14581.836441 nChanged 7 SP:Iteration 5Q (234.195976 sec): 3 clusters Score: Raw -15210.114006 + Penalty 636.294213 = -14573.819793 nChanged 6 SP:Iteration 6F (234.196772 sec): 3 clusters Score: Raw -15216.738121 + Penalty 654.137532 = -14562.600589 nChanged 6 SP:Iteration 7F (234.197558 sec): 3 clusters Score: Raw -15228.677725 + Penalty 662.986237 = -14565.691487 nChanged 3 SP:Iteration 8Q (234.198323 sec): 3 clusters Score: Raw -15232.633870 + Penalty 670.856852 = -14561.777018 nChanged 3 SP:Iteration 9F (234.199138 sec): 3 clusters Score: Raw -15236.993146 + Penalty 680.855897 = -14556.137249 nChanged 3 SP:Iteration 10F (234.199924 sec): 3 clusters Score: Raw -15242.144775 + Penalty 691.740474 = -14550.404302 nChanged 4 SP:Iteration 11F (234.200712 sec): 3 clusters Score: Raw -15246.804684 + Penalty 691.740474 = -14555.064210 nChanged 0 Time taken for this iteration:232.780540 seconds. 300->45 Clusters: Score -2347437.160922, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 298 (time per iteration =786.090681 ms) Total iterations: 5533 (time per iteration =42.337796 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 15200849375.000000 (time per metric unit =15.410654ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 380021234375.000000 (time per metric unit=616.426141ps) That took 234.255023 seconds. FileBase PeterP-2014-03-27_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 0.34 and 0.52 GB of RAM. Memory request: 0.17 GB would take us to total of 0.17 GB. ---------------------------------------------------------- Loaded 37682 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 37682 points ------ Starting initial clusters from distinct float masks Not enough masks (206) to generate starting clusters (300), so starting with (207) clusters instead. Assigned 207 initial classes from 206 unique masks. Deleting Class 177 (1 points): Lose 2.551656 but Gain 1677.826730 Iteration 0F (4.679386 sec): 206 clusters Score: Raw -1998206.087691 + Penalty 222600.858900 = -1775605.228791 nChanged 7792 Deleting Class 178 (1 points): Lose 7.649143 but Gain 1683.119993 Iteration 1F (8.064530 sec): 196 clusters Score: Raw -2018484.213469 + Penalty 221366.281774 = -1797117.931695 nChanged 2627 Deleting Class 190 (1 points): Lose 15.734518 but Gain 1668.581042 Iteration 2F (11.430999 sec): 195 clusters Score: Raw -2025045.674407 + Penalty 218941.153305 = -1806104.521102 nChanged 1608 Deleting Class 145 (2 points): Lose 15.186499 but Gain 1666.186466 Iteration 3Q (11.901731 sec): 193 clusters Score: Raw -2029080.227152 + Penalty 217564.065694 = -1811516.161457 nChanged 1154 Deleting Class 127 (1 points): Lose 10.367528 but Gain 1622.681994 Iteration 4Q (12.317872 sec): 192 clusters Score: Raw -2031100.908666 + Penalty 216092.053095 = -1815008.855570 nChanged 819 Deleting Class 179 (1 points): Lose 15.998322 but Gain 1608.263183 Iteration 5Q (12.688285 sec): 191 clusters Score: Raw -2032155.106116 + Penalty 214460.185593 = -1817694.920523 nChanged 703 Deleting Class 93 (9 points): Lose 104.292102 but Gain 1678.700423 Iteration 6Q (13.041768 sec): 190 clusters Score: Raw -2032772.005144 + Penalty 212849.426104 = -1819922.579040 nChanged 698 Deleting Class 122 (5 points): Lose 64.341753 but Gain 1612.507235 Iteration 7Q (13.391129 sec): 189 clusters Score: Raw -2033355.607570 + Penalty 211294.442171 = -1822061.165399 nChanged 718 Deleting Class 188 (1 points): Lose 2.255438 but Gain 1550.038717 Iteration 8Q (13.739869 sec): 188 clusters Score: Raw -2033874.685374 + Penalty 209781.390786 = -1824093.294588 nChanged 716 Deleting Class 167 (5 points): Lose 68.267368 but Gain 1612.474350 Iteration 9Q (14.083819 sec): 187 clusters Score: Raw -2034276.623899 + Penalty 208237.537630 = -1826039.086269 nChanged 737 Deleting Class 198 (1 points): Lose 3.143358 but Gain 1530.655367 Iteration 10F (17.303136 sec): 186 clusters Score: Raw -2034929.500703 + Penalty 206684.156909 = -1828245.343793 nChanged 804 Deleting Class 166 (1 points): Lose 7.165687 but Gain 1528.777985 Iteration 11Q (17.657516 sec): 185 clusters Score: Raw -2035766.242941 + Penalty 205095.429693 = -1830670.813248 nChanged 755 Deleting Class 4 (15 points): Lose 138.585870 but Gain 1658.306787 Iteration 12Q (18.003068 sec): 184 clusters Score: Raw -2036111.117745 + Penalty 203449.212126 = -1832661.905619 nChanged 794 Deleting Class 106 (25 points): Lose 178.843565 but Gain 1679.744694 Iteration 13Q (18.347113 sec): 183 clusters Score: Raw -2036431.852963 + Penalty 202015.221364 = -1834416.631599 nChanged 742 Deleting Class 186 (3 points): Lose 29.987933 but Gain 1512.564009 Iteration 14Q (18.681856 sec): 182 clusters Score: Raw -2036881.979372 + Penalty 200500.600087 = -1836381.379284 nChanged 674 Deleting Class 192 (2 points): Lose 23.686545 but Gain 1506.141324 Iteration 15Q (19.004878 sec): 181 clusters Score: Raw -2037204.353383 + Penalty 199067.776318 = -1838136.577065 nChanged 690 Deleting Class 125 (8 points): Lose 70.148456 but Gain 1548.026076 Iteration 16Q (19.327586 sec): 180 clusters Score: Raw -2037515.029660 + Penalty 197539.786554 = -1839975.243106 nChanged 702 Deleting Class 170 (3 points): Lose 27.072643 but Gain 1501.347337 Iteration 17Q (19.650587 sec): 179 clusters Score: Raw -2037847.859317 + Penalty 196051.273302 = -1841796.586016 nChanged 635 Deleting Class 95 (3 points): Lose 41.210135 but Gain 1501.746254 Iteration 18Q (19.965589 sec): 178 clusters Score: Raw -2038126.680284 + Penalty 194621.198743 = -1843505.481541 nChanged 595 Deleting Class 171 (9 points): Lose 116.587152 but Gain 1575.149133 Iteration 19Q (20.271668 sec): 177 clusters Score: Raw -2038323.541020 + Penalty 193171.052143 = -1845152.488878 nChanged 549 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.34 GB. Compute initial score before splitting: Score: Raw -2038323.541020 + Penalty 193171.052143 = -1845152.488878Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 1 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.407756 sec): 2 clusters Score: Raw -11680.622927 + Penalty 623.772256 = -11056.850672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.408375 sec): 3 clusters Score: Raw -11701.288471 + Penalty 1247.561646 = -10453.726825 nChanged 49 SP:Iteration 1F (20.409018 sec): 3 clusters Score: Raw -11787.125141 + Penalty 1247.390081 = -10539.735060 nChanged 13 SP:Iteration 2F (20.409625 sec): 3 clusters Score: Raw -11807.356043 + Penalty 1248.253546 = -10559.102497 nChanged 5 SP:Iteration 3Q (20.410205 sec): 3 clusters Score: Raw -11817.986086 + Penalty 1248.353980 = -10569.632106 nChanged 5 SP:Iteration 4Q (20.410780 sec): 3 clusters Score: Raw -11827.470786 + Penalty 1248.526797 = -10578.943989 nChanged 1 SP:Iteration 5Q (20.411353 sec): 3 clusters Score: Raw -11829.793525 + Penalty 1248.603348 = -10581.190177 nChanged 1 SP:Iteration 6Q (20.411927 sec): 3 clusters Score: Raw -11832.218375 + Penalty 1248.603348 = -10583.615027 nChanged 0 SP:Iteration 7F (20.412530 sec): 3 clusters Score: Raw -11832.218375 + Penalty 1248.603348 = -10583.615027 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 2 (2627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.425236 sec): 2 clusters Score: Raw -148390.639489 + Penalty 151.503898 = -148239.135591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.430054 sec): 3 clusters Score: Raw -146669.834042 + Penalty 317.557054 = -146352.276988 nChanged 1232 SP:Iteration 1F (20.434777 sec): 3 clusters Score: Raw -147740.599945 + Penalty 318.108776 = -147422.491169 nChanged 392 SP:Iteration 2F (20.439484 sec): 3 clusters Score: Raw -147998.333429 + Penalty 315.986472 = -147682.346957 nChanged 156 SP:Iteration 3F (20.444177 sec): 3 clusters Score: Raw -148095.382246 + Penalty 315.443902 = -147779.938344 nChanged 114 SP:Iteration 4Q (20.448868 sec): 3 clusters Score: Raw -148204.053801 + Penalty 309.767256 = -147894.286545 nChanged 92 SP:Iteration 5Q (20.453556 sec): 3 clusters Score: Raw -148292.983776 + Penalty 313.403798 = -147979.579978 nChanged 61 SP:Iteration 6Q (20.458124 sec): 3 clusters Score: Raw -148330.990790 + Penalty 317.114833 = -148013.875957 nChanged 37 SP:Iteration 7Q (20.462468 sec): 3 clusters Score: Raw -148354.642812 + Penalty 319.121654 = -148035.521158 nChanged 32 SP:Iteration 8Q (20.466749 sec): 3 clusters Score: Raw -148371.308373 + Penalty 325.620177 = -148045.688195 nChanged 28 SP:Iteration 9Q (20.470864 sec): 3 clusters Score: Raw -148387.764171 + Penalty 318.622906 = -148069.141265 nChanged 24 SP:Iteration 10F (20.475541 sec): 3 clusters Score: Raw -148402.936037 + Penalty 315.522880 = -148087.413157 nChanged 13 SP:Iteration 11Q (20.479423 sec): 3 clusters Score: Raw -148414.654653 + Penalty 313.404295 = -148101.250358 nChanged 9 SP:Iteration 12Q (20.483250 sec): 3 clusters Score: Raw -148420.474479 + Penalty 316.826301 = -148103.648179 nChanged 4 SP:Iteration 13Q (20.487036 sec): 3 clusters Score: Raw -148421.865529 + Penalty 316.022436 = -148105.843094 nChanged 1 SP:Iteration 14Q (20.490799 sec): 3 clusters Score: Raw -148422.097411 + Penalty 314.655048 = -148107.442363 nChanged 1 SP:Iteration 15Q (20.494560 sec): 3 clusters Score: Raw -148422.168072 + Penalty 313.142550 = -148109.025522 nChanged 1 SP:Iteration 16Q (20.498325 sec): 3 clusters Score: Raw -148422.204369 + Penalty 313.142550 = -148109.061819 nChanged 0 SP:Iteration 17F (20.503017 sec): 3 clusters Score: Raw -148422.204369 + Penalty 313.142550 = -148109.061819 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 3 (1122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.509054 sec): 2 clusters Score: Raw -63976.634557 + Penalty 202.819643 = -63773.814914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.511209 sec): 3 clusters Score: Raw -63309.246796 + Penalty 408.224771 = -62901.022025 nChanged 459 SP:Iteration 1F (20.513322 sec): 3 clusters Score: Raw -63805.720025 + Penalty 413.762060 = -63391.957965 nChanged 117 SP:Iteration 2F (20.515435 sec): 3 clusters Score: Raw -63904.253979 + Penalty 415.091552 = -63489.162427 nChanged 46 SP:Iteration 3Q (20.517521 sec): 3 clusters Score: Raw -63920.969915 + Penalty 415.503368 = -63505.466547 nChanged 15 SP:Iteration 4Q (20.519575 sec): 3 clusters Score: Raw -63925.980631 + Penalty 416.493723 = -63509.486908 nChanged 12 SP:Iteration 5Q (20.521627 sec): 3 clusters Score: Raw -63929.791574 + Penalty 417.959093 = -63511.832481 nChanged 12 SP:Iteration 6Q (20.523678 sec): 3 clusters Score: Raw -63935.679482 + Penalty 420.304243 = -63515.375239 nChanged 15 SP:Iteration 7Q (20.525735 sec): 3 clusters Score: Raw -63942.993671 + Penalty 422.097555 = -63520.896117 nChanged 10 SP:Iteration 8Q (20.527883 sec): 3 clusters Score: Raw -63949.887192 + Penalty 424.321090 = -63525.566101 nChanged 15 SP:Iteration 9Q (20.529923 sec): 3 clusters Score: Raw -63954.066585 + Penalty 425.077643 = -63528.988942 nChanged 8 SP:Iteration 10F (20.532024 sec): 3 clusters Score: Raw -63955.679633 + Penalty 425.337521 = -63530.342112 nChanged 6 SP:Iteration 11Q (20.534068 sec): 3 clusters Score: Raw -63957.020438 + Penalty 425.205580 = -63531.814858 nChanged 8 SP:Iteration 12Q (20.536114 sec): 3 clusters Score: Raw -63959.429762 + Penalty 425.139881 = -63534.289881 nChanged 3 SP:Iteration 13Q (20.538173 sec): 3 clusters Score: Raw -63960.860115 + Penalty 424.395293 = -63536.464821 nChanged 4 SP:Iteration 14Q (20.540204 sec): 3 clusters Score: Raw -63964.598042 + Penalty 424.807033 = -63539.791009 nChanged 6 SP:Iteration 15Q (20.542228 sec): 3 clusters Score: Raw -63966.677678 + Penalty 424.517936 = -63542.159742 nChanged 6 SP:Iteration 16Q (20.544248 sec): 3 clusters Score: Raw -63970.294274 + Penalty 424.688744 = -63545.605529 nChanged 8 SP:Iteration 17Q (20.546264 sec): 3 clusters Score: Raw -63972.746062 + Penalty 424.835724 = -63547.910338 nChanged 5 SP:Iteration 18Q (20.548265 sec): 3 clusters Score: Raw -63973.940914 + Penalty 425.221663 = -63548.719250 nChanged 5 SP:Iteration 19Q (20.550256 sec): 3 clusters Score: Raw -63976.206744 + Penalty 425.483606 = -63550.723138 nChanged 5 SP:Iteration 20F (20.552357 sec): 3 clusters Score: Raw -63977.953389 + Penalty 425.688018 = -63552.265370 nChanged 2 SP:Iteration 21Q (20.554347 sec): 3 clusters Score: Raw -63978.987424 + Penalty 425.769100 = -63553.218324 nChanged 3 SP:Iteration 22Q (20.556385 sec): 3 clusters Score: Raw -63979.540265 + Penalty 426.148893 = -63553.391371 nChanged 4 SP:Iteration 23Q (20.558374 sec): 3 clusters Score: Raw -63980.833477 + Penalty 426.573915 = -63554.259562 nChanged 4 SP:Iteration 24Q (20.560378 sec): 3 clusters Score: Raw -63981.397909 + Penalty 427.291300 = -63554.106609 nChanged 2 SP:Iteration 25F (20.562482 sec): 3 clusters Score: Raw -63981.485809 + Penalty 426.933452 = -63554.552357 nChanged 1 SP:Iteration 26Q (20.564485 sec): 3 clusters Score: Raw -63981.576769 + Penalty 426.955058 = -63554.621711 nChanged 1 SP:Iteration 27Q (20.566466 sec): 3 clusters Score: Raw -63981.652187 + Penalty 426.955058 = -63554.697129 nChanged 0 SP:Iteration 28F (20.568606 sec): 3 clusters Score: Raw -63981.652187 + Penalty 426.955058 = -63554.697129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 5 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.570125 sec): 2 clusters Score: Raw -6055.702567 + Penalty 791.221818 = -5264.480749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.570615 sec): 3 clusters Score: Raw -6235.645404 + Penalty 1582.404640 = -4653.240764 nChanged 13 SP:Iteration 1F (20.571090 sec): 3 clusters Score: Raw -6345.308265 + Penalty 1582.502219 = -4762.806046 nChanged 10 SP:Iteration 2F (20.571542 sec): 3 clusters Score: Raw -6410.984365 + Penalty 1582.534693 = -4828.449672 nChanged 5 SP:Iteration 3Q (20.571963 sec): 3 clusters Score: Raw -6442.972550 + Penalty 1582.458925 = -4860.513625 nChanged 4 SP:Iteration 4Q (20.572374 sec): 3 clusters Score: Raw -6471.880664 + Penalty 1582.458925 = -4889.421739 nChanged 2 SP:Iteration 5Q (20.572782 sec): 3 clusters Score: Raw -6503.010908 + Penalty 1582.458925 = -4920.551982 nChanged 2 SP:Iteration 6Q (20.573195 sec): 3 clusters Score: Raw -6525.963485 + Penalty 1582.404640 = -4943.558844 nChanged 1 SP:Iteration 7Q (20.573603 sec): 3 clusters Score: Raw -6664.431015 + Penalty 1582.458925 = -5081.972090 nChanged 1 SP:Iteration 8Q (20.574006 sec): 3 clusters Score: Raw -6671.317881 + Penalty 1582.502219 = -5088.815662 nChanged 1 SP:Iteration 9Q (20.574416 sec): 3 clusters Score: Raw -6689.071089 + Penalty 1582.556495 = -5106.514595 nChanged 2 SP:Iteration 10F (20.574880 sec): 3 clusters Score: Raw -6706.739279 + Penalty 1582.567740 = -5124.171539 nChanged 1 SP:Iteration 11Q (20.575282 sec): 3 clusters Score: Raw -6723.604927 + Penalty 1582.567740 = -5141.037188 nChanged 0 SP:Iteration 12F (20.575736 sec): 3 clusters Score: Raw -6723.604927 + Penalty 1582.567740 = -5141.037188 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 6 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.579852 sec): 2 clusters Score: Raw -61497.532566 + Penalty 436.766733 = -61060.765833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.581806 sec): 3 clusters Score: Raw -60958.041973 + Penalty 879.986508 = -60078.055465 nChanged 392 SP:Iteration 1F (20.583732 sec): 3 clusters Score: Raw -61219.921401 + Penalty 888.611418 = -60331.309983 nChanged 109 SP:Iteration 2F (20.585661 sec): 3 clusters Score: Raw -61325.098544 + Penalty 893.621654 = -60431.476890 nChanged 84 SP:Iteration 3F (20.587582 sec): 3 clusters Score: Raw -61429.636009 + Penalty 889.310148 = -60540.325861 nChanged 64 SP:Iteration 4F (20.589501 sec): 3 clusters Score: Raw -61533.156618 + Penalty 887.503069 = -60645.653549 nChanged 47 SP:Iteration 5Q (20.591308 sec): 3 clusters Score: Raw -61591.129690 + Penalty 881.565183 = -60709.564507 nChanged 39 SP:Iteration 6Q (20.593090 sec): 3 clusters Score: Raw -61639.620228 + Penalty 877.609894 = -60762.010334 nChanged 28 SP:Iteration 7Q (20.594861 sec): 3 clusters Score: Raw -61670.655332 + Penalty 873.030881 = -60797.624450 nChanged 29 SP:Iteration 8Q (20.596618 sec): 3 clusters Score: Raw -61745.235705 + Penalty 866.456474 = -60878.779231 nChanged 29 SP:Iteration 9Q (20.598384 sec): 3 clusters Score: Raw -61871.695699 + Penalty 863.991671 = -61007.704029 nChanged 21 SP:Iteration 10F (20.600364 sec): 3 clusters Score: Raw -61942.070960 + Penalty 863.816769 = -61078.254191 nChanged 9 SP:Iteration 11Q (20.602088 sec): 3 clusters Score: Raw -61948.795383 + Penalty 863.984003 = -61084.811379 nChanged 2 SP:Iteration 12Q (20.603769 sec): 3 clusters Score: Raw -61949.460812 + Penalty 864.209537 = -61085.251275 nChanged 2 SP:Iteration 13Q (20.605454 sec): 3 clusters Score: Raw -61949.992347 + Penalty 863.799991 = -61086.192356 nChanged 3 SP:Iteration 14Q (20.607142 sec): 3 clusters Score: Raw -61950.535639 + Penalty 863.799991 = -61086.735648 nChanged 0 SP:Iteration 15F (20.609059 sec): 3 clusters Score: Raw -61950.535639 + Penalty 863.799991 = -61086.735648 nChanged 0 Score: Raw -2071913.434171 + Penalty 193820.577263 = -1878092.856908 Splitting cluster 6 changes total score from -1845152.488878 to -1878092.856908 So it's getting split into cluster 4. Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 7 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.650295 sec): 2 clusters Score: Raw -547.454098 + Penalty 218.953932 = -328.500166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.650536 sec): 3 clusters Score: Raw -541.469523 + Penalty 432.293313 = -109.176211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.651149 sec): 2 clusters Score: Raw -1598.907687 + Penalty 408.866176 = -1190.041511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.651421 sec): 3 clusters Score: Raw -1681.663236 + Penalty 818.721575 = -862.941661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.651924 sec): 2 clusters Score: Raw -845.230614 + Penalty 237.619149 = -607.611465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.652162 sec): 3 clusters Score: Raw -850.650156 + Penalty 478.720635 = -371.929521 nChanged 0 Memory request: 0.03 GB would take us to total of 0.37 GB. Trying to split cluster 10 (5121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.675542 sec): 2 clusters Score: Raw -290087.728177 + Penalty 222.772002 = -289864.956175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.684853 sec): 3 clusters Score: Raw -286805.413421 + Penalty 465.328920 = -286340.084500 nChanged 2389 SP:Iteration 1F (23.693941 sec): 3 clusters Score: Raw -288995.220938 + Penalty 448.002479 = -288547.218459 nChanged 524 SP:Iteration 2F (23.703189 sec): 3 clusters Score: Raw -289463.644951 + Penalty 420.813963 = -289042.830987 nChanged 380 SP:Iteration 3F (23.712278 sec): 3 clusters Score: Raw -289803.119914 + Penalty 387.682733 = -289415.437181 nChanged 263 SP:Iteration 4F (23.721407 sec): 3 clusters Score: Raw -290039.723951 + Penalty 357.603672 = -289682.120279 nChanged 151 SP:Iteration 5Q (23.730492 sec): 3 clusters Score: Raw -290294.320763 + Penalty 336.948370 = -289957.372393 nChanged 105 SP:Iteration 6Q (23.739540 sec): 3 clusters Score: Raw -290597.458940 + Penalty 332.806643 = -290264.652297 nChanged 91 SP:Iteration 7Q (23.747489 sec): 3 clusters Score: Raw -290742.047223 + Penalty 331.625351 = -290410.421872 nChanged 69 SP:Iteration 8Q (23.755096 sec): 3 clusters Score: Raw -290818.917242 + Penalty 332.524130 = -290486.393112 nChanged 56 SP:Iteration 9Q (23.762651 sec): 3 clusters Score: Raw -290846.828709 + Penalty 333.266069 = -290513.562640 nChanged 34 SP:Iteration 10F (23.771823 sec): 3 clusters Score: Raw -290863.317729 + Penalty 333.264419 = -290530.053310 nChanged 31 SP:Iteration 11Q (23.779334 sec): 3 clusters Score: Raw -290873.064586 + Penalty 333.543734 = -290539.520852 nChanged 19 SP:Iteration 12Q (23.786887 sec): 3 clusters Score: Raw -290876.754627 + Penalty 334.657038 = -290542.097589 nChanged 18 SP:Iteration 13Q (23.794404 sec): 3 clusters Score: Raw -290880.368387 + Penalty 336.310358 = -290544.058029 nChanged 26 SP:Iteration 14Q (23.801907 sec): 3 clusters Score: Raw -290888.257391 + Penalty 338.396530 = -290549.860861 nChanged 32 SP:Iteration 15Q (23.809410 sec): 3 clusters Score: Raw -290897.239169 + Penalty 341.213636 = -290556.025533 nChanged 26 SP:Iteration 16Q (23.817055 sec): 3 clusters Score: Raw -290903.462371 + Penalty 342.995304 = -290560.467067 nChanged 22 SP:Iteration 17Q (23.824658 sec): 3 clusters Score: Raw -290907.935349 + Penalty 344.061744 = -290563.873605 nChanged 19 SP:Iteration 18Q (23.832557 sec): 3 clusters Score: Raw -290910.759312 + Penalty 345.132271 = -290565.627040 nChanged 10 SP:Iteration 19Q (23.840184 sec): 3 clusters Score: Raw -290911.588576 + Penalty 345.742620 = -290565.845956 nChanged 4 SP:Iteration 20F (23.849396 sec): 3 clusters Score: Raw -290911.757968 + Penalty 345.837452 = -290565.920516 nChanged 2 SP:Iteration 21Q (23.857036 sec): 3 clusters Score: Raw -290911.791535 + Penalty 345.837452 = -290565.954083 nChanged 0 SP:Iteration 22F (23.866497 sec): 3 clusters Score: Raw -290911.791535 + Penalty 345.837452 = -290565.954083 nChanged 0 Score: Raw -2072737.501754 + Penalty 193972.399889 = -1878765.101865 Splitting cluster 10 changes total score from -1845152.488878 to -1878765.101865 So it's getting split into cluster 93. Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 11 (1289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.927177 sec): 2 clusters Score: Raw -74829.193080 + Penalty 125.754576 = -74703.438503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.929633 sec): 3 clusters Score: Raw -74041.015124 + Penalty 251.982985 = -73789.032139 nChanged 572 SP:Iteration 1F (26.932045 sec): 3 clusters Score: Raw -74548.030067 + Penalty 255.051615 = -74292.978452 nChanged 132 SP:Iteration 2F (26.934474 sec): 3 clusters Score: Raw -74668.708496 + Penalty 256.331799 = -74412.376696 nChanged 65 SP:Iteration 3F (26.936881 sec): 3 clusters Score: Raw -74702.525336 + Penalty 256.248568 = -74446.276768 nChanged 32 SP:Iteration 4Q (26.939221 sec): 3 clusters Score: Raw -74714.431926 + Penalty 256.715985 = -74457.715942 nChanged 19 SP:Iteration 5Q (26.941551 sec): 3 clusters Score: Raw -74720.459349 + Penalty 256.767462 = -74463.691887 nChanged 12 SP:Iteration 6Q (26.943878 sec): 3 clusters Score: Raw -74725.028479 + Penalty 256.975482 = -74468.052996 nChanged 13 SP:Iteration 7Q (26.946200 sec): 3 clusters Score: Raw -74727.842136 + Penalty 256.931100 = -74470.911036 nChanged 13 SP:Iteration 8Q (26.948521 sec): 3 clusters Score: Raw -74730.282649 + Penalty 257.031146 = -74473.251503 nChanged 8 SP:Iteration 9Q (26.950834 sec): 3 clusters Score: Raw -74731.542704 + Penalty 256.824185 = -74474.718519 nChanged 5 SP:Iteration 10F (26.953243 sec): 3 clusters Score: Raw -74732.060207 + Penalty 256.725356 = -74475.334851 nChanged 2 SP:Iteration 11Q (26.955569 sec): 3 clusters Score: Raw -74732.237533 + Penalty 256.573703 = -74475.663830 nChanged 2 SP:Iteration 12Q (26.957916 sec): 3 clusters Score: Raw -74732.538468 + Penalty 256.617571 = -74475.920897 nChanged 3 SP:Iteration 13Q (26.960243 sec): 3 clusters Score: Raw -74733.273360 + Penalty 256.397077 = -74476.876283 nChanged 7 SP:Iteration 14Q (26.962567 sec): 3 clusters Score: Raw -74734.646250 + Penalty 256.649087 = -74477.997163 nChanged 5 SP:Iteration 15Q (26.964891 sec): 3 clusters Score: Raw -74735.229049 + Penalty 256.649087 = -74478.579962 nChanged 0 SP:Iteration 16F (26.967308 sec): 3 clusters Score: Raw -74735.229049 + Penalty 256.649087 = -74478.579962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 12 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.969423 sec): 2 clusters Score: Raw -5900.503050 + Penalty 286.713477 = -5613.789573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.970169 sec): 3 clusters Score: Raw -5864.998976 + Penalty 608.747887 = -5256.251089 nChanged 20 SP:Iteration 1F (26.970563 sec): 3 clusters Score: Raw -5905.074541 + Penalty 614.039830 = -5291.034710 nChanged 4 SP:Iteration 2Q (26.970937 sec): 3 clusters Score: Raw -5913.623605 + Penalty 614.039830 = -5299.583774 nChanged 0 SP:Iteration 3F (26.971321 sec): 3 clusters Score: Raw -5913.623605 + Penalty 614.039830 = -5299.583774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 13 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.971919 sec): 2 clusters Score: Raw -1798.635883 + Penalty 327.868020 = -1470.767863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.972206 sec): 3 clusters Score: Raw -1835.975592 + Penalty 654.177366 = -1181.798226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 14 (539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.975312 sec): 2 clusters Score: Raw -32616.557432 + Penalty 508.494118 = -32108.063315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.976478 sec): 3 clusters Score: Raw -32352.026692 + Penalty 1017.011967 = -31335.014725 nChanged 160 SP:Iteration 1F (26.977613 sec): 3 clusters Score: Raw -32443.477498 + Penalty 1017.007906 = -31426.469593 nChanged 37 SP:Iteration 2F (26.978747 sec): 3 clusters Score: Raw -32476.024364 + Penalty 1017.064863 = -31458.959501 nChanged 32 SP:Iteration 3F (26.979882 sec): 3 clusters Score: Raw -32509.499507 + Penalty 1017.343046 = -31492.156461 nChanged 32 SP:Iteration 4F (26.981014 sec): 3 clusters Score: Raw -32533.165742 + Penalty 1017.707131 = -31515.458611 nChanged 18 SP:Iteration 5Q (26.982139 sec): 3 clusters Score: Raw -32544.826095 + Penalty 1018.758186 = -31526.067908 nChanged 13 SP:Iteration 6Q (26.983267 sec): 3 clusters Score: Raw -32556.433160 + Penalty 1020.193413 = -31536.239747 nChanged 18 SP:Iteration 7Q (26.984387 sec): 3 clusters Score: Raw -32574.210467 + Penalty 1022.422730 = -31551.787737 nChanged 17 SP:Iteration 8Q (26.985505 sec): 3 clusters Score: Raw -32587.003348 + Penalty 1026.279042 = -31560.724306 nChanged 14 SP:Iteration 9Q (26.986622 sec): 3 clusters Score: Raw -32596.631460 + Penalty 1030.680622 = -31565.950838 nChanged 13 SP:Iteration 10F (26.987753 sec): 3 clusters Score: Raw -32605.195746 + Penalty 1034.609075 = -31570.586671 nChanged 8 SP:Iteration 11Q (26.988861 sec): 3 clusters Score: Raw -32609.434528 + Penalty 1035.865662 = -31573.568866 nChanged 2 SP:Iteration 12Q (26.989962 sec): 3 clusters Score: Raw -32610.487921 + Penalty 1037.172550 = -31573.315371 nChanged 4 SP:Iteration 13F (26.991091 sec): 3 clusters Score: Raw -32612.649515 + Penalty 1040.062621 = -31572.586894 nChanged 6 SP:Iteration 14F (26.992207 sec): 3 clusters Score: Raw -32614.677931 + Penalty 1039.260663 = -31575.417268 nChanged 1 SP:Iteration 15Q (26.993292 sec): 3 clusters Score: Raw -32615.994969 + Penalty 1039.260663 = -31576.734306 nChanged 0 SP:Iteration 16F (26.994424 sec): 3 clusters Score: Raw -32615.994969 + Penalty 1039.260663 = -31576.734306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 15 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.995692 sec): 2 clusters Score: Raw -16707.555889 + Penalty 545.696680 = -16161.859209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.996398 sec): 3 clusters Score: Raw -16598.644360 + Penalty 1089.109703 = -15509.534657 nChanged 66 SP:Iteration 1F (26.997093 sec): 3 clusters Score: Raw -16653.270292 + Penalty 1087.738681 = -15565.531610 nChanged 23 SP:Iteration 2F (26.997787 sec): 3 clusters Score: Raw -16676.713154 + Penalty 1087.257521 = -15589.455634 nChanged 14 SP:Iteration 3Q (26.998475 sec): 3 clusters Score: Raw -16696.098273 + Penalty 1092.400494 = -15603.697778 nChanged 15 SP:Iteration 4F (26.999198 sec): 3 clusters Score: Raw -16720.550508 + Penalty 1093.885055 = -15626.665453 nChanged 10 SP:Iteration 5Q (26.999881 sec): 3 clusters Score: Raw -16733.834685 + Penalty 1094.124607 = -15639.710078 nChanged 8 SP:Iteration 6Q (27.000565 sec): 3 clusters Score: Raw -16749.015456 + Penalty 1092.573678 = -15656.441778 nChanged 4 SP:Iteration 7Q (27.001240 sec): 3 clusters Score: Raw -16753.132438 + Penalty 1093.359387 = -15659.773050 nChanged 1 SP:Iteration 8Q (27.001916 sec): 3 clusters Score: Raw -16753.554965 + Penalty 1093.359387 = -15660.195577 nChanged 0 SP:Iteration 9F (27.002608 sec): 3 clusters Score: Raw -16753.554965 + Penalty 1093.359387 = -15660.195577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 16 (469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.004394 sec): 2 clusters Score: Raw -25891.472096 + Penalty 272.809737 = -25618.662359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.005424 sec): 3 clusters Score: Raw -25670.347503 + Penalty 546.867974 = -25123.479530 nChanged 167 SP:Iteration 1F (27.006440 sec): 3 clusters Score: Raw -25874.092458 + Penalty 546.743001 = -25327.349457 nChanged 68 SP:Iteration 2F (27.007458 sec): 3 clusters Score: Raw -25966.535335 + Penalty 548.137349 = -25418.397986 nChanged 20 SP:Iteration 3Q (27.008435 sec): 3 clusters Score: Raw -25975.416330 + Penalty 548.823427 = -25426.592903 nChanged 7 SP:Iteration 4Q (27.009408 sec): 3 clusters Score: Raw -25978.295560 + Penalty 549.321063 = -25428.974497 nChanged 2 SP:Iteration 5Q (27.010379 sec): 3 clusters Score: Raw -25979.039248 + Penalty 549.959617 = -25429.079631 nChanged 2 SP:Iteration 6Q (27.011352 sec): 3 clusters Score: Raw -25979.522973 + Penalty 549.672389 = -25429.850584 nChanged 1 SP:Iteration 7Q (27.012321 sec): 3 clusters Score: Raw -25979.957423 + Penalty 549.999893 = -25429.957530 nChanged 1 SP:Iteration 8Q (27.013292 sec): 3 clusters Score: Raw -25980.371946 + Penalty 550.387503 = -25429.984444 nChanged 1 SP:Iteration 9Q (27.014259 sec): 3 clusters Score: Raw -25980.626504 + Penalty 550.387503 = -25430.239002 nChanged 0 SP:Iteration 10F (27.015279 sec): 3 clusters Score: Raw -25980.626504 + Penalty 550.387503 = -25430.239002 nChanged 0 Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 17 (3807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.026974 sec): 2 clusters Score: Raw -241625.670393 + Penalty 322.002652 = -241303.667741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.033972 sec): 3 clusters Score: Raw -239180.197625 + Penalty 652.622214 = -238527.575411 nChanged 1665 SP:Iteration 1F (27.040857 sec): 3 clusters Score: Raw -240344.768341 + Penalty 672.208094 = -239672.560248 nChanged 561 SP:Iteration 2F (27.047727 sec): 3 clusters Score: Raw -240728.715525 + Penalty 693.109754 = -240035.605771 nChanged 354 SP:Iteration 3F (27.054586 sec): 3 clusters Score: Raw -240952.971712 + Penalty 717.882580 = -240235.089133 nChanged 253 SP:Iteration 4F (27.061479 sec): 3 clusters Score: Raw -241095.119851 + Penalty 738.249650 = -240356.870200 nChanged 162 SP:Iteration 5Q (27.068346 sec): 3 clusters Score: Raw -241171.227100 + Penalty 757.192761 = -240414.034339 nChanged 111 SP:Iteration 6Q (27.075240 sec): 3 clusters Score: Raw -241243.813957 + Penalty 778.389732 = -240465.424225 nChanged 96 SP:Iteration 7Q (27.082209 sec): 3 clusters Score: Raw -241333.487957 + Penalty 797.524731 = -240535.963226 nChanged 79 SP:Iteration 8Q (27.089022 sec): 3 clusters Score: Raw -241406.614633 + Penalty 818.359907 = -240588.254727 nChanged 72 SP:Iteration 9Q (27.095685 sec): 3 clusters Score: Raw -241466.113633 + Penalty 835.515857 = -240630.597776 nChanged 64 SP:Iteration 10F (27.102520 sec): 3 clusters Score: Raw -241510.651185 + Penalty 846.091692 = -240664.559493 nChanged 52 SP:Iteration 11Q (27.108848 sec): 3 clusters Score: Raw -241533.777346 + Penalty 861.131194 = -240672.646151 nChanged 53 SP:Iteration 12Q (27.115203 sec): 3 clusters Score: Raw -241558.916870 + Penalty 883.483393 = -240675.433477 nChanged 56 SP:Iteration 13Q (27.121470 sec): 3 clusters Score: Raw -241590.511755 + Penalty 907.659078 = -240682.852676 nChanged 59 SP:Iteration 14Q (27.127708 sec): 3 clusters Score: Raw -241619.656973 + Penalty 924.306639 = -240695.350334 nChanged 37 SP:Iteration 15Q (27.133739 sec): 3 clusters Score: Raw -241629.452821 + Penalty 933.214763 = -240696.238058 nChanged 25 SP:Iteration 16Q (27.139694 sec): 3 clusters Score: Raw -241633.918161 + Penalty 942.122954 = -240691.795207 nChanged 22 SP:Iteration 17F (27.146529 sec): 3 clusters Score: Raw -241642.608173 + Penalty 949.218382 = -240693.389791 nChanged 20 SP:Iteration 18Q (27.152395 sec): 3 clusters Score: Raw -241647.261249 + Penalty 954.457078 = -240692.804171 nChanged 13 SP:Iteration 19F (27.159452 sec): 3 clusters Score: Raw -241649.066319 + Penalty 959.095628 = -240689.970691 nChanged 15 SP:Iteration 20F (27.166309 sec): 3 clusters Score: Raw -241651.201348 + Penalty 967.725080 = -240683.476268 nChanged 12 SP:Iteration 21F (27.173156 sec): 3 clusters Score: Raw -241650.902729 + Penalty 975.246356 = -240675.656373 nChanged 12 SP:Iteration 22F (27.180038 sec): 3 clusters Score: Raw -241649.545880 + Penalty 977.068413 = -240672.477467 nChanged 9 SP:Iteration 23F (27.186876 sec): 3 clusters Score: Raw -241650.356915 + Penalty 986.159813 = -240664.197103 nChanged 9 SP:Iteration 24F (27.193753 sec): 3 clusters Score: Raw -241651.534757 + Penalty 994.729555 = -240656.805202 nChanged 9 SP:Iteration 25F (27.200714 sec): 3 clusters Score: Raw -241652.774303 + Penalty 1001.651060 = -240651.123243 nChanged 11 SP:Iteration 26F (27.207554 sec): 3 clusters Score: Raw -241654.862242 + Penalty 1013.332862 = -240641.529380 nChanged 12 SP:Iteration 27F (27.214457 sec): 3 clusters Score: Raw -241656.467781 + Penalty 1026.776351 = -240629.691430 nChanged 16 SP:Iteration 28F (27.221457 sec): 3 clusters Score: Raw -241660.646220 + Penalty 1045.582744 = -240615.063476 nChanged 20 SP:Iteration 29F (27.228630 sec): 3 clusters Score: Raw -241668.420097 + Penalty 1056.759540 = -240611.660558 nChanged 17 SP:Iteration 30F (27.235863 sec): 3 clusters Score: Raw -241671.792635 + Penalty 1064.235229 = -240607.557406 nChanged 10 SP:Iteration 31F (27.242713 sec): 3 clusters Score: Raw -241673.232095 + Penalty 1064.807799 = -240608.424296 nChanged 5 SP:Iteration 32Q (27.248365 sec): 3 clusters Score: Raw -241673.911479 + Penalty 1065.941009 = -240607.970470 nChanged 4 SP:Iteration 33F (27.255211 sec): 3 clusters Score: Raw -241677.299597 + Penalty 1068.814701 = -240608.484896 nChanged 5 SP:Iteration 34Q (27.260874 sec): 3 clusters Score: Raw -241678.539477 + Penalty 1071.398692 = -240607.140785 nChanged 6 SP:Iteration 35F (27.267757 sec): 3 clusters Score: Raw -241680.082152 + Penalty 1072.649986 = -240607.432166 nChanged 5 SP:Iteration 36Q (27.273369 sec): 3 clusters Score: Raw -241681.617084 + Penalty 1077.248754 = -240604.368331 nChanged 2 SP:Iteration 37F (27.280230 sec): 3 clusters Score: Raw -241682.205370 + Penalty 1079.358352 = -240602.847018 nChanged 2 SP:Iteration 38F (27.287064 sec): 3 clusters Score: Raw -241681.914594 + Penalty 1079.466590 = -240602.448003 nChanged 1 SP:Iteration 39F (27.293900 sec): 3 clusters Score: Raw -241681.739994 + Penalty 1079.466590 = -240602.273403 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 18 (656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.298957 sec): 2 clusters Score: Raw -41935.041323 + Penalty 708.331772 = -41226.709551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.300325 sec): 3 clusters Score: Raw -41737.641351 + Penalty 1419.676099 = -40317.965252 nChanged 199 SP:Iteration 1F (27.301678 sec): 3 clusters Score: Raw -42047.073278 + Penalty 1424.057428 = -40623.015850 nChanged 71 SP:Iteration 2F (27.303037 sec): 3 clusters Score: Raw -42162.963480 + Penalty 1423.422831 = -40739.540650 nChanged 33 SP:Iteration 3F (27.304417 sec): 3 clusters Score: Raw -42217.554240 + Penalty 1421.922335 = -40795.631906 nChanged 18 SP:Iteration 4Q (27.305725 sec): 3 clusters Score: Raw -42249.500640 + Penalty 1420.394199 = -40829.106441 nChanged 18 SP:Iteration 5Q (27.307038 sec): 3 clusters Score: Raw -42279.805559 + Penalty 1418.292110 = -40861.513449 nChanged 14 SP:Iteration 6Q (27.308326 sec): 3 clusters Score: Raw -42297.370231 + Penalty 1418.290738 = -40879.079493 nChanged 8 SP:Iteration 7Q (27.309691 sec): 3 clusters Score: Raw -42306.463317 + Penalty 1418.244650 = -40888.218667 nChanged 5 SP:Iteration 8Q (27.310984 sec): 3 clusters Score: Raw -42311.225773 + Penalty 1417.878176 = -40893.347597 nChanged 4 SP:Iteration 9Q (27.312257 sec): 3 clusters Score: Raw -42314.823595 + Penalty 1417.602338 = -40897.221256 nChanged 1 SP:Iteration 10F (27.313608 sec): 3 clusters Score: Raw -42315.462771 + Penalty 1417.424921 = -40898.037850 nChanged 2 SP:Iteration 11Q (27.314895 sec): 3 clusters Score: Raw -42317.006260 + Penalty 1417.406070 = -40899.600190 nChanged 2 SP:Iteration 12Q (27.316179 sec): 3 clusters Score: Raw -42319.411933 + Penalty 1417.483682 = -40901.928251 nChanged 1 SP:Iteration 13Q (27.317455 sec): 3 clusters Score: Raw -42320.630908 + Penalty 1417.477249 = -40903.153659 nChanged 1 SP:Iteration 14Q (27.318728 sec): 3 clusters Score: Raw -42321.823750 + Penalty 1417.409130 = -40904.414621 nChanged 1 SP:Iteration 15Q (27.319999 sec): 3 clusters Score: Raw -42322.782734 + Penalty 1417.218736 = -40905.563998 nChanged 1 SP:Iteration 16Q (27.321292 sec): 3 clusters Score: Raw -42324.025441 + Penalty 1417.066809 = -40906.958632 nChanged 2 SP:Iteration 17Q (27.322583 sec): 3 clusters Score: Raw -42325.674600 + Penalty 1417.266193 = -40908.408407 nChanged 2 SP:Iteration 18Q (27.323859 sec): 3 clusters Score: Raw -42327.496142 + Penalty 1417.194705 = -40910.301437 nChanged 2 SP:Iteration 19Q (27.325130 sec): 3 clusters Score: Raw -42328.835099 + Penalty 1417.194705 = -40911.640394 nChanged 0 SP:Iteration 20F (27.326489 sec): 3 clusters Score: Raw -42328.835099 + Penalty 1417.194705 = -40911.640394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 19 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.327471 sec): 2 clusters Score: Raw -7327.790882 + Penalty 237.576026 = -7090.214855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.327947 sec): 3 clusters Score: Raw -7303.725629 + Penalty 477.763900 = -6825.961729 nChanged 45 SP:Iteration 1F (27.328417 sec): 3 clusters Score: Raw -7383.524035 + Penalty 488.873196 = -6894.650839 nChanged 14 SP:Iteration 2F (27.328885 sec): 3 clusters Score: Raw -7412.112790 + Penalty 498.952921 = -6913.159869 nChanged 9 SP:Iteration 3F (27.329353 sec): 3 clusters Score: Raw -7440.355979 + Penalty 502.745221 = -6937.610759 nChanged 5 SP:Iteration 4Q (27.329789 sec): 3 clusters Score: Raw -7450.468586 + Penalty 502.637169 = -6947.831417 nChanged 1 SP:Iteration 5Q (27.330220 sec): 3 clusters Score: Raw -7464.574761 + Penalty 502.637169 = -6961.937592 nChanged 0 SP:Iteration 6F (27.330686 sec): 3 clusters Score: Raw -7464.574761 + Penalty 502.637169 = -6961.937592 nChanged 0 Memory request: 0.05 GB would take us to total of 0.40 GB. Trying to split cluster 20 (11549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.381022 sec): 2 clusters Score: Raw -641106.790631 + Penalty 248.072238 = -640858.718394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.402266 sec): 3 clusters Score: Raw -633443.033963 + Penalty 475.227845 = -632967.806118 nChanged 5463 SP:Iteration 1F (27.423274 sec): 3 clusters Score: Raw -638003.313444 + Penalty 464.386809 = -637538.926636 nChanged 1652 SP:Iteration 2F (27.444119 sec): 3 clusters Score: Raw -639731.602680 + Penalty 466.902550 = -639264.700130 nChanged 885 SP:Iteration 3F (27.465121 sec): 3 clusters Score: Raw -640738.857170 + Penalty 463.996775 = -640274.860395 nChanged 469 SP:Iteration 4Q (27.486128 sec): 3 clusters Score: Raw -641275.941633 + Penalty 461.680375 = -640814.261257 nChanged 195 SP:Iteration 5Q (27.504528 sec): 3 clusters Score: Raw -641465.554895 + Penalty 466.250714 = -640999.304181 nChanged 74 SP:Iteration 6Q (27.521543 sec): 3 clusters Score: Raw -641518.342138 + Penalty 460.460707 = -641057.881431 nChanged 36 SP:Iteration 7Q (27.538240 sec): 3 clusters Score: Raw -641536.600619 + Penalty 456.277774 = -641080.322845 nChanged 19 SP:Iteration 8Q (27.554693 sec): 3 clusters Score: Raw -641546.268108 + Penalty 444.968019 = -641101.300089 nChanged 12 SP:Iteration 9Q (27.571078 sec): 3 clusters Score: Raw -641555.439635 + Penalty 448.652536 = -641106.787100 nChanged 13 SP:Iteration 10F (27.591948 sec): 3 clusters Score: Raw -641570.728918 + Penalty 443.401723 = -641127.327194 nChanged 6 SP:Iteration 11Q (27.608245 sec): 3 clusters Score: Raw -641580.435233 + Penalty 440.094871 = -641140.340362 nChanged 6 SP:Iteration 12Q (27.624607 sec): 3 clusters Score: Raw -641584.613470 + Penalty 442.654395 = -641141.959075 nChanged 4 SP:Iteration 13Q (27.640919 sec): 3 clusters Score: Raw -641586.006044 + Penalty 442.454104 = -641143.551940 nChanged 3 SP:Iteration 14Q (27.657157 sec): 3 clusters Score: Raw -641587.126136 + Penalty 443.157533 = -641143.968602 nChanged 2 SP:Iteration 15Q (27.673437 sec): 3 clusters Score: Raw -641587.388261 + Penalty 443.157533 = -641144.230728 nChanged 0 SP:Iteration 16F (27.694297 sec): 3 clusters Score: Raw -641587.388261 + Penalty 443.157533 = -641144.230728 nChanged 0 Score: Raw -2073218.103913 + Penalty 194192.147997 = -1879025.955915 Splitting cluster 20 changes total score from -1845152.488878 to -1879025.955915 So it's getting split into cluster 95. Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 21 (2058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.822782 sec): 2 clusters Score: Raw -112653.724277 + Penalty 109.901518 = -112543.822759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.826573 sec): 3 clusters Score: Raw -111308.901711 + Penalty 227.342698 = -111081.559013 nChanged 956 SP:Iteration 1F (30.830327 sec): 3 clusters Score: Raw -112211.876899 + Penalty 222.633243 = -111989.243656 nChanged 232 SP:Iteration 2F (30.834036 sec): 3 clusters Score: Raw -112564.280364 + Penalty 219.795674 = -112344.484690 nChanged 110 SP:Iteration 3F (30.837735 sec): 3 clusters Score: Raw -112716.261124 + Penalty 218.716482 = -112497.544642 nChanged 96 SP:Iteration 4Q (30.841179 sec): 3 clusters Score: Raw -112837.015069 + Penalty 219.103277 = -112617.911792 nChanged 82 SP:Iteration 5Q (30.844747 sec): 3 clusters Score: Raw -112902.394184 + Penalty 219.843484 = -112682.550700 nChanged 62 SP:Iteration 6Q (30.848161 sec): 3 clusters Score: Raw -112962.045367 + Penalty 220.705915 = -112741.339452 nChanged 52 SP:Iteration 7Q (30.851585 sec): 3 clusters Score: Raw -113021.891461 + Penalty 221.661857 = -112800.229604 nChanged 37 SP:Iteration 8Q (30.854981 sec): 3 clusters Score: Raw -113082.818626 + Penalty 222.327583 = -112860.491043 nChanged 27 SP:Iteration 9Q (30.858358 sec): 3 clusters Score: Raw -113124.798353 + Penalty 222.596945 = -112902.201408 nChanged 20 SP:Iteration 10F (30.862052 sec): 3 clusters Score: Raw -113146.617911 + Penalty 222.766020 = -112923.851890 nChanged 12 SP:Iteration 11Q (30.865281 sec): 3 clusters Score: Raw -113152.116860 + Penalty 222.671577 = -112929.445283 nChanged 2 SP:Iteration 12Q (30.868465 sec): 3 clusters Score: Raw -113152.630062 + Penalty 222.712349 = -112929.917713 nChanged 1 SP:Iteration 13Q (30.871647 sec): 3 clusters Score: Raw -113152.646578 + Penalty 222.712349 = -112929.934229 nChanged 0 SP:Iteration 14F (30.875338 sec): 3 clusters Score: Raw -113152.646578 + Penalty 222.712349 = -112929.934229 nChanged 0 Score: Raw -2073717.029766 + Penalty 194347.948808 = -1879369.080958 Splitting cluster 21 changes total score from -1845152.488878 to -1879369.080958 So it's getting split into cluster 106. Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 22 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.952917 sec): 2 clusters Score: Raw -633.735759 + Penalty 191.794243 = -441.941516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.953164 sec): 3 clusters Score: Raw -647.388217 + Penalty 383.415514 = -263.972703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 23 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.953675 sec): 2 clusters Score: Raw -698.335363 + Penalty 282.882246 = -415.453117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.953903 sec): 3 clusters Score: Raw -698.172774 + Penalty 565.764493 = -132.408281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 24 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.954431 sec): 2 clusters Score: Raw -1477.677334 + Penalty 406.151514 = -1071.525820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.954683 sec): 3 clusters Score: Raw -1528.540454 + Penalty 826.702398 = -701.838056 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 25 (587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.957064 sec): 2 clusters Score: Raw -35116.759570 + Penalty 260.680421 = -34856.079149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.958333 sec): 3 clusters Score: Raw -34794.387633 + Penalty 602.527642 = -34191.859991 nChanged 226 SP:Iteration 1F (33.959559 sec): 3 clusters Score: Raw -35025.588986 + Penalty 642.378260 = -34383.210726 nChanged 42 SP:Iteration 2F (33.960810 sec): 3 clusters Score: Raw -35063.041945 + Penalty 647.257085 = -34415.784860 nChanged 25 SP:Iteration 3Q (33.962031 sec): 3 clusters Score: Raw -35082.420337 + Penalty 670.457289 = -34411.963049 nChanged 10 SP:Iteration 4F (33.963269 sec): 3 clusters Score: Raw -35098.496074 + Penalty 695.063763 = -34403.432311 nChanged 10 SP:Iteration 5F (33.964478 sec): 3 clusters Score: Raw -35122.509826 + Penalty 701.388365 = -34421.121461 nChanged 1 SP:Iteration 6Q (33.965541 sec): 3 clusters Score: Raw -35125.323377 + Penalty 703.945266 = -34421.378111 nChanged 1 SP:Iteration 7Q (33.966612 sec): 3 clusters Score: Raw -35125.597794 + Penalty 703.945266 = -34421.652528 nChanged 0 SP:Iteration 8F (33.967840 sec): 3 clusters Score: Raw -35125.597794 + Penalty 703.945266 = -34421.652528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 26 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.968905 sec): 2 clusters Score: Raw -12538.440728 + Penalty 835.957969 = -11702.482760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.969503 sec): 3 clusters Score: Raw -12591.498402 + Penalty 1671.946239 = -10919.552163 nChanged 29 SP:Iteration 1F (33.970091 sec): 3 clusters Score: Raw -12678.212341 + Penalty 1672.950827 = -11005.261514 nChanged 11 SP:Iteration 2F (33.970679 sec): 3 clusters Score: Raw -12761.314803 + Penalty 1673.594444 = -11087.720359 nChanged 5 SP:Iteration 3Q (33.971236 sec): 3 clusters Score: Raw -12771.264821 + Penalty 1675.075255 = -11096.189566 nChanged 8 SP:Iteration 4Q (33.971792 sec): 3 clusters Score: Raw -12786.891499 + Penalty 1675.906446 = -11110.985053 nChanged 5 SP:Iteration 5Q (33.972343 sec): 3 clusters Score: Raw -12794.284347 + Penalty 1676.162033 = -11118.122314 nChanged 3 SP:Iteration 6Q (33.972890 sec): 3 clusters Score: Raw -12800.171110 + Penalty 1676.191300 = -11123.979811 nChanged 3 SP:Iteration 7Q (33.973441 sec): 3 clusters Score: Raw -12804.275326 + Penalty 1675.595462 = -11128.679863 nChanged 5 SP:Iteration 8Q (33.973985 sec): 3 clusters Score: Raw -12817.976169 + Penalty 1673.458950 = -11144.517219 nChanged 9 SP:Iteration 9Q (33.974564 sec): 3 clusters Score: Raw -12848.880717 + Penalty 1674.243288 = -11174.637428 nChanged 6 SP:Iteration 10F (33.975157 sec): 3 clusters Score: Raw -12863.867432 + Penalty 1673.624050 = -11190.243382 nChanged 6 SP:Iteration 11Q (33.975697 sec): 3 clusters Score: Raw -12879.599118 + Penalty 1673.152208 = -11206.446910 nChanged 2 SP:Iteration 12Q (33.976231 sec): 3 clusters Score: Raw -12880.986996 + Penalty 1673.152208 = -11207.834788 nChanged 0 SP:Iteration 13F (33.976824 sec): 3 clusters Score: Raw -12880.986996 + Penalty 1673.152208 = -11207.834788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.977871 sec): 2 clusters Score: Raw -12316.356744 + Penalty 520.041471 = -11796.315273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.978464 sec): 3 clusters Score: Raw -12249.044169 + Penalty 1041.782736 = -11207.261433 nChanged 34 SP:Iteration 1F (33.979050 sec): 3 clusters Score: Raw -12290.241040 + Penalty 1049.192255 = -11241.048784 nChanged 11 SP:Iteration 2F (33.979636 sec): 3 clusters Score: Raw -12303.513067 + Penalty 1058.180821 = -11245.332246 nChanged 8 SP:Iteration 3Q (33.980217 sec): 3 clusters Score: Raw -12319.304495 + Penalty 1064.871762 = -11254.432733 nChanged 5 SP:Iteration 4Q (33.980795 sec): 3 clusters Score: Raw -12325.248003 + Penalty 1071.573433 = -11253.674570 nChanged 3 SP:Iteration 5F (33.981382 sec): 3 clusters Score: Raw -12329.698267 + Penalty 1075.567796 = -11254.130472 nChanged 3 SP:Iteration 6Q (33.981981 sec): 3 clusters Score: Raw -12333.325174 + Penalty 1081.963490 = -11251.361684 nChanged 4 SP:Iteration 7F (33.982568 sec): 3 clusters Score: Raw -12345.305873 + Penalty 1085.730300 = -11259.575573 nChanged 4 SP:Iteration 8Q (33.983120 sec): 3 clusters Score: Raw -12351.869649 + Penalty 1086.441274 = -11265.428374 nChanged 1 SP:Iteration 9Q (33.983664 sec): 3 clusters Score: Raw -12352.844313 + Penalty 1086.441274 = -11266.403039 nChanged 0 SP:Iteration 10F (33.984228 sec): 3 clusters Score: Raw -12352.844313 + Penalty 1086.441274 = -11266.403039 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 28 (360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.985938 sec): 2 clusters Score: Raw -19776.827033 + Penalty 572.136658 = -19204.690375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.986849 sec): 3 clusters Score: Raw -19672.388176 + Penalty 1144.973000 = -18527.415176 nChanged 102 SP:Iteration 1F (33.987744 sec): 3 clusters Score: Raw -19796.427033 + Penalty 1145.453124 = -18650.973908 nChanged 28 SP:Iteration 2F (33.988637 sec): 3 clusters Score: Raw -19855.803382 + Penalty 1145.802394 = -18710.000988 nChanged 14 SP:Iteration 3Q (33.989496 sec): 3 clusters Score: Raw -19885.057089 + Penalty 1145.211236 = -18739.845854 nChanged 16 SP:Iteration 4Q (33.990311 sec): 3 clusters Score: Raw -19905.249826 + Penalty 1144.883311 = -18760.366515 nChanged 7 SP:Iteration 5Q (33.991125 sec): 3 clusters Score: Raw -19914.495033 + Penalty 1144.666375 = -18769.828658 nChanged 7 SP:Iteration 6Q (33.991937 sec): 3 clusters Score: Raw -19924.317982 + Penalty 1144.273317 = -18780.044666 nChanged 2 SP:Iteration 7Q (33.992745 sec): 3 clusters Score: Raw -19926.282600 + Penalty 1143.720095 = -18782.562505 nChanged 3 SP:Iteration 8Q (33.993555 sec): 3 clusters Score: Raw -19929.686280 + Penalty 1143.720095 = -18785.966185 nChanged 0 SP:Iteration 9F (33.994409 sec): 3 clusters Score: Raw -19929.686280 + Penalty 1143.720095 = -18785.966185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 29 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.996223 sec): 2 clusters Score: Raw -30759.838809 + Penalty 979.118188 = -29780.720620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.997354 sec): 3 clusters Score: Raw -30712.249087 + Penalty 1957.348062 = -28754.901025 nChanged 139 SP:Iteration 1F (33.998426 sec): 3 clusters Score: Raw -30981.886335 + Penalty 1954.424868 = -29027.461467 nChanged 53 SP:Iteration 2F (33.999491 sec): 3 clusters Score: Raw -31113.985253 + Penalty 1952.471009 = -29161.514244 nChanged 28 SP:Iteration 3F (34.000551 sec): 3 clusters Score: Raw -31194.912857 + Penalty 1952.117829 = -29242.795028 nChanged 13 SP:Iteration 4Q (34.001525 sec): 3 clusters Score: Raw -31249.422380 + Penalty 1952.223230 = -29297.199150 nChanged 9 SP:Iteration 5Q (34.002487 sec): 3 clusters Score: Raw -31285.905523 + Penalty 1953.064950 = -29332.840573 nChanged 9 SP:Iteration 6Q (34.003447 sec): 3 clusters Score: Raw -31319.222508 + Penalty 1952.571242 = -29366.651266 nChanged 8 SP:Iteration 7Q (34.004397 sec): 3 clusters Score: Raw -31350.199155 + Penalty 1951.862256 = -29398.336899 nChanged 10 SP:Iteration 8Q (34.005345 sec): 3 clusters Score: Raw -31403.798167 + Penalty 1950.597344 = -29453.200823 nChanged 13 SP:Iteration 9Q (34.006284 sec): 3 clusters Score: Raw -31523.719909 + Penalty 1951.606812 = -29572.113097 nChanged 11 SP:Iteration 10F (34.007348 sec): 3 clusters Score: Raw -31724.305342 + Penalty 1951.514480 = -29772.790863 nChanged 6 SP:Iteration 11Q (34.008274 sec): 3 clusters Score: Raw -31737.308038 + Penalty 1951.330370 = -29785.977668 nChanged 1 SP:Iteration 12Q (34.009198 sec): 3 clusters Score: Raw -31738.027220 + Penalty 1951.330370 = -29786.696850 nChanged 0 SP:Iteration 13F (34.010262 sec): 3 clusters Score: Raw -31738.027220 + Penalty 1951.330370 = -29786.696850 nChanged 0 Score: Raw -2074695.217820 + Penalty 196005.572058 = -1878689.645762 Splitting cluster 29 changes total score from -1845152.488878 to -1878689.645762 So it's getting split into cluster 122. Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 30 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.099606 sec): 2 clusters Score: Raw -30443.653790 + Penalty 894.498990 = -29549.154800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.100640 sec): 3 clusters Score: Raw -30292.056578 + Penalty 1789.805753 = -28502.250824 nChanged 114 SP:Iteration 1F (37.101641 sec): 3 clusters Score: Raw -30477.489804 + Penalty 1795.262893 = -28682.226911 nChanged 42 SP:Iteration 2F (37.102639 sec): 3 clusters Score: Raw -30551.844175 + Penalty 1799.794821 = -28752.049353 nChanged 30 SP:Iteration 3F (37.103636 sec): 3 clusters Score: Raw -30607.060122 + Penalty 1801.067200 = -28805.992922 nChanged 16 SP:Iteration 4Q (37.104587 sec): 3 clusters Score: Raw -30631.093002 + Penalty 1801.662095 = -28829.430907 nChanged 7 SP:Iteration 5Q (37.105526 sec): 3 clusters Score: Raw -30642.173193 + Penalty 1802.038883 = -28840.134310 nChanged 2 SP:Iteration 6Q (37.106456 sec): 3 clusters Score: Raw -30644.951259 + Penalty 1802.038883 = -28842.912376 nChanged 0 SP:Iteration 7F (37.107451 sec): 3 clusters Score: Raw -30644.951259 + Penalty 1802.038883 = -28842.912376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 31 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.107994 sec): 2 clusters Score: Raw -964.860014 + Penalty 88.395177 = -876.464837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.108234 sec): 3 clusters Score: Raw -968.626365 + Penalty 174.114678 = -794.511687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 32 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.108758 sec): 2 clusters Score: Raw -1279.379888 + Penalty 303.829201 = -975.550686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.109009 sec): 3 clusters Score: Raw -1309.461676 + Penalty 604.376494 = -705.085182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 33 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.110079 sec): 2 clusters Score: Raw -6578.066292 + Penalty 410.585994 = -6167.480297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.110502 sec): 3 clusters Score: Raw -6568.008838 + Penalty 827.032689 = -5740.976149 nChanged 15 SP:Iteration 1F (37.110916 sec): 3 clusters Score: Raw -6594.307395 + Penalty 830.566206 = -5763.741189 nChanged 6 SP:Iteration 2F (37.111327 sec): 3 clusters Score: Raw -6606.441014 + Penalty 828.689798 = -5777.751216 nChanged 5 SP:Iteration 3Q (37.111728 sec): 3 clusters Score: Raw -6620.784722 + Penalty 826.958192 = -5793.826530 nChanged 4 SP:Iteration 4Q (37.112128 sec): 3 clusters Score: Raw -6628.023131 + Penalty 826.917871 = -5801.105261 nChanged 1 SP:Iteration 5Q (37.112527 sec): 3 clusters Score: Raw -6629.478019 + Penalty 826.849871 = -5802.628149 nChanged 1 SP:Iteration 6Q (37.112924 sec): 3 clusters Score: Raw -6631.512413 + Penalty 823.102170 = -5808.410243 nChanged 1 SP:Iteration 7Q (37.113323 sec): 3 clusters Score: Raw -6633.802885 + Penalty 819.160119 = -5814.642766 nChanged 2 SP:Iteration 8Q (37.113722 sec): 3 clusters Score: Raw -6639.975228 + Penalty 817.771288 = -5822.203939 nChanged 2 SP:Iteration 9Q (37.114118 sec): 3 clusters Score: Raw -6643.215874 + Penalty 817.771288 = -5825.444586 nChanged 0 SP:Iteration 10F (37.114532 sec): 3 clusters Score: Raw -6643.215874 + Penalty 817.771288 = -5825.444586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 34 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.115446 sec): 2 clusters Score: Raw -4306.148017 + Penalty 594.533376 = -3711.614641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.115790 sec): 3 clusters Score: Raw -4406.434992 + Penalty 1188.713874 = -3217.721118 nChanged 9 SP:Iteration 1F (37.116143 sec): 3 clusters Score: Raw -4450.511637 + Penalty 1188.648969 = -3261.862668 nChanged 3 SP:Iteration 2Q (37.116463 sec): 3 clusters Score: Raw -4492.624300 + Penalty 1188.648969 = -3303.975330 nChanged 0 SP:Iteration 3F (37.116804 sec): 3 clusters Score: Raw -4492.624300 + Penalty 1188.648969 = -3303.975330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 35 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.117530 sec): 2 clusters Score: Raw -6026.089286 + Penalty 373.822996 = -5652.266290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.117919 sec): 3 clusters Score: Raw -6032.599108 + Penalty 750.015337 = -5282.583770 nChanged 13 SP:Iteration 1F (37.118302 sec): 3 clusters Score: Raw -6048.616827 + Penalty 749.177181 = -5299.439646 nChanged 1 SP:Iteration 2Q (37.118678 sec): 3 clusters Score: Raw -6049.692500 + Penalty 750.032597 = -5299.659903 nChanged 1 SP:Iteration 3Q (37.119056 sec): 3 clusters Score: Raw -6053.106796 + Penalty 750.032597 = -5303.074199 nChanged 0 SP:Iteration 4F (37.119437 sec): 3 clusters Score: Raw -6053.106796 + Penalty 750.032597 = -5303.074199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 36 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.120063 sec): 2 clusters Score: Raw -2102.104806 + Penalty 275.919455 = -1826.185351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.120340 sec): 3 clusters Score: Raw -2096.977273 + Penalty 560.065945 = -1536.911328 nChanged 2 SP:Iteration 1F (37.120614 sec): 3 clusters Score: Raw -2101.724616 + Penalty 577.477401 = -1524.247214 nChanged 2 SP:Iteration 2F (37.120888 sec): 3 clusters Score: Raw -2107.314140 + Penalty 577.477401 = -1529.836738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 37 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.121782 sec): 2 clusters Score: Raw -4886.418575 + Penalty 299.265964 = -4587.152611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.122161 sec): 3 clusters Score: Raw -4832.333148 + Penalty 592.794887 = -4239.538261 nChanged 11 SP:Iteration 1F (37.122512 sec): 3 clusters Score: Raw -4859.776533 + Penalty 596.704048 = -4263.072485 nChanged 5 SP:Iteration 2F (37.122861 sec): 3 clusters Score: Raw -4867.364543 + Penalty 593.571235 = -4273.793308 nChanged 4 SP:Iteration 3Q (37.123198 sec): 3 clusters Score: Raw -4873.081362 + Penalty 605.253857 = -4267.827505 nChanged 4 SP:Iteration 4F (37.123546 sec): 3 clusters Score: Raw -4892.426628 + Penalty 609.164719 = -4283.261908 nChanged 1 SP:Iteration 5Q (37.123869 sec): 3 clusters Score: Raw -4894.631184 + Penalty 609.164719 = -4285.466464 nChanged 0 SP:Iteration 6F (37.124218 sec): 3 clusters Score: Raw -4894.631184 + Penalty 609.164719 = -4285.466464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 38 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.125141 sec): 2 clusters Score: Raw -7925.958606 + Penalty 195.790185 = -7730.168421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.125655 sec): 3 clusters Score: Raw -7885.970268 + Penalty 413.411994 = -7472.558274 nChanged 52 SP:Iteration 1F (37.126159 sec): 3 clusters Score: Raw -7968.610631 + Penalty 442.072829 = -7526.537802 nChanged 18 SP:Iteration 2F (37.126648 sec): 3 clusters Score: Raw -8002.501983 + Penalty 451.735264 = -7550.766720 nChanged 5 SP:Iteration 3Q (37.127113 sec): 3 clusters Score: Raw -8042.893023 + Penalty 450.810910 = -7592.082113 nChanged 2 SP:Iteration 4Q (37.127571 sec): 3 clusters Score: Raw -8046.208591 + Penalty 450.810910 = -7595.397682 nChanged 0 SP:Iteration 5F (37.128063 sec): 3 clusters Score: Raw -8046.208591 + Penalty 450.810910 = -7595.397682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 39 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.128860 sec): 2 clusters Score: Raw -7804.807040 + Penalty 185.606395 = -7619.200645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.129311 sec): 3 clusters Score: Raw -7735.943293 + Penalty 377.610817 = -7358.332476 nChanged 43 SP:Iteration 1F (37.129758 sec): 3 clusters Score: Raw -7777.239788 + Penalty 383.651852 = -7393.587936 nChanged 16 SP:Iteration 2F (37.130204 sec): 3 clusters Score: Raw -7787.148799 + Penalty 388.355640 = -7398.793159 nChanged 4 SP:Iteration 3Q (37.130646 sec): 3 clusters Score: Raw -7789.722568 + Penalty 388.997344 = -7400.725225 nChanged 1 SP:Iteration 4Q (37.131088 sec): 3 clusters Score: Raw -7790.475830 + Penalty 390.822334 = -7399.653496 nChanged 1 SP:Iteration 5F (37.131532 sec): 3 clusters Score: Raw -7790.684476 + Penalty 390.822334 = -7399.862141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.133251 sec): 2 clusters Score: Raw -28353.876830 + Penalty 654.700173 = -27699.176657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.134216 sec): 3 clusters Score: Raw -28215.034320 + Penalty 1310.197710 = -26904.836610 nChanged 149 SP:Iteration 1F (37.135169 sec): 3 clusters Score: Raw -28389.234360 + Penalty 1317.283230 = -27071.951130 nChanged 45 SP:Iteration 2F (37.136122 sec): 3 clusters Score: Raw -28454.111555 + Penalty 1327.636479 = -27126.475076 nChanged 38 SP:Iteration 3F (37.137068 sec): 3 clusters Score: Raw -28507.496883 + Penalty 1334.623305 = -27172.873578 nChanged 33 SP:Iteration 4F (37.138015 sec): 3 clusters Score: Raw -28551.330775 + Penalty 1334.565637 = -27216.765137 nChanged 14 SP:Iteration 5Q (37.138946 sec): 3 clusters Score: Raw -28565.968217 + Penalty 1332.694528 = -27233.273689 nChanged 7 SP:Iteration 6Q (37.139876 sec): 3 clusters Score: Raw -28572.500846 + Penalty 1333.736093 = -27238.764753 nChanged 5 SP:Iteration 7Q (37.140812 sec): 3 clusters Score: Raw -28585.162851 + Penalty 1333.827372 = -27251.335479 nChanged 7 SP:Iteration 8Q (37.141771 sec): 3 clusters Score: Raw -28601.936751 + Penalty 1335.972947 = -27265.963804 nChanged 2 SP:Iteration 9Q (37.142698 sec): 3 clusters Score: Raw -28604.936463 + Penalty 1337.073809 = -27267.862654 nChanged 2 SP:Iteration 10F (37.143643 sec): 3 clusters Score: Raw -28607.927144 + Penalty 1339.109558 = -27268.817586 nChanged 2 SP:Iteration 11Q (37.144578 sec): 3 clusters Score: Raw -28609.537507 + Penalty 1340.466879 = -27269.070628 nChanged 2 SP:Iteration 12Q (37.145580 sec): 3 clusters Score: Raw -28612.241839 + Penalty 1340.466879 = -27271.774960 nChanged 0 SP:Iteration 13F (37.146586 sec): 3 clusters Score: Raw -28612.241839 + Penalty 1340.466879 = -27271.774960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 41 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.147746 sec): 2 clusters Score: Raw -14742.182653 + Penalty 491.468376 = -14250.714277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.148423 sec): 3 clusters Score: Raw -14657.064654 + Penalty 982.431784 = -13674.632870 nChanged 53 SP:Iteration 1F (37.149088 sec): 3 clusters Score: Raw -14704.226403 + Penalty 983.074915 = -13721.151488 nChanged 14 SP:Iteration 2F (37.149746 sec): 3 clusters Score: Raw -14717.119622 + Penalty 983.962396 = -13733.157227 nChanged 8 SP:Iteration 3Q (37.150385 sec): 3 clusters Score: Raw -14721.619387 + Penalty 984.349909 = -13737.269477 nChanged 2 SP:Iteration 4Q (37.151023 sec): 3 clusters Score: Raw -14722.404894 + Penalty 984.678048 = -13737.726846 nChanged 2 SP:Iteration 5Q (37.151660 sec): 3 clusters Score: Raw -14722.867950 + Penalty 985.061427 = -13737.806523 nChanged 1 SP:Iteration 6Q (37.152328 sec): 3 clusters Score: Raw -14723.496295 + Penalty 985.561605 = -13737.934690 nChanged 1 SP:Iteration 7Q (37.152986 sec): 3 clusters Score: Raw -14724.458111 + Penalty 986.365288 = -13738.092823 nChanged 4 SP:Iteration 8Q (37.153644 sec): 3 clusters Score: Raw -14733.696192 + Penalty 989.970439 = -13743.725753 nChanged 8 SP:Iteration 9Q (37.154306 sec): 3 clusters Score: Raw -14744.295007 + Penalty 995.447738 = -13748.847269 nChanged 7 SP:Iteration 10F (37.154969 sec): 3 clusters Score: Raw -14750.747025 + Penalty 1000.449965 = -13750.297061 nChanged 5 SP:Iteration 11Q (37.155623 sec): 3 clusters Score: Raw -14754.812906 + Penalty 1004.325726 = -13750.487180 nChanged 5 SP:Iteration 12Q (37.156278 sec): 3 clusters Score: Raw -14758.092587 + Penalty 1008.592856 = -13749.499730 nChanged 6 SP:Iteration 13F (37.156946 sec): 3 clusters Score: Raw -14780.656706 + Penalty 1013.071737 = -13767.584969 nChanged 9 SP:Iteration 14Q (37.157602 sec): 3 clusters Score: Raw -14821.828881 + Penalty 1029.085997 = -13792.742884 nChanged 12 SP:Iteration 15Q (37.158253 sec): 3 clusters Score: Raw -14843.363457 + Penalty 1045.453006 = -13797.910450 nChanged 6 SP:Iteration 16Q (37.158900 sec): 3 clusters Score: Raw -14854.489029 + Penalty 1054.898145 = -13799.590884 nChanged 4 SP:Iteration 17Q (37.159543 sec): 3 clusters Score: Raw -14862.604231 + Penalty 1059.667036 = -13802.937195 nChanged 5 SP:Iteration 18Q (37.160181 sec): 3 clusters Score: Raw -14873.769953 + Penalty 1061.693253 = -13812.076701 nChanged 2 SP:Iteration 19Q (37.160808 sec): 3 clusters Score: Raw -14875.030493 + Penalty 1061.693253 = -13813.337241 nChanged 0 SP:Iteration 20F (37.161471 sec): 3 clusters Score: Raw -14875.030493 + Penalty 1061.693253 = -13813.337241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 42 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.161985 sec): 2 clusters Score: Raw -373.032924 + Penalty 175.529169 = -197.503755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.162211 sec): 3 clusters Score: Raw -370.429254 + Penalty 433.246416 = 62.817162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 43 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.162769 sec): 2 clusters Score: Raw -1300.593863 + Penalty 316.539770 = -984.054093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.163021 sec): 3 clusters Score: Raw -1355.287858 + Penalty 637.451691 = -717.836168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 44 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.163968 sec): 2 clusters Score: Raw -10420.249539 + Penalty 252.748727 = -10167.500812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.164528 sec): 3 clusters Score: Raw -10336.418983 + Penalty 507.508263 = -9828.910720 nChanged 58 SP:Iteration 1F (37.165074 sec): 3 clusters Score: Raw -10390.985032 + Penalty 489.822510 = -9901.162522 nChanged 28 SP:Iteration 2F (37.165626 sec): 3 clusters Score: Raw -10425.725419 + Penalty 477.233151 = -9948.492269 nChanged 10 SP:Iteration 3F (37.166157 sec): 3 clusters Score: Raw -10447.498887 + Penalty 465.530899 = -9981.967988 nChanged 6 SP:Iteration 4Q (37.166675 sec): 3 clusters Score: Raw -10455.128595 + Penalty 454.139017 = -10000.989578 nChanged 6 SP:Iteration 5Q (37.167188 sec): 3 clusters Score: Raw -10462.606986 + Penalty 453.861757 = -10008.745230 nChanged 2 SP:Iteration 6Q (37.167697 sec): 3 clusters Score: Raw -10463.230440 + Penalty 453.861757 = -10009.368684 nChanged 0 SP:Iteration 7F (37.168228 sec): 3 clusters Score: Raw -10463.230440 + Penalty 453.861757 = -10009.368684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 45 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.168760 sec): 2 clusters Score: Raw -1119.688649 + Penalty 350.501816 = -769.186833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.169011 sec): 3 clusters Score: Raw -1186.952443 + Penalty 703.356202 = -483.596241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 46 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.169680 sec): 2 clusters Score: Raw -4738.224539 + Penalty 404.837340 = -4333.387199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.170031 sec): 3 clusters Score: Raw -4741.296121 + Penalty 813.046841 = -3928.249280 nChanged 6 SP:Iteration 1F (37.170377 sec): 3 clusters Score: Raw -4750.383132 + Penalty 815.617703 = -3934.765429 nChanged 1 SP:Iteration 2Q (37.170718 sec): 3 clusters Score: Raw -4752.017535 + Penalty 815.889350 = -3936.128185 nChanged 1 SP:Iteration 3Q (37.171057 sec): 3 clusters Score: Raw -4753.667164 + Penalty 815.889350 = -3937.777813 nChanged 0 SP:Iteration 4F (37.171400 sec): 3 clusters Score: Raw -4753.667164 + Penalty 815.889350 = -3937.777813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.171879 sec): 2 clusters Score: Raw -253.952949 + Penalty 128.341871 = -125.611079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.172092 sec): 3 clusters Score: Raw -252.475930 + Penalty 250.054109 = -2.421821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 48 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.172628 sec): 2 clusters Score: Raw -1641.856706 + Penalty 345.653325 = -1296.203381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.172887 sec): 3 clusters Score: Raw -1667.313656 + Penalty 692.219771 = -975.093885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 49 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.173375 sec): 2 clusters Score: Raw -554.461712 + Penalty 161.160279 = -393.301434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.173600 sec): 3 clusters Score: Raw -557.433557 + Penalty 327.120518 = -230.313039 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 50 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.174268 sec): 2 clusters Score: Raw -2424.725721 + Penalty 504.825198 = -1919.900523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.174549 sec): 3 clusters Score: Raw -2485.042712 + Penalty 1009.808465 = -1475.234247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 51 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.178761 sec): 2 clusters Score: Raw -490.920480 + Penalty 189.296219 = -301.624261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.179005 sec): 3 clusters Score: Raw -502.195881 + Penalty 387.657201 = -114.538680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 52 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.179545 sec): 2 clusters Score: Raw -1462.388481 + Penalty 303.296473 = -1159.092008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.179798 sec): 3 clusters Score: Raw -1485.644970 + Penalty 618.370563 = -867.274407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 53 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.180311 sec): 2 clusters Score: Raw -1012.103198 + Penalty 287.452844 = -724.650353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.180550 sec): 3 clusters Score: Raw -1038.986675 + Penalty 574.753342 = -464.233333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 54 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.181021 sec): 2 clusters Score: Raw -200.267791 + Penalty 129.792888 = -70.474903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.181232 sec): 3 clusters Score: Raw -192.508972 + Penalty 263.620316 = 71.111344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 55 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.181713 sec): 2 clusters Score: Raw -369.053497 + Penalty 198.520171 = -170.533326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.181931 sec): 3 clusters Score: Raw -378.974215 + Penalty 397.040341 = 18.066126 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 56 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.182416 sec): 2 clusters Score: Raw -498.896817 + Penalty 204.142664 = -294.754153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.182640 sec): 3 clusters Score: Raw -508.607299 + Penalty 382.267328 = -126.339971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 57 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.183156 sec): 2 clusters Score: Raw -1257.512382 + Penalty 333.175465 = -924.336916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.183403 sec): 3 clusters Score: Raw -1306.848027 + Penalty 667.340393 = -639.507634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 58 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.183915 sec): 2 clusters Score: Raw -1150.663659 + Penalty 375.805523 = -774.858136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.184155 sec): 3 clusters Score: Raw -1188.190729 + Penalty 737.331300 = -450.859428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 59 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.185293 sec): 2 clusters Score: Raw -15845.145793 + Penalty 808.908528 = -15036.237266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.185943 sec): 3 clusters Score: Raw -15779.933841 + Penalty 1617.657975 = -14162.275866 nChanged 43 SP:Iteration 1F (37.186623 sec): 3 clusters Score: Raw -15855.734880 + Penalty 1617.742064 = -14237.992816 nChanged 11 SP:Iteration 2Q (37.187248 sec): 3 clusters Score: Raw -15873.072097 + Penalty 1618.046655 = -14255.025442 nChanged 2 SP:Iteration 3Q (37.187871 sec): 3 clusters Score: Raw -15875.748705 + Penalty 1618.046655 = -14257.702050 nChanged 0 SP:Iteration 4F (37.188531 sec): 3 clusters Score: Raw -15875.748705 + Penalty 1618.046655 = -14257.702050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 60 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.189032 sec): 2 clusters Score: Raw -498.053819 + Penalty 195.443717 = -302.610102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.189261 sec): 3 clusters Score: Raw -514.230101 + Penalty 390.887435 = -123.342666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 61 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.189785 sec): 2 clusters Score: Raw -1152.797243 + Penalty 236.330849 = -916.466395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.190030 sec): 3 clusters Score: Raw -1203.369994 + Penalty 473.853117 = -729.516877 nChanged 1 SP:Iteration 1Q (37.190264 sec): 3 clusters Score: Raw -1209.386078 + Penalty 473.853117 = -735.532961 nChanged 0 SP:Iteration 2F (37.190505 sec): 3 clusters Score: Raw -1209.386078 + Penalty 473.853117 = -735.532961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 62 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.191145 sec): 2 clusters Score: Raw -4213.669591 + Penalty 566.203414 = -3647.466178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.191479 sec): 3 clusters Score: Raw -4286.749467 + Penalty 1133.442939 = -3153.306528 nChanged 5 SP:Iteration 1F (37.191806 sec): 3 clusters Score: Raw -4302.864687 + Penalty 1133.837803 = -3169.026884 nChanged 1 SP:Iteration 2Q (37.192117 sec): 3 clusters Score: Raw -4309.454881 + Penalty 1133.837803 = -3175.617078 nChanged 0 SP:Iteration 3F (37.192444 sec): 3 clusters Score: Raw -4309.454881 + Penalty 1133.837803 = -3175.617078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 63 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.192960 sec): 2 clusters Score: Raw -1108.854134 + Penalty 390.621710 = -718.232424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.193206 sec): 3 clusters Score: Raw -1204.096508 + Penalty 783.523173 = -420.573335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 64 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.193813 sec): 2 clusters Score: Raw -2970.574252 + Penalty 334.502844 = -2636.071408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.194120 sec): 3 clusters Score: Raw -2991.397730 + Penalty 671.657991 = -2319.739739 nChanged 1 SP:Iteration 1Q (37.194419 sec): 3 clusters Score: Raw -2992.294072 + Penalty 671.657991 = -2320.636081 nChanged 0 SP:Iteration 2F (37.194720 sec): 3 clusters Score: Raw -2992.294072 + Penalty 671.657991 = -2320.636081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 65 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.195185 sec): 2 clusters Score: Raw -60.254293 + Penalty 0.000000 = -60.254293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.195376 sec): 2 clusters Score: Raw -60.254293 + Penalty 0.000000 = -60.254293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 66 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.195869 sec): 2 clusters Score: Raw -708.346566 + Penalty 205.430345 = -502.916222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.196114 sec): 3 clusters Score: Raw -718.371514 + Penalty 407.766433 = -310.605081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 67 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.196606 sec): 2 clusters Score: Raw -692.654402 + Penalty 288.895622 = -403.758780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.196833 sec): 3 clusters Score: Raw -697.564555 + Penalty 571.075007 = -126.489548 nChanged 1 SP:Iteration 1F (37.197057 sec): 3 clusters Score: Raw -702.341115 + Penalty 571.075007 = -131.266109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 68 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.197950 sec): 2 clusters Score: Raw -9870.086832 + Penalty 572.981838 = -9297.104994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.198459 sec): 3 clusters Score: Raw -9825.568597 + Penalty 1142.659151 = -8682.909446 nChanged 20 SP:Iteration 1F (37.198962 sec): 3 clusters Score: Raw -9869.274462 + Penalty 1142.825885 = -8726.448577 nChanged 6 SP:Iteration 2Q (37.199452 sec): 3 clusters Score: Raw -9876.389123 + Penalty 1142.704293 = -8733.684830 nChanged 1 SP:Iteration 3Q (37.199941 sec): 3 clusters Score: Raw -9877.473356 + Penalty 1142.704293 = -8734.769063 nChanged 0 SP:Iteration 4F (37.200442 sec): 3 clusters Score: Raw -9877.473356 + Penalty 1142.704293 = -8734.769063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 69 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.200929 sec): 2 clusters Score: Raw -471.131183 + Penalty 219.388587 = -251.742596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.201131 sec): 2 clusters Score: Raw -471.131183 + Penalty 219.388587 = -251.742596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 70 (330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.202525 sec): 2 clusters Score: Raw -19770.656756 + Penalty 361.227007 = -19409.429749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.203310 sec): 3 clusters Score: Raw -19577.017302 + Penalty 722.092994 = -18854.924309 nChanged 100 SP:Iteration 1F (37.204082 sec): 3 clusters Score: Raw -19652.169935 + Penalty 722.544457 = -18929.625478 nChanged 28 SP:Iteration 2F (37.204858 sec): 3 clusters Score: Raw -19676.450051 + Penalty 724.154982 = -18952.295068 nChanged 18 SP:Iteration 3F (37.205628 sec): 3 clusters Score: Raw -19692.208686 + Penalty 725.529543 = -18966.679143 nChanged 10 SP:Iteration 4Q (37.206396 sec): 3 clusters Score: Raw -19697.257857 + Penalty 725.708001 = -18971.549856 nChanged 7 SP:Iteration 5Q (37.207162 sec): 3 clusters Score: Raw -19709.701346 + Penalty 725.635085 = -18984.066260 nChanged 8 SP:Iteration 6Q (37.207926 sec): 3 clusters Score: Raw -19719.388135 + Penalty 727.419120 = -18991.969015 nChanged 5 SP:Iteration 7Q (37.208681 sec): 3 clusters Score: Raw -19722.493272 + Penalty 731.749356 = -18990.743917 nChanged 5 SP:Iteration 8F (37.209451 sec): 3 clusters Score: Raw -19733.064510 + Penalty 733.718483 = -18999.346027 nChanged 7 SP:Iteration 9Q (37.210195 sec): 3 clusters Score: Raw -19736.314683 + Penalty 733.438893 = -19002.875790 nChanged 4 SP:Iteration 10F (37.210965 sec): 3 clusters Score: Raw -19738.769648 + Penalty 732.956334 = -19005.813314 nChanged 6 SP:Iteration 11Q (37.211706 sec): 3 clusters Score: Raw -19742.578205 + Penalty 732.051320 = -19010.526886 nChanged 3 SP:Iteration 12Q (37.212451 sec): 3 clusters Score: Raw -19746.571960 + Penalty 733.192025 = -19013.379935 nChanged 3 SP:Iteration 13Q (37.213193 sec): 3 clusters Score: Raw -19748.848097 + Penalty 732.570859 = -19016.277238 nChanged 1 SP:Iteration 14Q (37.213934 sec): 3 clusters Score: Raw -19749.165039 + Penalty 731.599799 = -19017.565240 nChanged 1 SP:Iteration 15Q (37.214704 sec): 3 clusters Score: Raw -19751.270642 + Penalty 730.847865 = -19020.422777 nChanged 1 SP:Iteration 16Q (37.215444 sec): 3 clusters Score: Raw -19752.520739 + Penalty 729.671712 = -19022.849027 nChanged 1 SP:Iteration 17Q (37.216184 sec): 3 clusters Score: Raw -19752.925358 + Penalty 728.658266 = -19024.267092 nChanged 1 SP:Iteration 18Q (37.216925 sec): 3 clusters Score: Raw -19753.432647 + Penalty 728.658266 = -19024.774382 nChanged 0 SP:Iteration 19F (37.217693 sec): 3 clusters Score: Raw -19753.432647 + Penalty 728.658266 = -19024.774382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 71 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.218191 sec): 2 clusters Score: Raw -209.836476 + Penalty 147.050565 = -62.785911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.218396 sec): 2 clusters Score: Raw -209.836476 + Penalty 147.050565 = -62.785911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 72 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.218886 sec): 2 clusters Score: Raw -507.952782 + Penalty 292.602097 = -215.350684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.219107 sec): 3 clusters Score: Raw -501.098866 + Penalty 589.797477 = 88.698611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 73 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.219596 sec): 2 clusters Score: Raw -522.245721 + Penalty 138.305984 = -383.939737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.219821 sec): 3 clusters Score: Raw -523.123773 + Penalty 291.129243 = -231.994529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 74 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.220524 sec): 2 clusters Score: Raw -4793.691040 + Penalty 140.205174 = -4653.485867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.220910 sec): 3 clusters Score: Raw -4781.309941 + Penalty 297.035362 = -4484.274579 nChanged 28 SP:Iteration 1F (37.221288 sec): 3 clusters Score: Raw -4819.111172 + Penalty 314.395340 = -4504.715831 nChanged 7 SP:Iteration 2F (37.221664 sec): 3 clusters Score: Raw -4825.057889 + Penalty 315.815222 = -4509.242667 nChanged 1 SP:Iteration 3Q (37.222035 sec): 3 clusters Score: Raw -4825.439194 + Penalty 315.815222 = -4509.623972 nChanged 0 SP:Iteration 4F (37.222410 sec): 3 clusters Score: Raw -4825.439194 + Penalty 315.815222 = -4509.623972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 75 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.223067 sec): 2 clusters Score: Raw -4382.539119 + Penalty 475.186740 = -3907.352379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.223409 sec): 3 clusters Score: Raw -4421.867175 + Penalty 952.732902 = -3469.134273 nChanged 2 SP:Iteration 1Q (37.223735 sec): 3 clusters Score: Raw -4427.416124 + Penalty 952.732902 = -3474.683222 nChanged 0 SP:Iteration 2F (37.224071 sec): 3 clusters Score: Raw -4427.416124 + Penalty 952.732902 = -3474.683222 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 76 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.224568 sec): 2 clusters Score: Raw -714.564590 + Penalty 278.784982 = -435.779608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.224798 sec): 3 clusters Score: Raw -741.621721 + Penalty 562.650940 = -178.970781 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 77 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.225284 sec): 2 clusters Score: Raw -555.088997 + Penalty 220.964900 = -334.124098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.225528 sec): 3 clusters Score: Raw -579.994624 + Penalty 442.377479 = -137.617144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 78 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.226061 sec): 2 clusters Score: Raw -1544.849818 + Penalty 295.193306 = -1249.656512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.226319 sec): 3 clusters Score: Raw -1579.291269 + Penalty 593.577470 = -985.713799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 79 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.226812 sec): 2 clusters Score: Raw -685.078433 + Penalty 115.874236 = -569.204197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.227039 sec): 3 clusters Score: Raw -682.424662 + Penalty 241.461695 = -440.962967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 80 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.227527 sec): 2 clusters Score: Raw -635.219560 + Penalty 323.893944 = -311.325616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.227753 sec): 3 clusters Score: Raw -641.502901 + Penalty 644.481441 = 2.978540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 81 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.228241 sec): 2 clusters Score: Raw -668.974352 + Penalty 325.857804 = -343.116548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.228465 sec): 3 clusters Score: Raw -664.143654 + Penalty 652.663608 = -11.480046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 82 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.228931 sec): 2 clusters Score: Raw -127.969575 + Penalty 63.970150 = -63.999425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.229139 sec): 3 clusters Score: Raw -121.257094 + Penalty 127.940301 = 6.683207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 83 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.229634 sec): 2 clusters Score: Raw -787.690625 + Penalty 269.528360 = -518.162265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.229865 sec): 3 clusters Score: Raw -816.230344 + Penalty 539.056720 = -277.173625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 84 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.230357 sec): 2 clusters Score: Raw -769.118934 + Penalty 318.416142 = -450.702793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.230588 sec): 3 clusters Score: Raw -791.754490 + Penalty 623.246916 = -168.507574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 85 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.231067 sec): 2 clusters Score: Raw -469.492416 + Penalty 252.298796 = -217.193620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.231288 sec): 3 clusters Score: Raw -472.089200 + Penalty 527.073858 = 54.984658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 86 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.231832 sec): 2 clusters Score: Raw -2010.005012 + Penalty 412.067958 = -1597.937053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.232099 sec): 3 clusters Score: Raw -2030.995951 + Penalty 827.625391 = -1203.370559 nChanged 1 SP:Iteration 1Q (37.232353 sec): 3 clusters Score: Raw -2041.942068 + Penalty 827.625391 = -1214.316677 nChanged 0 SP:Iteration 2F (37.232615 sec): 3 clusters Score: Raw -2041.942068 + Penalty 827.625391 = -1214.316677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 87 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.233109 sec): 2 clusters Score: Raw -331.879437 + Penalty 178.634078 = -153.245359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.233326 sec): 3 clusters Score: Raw -330.019340 + Penalty 351.079166 = 21.059825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 88 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.233863 sec): 2 clusters Score: Raw -1692.120637 + Penalty 437.006865 = -1255.113772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.234126 sec): 3 clusters Score: Raw -1780.889265 + Penalty 872.898257 = -907.991008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 89 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.234629 sec): 2 clusters Score: Raw -870.596657 + Penalty 264.258671 = -606.337986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.234862 sec): 3 clusters Score: Raw -903.026012 + Penalty 528.517341 = -374.508671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 90 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.235489 sec): 2 clusters Score: Raw -2977.791306 + Penalty 328.349024 = -2649.442282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.235813 sec): 3 clusters Score: Raw -3022.725705 + Penalty 653.926606 = -2368.799099 nChanged 5 SP:Iteration 1F (37.236132 sec): 3 clusters Score: Raw -3038.867901 + Penalty 652.273789 = -2386.594112 nChanged 1 SP:Iteration 2Q (37.236436 sec): 3 clusters Score: Raw -3042.229120 + Penalty 652.273789 = -2389.955330 nChanged 0 SP:Iteration 3F (37.236754 sec): 3 clusters Score: Raw -3042.229120 + Penalty 652.273789 = -2389.955330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 91 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.237229 sec): 2 clusters Score: Raw -255.079546 + Penalty 143.789207 = -111.290339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.237443 sec): 3 clusters Score: Raw -255.274710 + Penalty 287.578414 = 32.303703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 92 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.237915 sec): 2 clusters Score: Raw -270.894972 + Penalty 158.068118 = -112.826854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.238129 sec): 3 clusters Score: Raw -263.866931 + Penalty 316.136236 = 52.269305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 94 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.238621 sec): 2 clusters Score: Raw -712.938541 + Penalty 284.365526 = -428.573015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.238849 sec): 3 clusters Score: Raw -736.320011 + Penalty 572.862307 = -163.457704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 96 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.239316 sec): 2 clusters Score: Raw -130.503254 + Penalty 75.038224 = -55.465030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.239510 sec): 2 clusters Score: Raw -130.503254 + Penalty 75.038224 = -55.465030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 97 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.239993 sec): 2 clusters Score: Raw -471.731604 + Penalty 204.421724 = -267.309880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.240214 sec): 3 clusters Score: Raw -468.511554 + Penalty 415.538500 = -52.973054 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 98 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.240734 sec): 2 clusters Score: Raw -966.797672 + Penalty 201.213908 = -765.583763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.240972 sec): 3 clusters Score: Raw -978.211511 + Penalty 401.736815 = -576.474696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 99 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.241503 sec): 2 clusters Score: Raw -1478.352705 + Penalty 284.935573 = -1193.417131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.241759 sec): 3 clusters Score: Raw -1521.620381 + Penalty 573.814815 = -947.805565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 100 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.242238 sec): 2 clusters Score: Raw -424.148532 + Penalty 222.474321 = -201.674211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.242456 sec): 3 clusters Score: Raw -416.198498 + Penalty 450.243446 = 34.044948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 101 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.242949 sec): 2 clusters Score: Raw -846.108268 + Penalty 328.368066 = -517.740202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.243179 sec): 3 clusters Score: Raw -856.872821 + Penalty 658.510770 = -198.362052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 102 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.243675 sec): 2 clusters Score: Raw -822.421269 + Penalty 258.207303 = -564.213966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.243906 sec): 3 clusters Score: Raw -840.433427 + Penalty 515.295362 = -325.138065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 103 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.244382 sec): 2 clusters Score: Raw -274.760510 + Penalty 167.481912 = -107.278598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.244597 sec): 3 clusters Score: Raw -268.148991 + Penalty 334.963824 = 66.814834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 104 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.245307 sec): 2 clusters Score: Raw -5663.439438 + Penalty 259.107734 = -5404.331704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.245694 sec): 3 clusters Score: Raw -5622.393975 + Penalty 519.311553 = -5103.082422 nChanged 16 SP:Iteration 1F (37.246073 sec): 3 clusters Score: Raw -5639.301582 + Penalty 527.481589 = -5111.819993 nChanged 6 SP:Iteration 2F (37.246451 sec): 3 clusters Score: Raw -5650.214292 + Penalty 536.440101 = -5113.774191 nChanged 3 SP:Iteration 3Q (37.246821 sec): 3 clusters Score: Raw -5653.675581 + Penalty 546.486897 = -5107.188684 nChanged 3 SP:Iteration 4F (37.247198 sec): 3 clusters Score: Raw -5656.390748 + Penalty 553.985786 = -5102.404962 nChanged 3 SP:Iteration 5F (37.247575 sec): 3 clusters Score: Raw -5658.722581 + Penalty 558.504565 = -5100.218017 nChanged 2 SP:Iteration 6F (37.247950 sec): 3 clusters Score: Raw -5660.990351 + Penalty 565.412523 = -5095.577828 nChanged 2 SP:Iteration 7F (37.248326 sec): 3 clusters Score: Raw -5662.576185 + Penalty 565.412523 = -5097.163662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 105 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.248834 sec): 2 clusters Score: Raw -1056.185026 + Penalty 360.876279 = -695.308747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.249069 sec): 3 clusters Score: Raw -1094.287176 + Penalty 721.752557 = -372.534618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 107 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.249567 sec): 2 clusters Score: Raw -401.703294 + Penalty 187.303399 = -214.399895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.249784 sec): 3 clusters Score: Raw -394.007567 + Penalty 364.321654 = -29.685913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 108 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.250283 sec): 2 clusters Score: Raw -681.711299 + Penalty 151.348049 = -530.363250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.250514 sec): 3 clusters Score: Raw -700.963061 + Penalty 302.826897 = -398.136165 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 109 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.251008 sec): 2 clusters Score: Raw -806.980980 + Penalty 341.453604 = -465.527377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.251239 sec): 3 clusters Score: Raw -840.803725 + Penalty 680.989064 = -159.814661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 110 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.251708 sec): 2 clusters Score: Raw -205.583008 + Penalty 139.907658 = -65.675350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.251905 sec): 2 clusters Score: Raw -205.583008 + Penalty 139.907658 = -65.675350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 111 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.252432 sec): 2 clusters Score: Raw -1712.757407 + Penalty 373.824973 = -1338.932435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.252686 sec): 3 clusters Score: Raw -1721.253202 + Penalty 748.290615 = -972.962587 nChanged 1 SP:Iteration 1Q (37.252930 sec): 3 clusters Score: Raw -1725.105291 + Penalty 748.290615 = -976.814676 nChanged 0 SP:Iteration 2F (37.253180 sec): 3 clusters Score: Raw -1725.105291 + Penalty 748.290615 = -976.814676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 112 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.253683 sec): 2 clusters Score: Raw -991.595580 + Penalty 337.500464 = -654.095115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.253921 sec): 3 clusters Score: Raw -1033.518199 + Penalty 668.031843 = -365.486356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 113 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.254412 sec): 2 clusters Score: Raw -643.425922 + Penalty 337.474311 = -305.951611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.254636 sec): 3 clusters Score: Raw -658.037667 + Penalty 675.348762 = 17.311094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 114 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.255153 sec): 2 clusters Score: Raw -1277.629122 + Penalty 413.797278 = -863.831844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.255400 sec): 3 clusters Score: Raw -1359.390122 + Penalty 829.018410 = -530.371712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 115 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.255908 sec): 2 clusters Score: Raw -1128.167779 + Penalty 408.395043 = -719.772737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.256147 sec): 3 clusters Score: Raw -1187.413226 + Penalty 810.868669 = -376.544557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 116 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.256685 sec): 2 clusters Score: Raw -1543.244534 + Penalty 430.803096 = -1112.441437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.256937 sec): 3 clusters Score: Raw -1631.433271 + Penalty 856.541604 = -774.891666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 117 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.257461 sec): 2 clusters Score: Raw -1541.813982 + Penalty 492.543204 = -1049.270778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.257713 sec): 3 clusters Score: Raw -1649.285302 + Penalty 985.075688 = -664.209614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 118 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.258203 sec): 2 clusters Score: Raw -684.459236 + Penalty 319.720201 = -364.739036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.258429 sec): 3 clusters Score: Raw -709.388643 + Penalty 639.440402 = -69.948242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 119 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.258905 sec): 2 clusters Score: Raw -296.150161 + Penalty 144.740656 = -151.409506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.259122 sec): 3 clusters Score: Raw -297.848612 + Penalty 297.601034 = -0.247578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 120 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.259595 sec): 2 clusters Score: Raw -266.560999 + Penalty 147.705508 = -118.855491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.259808 sec): 3 clusters Score: Raw -259.836011 + Penalty 272.123707 = 12.287695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 121 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.260272 sec): 2 clusters Score: Raw -60.653779 + Penalty 0.000000 = -60.653779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.260464 sec): 2 clusters Score: Raw -60.653779 + Penalty 0.000000 = -60.653779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 123 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.260951 sec): 2 clusters Score: Raw -580.914216 + Penalty 228.973226 = -351.940989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.261176 sec): 3 clusters Score: Raw -593.294318 + Penalty 460.886149 = -132.408168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 124 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.261684 sec): 2 clusters Score: Raw -1235.730932 + Penalty 338.460582 = -897.270350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.261923 sec): 3 clusters Score: Raw -1249.830726 + Penalty 675.917977 = -573.912749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 126 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.262395 sec): 2 clusters Score: Raw -204.628409 + Penalty 126.794463 = -77.833946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.262605 sec): 3 clusters Score: Raw -196.236146 + Penalty 256.663867 = 60.427721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 128 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.263108 sec): 2 clusters Score: Raw -1062.291320 + Penalty 344.769589 = -717.521731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.263347 sec): 3 clusters Score: Raw -1085.399357 + Penalty 691.212497 = -394.186861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 129 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.263851 sec): 2 clusters Score: Raw -651.339013 + Penalty 229.995832 = -421.343181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.264078 sec): 3 clusters Score: Raw -655.546050 + Penalty 456.695905 = -198.850145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 130 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.264553 sec): 2 clusters Score: Raw -284.072806 + Penalty 185.205885 = -98.866921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.264768 sec): 3 clusters Score: Raw -273.852610 + Penalty 363.676276 = 89.823666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 131 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.265258 sec): 2 clusters Score: Raw -623.246843 + Penalty 180.088431 = -443.158412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.265483 sec): 3 clusters Score: Raw -628.095325 + Penalty 360.176861 = -267.918464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 132 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.265976 sec): 2 clusters Score: Raw -694.707567 + Penalty 256.358876 = -438.348690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.266203 sec): 3 clusters Score: Raw -712.107916 + Penalty 522.480650 = -189.627266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 133 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.266696 sec): 2 clusters Score: Raw -725.779867 + Penalty 264.076128 = -461.703739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.266924 sec): 3 clusters Score: Raw -733.374221 + Penalty 529.497437 = -203.876784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 135 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.267417 sec): 2 clusters Score: Raw -835.676161 + Penalty 322.001443 = -513.674718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.267648 sec): 3 clusters Score: Raw -846.569366 + Penalty 642.779364 = -203.790002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 136 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.268158 sec): 2 clusters Score: Raw -991.073526 + Penalty 166.377849 = -824.695677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.268397 sec): 3 clusters Score: Raw -1005.389342 + Penalty 331.337032 = -674.052310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 137 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.268869 sec): 2 clusters Score: Raw -267.028242 + Penalty 128.386490 = -138.641752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.269083 sec): 3 clusters Score: Raw -257.857702 + Penalty 256.772979 = -1.084723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 138 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.269573 sec): 2 clusters Score: Raw -648.618104 + Penalty 308.539711 = -340.078393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.269799 sec): 3 clusters Score: Raw -682.988530 + Penalty 618.616143 = -64.372387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 139 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.270271 sec): 2 clusters Score: Raw -257.376766 + Penalty 114.448525 = -142.928240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.270483 sec): 3 clusters Score: Raw -251.849913 + Penalty 228.897051 = -22.952863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 140 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.271001 sec): 2 clusters Score: Raw -905.478901 + Penalty 255.878736 = -649.600165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.271237 sec): 3 clusters Score: Raw -928.749723 + Penalty 515.590989 = -413.158734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 141 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.271737 sec): 2 clusters Score: Raw -908.632615 + Penalty 350.007970 = -558.624645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.271972 sec): 3 clusters Score: Raw -965.625919 + Penalty 698.495980 = -267.129939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 142 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.272474 sec): 2 clusters Score: Raw -1076.937055 + Penalty 384.124047 = -692.813008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.272712 sec): 3 clusters Score: Raw -1126.635474 + Penalty 767.939452 = -358.696022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 143 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.273191 sec): 2 clusters Score: Raw -451.861989 + Penalty 208.910353 = -242.951636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.273412 sec): 3 clusters Score: Raw -461.765720 + Penalty 408.787826 = -52.977894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 144 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.273892 sec): 2 clusters Score: Raw -452.525452 + Penalty 193.234548 = -259.290905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.274112 sec): 3 clusters Score: Raw -453.281981 + Penalty 385.604513 = -67.677468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 146 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.274594 sec): 2 clusters Score: Raw -477.796127 + Penalty 217.253316 = -260.542811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.274814 sec): 3 clusters Score: Raw -474.118799 + Penalty 429.741373 = -44.377426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 147 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.275286 sec): 2 clusters Score: Raw -281.942067 + Penalty 178.027431 = -103.914636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.275500 sec): 3 clusters Score: Raw -271.923884 + Penalty 365.979770 = 94.055886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 148 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.275977 sec): 2 clusters Score: Raw -346.661448 + Penalty 173.032046 = -173.629402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.276192 sec): 3 clusters Score: Raw -337.876790 + Penalty 359.140638 = 21.263848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 149 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.276659 sec): 2 clusters Score: Raw -133.799649 + Penalty 77.660898 = -56.138751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.276852 sec): 2 clusters Score: Raw -133.799649 + Penalty 77.660898 = -56.138751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 150 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.277347 sec): 2 clusters Score: Raw -747.857286 + Penalty 238.053193 = -509.804093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.277575 sec): 3 clusters Score: Raw -743.045077 + Penalty 472.937972 = -270.107105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 151 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.278063 sec): 2 clusters Score: Raw -266.838130 + Penalty 144.605900 = -122.232230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.278277 sec): 3 clusters Score: Raw -260.956941 + Penalty 289.211800 = 28.254859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 152 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.278745 sec): 2 clusters Score: Raw -137.513864 + Penalty 92.666871 = -44.846993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.278938 sec): 2 clusters Score: Raw -137.513864 + Penalty 92.666871 = -44.846993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 153 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.279417 sec): 2 clusters Score: Raw -411.608491 + Penalty 223.357216 = -188.251275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.279635 sec): 3 clusters Score: Raw -408.183173 + Penalty 438.058898 = 29.875725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 155 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.280116 sec): 2 clusters Score: Raw -424.925517 + Penalty 127.664084 = -297.261434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.280335 sec): 3 clusters Score: Raw -423.163837 + Penalty 259.858590 = -163.305247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 156 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.280799 sec): 2 clusters Score: Raw -63.370303 + Penalty 0.000000 = -63.370303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.280991 sec): 2 clusters Score: Raw -63.370303 + Penalty 0.000000 = -63.370303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 157 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.281478 sec): 2 clusters Score: Raw -663.831122 + Penalty 317.647426 = -346.183696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.281704 sec): 3 clusters Score: Raw -657.558411 + Penalty 637.241041 = -20.317371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 158 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.282192 sec): 2 clusters Score: Raw -615.721771 + Penalty 281.958174 = -333.763596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.282416 sec): 3 clusters Score: Raw -628.159079 + Penalty 566.835418 = -61.323660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 159 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.282890 sec): 2 clusters Score: Raw -261.032446 + Penalty 146.009264 = -115.023182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.283103 sec): 3 clusters Score: Raw -255.166595 + Penalty 292.018529 = 36.851934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 160 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.283571 sec): 2 clusters Score: Raw -133.498839 + Penalty 91.713306 = -41.785534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.283779 sec): 3 clusters Score: Raw -125.368976 + Penalty 183.426611 = 58.057635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 161 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.284267 sec): 2 clusters Score: Raw -645.001908 + Penalty 308.904148 = -336.097759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.284507 sec): 3 clusters Score: Raw -648.409941 + Penalty 615.721067 = -32.688874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 162 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.284981 sec): 2 clusters Score: Raw -284.550570 + Penalty 188.373641 = -96.176929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.285194 sec): 3 clusters Score: Raw -273.252520 + Penalty 362.443398 = 89.190878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 163 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.285675 sec): 2 clusters Score: Raw -425.935264 + Penalty 247.368587 = -178.566677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.285893 sec): 3 clusters Score: Raw -422.612602 + Penalty 494.737173 = 72.124571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 164 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.286370 sec): 2 clusters Score: Raw -349.034242 + Penalty 203.209591 = -145.824651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.286586 sec): 3 clusters Score: Raw -341.105552 + Penalty 416.269082 = 75.163529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 165 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.287052 sec): 2 clusters Score: Raw -59.794886 + Penalty 0.000000 = -59.794886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.287242 sec): 2 clusters Score: Raw -59.794886 + Penalty 0.000000 = -59.794886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 168 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.287724 sec): 2 clusters Score: Raw -483.319718 + Penalty 244.095947 = -239.223771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.287945 sec): 3 clusters Score: Raw -482.847485 + Penalty 483.760601 = 0.913116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 169 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.288417 sec): 2 clusters Score: Raw -287.178896 + Penalty 179.719947 = -107.458948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.288627 sec): 3 clusters Score: Raw -274.660172 + Penalty 340.810052 = 66.149880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 173 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.289126 sec): 2 clusters Score: Raw -944.834412 + Penalty 324.622144 = -620.212268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.289360 sec): 3 clusters Score: Raw -963.207974 + Penalty 651.464881 = -311.743093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 174 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.289820 sec): 2 clusters Score: Raw -62.859567 + Penalty 0.000000 = -62.859567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.290012 sec): 2 clusters Score: Raw -62.859567 + Penalty 0.000000 = -62.859567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 175 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.290472 sec): 2 clusters Score: Raw -61.987782 + Penalty 0.000000 = -61.987782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.290661 sec): 2 clusters Score: Raw -61.987782 + Penalty 0.000000 = -61.987782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 176 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.291114 sec): 2 clusters Score: Raw -54.066685 + Penalty 0.000000 = -54.066685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.291307 sec): 2 clusters Score: Raw -54.066685 + Penalty 0.000000 = -54.066685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 180 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.291785 sec): 2 clusters Score: Raw -363.564011 + Penalty 215.921697 = -147.642314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.291985 sec): 2 clusters Score: Raw -363.564011 + Penalty 215.921697 = -147.642314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 181 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.292456 sec): 2 clusters Score: Raw -205.287142 + Penalty 116.129833 = -89.157309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.292667 sec): 3 clusters Score: Raw -195.372392 + Penalty 226.630105 = 31.257713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 182 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.293137 sec): 2 clusters Score: Raw -207.000691 + Penalty 126.599740 = -80.400951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.293347 sec): 3 clusters Score: Raw -195.446198 + Penalty 259.386837 = 63.940639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 183 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.293815 sec): 2 clusters Score: Raw -137.945311 + Penalty 97.153504 = -40.791806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.294022 sec): 3 clusters Score: Raw -127.884688 + Penalty 194.307008 = 66.422321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 184 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.294495 sec): 2 clusters Score: Raw -191.948077 + Penalty 104.632278 = -87.315799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.294692 sec): 2 clusters Score: Raw -191.948077 + Penalty 104.632278 = -87.315799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 187 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.295162 sec): 2 clusters Score: Raw -201.425375 + Penalty 118.802741 = -82.622634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.295372 sec): 3 clusters Score: Raw -193.109254 + Penalty 250.021346 = 56.912091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 189 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.295843 sec): 2 clusters Score: Raw -210.387609 + Penalty 144.599346 = -65.788262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.296054 sec): 3 clusters Score: Raw -200.662646 + Penalty 295.874289 = 95.211643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 191 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.296515 sec): 2 clusters Score: Raw -62.936040 + Penalty 0.000000 = -62.936040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.296705 sec): 2 clusters Score: Raw -62.936040 + Penalty 0.000000 = -62.936040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 193 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.297179 sec): 2 clusters Score: Raw -273.604221 + Penalty 172.206917 = -101.397304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.297393 sec): 3 clusters Score: Raw -265.008272 + Penalty 344.413833 = 79.405561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 194 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.297861 sec): 2 clusters Score: Raw -130.041947 + Penalty 75.884416 = -54.157531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.298068 sec): 2 clusters Score: Raw -130.041947 + Penalty 75.884416 = -54.157531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 196 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.298531 sec): 2 clusters Score: Raw -62.275116 + Penalty 0.000000 = -62.275116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.298723 sec): 2 clusters Score: Raw -62.275116 + Penalty 0.000000 = -62.275116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 197 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.299191 sec): 2 clusters Score: Raw -122.953959 + Penalty 64.831881 = -58.122078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.299385 sec): 2 clusters Score: Raw -122.953959 + Penalty 64.831881 = -58.122078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 200 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.299848 sec): 2 clusters Score: Raw -63.304128 + Penalty 0.000000 = -63.304128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.300039 sec): 2 clusters Score: Raw -63.304128 + Penalty 0.000000 = -63.304128 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 202 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.300498 sec): 2 clusters Score: Raw -62.719175 + Penalty 0.000000 = -62.719175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.300689 sec): 2 clusters Score: Raw -62.719175 + Penalty 0.000000 = -62.719175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 206 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.301149 sec): 2 clusters Score: Raw -64.030170 + Penalty 0.000000 = -64.030170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.301339 sec): 2 clusters Score: Raw -64.030170 + Penalty 0.000000 = -64.030170 nChanged 0 Deleting Class 183 (2 points): Lose 22.206928 but Gain 1476.887536 Iteration 20F (40.445774 sec): 181 clusters Score: Raw -2042164.129545 + Penalty 194747.696262 = -1847416.433283 nChanged 933 Deleting Class 72 (7 points): Lose 139.297910 but Gain 1584.415449 Iteration 21Q (40.790124 sec): 180 clusters Score: Raw -2042542.844677 + Penalty 193274.401837 = -1849268.442841 nChanged 606 Deleting Class 81 (9 points): Lose 119.983317 but Gain 1562.672951 Iteration 22Q (41.098195 sec): 179 clusters Score: Raw -2042783.434658 + Penalty 191766.140122 = -1851017.294537 nChanged 469 Deleting Class 113 (9 points): Lose 176.677458 but Gain 1618.380689 Iteration 23Q (41.392067 sec): 178 clusters Score: Raw -2042864.122308 + Penalty 190244.024121 = -1852620.098187 nChanged 398 Deleting Class 80 (9 points): Lose 115.279458 but Gain 1553.255127 Iteration 24Q (41.674156 sec): 177 clusters Score: Raw -2042980.551277 + Penalty 188724.584363 = -1854255.966914 nChanged 331 Deleting Class 157 (10 points): Lose 123.419100 but Gain 1540.577235 Iteration 25Q (41.950843 sec): 176 clusters Score: Raw -2043014.629951 + Penalty 187374.481504 = -1855640.148447 nChanged 260 Deleting Class 161 (9 points): Lose 76.863876 but Gain 1481.370558 Iteration 26Q (42.215308 sec): 175 clusters Score: Raw -2043044.229059 + Penalty 185947.299275 = -1857096.929784 nChanged 197 Deleting Class 163 (6 points): Lose 57.674287 but Gain 1454.719485 Iteration 27Q (42.473187 sec): 174 clusters Score: Raw -2043083.557001 + Penalty 184528.849869 = -1858554.707132 nChanged 180 Deleting Class 152 (2 points): Lose 13.070161 but Gain 1408.683582 Iteration 28Q (42.725809 sec): 173 clusters Score: Raw -2043137.275007 + Penalty 183136.820437 = -1860000.454571 nChanged 159 Deleting Class 71 (3 points): Lose 19.410266 but Gain 1410.381691 Iteration 29Q (42.976499 sec): 172 clusters Score: Raw -2043163.595467 + Penalty 181734.060460 = -1861429.535008 nChanged 147 Deleting Class 162 (4 points): Lose 42.983159 but Gain 1431.789235 Iteration 30F (45.946048 sec): 171 clusters Score: Raw -2043158.289210 + Penalty 180309.445382 = -1862848.843828 nChanged 121 Deleting Class 117 (25 points): Lose 240.990812 but Gain 1627.841137 Iteration 31Q (46.192090 sec): 170 clusters Score: Raw -2042956.279892 + Penalty 178841.818999 = -1864114.460893 nChanged 113 Deleting Class 200 (1 points): Lose 3.950491 but Gain 1390.073105 Iteration 32Q (46.433615 sec): 169 clusters Score: Raw -2043102.839516 + Penalty 177527.111984 = -1865575.727532 nChanged 90 Deleting Class 115 (17 points): Lose 139.422188 but Gain 1518.852498 Iteration 33Q (46.672105 sec): 168 clusters Score: Raw -2043003.732284 + Penalty 176358.410996 = -1866645.321288 nChanged 85 Deleting Class 130 (4 points): Lose 29.566072 but Gain 1407.711775 Iteration 34Q (46.911346 sec): 167 clusters Score: Raw -2043065.133545 + Penalty 174985.194590 = -1868079.938955 nChanged 85 Deleting Class 118 (10 points): Lose 87.807762 but Gain 1463.082464 Iteration 35Q (47.147685 sec): 166 clusters Score: Raw -2042998.751500 + Penalty 173574.774870 = -1869423.976630 nChanged 70 Deleting Class 180 (5 points): Lose 46.069409 but Gain 1413.632345 Iteration 36Q (47.382682 sec): 165 clusters Score: Raw -2043000.093181 + Penalty 172204.234643 = -1870795.858538 nChanged 52 Deleting Class 160 (2 points): Lose 31.344890 but Gain 1394.187878 Iteration 37Q (47.615019 sec): 164 clusters Score: Raw -2043008.662067 + Penalty 170834.652076 = -1872174.009991 nChanged 43 Deleting Class 189 (3 points): Lose 31.330354 but Gain 1386.871726 Iteration 38Q (47.846458 sec): 163 clusters Score: Raw -2042998.471675 + Penalty 169468.828384 = -1873529.643290 nChanged 49 Deleting Class 206 (1 points): Lose 1.217398 but Gain 1352.873470 Iteration 39Q (48.076762 sec): 162 clusters Score: Raw -2043009.305674 + Penalty 168149.431721 = -1874859.873953 nChanged 52 Deleting Class 142 (16 points): Lose 112.516587 but Gain 1459.823866 Iteration 40F (50.882453 sec): 161 clusters Score: Raw -2042909.544675 + Penalty 166737.785673 = -1876171.759001 nChanged 60 Deleting Class 138 (10 points): Lose 65.432312 but Gain 1411.919047 Iteration 41Q (51.116913 sec): 160 clusters Score: Raw -2042898.093964 + Penalty 165319.284229 = -1877578.809735 nChanged 47 Deleting Class 109 (12 points): Lose 103.774102 but Gain 1447.891568 Iteration 42Q (51.345755 sec): 159 clusters Score: Raw -2042828.876412 + Penalty 163904.176622 = -1878924.699789 nChanged 42 Deleting Class 147 (4 points): Lose 18.741972 but Gain 1353.149819 Iteration 43Q (51.574617 sec): 158 clusters Score: Raw -2042833.070112 + Penalty 162549.412945 = -1880283.657167 nChanged 33 Deleting Class 169 (4 points): Lose 42.003647 but Gain 1366.014289 Iteration 44Q (51.799963 sec): 157 clusters Score: Raw -2042800.554754 + Penalty 161183.387040 = -1881617.167714 nChanged 34 Deleting Class 101 (12 points): Lose 71.898618 but Gain 1392.403972 Iteration 45Q (52.025590 sec): 156 clusters Score: Raw -2042737.199818 + Penalty 159795.162786 = -1882942.037031 nChanged 30 Deleting Class 110 (3 points): Lose 24.759405 but Gain 1341.873115 Iteration 46Q (52.250058 sec): 155 clusters Score: Raw -2042734.782695 + Penalty 158508.401518 = -1884226.381176 nChanged 24 Deleting Class 126 (2 points): Lose 24.044328 but Gain 1338.374352 Iteration 47Q (52.471592 sec): 154 clusters Score: Raw -2042725.616221 + Penalty 157169.799472 = -1885555.816750 nChanged 19 Deleting Class 164 (5 points): Lose 38.816911 but Gain 1330.406598 Iteration 48Q (52.692112 sec): 153 clusters Score: Raw -2042694.415982 + Penalty 155856.406898 = -1886838.009085 nChanged 23 Deleting Class 158 (10 points): Lose 92.661826 but Gain 1379.295679 Iteration 49Q (52.913090 sec): 152 clusters Score: Raw -2042617.923607 + Penalty 154513.133327 = -1888104.790280 nChanged 31 Deleting Class 50 (36 points): Lose 184.147939 but Gain 1468.163324 Iteration 50F (55.544511 sec): 151 clusters Score: Raw -2042474.881791 + Penalty 153119.794727 = -1889355.087064 nChanged 60 Deleting Class 105 (19 points): Lose 130.761907 but Gain 1413.936318 Iteration 51Q (55.770020 sec): 150 clusters Score: Raw -2042442.604767 + Penalty 151770.310485 = -1890672.294282 nChanged 43 Deleting Class 67 (10 points): Lose 40.519157 but Gain 1322.025064 Iteration 52Q (55.995606 sec): 149 clusters Score: Raw -2042484.917878 + Penalty 150457.697286 = -1892027.220592 nChanged 31 Deleting Class 193 (4 points): Lose 28.156287 but Gain 1308.909292 Iteration 53Q (56.218875 sec): 148 clusters Score: Raw -2042505.935006 + Penalty 149149.978892 = -1893355.956113 nChanged 23 Deleting Class 85 (7 points): Lose 86.085178 but Gain 1366.176504 Iteration 54Q (56.436734 sec): 147 clusters Score: Raw -2042456.535276 + Penalty 147755.946534 = -1894700.588742 nChanged 26 Deleting Class 168 (7 points): Lose 41.767071 but Gain 1321.758773 Iteration 55Q (56.655082 sec): 146 clusters Score: Raw -2042456.102607 + Penalty 146478.729832 = -1895977.372775 nChanged 15 Deleting Class 100 (6 points): Lose 31.453379 but Gain 1308.321863 Iteration 56Q (56.871264 sec): 145 clusters Score: Raw -2042460.236961 + Penalty 145162.876245 = -1897297.360715 nChanged 13 Deleting Class 116 (24 points): Lose 153.041950 but Gain 1428.341266 Iteration 57Q (57.087806 sec): 144 clusters Score: Raw -2042322.002836 + Penalty 143846.732168 = -1898475.270668 nChanged 29 Deleting Class 156 (1 points): Lose 0.597435 but Gain 1272.388614 Iteration 58Q (57.304124 sec): 143 clusters Score: Raw -2042386.907926 + Penalty 142574.219515 = -1899812.688411 nChanged 8 Deleting Class 202 (1 points): Lose 4.793960 but Gain 1263.444173 Iteration 59Q (57.518095 sec): 142 clusters Score: Raw -2042386.673585 + Penalty 141316.110217 = -1901070.563368 nChanged 2 Deleting Class 58 (19 points): Lose 121.876629 but Gain 1377.298545 Iteration 60F (59.961139 sec): 141 clusters Score: Raw -2042267.822972 + Penalty 140069.836760 = -1902197.986212 nChanged 19 Deleting Class 114 (20 points): Lose 181.029806 but Gain 1432.218531 Iteration 61Q (60.176696 sec): 140 clusters Score: Raw -2042134.037695 + Penalty 138728.164262 = -1903405.873433 nChanged 27 Deleting Class 84 (12 points): Lose 100.574976 but Gain 1350.204073 Iteration 62Q (60.390694 sec): 139 clusters Score: Raw -2042104.022582 + Penalty 137414.877415 = -1904689.145167 nChanged 15 Deleting Class 24 (27 points): Lose 167.063809 but Gain 1415.909994 Iteration 63Q (60.601450 sec): 138 clusters Score: Raw -2041981.086747 + Penalty 136063.039129 = -1905918.047618 nChanged 30 Deleting Class 153 (6 points): Lose 68.111618 but Gain 1313.513970 Iteration 64Q (60.812705 sec): 137 clusters Score: Raw -2041981.587674 + Penalty 134761.619140 = -1907219.968533 nChanged 16 Deleting Class 191 (1 points): Lose 2.000072 but Gain 1246.872727 Iteration 65Q (61.022105 sec): 136 clusters Score: Raw -2042012.353373 + Penalty 133506.971956 = -1908505.381418 nChanged 9 Deleting Class 23 (11 points): Lose 65.043627 but Gain 1309.632506 Iteration 66Q (61.230478 sec): 135 clusters Score: Raw -2041958.272382 + Penalty 132207.733706 = -1909750.538676 nChanged 17 Deleting Class 128 (18 points): Lose 104.711739 but Gain 1342.641581 Iteration 67Q (61.438573 sec): 134 clusters Score: Raw -2041870.082747 + Penalty 130893.234978 = -1910976.847769 nChanged 23 Deleting Class 135 (10 points): Lose 98.770230 but Gain 1326.665686 Iteration 68Q (61.647984 sec): 133 clusters Score: Raw -2041811.323829 + Penalty 129594.173622 = -1912217.150207 nChanged 17 Deleting Class 103 (4 points): Lose 51.580374 but Gain 1272.995506 Iteration 69Q (61.855533 sec): 132 clusters Score: Raw -2041789.065211 + Penalty 128309.479019 = -1913479.586193 nChanged 15 Deleting Class 54 (3 points): Lose 28.039261 but Gain 1244.860996 Iteration 70F (64.128091 sec): 131 clusters Score: Raw -2041790.566532 + Penalty 127067.224178 = -1914723.342354 nChanged 11 Deleting Class 121 (2 points): Lose 26.858059 but Gain 1235.020668 Iteration 71Q (64.334229 sec): 130 clusters Score: Raw -2041787.586267 + Penalty 125850.802529 = -1915936.783739 nChanged 5 Deleting Class 174 (1 points): Lose 13.010277 but Gain 1207.593950 Iteration 72Q (64.537943 sec): 129 clusters Score: Raw -2041784.195701 + Penalty 124648.796496 = -1917135.399205 nChanged 5 Deleting Class 173 (17 points): Lose 127.009174 but Gain 1320.992355 Iteration 73Q (64.740703 sec): 128 clusters Score: Raw -2041665.532444 + Penalty 123349.835705 = -1918315.696739 nChanged 18 Deleting Class 88 (29 points): Lose 210.234689 but Gain 1392.076927 Iteration 74Q (64.943751 sec): 127 clusters Score: Raw -2041502.975568 + Penalty 122220.285245 = -1919282.690323 nChanged 30 Deleting Class 112 (20 points): Lose 143.914850 but Gain 1323.260467 Iteration 75Q (65.147581 sec): 126 clusters Score: Raw -2041504.484487 + Penalty 120949.655789 = -1920554.828698 nChanged 33 Deleting Class 149 (2 points): Lose 3.693973 but Gain 1180.568976 Iteration 76Q (65.349717 sec): 125 clusters Score: Raw -2041576.287728 + Penalty 119770.133539 = -1921806.154189 nChanged 21 Deleting Class 196 (1 points): Lose 4.456012 but Gain 1179.928545 Iteration 77Q (65.550896 sec): 124 clusters Score: Raw -2041585.432216 + Penalty 118596.281001 = -1922989.151214 nChanged 14 Deleting Class 182 (3 points): Lose 42.762614 but Gain 1214.235083 Iteration 78Q (65.750535 sec): 123 clusters Score: Raw -2041550.827251 + Penalty 117404.452629 = -1924146.374622 nChanged 14 Deleting Class 92 (4 points): Lose 33.755981 but Gain 1201.443196 Iteration 79Q (65.949519 sec): 122 clusters Score: Raw -2041534.372291 + Penalty 116209.076995 = -1925325.295296 nChanged 12 Deleting Class 141 (15 points): Lose 180.765940 but Gain 1347.903227 Iteration 80F (68.069718 sec): 121 clusters Score: Raw -2041369.387495 + Penalty 114903.442452 = -1926465.945043 nChanged 23 Deleting Class 94 (11 points): Lose 84.561894 but Gain 1249.571614 Iteration 81Q (68.268914 sec): 120 clusters Score: Raw -2041372.576264 + Penalty 113706.342627 = -1927666.233637 nChanged 23 Deleting Class 133 (11 points): Lose 51.449394 but Gain 1211.123495 Iteration 82Q (68.466248 sec): 119 clusters Score: Raw -2041369.022363 + Penalty 112508.554298 = -1928860.468065 nChanged 25 Deleting Class 87 (5 points): Lose 18.722665 but Gain 1169.511514 Iteration 83Q (68.667009 sec): 118 clusters Score: Raw -2041372.255091 + Penalty 111343.568024 = -1930028.687067 nChanged 18 Deleting Class 45 (17 points): Lose 136.485809 but Gain 1279.118905 Iteration 84Q (68.863978 sec): 117 clusters Score: Raw -2041253.447264 + Penalty 110090.930284 = -1931162.516979 nChanged 29 Deleting Class 148 (6 points): Lose 40.056141 but Gain 1182.253369 Iteration 85Q (69.059982 sec): 116 clusters Score: Raw -2041265.258581 + Penalty 108924.637071 = -1932340.621510 nChanged 16 Deleting Class 76 (12 points): Lose 80.058278 but Gain 1222.154406 Iteration 86Q (69.254304 sec): 115 clusters Score: Raw -2041197.827816 + Penalty 107720.188265 = -1933477.639551 nChanged 27 Deleting Class 111 (27 points): Lose 102.851382 but Gain 1244.127799 Iteration 87Q (69.447954 sec): 114 clusters Score: Raw -2041124.509503 + Penalty 106521.406950 = -1934603.102553 nChanged 40 Deleting Class 194 (2 points): Lose 13.945538 but Gain 1153.563624 Iteration 88Q (69.643084 sec): 113 clusters Score: Raw -2041156.042530 + Penalty 105445.744007 = -1935710.298522 nChanged 16 Deleting Class 124 (18 points): Lose 138.103957 but Gain 1270.516864 Iteration 89Q (69.834169 sec): 112 clusters Score: Raw -2041034.623947 + Penalty 104176.965699 = -1936857.658248 nChanged 30 Deleting Class 146 (7 points): Lose 51.309595 but Gain 1176.408211 Iteration 90F (71.767025 sec): 111 clusters Score: Raw -2041019.255911 + Penalty 103059.237366 = -1937960.018545 nChanged 24 Deleting Class 96 (2 points): Lose 19.315146 but Gain 1140.700165 Iteration 91Q (71.958176 sec): 110 clusters Score: Raw -2041026.284393 + Penalty 101896.373822 = -1939129.910571 nChanged 17 Deleting Class 63 (19 points): Lose 282.145953 but Gain 1397.874669 Iteration 92Q (72.148620 sec): 109 clusters Score: Raw -2040760.821006 + Penalty 100460.413740 = -1940300.407266 nChanged 31 Deleting Class 187 (3 points): Lose 41.405642 but Gain 1139.453023 Iteration 93Q (72.343103 sec): 108 clusters Score: Raw -2040880.192410 + Penalty 99325.454217 = -1941554.738193 nChanged 15 Deleting Class 55 (6 points): Lose 70.806531 but Gain 1167.452846 Iteration 94Q (72.534892 sec): 107 clusters Score: Raw -2040818.900267 + Penalty 98202.512118 = -1942616.388149 nChanged 16 Deleting Class 181 (3 points): Lose 17.754861 but Gain 1113.816807 Iteration 95Q (72.721775 sec): 106 clusters Score: Raw -2040828.128738 + Penalty 97115.426891 = -1943712.701846 nChanged 15 Deleting Class 143 (7 points): Lose 41.852581 but Gain 1131.231778 Iteration 96Q (72.908405 sec): 105 clusters Score: Raw -2040796.058301 + Penalty 95985.992194 = -1944810.066108 nChanged 13 Deleting Class 120 (4 points): Lose 33.631171 but Gain 1122.679130 Iteration 97Q (73.093585 sec): 104 clusters Score: Raw -2040773.716135 + Penalty 94866.613764 = -1945907.102371 nChanged 6 Deleting Class 159 (6 points): Lose 57.899688 but Gain 1143.473156 Iteration 98Q (73.278286 sec): 103 clusters Score: Raw -2040722.040996 + Penalty 93725.628521 = -1946996.412475 nChanged 9 Deleting Class 123 (11 points): Lose 67.577626 but Gain 1142.836023 Iteration 99Q (73.462546 sec): 102 clusters Score: Raw -2040665.848188 + Penalty 92587.258234 = -1948078.589953 nChanged 14 Deleting Class 83 (12 points): Lose 71.835702 but Gain 1142.901511 Iteration 100F (75.227688 sec): 101 clusters Score: Raw -2040613.664097 + Penalty 91456.188101 = -1949157.475996 nChanged 18 Deleting Class 151 (5 points): Lose 25.586925 but Gain 1096.540425 Iteration 101Q (75.410817 sec): 100 clusters Score: Raw -2040606.717455 + Penalty 90358.339608 = -1950248.377847 nChanged 15 Deleting Class 86 (49 points): Lose 256.653112 but Gain 1324.909518 Iteration 102Q (75.593445 sec): 99 clusters Score: Raw -2040361.333541 + Penalty 89065.380829 = -1951295.952712 nChanged 58 Deleting Class 69 (5 points): Lose 27.181384 but Gain 1085.528461 Iteration 103Q (75.780527 sec): 98 clusters Score: Raw -2040442.466127 + Penalty 88002.740909 = -1952439.725218 nChanged 20 Deleting Class 107 (6 points): Lose 47.006105 but Gain 1101.489514 Iteration 104Q (75.960452 sec): 97 clusters Score: Raw -2040414.585557 + Penalty 86908.535195 = -1953506.050363 nChanged 15 Deleting Class 97 (7 points): Lose 56.793567 but Gain 1106.926232 Iteration 105Q (76.139261 sec): 96 clusters Score: Raw -2040370.228986 + Penalty 85811.683027 = -1954558.545959 nChanged 14 Deleting Class 91 (4 points): Lose 53.405265 but Gain 1092.912135 Iteration 106Q (76.317985 sec): 95 clusters Score: Raw -2040333.770949 + Penalty 84780.820087 = -1955552.950862 nChanged 11 Deleting Class 144 (8 points): Lose 44.000329 but Gain 1082.884294 Iteration 107Q (76.495942 sec): 94 clusters Score: Raw -2040313.789441 + Penalty 83695.873125 = -1956617.916317 nChanged 14 Deleting Class 129 (11 points): Lose 51.415914 but Gain 1088.218206 Iteration 108Q (76.672847 sec): 93 clusters Score: Raw -2040280.996713 + Penalty 82616.969515 = -1957664.027198 nChanged 14 Deleting Class 7 (8 points): Lose 72.552152 but Gain 1109.482482 Iteration 109Q (76.849321 sec): 92 clusters Score: Raw -2040223.087451 + Penalty 81550.668479 = -1958672.418972 nChanged 8 Deleting Class 62 (80 points): Lose 427.207579 but Gain 1459.381356 Iteration 110F (78.447011 sec): 91 clusters Score: Raw -2039811.392088 + Penalty 80252.143956 = -1959559.248132 nChanged 80 Deleting Class 57 (22 points): Lose 135.865603 but Gain 1164.710093 Iteration 111Q (78.625212 sec): 90 clusters Score: Raw -2039866.680625 + Penalty 79109.294972 = -1960757.385653 nChanged 46 Deleting Class 197 (3 points): Lose 51.014135 but Gain 1069.372031 Iteration 112Q (78.801266 sec): 89 clusters Score: Raw -2039895.302803 + Penalty 78078.696360 = -1961816.606444 nChanged 36 Deleting Class 53 (19 points): Lose 100.573575 but Gain 1115.830575 Iteration 113Q (78.980063 sec): 88 clusters Score: Raw -2039845.952932 + Penalty 77030.152002 = -1962815.800930 nChanged 36 Deleting Class 32 (27 points): Lose 151.643150 but Gain 1162.365674 Iteration 114Q (79.155070 sec): 87 clusters Score: Raw -2039746.272236 + Penalty 75954.298156 = -1963791.974079 nChanged 43 Deleting Class 119 (8 points): Lose 67.548608 but Gain 1082.637083 Iteration 115Q (79.329084 sec): 86 clusters Score: Raw -2039758.738791 + Penalty 74885.432492 = -1964873.306299 nChanged 36 Deleting Class 175 (1 points): Lose 22.182838 but Gain 1031.230683 Iteration 116Q (79.500926 sec): 85 clusters Score: Raw -2039766.297451 + Penalty 73865.818799 = -1965900.478652 nChanged 20 Deleting Class 89 (15 points): Lose 69.151139 but Gain 1076.957255 Iteration 117Q (79.670515 sec): 84 clusters Score: Raw -2039707.328725 + Penalty 72815.412668 = -1966891.916057 nChanged 28 Deleting Class 102 (13 points): Lose 52.833377 but Gain 1060.728270 Iteration 118Q (79.841235 sec): 83 clusters Score: Raw -2039680.110310 + Penalty 71760.565753 = -1967919.544557 nChanged 23 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.34 GB. Compute initial score before splitting: Score: Raw -2039680.110310 + Penalty 71760.565753 = -1967919.544557Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 1 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.961919 sec): 2 clusters Score: Raw -11710.541325 + Penalty 617.169696 = -11093.371629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.962571 sec): 3 clusters Score: Raw -11715.909163 + Penalty 1244.176586 = -10471.732576 nChanged 53 SP:Iteration 1F (79.963178 sec): 3 clusters Score: Raw -11818.591002 + Penalty 1248.594394 = -10569.996608 nChanged 12 SP:Iteration 2F (79.963783 sec): 3 clusters Score: Raw -11862.674012 + Penalty 1260.769063 = -10601.904949 nChanged 10 SP:Iteration 3Q (79.964358 sec): 3 clusters Score: Raw -11896.335821 + Penalty 1266.301696 = -10630.034125 nChanged 4 SP:Iteration 4Q (79.964920 sec): 3 clusters Score: Raw -11907.842140 + Penalty 1272.297939 = -10635.544201 nChanged 4 SP:Iteration 5Q (79.965479 sec): 3 clusters Score: Raw -11918.375913 + Penalty 1273.690736 = -10644.685177 nChanged 1 SP:Iteration 6Q (79.966036 sec): 3 clusters Score: Raw -11918.678528 + Penalty 1273.690736 = -10644.987792 nChanged 0 SP:Iteration 7F (79.966640 sec): 3 clusters Score: Raw -11918.678528 + Penalty 1273.690736 = -10644.987792 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 2 (2386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.975221 sec): 2 clusters Score: Raw -135087.534443 + Penalty 146.265822 = -134941.268621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.979575 sec): 3 clusters Score: Raw -133536.505502 + Penalty 305.403608 = -133231.101894 nChanged 1093 SP:Iteration 1F (79.983846 sec): 3 clusters Score: Raw -134530.994365 + Penalty 305.113092 = -134225.881274 nChanged 374 SP:Iteration 2F (79.988207 sec): 3 clusters Score: Raw -134981.239237 + Penalty 309.076529 = -134672.162707 nChanged 128 SP:Iteration 3F (79.992473 sec): 3 clusters Score: Raw -135137.841466 + Penalty 308.387391 = -134829.454075 nChanged 57 SP:Iteration 4Q (79.996280 sec): 3 clusters Score: Raw -135200.994588 + Penalty 309.297639 = -134891.696949 nChanged 33 SP:Iteration 5Q (79.999991 sec): 3 clusters Score: Raw -135220.133019 + Penalty 309.572637 = -134910.560383 nChanged 19 SP:Iteration 6Q (80.003713 sec): 3 clusters Score: Raw -135228.012905 + Penalty 309.205390 = -134918.807516 nChanged 19 SP:Iteration 7Q (80.007512 sec): 3 clusters Score: Raw -135234.628148 + Penalty 309.183668 = -134925.444480 nChanged 18 SP:Iteration 8Q (80.011218 sec): 3 clusters Score: Raw -135241.250681 + Penalty 309.452613 = -134931.798068 nChanged 22 SP:Iteration 9Q (80.015039 sec): 3 clusters Score: Raw -135249.071718 + Penalty 309.463839 = -134939.607880 nChanged 22 SP:Iteration 10F (80.019299 sec): 3 clusters Score: Raw -135257.826894 + Penalty 309.109895 = -134948.716999 nChanged 18 SP:Iteration 11Q (80.023061 sec): 3 clusters Score: Raw -135263.621379 + Penalty 308.522678 = -134955.098701 nChanged 20 SP:Iteration 12Q (80.026821 sec): 3 clusters Score: Raw -135268.838569 + Penalty 307.762184 = -134961.076384 nChanged 12 SP:Iteration 13Q (80.030572 sec): 3 clusters Score: Raw -135270.860324 + Penalty 307.136503 = -134963.723821 nChanged 8 SP:Iteration 14Q (80.034361 sec): 3 clusters Score: Raw -135272.245038 + Penalty 307.426374 = -134964.818664 nChanged 5 SP:Iteration 15Q (80.038175 sec): 3 clusters Score: Raw -135273.669284 + Penalty 307.482027 = -134966.187257 nChanged 6 SP:Iteration 16Q (80.042012 sec): 3 clusters Score: Raw -135274.445875 + Penalty 308.115624 = -134966.330250 nChanged 5 SP:Iteration 17Q (80.045804 sec): 3 clusters Score: Raw -135275.212385 + Penalty 307.831284 = -134967.381101 nChanged 4 SP:Iteration 18Q (80.049542 sec): 3 clusters Score: Raw -135275.415513 + Penalty 307.785222 = -134967.630291 nChanged 3 SP:Iteration 19Q (80.053275 sec): 3 clusters Score: Raw -135275.640503 + Penalty 307.970544 = -134967.669959 nChanged 2 SP:Iteration 20F (80.057532 sec): 3 clusters Score: Raw -135275.812999 + Penalty 307.715052 = -134968.097947 nChanged 3 SP:Iteration 21Q (80.061422 sec): 3 clusters Score: Raw -135275.999371 + Penalty 307.500781 = -134968.498590 nChanged 2 SP:Iteration 22Q (80.065298 sec): 3 clusters Score: Raw -135276.133423 + Penalty 307.396604 = -134968.736819 nChanged 3 SP:Iteration 23Q (80.069288 sec): 3 clusters Score: Raw -135276.265560 + Penalty 307.396604 = -134968.868956 nChanged 0 SP:Iteration 24F (80.073607 sec): 3 clusters Score: Raw -135276.265560 + Penalty 307.396604 = -134968.868956 nChanged 0 Score: Raw -2071682.267987 + Penalty 71978.868886 = -1999703.399101 Splitting cluster 2 changes total score from -1967919.544557 to -1999703.399101 So it's getting split into cluster 7. Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.525477 sec): 2 clusters Score: Raw -7991.626660 + Penalty 137.425205 = -7854.201455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.525976 sec): 3 clusters Score: Raw -7931.432390 + Penalty 275.813060 = -7655.619330 nChanged 40 SP:Iteration 1F (81.526459 sec): 3 clusters Score: Raw -7974.863963 + Penalty 277.406661 = -7697.457302 nChanged 15 SP:Iteration 2F (81.526943 sec): 3 clusters Score: Raw -8010.662513 + Penalty 279.095980 = -7731.566534 nChanged 4 SP:Iteration 3Q (81.527386 sec): 3 clusters Score: Raw -8018.377081 + Penalty 279.088178 = -7739.288902 nChanged 4 SP:Iteration 4Q (81.527828 sec): 3 clusters Score: Raw -8025.549804 + Penalty 279.040755 = -7746.509049 nChanged 2 SP:Iteration 5Q (81.528283 sec): 3 clusters Score: Raw -8030.134887 + Penalty 279.274741 = -7750.860146 nChanged 1 SP:Iteration 6Q (81.528720 sec): 3 clusters Score: Raw -8031.770066 + Penalty 279.274741 = -7752.495325 nChanged 0 SP:Iteration 7F (81.529180 sec): 3 clusters Score: Raw -8031.770066 + Penalty 279.274741 = -7752.495325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 4 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.531334 sec): 2 clusters Score: Raw -22616.934876 + Penalty 351.333424 = -22265.601452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.532188 sec): 3 clusters Score: Raw -22463.579539 + Penalty 703.233602 = -21760.345936 nChanged 118 SP:Iteration 1F (81.533016 sec): 3 clusters Score: Raw -22554.149801 + Penalty 705.422490 = -21848.727311 nChanged 26 SP:Iteration 2F (81.533842 sec): 3 clusters Score: Raw -22572.959267 + Penalty 706.431373 = -21866.527894 nChanged 8 SP:Iteration 3Q (81.534662 sec): 3 clusters Score: Raw -22577.601888 + Penalty 709.578941 = -21868.022947 nChanged 14 SP:Iteration 4Q (81.535477 sec): 3 clusters Score: Raw -22585.259222 + Penalty 712.718680 = -21872.540543 nChanged 11 SP:Iteration 5Q (81.536285 sec): 3 clusters Score: Raw -22590.315885 + Penalty 714.839171 = -21875.476714 nChanged 8 SP:Iteration 6Q (81.537092 sec): 3 clusters Score: Raw -22594.834576 + Penalty 716.856652 = -21877.977924 nChanged 5 SP:Iteration 7Q (81.537897 sec): 3 clusters Score: Raw -22599.037559 + Penalty 717.434861 = -21881.602698 nChanged 1 SP:Iteration 8Q (81.538731 sec): 3 clusters Score: Raw -22599.244797 + Penalty 718.730825 = -21880.513972 nChanged 3 SP:Iteration 9F (81.539551 sec): 3 clusters Score: Raw -22600.985785 + Penalty 719.110546 = -21881.875238 nChanged 1 SP:Iteration 10F (81.540372 sec): 3 clusters Score: Raw -22602.350584 + Penalty 721.346554 = -21881.004030 nChanged 3 SP:Iteration 11F (81.541192 sec): 3 clusters Score: Raw -22604.307149 + Penalty 722.086182 = -21882.220967 nChanged 1 SP:Iteration 12Q (81.541994 sec): 3 clusters Score: Raw -22604.623634 + Penalty 722.086182 = -21882.537452 nChanged 0 SP:Iteration 13F (81.542813 sec): 3 clusters Score: Raw -22604.623634 + Penalty 722.086182 = -21882.537452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 5 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.544089 sec): 2 clusters Score: Raw -5755.019461 + Penalty 780.446461 = -4974.573000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.544536 sec): 3 clusters Score: Raw -5971.746011 + Penalty 1559.139866 = -4412.606145 nChanged 26 SP:Iteration 1F (81.544979 sec): 3 clusters Score: Raw -6164.990895 + Penalty 1556.974825 = -4608.016070 nChanged 7 SP:Iteration 2F (81.545417 sec): 3 clusters Score: Raw -6284.927660 + Penalty 1557.895692 = -4727.031968 nChanged 2 SP:Iteration 3Q (81.545814 sec): 3 clusters Score: Raw -6293.204983 + Penalty 1557.895692 = -4735.309291 nChanged 0 SP:Iteration 4F (81.546252 sec): 3 clusters Score: Raw -6293.204983 + Penalty 1557.895692 = -4735.309291 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 6 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.550811 sec): 2 clusters Score: Raw -45299.234501 + Penalty 433.181927 = -44866.052574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.552378 sec): 3 clusters Score: Raw -44910.507248 + Penalty 858.408777 = -44052.098471 nChanged 270 SP:Iteration 1F (81.553912 sec): 3 clusters Score: Raw -45072.178049 + Penalty 855.533551 = -44216.644498 nChanged 67 SP:Iteration 2F (81.555447 sec): 3 clusters Score: Raw -45120.702739 + Penalty 853.907295 = -44266.795443 nChanged 44 SP:Iteration 3F (81.557015 sec): 3 clusters Score: Raw -45158.821975 + Penalty 851.613869 = -44307.208107 nChanged 34 SP:Iteration 4Q (81.558568 sec): 3 clusters Score: Raw -45186.809953 + Penalty 850.623679 = -44336.186273 nChanged 28 SP:Iteration 5Q (81.560101 sec): 3 clusters Score: Raw -45212.483131 + Penalty 850.461347 = -44362.021784 nChanged 17 SP:Iteration 6Q (81.561599 sec): 3 clusters Score: Raw -45226.060223 + Penalty 851.362684 = -44374.697538 nChanged 16 SP:Iteration 7Q (81.563127 sec): 3 clusters Score: Raw -45238.708471 + Penalty 853.178210 = -44385.530261 nChanged 16 SP:Iteration 8Q (81.564628 sec): 3 clusters Score: Raw -45251.890327 + Penalty 853.524667 = -44398.365660 nChanged 15 SP:Iteration 9Q (81.566092 sec): 3 clusters Score: Raw -45262.717330 + Penalty 859.360327 = -44403.357003 nChanged 11 SP:Iteration 10F (81.567614 sec): 3 clusters Score: Raw -45274.101961 + Penalty 862.739802 = -44411.362159 nChanged 6 SP:Iteration 11Q (81.569089 sec): 3 clusters Score: Raw -45277.228823 + Penalty 866.910990 = -44410.317833 nChanged 8 SP:Iteration 12F (81.570634 sec): 3 clusters Score: Raw -45281.086311 + Penalty 870.936335 = -44410.149977 nChanged 8 SP:Iteration 13F (81.572162 sec): 3 clusters Score: Raw -45286.158799 + Penalty 877.885842 = -44408.272957 nChanged 9 SP:Iteration 14F (81.573701 sec): 3 clusters Score: Raw -45292.368917 + Penalty 881.573438 = -44410.795480 nChanged 9 SP:Iteration 15Q (81.575139 sec): 3 clusters Score: Raw -45300.408400 + Penalty 887.507119 = -44412.901281 nChanged 7 SP:Iteration 16Q (81.576554 sec): 3 clusters Score: Raw -45304.872224 + Penalty 892.114292 = -44412.757932 nChanged 7 SP:Iteration 17F (81.578084 sec): 3 clusters Score: Raw -45308.994787 + Penalty 896.335648 = -44412.659139 nChanged 4 SP:Iteration 18F (81.579633 sec): 3 clusters Score: Raw -45310.562899 + Penalty 897.440232 = -44413.122667 nChanged 3 SP:Iteration 19Q (81.581049 sec): 3 clusters Score: Raw -45315.437517 + Penalty 901.000911 = -44414.436607 nChanged 6 SP:Iteration 20F (81.582591 sec): 3 clusters Score: Raw -45320.710420 + Penalty 905.708081 = -44415.002340 nChanged 5 SP:Iteration 21Q (81.583958 sec): 3 clusters Score: Raw -45324.281403 + Penalty 914.117451 = -44410.163951 nChanged 5 SP:Iteration 22F (81.585475 sec): 3 clusters Score: Raw -45330.669890 + Penalty 924.447950 = -44406.221940 nChanged 5 SP:Iteration 23F (81.587033 sec): 3 clusters Score: Raw -45337.252837 + Penalty 935.897641 = -44401.355196 nChanged 4 SP:Iteration 24F (81.588573 sec): 3 clusters Score: Raw -45340.782182 + Penalty 935.897641 = -44404.884541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.590029 sec): 2 clusters Score: Raw -2106.595788 + Penalty 450.438308 = -1656.157481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.590341 sec): 3 clusters Score: Raw -2171.404662 + Penalty 902.174933 = -1269.229730 nChanged 2 SP:Iteration 1Q (81.590612 sec): 3 clusters Score: Raw -2181.039317 + Penalty 902.174933 = -1278.864384 nChanged 0 SP:Iteration 2F (81.590895 sec): 3 clusters Score: Raw -2181.039317 + Penalty 902.174933 = -1278.864384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 9 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.591723 sec): 2 clusters Score: Raw -848.349761 + Penalty 251.345311 = -597.004450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.591960 sec): 3 clusters Score: Raw -859.615044 + Penalty 502.690623 = -356.924421 nChanged 1 SP:Iteration 1F (81.592192 sec): 3 clusters Score: Raw -864.933626 + Penalty 502.690623 = -362.243003 nChanged 0 Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 10 (3000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.606569 sec): 2 clusters Score: Raw -174578.934021 + Penalty 251.168558 = -174327.765463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.612137 sec): 3 clusters Score: Raw -172672.859406 + Penalty 566.964545 = -172105.894861 nChanged 1324 SP:Iteration 1F (81.617521 sec): 3 clusters Score: Raw -174005.171048 + Penalty 603.625761 = -173401.545287 nChanged 320 SP:Iteration 2F (81.622862 sec): 3 clusters Score: Raw -174299.740187 + Penalty 637.772212 = -173661.967975 nChanged 135 SP:Iteration 3Q (81.628220 sec): 3 clusters Score: Raw -174447.329969 + Penalty 664.315804 = -173783.014165 nChanged 72 SP:Iteration 4Q (81.633421 sec): 3 clusters Score: Raw -174536.236682 + Penalty 672.272455 = -173863.964227 nChanged 34 SP:Iteration 5Q (81.638003 sec): 3 clusters Score: Raw -174578.354371 + Penalty 670.823395 = -173907.530976 nChanged 14 SP:Iteration 6Q (81.642342 sec): 3 clusters Score: Raw -174587.314911 + Penalty 681.504480 = -173905.810431 nChanged 7 SP:Iteration 7F (81.647657 sec): 3 clusters Score: Raw -174592.652030 + Penalty 682.564378 = -173910.087652 nChanged 3 SP:Iteration 8Q (81.651924 sec): 3 clusters Score: Raw -174593.918021 + Penalty 680.744124 = -173913.173897 nChanged 1 SP:Iteration 9Q (81.656187 sec): 3 clusters Score: Raw -174594.301056 + Penalty 686.372403 = -173907.928653 nChanged 1 SP:Iteration 10F (81.661495 sec): 3 clusters Score: Raw -174595.139462 + Penalty 696.807196 = -173898.332266 nChanged 2 SP:Iteration 11F (81.666827 sec): 3 clusters Score: Raw -174596.564902 + Penalty 696.807196 = -173899.757706 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 11 (1184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.676127 sec): 2 clusters Score: Raw -68822.081278 + Penalty 119.366867 = -68702.714411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.678445 sec): 3 clusters Score: Raw -68067.966964 + Penalty 235.798784 = -67832.168180 nChanged 539 SP:Iteration 1F (81.680712 sec): 3 clusters Score: Raw -68544.639597 + Penalty 234.314739 = -68310.324859 nChanged 144 SP:Iteration 2F (81.682985 sec): 3 clusters Score: Raw -68677.138215 + Penalty 243.425726 = -68433.712489 nChanged 65 SP:Iteration 3F (81.685264 sec): 3 clusters Score: Raw -68760.332091 + Penalty 258.878625 = -68501.453466 nChanged 40 SP:Iteration 4Q (81.687451 sec): 3 clusters Score: Raw -68809.847787 + Penalty 280.915847 = -68528.931940 nChanged 10 SP:Iteration 5Q (81.689346 sec): 3 clusters Score: Raw -68821.974208 + Penalty 283.943821 = -68538.030386 nChanged 3 SP:Iteration 6Q (81.691192 sec): 3 clusters Score: Raw -68823.590071 + Penalty 288.586244 = -68535.003827 nChanged 3 SP:Iteration 7F (81.693480 sec): 3 clusters Score: Raw -68823.756186 + Penalty 288.586244 = -68535.169942 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 12 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.694833 sec): 2 clusters Score: Raw -5930.560004 + Penalty 291.837145 = -5638.722858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.695257 sec): 3 clusters Score: Raw -5898.179361 + Penalty 593.506873 = -5304.672488 nChanged 17 SP:Iteration 1F (81.695659 sec): 3 clusters Score: Raw -5927.364631 + Penalty 624.704826 = -5302.659805 nChanged 8 SP:Iteration 2F (81.696069 sec): 3 clusters Score: Raw -5945.574245 + Penalty 656.502462 = -5289.071783 nChanged 6 SP:Iteration 3F (81.696468 sec): 3 clusters Score: Raw -5957.706514 + Penalty 678.909981 = -5278.796533 nChanged 2 SP:Iteration 4F (81.696869 sec): 3 clusters Score: Raw -5967.638417 + Penalty 678.909981 = -5288.728436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 13 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.697445 sec): 2 clusters Score: Raw -1857.445965 + Penalty 339.357502 = -1518.088463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.697720 sec): 3 clusters Score: Raw -1901.885782 + Penalty 678.055829 = -1223.829953 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 14 (856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.700686 sec): 2 clusters Score: Raw -51039.006351 + Penalty 576.744537 = -50462.261814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.702437 sec): 3 clusters Score: Raw -50616.908809 + Penalty 1160.542773 = -49456.366035 nChanged 291 SP:Iteration 1F (81.704123 sec): 3 clusters Score: Raw -50785.130855 + Penalty 1171.820540 = -49613.310315 nChanged 81 SP:Iteration 2F (81.705811 sec): 3 clusters Score: Raw -50849.852050 + Penalty 1184.120993 = -49665.731058 nChanged 59 SP:Iteration 3F (81.707498 sec): 3 clusters Score: Raw -50902.617471 + Penalty 1198.592921 = -49704.024551 nChanged 50 SP:Iteration 4F (81.709184 sec): 3 clusters Score: Raw -50948.111237 + Penalty 1211.673263 = -49736.437973 nChanged 46 SP:Iteration 5F (81.710872 sec): 3 clusters Score: Raw -50981.857006 + Penalty 1223.440590 = -49758.416416 nChanged 33 SP:Iteration 6Q (81.712547 sec): 3 clusters Score: Raw -51014.406534 + Penalty 1234.896651 = -49779.509883 nChanged 30 SP:Iteration 7Q (81.714218 sec): 3 clusters Score: Raw -51045.389727 + Penalty 1242.943439 = -49802.446288 nChanged 17 SP:Iteration 8Q (81.715875 sec): 3 clusters Score: Raw -51058.929720 + Penalty 1249.020716 = -49809.909004 nChanged 13 SP:Iteration 9Q (81.717511 sec): 3 clusters Score: Raw -51070.092235 + Penalty 1253.510905 = -49816.581330 nChanged 7 SP:Iteration 10F (81.719255 sec): 3 clusters Score: Raw -51074.459979 + Penalty 1259.738103 = -49814.721877 nChanged 8 SP:Iteration 11F (81.720978 sec): 3 clusters Score: Raw -51082.117551 + Penalty 1266.799437 = -49815.318115 nChanged 9 SP:Iteration 12Q (81.722605 sec): 3 clusters Score: Raw -51090.175418 + Penalty 1268.967662 = -49821.207755 nChanged 6 SP:Iteration 13Q (81.724259 sec): 3 clusters Score: Raw -51093.019000 + Penalty 1272.320426 = -49820.698573 nChanged 6 SP:Iteration 14F (81.725973 sec): 3 clusters Score: Raw -51095.810002 + Penalty 1273.706790 = -49822.103212 nChanged 2 SP:Iteration 15Q (81.727593 sec): 3 clusters Score: Raw -51096.360464 + Penalty 1273.706790 = -49822.653674 nChanged 0 SP:Iteration 16F (81.729334 sec): 3 clusters Score: Raw -51096.360464 + Penalty 1273.706790 = -49822.653674 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 15 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.731322 sec): 2 clusters Score: Raw -18797.540770 + Penalty 609.434708 = -18188.106061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.732116 sec): 3 clusters Score: Raw -18702.485390 + Penalty 1219.133392 = -17483.351998 nChanged 74 SP:Iteration 1F (81.732890 sec): 3 clusters Score: Raw -18774.761766 + Penalty 1218.780168 = -17555.981599 nChanged 25 SP:Iteration 2F (81.733663 sec): 3 clusters Score: Raw -18803.037175 + Penalty 1218.235547 = -17584.801628 nChanged 13 SP:Iteration 3Q (81.734424 sec): 3 clusters Score: Raw -18817.256853 + Penalty 1218.203205 = -17599.053648 nChanged 9 SP:Iteration 4Q (81.735187 sec): 3 clusters Score: Raw -18822.830527 + Penalty 1217.899634 = -17604.930892 nChanged 3 SP:Iteration 5Q (81.735943 sec): 3 clusters Score: Raw -18825.870535 + Penalty 1217.645159 = -17608.225376 nChanged 1 SP:Iteration 6Q (81.736696 sec): 3 clusters Score: Raw -18826.422390 + Penalty 1217.872545 = -17608.549846 nChanged 1 SP:Iteration 7Q (81.737450 sec): 3 clusters Score: Raw -18827.592782 + Penalty 1218.097280 = -17609.495502 nChanged 1 SP:Iteration 8Q (81.738209 sec): 3 clusters Score: Raw -18827.778898 + Penalty 1218.097280 = -17609.681618 nChanged 0 SP:Iteration 9F (81.738979 sec): 3 clusters Score: Raw -18827.778898 + Penalty 1218.097280 = -17609.681618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 16 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.741455 sec): 2 clusters Score: Raw -22856.086019 + Penalty 259.446474 = -22596.639546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.742434 sec): 3 clusters Score: Raw -22644.820149 + Penalty 518.793498 = -22126.026651 nChanged 151 SP:Iteration 1F (81.743397 sec): 3 clusters Score: Raw -22758.216788 + Penalty 519.288448 = -22238.928341 nChanged 60 SP:Iteration 2F (81.744357 sec): 3 clusters Score: Raw -22822.754264 + Penalty 519.825651 = -22302.928612 nChanged 31 SP:Iteration 3F (81.745318 sec): 3 clusters Score: Raw -22853.040752 + Penalty 519.100281 = -22333.940471 nChanged 21 SP:Iteration 4Q (81.746260 sec): 3 clusters Score: Raw -22884.831597 + Penalty 519.155187 = -22365.676410 nChanged 14 SP:Iteration 5Q (81.747193 sec): 3 clusters Score: Raw -22894.998551 + Penalty 519.164835 = -22375.833716 nChanged 5 SP:Iteration 6Q (81.748120 sec): 3 clusters Score: Raw -22898.599371 + Penalty 519.164835 = -22379.434536 nChanged 0 SP:Iteration 7F (81.749078 sec): 3 clusters Score: Raw -22898.599371 + Penalty 519.164835 = -22379.434536 nChanged 0 Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 17 (3746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.766579 sec): 2 clusters Score: Raw -238043.941693 + Penalty 316.760300 = -237727.181393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.773516 sec): 3 clusters Score: Raw -235729.380553 + Penalty 666.439144 = -235062.941409 nChanged 1662 SP:Iteration 1F (81.780240 sec): 3 clusters Score: Raw -237106.664017 + Penalty 709.337034 = -236397.326983 nChanged 451 SP:Iteration 2F (81.786897 sec): 3 clusters Score: Raw -237488.113793 + Penalty 764.721018 = -236723.392775 nChanged 278 SP:Iteration 3F (81.793534 sec): 3 clusters Score: Raw -237763.798941 + Penalty 819.705019 = -236944.093921 nChanged 165 SP:Iteration 4Q (81.800269 sec): 3 clusters Score: Raw -237926.427182 + Penalty 855.723248 = -237070.703934 nChanged 86 SP:Iteration 5Q (81.806965 sec): 3 clusters Score: Raw -238004.067421 + Penalty 862.582723 = -237141.484698 nChanged 39 SP:Iteration 6Q (81.812846 sec): 3 clusters Score: Raw -238034.816468 + Penalty 864.279991 = -237170.536477 nChanged 21 SP:Iteration 7Q (81.818317 sec): 3 clusters Score: Raw -238045.032822 + Penalty 870.224302 = -237174.808520 nChanged 11 SP:Iteration 8Q (81.823757 sec): 3 clusters Score: Raw -238051.214659 + Penalty 865.937998 = -237185.276661 nChanged 8 SP:Iteration 9Q (81.829107 sec): 3 clusters Score: Raw -238057.104498 + Penalty 866.665094 = -237190.439404 nChanged 10 SP:Iteration 10F (81.835752 sec): 3 clusters Score: Raw -238062.157973 + Penalty 874.859717 = -237187.298256 nChanged 6 SP:Iteration 11F (81.842360 sec): 3 clusters Score: Raw -238064.817058 + Penalty 866.555434 = -237198.261624 nChanged 6 SP:Iteration 12Q (81.847630 sec): 3 clusters Score: Raw -238065.065571 + Penalty 866.392015 = -237198.673556 nChanged 4 SP:Iteration 13Q (81.852862 sec): 3 clusters Score: Raw -238066.379486 + Penalty 867.188315 = -237199.191171 nChanged 8 SP:Iteration 14Q (81.858137 sec): 3 clusters Score: Raw -238068.591906 + Penalty 854.472887 = -237214.119019 nChanged 7 SP:Iteration 15Q (81.863418 sec): 3 clusters Score: Raw -238071.838988 + Penalty 836.759530 = -237235.079458 nChanged 3 SP:Iteration 16Q (81.868651 sec): 3 clusters Score: Raw -238072.608660 + Penalty 832.477346 = -237240.131315 nChanged 2 SP:Iteration 17Q (81.873869 sec): 3 clusters Score: Raw -238076.550407 + Penalty 821.829362 = -237254.721045 nChanged 2 SP:Iteration 18Q (81.879132 sec): 3 clusters Score: Raw -238077.918594 + Penalty 821.829362 = -237256.089232 nChanged 0 SP:Iteration 19F (81.885841 sec): 3 clusters Score: Raw -238077.918594 + Penalty 821.829362 = -237256.089232 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 18 (657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.891210 sec): 2 clusters Score: Raw -42027.168461 + Penalty 709.823486 = -41317.344975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.892606 sec): 3 clusters Score: Raw -41783.909716 + Penalty 1421.367226 = -40362.542490 nChanged 197 SP:Iteration 1F (81.893974 sec): 3 clusters Score: Raw -41987.909249 + Penalty 1424.986756 = -40562.922493 nChanged 68 SP:Iteration 2F (81.895345 sec): 3 clusters Score: Raw -42103.569052 + Penalty 1428.171469 = -40675.397583 nChanged 52 SP:Iteration 3F (81.896716 sec): 3 clusters Score: Raw -42189.466388 + Penalty 1427.751281 = -40761.715107 nChanged 37 SP:Iteration 4F (81.898082 sec): 3 clusters Score: Raw -42249.970471 + Penalty 1425.853631 = -40824.116841 nChanged 25 SP:Iteration 5Q (81.899404 sec): 3 clusters Score: Raw -42287.564781 + Penalty 1425.058413 = -40862.506368 nChanged 17 SP:Iteration 6Q (81.900725 sec): 3 clusters Score: Raw -42319.300461 + Penalty 1423.783873 = -40895.516588 nChanged 14 SP:Iteration 7Q (81.902044 sec): 3 clusters Score: Raw -42351.190226 + Penalty 1422.916410 = -40928.273816 nChanged 13 SP:Iteration 8Q (81.903347 sec): 3 clusters Score: Raw -42372.521898 + Penalty 1421.973735 = -40950.548163 nChanged 9 SP:Iteration 9Q (81.904666 sec): 3 clusters Score: Raw -42380.026534 + Penalty 1421.361723 = -40958.664811 nChanged 5 SP:Iteration 10F (81.906029 sec): 3 clusters Score: Raw -42384.545776 + Penalty 1421.299200 = -40963.246576 nChanged 4 SP:Iteration 11Q (81.907340 sec): 3 clusters Score: Raw -42388.658701 + Penalty 1420.958539 = -40967.700162 nChanged 3 SP:Iteration 12Q (81.908639 sec): 3 clusters Score: Raw -42390.201820 + Penalty 1420.897854 = -40969.303966 nChanged 1 SP:Iteration 13Q (81.909930 sec): 3 clusters Score: Raw -42391.644072 + Penalty 1420.768496 = -40970.875576 nChanged 1 SP:Iteration 14Q (81.911222 sec): 3 clusters Score: Raw -42392.417226 + Penalty 1420.537501 = -40971.879725 nChanged 2 SP:Iteration 15Q (81.912548 sec): 3 clusters Score: Raw -42394.102172 + Penalty 1420.552862 = -40973.549310 nChanged 3 SP:Iteration 16Q (81.913838 sec): 3 clusters Score: Raw -42398.030233 + Penalty 1420.401710 = -40977.628523 nChanged 2 SP:Iteration 17Q (81.915131 sec): 3 clusters Score: Raw -42399.578834 + Penalty 1420.303628 = -40979.275206 nChanged 3 SP:Iteration 18Q (81.916397 sec): 3 clusters Score: Raw -42403.474806 + Penalty 1420.381084 = -40983.093723 nChanged 4 SP:Iteration 19Q (81.917667 sec): 3 clusters Score: Raw -42408.349708 + Penalty 1420.393354 = -40987.956354 nChanged 4 SP:Iteration 20F (81.919074 sec): 3 clusters Score: Raw -42413.804872 + Penalty 1420.443242 = -40993.361630 nChanged 4 SP:Iteration 21Q (81.920388 sec): 3 clusters Score: Raw -42417.937009 + Penalty 1420.479095 = -40997.457914 nChanged 3 SP:Iteration 22Q (81.921679 sec): 3 clusters Score: Raw -42420.791113 + Penalty 1420.335248 = -41000.455864 nChanged 2 SP:Iteration 23Q (81.922968 sec): 3 clusters Score: Raw -42422.365736 + Penalty 1420.213866 = -41002.151871 nChanged 4 SP:Iteration 24Q (81.924254 sec): 3 clusters Score: Raw -42428.432772 + Penalty 1420.128456 = -41008.304316 nChanged 3 SP:Iteration 25Q (81.925545 sec): 3 clusters Score: Raw -42431.466757 + Penalty 1420.122545 = -41011.344211 nChanged 4 SP:Iteration 26Q (81.926850 sec): 3 clusters Score: Raw -42436.658622 + Penalty 1420.049305 = -41016.609317 nChanged 3 SP:Iteration 27Q (81.928127 sec): 3 clusters Score: Raw -42440.834567 + Penalty 1419.820841 = -41021.013725 nChanged 4 SP:Iteration 28Q (81.929415 sec): 3 clusters Score: Raw -42443.476405 + Penalty 1419.820841 = -41023.655564 nChanged 0 SP:Iteration 29F (81.930792 sec): 3 clusters Score: Raw -42443.476405 + Penalty 1419.820841 = -41023.655564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 19 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.931829 sec): 2 clusters Score: Raw -8194.753239 + Penalty 270.144588 = -7924.608650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.932347 sec): 3 clusters Score: Raw -8157.618312 + Penalty 536.873370 = -7620.744942 nChanged 52 SP:Iteration 1F (81.932856 sec): 3 clusters Score: Raw -8248.078688 + Penalty 543.288596 = -7704.790092 nChanged 20 SP:Iteration 2F (81.933362 sec): 3 clusters Score: Raw -8299.655390 + Penalty 548.171567 = -7751.483823 nChanged 8 SP:Iteration 3Q (81.933850 sec): 3 clusters Score: Raw -8322.982016 + Penalty 551.845417 = -7771.136600 nChanged 4 SP:Iteration 4Q (81.934333 sec): 3 clusters Score: Raw -8328.794656 + Penalty 550.537850 = -7778.256805 nChanged 3 SP:Iteration 5Q (81.934842 sec): 3 clusters Score: Raw -8335.916726 + Penalty 546.376922 = -7789.539805 nChanged 2 SP:Iteration 6Q (81.935339 sec): 3 clusters Score: Raw -8344.111804 + Penalty 546.090951 = -7798.020853 nChanged 2 SP:Iteration 7Q (81.935823 sec): 3 clusters Score: Raw -8350.441019 + Penalty 546.090951 = -7804.350068 nChanged 0 SP:Iteration 8F (81.936340 sec): 3 clusters Score: Raw -8350.441019 + Penalty 546.090951 = -7804.350068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 20 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.937189 sec): 2 clusters Score: Raw -8586.344994 + Penalty 108.577629 = -8477.767365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.937675 sec): 3 clusters Score: Raw -8540.901639 + Penalty 245.091426 = -8295.810213 nChanged 48 SP:Iteration 1F (81.938160 sec): 3 clusters Score: Raw -8609.691615 + Penalty 256.433463 = -8353.258152 nChanged 7 SP:Iteration 2Q (81.938630 sec): 3 clusters Score: Raw -8620.667693 + Penalty 260.583219 = -8360.084474 nChanged 2 SP:Iteration 3Q (81.939086 sec): 3 clusters Score: Raw -8622.489941 + Penalty 260.583219 = -8361.906722 nChanged 0 SP:Iteration 4F (81.939558 sec): 3 clusters Score: Raw -8622.489941 + Penalty 260.583219 = -8361.906722 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 21 (634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.941750 sec): 2 clusters Score: Raw -35419.513036 + Penalty 86.728441 = -35332.784595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.943104 sec): 3 clusters Score: Raw -35024.358309 + Penalty 159.961565 = -34864.396744 nChanged 265 SP:Iteration 1F (81.944423 sec): 3 clusters Score: Raw -35219.664028 + Penalty 154.356075 = -35065.307953 nChanged 78 SP:Iteration 2F (81.945735 sec): 3 clusters Score: Raw -35389.547057 + Penalty 156.507428 = -35233.039628 nChanged 34 SP:Iteration 3F (81.947054 sec): 3 clusters Score: Raw -35435.906112 + Penalty 153.611360 = -35282.294752 nChanged 31 SP:Iteration 4Q (81.948275 sec): 3 clusters Score: Raw -35493.735845 + Penalty 155.666174 = -35338.069671 nChanged 24 SP:Iteration 5Q (81.949458 sec): 3 clusters Score: Raw -35535.810085 + Penalty 158.365906 = -35377.444180 nChanged 14 SP:Iteration 6Q (81.950597 sec): 3 clusters Score: Raw -35558.472598 + Penalty 160.158385 = -35398.314214 nChanged 9 SP:Iteration 7Q (81.951709 sec): 3 clusters Score: Raw -35564.197984 + Penalty 160.840474 = -35403.357509 nChanged 3 SP:Iteration 8Q (81.952811 sec): 3 clusters Score: Raw -35567.168077 + Penalty 160.906970 = -35406.261107 nChanged 1 SP:Iteration 9Q (81.953916 sec): 3 clusters Score: Raw -35567.467220 + Penalty 160.906970 = -35406.560250 nChanged 0 SP:Iteration 10F (81.955229 sec): 3 clusters Score: Raw -35567.467220 + Penalty 160.906970 = -35406.560250 nChanged 0 Score: Raw -2071830.220479 + Penalty 72100.010954 = -1999730.209526 Splitting cluster 21 changes total score from -1967919.544557 to -1999730.209526 So it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 22 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.412319 sec): 2 clusters Score: Raw -748.355394 + Penalty 222.691834 = -525.663561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.412562 sec): 3 clusters Score: Raw -763.802840 + Penalty 443.669586 = -320.133253 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 25 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.414656 sec): 2 clusters Score: Raw -36052.025761 + Penalty 274.309626 = -35777.716135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.415946 sec): 3 clusters Score: Raw -35710.705721 + Penalty 548.995425 = -35161.710297 nChanged 225 SP:Iteration 1F (83.417209 sec): 3 clusters Score: Raw -35846.414732 + Penalty 544.128199 = -35302.286533 nChanged 65 SP:Iteration 2F (83.418470 sec): 3 clusters Score: Raw -35911.664471 + Penalty 537.131166 = -35374.533305 nChanged 41 SP:Iteration 3F (83.419725 sec): 3 clusters Score: Raw -35953.972145 + Penalty 535.394373 = -35418.577771 nChanged 25 SP:Iteration 4Q (83.420961 sec): 3 clusters Score: Raw -35968.369508 + Penalty 533.123665 = -35435.245842 nChanged 17 SP:Iteration 5Q (83.422184 sec): 3 clusters Score: Raw -35976.812904 + Penalty 531.928806 = -35444.884098 nChanged 12 SP:Iteration 6Q (83.423406 sec): 3 clusters Score: Raw -35982.797199 + Penalty 532.768191 = -35450.029008 nChanged 13 SP:Iteration 7Q (83.424626 sec): 3 clusters Score: Raw -35988.244763 + Penalty 533.431032 = -35454.813731 nChanged 13 SP:Iteration 8Q (83.425830 sec): 3 clusters Score: Raw -35993.363529 + Penalty 533.655966 = -35459.707563 nChanged 11 SP:Iteration 9Q (83.427024 sec): 3 clusters Score: Raw -35997.489565 + Penalty 536.167347 = -35461.322218 nChanged 7 SP:Iteration 10F (83.428257 sec): 3 clusters Score: Raw -35999.600238 + Penalty 538.373093 = -35461.227145 nChanged 5 SP:Iteration 11F (83.429490 sec): 3 clusters Score: Raw -36000.559572 + Penalty 538.497954 = -35462.061618 nChanged 3 SP:Iteration 12Q (83.430684 sec): 3 clusters Score: Raw -36000.756876 + Penalty 540.279195 = -35460.477681 nChanged 2 SP:Iteration 13F (83.431933 sec): 3 clusters Score: Raw -36000.850642 + Penalty 542.071947 = -35458.778696 nChanged 2 SP:Iteration 14F (83.433216 sec): 3 clusters Score: Raw -36001.153045 + Penalty 545.270809 = -35455.882236 nChanged 5 SP:Iteration 15F (83.434468 sec): 3 clusters Score: Raw -36003.218614 + Penalty 560.499537 = -35442.719077 nChanged 14 SP:Iteration 16F (83.435721 sec): 3 clusters Score: Raw -36011.842159 + Penalty 572.529927 = -35439.312233 nChanged 13 SP:Iteration 17F (83.436973 sec): 3 clusters Score: Raw -36018.600319 + Penalty 582.387017 = -35436.213302 nChanged 11 SP:Iteration 18F (83.438227 sec): 3 clusters Score: Raw -36024.520119 + Penalty 597.689837 = -35426.830282 nChanged 9 SP:Iteration 19F (83.439481 sec): 3 clusters Score: Raw -36030.228194 + Penalty 615.756095 = -35414.472099 nChanged 12 SP:Iteration 20F (83.440742 sec): 3 clusters Score: Raw -36038.344225 + Penalty 657.403740 = -35380.940485 nChanged 12 SP:Iteration 21F (83.441988 sec): 3 clusters Score: Raw -36050.227005 + Penalty 702.103005 = -35348.124000 nChanged 9 SP:Iteration 22F (83.443265 sec): 3 clusters Score: Raw -36061.438263 + Penalty 719.931146 = -35341.507117 nChanged 2 SP:Iteration 23F (83.444516 sec): 3 clusters Score: Raw -36064.982112 + Penalty 728.685846 = -35336.296265 nChanged 2 SP:Iteration 24F (83.445764 sec): 3 clusters Score: Raw -36069.862510 + Penalty 731.756561 = -35338.105949 nChanged 1 SP:Iteration 25Q (83.446815 sec): 3 clusters Score: Raw -36072.889744 + Penalty 731.756561 = -35341.133183 nChanged 0 SP:Iteration 26F (83.448058 sec): 3 clusters Score: Raw -36072.889744 + Penalty 731.756561 = -35341.133183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 26 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.449165 sec): 2 clusters Score: Raw -14135.334836 + Penalty 851.339227 = -13283.995609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.449788 sec): 3 clusters Score: Raw -14171.726591 + Penalty 1699.957864 = -12471.768727 nChanged 38 SP:Iteration 1F (83.450409 sec): 3 clusters Score: Raw -14268.742760 + Penalty 1699.512724 = -12569.230036 nChanged 12 SP:Iteration 2F (83.451020 sec): 3 clusters Score: Raw -14321.914742 + Penalty 1698.956452 = -12622.958290 nChanged 12 SP:Iteration 3F (83.451630 sec): 3 clusters Score: Raw -14376.825330 + Penalty 1699.305205 = -12677.520125 nChanged 13 SP:Iteration 4F (83.452238 sec): 3 clusters Score: Raw -14478.103072 + Penalty 1699.387931 = -12778.715141 nChanged 11 SP:Iteration 5Q (83.452790 sec): 3 clusters Score: Raw -14534.306907 + Penalty 1701.542015 = -12832.764891 nChanged 5 SP:Iteration 6Q (83.453328 sec): 3 clusters Score: Raw -14547.886612 + Penalty 1703.525197 = -12844.361415 nChanged 1 SP:Iteration 7Q (83.453859 sec): 3 clusters Score: Raw -14551.655351 + Penalty 1703.525197 = -12848.130154 nChanged 0 SP:Iteration 8F (83.454466 sec): 3 clusters Score: Raw -14551.655351 + Penalty 1703.525197 = -12848.130154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.455710 sec): 2 clusters Score: Raw -16808.956286 + Penalty 604.159205 = -16204.797081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.456429 sec): 3 clusters Score: Raw -16732.289380 + Penalty 1223.284850 = -15509.004530 nChanged 64 SP:Iteration 1F (83.457136 sec): 3 clusters Score: Raw -16830.143783 + Penalty 1235.030694 = -15595.113089 nChanged 22 SP:Iteration 2F (83.457842 sec): 3 clusters Score: Raw -16860.839428 + Penalty 1241.924060 = -15618.915368 nChanged 10 SP:Iteration 3Q (83.458528 sec): 3 clusters Score: Raw -16875.111512 + Penalty 1260.724598 = -15614.386914 nChanged 9 SP:Iteration 4F (83.459237 sec): 3 clusters Score: Raw -16885.364595 + Penalty 1279.508314 = -15605.856281 nChanged 5 SP:Iteration 5F (83.459953 sec): 3 clusters Score: Raw -16891.755958 + Penalty 1294.841971 = -15596.913987 nChanged 4 SP:Iteration 6F (83.460661 sec): 3 clusters Score: Raw -16898.178508 + Penalty 1314.303700 = -15583.874808 nChanged 5 SP:Iteration 7F (83.461397 sec): 3 clusters Score: Raw -16910.032188 + Penalty 1321.662185 = -15588.370003 nChanged 1 SP:Iteration 8Q (83.462047 sec): 3 clusters Score: Raw -16911.464843 + Penalty 1321.662185 = -15589.802658 nChanged 0 SP:Iteration 9F (83.462753 sec): 3 clusters Score: Raw -16911.464843 + Penalty 1321.662185 = -15589.802658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 28 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.463978 sec): 2 clusters Score: Raw -15638.136756 + Penalty 581.361386 = -15056.775371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.464698 sec): 3 clusters Score: Raw -15588.068914 + Penalty 1172.241895 = -14415.827019 nChanged 67 SP:Iteration 1F (83.465409 sec): 3 clusters Score: Raw -15680.478130 + Penalty 1172.856714 = -14507.621415 nChanged 15 SP:Iteration 2F (83.466117 sec): 3 clusters Score: Raw -15697.852811 + Penalty 1172.549183 = -14525.303628 nChanged 3 SP:Iteration 3Q (83.466802 sec): 3 clusters Score: Raw -15700.248060 + Penalty 1173.162717 = -14527.085343 nChanged 1 SP:Iteration 4Q (83.467487 sec): 3 clusters Score: Raw -15700.709057 + Penalty 1173.162717 = -14527.546340 nChanged 0 SP:Iteration 5F (83.468194 sec): 3 clusters Score: Raw -15700.709057 + Penalty 1173.162717 = -14527.546340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 29 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.469096 sec): 2 clusters Score: Raw -10014.715054 + Penalty 802.813504 = -9211.901550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.469614 sec): 3 clusters Score: Raw -10028.857122 + Penalty 1605.318415 = -8423.538707 nChanged 12 SP:Iteration 1F (83.470122 sec): 3 clusters Score: Raw -10061.064677 + Penalty 1605.587581 = -8455.477096 nChanged 3 SP:Iteration 2Q (83.470611 sec): 3 clusters Score: Raw -10072.075301 + Penalty 1605.662163 = -8466.413138 nChanged 1 SP:Iteration 3Q (83.471095 sec): 3 clusters Score: Raw -10076.400101 + Penalty 1605.743209 = -8470.656892 nChanged 1 SP:Iteration 4Q (83.471577 sec): 3 clusters Score: Raw -10077.044111 + Penalty 1605.798393 = -8471.245718 nChanged 1 SP:Iteration 5Q (83.472058 sec): 3 clusters Score: Raw -10080.277666 + Penalty 1606.048517 = -8474.229149 nChanged 3 SP:Iteration 6Q (83.472535 sec): 3 clusters Score: Raw -10088.269837 + Penalty 1606.327795 = -8481.942042 nChanged 3 SP:Iteration 7Q (83.473013 sec): 3 clusters Score: Raw -10097.927497 + Penalty 1606.601647 = -8491.325851 nChanged 2 SP:Iteration 8Q (83.473488 sec): 3 clusters Score: Raw -10101.845996 + Penalty 1606.601647 = -8495.244349 nChanged 0 SP:Iteration 9F (83.473993 sec): 3 clusters Score: Raw -10101.845996 + Penalty 1606.601647 = -8495.244349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 30 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.476825 sec): 2 clusters Score: Raw -33535.263740 + Penalty 901.004671 = -32634.259069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.477948 sec): 3 clusters Score: Raw -33331.310338 + Penalty 1805.002779 = -31526.307559 nChanged 132 SP:Iteration 1F (83.479053 sec): 3 clusters Score: Raw -33534.893714 + Penalty 1811.243330 = -31723.650384 nChanged 54 SP:Iteration 2F (83.480157 sec): 3 clusters Score: Raw -33645.531230 + Penalty 1814.683855 = -31830.847375 nChanged 30 SP:Iteration 3F (83.481261 sec): 3 clusters Score: Raw -33696.202452 + Penalty 1814.361090 = -31881.841362 nChanged 21 SP:Iteration 4Q (83.482318 sec): 3 clusters Score: Raw -33743.080206 + Penalty 1813.997408 = -31929.082799 nChanged 14 SP:Iteration 5Q (83.483354 sec): 3 clusters Score: Raw -33764.603189 + Penalty 1814.288932 = -31950.314257 nChanged 5 SP:Iteration 6Q (83.484381 sec): 3 clusters Score: Raw -33772.718596 + Penalty 1813.933029 = -31958.785566 nChanged 2 SP:Iteration 7Q (83.485441 sec): 3 clusters Score: Raw -33779.481349 + Penalty 1813.268239 = -31966.213109 nChanged 3 SP:Iteration 8Q (83.486466 sec): 3 clusters Score: Raw -33786.384985 + Penalty 1812.331465 = -31974.053520 nChanged 4 SP:Iteration 9Q (83.487497 sec): 3 clusters Score: Raw -33792.794565 + Penalty 1812.113703 = -31980.680861 nChanged 1 SP:Iteration 10F (83.488600 sec): 3 clusters Score: Raw -33793.584094 + Penalty 1812.113703 = -31981.470390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 31 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.489761 sec): 2 clusters Score: Raw -964.860014 + Penalty 88.395177 = -876.464837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.490008 sec): 3 clusters Score: Raw -970.476082 + Penalty 182.304018 = -788.172064 nChanged 1 SP:Iteration 1F (83.490249 sec): 3 clusters Score: Raw -972.900279 + Penalty 182.304018 = -790.596260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 33 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.491146 sec): 2 clusters Score: Raw -9134.929153 + Penalty 491.440332 = -8643.488821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.491656 sec): 3 clusters Score: Raw -9103.530158 + Penalty 982.321563 = -8121.208595 nChanged 28 SP:Iteration 1F (83.492156 sec): 3 clusters Score: Raw -9143.009026 + Penalty 984.806254 = -8158.202771 nChanged 6 SP:Iteration 2Q (83.492649 sec): 3 clusters Score: Raw -9152.603290 + Penalty 986.506788 = -8166.096503 nChanged 5 SP:Iteration 3Q (83.493139 sec): 3 clusters Score: Raw -9160.951066 + Penalty 988.407440 = -8172.543626 nChanged 3 SP:Iteration 4Q (83.493627 sec): 3 clusters Score: Raw -9165.129265 + Penalty 990.562318 = -8174.566948 nChanged 2 SP:Iteration 5Q (83.494114 sec): 3 clusters Score: Raw -9166.691229 + Penalty 991.364180 = -8175.327049 nChanged 1 SP:Iteration 6Q (83.494603 sec): 3 clusters Score: Raw -9167.211503 + Penalty 991.364180 = -8175.847323 nChanged 0 SP:Iteration 7F (83.495101 sec): 3 clusters Score: Raw -9167.211503 + Penalty 991.364180 = -8175.847323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 34 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.495767 sec): 2 clusters Score: Raw -4094.864258 + Penalty 581.065483 = -3513.798775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.496111 sec): 3 clusters Score: Raw -4209.343397 + Penalty 1165.964807 = -3043.378590 nChanged 1 SP:Iteration 1Q (83.496431 sec): 3 clusters Score: Raw -4211.613781 + Penalty 1165.964807 = -3045.648974 nChanged 0 SP:Iteration 2F (83.496766 sec): 3 clusters Score: Raw -4211.613781 + Penalty 1165.964807 = -3045.648974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 35 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.497518 sec): 2 clusters Score: Raw -6534.432434 + Penalty 386.959058 = -6147.473376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.497929 sec): 3 clusters Score: Raw -6532.149485 + Penalty 773.946483 = -5758.203002 nChanged 10 SP:Iteration 1F (83.498332 sec): 3 clusters Score: Raw -6548.343469 + Penalty 774.085645 = -5774.257825 nChanged 3 SP:Iteration 2Q (83.498730 sec): 3 clusters Score: Raw -6552.713811 + Penalty 774.094049 = -5778.619762 nChanged 2 SP:Iteration 3Q (83.499125 sec): 3 clusters Score: Raw -6554.562873 + Penalty 774.407579 = -5780.155295 nChanged 1 SP:Iteration 4Q (83.499519 sec): 3 clusters Score: Raw -6554.942189 + Penalty 774.462047 = -5780.480142 nChanged 1 SP:Iteration 5Q (83.499912 sec): 3 clusters Score: Raw -6556.001586 + Penalty 775.055296 = -5780.946289 nChanged 1 SP:Iteration 6Q (83.500306 sec): 3 clusters Score: Raw -6556.944351 + Penalty 775.511425 = -5781.432926 nChanged 1 SP:Iteration 7Q (83.500699 sec): 3 clusters Score: Raw -6557.570886 + Penalty 775.511425 = -5782.059461 nChanged 0 SP:Iteration 8F (83.501126 sec): 3 clusters Score: Raw -6557.570886 + Penalty 775.511425 = -5782.059461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 36 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.501732 sec): 2 clusters Score: Raw -2972.336516 + Penalty 368.433499 = -2603.903017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.502036 sec): 3 clusters Score: Raw -2986.968111 + Penalty 743.552593 = -2243.415519 nChanged 4 SP:Iteration 1F (83.502334 sec): 3 clusters Score: Raw -2999.406483 + Penalty 748.686741 = -2250.719741 nChanged 1 SP:Iteration 2Q (83.502623 sec): 3 clusters Score: Raw -3001.417325 + Penalty 754.156735 = -2247.260590 nChanged 1 SP:Iteration 3F (83.502921 sec): 3 clusters Score: Raw -3005.073541 + Penalty 765.237793 = -2239.835748 nChanged 2 SP:Iteration 4F (83.503217 sec): 3 clusters Score: Raw -3012.563642 + Penalty 765.237793 = -2247.325849 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 37 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.504060 sec): 2 clusters Score: Raw -5119.338634 + Penalty 313.344457 = -4805.994177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.504437 sec): 3 clusters Score: Raw -5075.007049 + Penalty 627.821807 = -4447.185242 nChanged 16 SP:Iteration 1F (83.504807 sec): 3 clusters Score: Raw -5102.024450 + Penalty 628.993932 = -4473.030519 nChanged 7 SP:Iteration 2F (83.505176 sec): 3 clusters Score: Raw -5129.389666 + Penalty 635.399693 = -4493.989972 nChanged 4 SP:Iteration 3Q (83.505530 sec): 3 clusters Score: Raw -5145.289118 + Penalty 637.255750 = -4508.033367 nChanged 1 SP:Iteration 4Q (83.505877 sec): 3 clusters Score: Raw -5151.784576 + Penalty 637.255750 = -4514.528825 nChanged 0 SP:Iteration 5F (83.506244 sec): 3 clusters Score: Raw -5151.784576 + Penalty 637.255750 = -4514.528825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 38 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.507165 sec): 2 clusters Score: Raw -6747.946837 + Penalty 225.768681 = -6522.178156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.507639 sec): 3 clusters Score: Raw -6736.204135 + Penalty 467.605017 = -6268.599118 nChanged 41 SP:Iteration 1F (83.508100 sec): 3 clusters Score: Raw -6822.076819 + Penalty 475.000244 = -6347.076575 nChanged 14 SP:Iteration 2F (83.508562 sec): 3 clusters Score: Raw -6876.814110 + Penalty 471.306804 = -6405.507307 nChanged 7 SP:Iteration 3Q (83.508983 sec): 3 clusters Score: Raw -6910.355057 + Penalty 470.084153 = -6440.270904 nChanged 3 SP:Iteration 4Q (83.509395 sec): 3 clusters Score: Raw -6924.401430 + Penalty 471.854014 = -6452.547415 nChanged 1 SP:Iteration 5Q (83.509803 sec): 3 clusters Score: Raw -6929.985744 + Penalty 471.854014 = -6458.131729 nChanged 0 SP:Iteration 6F (83.510262 sec): 3 clusters Score: Raw -6929.985744 + Penalty 471.854014 = -6458.131729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 39 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.511333 sec): 2 clusters Score: Raw -13540.069677 + Penalty 195.235775 = -13344.833902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.511964 sec): 3 clusters Score: Raw -13424.568039 + Penalty 426.700186 = -12997.867853 nChanged 88 SP:Iteration 1F (83.512583 sec): 3 clusters Score: Raw -13507.596541 + Penalty 439.319570 = -13068.276971 nChanged 25 SP:Iteration 2F (83.513206 sec): 3 clusters Score: Raw -13525.106842 + Penalty 435.485591 = -13089.621251 nChanged 8 SP:Iteration 3Q (83.513830 sec): 3 clusters Score: Raw -13531.361901 + Penalty 443.745856 = -13087.616046 nChanged 4 SP:Iteration 4F (83.514458 sec): 3 clusters Score: Raw -13535.487434 + Penalty 450.929546 = -13084.557888 nChanged 2 SP:Iteration 5F (83.515112 sec): 3 clusters Score: Raw -13538.976847 + Penalty 457.258188 = -13081.718658 nChanged 2 SP:Iteration 6F (83.515742 sec): 3 clusters Score: Raw -13540.465860 + Penalty 457.258188 = -13083.207672 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.517442 sec): 2 clusters Score: Raw -28774.600484 + Penalty 654.621053 = -28119.979431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.518423 sec): 3 clusters Score: Raw -28616.408419 + Penalty 1305.461114 = -27310.947305 nChanged 111 SP:Iteration 1F (83.519387 sec): 3 clusters Score: Raw -28713.500644 + Penalty 1301.872042 = -27411.628602 nChanged 33 SP:Iteration 2F (83.520349 sec): 3 clusters Score: Raw -28737.572662 + Penalty 1299.690979 = -27437.881683 nChanged 16 SP:Iteration 3Q (83.521307 sec): 3 clusters Score: Raw -28756.055777 + Penalty 1296.432208 = -27459.623569 nChanged 18 SP:Iteration 4Q (83.522262 sec): 3 clusters Score: Raw -28784.238037 + Penalty 1293.849803 = -27490.388235 nChanged 18 SP:Iteration 5Q (83.523217 sec): 3 clusters Score: Raw -28805.063374 + Penalty 1291.525013 = -27513.538360 nChanged 9 SP:Iteration 6Q (83.524165 sec): 3 clusters Score: Raw -28816.041928 + Penalty 1291.975494 = -27524.066433 nChanged 4 SP:Iteration 7Q (83.525112 sec): 3 clusters Score: Raw -28820.201048 + Penalty 1290.981489 = -27529.219559 nChanged 3 SP:Iteration 8Q (83.526064 sec): 3 clusters Score: Raw -28822.205919 + Penalty 1289.917859 = -27532.288060 nChanged 2 SP:Iteration 9Q (83.527011 sec): 3 clusters Score: Raw -28822.737312 + Penalty 1290.403068 = -27532.334243 nChanged 2 SP:Iteration 10F (83.527969 sec): 3 clusters Score: Raw -28823.545592 + Penalty 1289.958383 = -27533.587209 nChanged 2 SP:Iteration 11Q (83.528917 sec): 3 clusters Score: Raw -28825.509704 + Penalty 1289.258911 = -27536.250793 nChanged 2 SP:Iteration 12Q (83.529869 sec): 3 clusters Score: Raw -28831.271709 + Penalty 1290.248597 = -27541.023113 nChanged 1 SP:Iteration 13Q (83.530814 sec): 3 clusters Score: Raw -28836.162198 + Penalty 1290.425466 = -27545.736732 nChanged 2 SP:Iteration 14Q (83.531754 sec): 3 clusters Score: Raw -28841.196609 + Penalty 1290.123077 = -27551.073533 nChanged 2 SP:Iteration 15Q (83.532704 sec): 3 clusters Score: Raw -28841.785494 + Penalty 1290.123077 = -27551.662418 nChanged 0 SP:Iteration 16F (83.533660 sec): 3 clusters Score: Raw -28841.785494 + Penalty 1290.123077 = -27551.662418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 41 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.534756 sec): 2 clusters Score: Raw -13660.004881 + Penalty 483.510960 = -13176.493921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.535390 sec): 3 clusters Score: Raw -13613.337048 + Penalty 972.701762 = -12640.635286 nChanged 58 SP:Iteration 1F (83.536009 sec): 3 clusters Score: Raw -13721.972857 + Penalty 1002.706365 = -12719.266491 nChanged 31 SP:Iteration 2F (83.536628 sec): 3 clusters Score: Raw -13782.533739 + Penalty 1016.815060 = -12765.718679 nChanged 13 SP:Iteration 3F (83.537249 sec): 3 clusters Score: Raw -13805.317476 + Penalty 1030.369898 = -12774.947578 nChanged 8 SP:Iteration 4Q (83.537849 sec): 3 clusters Score: Raw -13819.367603 + Penalty 1034.156660 = -12785.210943 nChanged 4 SP:Iteration 5Q (83.538424 sec): 3 clusters Score: Raw -13828.052361 + Penalty 1039.634325 = -12788.418036 nChanged 2 SP:Iteration 6Q (83.538999 sec): 3 clusters Score: Raw -13835.646611 + Penalty 1042.918903 = -12792.727709 nChanged 1 SP:Iteration 7Q (83.539568 sec): 3 clusters Score: Raw -13836.897363 + Penalty 1042.918903 = -12793.978460 nChanged 0 SP:Iteration 8F (83.540188 sec): 3 clusters Score: Raw -13836.897363 + Penalty 1042.918903 = -12793.978460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 42 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.540727 sec): 2 clusters Score: Raw -373.032924 + Penalty 175.529169 = -197.503755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.540952 sec): 3 clusters Score: Raw -375.275796 + Penalty 348.579833 = -26.695964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 43 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.541486 sec): 2 clusters Score: Raw -1304.039376 + Penalty 334.957313 = -969.082062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.541739 sec): 3 clusters Score: Raw -1367.783664 + Penalty 683.732835 = -684.050829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 44 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.542480 sec): 2 clusters Score: Raw -5425.163097 + Penalty 289.555579 = -5135.607518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.542901 sec): 3 clusters Score: Raw -5411.799956 + Penalty 572.529753 = -4839.270203 nChanged 17 SP:Iteration 1F (83.543312 sec): 3 clusters Score: Raw -5438.202114 + Penalty 582.140984 = -4856.061130 nChanged 8 SP:Iteration 2F (83.543724 sec): 3 clusters Score: Raw -5460.998656 + Penalty 582.720901 = -4878.277755 nChanged 8 SP:Iteration 3F (83.544136 sec): 3 clusters Score: Raw -5480.129631 + Penalty 586.274099 = -4893.855532 nChanged 3 SP:Iteration 4Q (83.544532 sec): 3 clusters Score: Raw -5485.094221 + Penalty 586.274099 = -4898.820122 nChanged 0 SP:Iteration 5F (83.544947 sec): 3 clusters Score: Raw -5485.094221 + Penalty 586.274099 = -4898.820122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 46 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.545846 sec): 2 clusters Score: Raw -5580.877915 + Penalty 442.589150 = -5138.288766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.546243 sec): 3 clusters Score: Raw -5572.880412 + Penalty 886.780409 = -4686.100003 nChanged 9 SP:Iteration 1F (83.546631 sec): 3 clusters Score: Raw -5586.285218 + Penalty 887.428909 = -4698.856309 nChanged 1 SP:Iteration 2Q (83.547017 sec): 3 clusters Score: Raw -5593.502505 + Penalty 887.428909 = -4706.073596 nChanged 0 SP:Iteration 3F (83.547406 sec): 3 clusters Score: Raw -5593.502505 + Penalty 887.428909 = -4706.073596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.548002 sec): 2 clusters Score: Raw -253.952949 + Penalty 128.341871 = -125.611079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.548217 sec): 3 clusters Score: Raw -252.226299 + Penalty 256.683741 = 4.457443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 48 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.548763 sec): 2 clusters Score: Raw -1909.433707 + Penalty 390.827619 = -1518.606088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.549029 sec): 3 clusters Score: Raw -1950.702240 + Penalty 796.782565 = -1153.919675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 49 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.549516 sec): 2 clusters Score: Raw -554.461712 + Penalty 161.160279 = -393.301434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.549741 sec): 3 clusters Score: Raw -560.991367 + Penalty 326.917910 = -234.073457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 51 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.550227 sec): 2 clusters Score: Raw -551.365506 + Penalty 207.014679 = -344.350827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.550452 sec): 3 clusters Score: Raw -569.629756 + Penalty 417.332040 = -152.297716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 52 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.550998 sec): 2 clusters Score: Raw -1403.106287 + Penalty 312.057921 = -1091.048366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.551251 sec): 3 clusters Score: Raw -1435.189438 + Penalty 643.430079 = -791.759359 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 56 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.551735 sec): 2 clusters Score: Raw -498.896817 + Penalty 204.142664 = -294.754153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.551958 sec): 3 clusters Score: Raw -514.741564 + Penalty 404.806667 = -109.934897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 59 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.553319 sec): 2 clusters Score: Raw -20656.808956 + Penalty 834.665008 = -19822.143948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.554130 sec): 3 clusters Score: Raw -20561.963946 + Penalty 1672.303015 = -18889.660931 nChanged 66 SP:Iteration 1F (83.554916 sec): 3 clusters Score: Raw -20664.389890 + Penalty 1677.144012 = -18987.245878 nChanged 26 SP:Iteration 2F (83.555702 sec): 3 clusters Score: Raw -20717.769389 + Penalty 1679.769781 = -19037.999607 nChanged 17 SP:Iteration 3F (83.556483 sec): 3 clusters Score: Raw -20746.873874 + Penalty 1682.381671 = -19064.492203 nChanged 7 SP:Iteration 4Q (83.557222 sec): 3 clusters Score: Raw -20754.834028 + Penalty 1682.191733 = -19072.642295 nChanged 2 SP:Iteration 5Q (83.557954 sec): 3 clusters Score: Raw -20756.605291 + Penalty 1682.998390 = -19073.606901 nChanged 1 SP:Iteration 6Q (83.558683 sec): 3 clusters Score: Raw -20758.900357 + Penalty 1683.740299 = -19075.160058 nChanged 1 SP:Iteration 7Q (83.559412 sec): 3 clusters Score: Raw -20759.172936 + Penalty 1683.823748 = -19075.349188 nChanged 1 SP:Iteration 8Q (83.560140 sec): 3 clusters Score: Raw -20762.768628 + Penalty 1683.823748 = -19078.944881 nChanged 0 SP:Iteration 9F (83.560919 sec): 3 clusters Score: Raw -20762.768628 + Penalty 1683.823748 = -19078.944881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 60 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.561427 sec): 2 clusters Score: Raw -498.053819 + Penalty 195.443717 = -302.610102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.561660 sec): 3 clusters Score: Raw -513.177432 + Penalty 390.887435 = -122.289997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 61 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.562187 sec): 2 clusters Score: Raw -1212.874944 + Penalty 249.947181 = -962.927763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.562435 sec): 3 clusters Score: Raw -1252.664517 + Penalty 503.614238 = -749.050279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 64 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.563142 sec): 2 clusters Score: Raw -4942.565126 + Penalty 435.633742 = -4506.931384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.563518 sec): 3 clusters Score: Raw -4947.514416 + Penalty 871.322445 = -4076.191971 nChanged 8 SP:Iteration 1F (83.563885 sec): 3 clusters Score: Raw -4965.131553 + Penalty 871.059555 = -4094.071998 nChanged 1 SP:Iteration 2Q (83.564246 sec): 3 clusters Score: Raw -4965.764419 + Penalty 871.011060 = -4094.753360 nChanged 2 SP:Iteration 3Q (83.564606 sec): 3 clusters Score: Raw -4970.362196 + Penalty 871.011060 = -4099.351136 nChanged 0 SP:Iteration 4F (83.564974 sec): 3 clusters Score: Raw -4970.362196 + Penalty 871.011060 = -4099.351136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 65 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.565473 sec): 2 clusters Score: Raw -60.254293 + Penalty 0.000000 = -60.254293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.565664 sec): 2 clusters Score: Raw -60.254293 + Penalty 0.000000 = -60.254293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 66 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.566161 sec): 2 clusters Score: Raw -837.251343 + Penalty 237.854831 = -599.396512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.566395 sec): 3 clusters Score: Raw -851.406740 + Penalty 476.331046 = -375.075694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 68 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.567238 sec): 2 clusters Score: Raw -8429.437368 + Penalty 663.677163 = -7765.760205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.567715 sec): 3 clusters Score: Raw -8444.358681 + Penalty 1331.023217 = -7113.335464 nChanged 14 SP:Iteration 1F (83.568184 sec): 3 clusters Score: Raw -8481.880097 + Penalty 1340.003742 = -7141.876355 nChanged 7 SP:Iteration 2Q (83.568637 sec): 3 clusters Score: Raw -8505.873700 + Penalty 1341.633768 = -7164.239931 nChanged 4 SP:Iteration 3Q (83.569082 sec): 3 clusters Score: Raw -8515.630241 + Penalty 1341.633768 = -7173.996472 nChanged 0 SP:Iteration 4F (83.569549 sec): 3 clusters Score: Raw -8515.630241 + Penalty 1341.633768 = -7173.996472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 70 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.572584 sec): 2 clusters Score: Raw -32131.085390 + Penalty 510.899626 = -31620.185764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.573746 sec): 3 clusters Score: Raw -31839.677466 + Penalty 1023.585439 = -30816.092026 nChanged 154 SP:Iteration 1F (83.574913 sec): 3 clusters Score: Raw -31959.888627 + Penalty 1041.265226 = -30918.623401 nChanged 75 SP:Iteration 2F (83.576083 sec): 3 clusters Score: Raw -32044.095732 + Penalty 1062.086539 = -30982.009192 nChanged 41 SP:Iteration 3F (83.577249 sec): 3 clusters Score: Raw -32097.951903 + Penalty 1100.488480 = -30997.463424 nChanged 33 SP:Iteration 4F (83.578414 sec): 3 clusters Score: Raw -32151.137126 + Penalty 1136.430667 = -31014.706460 nChanged 25 SP:Iteration 5Q (83.579586 sec): 3 clusters Score: Raw -32183.222570 + Penalty 1163.052730 = -31020.169841 nChanged 14 SP:Iteration 6Q (83.580706 sec): 3 clusters Score: Raw -32198.787665 + Penalty 1172.722568 = -31026.065097 nChanged 7 SP:Iteration 7Q (83.581790 sec): 3 clusters Score: Raw -32218.725470 + Penalty 1180.306751 = -31038.418720 nChanged 4 SP:Iteration 8Q (83.582840 sec): 3 clusters Score: Raw -32223.137360 + Penalty 1186.062068 = -31037.075292 nChanged 2 SP:Iteration 9F (83.584006 sec): 3 clusters Score: Raw -32224.250638 + Penalty 1190.191297 = -31034.059341 nChanged 1 SP:Iteration 10F (83.585170 sec): 3 clusters Score: Raw -32224.721698 + Penalty 1201.913104 = -31022.808594 nChanged 3 SP:Iteration 11F (83.586339 sec): 3 clusters Score: Raw -32224.979352 + Penalty 1210.187370 = -31014.791981 nChanged 3 SP:Iteration 12F (83.587505 sec): 3 clusters Score: Raw -32225.041226 + Penalty 1214.119200 = -31010.922026 nChanged 3 SP:Iteration 13F (83.588671 sec): 3 clusters Score: Raw -32230.043970 + Penalty 1240.705670 = -30989.338301 nChanged 5 SP:Iteration 14F (83.589837 sec): 3 clusters Score: Raw -32237.878820 + Penalty 1254.916215 = -30982.962605 nChanged 6 SP:Iteration 15F (83.591011 sec): 3 clusters Score: Raw -32248.064934 + Penalty 1261.095108 = -30986.969826 nChanged 3 SP:Iteration 16Q (83.592011 sec): 3 clusters Score: Raw -32254.057686 + Penalty 1260.271104 = -30993.786582 nChanged 1 SP:Iteration 17Q (83.593031 sec): 3 clusters Score: Raw -32254.793785 + Penalty 1252.785991 = -31002.007794 nChanged 2 SP:Iteration 18Q (83.594030 sec): 3 clusters Score: Raw -32259.699909 + Penalty 1252.785991 = -31006.913918 nChanged 0 SP:Iteration 19F (83.595196 sec): 3 clusters Score: Raw -32259.699909 + Penalty 1252.785991 = -31006.913918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 73 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.597442 sec): 2 clusters Score: Raw -705.989713 + Penalty 198.664904 = -507.324808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.597681 sec): 3 clusters Score: Raw -725.559971 + Penalty 397.682500 = -327.877471 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 74 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.598943 sec): 2 clusters Score: Raw -4674.823476 + Penalty 141.165736 = -4533.657740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.599340 sec): 3 clusters Score: Raw -4653.401888 + Penalty 284.079941 = -4369.321946 nChanged 22 SP:Iteration 1F (83.599732 sec): 3 clusters Score: Raw -4683.396693 + Penalty 296.628927 = -4386.767766 nChanged 11 SP:Iteration 2F (83.600122 sec): 3 clusters Score: Raw -4700.898374 + Penalty 302.563884 = -4398.334490 nChanged 2 SP:Iteration 3Q (83.600500 sec): 3 clusters Score: Raw -4702.650191 + Penalty 306.519065 = -4396.131125 nChanged 1 SP:Iteration 4F (83.600892 sec): 3 clusters Score: Raw -4703.409160 + Penalty 306.939385 = -4396.469775 nChanged 1 SP:Iteration 5Q (83.601265 sec): 3 clusters Score: Raw -4703.649348 + Penalty 306.939385 = -4396.709963 nChanged 0 SP:Iteration 6F (83.601656 sec): 3 clusters Score: Raw -4703.649348 + Penalty 306.939385 = -4396.709963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 75 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.602675 sec): 2 clusters Score: Raw -4162.893294 + Penalty 495.911105 = -3666.982189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.603014 sec): 3 clusters Score: Raw -4209.783915 + Penalty 989.133049 = -3220.650866 nChanged 3 SP:Iteration 1Q (83.603331 sec): 3 clusters Score: Raw -4224.420761 + Penalty 989.133049 = -3235.287712 nChanged 0 SP:Iteration 2F (83.603660 sec): 3 clusters Score: Raw -4224.420761 + Penalty 989.133049 = -3235.287712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 77 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.604451 sec): 2 clusters Score: Raw -555.088997 + Penalty 220.964900 = -334.124098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.604677 sec): 3 clusters Score: Raw -574.254366 + Penalty 460.540786 = -113.713581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 78 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.605486 sec): 2 clusters Score: Raw -1244.714771 + Penalty 292.497525 = -952.217246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.605738 sec): 3 clusters Score: Raw -1282.913716 + Penalty 588.871890 = -694.041827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 79 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.606508 sec): 2 clusters Score: Raw -564.612254 + Penalty 115.568050 = -449.044204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.606731 sec): 3 clusters Score: Raw -565.011019 + Penalty 255.414488 = -309.596531 nChanged 1 SP:Iteration 1F (83.606949 sec): 3 clusters Score: Raw -567.195523 + Penalty 255.414488 = -311.781035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 82 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.607696 sec): 2 clusters Score: Raw -127.969575 + Penalty 63.970150 = -63.999425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.607932 sec): 3 clusters Score: Raw -121.257094 + Penalty 127.940301 = 6.683207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 90 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.608870 sec): 2 clusters Score: Raw -3381.887764 + Penalty 379.388503 = -3002.499261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.609212 sec): 3 clusters Score: Raw -3421.748578 + Penalty 758.381428 = -2663.367149 nChanged 5 SP:Iteration 1F (83.609551 sec): 3 clusters Score: Raw -3440.423139 + Penalty 758.073303 = -2682.349836 nChanged 3 SP:Iteration 2Q (83.609873 sec): 3 clusters Score: Raw -3458.606361 + Penalty 756.825492 = -2701.780870 nChanged 2 SP:Iteration 3Q (83.610189 sec): 3 clusters Score: Raw -3467.111525 + Penalty 756.825492 = -2710.286034 nChanged 0 SP:Iteration 4F (83.610523 sec): 3 clusters Score: Raw -3467.111525 + Penalty 756.825492 = -2710.286034 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 93 (773 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.613431 sec): 2 clusters Score: Raw -43786.593291 + Penalty 71.085025 = -43715.508266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.615032 sec): 3 clusters Score: Raw -43308.985068 + Penalty 139.261281 = -43169.723786 nChanged 357 SP:Iteration 1F (83.616601 sec): 3 clusters Score: Raw -43568.028799 + Penalty 145.890712 = -43422.138086 nChanged 97 SP:Iteration 2F (83.618151 sec): 3 clusters Score: Raw -43646.934252 + Penalty 151.702095 = -43495.232157 nChanged 66 SP:Iteration 3F (83.619694 sec): 3 clusters Score: Raw -43708.343820 + Penalty 152.443963 = -43555.899857 nChanged 38 SP:Iteration 4Q (83.621266 sec): 3 clusters Score: Raw -43746.635625 + Penalty 151.841898 = -43594.793727 nChanged 20 SP:Iteration 5Q (83.622759 sec): 3 clusters Score: Raw -43763.007155 + Penalty 150.098192 = -43612.908963 nChanged 9 SP:Iteration 6Q (83.624168 sec): 3 clusters Score: Raw -43774.616465 + Penalty 141.475757 = -43633.140709 nChanged 5 SP:Iteration 7Q (83.625548 sec): 3 clusters Score: Raw -43781.707010 + Penalty 139.145805 = -43642.561204 nChanged 4 SP:Iteration 8Q (83.626941 sec): 3 clusters Score: Raw -43784.152729 + Penalty 138.589413 = -43645.563316 nChanged 4 SP:Iteration 9Q (83.628309 sec): 3 clusters Score: Raw -43787.040205 + Penalty 137.444858 = -43649.595347 nChanged 5 SP:Iteration 10F (83.629885 sec): 3 clusters Score: Raw -43790.142898 + Penalty 138.660170 = -43651.482728 nChanged 5 SP:Iteration 11Q (83.631220 sec): 3 clusters Score: Raw -43791.593093 + Penalty 138.088179 = -43653.504915 nChanged 3 SP:Iteration 12Q (83.632576 sec): 3 clusters Score: Raw -43792.084513 + Penalty 137.856981 = -43654.227532 nChanged 2 SP:Iteration 13Q (83.633920 sec): 3 clusters Score: Raw -43792.311966 + Penalty 137.856981 = -43654.454986 nChanged 0 SP:Iteration 14F (83.635500 sec): 3 clusters Score: Raw -43792.311966 + Penalty 137.856981 = -43654.454986 nChanged 0 Memory request: 0.07 GB would take us to total of 0.41 GB. Trying to split cluster 95 (14529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.701946 sec): 2 clusters Score: Raw -803621.131862 + Penalty 256.815965 = -803364.315898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.728947 sec): 3 clusters Score: Raw -793962.062277 + Penalty 652.790156 = -793309.272122 nChanged 6873 SP:Iteration 1F (83.755271 sec): 3 clusters Score: Raw -801214.930823 + Penalty 754.678724 = -800460.252100 nChanged 1607 SP:Iteration 2F (83.781343 sec): 3 clusters Score: Raw -802996.129600 + Penalty 874.478254 = -802121.651346 nChanged 462 SP:Iteration 3Q (83.804967 sec): 3 clusters Score: Raw -803466.288185 + Penalty 947.198143 = -802519.090042 nChanged 154 SP:Iteration 4Q (83.826585 sec): 3 clusters Score: Raw -803606.070614 + Penalty 977.119358 = -802628.951256 nChanged 55 SP:Iteration 5Q (83.847548 sec): 3 clusters Score: Raw -803643.747184 + Penalty 997.330964 = -802646.416221 nChanged 24 SP:Iteration 6Q (83.868386 sec): 3 clusters Score: Raw -803655.396845 + Penalty 1006.987315 = -802648.409530 nChanged 12 SP:Iteration 7Q (83.888853 sec): 3 clusters Score: Raw -803659.590576 + Penalty 1010.617481 = -802648.973095 nChanged 6 SP:Iteration 8Q (83.909346 sec): 3 clusters Score: Raw -803661.719506 + Penalty 1015.205678 = -802646.513829 nChanged 4 SP:Iteration 9F (83.935393 sec): 3 clusters Score: Raw -803662.948519 + Penalty 1018.219043 = -802644.729476 nChanged 2 SP:Iteration 10F (83.961795 sec): 3 clusters Score: Raw -803663.240600 + Penalty 1018.219043 = -802645.021557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 98 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.970820 sec): 2 clusters Score: Raw -966.797672 + Penalty 201.213908 = -765.583763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.971077 sec): 3 clusters Score: Raw -977.330176 + Penalty 405.212630 = -572.117546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 99 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.971638 sec): 2 clusters Score: Raw -1644.346259 + Penalty 304.452822 = -1339.893437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.971901 sec): 3 clusters Score: Raw -1691.786121 + Penalty 609.733159 = -1082.052962 nChanged 1 SP:Iteration 1Q (83.972153 sec): 3 clusters Score: Raw -1693.943625 + Penalty 609.733159 = -1084.210466 nChanged 0 SP:Iteration 2F (83.972411 sec): 3 clusters Score: Raw -1693.943625 + Penalty 609.733159 = -1084.210466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 104 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.973201 sec): 2 clusters Score: Raw -5774.338248 + Penalty 259.860683 = -5514.477565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.973618 sec): 3 clusters Score: Raw -5737.940797 + Penalty 528.497248 = -5209.443549 nChanged 21 SP:Iteration 1F (83.974030 sec): 3 clusters Score: Raw -5758.514790 + Penalty 559.232655 = -5199.282135 nChanged 9 SP:Iteration 2F (83.974443 sec): 3 clusters Score: Raw -5771.428375 + Penalty 574.068613 = -5197.359762 nChanged 4 SP:Iteration 3F (83.974855 sec): 3 clusters Score: Raw -5775.817802 + Penalty 581.306912 = -5194.510889 nChanged 2 SP:Iteration 4F (83.975267 sec): 3 clusters Score: Raw -5777.432162 + Penalty 585.732523 = -5191.699640 nChanged 1 SP:Iteration 5F (83.975682 sec): 3 clusters Score: Raw -5778.019939 + Penalty 593.161603 = -5184.858336 nChanged 2 SP:Iteration 6F (83.976095 sec): 3 clusters Score: Raw -5779.490854 + Penalty 593.161603 = -5186.329250 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 106 (1056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.979658 sec): 2 clusters Score: Raw -59053.792891 + Penalty 87.459552 = -58966.333339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.981742 sec): 3 clusters Score: Raw -58432.078857 + Penalty 170.355464 = -58261.723393 nChanged 448 SP:Iteration 1F (83.983763 sec): 3 clusters Score: Raw -58916.544218 + Penalty 153.082594 = -58763.461624 nChanged 71 SP:Iteration 2F (83.985747 sec): 3 clusters Score: Raw -58993.363554 + Penalty 143.723132 = -58849.640422 nChanged 26 SP:Iteration 3Q (83.987472 sec): 3 clusters Score: Raw -59021.998670 + Penalty 144.653471 = -58877.345199 nChanged 14 SP:Iteration 4Q (83.989143 sec): 3 clusters Score: Raw -59041.284788 + Penalty 145.335634 = -58895.949154 nChanged 8 SP:Iteration 5Q (83.990783 sec): 3 clusters Score: Raw -59049.966719 + Penalty 144.147652 = -58905.819067 nChanged 4 SP:Iteration 6Q (83.992411 sec): 3 clusters Score: Raw -59051.511244 + Penalty 146.089053 = -58905.422191 nChanged 2 SP:Iteration 7F (83.994445 sec): 3 clusters Score: Raw -59051.955020 + Penalty 146.089053 = -58905.865967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 108 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.995494 sec): 2 clusters Score: Raw -636.587280 + Penalty 156.983647 = -479.603634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.995744 sec): 3 clusters Score: Raw -664.802139 + Penalty 308.930002 = -355.872137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 122 (324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.997387 sec): 2 clusters Score: Raw -22642.436060 + Penalty 921.750069 = -21720.685991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.998172 sec): 3 clusters Score: Raw -22545.936827 + Penalty 1843.519457 = -20702.417371 nChanged 56 SP:Iteration 1F (83.998943 sec): 3 clusters Score: Raw -22633.065733 + Penalty 1843.586010 = -20789.479723 nChanged 18 SP:Iteration 2F (83.999714 sec): 3 clusters Score: Raw -22678.090473 + Penalty 1843.797286 = -20834.293187 nChanged 14 SP:Iteration 3Q (84.000460 sec): 3 clusters Score: Raw -22701.719570 + Penalty 1843.826232 = -20857.893338 nChanged 6 SP:Iteration 4Q (84.001203 sec): 3 clusters Score: Raw -22712.734545 + Penalty 1843.801512 = -20868.933033 nChanged 5 SP:Iteration 5Q (84.001945 sec): 3 clusters Score: Raw -22717.392094 + Penalty 1843.748532 = -20873.643563 nChanged 5 SP:Iteration 6Q (84.002683 sec): 3 clusters Score: Raw -22726.475469 + Penalty 1843.771277 = -20882.704193 nChanged 3 SP:Iteration 7Q (84.003419 sec): 3 clusters Score: Raw -22730.138823 + Penalty 1843.914127 = -20886.224695 nChanged 3 SP:Iteration 8Q (84.004154 sec): 3 clusters Score: Raw -22737.070163 + Penalty 1844.160974 = -20892.909188 nChanged 4 SP:Iteration 9Q (84.004889 sec): 3 clusters Score: Raw -22740.452980 + Penalty 1844.125359 = -20896.327620 nChanged 3 SP:Iteration 10F (84.005686 sec): 3 clusters Score: Raw -22743.023220 + Penalty 1844.036098 = -20898.987122 nChanged 3 SP:Iteration 11Q (84.006424 sec): 3 clusters Score: Raw -22745.367215 + Penalty 1843.867569 = -20901.499645 nChanged 4 SP:Iteration 12Q (84.007160 sec): 3 clusters Score: Raw -22750.557210 + Penalty 1843.866854 = -20906.690356 nChanged 6 SP:Iteration 13Q (84.007896 sec): 3 clusters Score: Raw -22756.511421 + Penalty 1843.722755 = -20912.788666 nChanged 4 SP:Iteration 14Q (84.008633 sec): 3 clusters Score: Raw -22767.006742 + Penalty 1843.621430 = -20923.385312 nChanged 2 SP:Iteration 15Q (84.009365 sec): 3 clusters Score: Raw -22768.284095 + Penalty 1843.621430 = -20924.662665 nChanged 0 SP:Iteration 16F (84.010135 sec): 3 clusters Score: Raw -22768.284095 + Penalty 1843.621430 = -20924.662665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 131 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.011049 sec): 2 clusters Score: Raw -623.246843 + Penalty 180.088431 = -443.158412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.011283 sec): 3 clusters Score: Raw -627.256467 + Penalty 360.176861 = -267.079606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 132 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.012080 sec): 2 clusters Score: Raw -950.088894 + Penalty 287.943737 = -662.145157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.012315 sec): 3 clusters Score: Raw -960.498872 + Penalty 584.764600 = -375.734272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 136 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.013112 sec): 2 clusters Score: Raw -991.073526 + Penalty 166.377849 = -824.695677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.013353 sec): 3 clusters Score: Raw -1007.278657 + Penalty 336.577484 = -670.701173 nChanged 1 SP:Iteration 1F (84.013616 sec): 3 clusters Score: Raw -1010.844367 + Penalty 336.577484 = -674.266883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 137 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.014379 sec): 2 clusters Score: Raw -267.028242 + Penalty 128.386490 = -138.641752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.014595 sec): 3 clusters Score: Raw -258.098676 + Penalty 273.171912 = 15.073236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 139 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.015350 sec): 2 clusters Score: Raw -257.376766 + Penalty 114.448525 = -142.928240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.015568 sec): 3 clusters Score: Raw -251.314848 + Penalty 228.676482 = -22.638365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 140 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.016350 sec): 2 clusters Score: Raw -904.372841 + Penalty 265.904674 = -638.468167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.016587 sec): 3 clusters Score: Raw -937.118616 + Penalty 540.256640 = -396.861976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 150 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.017365 sec): 2 clusters Score: Raw -816.566047 + Penalty 246.466433 = -570.099614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.017596 sec): 3 clusters Score: Raw -820.793379 + Penalty 492.932866 = -327.860513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 155 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.018357 sec): 2 clusters Score: Raw -485.105679 + Penalty 145.249332 = -339.856347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.018580 sec): 3 clusters Score: Raw -486.356699 + Penalty 290.498664 = -195.858035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 165 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.019323 sec): 2 clusters Score: Raw -59.794886 + Penalty 0.000000 = -59.794886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.019515 sec): 2 clusters Score: Raw -59.794886 + Penalty 0.000000 = -59.794886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 176 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.020247 sec): 2 clusters Score: Raw -54.066685 + Penalty 0.000000 = -54.066685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.020430 sec): 2 clusters Score: Raw -54.066685 + Penalty 0.000000 = -54.066685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 184 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.021180 sec): 2 clusters Score: Raw -191.948077 + Penalty 104.632278 = -87.315799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.021377 sec): 2 clusters Score: Raw -191.948077 + Penalty 104.632278 = -87.315799 nChanged 0 Deleting Class 132 (15 points): Lose 115.589976 but Gain 1120.379987 Iteration 119Q (84.314216 sec): 84 clusters Score: Raw -2039958.252605 + Penalty 71001.310574 = -1968956.942031 nChanged 103 Deleting Class 77 (9 points): Lose 61.197651 but Gain 1059.651994 Iteration 120F (85.768920 sec): 83 clusters Score: Raw -2039966.729193 + Penalty 70062.776805 = -1969903.952388 nChanged 83 Deleting Class 42 (6 points): Lose 41.576779 but Gain 1032.247893 Iteration 121Q (85.941468 sec): 82 clusters Score: Raw -2039960.200227 + Penalty 69114.288879 = -1970845.911349 nChanged 52 Deleting Class 184 (3 points): Lose 15.588859 but Gain 1003.542207 Iteration 122Q (86.120276 sec): 81 clusters Score: Raw -2039965.771434 + Penalty 68200.978711 = -1971764.792722 nChanged 32 Deleting Class 56 (8 points): Lose 48.666676 but Gain 1034.430886 Iteration 123Q (86.290719 sec): 80 clusters Score: Raw -2039941.955710 + Penalty 67212.116005 = -1972729.839705 nChanged 29 Deleting Class 43 (22 points): Lose 139.296099 but Gain 1118.929953 Iteration 124Q (86.459394 sec): 79 clusters Score: Raw -2039820.598412 + Penalty 66143.416435 = -1973677.181978 nChanged 40 Deleting Class 150 (12 points): Lose 78.519523 but Gain 1045.110275 Iteration 125Q (86.626824 sec): 78 clusters Score: Raw -2039799.795052 + Penalty 65117.668743 = -1974682.126309 nChanged 27 Deleting Class 140 (15 points): Lose 71.470350 but Gain 1034.626688 Iteration 126Q (86.792440 sec): 77 clusters Score: Raw -2039751.112612 + Penalty 64113.142811 = -1975637.969801 nChanged 25 Deleting Class 52 (23 points): Lose 89.811337 but Gain 1048.681541 Iteration 127Q (86.956864 sec): 76 clusters Score: Raw -2039686.867657 + Penalty 63058.004262 = -1976628.863396 nChanged 36 Deleting Class 82 (2 points): Lose 14.993338 but Gain 972.447865 Iteration 128Q (87.121517 sec): 75 clusters Score: Raw -2039714.783540 + Penalty 62085.882789 = -1977628.900751 nChanged 21 Deleting Class 137 (4 points): Lose 19.783418 but Gain 975.839255 Iteration 129Q (87.284464 sec): 74 clusters Score: Raw -2039703.972197 + Penalty 61116.450239 = -1978587.521958 nChanged 20 Deleting Class 75 (68 points): Lose 288.684325 but Gain 1238.387233 Iteration 130F (88.591554 sec): 73 clusters Score: Raw -2039428.061351 + Penalty 59942.913904 = -1979485.147447 nChanged 83 Deleting Class 9 (14 points): Lose 55.036063 but Gain 1003.543911 Iteration 131Q (88.755413 sec): 72 clusters Score: Raw -2039507.434573 + Penalty 58981.217445 = -1980526.217128 nChanged 43 Deleting Class 60 (8 points): Lose 43.080523 but Gain 990.351617 Iteration 132Q (88.916789 sec): 71 clusters Score: Raw -2039530.081575 + Penalty 58016.876221 = -1981513.205354 nChanged 29 Deleting Class 48 (32 points): Lose 273.388175 but Gain 1214.283101 Iteration 133Q (89.076920 sec): 70 clusters Score: Raw -2039297.225004 + Penalty 56884.598145 = -1982412.626859 nChanged 46 Deleting Class 47 (4 points): Lose 35.148202 but Gain 975.500115 Iteration 134Q (89.236864 sec): 69 clusters Score: Raw -2039358.777702 + Penalty 55938.815452 = -1983419.962251 nChanged 30 Deleting Class 66 (12 points): Lose 72.008240 but Gain 996.692260 Iteration 135Q (89.396640 sec): 68 clusters Score: Raw -2039320.549288 + Penalty 54973.102126 = -1984347.447163 nChanged 31 Deleting Class 51 (9 points): Lose 81.684643 but Gain 992.752774 Iteration 136Q (89.555333 sec): 67 clusters Score: Raw -2039269.456214 + Penalty 53992.428314 = -1985277.027900 nChanged 25 Deleting Class 13 (31 points): Lose 146.313899 but Gain 1037.827402 Iteration 137Q (89.711877 sec): 66 clusters Score: Raw -2039155.966967 + Penalty 53001.006532 = -1986154.960435 nChanged 48 Deleting Class 78 (23 points): Lose 106.976460 but Gain 997.160113 Iteration 138Q (89.867898 sec): 65 clusters Score: Raw -2039115.001886 + Penalty 52045.916336 = -1987069.085550 nChanged 53 Deleting Class 99 (32 points): Lose 112.224627 but Gain 960.550138 Iteration 139Q (90.023701 sec): 64 clusters Score: Raw -2039062.340719 + Penalty 51105.767650 = -1987956.573068 nChanged 64 Deleting Class 139 (4 points): Lose 21.841372 but Gain 869.899660 Iteration 140F (91.141967 sec): 63 clusters Score: Raw -2039109.148755 + Penalty 50227.399294 = -1988881.749461 nChanged 26 Deleting Class 22 (13 points): Lose 71.465021 but Gain 914.828978 Iteration 141Q (91.296542 sec): 62 clusters Score: Raw -2039061.045904 + Penalty 49342.708251 = -1989718.337653 nChanged 24 Deleting Class 79 (6 points): Lose 21.548895 but Gain 838.798363 Iteration 142Q (91.450094 sec): 61 clusters Score: Raw -2039062.678085 + Penalty 48509.002432 = -1990553.675652 nChanged 14 Deleting Class 34 (70 points): Lose 646.770397 but Gain 1441.133979 Iteration 143Q (91.602983 sec): 60 clusters Score: Raw -2038424.894853 + Penalty 47256.269290 = -1991168.625563 nChanged 78 Deleting Class 65 (1 points): Lose 21.196652 but Gain 810.600148 Iteration 144Q (91.756344 sec): 59 clusters Score: Raw -2038701.492827 + Penalty 46449.466527 = -1992252.026300 nChanged 10 Deleting Class 131 (10 points): Lose 38.151718 but Gain 824.108781 Iteration 145Q (91.906796 sec): 58 clusters Score: Raw -2038683.831755 + Penalty 45630.295554 = -1993053.536200 nChanged 14 Deleting Class 61 (21 points): Lose 107.539277 but Gain 890.810811 Iteration 146Q (92.056334 sec): 57 clusters Score: Raw -2038594.391415 + Penalty 44739.493184 = -1993854.898230 nChanged 26 Deleting Class 46 (95 points): Lose 274.051524 but Gain 1048.807133 Iteration 147Q (92.205047 sec): 56 clusters Score: Raw -2038353.192525 + Penalty 43744.079264 = -1994609.113261 nChanged 98 Deleting Class 165 (1 points): Lose 7.635825 but Gain 770.716703 Iteration 148Q (92.359671 sec): 55 clusters Score: Raw -2038476.696764 + Penalty 42970.190222 = -1995506.506541 nChanged 20 Deleting Class 73 (14 points): Lose 124.224246 but Gain 878.528370 Iteration 149Q (92.506804 sec): 54 clusters Score: Raw -2038363.527093 + Penalty 42095.589172 = -1996267.937922 nChanged 35 Deleting Class 49 (9 points): Lose 24.270269 but Gain 772.854923 Iteration 150F (93.453339 sec): 53 clusters Score: Raw -2038376.564838 + Penalty 41320.625117 = -1997055.939721 nChanged 32 Deleting Class 98 (19 points): Lose 56.027106 but Gain 790.498886 Iteration 151Q (93.599765 sec): 52 clusters Score: Raw -2038346.668313 + Penalty 40567.739116 = -1997778.929197 nChanged 41 Deleting Class 155 (8 points): Lose 28.793355 but Gain 736.006829 Iteration 152Q (93.745346 sec): 51 clusters Score: Raw -2038363.354110 + Penalty 39857.529020 = -1998505.825090 nChanged 34 Deleting Class 64 (109 points): Lose 396.488169 but Gain 1080.101618 Iteration 153Q (93.890160 sec): 50 clusters Score: Raw -2037994.709067 + Penalty 38865.519066 = -1999129.190001 nChanged 133 Deleting Class 36 (51 points): Lose 405.593090 but Gain 1001.011016 Iteration 154Q (94.035644 sec): 49 clusters Score: Raw -2037816.530852 + Penalty 37839.918333 = -1999976.612519 nChanged 120 Deleting Class 108 (11 points): Lose 103.620873 but Gain 676.370621 Iteration 155Q (94.180133 sec): 48 clusters Score: Raw -2037903.501946 + Penalty 37170.577404 = -2000732.924543 nChanged 81 Deleting Class 136 (24 points): Lose 186.989902 but Gain 699.237622 Iteration 156Q (94.322152 sec): 47 clusters Score: Raw -2037795.450516 + Penalty 36483.948613 = -2001311.501903 nChanged 87 Deleting Class 35 (109 points): Lose 390.639687 but Gain 877.557387 Iteration 157Q (94.463227 sec): 46 clusters Score: Raw -2037474.531832 + Penalty 35600.901843 = -2001873.629989 nChanged 152 Deleting Class 8 (41 points): Lose 822.475826 but Gain 1262.273773 Iteration 158Q (94.605319 sec): 45 clusters Score: Raw -2036861.745731 + Penalty 34176.205261 = -2002685.540469 nChanged 127 Deleting Class 68 (154 points): Lose 1020.867886 but Gain 1402.437727 Iteration 159Q (94.748769 sec): 44 clusters Score: Raw -2036285.932607 + Penalty 33126.147936 = -2003159.784671 nChanged 217 Deleting Class 12 (104 points): Lose 363.925523 but Gain 683.974385 Iteration 160F (95.519872 sec): 43 clusters Score: Raw -2036671.204078 + Penalty 32493.698035 = -2004177.506044 nChanged 187 Deleting Class 44 (122 points): Lose 450.787197 but Gain 739.579771 Iteration 161Q (95.665801 sec): 42 clusters Score: Raw -2036525.652368 + Penalty 31807.635184 = -2004718.017184 nChanged 200 Deleting Class 31 (17 points): Lose 52.566508 but Gain 328.748444 Iteration 162Q (95.807388 sec): 41 clusters Score: Raw -2036762.519924 + Penalty 31498.615171 = -2005263.904753 nChanged 102 Deleting Class 29 (182 points): Lose 1371.725582 but Gain 1638.634318 Iteration 163Q (95.943139 sec): 40 clusters Score: Raw -2035499.697307 + Penalty 30088.201638 = -2005411.495669 nChanged 259 Deleting Class 3 (142 points): Lose 345.886787 but Gain 359.538023 Iteration 164Q (96.081516 sec): 39 clusters Score: Raw -2035898.168099 + Penalty 29766.469663 = -2006131.698436 nChanged 224 Deleting Class 176 (1 points): Lose 41.195336 but Gain 52.684689 Iteration 165Q (96.217521 sec): 38 clusters Score: Raw -2036138.868714 + Penalty 29729.119521 = -2006409.749193 nChanged 73 Iteration 166Q (96.350006 sec): 38 clusters Score: Raw -2036188.013039 + Penalty 29729.753658 = -2006458.259381 nChanged 51 Iteration 167Q (96.481252 sec): 38 clusters Score: Raw -2036224.276406 + Penalty 29730.153210 = -2006494.123196 nChanged 45 Iteration 168Q (96.612565 sec): 38 clusters Score: Raw -2036251.381958 + Penalty 29724.401029 = -2006526.980929 nChanged 50 Iteration 169Q (96.744265 sec): 38 clusters Score: Raw -2036277.721933 + Penalty 29723.293888 = -2006554.428045 nChanged 48 Iteration 170F (97.426014 sec): 38 clusters Score: Raw -2036302.048790 + Penalty 29722.414358 = -2006579.634431 nChanged 51 Iteration 171Q (97.558398 sec): 38 clusters Score: Raw -2036333.150732 + Penalty 29731.923021 = -2006601.227711 nChanged 53 Iteration 172Q (97.691814 sec): 38 clusters Score: Raw -2036361.729476 + Penalty 29740.881403 = -2006620.848073 nChanged 45 Iteration 173Q (97.824238 sec): 38 clusters Score: Raw -2036382.620494 + Penalty 29739.130376 = -2006643.490119 nChanged 50 Iteration 174Q (97.956659 sec): 38 clusters Score: Raw -2036399.132678 + Penalty 29735.680206 = -2006663.452471 nChanged 39 Iteration 175Q (98.088605 sec): 38 clusters Score: Raw -2036418.091077 + Penalty 29733.379871 = -2006684.711205 nChanged 27 Iteration 176Q (98.220200 sec): 38 clusters Score: Raw -2036425.007846 + Penalty 29732.810574 = -2006692.197272 nChanged 23 Iteration 177Q (98.351879 sec): 38 clusters Score: Raw -2036428.754238 + Penalty 29732.722315 = -2006696.031923 nChanged 15 Iteration 178Q (98.482852 sec): 38 clusters Score: Raw -2036430.255834 + Penalty 29731.556535 = -2006698.699299 nChanged 15 Iteration 179Q (98.614433 sec): 38 clusters Score: Raw -2036432.722433 + Penalty 29727.906126 = -2006704.816307 nChanged 15 Iteration 180F (99.299557 sec): 38 clusters Score: Raw -2036435.244246 + Penalty 29727.044630 = -2006708.199616 nChanged 16 Iteration 181Q (99.431146 sec): 38 clusters Score: Raw -2036436.882603 + Penalty 29727.470893 = -2006709.411710 nChanged 10 Iteration 182Q (99.563945 sec): 38 clusters Score: Raw -2036438.026691 + Penalty 29730.792491 = -2006707.234200 nChanged 12 Iteration 183F (100.250985 sec): 38 clusters Score: Raw -2036439.623172 + Penalty 29731.209531 = -2006708.413640 nChanged 14 Iteration 184Q (100.382960 sec): 38 clusters Score: Raw -2036441.762908 + Penalty 29727.571200 = -2006714.191708 nChanged 9 Iteration 185Q (100.514421 sec): 38 clusters Score: Raw -2036443.174661 + Penalty 29725.254332 = -2006717.920328 nChanged 11 Iteration 186Q (100.645930 sec): 38 clusters Score: Raw -2036444.455076 + Penalty 29724.891373 = -2006719.563704 nChanged 12 Iteration 187Q (100.778447 sec): 38 clusters Score: Raw -2036446.367524 + Penalty 29725.044381 = -2006721.323143 nChanged 15 Iteration 188Q (100.909836 sec): 38 clusters Score: Raw -2036448.490199 + Penalty 29723.371742 = -2006725.118457 nChanged 8 Iteration 189Q (101.041370 sec): 38 clusters Score: Raw -2036449.636569 + Penalty 29721.973665 = -2006727.662905 nChanged 5 Iteration 190F (101.726399 sec): 38 clusters Score: Raw -2036450.720938 + Penalty 29720.737618 = -2006729.983320 nChanged 2 Iteration 191Q (101.857706 sec): 38 clusters Score: Raw -2036452.377084 + Penalty 29719.192886 = -2006733.184198 nChanged 2 Iteration 192Q (101.989226 sec): 38 clusters Score: Raw -2036454.781311 + Penalty 29719.192886 = -2006735.588425 nChanged 0 Iteration 193F (102.674225 sec): 38 clusters Score: Raw -2036454.781311 + Penalty 29719.192886 = -2006735.588425 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.34 GB. Compute initial score before splitting: Score: Raw -2036454.781311 + Penalty 29719.192886 = -2006735.588425Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 1 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.791587 sec): 2 clusters Score: Raw -12852.543805 + Penalty 644.313457 = -12208.230349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.792266 sec): 3 clusters Score: Raw -12869.516629 + Penalty 1286.101811 = -11583.414817 nChanged 50 SP:Iteration 1F (102.792898 sec): 3 clusters Score: Raw -12985.184274 + Penalty 1284.739851 = -11700.444424 nChanged 17 SP:Iteration 2F (102.793528 sec): 3 clusters Score: Raw -13021.952445 + Penalty 1284.528679 = -11737.423766 nChanged 7 SP:Iteration 3Q (102.794122 sec): 3 clusters Score: Raw -13031.865203 + Penalty 1286.066839 = -11745.798364 nChanged 3 SP:Iteration 4Q (102.794718 sec): 3 clusters Score: Raw -13036.102895 + Penalty 1286.713068 = -11749.389827 nChanged 1 SP:Iteration 5Q (102.795306 sec): 3 clusters Score: Raw -13048.794350 + Penalty 1287.318063 = -11761.476287 nChanged 3 SP:Iteration 6Q (102.795904 sec): 3 clusters Score: Raw -13057.177282 + Penalty 1287.149618 = -11770.027664 nChanged 4 SP:Iteration 7Q (102.796485 sec): 3 clusters Score: Raw -13074.878777 + Penalty 1286.456793 = -11788.421984 nChanged 4 SP:Iteration 8Q (102.797068 sec): 3 clusters Score: Raw -13093.337440 + Penalty 1286.944353 = -11806.393087 nChanged 3 SP:Iteration 9Q (102.797647 sec): 3 clusters Score: Raw -13098.918871 + Penalty 1288.714865 = -11810.204006 nChanged 2 SP:Iteration 10F (102.798276 sec): 3 clusters Score: Raw -13106.559856 + Penalty 1288.975897 = -11817.583959 nChanged 1 SP:Iteration 11Q (102.798856 sec): 3 clusters Score: Raw -13109.024091 + Penalty 1288.975897 = -11820.048194 nChanged 0 SP:Iteration 12F (102.799483 sec): 3 clusters Score: Raw -13109.024091 + Penalty 1288.975897 = -11820.048194 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 2 (1103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.803752 sec): 2 clusters Score: Raw -62168.106029 + Penalty 147.643393 = -62020.462636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.805859 sec): 3 clusters Score: Raw -61480.558609 + Penalty 350.478302 = -61130.080306 nChanged 500 SP:Iteration 1F (102.807924 sec): 3 clusters Score: Raw -62014.227399 + Penalty 351.318672 = -61662.908727 nChanged 88 SP:Iteration 2F (102.810025 sec): 3 clusters Score: Raw -62116.137769 + Penalty 347.218250 = -61768.919520 nChanged 26 SP:Iteration 3Q (102.811993 sec): 3 clusters Score: Raw -62153.400744 + Penalty 331.594896 = -61821.805848 nChanged 33 SP:Iteration 4Q (102.813898 sec): 3 clusters Score: Raw -62185.260852 + Penalty 320.410818 = -61864.850034 nChanged 28 SP:Iteration 5Q (102.815758 sec): 3 clusters Score: Raw -62202.114040 + Penalty 312.757677 = -61889.356362 nChanged 17 SP:Iteration 6Q (102.817599 sec): 3 clusters Score: Raw -62215.126326 + Penalty 308.217668 = -61906.908657 nChanged 16 SP:Iteration 7Q (102.819437 sec): 3 clusters Score: Raw -62223.032422 + Penalty 304.852287 = -61918.180135 nChanged 11 SP:Iteration 8Q (102.821272 sec): 3 clusters Score: Raw -62226.094942 + Penalty 302.201528 = -61923.893414 nChanged 6 SP:Iteration 9Q (102.823106 sec): 3 clusters Score: Raw -62227.308174 + Penalty 301.709334 = -61925.598840 nChanged 4 SP:Iteration 10F (102.825170 sec): 3 clusters Score: Raw -62227.921186 + Penalty 300.568937 = -61927.352250 nChanged 6 SP:Iteration 11Q (102.827034 sec): 3 clusters Score: Raw -62228.675406 + Penalty 300.288474 = -61928.386932 nChanged 6 SP:Iteration 12Q (102.828940 sec): 3 clusters Score: Raw -62229.432475 + Penalty 299.104079 = -61930.328396 nChanged 5 SP:Iteration 13Q (102.830839 sec): 3 clusters Score: Raw -62229.953854 + Penalty 298.619841 = -61931.334013 nChanged 4 SP:Iteration 14Q (102.832700 sec): 3 clusters Score: Raw -62230.503647 + Penalty 297.900453 = -61932.603194 nChanged 4 SP:Iteration 15Q (102.834561 sec): 3 clusters Score: Raw -62230.899405 + Penalty 297.543308 = -61933.356097 nChanged 3 SP:Iteration 16Q (102.836426 sec): 3 clusters Score: Raw -62231.225243 + Penalty 297.703247 = -61933.521996 nChanged 2 SP:Iteration 17Q (102.838286 sec): 3 clusters Score: Raw -62231.332622 + Penalty 297.428427 = -61933.904195 nChanged 1 SP:Iteration 18Q (102.840175 sec): 3 clusters Score: Raw -62231.352973 + Penalty 297.730235 = -61933.622738 nChanged 1 SP:Iteration 19F (102.842244 sec): 3 clusters Score: Raw -62231.510702 + Penalty 297.730235 = -61933.780468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 4 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.844373 sec): 2 clusters Score: Raw -22723.565668 + Penalty 353.259076 = -22370.306592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.845203 sec): 3 clusters Score: Raw -22562.573144 + Penalty 704.131154 = -21858.441990 nChanged 114 SP:Iteration 1F (102.846014 sec): 3 clusters Score: Raw -22639.784185 + Penalty 702.448198 = -21937.335986 nChanged 37 SP:Iteration 2F (102.846828 sec): 3 clusters Score: Raw -22662.871710 + Penalty 701.684107 = -21961.187603 nChanged 22 SP:Iteration 3F (102.847637 sec): 3 clusters Score: Raw -22679.688797 + Penalty 700.753498 = -21978.935299 nChanged 10 SP:Iteration 4Q (102.848436 sec): 3 clusters Score: Raw -22688.496204 + Penalty 700.859039 = -21987.637166 nChanged 7 SP:Iteration 5Q (102.849237 sec): 3 clusters Score: Raw -22693.559263 + Penalty 700.406677 = -21993.152586 nChanged 5 SP:Iteration 6Q (102.850033 sec): 3 clusters Score: Raw -22698.262213 + Penalty 699.987070 = -21998.275143 nChanged 6 SP:Iteration 7Q (102.850826 sec): 3 clusters Score: Raw -22704.368908 + Penalty 698.899506 = -22005.469402 nChanged 10 SP:Iteration 8Q (102.851620 sec): 3 clusters Score: Raw -22719.210161 + Penalty 697.660359 = -22021.549802 nChanged 9 SP:Iteration 9Q (102.852410 sec): 3 clusters Score: Raw -22729.869081 + Penalty 697.255269 = -22032.613811 nChanged 8 SP:Iteration 10F (102.853216 sec): 3 clusters Score: Raw -22735.542001 + Penalty 696.361137 = -22039.180864 nChanged 4 SP:Iteration 11Q (102.854002 sec): 3 clusters Score: Raw -22739.268005 + Penalty 696.089126 = -22043.178879 nChanged 1 SP:Iteration 12Q (102.854789 sec): 3 clusters Score: Raw -22739.801163 + Penalty 695.885482 = -22043.915681 nChanged 1 SP:Iteration 13Q (102.855573 sec): 3 clusters Score: Raw -22740.182429 + Penalty 695.630389 = -22044.552040 nChanged 1 SP:Iteration 14Q (102.856356 sec): 3 clusters Score: Raw -22740.465399 + Penalty 695.464794 = -22045.000604 nChanged 1 SP:Iteration 15Q (102.857139 sec): 3 clusters Score: Raw -22741.029725 + Penalty 695.336010 = -22045.693715 nChanged 1 SP:Iteration 16Q (102.857922 sec): 3 clusters Score: Raw -22741.824291 + Penalty 695.336010 = -22046.488281 nChanged 0 SP:Iteration 17F (102.858729 sec): 3 clusters Score: Raw -22741.824291 + Penalty 695.336010 = -22046.488281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 5 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.859562 sec): 2 clusters Score: Raw -5641.586157 + Penalty 753.371192 = -4888.214964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.860013 sec): 3 clusters Score: Raw -5740.646321 + Penalty 1512.099674 = -4228.546647 nChanged 22 SP:Iteration 1F (102.860458 sec): 3 clusters Score: Raw -5859.488662 + Penalty 1513.322765 = -4346.165897 nChanged 10 SP:Iteration 2F (102.860902 sec): 3 clusters Score: Raw -5912.434168 + Penalty 1515.979956 = -4396.454212 nChanged 8 SP:Iteration 3F (102.861345 sec): 3 clusters Score: Raw -6018.788144 + Penalty 1515.462515 = -4503.325630 nChanged 5 SP:Iteration 4Q (102.861750 sec): 3 clusters Score: Raw -6094.652071 + Penalty 1514.335789 = -4580.316282 nChanged 4 SP:Iteration 5Q (102.862151 sec): 3 clusters Score: Raw -6113.329520 + Penalty 1513.725906 = -4599.603614 nChanged 3 SP:Iteration 6Q (102.862549 sec): 3 clusters Score: Raw -6123.120139 + Penalty 1514.335789 = -4608.784350 nChanged 1 SP:Iteration 7Q (102.862946 sec): 3 clusters Score: Raw -6179.633243 + Penalty 1510.965703 = -4668.667539 nChanged 7 SP:Iteration 8F (102.863389 sec): 3 clusters Score: Raw -6225.044838 + Penalty 1509.613658 = -4715.431179 nChanged 4 SP:Iteration 9Q (102.863810 sec): 3 clusters Score: Raw -6307.889166 + Penalty 1507.736700 = -4800.152466 nChanged 2 SP:Iteration 10F (102.864254 sec): 3 clusters Score: Raw -6316.329409 + Penalty 1507.736700 = -4808.592709 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 6 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.868151 sec): 2 clusters Score: Raw -45576.791138 + Penalty 439.341474 = -45137.449664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.869709 sec): 3 clusters Score: Raw -45189.171958 + Penalty 887.957251 = -44301.214707 nChanged 285 SP:Iteration 1F (102.871239 sec): 3 clusters Score: Raw -45390.738678 + Penalty 895.048828 = -44495.689850 nChanged 96 SP:Iteration 2F (102.872766 sec): 3 clusters Score: Raw -45454.965085 + Penalty 898.817134 = -44556.147951 nChanged 47 SP:Iteration 3F (102.874334 sec): 3 clusters Score: Raw -45486.288504 + Penalty 901.902637 = -44584.385867 nChanged 33 SP:Iteration 4Q (102.875887 sec): 3 clusters Score: Raw -45503.592235 + Penalty 906.010125 = -44597.582110 nChanged 20 SP:Iteration 5Q (102.877438 sec): 3 clusters Score: Raw -45511.793292 + Penalty 907.039089 = -44604.754203 nChanged 8 SP:Iteration 6Q (102.878984 sec): 3 clusters Score: Raw -45515.274648 + Penalty 907.427394 = -44607.847255 nChanged 3 SP:Iteration 7Q (102.880529 sec): 3 clusters Score: Raw -45516.712059 + Penalty 910.649680 = -44606.062379 nChanged 7 SP:Iteration 8F (102.882080 sec): 3 clusters Score: Raw -45520.515262 + Penalty 914.368440 = -44606.146822 nChanged 9 SP:Iteration 9Q (102.883631 sec): 3 clusters Score: Raw -45525.466314 + Penalty 919.386322 = -44606.079992 nChanged 9 SP:Iteration 10F (102.885190 sec): 3 clusters Score: Raw -45530.832966 + Penalty 923.843486 = -44606.989480 nChanged 7 SP:Iteration 11Q (102.886745 sec): 3 clusters Score: Raw -45533.436865 + Penalty 924.809121 = -44608.627744 nChanged 7 SP:Iteration 12Q (102.888307 sec): 3 clusters Score: Raw -45536.421323 + Penalty 926.462670 = -44609.958653 nChanged 7 SP:Iteration 13Q (102.889853 sec): 3 clusters Score: Raw -45540.912608 + Penalty 926.799607 = -44614.113000 nChanged 8 SP:Iteration 14Q (102.891385 sec): 3 clusters Score: Raw -45545.140153 + Penalty 927.713029 = -44617.427124 nChanged 8 SP:Iteration 15Q (102.892901 sec): 3 clusters Score: Raw -45548.294194 + Penalty 928.915932 = -44619.378262 nChanged 5 SP:Iteration 16Q (102.894484 sec): 3 clusters Score: Raw -45550.941951 + Penalty 932.773603 = -44618.168348 nChanged 9 SP:Iteration 17F (102.896039 sec): 3 clusters Score: Raw -45555.896511 + Penalty 931.699093 = -44624.197418 nChanged 6 SP:Iteration 18Q (102.897573 sec): 3 clusters Score: Raw -45560.730926 + Penalty 934.780200 = -44625.950726 nChanged 11 SP:Iteration 19Q (102.899191 sec): 3 clusters Score: Raw -45566.604807 + Penalty 938.308501 = -44628.296306 nChanged 10 SP:Iteration 20F (102.900830 sec): 3 clusters Score: Raw -45572.491655 + Penalty 947.063112 = -44625.428543 nChanged 13 SP:Iteration 21F (102.902467 sec): 3 clusters Score: Raw -45581.778337 + Penalty 951.040737 = -44630.737600 nChanged 13 SP:Iteration 22Q (102.903943 sec): 3 clusters Score: Raw -45594.804474 + Penalty 948.879359 = -44645.925115 nChanged 9 SP:Iteration 23Q (102.905425 sec): 3 clusters Score: Raw -45605.022869 + Penalty 945.716919 = -44659.305950 nChanged 8 SP:Iteration 24Q (102.906885 sec): 3 clusters Score: Raw -45612.610255 + Penalty 940.962182 = -44671.648073 nChanged 2 SP:Iteration 25Q (102.908374 sec): 3 clusters Score: Raw -45613.453581 + Penalty 938.467108 = -44674.986473 nChanged 2 SP:Iteration 26Q (102.909845 sec): 3 clusters Score: Raw -45614.205809 + Penalty 938.467108 = -44675.738701 nChanged 0 SP:Iteration 27F (102.911389 sec): 3 clusters Score: Raw -45614.205809 + Penalty 938.467108 = -44675.738701 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 7 (1320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.916161 sec): 2 clusters Score: Raw -76815.290919 + Penalty 127.606188 = -76687.684731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.918718 sec): 3 clusters Score: Raw -75996.496920 + Penalty 255.821469 = -75740.675451 nChanged 606 SP:Iteration 1F (102.921226 sec): 3 clusters Score: Raw -76358.732449 + Penalty 255.653296 = -76103.079153 nChanged 105 SP:Iteration 2F (102.923659 sec): 3 clusters Score: Raw -76406.487768 + Penalty 255.257148 = -76151.230620 nChanged 76 SP:Iteration 3F (102.926128 sec): 3 clusters Score: Raw -76443.343875 + Penalty 255.192227 = -76188.151648 nChanged 64 SP:Iteration 4Q (102.928607 sec): 3 clusters Score: Raw -76464.931758 + Penalty 254.646332 = -76210.285426 nChanged 48 SP:Iteration 5Q (102.931020 sec): 3 clusters Score: Raw -76479.370957 + Penalty 254.787126 = -76224.583832 nChanged 30 SP:Iteration 6Q (102.933434 sec): 3 clusters Score: Raw -76490.333607 + Penalty 254.295013 = -76236.038594 nChanged 35 SP:Iteration 7Q (102.935849 sec): 3 clusters Score: Raw -76504.967792 + Penalty 254.850989 = -76250.116802 nChanged 35 SP:Iteration 8Q (102.938265 sec): 3 clusters Score: Raw -76515.936107 + Penalty 256.315345 = -76259.620762 nChanged 38 SP:Iteration 9Q (102.940707 sec): 3 clusters Score: Raw -76529.376400 + Penalty 257.008855 = -76272.367546 nChanged 38 SP:Iteration 10F (102.943128 sec): 3 clusters Score: Raw -76543.974145 + Penalty 255.377174 = -76288.596971 nChanged 48 SP:Iteration 11Q (102.945560 sec): 3 clusters Score: Raw -76570.583061 + Penalty 254.615619 = -76315.967442 nChanged 54 SP:Iteration 12Q (102.947987 sec): 3 clusters Score: Raw -76606.072319 + Penalty 252.470459 = -76353.601860 nChanged 56 SP:Iteration 13Q (102.950417 sec): 3 clusters Score: Raw -76648.562719 + Penalty 257.170094 = -76391.392625 nChanged 51 SP:Iteration 14Q (102.952848 sec): 3 clusters Score: Raw -76699.666197 + Penalty 267.317803 = -76432.348394 nChanged 50 SP:Iteration 15Q (102.955280 sec): 3 clusters Score: Raw -76754.406463 + Penalty 281.106253 = -76473.300210 nChanged 29 SP:Iteration 16Q (102.957696 sec): 3 clusters Score: Raw -76786.268259 + Penalty 283.242396 = -76503.025863 nChanged 15 SP:Iteration 17Q (102.960086 sec): 3 clusters Score: Raw -76799.537538 + Penalty 332.336246 = -76467.201292 nChanged 5 SP:Iteration 18F (102.962507 sec): 3 clusters Score: Raw -76808.329741 + Penalty 511.747758 = -76296.581983 nChanged 7 SP:Iteration 19F (102.964929 sec): 3 clusters Score: Raw -76820.494499 + Penalty 511.747758 = -76308.746741 nChanged 0 Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 10 (2899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.978347 sec): 2 clusters Score: Raw -168774.138316 + Penalty 238.860263 = -168535.278053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.983757 sec): 3 clusters Score: Raw -166920.793769 + Penalty 470.717397 = -166450.076372 nChanged 1319 SP:Iteration 1F (102.988928 sec): 3 clusters Score: Raw -167775.826783 + Penalty 462.635507 = -167313.191276 nChanged 339 SP:Iteration 2F (102.994075 sec): 3 clusters Score: Raw -168026.346140 + Penalty 467.228447 = -167559.117693 nChanged 268 SP:Iteration 3F (102.999256 sec): 3 clusters Score: Raw -168275.037948 + Penalty 482.793026 = -167792.244922 nChanged 206 SP:Iteration 4F (103.004577 sec): 3 clusters Score: Raw -168460.067461 + Penalty 506.474831 = -167953.592631 nChanged 135 SP:Iteration 5Q (103.009445 sec): 3 clusters Score: Raw -168584.668444 + Penalty 527.405070 = -168057.263374 nChanged 86 SP:Iteration 6Q (103.014104 sec): 3 clusters Score: Raw -168658.006577 + Penalty 544.072654 = -168113.933923 nChanged 53 SP:Iteration 7Q (103.018646 sec): 3 clusters Score: Raw -168696.097175 + Penalty 557.706318 = -168138.390857 nChanged 37 SP:Iteration 8Q (103.023004 sec): 3 clusters Score: Raw -168718.830118 + Penalty 569.526990 = -168149.303128 nChanged 21 SP:Iteration 9Q (103.027284 sec): 3 clusters Score: Raw -168730.610487 + Penalty 579.434377 = -168151.176110 nChanged 18 SP:Iteration 10F (103.032494 sec): 3 clusters Score: Raw -168739.004101 + Penalty 594.762069 = -168144.242032 nChanged 20 SP:Iteration 11F (103.037625 sec): 3 clusters Score: Raw -168749.462870 + Penalty 602.838764 = -168146.624106 nChanged 10 SP:Iteration 12Q (103.041789 sec): 3 clusters Score: Raw -168752.156999 + Penalty 603.571998 = -168148.585001 nChanged 4 SP:Iteration 13Q (103.045926 sec): 3 clusters Score: Raw -168753.016058 + Penalty 604.793704 = -168148.222354 nChanged 2 SP:Iteration 14F (103.051050 sec): 3 clusters Score: Raw -168753.176184 + Penalty 604.690167 = -168148.486017 nChanged 1 SP:Iteration 15Q (103.055180 sec): 3 clusters Score: Raw -168753.225666 + Penalty 605.373925 = -168147.851742 nChanged 1 SP:Iteration 16F (103.060300 sec): 3 clusters Score: Raw -168753.293146 + Penalty 604.008571 = -168149.284575 nChanged 1 SP:Iteration 17Q (103.064427 sec): 3 clusters Score: Raw -168754.233676 + Penalty 604.008571 = -168150.225105 nChanged 0 SP:Iteration 18F (103.069547 sec): 3 clusters Score: Raw -168754.233676 + Penalty 604.008571 = -168150.225105 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 11 (1186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.075344 sec): 2 clusters Score: Raw -68935.810767 + Penalty 119.537399 = -68816.273368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.077587 sec): 3 clusters Score: Raw -68223.019836 + Penalty 247.952303 = -67975.067533 nChanged 533 SP:Iteration 1F (103.079792 sec): 3 clusters Score: Raw -68741.955375 + Penalty 248.368679 = -68493.586696 nChanged 88 SP:Iteration 2F (103.081996 sec): 3 clusters Score: Raw -68840.695722 + Penalty 252.419572 = -68588.276150 nChanged 40 SP:Iteration 3Q (103.084025 sec): 3 clusters Score: Raw -68861.235733 + Penalty 256.689332 = -68604.546400 nChanged 29 SP:Iteration 4Q (103.086001 sec): 3 clusters Score: Raw -68872.413626 + Penalty 258.684288 = -68613.729338 nChanged 20 SP:Iteration 5Q (103.087957 sec): 3 clusters Score: Raw -68879.606320 + Penalty 259.329246 = -68620.277073 nChanged 10 SP:Iteration 6Q (103.089902 sec): 3 clusters Score: Raw -68881.295094 + Penalty 258.782974 = -68622.512120 nChanged 5 SP:Iteration 7Q (103.091844 sec): 3 clusters Score: Raw -68882.243739 + Penalty 259.079979 = -68623.163760 nChanged 4 SP:Iteration 8Q (103.093793 sec): 3 clusters Score: Raw -68882.384167 + Penalty 259.137130 = -68623.247036 nChanged 1 SP:Iteration 9Q (103.095733 sec): 3 clusters Score: Raw -68882.603873 + Penalty 259.137130 = -68623.466742 nChanged 0 SP:Iteration 10F (103.097935 sec): 3 clusters Score: Raw -68882.603873 + Penalty 259.137130 = -68623.466742 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 14 (1116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.101620 sec): 2 clusters Score: Raw -65807.084353 + Penalty 568.968009 = -65238.116344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.103818 sec): 3 clusters Score: Raw -65199.024929 + Penalty 1137.840801 = -64061.184127 nChanged 400 SP:Iteration 1F (103.105964 sec): 3 clusters Score: Raw -65428.928812 + Penalty 1138.429504 = -64290.499308 nChanged 136 SP:Iteration 2F (103.108065 sec): 3 clusters Score: Raw -65515.599462 + Penalty 1138.288068 = -64377.311394 nChanged 76 SP:Iteration 3F (103.110153 sec): 3 clusters Score: Raw -65564.204823 + Penalty 1135.668039 = -64428.536784 nChanged 59 SP:Iteration 4F (103.112240 sec): 3 clusters Score: Raw -65609.687423 + Penalty 1132.352747 = -64477.334675 nChanged 48 SP:Iteration 5Q (103.114326 sec): 3 clusters Score: Raw -65652.211493 + Penalty 1129.396589 = -64522.814904 nChanged 41 SP:Iteration 6Q (103.116431 sec): 3 clusters Score: Raw -65682.298597 + Penalty 1123.358850 = -64558.939747 nChanged 31 SP:Iteration 7Q (103.118508 sec): 3 clusters Score: Raw -65698.545318 + Penalty 1121.820800 = -64576.724517 nChanged 11 SP:Iteration 8Q (103.120577 sec): 3 clusters Score: Raw -65703.920368 + Penalty 1120.153488 = -64583.766881 nChanged 8 SP:Iteration 9Q (103.122678 sec): 3 clusters Score: Raw -65707.549585 + Penalty 1118.138853 = -64589.410732 nChanged 15 SP:Iteration 10F (103.124768 sec): 3 clusters Score: Raw -65714.678455 + Penalty 1117.534500 = -64597.143955 nChanged 8 SP:Iteration 11Q (103.126828 sec): 3 clusters Score: Raw -65719.772411 + Penalty 1116.439044 = -64603.333367 nChanged 9 SP:Iteration 12Q (103.128885 sec): 3 clusters Score: Raw -65724.459314 + Penalty 1117.054401 = -64607.404912 nChanged 8 SP:Iteration 13Q (103.130938 sec): 3 clusters Score: Raw -65728.282996 + Penalty 1116.471333 = -64611.811663 nChanged 7 SP:Iteration 14Q (103.132986 sec): 3 clusters Score: Raw -65730.924388 + Penalty 1115.893716 = -64615.030672 nChanged 3 SP:Iteration 15Q (103.135034 sec): 3 clusters Score: Raw -65732.005335 + Penalty 1116.172692 = -64615.832643 nChanged 5 SP:Iteration 16Q (103.137074 sec): 3 clusters Score: Raw -65733.517993 + Penalty 1116.384028 = -64617.133965 nChanged 4 SP:Iteration 17Q (103.139113 sec): 3 clusters Score: Raw -65734.734996 + Penalty 1116.118981 = -64618.616015 nChanged 5 SP:Iteration 18Q (103.141149 sec): 3 clusters Score: Raw -65736.716925 + Penalty 1116.826208 = -64619.890717 nChanged 4 SP:Iteration 19Q (103.143186 sec): 3 clusters Score: Raw -65738.338568 + Penalty 1116.629516 = -64621.709052 nChanged 5 SP:Iteration 20F (103.145282 sec): 3 clusters Score: Raw -65740.974134 + Penalty 1117.064947 = -64623.909186 nChanged 5 SP:Iteration 21Q (103.147309 sec): 3 clusters Score: Raw -65745.454985 + Penalty 1117.676393 = -64627.778592 nChanged 10 SP:Iteration 22Q (103.149332 sec): 3 clusters Score: Raw -65749.762480 + Penalty 1117.113583 = -64632.648897 nChanged 4 SP:Iteration 23Q (103.151345 sec): 3 clusters Score: Raw -65751.682929 + Penalty 1117.686665 = -64633.996264 nChanged 4 SP:Iteration 24Q (103.153363 sec): 3 clusters Score: Raw -65753.032342 + Penalty 1119.284791 = -64633.747551 nChanged 3 SP:Iteration 25F (103.155450 sec): 3 clusters Score: Raw -65755.244506 + Penalty 1120.320656 = -64634.923850 nChanged 4 SP:Iteration 26Q (103.157455 sec): 3 clusters Score: Raw -65756.921496 + Penalty 1121.535860 = -64635.385635 nChanged 5 SP:Iteration 27Q (103.159455 sec): 3 clusters Score: Raw -65759.097639 + Penalty 1122.255782 = -64636.841857 nChanged 7 SP:Iteration 28Q (103.161451 sec): 3 clusters Score: Raw -65761.230833 + Penalty 1125.352224 = -64635.878609 nChanged 9 SP:Iteration 29F (103.163534 sec): 3 clusters Score: Raw -65764.960315 + Penalty 1128.473625 = -64636.486690 nChanged 9 SP:Iteration 30F (103.165630 sec): 3 clusters Score: Raw -65767.316223 + Penalty 1131.816008 = -64635.500215 nChanged 7 SP:Iteration 31F (103.167713 sec): 3 clusters Score: Raw -65769.796945 + Penalty 1132.448811 = -64637.348135 nChanged 3 SP:Iteration 32Q (103.169689 sec): 3 clusters Score: Raw -65772.335289 + Penalty 1133.830599 = -64638.504689 nChanged 4 SP:Iteration 33Q (103.171662 sec): 3 clusters Score: Raw -65774.341391 + Penalty 1134.153580 = -64640.187812 nChanged 3 SP:Iteration 34Q (103.173632 sec): 3 clusters Score: Raw -65776.367434 + Penalty 1134.578694 = -64641.788740 nChanged 4 SP:Iteration 35Q (103.175597 sec): 3 clusters Score: Raw -65778.173420 + Penalty 1134.857163 = -64643.316257 nChanged 6 SP:Iteration 36Q (103.177553 sec): 3 clusters Score: Raw -65782.854325 + Penalty 1136.873999 = -64645.980326 nChanged 4 SP:Iteration 37Q (103.179501 sec): 3 clusters Score: Raw -65785.774088 + Penalty 1139.456899 = -64646.317188 nChanged 6 SP:Iteration 38Q (103.181445 sec): 3 clusters Score: Raw -65788.150915 + Penalty 1138.878196 = -64649.272719 nChanged 7 SP:Iteration 39Q (103.183383 sec): 3 clusters Score: Raw -65793.318998 + Penalty 1138.003855 = -64655.315142 nChanged 2 SP:Iteration 40F (103.185470 sec): 3 clusters Score: Raw -65794.682510 + Penalty 1137.974179 = -64656.708331 nChanged 3 SP:Iteration 41Q (103.187403 sec): 3 clusters Score: Raw -65795.797378 + Penalty 1139.669359 = -64656.128019 nChanged 3 SP:Iteration 42F (103.189505 sec): 3 clusters Score: Raw -65796.631122 + Penalty 1140.367462 = -64656.263660 nChanged 2 SP:Iteration 43Q (103.191433 sec): 3 clusters Score: Raw -65796.995653 + Penalty 1140.049909 = -64656.945744 nChanged 2 SP:Iteration 44Q (103.193358 sec): 3 clusters Score: Raw -65797.662572 + Penalty 1140.049909 = -64657.612664 nChanged 0 SP:Iteration 45F (103.195444 sec): 3 clusters Score: Raw -65797.662572 + Penalty 1140.049909 = -64657.612664 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 15 (630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.198684 sec): 2 clusters Score: Raw -35526.743949 + Penalty 703.211122 = -34823.532827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.200006 sec): 3 clusters Score: Raw -35254.445742 + Penalty 1419.460875 = -33834.984868 nChanged 207 SP:Iteration 1F (103.201314 sec): 3 clusters Score: Raw -35467.488090 + Penalty 1438.459350 = -34029.028740 nChanged 76 SP:Iteration 2F (103.202598 sec): 3 clusters Score: Raw -35578.993962 + Penalty 1454.163930 = -34124.830032 nChanged 45 SP:Iteration 3F (103.203881 sec): 3 clusters Score: Raw -35639.775988 + Penalty 1470.452505 = -34169.323483 nChanged 25 SP:Iteration 4Q (103.205127 sec): 3 clusters Score: Raw -35686.917403 + Penalty 1475.670024 = -34211.247379 nChanged 17 SP:Iteration 5Q (103.206436 sec): 3 clusters Score: Raw -35705.973331 + Penalty 1477.912020 = -34228.061310 nChanged 13 SP:Iteration 6Q (103.207710 sec): 3 clusters Score: Raw -35721.968508 + Penalty 1483.539625 = -34238.428883 nChanged 7 SP:Iteration 7Q (103.208961 sec): 3 clusters Score: Raw -35735.435670 + Penalty 1484.710051 = -34250.725620 nChanged 6 SP:Iteration 8Q (103.210199 sec): 3 clusters Score: Raw -35739.067606 + Penalty 1484.933151 = -34254.134455 nChanged 1 SP:Iteration 9Q (103.211389 sec): 3 clusters Score: Raw -35740.630757 + Penalty 1484.933151 = -34255.697606 nChanged 0 SP:Iteration 10F (103.212678 sec): 3 clusters Score: Raw -35740.630757 + Penalty 1484.933151 = -34255.697606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 16 (456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.214985 sec): 2 clusters Score: Raw -23584.587757 + Penalty 311.234573 = -23273.353184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.215998 sec): 3 clusters Score: Raw -23398.370087 + Penalty 620.155260 = -22778.214827 nChanged 143 SP:Iteration 1F (103.216993 sec): 3 clusters Score: Raw -23554.213902 + Penalty 618.182393 = -22936.031509 nChanged 49 SP:Iteration 2F (103.217988 sec): 3 clusters Score: Raw -23603.042076 + Penalty 618.571177 = -22984.470898 nChanged 21 SP:Iteration 3Q (103.218953 sec): 3 clusters Score: Raw -23619.559869 + Penalty 619.515153 = -23000.044715 nChanged 12 SP:Iteration 4Q (103.219910 sec): 3 clusters Score: Raw -23629.559208 + Penalty 621.497512 = -23008.061696 nChanged 9 SP:Iteration 5Q (103.220864 sec): 3 clusters Score: Raw -23638.403773 + Penalty 622.969917 = -23015.433856 nChanged 8 SP:Iteration 6Q (103.221817 sec): 3 clusters Score: Raw -23646.693276 + Penalty 623.379210 = -23023.314066 nChanged 3 SP:Iteration 7Q (103.222764 sec): 3 clusters Score: Raw -23651.339905 + Penalty 624.205953 = -23027.133952 nChanged 5 SP:Iteration 8Q (103.223711 sec): 3 clusters Score: Raw -23654.751727 + Penalty 624.677019 = -23030.074708 nChanged 3 SP:Iteration 9Q (103.224655 sec): 3 clusters Score: Raw -23656.372314 + Penalty 625.290047 = -23031.082267 nChanged 2 SP:Iteration 10F (103.225648 sec): 3 clusters Score: Raw -23658.160636 + Penalty 625.290047 = -23032.870589 nChanged 0 Memory request: 0.02 GB would take us to total of 0.36 GB. Trying to split cluster 17 (3801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.243852 sec): 2 clusters Score: Raw -241197.164765 + Penalty 319.728556 = -240877.436210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.250817 sec): 3 clusters Score: Raw -238766.685448 + Penalty 641.093873 = -238125.591574 nChanged 1705 SP:Iteration 1F (103.257605 sec): 3 clusters Score: Raw -239912.617804 + Penalty 648.901806 = -239263.715997 nChanged 487 SP:Iteration 2F (103.264377 sec): 3 clusters Score: Raw -240217.338852 + Penalty 660.619803 = -239556.719049 nChanged 319 SP:Iteration 3F (103.271137 sec): 3 clusters Score: Raw -240410.086284 + Penalty 672.347982 = -239737.738302 nChanged 232 SP:Iteration 4F (103.277882 sec): 3 clusters Score: Raw -240538.782514 + Penalty 682.834482 = -239855.948031 nChanged 170 SP:Iteration 5Q (103.284598 sec): 3 clusters Score: Raw -240626.127673 + Penalty 695.380387 = -239930.747287 nChanged 137 SP:Iteration 6Q (103.291353 sec): 3 clusters Score: Raw -240718.347972 + Penalty 711.072248 = -240007.275724 nChanged 130 SP:Iteration 7Q (103.298079 sec): 3 clusters Score: Raw -240825.012255 + Penalty 725.934630 = -240099.077625 nChanged 113 SP:Iteration 8Q (103.304813 sec): 3 clusters Score: Raw -240904.211440 + Penalty 738.148965 = -240166.062475 nChanged 87 SP:Iteration 9Q (103.311543 sec): 3 clusters Score: Raw -240951.860320 + Penalty 752.166540 = -240199.693780 nChanged 86 SP:Iteration 10F (103.318317 sec): 3 clusters Score: Raw -240995.157963 + Penalty 765.685316 = -240229.472647 nChanged 74 SP:Iteration 11Q (103.324772 sec): 3 clusters Score: Raw -241024.728326 + Penalty 778.298279 = -240246.430047 nChanged 69 SP:Iteration 12Q (103.331168 sec): 3 clusters Score: Raw -241051.452689 + Penalty 792.717428 = -240258.735261 nChanged 63 SP:Iteration 13Q (103.337473 sec): 3 clusters Score: Raw -241072.218493 + Penalty 806.187294 = -240266.031199 nChanged 55 SP:Iteration 14Q (103.343723 sec): 3 clusters Score: Raw -241086.444752 + Penalty 821.236402 = -240265.208350 nChanged 48 SP:Iteration 15F (103.350456 sec): 3 clusters Score: Raw -241098.989740 + Penalty 834.837805 = -240264.151935 nChanged 43 SP:Iteration 16F (103.357181 sec): 3 clusters Score: Raw -241109.452673 + Penalty 850.467050 = -240258.985623 nChanged 40 SP:Iteration 17F (103.363896 sec): 3 clusters Score: Raw -241121.975743 + Penalty 871.889574 = -240250.086169 nChanged 51 SP:Iteration 18F (103.370619 sec): 3 clusters Score: Raw -241146.099136 + Penalty 891.643880 = -240254.455256 nChanged 53 SP:Iteration 19Q (103.376677 sec): 3 clusters Score: Raw -241175.627966 + Penalty 908.173062 = -240267.454904 nChanged 53 SP:Iteration 20F (103.383431 sec): 3 clusters Score: Raw -241195.485712 + Penalty 925.958704 = -240269.527008 nChanged 40 SP:Iteration 21Q (103.389355 sec): 3 clusters Score: Raw -241206.402528 + Penalty 938.590735 = -240267.811793 nChanged 29 SP:Iteration 22F (103.396088 sec): 3 clusters Score: Raw -241210.446368 + Penalty 947.177325 = -240263.269042 nChanged 23 SP:Iteration 23F (103.402810 sec): 3 clusters Score: Raw -241214.999513 + Penalty 953.823670 = -240261.175844 nChanged 23 SP:Iteration 24F (103.409577 sec): 3 clusters Score: Raw -241220.578381 + Penalty 961.955691 = -240258.622690 nChanged 18 SP:Iteration 25F (103.416467 sec): 3 clusters Score: Raw -241224.309227 + Penalty 962.256565 = -240262.052662 nChanged 12 SP:Iteration 26Q (103.422245 sec): 3 clusters Score: Raw -241226.255084 + Penalty 959.937484 = -240266.317600 nChanged 12 SP:Iteration 27Q (103.427979 sec): 3 clusters Score: Raw -241229.556248 + Penalty 957.997335 = -240271.558913 nChanged 17 SP:Iteration 28Q (103.433731 sec): 3 clusters Score: Raw -241231.630364 + Penalty 958.765384 = -240272.864980 nChanged 13 SP:Iteration 29Q (103.439432 sec): 3 clusters Score: Raw -241233.255951 + Penalty 958.118317 = -240275.137634 nChanged 15 SP:Iteration 30F (103.446167 sec): 3 clusters Score: Raw -241236.350555 + Penalty 959.028815 = -240277.321739 nChanged 12 SP:Iteration 31Q (103.451800 sec): 3 clusters Score: Raw -241238.540419 + Penalty 956.454963 = -240282.085456 nChanged 13 SP:Iteration 32Q (103.457444 sec): 3 clusters Score: Raw -241241.226053 + Penalty 951.511528 = -240289.714525 nChanged 10 SP:Iteration 33Q (103.463066 sec): 3 clusters Score: Raw -241242.876700 + Penalty 943.343804 = -240299.532896 nChanged 17 SP:Iteration 34Q (103.468643 sec): 3 clusters Score: Raw -241249.121994 + Penalty 938.095803 = -240311.026192 nChanged 19 SP:Iteration 35Q (103.474186 sec): 3 clusters Score: Raw -241256.233701 + Penalty 933.349280 = -240322.884421 nChanged 21 SP:Iteration 36Q (103.479693 sec): 3 clusters Score: Raw -241262.178265 + Penalty 923.481538 = -240338.696727 nChanged 15 SP:Iteration 37Q (103.485168 sec): 3 clusters Score: Raw -241267.703791 + Penalty 916.334725 = -240351.369066 nChanged 11 SP:Iteration 38Q (103.490614 sec): 3 clusters Score: Raw -241275.139272 + Penalty 914.319830 = -240360.819442 nChanged 9 SP:Iteration 39Q (103.496046 sec): 3 clusters Score: Raw -241276.063933 + Penalty 913.841577 = -240362.222355 nChanged 3 SP:Iteration 40F (103.502778 sec): 3 clusters Score: Raw -241276.011482 + Penalty 909.134601 = -240366.876881 nChanged 2 SP:Iteration 41Q (103.508180 sec): 3 clusters Score: Raw -241276.034520 + Penalty 905.555902 = -240370.478617 nChanged 3 SP:Iteration 42Q (103.513881 sec): 3 clusters Score: Raw -241276.300877 + Penalty 905.555902 = -240370.744974 nChanged 0 SP:Iteration 43F (103.520759 sec): 3 clusters Score: Raw -241276.300877 + Penalty 905.555902 = -240370.744974 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 18 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.527591 sec): 2 clusters Score: Raw -43277.817359 + Penalty 725.816597 = -42552.000763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.528967 sec): 3 clusters Score: Raw -43034.009455 + Penalty 1449.888309 = -41584.121146 nChanged 213 SP:Iteration 1F (103.530356 sec): 3 clusters Score: Raw -43211.652100 + Penalty 1448.329077 = -41763.323022 nChanged 54 SP:Iteration 2F (103.531723 sec): 3 clusters Score: Raw -43265.226832 + Penalty 1445.812599 = -41819.414233 nChanged 35 SP:Iteration 3F (103.533088 sec): 3 clusters Score: Raw -43297.153293 + Penalty 1445.504805 = -41851.648488 nChanged 29 SP:Iteration 4Q (103.534456 sec): 3 clusters Score: Raw -43330.196149 + Penalty 1448.385898 = -41881.810251 nChanged 39 SP:Iteration 5F (103.535823 sec): 3 clusters Score: Raw -43379.300250 + Penalty 1453.066820 = -41926.233429 nChanged 39 SP:Iteration 6F (103.537179 sec): 3 clusters Score: Raw -43434.176162 + Penalty 1456.798086 = -41977.378076 nChanged 35 SP:Iteration 7F (103.538524 sec): 3 clusters Score: Raw -43480.549412 + Penalty 1461.111072 = -42019.438340 nChanged 19 SP:Iteration 8Q (103.539865 sec): 3 clusters Score: Raw -43514.675092 + Penalty 1466.624808 = -42048.050284 nChanged 19 SP:Iteration 9Q (103.541197 sec): 3 clusters Score: Raw -43547.787225 + Penalty 1470.622457 = -42077.164767 nChanged 13 SP:Iteration 10F (103.542567 sec): 3 clusters Score: Raw -43563.228633 + Penalty 1472.708598 = -42090.520036 nChanged 9 SP:Iteration 11Q (103.543901 sec): 3 clusters Score: Raw -43575.296494 + Penalty 1473.239547 = -42102.056947 nChanged 7 SP:Iteration 12Q (103.545227 sec): 3 clusters Score: Raw -43587.674629 + Penalty 1473.341821 = -42114.332808 nChanged 5 SP:Iteration 13Q (103.546548 sec): 3 clusters Score: Raw -43595.364807 + Penalty 1473.545425 = -42121.819382 nChanged 1 SP:Iteration 14Q (103.547870 sec): 3 clusters Score: Raw -43597.396885 + Penalty 1473.545425 = -42123.851460 nChanged 0 SP:Iteration 15F (103.549242 sec): 3 clusters Score: Raw -43597.396885 + Penalty 1473.545425 = -42123.851460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 19 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.551841 sec): 2 clusters Score: Raw -13810.046323 + Penalty 379.574641 = -13430.471682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.552565 sec): 3 clusters Score: Raw -13717.476034 + Penalty 791.275079 = -12926.200955 nChanged 78 SP:Iteration 1F (103.553273 sec): 3 clusters Score: Raw -13846.400903 + Penalty 796.984902 = -13049.416001 nChanged 28 SP:Iteration 2F (103.554016 sec): 3 clusters Score: Raw -13891.064802 + Penalty 791.022944 = -13100.041858 nChanged 10 SP:Iteration 3Q (103.554691 sec): 3 clusters Score: Raw -13904.255634 + Penalty 791.013743 = -13113.241892 nChanged 7 SP:Iteration 4Q (103.555364 sec): 3 clusters Score: Raw -13911.619276 + Penalty 791.500349 = -13120.118927 nChanged 2 SP:Iteration 5Q (103.556032 sec): 3 clusters Score: Raw -13912.105431 + Penalty 791.500349 = -13120.605082 nChanged 0 SP:Iteration 6F (103.556737 sec): 3 clusters Score: Raw -13912.105431 + Penalty 791.500349 = -13120.605082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 20 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.558632 sec): 2 clusters Score: Raw -8691.926103 + Penalty 109.698537 = -8582.227567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.559107 sec): 3 clusters Score: Raw -8611.061823 + Penalty 222.744187 = -8388.317635 nChanged 54 SP:Iteration 1F (103.559574 sec): 3 clusters Score: Raw -8668.117175 + Penalty 231.054173 = -8437.063003 nChanged 24 SP:Iteration 2F (103.560039 sec): 3 clusters Score: Raw -8702.186188 + Penalty 234.823118 = -8467.363070 nChanged 13 SP:Iteration 3F (103.560504 sec): 3 clusters Score: Raw -8714.850925 + Penalty 243.309192 = -8471.541734 nChanged 8 SP:Iteration 4F (103.560968 sec): 3 clusters Score: Raw -8724.437690 + Penalty 258.320634 = -8466.117056 nChanged 5 SP:Iteration 5F (103.561431 sec): 3 clusters Score: Raw -8729.909363 + Penalty 263.480239 = -8466.429125 nChanged 1 SP:Iteration 6Q (103.561855 sec): 3 clusters Score: Raw -8730.832791 + Penalty 263.480239 = -8467.352552 nChanged 0 SP:Iteration 7F (103.562319 sec): 3 clusters Score: Raw -8730.832791 + Penalty 263.480239 = -8467.352552 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 21 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.563991 sec): 2 clusters Score: Raw -27131.432001 + Penalty 95.398776 = -27036.033224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.565036 sec): 3 clusters Score: Raw -26841.119920 + Penalty 192.024437 = -26649.095484 nChanged 190 SP:Iteration 1F (103.566060 sec): 3 clusters Score: Raw -26944.589295 + Penalty 196.843108 = -26747.746187 nChanged 43 SP:Iteration 2F (103.567083 sec): 3 clusters Score: Raw -26969.388503 + Penalty 205.664244 = -26763.724259 nChanged 39 SP:Iteration 3F (103.568104 sec): 3 clusters Score: Raw -27009.284583 + Penalty 216.114611 = -26793.169972 nChanged 34 SP:Iteration 4F (103.569117 sec): 3 clusters Score: Raw -27045.298759 + Penalty 216.804463 = -26828.494296 nChanged 23 SP:Iteration 5Q (103.570140 sec): 3 clusters Score: Raw -27077.935881 + Penalty 221.243951 = -26856.691930 nChanged 12 SP:Iteration 6Q (103.571125 sec): 3 clusters Score: Raw -27091.410985 + Penalty 230.516892 = -26860.894093 nChanged 10 SP:Iteration 7Q (103.572085 sec): 3 clusters Score: Raw -27100.450472 + Penalty 241.304750 = -26859.145722 nChanged 10 SP:Iteration 8F (103.573105 sec): 3 clusters Score: Raw -27112.610742 + Penalty 249.629655 = -26862.981087 nChanged 6 SP:Iteration 9Q (103.574030 sec): 3 clusters Score: Raw -27117.319575 + Penalty 260.021790 = -26857.297785 nChanged 6 SP:Iteration 10F (103.575054 sec): 3 clusters Score: Raw -27121.285026 + Penalty 266.612800 = -26854.672227 nChanged 4 SP:Iteration 11F (103.576074 sec): 3 clusters Score: Raw -27123.510580 + Penalty 269.454896 = -26854.055684 nChanged 3 SP:Iteration 12F (103.577091 sec): 3 clusters Score: Raw -27125.729835 + Penalty 278.983928 = -26846.745906 nChanged 5 SP:Iteration 13F (103.578111 sec): 3 clusters Score: Raw -27129.710029 + Penalty 290.210799 = -26839.499229 nChanged 4 SP:Iteration 14F (103.579131 sec): 3 clusters Score: Raw -27132.973080 + Penalty 299.393014 = -26833.580066 nChanged 3 SP:Iteration 15F (103.580150 sec): 3 clusters Score: Raw -27136.272296 + Penalty 305.728434 = -26830.543862 nChanged 3 SP:Iteration 16F (103.581201 sec): 3 clusters Score: Raw -27138.757877 + Penalty 309.368759 = -26829.389118 nChanged 1 SP:Iteration 17F (103.582221 sec): 3 clusters Score: Raw -27141.000729 + Penalty 320.362420 = -26820.638309 nChanged 2 SP:Iteration 18F (103.583243 sec): 3 clusters Score: Raw -27141.884850 + Penalty 320.362420 = -26821.522430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 23 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.584289 sec): 2 clusters Score: Raw -11097.389598 + Penalty 49.595846 = -11047.793752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.584840 sec): 3 clusters Score: Raw -10982.650597 + Penalty 98.813859 = -10883.836738 nChanged 90 SP:Iteration 1F (103.585378 sec): 3 clusters Score: Raw -11065.844443 + Penalty 95.591953 = -10970.252490 nChanged 9 SP:Iteration 2Q (103.585914 sec): 3 clusters Score: Raw -11087.841662 + Penalty 95.527564 = -10992.314099 nChanged 8 SP:Iteration 3Q (103.586429 sec): 3 clusters Score: Raw -11095.043399 + Penalty 95.844383 = -10999.199015 nChanged 4 SP:Iteration 4Q (103.586942 sec): 3 clusters Score: Raw -11100.511618 + Penalty 96.080719 = -11004.430899 nChanged 4 SP:Iteration 5Q (103.587451 sec): 3 clusters Score: Raw -11102.867213 + Penalty 96.505971 = -11006.361242 nChanged 4 SP:Iteration 6Q (103.587961 sec): 3 clusters Score: Raw -11105.734830 + Penalty 97.440078 = -11008.294752 nChanged 7 SP:Iteration 7Q (103.588470 sec): 3 clusters Score: Raw -11113.156118 + Penalty 98.530963 = -11014.625155 nChanged 6 SP:Iteration 8Q (103.588977 sec): 3 clusters Score: Raw -11118.308987 + Penalty 99.191693 = -11019.117295 nChanged 3 SP:Iteration 9Q (103.589480 sec): 3 clusters Score: Raw -11119.173993 + Penalty 99.409808 = -11019.764185 nChanged 1 SP:Iteration 10F (103.590017 sec): 3 clusters Score: Raw -11119.270076 + Penalty 99.409808 = -11019.860268 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 25 (713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.593739 sec): 2 clusters Score: Raw -42285.209383 + Penalty 330.690490 = -41954.518893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.595206 sec): 3 clusters Score: Raw -41890.540249 + Penalty 682.903880 = -41207.636369 nChanged 272 SP:Iteration 1F (103.596640 sec): 3 clusters Score: Raw -42098.903630 + Penalty 743.220980 = -41355.682650 nChanged 99 SP:Iteration 2F (103.598077 sec): 3 clusters Score: Raw -42200.093658 + Penalty 821.521406 = -41378.572252 nChanged 60 SP:Iteration 3F (103.599507 sec): 3 clusters Score: Raw -42266.794633 + Penalty 853.935722 = -41412.858911 nChanged 26 SP:Iteration 4Q (103.600936 sec): 3 clusters Score: Raw -42296.008982 + Penalty 889.406464 = -41406.602518 nChanged 14 SP:Iteration 5F (103.602390 sec): 3 clusters Score: Raw -42321.268097 + Penalty 919.185223 = -41402.082875 nChanged 9 SP:Iteration 6F (103.603819 sec): 3 clusters Score: Raw -42335.285703 + Penalty 938.306890 = -41396.978813 nChanged 7 SP:Iteration 7F (103.605240 sec): 3 clusters Score: Raw -42345.696624 + Penalty 945.635450 = -41400.061174 nChanged 2 SP:Iteration 8Q (103.606427 sec): 3 clusters Score: Raw -42349.836098 + Penalty 950.712146 = -41399.123952 nChanged 1 SP:Iteration 9F (103.607857 sec): 3 clusters Score: Raw -42353.558282 + Penalty 950.712146 = -41402.846137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 26 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.609190 sec): 2 clusters Score: Raw -14875.686212 + Penalty 859.408931 = -14016.277280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.609837 sec): 3 clusters Score: Raw -14914.761871 + Penalty 1717.799650 = -13196.962221 nChanged 51 SP:Iteration 1F (103.610473 sec): 3 clusters Score: Raw -14999.296323 + Penalty 1716.971997 = -13282.324326 nChanged 12 SP:Iteration 2Q (103.611131 sec): 3 clusters Score: Raw -15046.589322 + Penalty 1715.963443 = -13330.625879 nChanged 9 SP:Iteration 3Q (103.611733 sec): 3 clusters Score: Raw -15073.075559 + Penalty 1715.751225 = -13357.324335 nChanged 1 SP:Iteration 4Q (103.612328 sec): 3 clusters Score: Raw -15075.684519 + Penalty 1715.058833 = -13360.625686 nChanged 3 SP:Iteration 5Q (103.612922 sec): 3 clusters Score: Raw -15077.018802 + Penalty 1715.162350 = -13361.856451 nChanged 1 SP:Iteration 6Q (103.613517 sec): 3 clusters Score: Raw -15078.346827 + Penalty 1714.867020 = -13363.479807 nChanged 1 SP:Iteration 7Q (103.614111 sec): 3 clusters Score: Raw -15079.019413 + Penalty 1714.867020 = -13364.152393 nChanged 0 SP:Iteration 8F (103.614744 sec): 3 clusters Score: Raw -15079.019413 + Penalty 1714.867020 = -13364.152393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.616560 sec): 2 clusters Score: Raw -16973.517247 + Penalty 613.574375 = -16359.942872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.617286 sec): 3 clusters Score: Raw -16864.536869 + Penalty 1226.391780 = -15638.145089 nChanged 68 SP:Iteration 1F (103.618002 sec): 3 clusters Score: Raw -16950.818667 + Penalty 1227.148749 = -15723.669918 nChanged 29 SP:Iteration 2F (103.618715 sec): 3 clusters Score: Raw -16999.142947 + Penalty 1231.858687 = -15767.284260 nChanged 17 SP:Iteration 3F (103.619429 sec): 3 clusters Score: Raw -17024.673772 + Penalty 1237.923816 = -15786.749957 nChanged 9 SP:Iteration 4Q (103.620124 sec): 3 clusters Score: Raw -17038.336128 + Penalty 1240.456303 = -15797.879825 nChanged 6 SP:Iteration 5Q (103.620815 sec): 3 clusters Score: Raw -17056.426051 + Penalty 1248.316725 = -15808.109327 nChanged 10 SP:Iteration 6Q (103.621504 sec): 3 clusters Score: Raw -17072.323914 + Penalty 1254.197515 = -15818.126399 nChanged 9 SP:Iteration 7Q (103.622195 sec): 3 clusters Score: Raw -17094.852067 + Penalty 1258.011395 = -15836.840672 nChanged 7 SP:Iteration 8Q (103.622874 sec): 3 clusters Score: Raw -17108.587782 + Penalty 1259.806999 = -15848.780783 nChanged 1 SP:Iteration 9Q (103.623546 sec): 3 clusters Score: Raw -17109.174170 + Penalty 1259.806999 = -15849.367171 nChanged 0 SP:Iteration 10F (103.624258 sec): 3 clusters Score: Raw -17109.174170 + Penalty 1259.806999 = -15849.367171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 28 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.626795 sec): 2 clusters Score: Raw -15198.386921 + Penalty 588.998135 = -14609.388785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.627490 sec): 3 clusters Score: Raw -15145.965433 + Penalty 1178.445381 = -13967.520053 nChanged 60 SP:Iteration 1F (103.628175 sec): 3 clusters Score: Raw -15237.439169 + Penalty 1175.647017 = -14061.792152 nChanged 18 SP:Iteration 2F (103.628858 sec): 3 clusters Score: Raw -15271.794051 + Penalty 1175.358354 = -14096.435697 nChanged 16 SP:Iteration 3F (103.629541 sec): 3 clusters Score: Raw -15301.679697 + Penalty 1174.685685 = -14126.994011 nChanged 9 SP:Iteration 4Q (103.630190 sec): 3 clusters Score: Raw -15319.534929 + Penalty 1174.132453 = -14145.402476 nChanged 3 SP:Iteration 5Q (103.630834 sec): 3 clusters Score: Raw -15322.472594 + Penalty 1173.692140 = -14148.780454 nChanged 1 SP:Iteration 6Q (103.631477 sec): 3 clusters Score: Raw -15323.080698 + Penalty 1172.754398 = -14150.326299 nChanged 2 SP:Iteration 7Q (103.632118 sec): 3 clusters Score: Raw -15324.915810 + Penalty 1172.754398 = -14152.161412 nChanged 0 SP:Iteration 8F (103.632804 sec): 3 clusters Score: Raw -15324.915810 + Penalty 1172.754398 = -14152.161412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 30 (533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.634793 sec): 2 clusters Score: Raw -34619.290039 + Penalty 898.236607 = -33721.053432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.636025 sec): 3 clusters Score: Raw -34414.405005 + Penalty 1794.182603 = -32620.222402 nChanged 157 SP:Iteration 1F (103.637168 sec): 3 clusters Score: Raw -34589.282163 + Penalty 1792.036345 = -32797.245818 nChanged 45 SP:Iteration 2F (103.638285 sec): 3 clusters Score: Raw -34639.578186 + Penalty 1791.490461 = -32848.087725 nChanged 25 SP:Iteration 3Q (103.639365 sec): 3 clusters Score: Raw -34676.520297 + Penalty 1793.180979 = -32883.339318 nChanged 28 SP:Iteration 4F (103.640466 sec): 3 clusters Score: Raw -34728.415835 + Penalty 1792.632805 = -32935.783030 nChanged 27 SP:Iteration 5F (103.641589 sec): 3 clusters Score: Raw -34779.547918 + Penalty 1792.092786 = -32987.455132 nChanged 16 SP:Iteration 6Q (103.642649 sec): 3 clusters Score: Raw -34814.917065 + Penalty 1792.859496 = -33022.057569 nChanged 13 SP:Iteration 7Q (103.643691 sec): 3 clusters Score: Raw -34840.942548 + Penalty 1792.813409 = -33048.129139 nChanged 8 SP:Iteration 8Q (103.644713 sec): 3 clusters Score: Raw -34857.065419 + Penalty 1792.637240 = -33064.428179 nChanged 4 SP:Iteration 9Q (103.645727 sec): 3 clusters Score: Raw -34869.917481 + Penalty 1791.215148 = -33078.702333 nChanged 7 SP:Iteration 10F (103.646841 sec): 3 clusters Score: Raw -34880.561788 + Penalty 1789.825535 = -33090.736253 nChanged 7 SP:Iteration 11Q (103.647845 sec): 3 clusters Score: Raw -34895.113476 + Penalty 1788.743499 = -33106.369977 nChanged 3 SP:Iteration 12Q (103.648839 sec): 3 clusters Score: Raw -34906.053626 + Penalty 1786.940071 = -33119.113555 nChanged 5 SP:Iteration 13Q (103.649825 sec): 3 clusters Score: Raw -34928.701467 + Penalty 1784.489827 = -33144.211641 nChanged 7 SP:Iteration 14Q (103.650802 sec): 3 clusters Score: Raw -34944.781650 + Penalty 1783.689448 = -33161.092202 nChanged 2 SP:Iteration 15Q (103.651761 sec): 3 clusters Score: Raw -34948.703868 + Penalty 1782.847454 = -33165.856414 nChanged 2 SP:Iteration 16Q (103.652722 sec): 3 clusters Score: Raw -34960.642386 + Penalty 1781.442070 = -33179.200316 nChanged 3 SP:Iteration 17Q (103.653680 sec): 3 clusters Score: Raw -34967.411111 + Penalty 1781.045145 = -33186.365966 nChanged 1 SP:Iteration 18Q (103.654635 sec): 3 clusters Score: Raw -34968.739868 + Penalty 1780.941781 = -33187.798086 nChanged 1 SP:Iteration 19Q (103.655590 sec): 3 clusters Score: Raw -34970.171383 + Penalty 1780.520782 = -33189.650601 nChanged 1 SP:Iteration 20F (103.656704 sec): 3 clusters Score: Raw -34971.411122 + Penalty 1780.520782 = -33190.890340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 33 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.657625 sec): 2 clusters Score: Raw -9160.694299 + Penalty 497.007419 = -8663.686880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.658114 sec): 3 clusters Score: Raw -9133.287762 + Penalty 994.085174 = -8139.202589 nChanged 30 SP:Iteration 1F (103.658595 sec): 3 clusters Score: Raw -9173.068686 + Penalty 996.335468 = -8176.733218 nChanged 15 SP:Iteration 2F (103.659073 sec): 3 clusters Score: Raw -9206.569927 + Penalty 993.328476 = -8213.241451 nChanged 11 SP:Iteration 3F (103.659553 sec): 3 clusters Score: Raw -9233.949091 + Penalty 990.959855 = -8242.989236 nChanged 7 SP:Iteration 4Q (103.660018 sec): 3 clusters Score: Raw -9244.427652 + Penalty 986.562207 = -8257.865444 nChanged 4 SP:Iteration 5Q (103.660483 sec): 3 clusters Score: Raw -9251.702942 + Penalty 984.829226 = -8266.873716 nChanged 1 SP:Iteration 6Q (103.660949 sec): 3 clusters Score: Raw -9256.710980 + Penalty 983.054425 = -8273.656555 nChanged 1 SP:Iteration 7Q (103.661411 sec): 3 clusters Score: Raw -9258.503687 + Penalty 983.054425 = -8275.449262 nChanged 0 SP:Iteration 8F (103.661890 sec): 3 clusters Score: Raw -9258.503687 + Penalty 983.054425 = -8275.449262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 37 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.662693 sec): 2 clusters Score: Raw -7380.263819 + Penalty 345.518475 = -7034.745344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.663117 sec): 3 clusters Score: Raw -7316.634858 + Penalty 691.700368 = -6624.934490 nChanged 24 SP:Iteration 1F (103.663536 sec): 3 clusters Score: Raw -7357.444462 + Penalty 699.879115 = -6657.565347 nChanged 11 SP:Iteration 2F (103.663954 sec): 3 clusters Score: Raw -7388.110872 + Penalty 706.958475 = -6681.152397 nChanged 6 SP:Iteration 3Q (103.664353 sec): 3 clusters Score: Raw -7399.414060 + Penalty 709.686585 = -6689.727475 nChanged 4 SP:Iteration 4Q (103.664747 sec): 3 clusters Score: Raw -7408.520461 + Penalty 711.743873 = -6696.776588 nChanged 3 SP:Iteration 5Q (103.665142 sec): 3 clusters Score: Raw -7413.250027 + Penalty 722.965228 = -6690.284798 nChanged 6 SP:Iteration 6F (103.665559 sec): 3 clusters Score: Raw -7427.878814 + Penalty 724.656794 = -6703.222020 nChanged 3 SP:Iteration 7Q (103.665944 sec): 3 clusters Score: Raw -7434.385230 + Penalty 722.093119 = -6712.292112 nChanged 2 SP:Iteration 8Q (103.666323 sec): 3 clusters Score: Raw -7442.775336 + Penalty 722.935356 = -6719.839980 nChanged 1 SP:Iteration 9Q (103.666699 sec): 3 clusters Score: Raw -7448.999780 + Penalty 721.309169 = -6727.690611 nChanged 2 SP:Iteration 10F (103.667116 sec): 3 clusters Score: Raw -7459.819423 + Penalty 721.309169 = -6738.510254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 38 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.667967 sec): 2 clusters Score: Raw -7076.381862 + Penalty 224.485332 = -6851.896530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.668436 sec): 3 clusters Score: Raw -7093.058422 + Penalty 469.829144 = -6623.229278 nChanged 38 SP:Iteration 1F (103.668901 sec): 3 clusters Score: Raw -7198.641709 + Penalty 467.895911 = -6730.745798 nChanged 10 SP:Iteration 2F (103.669365 sec): 3 clusters Score: Raw -7231.150522 + Penalty 472.107615 = -6759.042907 nChanged 4 SP:Iteration 3Q (103.669790 sec): 3 clusters Score: Raw -7243.635955 + Penalty 470.722024 = -6772.913930 nChanged 1 SP:Iteration 4Q (103.670209 sec): 3 clusters Score: Raw -7246.123222 + Penalty 470.722024 = -6775.401198 nChanged 0 SP:Iteration 5F (103.670671 sec): 3 clusters Score: Raw -7246.123222 + Penalty 470.722024 = -6775.401198 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 39 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.671691 sec): 2 clusters Score: Raw -12534.869287 + Penalty 207.519852 = -12327.349435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.672291 sec): 3 clusters Score: Raw -12432.150747 + Penalty 418.138161 = -12014.012586 nChanged 78 SP:Iteration 1F (103.672881 sec): 3 clusters Score: Raw -12504.225571 + Penalty 427.184901 = -12077.040670 nChanged 26 SP:Iteration 2F (103.673468 sec): 3 clusters Score: Raw -12532.341911 + Penalty 427.180839 = -12105.161072 nChanged 9 SP:Iteration 3Q (103.674049 sec): 3 clusters Score: Raw -12548.739931 + Penalty 427.316834 = -12121.423097 nChanged 3 SP:Iteration 4Q (103.674617 sec): 3 clusters Score: Raw -12549.777780 + Penalty 427.316834 = -12122.460946 nChanged 0 SP:Iteration 5F (103.675209 sec): 3 clusters Score: Raw -12549.777780 + Penalty 427.316834 = -12122.460946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.677015 sec): 2 clusters Score: Raw -30900.697298 + Penalty 639.816175 = -30260.881123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.678044 sec): 3 clusters Score: Raw -30703.146981 + Penalty 1279.611381 = -29423.535600 nChanged 145 SP:Iteration 1F (103.679057 sec): 3 clusters Score: Raw -30801.526471 + Penalty 1280.167173 = -29521.359298 nChanged 43 SP:Iteration 2F (103.680103 sec): 3 clusters Score: Raw -30849.818840 + Penalty 1283.201824 = -29566.617016 nChanged 37 SP:Iteration 3F (103.681117 sec): 3 clusters Score: Raw -30903.906347 + Penalty 1290.030406 = -29613.875940 nChanged 20 SP:Iteration 4Q (103.682109 sec): 3 clusters Score: Raw -30926.824222 + Penalty 1291.700457 = -29635.123766 nChanged 12 SP:Iteration 5Q (103.683089 sec): 3 clusters Score: Raw -30939.431922 + Penalty 1296.698921 = -29642.733001 nChanged 8 SP:Iteration 6Q (103.684073 sec): 3 clusters Score: Raw -30948.078423 + Penalty 1298.017279 = -29650.061144 nChanged 4 SP:Iteration 7Q (103.685049 sec): 3 clusters Score: Raw -30948.969994 + Penalty 1297.846635 = -29651.123359 nChanged 1 SP:Iteration 8Q (103.686018 sec): 3 clusters Score: Raw -30949.519812 + Penalty 1296.745115 = -29652.774697 nChanged 2 SP:Iteration 9Q (103.686990 sec): 3 clusters Score: Raw -30951.230130 + Penalty 1296.745115 = -29654.485015 nChanged 0 SP:Iteration 10F (103.687998 sec): 3 clusters Score: Raw -30951.230130 + Penalty 1296.745115 = -29654.485015 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 41 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.689028 sec): 2 clusters Score: Raw -12137.656014 + Penalty 469.961850 = -11667.694164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.689600 sec): 3 clusters Score: Raw -12088.947703 + Penalty 942.442833 = -11146.504871 nChanged 42 SP:Iteration 1F (103.690163 sec): 3 clusters Score: Raw -12130.508834 + Penalty 942.345674 = -11188.163160 nChanged 11 SP:Iteration 2F (103.690726 sec): 3 clusters Score: Raw -12141.006137 + Penalty 942.966149 = -11198.039988 nChanged 3 SP:Iteration 3Q (103.691281 sec): 3 clusters Score: Raw -12143.554567 + Penalty 944.101763 = -11199.452804 nChanged 4 SP:Iteration 4Q (103.691835 sec): 3 clusters Score: Raw -12148.190986 + Penalty 944.544993 = -11203.645993 nChanged 4 SP:Iteration 5Q (103.692390 sec): 3 clusters Score: Raw -12154.561341 + Penalty 945.365217 = -11209.196124 nChanged 4 SP:Iteration 6Q (103.692941 sec): 3 clusters Score: Raw -12161.380093 + Penalty 946.702294 = -11214.677800 nChanged 4 SP:Iteration 7Q (103.693490 sec): 3 clusters Score: Raw -12166.154964 + Penalty 950.212650 = -11215.942314 nChanged 4 SP:Iteration 8Q (103.694039 sec): 3 clusters Score: Raw -12175.711780 + Penalty 957.365604 = -11218.346177 nChanged 5 SP:Iteration 9Q (103.694586 sec): 3 clusters Score: Raw -12188.675453 + Penalty 962.433719 = -11226.241734 nChanged 7 SP:Iteration 10F (103.695151 sec): 3 clusters Score: Raw -12210.178785 + Penalty 968.687447 = -11241.491339 nChanged 7 SP:Iteration 11Q (103.695692 sec): 3 clusters Score: Raw -12223.088507 + Penalty 973.414184 = -11249.674323 nChanged 5 SP:Iteration 12Q (103.696228 sec): 3 clusters Score: Raw -12230.519335 + Penalty 975.374782 = -11255.144553 nChanged 3 SP:Iteration 13Q (103.696761 sec): 3 clusters Score: Raw -12235.809216 + Penalty 981.669456 = -11254.139760 nChanged 4 SP:Iteration 14F (103.697323 sec): 3 clusters Score: Raw -12254.245979 + Penalty 992.123567 = -11262.122412 nChanged 7 SP:Iteration 15Q (103.697852 sec): 3 clusters Score: Raw -12271.512298 + Penalty 999.309010 = -11272.203289 nChanged 5 SP:Iteration 16Q (103.698373 sec): 3 clusters Score: Raw -12287.391141 + Penalty 1000.987176 = -11286.403965 nChanged 4 SP:Iteration 17Q (103.698890 sec): 3 clusters Score: Raw -12298.938881 + Penalty 1003.526335 = -11295.412546 nChanged 3 SP:Iteration 18Q (103.699409 sec): 3 clusters Score: Raw -12301.371868 + Penalty 1004.650420 = -11296.721448 nChanged 2 SP:Iteration 19Q (103.699927 sec): 3 clusters Score: Raw -12309.825298 + Penalty 1010.619353 = -11299.205945 nChanged 2 SP:Iteration 20F (103.700488 sec): 3 clusters Score: Raw -12312.105414 + Penalty 1010.094169 = -11302.011245 nChanged 2 SP:Iteration 21Q (103.701006 sec): 3 clusters Score: Raw -12315.390207 + Penalty 1009.949668 = -11305.440539 nChanged 2 SP:Iteration 22Q (103.701543 sec): 3 clusters Score: Raw -12317.243192 + Penalty 1008.199107 = -11309.044086 nChanged 1 SP:Iteration 23Q (103.702060 sec): 3 clusters Score: Raw -12338.970891 + Penalty 1002.983214 = -11335.987677 nChanged 2 SP:Iteration 24Q (103.702575 sec): 3 clusters Score: Raw -12342.703217 + Penalty 1004.954228 = -11337.748989 nChanged 1 SP:Iteration 25Q (103.703089 sec): 3 clusters Score: Raw -12343.866899 + Penalty 1007.431471 = -11336.435428 nChanged 1 SP:Iteration 26F (103.703651 sec): 3 clusters Score: Raw -12344.733671 + Penalty 1007.431471 = -11337.302200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 59 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.705149 sec): 2 clusters Score: Raw -23260.808506 + Penalty 840.218431 = -22420.590075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.706015 sec): 3 clusters Score: Raw -23155.106513 + Penalty 1681.666411 = -21473.440102 nChanged 82 SP:Iteration 1F (103.706867 sec): 3 clusters Score: Raw -23264.897455 + Penalty 1681.814227 = -21583.083228 nChanged 26 SP:Iteration 2F (103.707720 sec): 3 clusters Score: Raw -23310.945237 + Penalty 1682.277343 = -21628.667894 nChanged 13 SP:Iteration 3Q (103.708545 sec): 3 clusters Score: Raw -23332.802466 + Penalty 1681.416904 = -21651.385562 nChanged 11 SP:Iteration 4Q (103.709366 sec): 3 clusters Score: Raw -23348.671437 + Penalty 1681.623784 = -21667.047653 nChanged 2 SP:Iteration 5Q (103.710184 sec): 3 clusters Score: Raw -23352.461355 + Penalty 1681.433171 = -21671.028184 nChanged 1 SP:Iteration 6Q (103.711000 sec): 3 clusters Score: Raw -23355.593068 + Penalty 1681.433171 = -21674.159897 nChanged 0 SP:Iteration 7F (103.711856 sec): 3 clusters Score: Raw -23355.593068 + Penalty 1681.433171 = -21674.159897 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 70 (618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.713955 sec): 2 clusters Score: Raw -35377.104675 + Penalty 559.504521 = -34817.600154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.715245 sec): 3 clusters Score: Raw -35139.799817 + Penalty 1126.864058 = -34012.935760 nChanged 187 SP:Iteration 1F (103.716512 sec): 3 clusters Score: Raw -35320.650891 + Penalty 1145.442542 = -34175.208350 nChanged 76 SP:Iteration 2F (103.717838 sec): 3 clusters Score: Raw -35430.333916 + Penalty 1162.024019 = -34268.309897 nChanged 43 SP:Iteration 3F (103.719168 sec): 3 clusters Score: Raw -35478.259661 + Penalty 1166.194762 = -34312.064900 nChanged 22 SP:Iteration 4Q (103.720467 sec): 3 clusters Score: Raw -35495.342828 + Penalty 1167.326455 = -34328.016373 nChanged 8 SP:Iteration 5Q (103.721737 sec): 3 clusters Score: Raw -35500.022127 + Penalty 1171.566065 = -34328.456062 nChanged 5 SP:Iteration 6Q (103.723019 sec): 3 clusters Score: Raw -35503.018861 + Penalty 1171.638685 = -34331.380176 nChanged 2 SP:Iteration 7Q (103.724297 sec): 3 clusters Score: Raw -35504.484212 + Penalty 1172.354338 = -34332.129874 nChanged 5 SP:Iteration 8Q (103.725576 sec): 3 clusters Score: Raw -35507.544045 + Penalty 1176.230774 = -34331.313271 nChanged 3 SP:Iteration 9F (103.726914 sec): 3 clusters Score: Raw -35508.323179 + Penalty 1175.629229 = -34332.693951 nChanged 2 SP:Iteration 10F (103.728193 sec): 3 clusters Score: Raw -35509.247265 + Penalty 1179.186946 = -34330.060319 nChanged 2 SP:Iteration 11F (103.729472 sec): 3 clusters Score: Raw -35510.807259 + Penalty 1181.963893 = -34328.843366 nChanged 3 SP:Iteration 12F (103.730752 sec): 3 clusters Score: Raw -35516.881556 + Penalty 1181.511967 = -34335.369588 nChanged 1 SP:Iteration 13Q (103.731977 sec): 3 clusters Score: Raw -35520.461592 + Penalty 1184.390800 = -34336.070792 nChanged 1 SP:Iteration 14Q (103.733196 sec): 3 clusters Score: Raw -35520.778046 + Penalty 1187.325855 = -34333.452191 nChanged 1 SP:Iteration 15F (103.734476 sec): 3 clusters Score: Raw -35521.199911 + Penalty 1190.067521 = -34331.132390 nChanged 2 SP:Iteration 16F (103.735768 sec): 3 clusters Score: Raw -35522.356436 + Penalty 1196.193547 = -34326.162889 nChanged 3 SP:Iteration 17F (103.737035 sec): 3 clusters Score: Raw -35524.867112 + Penalty 1202.405870 = -34322.461242 nChanged 5 SP:Iteration 18F (103.738299 sec): 3 clusters Score: Raw -35530.198649 + Penalty 1210.466139 = -34319.732510 nChanged 4 SP:Iteration 19F (103.739570 sec): 3 clusters Score: Raw -35532.083344 + Penalty 1210.357407 = -34321.725938 nChanged 2 SP:Iteration 20F (103.740833 sec): 3 clusters Score: Raw -35532.149285 + Penalty 1210.357407 = -34321.791879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 74 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.741607 sec): 2 clusters Score: Raw -5022.986051 + Penalty 173.786788 = -4849.199263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.741994 sec): 3 clusters Score: Raw -5003.479009 + Penalty 409.643958 = -4593.835051 nChanged 25 SP:Iteration 1F (103.742374 sec): 3 clusters Score: Raw -5043.637660 + Penalty 454.926747 = -4588.710912 nChanged 7 SP:Iteration 2F (103.742753 sec): 3 clusters Score: Raw -5054.941560 + Penalty 485.005499 = -4569.936061 nChanged 4 SP:Iteration 3F (103.743131 sec): 3 clusters Score: Raw -5066.443897 + Penalty 516.148907 = -4550.294990 nChanged 2 SP:Iteration 4F (103.743528 sec): 3 clusters Score: Raw -5075.005629 + Penalty 516.148907 = -4558.856721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 90 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.744403 sec): 2 clusters Score: Raw -7778.758902 + Penalty 638.171441 = -7140.587461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.744902 sec): 3 clusters Score: Raw -7809.452324 + Penalty 1283.764239 = -6525.688084 nChanged 24 SP:Iteration 1F (103.745391 sec): 3 clusters Score: Raw -7865.507884 + Penalty 1298.591058 = -6566.916826 nChanged 17 SP:Iteration 2F (103.745877 sec): 3 clusters Score: Raw -7916.354106 + Penalty 1299.236636 = -6617.117470 nChanged 7 SP:Iteration 3Q (103.746338 sec): 3 clusters Score: Raw -7946.016780 + Penalty 1298.899130 = -6647.117650 nChanged 2 SP:Iteration 4Q (103.746789 sec): 3 clusters Score: Raw -7947.985545 + Penalty 1298.899130 = -6649.086415 nChanged 0 SP:Iteration 5F (103.747274 sec): 3 clusters Score: Raw -7947.985545 + Penalty 1298.899130 = -6649.086415 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 93 (776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.751383 sec): 2 clusters Score: Raw -43945.985769 + Penalty 71.582303 = -43874.403466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.752933 sec): 3 clusters Score: Raw -43469.979145 + Penalty 143.257759 = -43326.721387 nChanged 335 SP:Iteration 1F (103.754488 sec): 3 clusters Score: Raw -43793.560734 + Penalty 142.977850 = -43650.582884 nChanged 63 SP:Iteration 2F (103.756033 sec): 3 clusters Score: Raw -43855.044586 + Penalty 142.573838 = -43712.470748 nChanged 31 SP:Iteration 3Q (103.757514 sec): 3 clusters Score: Raw -43880.997237 + Penalty 142.314134 = -43738.683103 nChanged 22 SP:Iteration 4Q (103.758965 sec): 3 clusters Score: Raw -43892.665327 + Penalty 142.399143 = -43750.266185 nChanged 10 SP:Iteration 5Q (103.760439 sec): 3 clusters Score: Raw -43894.635203 + Penalty 142.505138 = -43752.130064 nChanged 5 SP:Iteration 6Q (103.761890 sec): 3 clusters Score: Raw -43895.193888 + Penalty 142.551343 = -43752.642545 nChanged 3 SP:Iteration 7Q (103.763328 sec): 3 clusters Score: Raw -43895.753856 + Penalty 142.561169 = -43753.192687 nChanged 5 SP:Iteration 8Q (103.764755 sec): 3 clusters Score: Raw -43896.632002 + Penalty 142.630635 = -43754.001367 nChanged 3 SP:Iteration 9Q (103.766220 sec): 3 clusters Score: Raw -43896.905124 + Penalty 142.630635 = -43754.274489 nChanged 0 SP:Iteration 10F (103.767790 sec): 3 clusters Score: Raw -43896.905124 + Penalty 142.630635 = -43754.274489 nChanged 0 Memory request: 0.07 GB would take us to total of 0.41 GB. Trying to split cluster 95 (14742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.831149 sec): 2 clusters Score: Raw -814298.442500 + Penalty 259.466443 = -814038.976057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (103.858374 sec): 3 clusters Score: Raw -804429.624238 + Penalty 535.127763 = -803894.496475 nChanged 6969 SP:Iteration 1F (103.885295 sec): 3 clusters Score: Raw -809183.242897 + Penalty 558.290377 = -808624.952520 nChanged 2331 SP:Iteration 2F (103.911806 sec): 3 clusters Score: Raw -811551.149715 + Penalty 591.524435 = -810959.625280 nChanged 1379 SP:Iteration 3F (103.938815 sec): 3 clusters Score: Raw -813140.836829 + Penalty 666.199924 = -812474.636905 nChanged 779 SP:Iteration 4F (103.965280 sec): 3 clusters Score: Raw -814038.824165 + Penalty 718.542820 = -813320.281345 nChanged 245 SP:Iteration 5Q (103.989330 sec): 3 clusters Score: Raw -814299.407896 + Penalty 738.121003 = -813561.286893 nChanged 59 SP:Iteration 6Q (104.011021 sec): 3 clusters Score: Raw -814360.760224 + Penalty 733.613793 = -813627.146431 nChanged 26 SP:Iteration 7Q (104.032307 sec): 3 clusters Score: Raw -814388.845055 + Penalty 725.687857 = -813663.157198 nChanged 13 SP:Iteration 8Q (104.053292 sec): 3 clusters Score: Raw -814410.871327 + Penalty 711.207710 = -813699.663617 nChanged 15 SP:Iteration 9Q (104.074010 sec): 3 clusters Score: Raw -814427.573735 + Penalty 704.529307 = -813723.044428 nChanged 14 SP:Iteration 10F (104.100443 sec): 3 clusters Score: Raw -814435.923113 + Penalty 688.662646 = -813747.260468 nChanged 8 SP:Iteration 11Q (104.121137 sec): 3 clusters Score: Raw -814438.889975 + Penalty 684.127070 = -813754.762906 nChanged 4 SP:Iteration 12Q (104.142091 sec): 3 clusters Score: Raw -814440.565979 + Penalty 685.204753 = -813755.361226 nChanged 2 SP:Iteration 13Q (104.162767 sec): 3 clusters Score: Raw -814441.378404 + Penalty 685.204753 = -813756.173651 nChanged 0 SP:Iteration 14F (104.189218 sec): 3 clusters Score: Raw -814441.378404 + Penalty 685.204753 = -813756.173651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 104 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.198638 sec): 2 clusters Score: Raw -11845.494549 + Penalty 483.560897 = -11361.933652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.199212 sec): 3 clusters Score: Raw -11780.799975 + Penalty 972.223822 = -10808.576154 nChanged 37 SP:Iteration 1F (104.199778 sec): 3 clusters Score: Raw -11822.229931 + Penalty 975.997412 = -10846.232519 nChanged 13 SP:Iteration 2F (104.200337 sec): 3 clusters Score: Raw -11843.297524 + Penalty 987.125328 = -10856.172196 nChanged 11 SP:Iteration 3F (104.200895 sec): 3 clusters Score: Raw -11865.594508 + Penalty 1003.997339 = -10861.597169 nChanged 9 SP:Iteration 4Q (104.201470 sec): 3 clusters Score: Raw -11884.601180 + Penalty 1009.922706 = -10874.678474 nChanged 4 SP:Iteration 5Q (104.202045 sec): 3 clusters Score: Raw -11896.177145 + Penalty 1011.941160 = -10884.235985 nChanged 2 SP:Iteration 6Q (104.202609 sec): 3 clusters Score: Raw -11906.442360 + Penalty 1018.816454 = -10887.625907 nChanged 4 SP:Iteration 7Q (104.203174 sec): 3 clusters Score: Raw -11910.587745 + Penalty 1029.317653 = -10881.270093 nChanged 5 SP:Iteration 8F (104.203762 sec): 3 clusters Score: Raw -11918.716682 + Penalty 1035.684656 = -10883.032026 nChanged 3 SP:Iteration 9Q (104.204321 sec): 3 clusters Score: Raw -11928.985966 + Penalty 1043.064787 = -10885.921179 nChanged 6 SP:Iteration 10F (104.204900 sec): 3 clusters Score: Raw -11939.400937 + Penalty 1054.360939 = -10885.039998 nChanged 4 SP:Iteration 11F (104.205478 sec): 3 clusters Score: Raw -11944.493162 + Penalty 1057.892371 = -10886.600791 nChanged 1 SP:Iteration 12Q (104.206010 sec): 3 clusters Score: Raw -11946.912437 + Penalty 1057.892371 = -10889.020066 nChanged 0 SP:Iteration 13F (104.206615 sec): 3 clusters Score: Raw -11946.912437 + Penalty 1057.892371 = -10889.020066 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 106 (1075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.211960 sec): 2 clusters Score: Raw -60081.843876 + Penalty 89.104450 = -59992.739426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.214011 sec): 3 clusters Score: Raw -59405.631143 + Penalty 175.725453 = -59229.905690 nChanged 489 SP:Iteration 1F (104.216027 sec): 3 clusters Score: Raw -59809.239484 + Penalty 178.089337 = -59631.150147 nChanged 121 SP:Iteration 2F (104.218037 sec): 3 clusters Score: Raw -59873.059522 + Penalty 182.395055 = -59690.664466 nChanged 58 SP:Iteration 3F (104.220052 sec): 3 clusters Score: Raw -59905.820807 + Penalty 186.085814 = -59719.734993 nChanged 44 SP:Iteration 4Q (104.222061 sec): 3 clusters Score: Raw -59929.991839 + Penalty 190.503840 = -59739.487999 nChanged 40 SP:Iteration 5Q (104.224068 sec): 3 clusters Score: Raw -59959.526140 + Penalty 194.542271 = -59764.983869 nChanged 41 SP:Iteration 6Q (104.226121 sec): 3 clusters Score: Raw -59990.104288 + Penalty 198.075254 = -59792.029034 nChanged 29 SP:Iteration 7Q (104.228151 sec): 3 clusters Score: Raw -60010.525629 + Penalty 210.447215 = -59800.078413 nChanged 32 SP:Iteration 8Q (104.230270 sec): 3 clusters Score: Raw -60034.301675 + Penalty 221.022353 = -59813.279323 nChanged 23 SP:Iteration 9Q (104.232284 sec): 3 clusters Score: Raw -60054.153464 + Penalty 229.654332 = -59824.499132 nChanged 16 SP:Iteration 10F (104.234327 sec): 3 clusters Score: Raw -60071.176735 + Penalty 249.895056 = -59821.281678 nChanged 15 SP:Iteration 11F (104.236333 sec): 3 clusters Score: Raw -60090.660733 + Penalty 310.545943 = -59780.114790 nChanged 10 SP:Iteration 12F (104.238335 sec): 3 clusters Score: Raw -60106.931905 + Penalty 387.730044 = -59719.201862 nChanged 6 SP:Iteration 13F (104.240342 sec): 3 clusters Score: Raw -60118.902120 + Penalty 422.946675 = -59695.955445 nChanged 2 SP:Iteration 14F (104.242351 sec): 3 clusters Score: Raw -60122.238333 + Penalty 453.026991 = -59669.211342 nChanged 1 SP:Iteration 15F (104.244393 sec): 3 clusters Score: Raw -60127.480182 + Penalty 453.026991 = -59674.453190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 122 (388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.246693 sec): 2 clusters Score: Raw -26188.425272 + Penalty 945.674871 = -25242.750401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.247575 sec): 3 clusters Score: Raw -26094.999832 + Penalty 1891.358047 = -24203.641785 nChanged 72 SP:Iteration 1F (104.248440 sec): 3 clusters Score: Raw -26178.573615 + Penalty 1891.480306 = -24287.093309 nChanged 22 SP:Iteration 2F (104.249305 sec): 3 clusters Score: Raw -26216.726624 + Penalty 1890.853193 = -24325.873431 nChanged 8 SP:Iteration 3Q (104.250143 sec): 3 clusters Score: Raw -26233.181080 + Penalty 1890.293639 = -24342.887442 nChanged 6 SP:Iteration 4Q (104.250980 sec): 3 clusters Score: Raw -26238.895504 + Penalty 1889.983863 = -24348.911641 nChanged 5 SP:Iteration 5Q (104.251811 sec): 3 clusters Score: Raw -26247.815038 + Penalty 1890.205151 = -24357.609887 nChanged 8 SP:Iteration 6Q (104.252639 sec): 3 clusters Score: Raw -26255.861858 + Penalty 1889.431360 = -24366.430498 nChanged 6 SP:Iteration 7Q (104.253464 sec): 3 clusters Score: Raw -26260.707578 + Penalty 1889.030106 = -24371.677473 nChanged 8 SP:Iteration 8Q (104.254289 sec): 3 clusters Score: Raw -26267.083336 + Penalty 1888.199571 = -24378.883765 nChanged 9 SP:Iteration 9Q (104.255114 sec): 3 clusters Score: Raw -26280.666440 + Penalty 1887.406836 = -24393.259604 nChanged 7 SP:Iteration 10F (104.255978 sec): 3 clusters Score: Raw -26289.179320 + Penalty 1886.545135 = -24402.634185 nChanged 5 SP:Iteration 11Q (104.256787 sec): 3 clusters Score: Raw -26293.287196 + Penalty 1885.690349 = -24407.596847 nChanged 3 SP:Iteration 12Q (104.257625 sec): 3 clusters Score: Raw -26295.243755 + Penalty 1884.420400 = -24410.823355 nChanged 4 SP:Iteration 13Q (104.258431 sec): 3 clusters Score: Raw -26299.029629 + Penalty 1883.915384 = -24415.114245 nChanged 3 SP:Iteration 14Q (104.259231 sec): 3 clusters Score: Raw -26301.780852 + Penalty 1883.548734 = -24418.232117 nChanged 1 SP:Iteration 15Q (104.260029 sec): 3 clusters Score: Raw -26301.697118 + Penalty 1882.779111 = -24418.918008 nChanged 2 SP:Iteration 16Q (104.260825 sec): 3 clusters Score: Raw -26302.119913 + Penalty 1882.091646 = -24420.028266 nChanged 2 SP:Iteration 17Q (104.261619 sec): 3 clusters Score: Raw -26306.036761 + Penalty 1880.025426 = -24426.011335 nChanged 5 SP:Iteration 18Q (104.262411 sec): 3 clusters Score: Raw -26309.674943 + Penalty 1880.511451 = -24429.163492 nChanged 1 SP:Iteration 19Q (104.263198 sec): 3 clusters Score: Raw -26320.977534 + Penalty 1880.537424 = -24440.440110 nChanged 2 SP:Iteration 20F (104.264061 sec): 3 clusters Score: Raw -26327.532338 + Penalty 1881.563495 = -24445.968844 nChanged 2 SP:Iteration 21Q (104.264850 sec): 3 clusters Score: Raw -26336.052506 + Penalty 1881.563495 = -24454.489012 nChanged 0 SP:Iteration 22F (104.265715 sec): 3 clusters Score: Raw -26336.052506 + Penalty 1881.563495 = -24454.489012 nChanged 0 Time taken for this iteration:103.249882 seconds. 300->38 Clusters: Score -2006735.588425, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 194 (time per iteration =537.684180 ms) Total iterations: 2202 (time per iteration =47.370904 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 5851171875.000000 (time per metric unit =17.827323ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 146279296875.000000 (time per metric unit=713.092920ps) That took 104.310731 seconds. FileBase PeterP-2014-03-27_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 0.56 and 0.84 GB of RAM. Memory request: 0.28 GB would take us to total of 0.28 GB. ---------------------------------------------------------- Loaded 61373 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 61373 points ------ Starting initial clusters from distinct float masks Not enough masks (249) to generate starting clusters (300), so starting with (250) clusters instead. Assigned 250 initial classes from 249 unique masks. Deleting Class 234 (2 points): Lose 45.038185 but Gain 1715.328027 Iteration 0F (8.760683 sec): 249 clusters Score: Raw -3095805.377093 + Penalty 279105.529889 = -2816699.847205 nChanged 10809 Deleting Class 249 (1 points): Lose 7.934914 but Gain 1674.385162 Iteration 1F (15.728541 sec): 248 clusters Score: Raw -3113501.391585 + Penalty 277573.306896 = -2835928.084690 nChanged 3111 Deleting Class 223 (2 points): Lose 30.420896 but Gain 1664.982523 Iteration 2F (22.660900 sec): 247 clusters Score: Raw -3118799.480959 + Penalty 275788.858804 = -2843010.622155 nChanged 1893 Deleting Class 126 (6 points): Lose 127.904440 but Gain 1702.362379 Iteration 3Q (23.553276 sec): 246 clusters Score: Raw -3121619.760212 + Penalty 273880.431085 = -2847739.329126 nChanged 1470 Deleting Class 225 (4 points): Lose 66.737098 but Gain 1608.358626 Iteration 4Q (24.380508 sec): 245 clusters Score: Raw -3123316.578760 + Penalty 272214.229943 = -2851102.348817 nChanged 1111 Deleting Class 242 (1 points): Lose 7.894000 but Gain 1540.691512 Iteration 5Q (25.149618 sec): 244 clusters Score: Raw -3124368.137424 + Penalty 270795.905916 = -2853572.231509 nChanged 877 Deleting Class 196 (9 points): Lose 157.063042 but Gain 1672.709675 Iteration 6Q (25.876825 sec): 243 clusters Score: Raw -3125090.631502 + Penalty 269130.872804 = -2855959.758698 nChanged 822 Deleting Class 164 (5 points): Lose 89.661818 but Gain 1591.943194 Iteration 7Q (26.592453 sec): 242 clusters Score: Raw -3125786.509815 + Penalty 267518.238827 = -2858268.270989 nChanged 699 Deleting Class 230 (3 points): Lose 56.254383 but Gain 1555.878690 Iteration 8Q (27.288915 sec): 241 clusters Score: Raw -3126376.095819 + Penalty 266005.624430 = -2860370.471390 nChanged 586 Deleting Class 155 (5 points): Lose 74.945188 but Gain 1571.456611 Iteration 9Q (27.962602 sec): 240 clusters Score: Raw -3126805.889053 + Penalty 264490.767599 = -2862315.121454 nChanged 519 Deleting Class 124 (26 points): Lose 226.552567 but Gain 1732.196827 Iteration 10F (34.765495 sec): 239 clusters Score: Raw -3127200.054327 + Penalty 262988.145526 = -2864211.908801 nChanged 574 Deleting Class 132 (11 points): Lose 202.992103 but Gain 1699.478221 Iteration 11Q (35.442207 sec): 238 clusters Score: Raw -3127880.151539 + Penalty 261261.711440 = -2866618.440098 nChanged 568 Deleting Class 241 (1 points): Lose 8.388887 but Gain 1500.716398 Iteration 12Q (36.110639 sec): 237 clusters Score: Raw -3128692.103318 + Penalty 259660.031521 = -2869032.071797 nChanged 530 Deleting Class 232 (2 points): Lose 31.268739 but Gain 1514.391287 Iteration 13Q (36.771034 sec): 236 clusters Score: Raw -3129356.107409 + Penalty 258059.916681 = -2871296.190728 nChanged 535 Deleting Class 211 (2 points): Lose 29.462469 but Gain 1511.436762 Iteration 14Q (37.429186 sec): 235 clusters Score: Raw -3129979.778079 + Penalty 256401.901762 = -2873577.876316 nChanged 470 Deleting Class 187 (17 points): Lose 178.060950 but Gain 1645.683107 Iteration 15Q (38.069866 sec): 234 clusters Score: Raw -3130220.915934 + Penalty 254720.844479 = -2875500.071455 nChanged 449 Deleting Class 248 (2 points): Lose 17.841398 but Gain 1482.481173 Iteration 16Q (38.704243 sec): 233 clusters Score: Raw -3130450.432367 + Penalty 253158.610593 = -2877291.821774 nChanged 329 Deleting Class 224 (8 points): Lose 122.755642 but Gain 1585.031500 Iteration 17Q (39.320947 sec): 232 clusters Score: Raw -3130484.721611 + Penalty 251572.157824 = -2878912.563787 nChanged 273 Deleting Class 145 (3 points): Lose 31.465011 but Gain 1493.716865 Iteration 18Q (39.933107 sec): 231 clusters Score: Raw -3130614.234572 + Penalty 250058.625551 = -2880555.609021 nChanged 250 Deleting Class 217 (4 points): Lose 90.852043 but Gain 1548.135147 Iteration 19Q (40.534993 sec): 230 clusters Score: Raw -3130636.418283 + Penalty 248525.331262 = -2882111.087020 nChanged 200 Writing temp clu file Memory request: 0.28 GB would take us to total of 0.56 GB. Compute initial score before splitting: Score: Raw -3130636.418283 + Penalty 248525.331262 = -2882111.087020Memory request: 0.03 GB would take us to total of 0.59 GB. Trying to split cluster 1 (6471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.773437 sec): 2 clusters Score: Raw -356565.148034 + Penalty 141.945619 = -356423.202415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.785386 sec): 3 clusters Score: Raw -352310.054420 + Penalty 348.105443 = -351961.948977 nChanged 3073 SP:Iteration 1F (40.797043 sec): 3 clusters Score: Raw -356082.984941 + Penalty 355.043751 = -355727.941190 nChanged 327 SP:Iteration 2F (40.808464 sec): 3 clusters Score: Raw -356376.342007 + Penalty 364.095451 = -356012.246555 nChanged 98 SP:Iteration 3Q (40.818125 sec): 3 clusters Score: Raw -356437.812812 + Penalty 372.389502 = -356065.423310 nChanged 60 SP:Iteration 4Q (40.827585 sec): 3 clusters Score: Raw -356470.973141 + Penalty 383.128903 = -356087.844238 nChanged 45 SP:Iteration 5Q (40.837049 sec): 3 clusters Score: Raw -356498.120905 + Penalty 394.262192 = -356103.858713 nChanged 46 SP:Iteration 6Q (40.846324 sec): 3 clusters Score: Raw -356535.432228 + Penalty 400.200496 = -356135.231732 nChanged 31 SP:Iteration 7Q (40.855457 sec): 3 clusters Score: Raw -356556.138696 + Penalty 409.158500 = -356146.980196 nChanged 22 SP:Iteration 8Q (40.864526 sec): 3 clusters Score: Raw -356568.490466 + Penalty 417.569736 = -356150.920729 nChanged 15 SP:Iteration 9Q (40.873541 sec): 3 clusters Score: Raw -356576.822015 + Penalty 416.852657 = -356159.969358 nChanged 8 SP:Iteration 10F (40.885071 sec): 3 clusters Score: Raw -356580.563531 + Penalty 421.510581 = -356159.052950 nChanged 10 SP:Iteration 11F (40.896503 sec): 3 clusters Score: Raw -356583.781961 + Penalty 424.676027 = -356159.105934 nChanged 6 SP:Iteration 12Q (40.905438 sec): 3 clusters Score: Raw -356585.809028 + Penalty 427.462804 = -356158.346224 nChanged 4 SP:Iteration 13F (40.916851 sec): 3 clusters Score: Raw -356586.645010 + Penalty 427.462804 = -356159.182206 nChanged 0 Memory request: 0.03 GB would take us to total of 0.58 GB. Trying to split cluster 2 (4999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.935351 sec): 2 clusters Score: Raw -276458.901479 + Penalty 200.944275 = -276257.957204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.944638 sec): 3 clusters Score: Raw -273185.108762 + Penalty 417.233810 = -272767.874952 nChanged 2293 SP:Iteration 1F (40.953687 sec): 3 clusters Score: Raw -274724.886660 + Penalty 439.889274 = -274284.997386 nChanged 810 SP:Iteration 2F (40.962889 sec): 3 clusters Score: Raw -275380.654026 + Penalty 468.537627 = -274912.116399 nChanged 450 SP:Iteration 3F (40.971884 sec): 3 clusters Score: Raw -275855.948053 + Penalty 483.996529 = -275371.951524 nChanged 238 SP:Iteration 4Q (40.981300 sec): 3 clusters Score: Raw -276207.414991 + Penalty 485.384693 = -275722.030298 nChanged 83 SP:Iteration 5Q (40.990099 sec): 3 clusters Score: Raw -276297.823196 + Penalty 479.571218 = -275818.251979 nChanged 53 SP:Iteration 6Q (40.998128 sec): 3 clusters Score: Raw -276349.438771 + Penalty 469.882138 = -275879.556633 nChanged 44 SP:Iteration 7Q (41.005719 sec): 3 clusters Score: Raw -276383.222191 + Penalty 462.659319 = -275920.562873 nChanged 36 SP:Iteration 8Q (41.013199 sec): 3 clusters Score: Raw -276406.924017 + Penalty 454.474648 = -275952.449370 nChanged 23 SP:Iteration 9Q (41.020606 sec): 3 clusters Score: Raw -276421.306304 + Penalty 450.802322 = -275970.503982 nChanged 18 SP:Iteration 10F (41.029622 sec): 3 clusters Score: Raw -276431.314777 + Penalty 445.028469 = -275986.286308 nChanged 16 SP:Iteration 11Q (41.036949 sec): 3 clusters Score: Raw -276438.916225 + Penalty 445.286411 = -275993.629814 nChanged 16 SP:Iteration 12Q (41.044377 sec): 3 clusters Score: Raw -276445.361494 + Penalty 445.966438 = -275999.395056 nChanged 11 SP:Iteration 13Q (41.051705 sec): 3 clusters Score: Raw -276447.762809 + Penalty 449.162635 = -275998.600174 nChanged 7 SP:Iteration 14F (41.060683 sec): 3 clusters Score: Raw -276449.015708 + Penalty 454.241173 = -275994.774535 nChanged 7 SP:Iteration 15F (41.069657 sec): 3 clusters Score: Raw -276450.330487 + Penalty 455.505718 = -275994.824768 nChanged 11 SP:Iteration 16Q (41.076899 sec): 3 clusters Score: Raw -276452.799175 + Penalty 459.978584 = -275992.820592 nChanged 13 SP:Iteration 17F (41.086014 sec): 3 clusters Score: Raw -276457.214027 + Penalty 467.041890 = -275990.172137 nChanged 15 SP:Iteration 18F (41.095431 sec): 3 clusters Score: Raw -276461.914183 + Penalty 471.744641 = -275990.169542 nChanged 9 SP:Iteration 19F (41.104448 sec): 3 clusters Score: Raw -276464.318995 + Penalty 470.501168 = -275993.817826 nChanged 5 SP:Iteration 20F (41.113424 sec): 3 clusters Score: Raw -276466.051618 + Penalty 471.855256 = -275994.196363 nChanged 4 SP:Iteration 21Q (41.120592 sec): 3 clusters Score: Raw -276466.982500 + Penalty 473.681069 = -275993.301431 nChanged 2 SP:Iteration 22F (41.129550 sec): 3 clusters Score: Raw -276467.097719 + Penalty 473.792435 = -275993.305284 nChanged 1 SP:Iteration 23Q (41.136718 sec): 3 clusters Score: Raw -276467.222484 + Penalty 474.736686 = -275992.485798 nChanged 1 SP:Iteration 24F (41.145734 sec): 3 clusters Score: Raw -276467.257536 + Penalty 474.852938 = -275992.404598 nChanged 1 SP:Iteration 25F (41.154738 sec): 3 clusters Score: Raw -276467.434785 + Penalty 474.852938 = -275992.581847 nChanged 0 Memory request: 0.06 GB would take us to total of 0.62 GB. Trying to split cluster 3 (12880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.214153 sec): 2 clusters Score: Raw -683512.800165 + Penalty 104.064294 = -683408.735871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.237804 sec): 3 clusters Score: Raw -674908.212821 + Penalty 223.554248 = -674684.658573 nChanged 6183 SP:Iteration 1F (41.261385 sec): 3 clusters Score: Raw -680151.455707 + Penalty 221.876159 = -679929.579548 nChanged 1184 SP:Iteration 2F (41.284859 sec): 3 clusters Score: Raw -681003.252591 + Penalty 217.324313 = -680785.928278 nChanged 882 SP:Iteration 3F (41.308638 sec): 3 clusters Score: Raw -682017.306770 + Penalty 211.879630 = -681805.427140 nChanged 1023 SP:Iteration 4F (41.331968 sec): 3 clusters Score: Raw -682826.825832 + Penalty 210.114762 = -682616.711070 nChanged 632 SP:Iteration 5Q (41.354684 sec): 3 clusters Score: Raw -683121.924448 + Penalty 209.206208 = -682912.718240 nChanged 428 SP:Iteration 6Q (41.377232 sec): 3 clusters Score: Raw -683292.209835 + Penalty 208.838814 = -683083.371021 nChanged 314 SP:Iteration 7Q (41.400306 sec): 3 clusters Score: Raw -683419.385539 + Penalty 208.519378 = -683210.866161 nChanged 275 SP:Iteration 8Q (41.422816 sec): 3 clusters Score: Raw -683529.220844 + Penalty 208.230511 = -683320.990334 nChanged 258 SP:Iteration 9Q (41.445238 sec): 3 clusters Score: Raw -683633.190797 + Penalty 207.879144 = -683425.311653 nChanged 263 SP:Iteration 10F (41.468647 sec): 3 clusters Score: Raw -683745.422563 + Penalty 207.392363 = -683538.030199 nChanged 272 SP:Iteration 11Q (41.491377 sec): 3 clusters Score: Raw -683866.541420 + Penalty 206.957405 = -683659.584016 nChanged 277 SP:Iteration 12Q (41.514289 sec): 3 clusters Score: Raw -683991.814095 + Penalty 206.436811 = -683785.377284 nChanged 259 SP:Iteration 13Q (41.536841 sec): 3 clusters Score: Raw -684106.362129 + Penalty 205.973706 = -683900.388423 nChanged 237 SP:Iteration 14Q (41.559624 sec): 3 clusters Score: Raw -684206.795553 + Penalty 205.112095 = -684001.683459 nChanged 237 SP:Iteration 15Q (41.581926 sec): 3 clusters Score: Raw -684309.514933 + Penalty 204.442438 = -684105.072495 nChanged 196 SP:Iteration 16Q (41.603850 sec): 3 clusters Score: Raw -684379.801466 + Penalty 203.706226 = -684176.095240 nChanged 142 SP:Iteration 17Q (41.625395 sec): 3 clusters Score: Raw -684423.789319 + Penalty 202.994128 = -684220.795191 nChanged 139 SP:Iteration 18Q (41.646545 sec): 3 clusters Score: Raw -684464.481938 + Penalty 202.244304 = -684262.237634 nChanged 124 SP:Iteration 19Q (41.667678 sec): 3 clusters Score: Raw -684493.730563 + Penalty 201.644723 = -684292.085840 nChanged 96 SP:Iteration 20F (41.691026 sec): 3 clusters Score: Raw -684512.703114 + Penalty 201.010611 = -684311.692503 nChanged 90 SP:Iteration 21Q (41.712889 sec): 3 clusters Score: Raw -684532.312846 + Penalty 200.395269 = -684331.917577 nChanged 82 SP:Iteration 22Q (41.734067 sec): 3 clusters Score: Raw -684549.402901 + Penalty 199.755026 = -684349.647875 nChanged 65 SP:Iteration 23Q (41.755584 sec): 3 clusters Score: Raw -684561.087738 + Penalty 199.274881 = -684361.812857 nChanged 55 SP:Iteration 24Q (41.776717 sec): 3 clusters Score: Raw -684569.329555 + Penalty 198.761328 = -684370.568227 nChanged 46 SP:Iteration 25Q (41.797847 sec): 3 clusters Score: Raw -684574.547028 + Penalty 198.295280 = -684376.251748 nChanged 45 SP:Iteration 26Q (41.819406 sec): 3 clusters Score: Raw -684580.291268 + Penalty 197.805133 = -684382.486136 nChanged 44 SP:Iteration 27Q (41.840272 sec): 3 clusters Score: Raw -684585.922096 + Penalty 197.371122 = -684388.550973 nChanged 40 SP:Iteration 28Q (41.861433 sec): 3 clusters Score: Raw -684590.882686 + Penalty 196.733450 = -684394.149236 nChanged 35 SP:Iteration 29Q (41.882174 sec): 3 clusters Score: Raw -684595.382616 + Penalty 196.206108 = -684399.176508 nChanged 29 SP:Iteration 30F (41.905228 sec): 3 clusters Score: Raw -684598.692344 + Penalty 195.791888 = -684402.900456 nChanged 26 SP:Iteration 31Q (41.926421 sec): 3 clusters Score: Raw -684600.653507 + Penalty 195.527361 = -684405.126146 nChanged 19 SP:Iteration 32Q (41.947392 sec): 3 clusters Score: Raw -684601.860422 + Penalty 195.297012 = -684406.563410 nChanged 18 SP:Iteration 33Q (41.968482 sec): 3 clusters Score: Raw -684603.000028 + Penalty 195.181777 = -684407.818250 nChanged 14 SP:Iteration 34Q (41.989304 sec): 3 clusters Score: Raw -684603.994984 + Penalty 194.897771 = -684409.097213 nChanged 16 SP:Iteration 35Q (42.010931 sec): 3 clusters Score: Raw -684605.157185 + Penalty 194.810089 = -684410.347097 nChanged 11 SP:Iteration 36Q (42.032152 sec): 3 clusters Score: Raw -684605.430545 + Penalty 194.776602 = -684410.653943 nChanged 8 SP:Iteration 37Q (42.052974 sec): 3 clusters Score: Raw -684605.563092 + Penalty 194.730711 = -684410.832380 nChanged 5 SP:Iteration 38Q (42.073850 sec): 3 clusters Score: Raw -684605.713872 + Penalty 194.705544 = -684411.008328 nChanged 4 SP:Iteration 39Q (42.094668 sec): 3 clusters Score: Raw -684605.774011 + Penalty 194.678937 = -684411.095073 nChanged 3 SP:Iteration 40F (42.118039 sec): 3 clusters Score: Raw -684605.808774 + Penalty 194.651717 = -684411.157058 nChanged 3 SP:Iteration 41Q (42.138812 sec): 3 clusters Score: Raw -684605.848410 + Penalty 194.643689 = -684411.204720 nChanged 1 SP:Iteration 42Q (42.159710 sec): 3 clusters Score: Raw -684605.854936 + Penalty 194.631810 = -684411.223126 nChanged 1 SP:Iteration 43Q (42.181070 sec): 3 clusters Score: Raw -684605.854025 + Penalty 194.634304 = -684411.219721 nChanged 1 SP:Iteration 44F (42.204178 sec): 3 clusters Score: Raw -684605.873705 + Penalty 194.621341 = -684411.252364 nChanged 2 SP:Iteration 45Q (42.225304 sec): 3 clusters Score: Raw -684605.903734 + Penalty 194.611158 = -684411.292576 nChanged 2 SP:Iteration 46Q (42.246132 sec): 3 clusters Score: Raw -684605.959660 + Penalty 194.525338 = -684411.434322 nChanged 2 SP:Iteration 47Q (42.267077 sec): 3 clusters Score: Raw -684605.979797 + Penalty 194.522659 = -684411.457138 nChanged 2 SP:Iteration 48Q (42.287973 sec): 3 clusters Score: Raw -684605.997360 + Penalty 194.522659 = -684411.474700 nChanged 0 SP:Iteration 49F (42.311062 sec): 3 clusters Score: Raw -684605.997360 + Penalty 194.522659 = -684411.474700 nChanged 0 Score: Raw -3179428.597409 + Penalty 248630.713615 = -2930797.883794 Splitting cluster 3 changes total score from -2882111.087020 to -2930797.883794 So it's getting split into cluster 124. Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 4 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.795719 sec): 2 clusters Score: Raw -14722.498195 + Penalty 387.463246 = -14335.034949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.796434 sec): 3 clusters Score: Raw -14630.176670 + Penalty 776.155832 = -13854.020838 nChanged 71 SP:Iteration 1F (48.797120 sec): 3 clusters Score: Raw -14700.342027 + Penalty 779.773495 = -13920.568532 nChanged 31 SP:Iteration 2F (48.797820 sec): 3 clusters Score: Raw -14731.086512 + Penalty 782.340299 = -13948.746213 nChanged 10 SP:Iteration 3Q (48.798509 sec): 3 clusters Score: Raw -14740.893038 + Penalty 786.116815 = -13954.776223 nChanged 8 SP:Iteration 4Q (48.799201 sec): 3 clusters Score: Raw -14753.632910 + Penalty 786.479180 = -13967.153730 nChanged 4 SP:Iteration 5Q (48.799888 sec): 3 clusters Score: Raw -14757.938504 + Penalty 785.752126 = -13972.186378 nChanged 3 SP:Iteration 6Q (48.800575 sec): 3 clusters Score: Raw -14759.709763 + Penalty 787.143602 = -13972.566161 nChanged 2 SP:Iteration 7Q (48.801260 sec): 3 clusters Score: Raw -14761.503090 + Penalty 787.405078 = -13974.098012 nChanged 1 SP:Iteration 8Q (48.801944 sec): 3 clusters Score: Raw -14762.893748 + Penalty 787.405078 = -13975.488670 nChanged 0 SP:Iteration 9F (48.802642 sec): 3 clusters Score: Raw -14762.893748 + Penalty 787.405078 = -13975.488670 nChanged 0 Memory request: 0.02 GB would take us to total of 0.57 GB. Trying to split cluster 5 (3050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.816034 sec): 2 clusters Score: Raw -165886.276002 + Penalty 120.342421 = -165765.933581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.821670 sec): 3 clusters Score: Raw -163871.570033 + Penalty 260.747347 = -163610.822686 nChanged 1442 SP:Iteration 1F (48.827238 sec): 3 clusters Score: Raw -165183.132283 + Penalty 272.115220 = -164911.017063 nChanged 438 SP:Iteration 2F (48.832719 sec): 3 clusters Score: Raw -165576.334994 + Penalty 283.751390 = -165292.583604 nChanged 176 SP:Iteration 3F (48.838139 sec): 3 clusters Score: Raw -165736.505642 + Penalty 301.418454 = -165435.087189 nChanged 89 SP:Iteration 4Q (48.843568 sec): 3 clusters Score: Raw -165823.554776 + Penalty 338.266158 = -165485.288617 nChanged 48 SP:Iteration 5Q (48.848914 sec): 3 clusters Score: Raw -165876.213503 + Penalty 366.716281 = -165509.497222 nChanged 23 SP:Iteration 6Q (48.854156 sec): 3 clusters Score: Raw -165926.899104 + Penalty 367.016849 = -165559.882255 nChanged 5 SP:Iteration 7Q (48.858730 sec): 3 clusters Score: Raw -165957.538525 + Penalty 359.383031 = -165598.155494 nChanged 1 SP:Iteration 8Q (48.863053 sec): 3 clusters Score: Raw -165965.598270 + Penalty 357.771847 = -165607.826423 nChanged 4 SP:Iteration 9Q (48.867471 sec): 3 clusters Score: Raw -165966.522439 + Penalty 355.846490 = -165610.675948 nChanged 1 SP:Iteration 10F (48.872941 sec): 3 clusters Score: Raw -165966.573112 + Penalty 355.846490 = -165610.726622 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 6 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.877870 sec): 2 clusters Score: Raw -8707.221488 + Penalty 229.438596 = -8477.782891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.878398 sec): 3 clusters Score: Raw -8649.233041 + Penalty 461.592286 = -8187.640755 nChanged 39 SP:Iteration 1F (48.878909 sec): 3 clusters Score: Raw -8683.090873 + Penalty 475.000268 = -8208.090605 nChanged 16 SP:Iteration 2F (48.879422 sec): 3 clusters Score: Raw -8717.175545 + Penalty 488.335681 = -8228.839864 nChanged 9 SP:Iteration 3F (48.879932 sec): 3 clusters Score: Raw -8733.113884 + Penalty 492.187428 = -8240.926456 nChanged 2 SP:Iteration 4Q (48.880423 sec): 3 clusters Score: Raw -8734.894531 + Penalty 494.682610 = -8240.211921 nChanged 1 SP:Iteration 5F (48.880932 sec): 3 clusters Score: Raw -8736.075293 + Penalty 499.697294 = -8236.377999 nChanged 3 SP:Iteration 6F (48.881436 sec): 3 clusters Score: Raw -8739.348721 + Penalty 499.697294 = -8239.651427 nChanged 0 Memory request: 0.02 GB would take us to total of 0.57 GB. Trying to split cluster 7 (2851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.890774 sec): 2 clusters Score: Raw -157271.487430 + Penalty 446.367103 = -156825.120327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.896233 sec): 3 clusters Score: Raw -155532.871941 + Penalty 888.345416 = -154644.526525 nChanged 1229 SP:Iteration 1F (48.901460 sec): 3 clusters Score: Raw -156160.820502 + Penalty 882.904681 = -155277.915821 nChanged 369 SP:Iteration 2F (48.906787 sec): 3 clusters Score: Raw -156418.341316 + Penalty 880.784739 = -155537.556577 nChanged 247 SP:Iteration 3F (48.912004 sec): 3 clusters Score: Raw -156598.125971 + Penalty 880.650707 = -155717.475264 nChanged 188 SP:Iteration 4F (48.917210 sec): 3 clusters Score: Raw -156744.051970 + Penalty 880.863110 = -155863.188859 nChanged 166 SP:Iteration 5F (48.922466 sec): 3 clusters Score: Raw -156863.866714 + Penalty 880.038828 = -155983.827887 nChanged 115 SP:Iteration 6Q (48.927659 sec): 3 clusters Score: Raw -156943.115905 + Penalty 880.874028 = -156062.241877 nChanged 90 SP:Iteration 7Q (48.932804 sec): 3 clusters Score: Raw -156991.939813 + Penalty 881.749981 = -156110.189832 nChanged 60 SP:Iteration 8Q (48.937878 sec): 3 clusters Score: Raw -157012.779020 + Penalty 882.935790 = -156129.843230 nChanged 35 SP:Iteration 9Q (48.942922 sec): 3 clusters Score: Raw -157021.907817 + Penalty 883.300139 = -156138.607678 nChanged 24 SP:Iteration 10F (48.948119 sec): 3 clusters Score: Raw -157027.727139 + Penalty 882.791499 = -156144.935641 nChanged 20 SP:Iteration 11Q (48.953174 sec): 3 clusters Score: Raw -157033.722988 + Penalty 882.892627 = -156150.830361 nChanged 24 SP:Iteration 12Q (48.958301 sec): 3 clusters Score: Raw -157040.309180 + Penalty 882.783666 = -156157.525514 nChanged 18 SP:Iteration 13Q (48.963306 sec): 3 clusters Score: Raw -157044.491156 + Penalty 881.761989 = -156162.729167 nChanged 14 SP:Iteration 14Q (48.968320 sec): 3 clusters Score: Raw -157047.368912 + Penalty 880.429045 = -156166.939867 nChanged 14 SP:Iteration 15Q (48.973335 sec): 3 clusters Score: Raw -157051.648185 + Penalty 878.868602 = -156172.779583 nChanged 22 SP:Iteration 16Q (48.978486 sec): 3 clusters Score: Raw -157059.310609 + Penalty 878.416752 = -156180.893856 nChanged 19 SP:Iteration 17Q (48.983465 sec): 3 clusters Score: Raw -157062.985276 + Penalty 878.071726 = -156184.913551 nChanged 14 SP:Iteration 18Q (48.988463 sec): 3 clusters Score: Raw -157067.996278 + Penalty 877.668291 = -156190.327987 nChanged 22 SP:Iteration 19Q (48.993423 sec): 3 clusters Score: Raw -157073.928087 + Penalty 878.639651 = -156195.288436 nChanged 23 SP:Iteration 20F (48.998640 sec): 3 clusters Score: Raw -157079.079859 + Penalty 879.945468 = -156199.134391 nChanged 14 SP:Iteration 21Q (49.003589 sec): 3 clusters Score: Raw -157083.487571 + Penalty 878.842406 = -156204.645165 nChanged 18 SP:Iteration 22Q (49.008556 sec): 3 clusters Score: Raw -157091.516775 + Penalty 878.691116 = -156212.825659 nChanged 20 SP:Iteration 23Q (49.013489 sec): 3 clusters Score: Raw -157102.333927 + Penalty 878.173767 = -156224.160160 nChanged 21 SP:Iteration 24Q (49.018415 sec): 3 clusters Score: Raw -157109.487332 + Penalty 876.416264 = -156233.071068 nChanged 17 SP:Iteration 25Q (49.023355 sec): 3 clusters Score: Raw -157115.479624 + Penalty 875.305457 = -156240.174166 nChanged 21 SP:Iteration 26Q (49.028384 sec): 3 clusters Score: Raw -157122.112991 + Penalty 874.949629 = -156247.163362 nChanged 18 SP:Iteration 27Q (49.033281 sec): 3 clusters Score: Raw -157127.475758 + Penalty 874.609962 = -156252.865795 nChanged 14 SP:Iteration 28Q (49.038158 sec): 3 clusters Score: Raw -157130.652913 + Penalty 875.271797 = -156255.381116 nChanged 10 SP:Iteration 29Q (49.043033 sec): 3 clusters Score: Raw -157132.857304 + Penalty 875.441639 = -156257.415665 nChanged 11 SP:Iteration 30F (49.048224 sec): 3 clusters Score: Raw -157134.858499 + Penalty 875.537072 = -156259.321427 nChanged 10 SP:Iteration 31Q (49.053089 sec): 3 clusters Score: Raw -157136.682218 + Penalty 875.294718 = -156261.387499 nChanged 6 SP:Iteration 32Q (49.057987 sec): 3 clusters Score: Raw -157138.027742 + Penalty 874.790437 = -156263.237305 nChanged 5 SP:Iteration 33Q (49.062844 sec): 3 clusters Score: Raw -157138.551782 + Penalty 873.875324 = -156264.676458 nChanged 4 SP:Iteration 34Q (49.067689 sec): 3 clusters Score: Raw -157139.043255 + Penalty 872.432045 = -156266.611210 nChanged 6 SP:Iteration 35Q (49.072539 sec): 3 clusters Score: Raw -157139.724282 + Penalty 871.893892 = -156267.830390 nChanged 3 SP:Iteration 36Q (49.077423 sec): 3 clusters Score: Raw -157139.967959 + Penalty 872.229450 = -156267.738509 nChanged 2 SP:Iteration 37F (49.082930 sec): 3 clusters Score: Raw -157140.205029 + Penalty 871.413513 = -156268.791516 nChanged 2 SP:Iteration 38Q (49.087835 sec): 3 clusters Score: Raw -157140.532227 + Penalty 871.413513 = -156269.118715 nChanged 0 SP:Iteration 39F (49.093037 sec): 3 clusters Score: Raw -157140.532227 + Penalty 871.413513 = -156269.118715 nChanged 0 Memory request: 0.03 GB would take us to total of 0.58 GB. Trying to split cluster 8 (5025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.117238 sec): 2 clusters Score: Raw -274975.863186 + Penalty 154.552768 = -274821.310418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.126742 sec): 3 clusters Score: Raw -271732.790339 + Penalty 311.284221 = -271421.506118 nChanged 2362 SP:Iteration 1F (49.135739 sec): 3 clusters Score: Raw -273272.162677 + Penalty 319.225164 = -272952.937513 nChanged 669 SP:Iteration 2F (49.144689 sec): 3 clusters Score: Raw -273842.096967 + Penalty 325.897336 = -273516.199631 nChanged 467 SP:Iteration 3F (49.153617 sec): 3 clusters Score: Raw -274287.437609 + Penalty 320.336410 = -273967.101199 nChanged 308 SP:Iteration 4F (49.162573 sec): 3 clusters Score: Raw -274605.561195 + Penalty 308.407131 = -274297.154064 nChanged 197 SP:Iteration 5Q (49.171561 sec): 3 clusters Score: Raw -274838.417129 + Penalty 299.247554 = -274539.169575 nChanged 96 SP:Iteration 6Q (49.180547 sec): 3 clusters Score: Raw -275021.790872 + Penalty 296.530535 = -274725.260337 nChanged 72 SP:Iteration 7Q (49.188454 sec): 3 clusters Score: Raw -275127.586243 + Penalty 296.063653 = -274831.522591 nChanged 53 SP:Iteration 8Q (49.195928 sec): 3 clusters Score: Raw -275163.183328 + Penalty 294.254391 = -274868.928937 nChanged 30 SP:Iteration 9Q (49.203519 sec): 3 clusters Score: Raw -275172.019882 + Penalty 294.024114 = -274877.995768 nChanged 19 SP:Iteration 10F (49.212472 sec): 3 clusters Score: Raw -275177.836418 + Penalty 295.175063 = -274882.661355 nChanged 14 SP:Iteration 11Q (49.219915 sec): 3 clusters Score: Raw -275181.125132 + Penalty 293.785596 = -274887.339536 nChanged 11 SP:Iteration 12Q (49.227394 sec): 3 clusters Score: Raw -275183.614321 + Penalty 293.593155 = -274890.021167 nChanged 12 SP:Iteration 13Q (49.234938 sec): 3 clusters Score: Raw -275185.688940 + Penalty 292.901344 = -274892.787596 nChanged 14 SP:Iteration 14Q (49.242388 sec): 3 clusters Score: Raw -275188.190379 + Penalty 293.990198 = -274894.200181 nChanged 17 SP:Iteration 15Q (49.249824 sec): 3 clusters Score: Raw -275192.017938 + Penalty 293.506611 = -274898.511327 nChanged 14 SP:Iteration 16Q (49.257355 sec): 3 clusters Score: Raw -275194.432774 + Penalty 293.253968 = -274901.178805 nChanged 11 SP:Iteration 17Q (49.264951 sec): 3 clusters Score: Raw -275195.984235 + Penalty 293.266423 = -274902.717812 nChanged 6 SP:Iteration 18Q (49.272489 sec): 3 clusters Score: Raw -275196.749736 + Penalty 293.973706 = -274902.776030 nChanged 7 SP:Iteration 19Q (49.280043 sec): 3 clusters Score: Raw -275197.310803 + Penalty 293.800202 = -274903.510601 nChanged 3 SP:Iteration 20F (49.289420 sec): 3 clusters Score: Raw -275197.410316 + Penalty 293.832024 = -274903.578292 nChanged 1 SP:Iteration 21Q (49.297094 sec): 3 clusters Score: Raw -275197.436519 + Penalty 293.832024 = -274903.604495 nChanged 0 SP:Iteration 22F (49.306012 sec): 3 clusters Score: Raw -275197.436519 + Penalty 293.832024 = -274903.604495 nChanged 0 Score: Raw -3179650.174003 + Penalty 248810.892326 = -2930839.281677 Splitting cluster 8 changes total score from -2882111.087020 to -2930839.281677 So it's getting split into cluster 126. Memory request: 0.03 GB would take us to total of 0.59 GB. Trying to split cluster 9 (6896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.784964 sec): 2 clusters Score: Raw -380480.033097 + Penalty 174.957766 = -380305.075331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.797513 sec): 3 clusters Score: Raw -375932.517183 + Penalty 345.372205 = -375587.144978 nChanged 3327 SP:Iteration 1F (55.810181 sec): 3 clusters Score: Raw -378226.302734 + Penalty 336.011245 = -377890.291489 nChanged 855 SP:Iteration 2F (55.822933 sec): 3 clusters Score: Raw -378696.822582 + Penalty 327.052454 = -378369.770129 nChanged 429 SP:Iteration 3F (55.835749 sec): 3 clusters Score: Raw -378919.046777 + Penalty 319.471485 = -378599.575292 nChanged 279 SP:Iteration 4Q (55.848221 sec): 3 clusters Score: Raw -379055.264518 + Penalty 313.319785 = -378741.944733 nChanged 188 SP:Iteration 5Q (55.860662 sec): 3 clusters Score: Raw -379184.698100 + Penalty 305.279048 = -378879.419053 nChanged 224 SP:Iteration 6Q (55.872706 sec): 3 clusters Score: Raw -379358.186236 + Penalty 297.503608 = -379060.682628 nChanged 259 SP:Iteration 7Q (55.884546 sec): 3 clusters Score: Raw -379572.578965 + Penalty 288.227321 = -379284.351644 nChanged 262 SP:Iteration 8Q (55.896224 sec): 3 clusters Score: Raw -379795.965440 + Penalty 280.219560 = -379515.745880 nChanged 250 SP:Iteration 9Q (55.907497 sec): 3 clusters Score: Raw -379993.895460 + Penalty 272.531669 = -379721.363791 nChanged 198 SP:Iteration 10F (55.920057 sec): 3 clusters Score: Raw -380140.889976 + Penalty 265.877288 = -379875.012688 nChanged 151 SP:Iteration 11Q (55.930818 sec): 3 clusters Score: Raw -380235.086032 + Penalty 260.615965 = -379974.470067 nChanged 119 SP:Iteration 12Q (55.941754 sec): 3 clusters Score: Raw -380309.650030 + Penalty 256.356888 = -380053.293142 nChanged 95 SP:Iteration 13Q (55.952354 sec): 3 clusters Score: Raw -380379.027370 + Penalty 250.413682 = -380128.613688 nChanged 70 SP:Iteration 14Q (55.963485 sec): 3 clusters Score: Raw -380443.942369 + Penalty 246.781587 = -380197.160782 nChanged 46 SP:Iteration 15Q (55.973754 sec): 3 clusters Score: Raw -380498.697479 + Penalty 242.341671 = -380256.355808 nChanged 37 SP:Iteration 16Q (55.984086 sec): 3 clusters Score: Raw -380530.590424 + Penalty 240.292043 = -380290.298381 nChanged 30 SP:Iteration 17Q (55.994172 sec): 3 clusters Score: Raw -380549.206429 + Penalty 238.691557 = -380310.514872 nChanged 26 SP:Iteration 18Q (56.004369 sec): 3 clusters Score: Raw -380563.955991 + Penalty 237.583689 = -380326.372302 nChanged 22 SP:Iteration 19Q (56.014284 sec): 3 clusters Score: Raw -380570.285737 + Penalty 237.358398 = -380332.927339 nChanged 12 SP:Iteration 20F (56.026841 sec): 3 clusters Score: Raw -380572.529814 + Penalty 237.138748 = -380335.391065 nChanged 7 SP:Iteration 21Q (56.036791 sec): 3 clusters Score: Raw -380572.625200 + Penalty 237.109494 = -380335.515707 nChanged 3 SP:Iteration 22Q (56.047481 sec): 3 clusters Score: Raw -380572.444742 + Penalty 237.155640 = -380335.289102 nChanged 2 SP:Iteration 23F (56.060182 sec): 3 clusters Score: Raw -380572.616165 + Penalty 237.129244 = -380335.486921 nChanged 2 SP:Iteration 24Q (56.070249 sec): 3 clusters Score: Raw -380572.620134 + Penalty 237.072330 = -380335.547805 nChanged 1 SP:Iteration 25Q (56.080331 sec): 3 clusters Score: Raw -380572.667028 + Penalty 237.081930 = -380335.585098 nChanged 1 SP:Iteration 26Q (56.090404 sec): 3 clusters Score: Raw -380572.689269 + Penalty 237.081930 = -380335.607339 nChanged 0 SP:Iteration 27F (56.103073 sec): 3 clusters Score: Raw -380572.689269 + Penalty 237.081930 = -380335.607339 nChanged 0 Score: Raw -3179742.833587 + Penalty 248888.381333 = -2930854.452254 Splitting cluster 9 changes total score from -2882111.087020 to -2930854.452254 So it's getting split into cluster 132. Memory request: 0.01 GB would take us to total of 0.56 GB. Trying to split cluster 10 (667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.755988 sec): 2 clusters Score: Raw -38553.670463 + Penalty 156.865061 = -38396.805402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.757351 sec): 3 clusters Score: Raw -38173.775805 + Penalty 325.269215 = -37848.506590 nChanged 263 SP:Iteration 1F (62.758723 sec): 3 clusters Score: Raw -38354.060251 + Penalty 329.989472 = -38024.070780 nChanged 72 SP:Iteration 2F (62.760075 sec): 3 clusters Score: Raw -38411.879058 + Penalty 344.602909 = -38067.276150 nChanged 51 SP:Iteration 3F (62.761426 sec): 3 clusters Score: Raw -38463.241106 + Penalty 375.702901 = -38087.538205 nChanged 42 SP:Iteration 4F (62.762799 sec): 3 clusters Score: Raw -38506.347693 + Penalty 416.662774 = -38089.684919 nChanged 24 SP:Iteration 5Q (62.764124 sec): 3 clusters Score: Raw -38529.521577 + Penalty 460.664587 = -38068.856990 nChanged 14 SP:Iteration 6F (62.765475 sec): 3 clusters Score: Raw -38549.952449 + Penalty 548.180935 = -38001.771515 nChanged 12 SP:Iteration 7F (62.766829 sec): 3 clusters Score: Raw -38570.348507 + Penalty 596.162680 = -37974.185826 nChanged 4 SP:Iteration 8F (62.768185 sec): 3 clusters Score: Raw -38577.574539 + Penalty 599.641736 = -37977.932803 nChanged 1 SP:Iteration 9Q (62.769354 sec): 3 clusters Score: Raw -38578.281484 + Penalty 599.641736 = -37978.639748 nChanged 0 SP:Iteration 10F (62.770723 sec): 3 clusters Score: Raw -38578.281484 + Penalty 599.641736 = -37978.639748 nChanged 0 Memory request: 0.01 GB would take us to total of 0.57 GB. Trying to split cluster 11 (1851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.781798 sec): 2 clusters Score: Raw -102279.514439 + Penalty 206.079941 = -102073.434498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.785280 sec): 3 clusters Score: Raw -101126.758395 + Penalty 544.455594 = -100582.302801 nChanged 793 SP:Iteration 1F (62.788628 sec): 3 clusters Score: Raw -102044.572772 + Penalty 575.519313 = -101469.053459 nChanged 166 SP:Iteration 2F (62.791971 sec): 3 clusters Score: Raw -102218.772717 + Penalty 560.720826 = -101658.051891 nChanged 62 SP:Iteration 3Q (62.795134 sec): 3 clusters Score: Raw -102298.585243 + Penalty 539.099316 = -101759.485927 nChanged 55 SP:Iteration 4Q (62.798117 sec): 3 clusters Score: Raw -102352.146869 + Penalty 520.998657 = -101831.148212 nChanged 52 SP:Iteration 5Q (62.801100 sec): 3 clusters Score: Raw -102388.648505 + Penalty 513.373535 = -101875.274971 nChanged 35 SP:Iteration 6Q (62.804064 sec): 3 clusters Score: Raw -102404.639234 + Penalty 510.770602 = -101893.868632 nChanged 12 SP:Iteration 7Q (62.807031 sec): 3 clusters Score: Raw -102408.805648 + Penalty 506.550740 = -101902.254909 nChanged 15 SP:Iteration 8Q (62.810014 sec): 3 clusters Score: Raw -102413.423680 + Penalty 502.468056 = -101910.955624 nChanged 16 SP:Iteration 9Q (62.812955 sec): 3 clusters Score: Raw -102417.419712 + Penalty 499.429725 = -101917.989987 nChanged 10 SP:Iteration 10F (62.816631 sec): 3 clusters Score: Raw -102418.949144 + Penalty 498.671248 = -101920.277896 nChanged 4 SP:Iteration 11Q (62.819666 sec): 3 clusters Score: Raw -102419.416607 + Penalty 497.857560 = -101921.559047 nChanged 4 SP:Iteration 12Q (62.822661 sec): 3 clusters Score: Raw -102420.128501 + Penalty 496.995508 = -101923.132993 nChanged 4 SP:Iteration 13Q (62.825803 sec): 3 clusters Score: Raw -102420.613495 + Penalty 497.247905 = -101923.365590 nChanged 2 SP:Iteration 14Q (62.829072 sec): 3 clusters Score: Raw -102420.835801 + Penalty 497.469034 = -101923.366767 nChanged 2 SP:Iteration 15Q (62.832062 sec): 3 clusters Score: Raw -102421.383256 + Penalty 496.732714 = -101924.650542 nChanged 3 SP:Iteration 16Q (62.835048 sec): 3 clusters Score: Raw -102421.864557 + Penalty 496.540030 = -101925.324527 nChanged 1 SP:Iteration 17Q (62.838030 sec): 3 clusters Score: Raw -102421.898059 + Penalty 496.540030 = -101925.358028 nChanged 0 SP:Iteration 18F (62.841373 sec): 3 clusters Score: Raw -102421.898059 + Penalty 496.540030 = -101925.358028 nChanged 0 Memory request: 0.02 GB would take us to total of 0.58 GB. Trying to split cluster 12 (4694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.865690 sec): 2 clusters Score: Raw -258678.342692 + Penalty 130.218600 = -258548.124092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.874334 sec): 3 clusters Score: Raw -255588.601311 + Penalty 263.406081 = -255325.195229 nChanged 2200 SP:Iteration 1F (62.882738 sec): 3 clusters Score: Raw -257278.341145 + Penalty 267.615556 = -257010.725589 nChanged 609 SP:Iteration 2F (62.891139 sec): 3 clusters Score: Raw -257794.710165 + Penalty 270.936627 = -257523.773538 nChanged 313 SP:Iteration 3F (62.899455 sec): 3 clusters Score: Raw -257988.624044 + Penalty 273.484493 = -257715.139551 nChanged 176 SP:Iteration 4Q (62.907676 sec): 3 clusters Score: Raw -258082.764182 + Penalty 275.082560 = -257807.681622 nChanged 136 SP:Iteration 5Q (62.915868 sec): 3 clusters Score: Raw -258150.241655 + Penalty 276.953391 = -257873.288263 nChanged 103 SP:Iteration 6Q (62.923910 sec): 3 clusters Score: Raw -258199.485437 + Penalty 278.283116 = -257921.202321 nChanged 93 SP:Iteration 7Q (62.931882 sec): 3 clusters Score: Raw -258237.306245 + Penalty 280.217906 = -257957.088339 nChanged 75 SP:Iteration 8Q (62.939790 sec): 3 clusters Score: Raw -258263.952284 + Penalty 282.369057 = -257981.583228 nChanged 70 SP:Iteration 9Q (62.947627 sec): 3 clusters Score: Raw -258287.002604 + Penalty 284.979398 = -258002.023206 nChanged 69 SP:Iteration 10F (62.955966 sec): 3 clusters Score: Raw -258308.741939 + Penalty 286.378044 = -258022.363895 nChanged 58 SP:Iteration 11Q (62.963721 sec): 3 clusters Score: Raw -258323.336126 + Penalty 288.296614 = -258035.039513 nChanged 62 SP:Iteration 12Q (62.971554 sec): 3 clusters Score: Raw -258339.771848 + Penalty 289.701454 = -258050.070394 nChanged 57 SP:Iteration 13Q (62.979299 sec): 3 clusters Score: Raw -258356.732678 + Penalty 291.808334 = -258064.924345 nChanged 61 SP:Iteration 14Q (62.987017 sec): 3 clusters Score: Raw -258370.691115 + Penalty 293.755486 = -258076.935629 nChanged 37 SP:Iteration 15Q (62.994975 sec): 3 clusters Score: Raw -258378.515161 + Penalty 295.104451 = -258083.410711 nChanged 48 SP:Iteration 16Q (63.002512 sec): 3 clusters Score: Raw -258390.096644 + Penalty 295.611774 = -258094.484870 nChanged 47 SP:Iteration 17Q (63.009998 sec): 3 clusters Score: Raw -258402.209802 + Penalty 296.348578 = -258105.861223 nChanged 54 SP:Iteration 18Q (63.017500 sec): 3 clusters Score: Raw -258419.475598 + Penalty 297.990984 = -258121.484613 nChanged 64 SP:Iteration 19Q (63.024905 sec): 3 clusters Score: Raw -258443.187026 + Penalty 297.908171 = -258145.278855 nChanged 42 SP:Iteration 20F (63.033287 sec): 3 clusters Score: Raw -258455.423758 + Penalty 297.362606 = -258158.061152 nChanged 41 SP:Iteration 21Q (63.040585 sec): 3 clusters Score: Raw -258466.849814 + Penalty 296.510322 = -258170.339492 nChanged 36 SP:Iteration 22Q (63.047848 sec): 3 clusters Score: Raw -258477.845152 + Penalty 299.657516 = -258178.187635 nChanged 47 SP:Iteration 23Q (63.055060 sec): 3 clusters Score: Raw -258490.637083 + Penalty 299.434492 = -258191.202591 nChanged 28 SP:Iteration 24Q (63.062224 sec): 3 clusters Score: Raw -258497.598164 + Penalty 297.478545 = -258200.119619 nChanged 26 SP:Iteration 25Q (63.069408 sec): 3 clusters Score: Raw -258504.108508 + Penalty 298.117517 = -258205.990991 nChanged 30 SP:Iteration 26Q (63.076616 sec): 3 clusters Score: Raw -258514.247756 + Penalty 301.323329 = -258212.924427 nChanged 26 SP:Iteration 27Q (63.083697 sec): 3 clusters Score: Raw -258522.022084 + Penalty 302.210544 = -258219.811540 nChanged 32 SP:Iteration 28Q (63.090927 sec): 3 clusters Score: Raw -258533.187309 + Penalty 307.129948 = -258226.057361 nChanged 35 SP:Iteration 29Q (63.097938 sec): 3 clusters Score: Raw -258549.090440 + Penalty 309.893363 = -258239.197077 nChanged 32 SP:Iteration 30F (63.106242 sec): 3 clusters Score: Raw -258562.166376 + Penalty 310.285146 = -258251.881231 nChanged 25 SP:Iteration 31Q (63.113156 sec): 3 clusters Score: Raw -258570.017907 + Penalty 310.781110 = -258259.236797 nChanged 25 SP:Iteration 32Q (63.120113 sec): 3 clusters Score: Raw -258577.443672 + Penalty 316.253287 = -258261.190385 nChanged 31 SP:Iteration 33Q (63.127100 sec): 3 clusters Score: Raw -258592.248953 + Penalty 325.525385 = -258266.723568 nChanged 40 SP:Iteration 34Q (63.133928 sec): 3 clusters Score: Raw -258611.718025 + Penalty 330.175467 = -258281.542558 nChanged 28 SP:Iteration 35Q (63.140693 sec): 3 clusters Score: Raw -258622.753959 + Penalty 336.007876 = -258286.746083 nChanged 24 SP:Iteration 36Q (63.147434 sec): 3 clusters Score: Raw -258632.973362 + Penalty 337.216518 = -258295.756844 nChanged 26 SP:Iteration 37Q (63.154154 sec): 3 clusters Score: Raw -258646.018622 + Penalty 335.684844 = -258310.333778 nChanged 23 SP:Iteration 38Q (63.160908 sec): 3 clusters Score: Raw -258656.038704 + Penalty 340.460579 = -258315.578125 nChanged 18 SP:Iteration 39Q (63.167604 sec): 3 clusters Score: Raw -258664.402019 + Penalty 351.400884 = -258313.001134 nChanged 12 SP:Iteration 40F (63.175950 sec): 3 clusters Score: Raw -258670.113165 + Penalty 362.434243 = -258307.678922 nChanged 14 SP:Iteration 41F (63.184248 sec): 3 clusters Score: Raw -258677.794528 + Penalty 380.951690 = -258296.842838 nChanged 12 SP:Iteration 42F (63.193388 sec): 3 clusters Score: Raw -258685.302304 + Penalty 402.543906 = -258282.758399 nChanged 10 SP:Iteration 43F (63.201704 sec): 3 clusters Score: Raw -258690.604081 + Penalty 411.798076 = -258278.806005 nChanged 3 SP:Iteration 44F (63.210017 sec): 3 clusters Score: Raw -258692.934348 + Penalty 421.393349 = -258271.540999 nChanged 5 SP:Iteration 45F (63.218324 sec): 3 clusters Score: Raw -258697.120243 + Penalty 434.808413 = -258262.311830 nChanged 5 SP:Iteration 46F (63.226670 sec): 3 clusters Score: Raw -258701.266223 + Penalty 438.047337 = -258263.218887 nChanged 1 SP:Iteration 47Q (63.233197 sec): 3 clusters Score: Raw -258704.351011 + Penalty 438.047337 = -258266.303675 nChanged 0 SP:Iteration 48F (63.241509 sec): 3 clusters Score: Raw -258704.351011 + Penalty 438.047337 = -258266.303675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 13 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.245200 sec): 2 clusters Score: Raw -128.032264 + Penalty 70.405262 = -57.627002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.245436 sec): 3 clusters Score: Raw -120.674099 + Penalty 140.810524 = 20.136425 nChanged 0 Memory request: 0.01 GB would take us to total of 0.56 GB. Trying to split cluster 14 (894 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.250074 sec): 2 clusters Score: Raw -46304.609711 + Penalty 150.317185 = -46154.292526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.251833 sec): 3 clusters Score: Raw -45781.340054 + Penalty 371.894456 = -45409.445598 nChanged 357 SP:Iteration 1F (63.253557 sec): 3 clusters Score: Raw -46270.949706 + Penalty 381.085020 = -45889.864686 nChanged 68 SP:Iteration 2F (63.255285 sec): 3 clusters Score: Raw -46333.675420 + Penalty 386.854350 = -45946.821070 nChanged 24 SP:Iteration 3Q (63.256856 sec): 3 clusters Score: Raw -46360.063723 + Penalty 389.400366 = -45970.663357 nChanged 14 SP:Iteration 4Q (63.258403 sec): 3 clusters Score: Raw -46374.985986 + Penalty 383.951396 = -45991.034590 nChanged 9 SP:Iteration 5Q (63.259932 sec): 3 clusters Score: Raw -46380.633061 + Penalty 377.497207 = -46003.135854 nChanged 7 SP:Iteration 6Q (63.261467 sec): 3 clusters Score: Raw -46386.442225 + Penalty 373.226677 = -46013.215547 nChanged 4 SP:Iteration 7Q (63.262985 sec): 3 clusters Score: Raw -46393.407492 + Penalty 363.845990 = -46029.561502 nChanged 3 SP:Iteration 8Q (63.264495 sec): 3 clusters Score: Raw -46399.692292 + Penalty 360.370818 = -46039.321474 nChanged 1 SP:Iteration 9Q (63.265970 sec): 3 clusters Score: Raw -46402.872051 + Penalty 358.949394 = -46043.922657 nChanged 2 SP:Iteration 10F (63.267690 sec): 3 clusters Score: Raw -46403.996876 + Penalty 357.391178 = -46046.605698 nChanged 3 SP:Iteration 11Q (63.269147 sec): 3 clusters Score: Raw -46404.682992 + Penalty 357.148131 = -46047.534861 nChanged 2 SP:Iteration 12Q (63.270643 sec): 3 clusters Score: Raw -46405.084382 + Penalty 357.148131 = -46047.936250 nChanged 0 SP:Iteration 13F (63.272393 sec): 3 clusters Score: Raw -46405.084382 + Penalty 357.148131 = -46047.936250 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 15 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.274087 sec): 2 clusters Score: Raw -6346.088035 + Penalty 605.629963 = -5740.458073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.274537 sec): 3 clusters Score: Raw -6421.168277 + Penalty 1214.180330 = -5206.987947 nChanged 13 SP:Iteration 1F (63.274978 sec): 3 clusters Score: Raw -6462.516112 + Penalty 1213.331793 = -5249.184319 nChanged 7 SP:Iteration 2F (63.275417 sec): 3 clusters Score: Raw -6480.400871 + Penalty 1213.502081 = -5266.898790 nChanged 3 SP:Iteration 3Q (63.275850 sec): 3 clusters Score: Raw -6487.399555 + Penalty 1213.502081 = -5273.897474 nChanged 0 SP:Iteration 4F (63.276295 sec): 3 clusters Score: Raw -6487.399555 + Penalty 1213.502081 = -5273.897474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 16 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.278718 sec): 2 clusters Score: Raw -23137.918169 + Penalty 943.589501 = -22194.328667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.279705 sec): 3 clusters Score: Raw -23107.249463 + Penalty 1887.342700 = -21219.906762 nChanged 81 SP:Iteration 1F (63.280641 sec): 3 clusters Score: Raw -23223.923089 + Penalty 1886.909511 = -21337.013578 nChanged 25 SP:Iteration 2F (63.281576 sec): 3 clusters Score: Raw -23265.884426 + Penalty 1886.522446 = -21379.361980 nChanged 16 SP:Iteration 3Q (63.282474 sec): 3 clusters Score: Raw -23297.276744 + Penalty 1886.464076 = -21410.812668 nChanged 10 SP:Iteration 4Q (63.283405 sec): 3 clusters Score: Raw -23322.552472 + Penalty 1886.627752 = -21435.924720 nChanged 5 SP:Iteration 5Q (63.284293 sec): 3 clusters Score: Raw -23332.407131 + Penalty 1886.896931 = -21445.510199 nChanged 6 SP:Iteration 6Q (63.285186 sec): 3 clusters Score: Raw -23338.698517 + Penalty 1887.152617 = -21451.545900 nChanged 5 SP:Iteration 7Q (63.286071 sec): 3 clusters Score: Raw -23342.481145 + Penalty 1887.253325 = -21455.227820 nChanged 2 SP:Iteration 8Q (63.286955 sec): 3 clusters Score: Raw -23343.924432 + Penalty 1887.339974 = -21456.584458 nChanged 2 SP:Iteration 9Q (63.287837 sec): 3 clusters Score: Raw -23344.895183 + Penalty 1887.339974 = -21457.555209 nChanged 0 SP:Iteration 10F (63.288769 sec): 3 clusters Score: Raw -23344.895183 + Penalty 1887.339974 = -21457.555209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 17 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.289427 sec): 2 clusters Score: Raw -1769.785029 + Penalty 283.561996 = -1486.223033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.289694 sec): 3 clusters Score: Raw -1789.960291 + Penalty 566.205768 = -1223.754522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 18 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.290635 sec): 2 clusters Score: Raw -5555.273652 + Penalty 162.502783 = -5392.770869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.291039 sec): 3 clusters Score: Raw -5533.016480 + Penalty 342.368492 = -5190.647988 nChanged 23 SP:Iteration 1F (63.291435 sec): 3 clusters Score: Raw -5559.274306 + Penalty 345.466188 = -5213.808118 nChanged 7 SP:Iteration 2F (63.291829 sec): 3 clusters Score: Raw -5569.496433 + Penalty 353.317539 = -5216.178894 nChanged 4 SP:Iteration 3Q (63.292217 sec): 3 clusters Score: Raw -5580.378292 + Penalty 360.856984 = -5219.521308 nChanged 2 SP:Iteration 4Q (63.292597 sec): 3 clusters Score: Raw -5584.610765 + Penalty 365.181676 = -5219.429089 nChanged 1 SP:Iteration 5F (63.292991 sec): 3 clusters Score: Raw -5585.523847 + Penalty 365.181676 = -5220.342172 nChanged 0 Memory request: 0.01 GB would take us to total of 0.56 GB. Trying to split cluster 19 (809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.295899 sec): 2 clusters Score: Raw -45140.314228 + Penalty 417.260559 = -44723.053669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.297623 sec): 3 clusters Score: Raw -44710.012745 + Penalty 834.454555 = -43875.558189 nChanged 295 SP:Iteration 1F (63.299308 sec): 3 clusters Score: Raw -44936.809267 + Penalty 835.781162 = -44101.028105 nChanged 109 SP:Iteration 2F (63.300892 sec): 3 clusters Score: Raw -45032.965997 + Penalty 843.055676 = -44189.910321 nChanged 92 SP:Iteration 3F (63.302470 sec): 3 clusters Score: Raw -45114.398249 + Penalty 849.756400 = -44264.641850 nChanged 50 SP:Iteration 4F (63.304043 sec): 3 clusters Score: Raw -45162.270308 + Penalty 855.137825 = -44307.132484 nChanged 35 SP:Iteration 5Q (63.305606 sec): 3 clusters Score: Raw -45186.937660 + Penalty 861.268573 = -44325.669087 nChanged 21 SP:Iteration 6Q (63.307166 sec): 3 clusters Score: Raw -45199.334435 + Penalty 869.852620 = -44329.481815 nChanged 21 SP:Iteration 7Q (63.308725 sec): 3 clusters Score: Raw -45214.510440 + Penalty 885.899912 = -44328.610528 nChanged 26 SP:Iteration 8F (63.310297 sec): 3 clusters Score: Raw -45233.206052 + Penalty 902.316151 = -44330.889902 nChanged 18 SP:Iteration 9Q (63.311857 sec): 3 clusters Score: Raw -45244.519620 + Penalty 914.034266 = -44330.485354 nChanged 14 SP:Iteration 10F (63.313431 sec): 3 clusters Score: Raw -45254.533437 + Penalty 925.597156 = -44328.936281 nChanged 18 SP:Iteration 11F (63.315066 sec): 3 clusters Score: Raw -45271.979388 + Penalty 929.899562 = -44342.079825 nChanged 10 SP:Iteration 12Q (63.316655 sec): 3 clusters Score: Raw -45278.463157 + Penalty 928.891125 = -44349.572033 nChanged 3 SP:Iteration 13Q (63.318255 sec): 3 clusters Score: Raw -45280.741863 + Penalty 928.606748 = -44352.135115 nChanged 2 SP:Iteration 14Q (63.319852 sec): 3 clusters Score: Raw -45281.335148 + Penalty 928.606748 = -44352.728400 nChanged 0 SP:Iteration 15F (63.321462 sec): 3 clusters Score: Raw -45281.335148 + Penalty 928.606748 = -44352.728400 nChanged 0 Memory request: 0.01 GB would take us to total of 0.57 GB. Trying to split cluster 20 (995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.326805 sec): 2 clusters Score: Raw -58022.147198 + Penalty 212.088076 = -57810.059123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.328792 sec): 3 clusters Score: Raw -57512.546425 + Penalty 425.692273 = -57086.854152 nChanged 414 SP:Iteration 1F (63.330748 sec): 3 clusters Score: Raw -57883.557399 + Penalty 427.112367 = -57456.445033 nChanged 113 SP:Iteration 2F (63.332714 sec): 3 clusters Score: Raw -57986.848080 + Penalty 427.113534 = -57559.734546 nChanged 62 SP:Iteration 3F (63.334659 sec): 3 clusters Score: Raw -58020.651066 + Penalty 427.317042 = -57593.334024 nChanged 26 SP:Iteration 4Q (63.336608 sec): 3 clusters Score: Raw -58028.913054 + Penalty 428.772842 = -57600.140212 nChanged 15 SP:Iteration 5Q (63.338535 sec): 3 clusters Score: Raw -58033.332193 + Penalty 429.047772 = -57604.284420 nChanged 7 SP:Iteration 6Q (63.340454 sec): 3 clusters Score: Raw -58035.295430 + Penalty 429.500064 = -57605.795366 nChanged 4 SP:Iteration 7Q (63.342344 sec): 3 clusters Score: Raw -58037.214719 + Penalty 430.027550 = -57607.187168 nChanged 4 SP:Iteration 8Q (63.344224 sec): 3 clusters Score: Raw -58037.977859 + Penalty 430.473124 = -57607.504735 nChanged 3 SP:Iteration 9Q (63.346106 sec): 3 clusters Score: Raw -58038.126511 + Penalty 430.473124 = -57607.653387 nChanged 0 SP:Iteration 10F (63.347993 sec): 3 clusters Score: Raw -58038.126511 + Penalty 430.473124 = -57607.653387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 21 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.350905 sec): 2 clusters Score: Raw -1290.589906 + Penalty 271.389159 = -1019.200747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.351168 sec): 3 clusters Score: Raw -1322.677428 + Penalty 536.259964 = -786.417464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 22 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.351773 sec): 2 clusters Score: Raw -2022.514266 + Penalty 188.824657 = -1833.689609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.352054 sec): 3 clusters Score: Raw -2039.143294 + Penalty 371.485222 = -1667.658072 nChanged 2 SP:Iteration 1F (63.352329 sec): 3 clusters Score: Raw -2040.704951 + Penalty 371.485222 = -1669.219729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 23 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.353299 sec): 2 clusters Score: Raw -5531.811209 + Penalty 154.126284 = -5377.684924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.353710 sec): 3 clusters Score: Raw -5507.660045 + Penalty 313.833523 = -5193.826523 nChanged 29 SP:Iteration 1F (63.354116 sec): 3 clusters Score: Raw -5591.621607 + Penalty 321.374621 = -5270.246986 nChanged 8 SP:Iteration 2F (63.354521 sec): 3 clusters Score: Raw -5631.467894 + Penalty 330.711887 = -5300.756007 nChanged 8 SP:Iteration 3F (63.354929 sec): 3 clusters Score: Raw -5654.036089 + Penalty 329.196401 = -5324.839688 nChanged 1 SP:Iteration 4Q (63.355299 sec): 3 clusters Score: Raw -5655.109336 + Penalty 327.556796 = -5327.552539 nChanged 1 SP:Iteration 5Q (63.355681 sec): 3 clusters Score: Raw -5656.406089 + Penalty 327.556796 = -5328.849293 nChanged 0 SP:Iteration 6F (63.356084 sec): 3 clusters Score: Raw -5656.406089 + Penalty 327.556796 = -5328.849293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 24 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.356762 sec): 2 clusters Score: Raw -749.132488 + Penalty 233.154678 = -515.977810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.356992 sec): 3 clusters Score: Raw -774.101649 + Penalty 455.071363 = -319.030286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 25 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.357611 sec): 2 clusters Score: Raw -2740.864818 + Penalty 427.443260 = -2313.421558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.357909 sec): 3 clusters Score: Raw -2799.894779 + Penalty 839.681726 = -1960.213052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 26 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.358480 sec): 2 clusters Score: Raw -1804.020768 + Penalty 383.029861 = -1420.990906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.358748 sec): 3 clusters Score: Raw -1918.175572 + Penalty 765.329735 = -1152.845836 nChanged 0 Memory request: 0.01 GB would take us to total of 0.56 GB. Trying to split cluster 27 (790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.361409 sec): 2 clusters Score: Raw -45482.484402 + Penalty 505.116231 = -44977.368172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.363031 sec): 3 clusters Score: Raw -45115.965823 + Penalty 1009.797368 = -44106.168455 nChanged 279 SP:Iteration 1F (63.364601 sec): 3 clusters Score: Raw -45312.547970 + Penalty 1009.775955 = -44302.772015 nChanged 67 SP:Iteration 2F (63.366152 sec): 3 clusters Score: Raw -45355.207348 + Penalty 1010.927875 = -44344.279473 nChanged 39 SP:Iteration 3Q (63.367692 sec): 3 clusters Score: Raw -45380.481924 + Penalty 1012.107127 = -44368.374797 nChanged 21 SP:Iteration 4Q (63.369226 sec): 3 clusters Score: Raw -45394.761654 + Penalty 1013.528242 = -44381.233412 nChanged 26 SP:Iteration 5Q (63.370803 sec): 3 clusters Score: Raw -45415.075329 + Penalty 1014.089945 = -44400.985384 nChanged 25 SP:Iteration 6Q (63.372360 sec): 3 clusters Score: Raw -45442.284245 + Penalty 1014.415934 = -44427.868311 nChanged 27 SP:Iteration 7Q (63.373899 sec): 3 clusters Score: Raw -45467.145876 + Penalty 1015.507846 = -44451.638030 nChanged 28 SP:Iteration 8Q (63.375439 sec): 3 clusters Score: Raw -45495.316545 + Penalty 1015.113392 = -44480.203153 nChanged 27 SP:Iteration 9Q (63.376995 sec): 3 clusters Score: Raw -45525.843485 + Penalty 1013.697273 = -44512.146212 nChanged 23 SP:Iteration 10F (63.378562 sec): 3 clusters Score: Raw -45553.881308 + Penalty 1012.492700 = -44541.388608 nChanged 21 SP:Iteration 11Q (63.380064 sec): 3 clusters Score: Raw -45591.316969 + Penalty 1012.159751 = -44579.157218 nChanged 23 SP:Iteration 12Q (63.381546 sec): 3 clusters Score: Raw -45616.101892 + Penalty 1013.073448 = -44603.028444 nChanged 21 SP:Iteration 13Q (63.383012 sec): 3 clusters Score: Raw -45640.154777 + Penalty 1013.917289 = -44626.237488 nChanged 20 SP:Iteration 14Q (63.384468 sec): 3 clusters Score: Raw -45662.481325 + Penalty 1015.199878 = -44647.281447 nChanged 21 SP:Iteration 15Q (63.385920 sec): 3 clusters Score: Raw -45697.727885 + Penalty 1015.711275 = -44682.016610 nChanged 18 SP:Iteration 16Q (63.387358 sec): 3 clusters Score: Raw -45723.085195 + Penalty 1015.678746 = -44707.406449 nChanged 15 SP:Iteration 17Q (63.388816 sec): 3 clusters Score: Raw -45741.754555 + Penalty 1017.102635 = -44724.651920 nChanged 8 SP:Iteration 18Q (63.390239 sec): 3 clusters Score: Raw -45749.513614 + Penalty 1018.230936 = -44731.282678 nChanged 7 SP:Iteration 19Q (63.391655 sec): 3 clusters Score: Raw -45759.988045 + Penalty 1019.278992 = -44740.709053 nChanged 3 SP:Iteration 20F (63.393248 sec): 3 clusters Score: Raw -45763.659030 + Penalty 1019.308842 = -44744.350188 nChanged 2 SP:Iteration 21Q (63.394677 sec): 3 clusters Score: Raw -45765.486719 + Penalty 1018.994605 = -44746.492115 nChanged 1 SP:Iteration 22Q (63.396069 sec): 3 clusters Score: Raw -45766.022661 + Penalty 1017.920150 = -44748.102511 nChanged 3 SP:Iteration 23Q (63.397482 sec): 3 clusters Score: Raw -45767.594159 + Penalty 1016.991602 = -44750.602558 nChanged 3 SP:Iteration 24Q (63.398880 sec): 3 clusters Score: Raw -45769.386432 + Penalty 1016.991602 = -44752.394830 nChanged 0 SP:Iteration 25F (63.400446 sec): 3 clusters Score: Raw -45769.386432 + Penalty 1016.991602 = -44752.394830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 28 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.401011 sec): 2 clusters Score: Raw -735.349670 + Penalty 254.354167 = -480.995503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.401249 sec): 3 clusters Score: Raw -764.826601 + Penalty 513.792558 = -251.034043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 29 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.401804 sec): 2 clusters Score: Raw -1497.425489 + Penalty 470.358021 = -1027.067468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.402063 sec): 3 clusters Score: Raw -1670.238073 + Penalty 940.812229 = -729.425844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 30 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.402632 sec): 2 clusters Score: Raw -1709.620929 + Penalty 341.041299 = -1368.579630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.402901 sec): 3 clusters Score: Raw -1786.771871 + Penalty 683.607828 = -1103.164043 nChanged 1 SP:Iteration 1Q (63.403152 sec): 3 clusters Score: Raw -1789.851239 + Penalty 683.607828 = -1106.243411 nChanged 0 SP:Iteration 2F (63.403414 sec): 3 clusters Score: Raw -1789.851239 + Penalty 683.607828 = -1106.243411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 31 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.404608 sec): 2 clusters Score: Raw -8717.777496 + Penalty 303.778707 = -8413.998789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.405103 sec): 3 clusters Score: Raw -8664.814528 + Penalty 618.128828 = -8046.685700 nChanged 30 SP:Iteration 1F (63.405586 sec): 3 clusters Score: Raw -8713.170654 + Penalty 623.006030 = -8090.164624 nChanged 11 SP:Iteration 2F (63.406065 sec): 3 clusters Score: Raw -8731.527567 + Penalty 626.217624 = -8105.309944 nChanged 5 SP:Iteration 3Q (63.406527 sec): 3 clusters Score: Raw -8738.310176 + Penalty 627.396628 = -8110.913548 nChanged 1 SP:Iteration 4Q (63.406984 sec): 3 clusters Score: Raw -8740.877231 + Penalty 628.963962 = -8111.913268 nChanged 1 SP:Iteration 5Q (63.407441 sec): 3 clusters Score: Raw -8742.197309 + Penalty 628.963962 = -8113.233346 nChanged 0 SP:Iteration 6F (63.407912 sec): 3 clusters Score: Raw -8742.197309 + Penalty 628.963962 = -8113.233346 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 32 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.409346 sec): 2 clusters Score: Raw -7484.612156 + Penalty 798.454656 = -6686.157500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.409871 sec): 3 clusters Score: Raw -7604.757962 + Penalty 1597.191037 = -6007.566924 nChanged 17 SP:Iteration 1F (63.410385 sec): 3 clusters Score: Raw -7677.555121 + Penalty 1598.554531 = -6079.000591 nChanged 11 SP:Iteration 2F (63.410900 sec): 3 clusters Score: Raw -7727.302933 + Penalty 1601.718820 = -6125.584113 nChanged 10 SP:Iteration 3F (63.411414 sec): 3 clusters Score: Raw -7784.099833 + Penalty 1603.283397 = -6180.816435 nChanged 5 SP:Iteration 4Q (63.411878 sec): 3 clusters Score: Raw -7833.702177 + Penalty 1605.330083 = -6228.372094 nChanged 6 SP:Iteration 5Q (63.412412 sec): 3 clusters Score: Raw -7871.602056 + Penalty 1605.330083 = -6266.271973 nChanged 2 SP:Iteration 6Q (63.412871 sec): 3 clusters Score: Raw -7913.583651 + Penalty 1606.583236 = -6307.000415 nChanged 2 SP:Iteration 7Q (63.413329 sec): 3 clusters Score: Raw -7923.055592 + Penalty 1608.118419 = -6314.937174 nChanged 2 SP:Iteration 8Q (63.413784 sec): 3 clusters Score: Raw -7927.827959 + Penalty 1608.118419 = -6319.709540 nChanged 0 SP:Iteration 9F (63.414296 sec): 3 clusters Score: Raw -7927.827959 + Penalty 1608.118419 = -6319.709540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 33 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.414881 sec): 2 clusters Score: Raw -262.095705 + Penalty 124.545759 = -137.549946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.415097 sec): 3 clusters Score: Raw -254.947666 + Penalty 249.091518 = -5.856148 nChanged 0 Memory request: 0.01 GB would take us to total of 0.56 GB. Trying to split cluster 34 (751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.417665 sec): 2 clusters Score: Raw -41856.666912 + Penalty 239.814096 = -41616.852816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.419268 sec): 3 clusters Score: Raw -41453.189412 + Penalty 481.177825 = -40972.011587 nChanged 293 SP:Iteration 1F (63.420741 sec): 3 clusters Score: Raw -41678.808162 + Penalty 480.087038 = -41198.721123 nChanged 106 SP:Iteration 2F (63.422242 sec): 3 clusters Score: Raw -41845.473519 + Penalty 478.185539 = -41367.287980 nChanged 81 SP:Iteration 3F (63.423736 sec): 3 clusters Score: Raw -41942.664527 + Penalty 475.937352 = -41466.727175 nChanged 41 SP:Iteration 4F (63.425242 sec): 3 clusters Score: Raw -41977.154724 + Penalty 474.859358 = -41502.295366 nChanged 19 SP:Iteration 5Q (63.426686 sec): 3 clusters Score: Raw -41989.645910 + Penalty 474.284778 = -41515.361132 nChanged 14 SP:Iteration 6Q (63.428117 sec): 3 clusters Score: Raw -41996.301149 + Penalty 474.605263 = -41521.695885 nChanged 15 SP:Iteration 7Q (63.429536 sec): 3 clusters Score: Raw -42007.533966 + Penalty 474.306876 = -41533.227090 nChanged 10 SP:Iteration 8Q (63.430947 sec): 3 clusters Score: Raw -42013.452508 + Penalty 472.352441 = -41541.100067 nChanged 11 SP:Iteration 9Q (63.432353 sec): 3 clusters Score: Raw -42021.492189 + Penalty 471.379541 = -41550.112648 nChanged 15 SP:Iteration 10F (63.433836 sec): 3 clusters Score: Raw -42042.404748 + Penalty 470.204263 = -41572.200485 nChanged 21 SP:Iteration 11Q (63.435218 sec): 3 clusters Score: Raw -42069.482398 + Penalty 471.053289 = -41598.429109 nChanged 16 SP:Iteration 12Q (63.436628 sec): 3 clusters Score: Raw -42092.081796 + Penalty 470.084794 = -41621.997003 nChanged 11 SP:Iteration 13Q (63.438015 sec): 3 clusters Score: Raw -42096.617266 + Penalty 469.689482 = -41626.927784 nChanged 8 SP:Iteration 14Q (63.439401 sec): 3 clusters Score: Raw -42098.979078 + Penalty 469.706798 = -41629.272281 nChanged 3 SP:Iteration 15Q (63.440808 sec): 3 clusters Score: Raw -42100.888770 + Penalty 469.163411 = -41631.725359 nChanged 3 SP:Iteration 16Q (63.442192 sec): 3 clusters Score: Raw -42102.144869 + Penalty 468.568280 = -41633.576588 nChanged 3 SP:Iteration 17Q (63.443569 sec): 3 clusters Score: Raw -42103.381597 + Penalty 468.268850 = -41635.112747 nChanged 3 SP:Iteration 18Q (63.444951 sec): 3 clusters Score: Raw -42105.013323 + Penalty 468.320373 = -41636.692950 nChanged 4 SP:Iteration 19Q (63.446349 sec): 3 clusters Score: Raw -42106.579583 + Penalty 468.163111 = -41638.416471 nChanged 3 SP:Iteration 20F (63.447847 sec): 3 clusters Score: Raw -42107.722331 + Penalty 467.975961 = -41639.746370 nChanged 1 SP:Iteration 21Q (63.449249 sec): 3 clusters Score: Raw -42107.796029 + Penalty 468.032925 = -41639.763104 nChanged 3 SP:Iteration 22Q (63.450667 sec): 3 clusters Score: Raw -42108.113667 + Penalty 468.160150 = -41639.953517 nChanged 2 SP:Iteration 23Q (63.452096 sec): 3 clusters Score: Raw -42108.716545 + Penalty 467.527327 = -41641.189217 nChanged 2 SP:Iteration 24Q (63.453493 sec): 3 clusters Score: Raw -42109.317744 + Penalty 467.527327 = -41641.790417 nChanged 0 SP:Iteration 25F (63.455013 sec): 3 clusters Score: Raw -42109.317744 + Penalty 467.527327 = -41641.790417 nChanged 0 Score: Raw -3179995.484892 + Penalty 249267.526783 = -2930727.958109 Splitting cluster 34 changes total score from -2882111.087020 to -2930727.958109 So it's getting split into cluster 145. Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 35 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.090989 sec): 2 clusters Score: Raw -835.517888 + Penalty 247.694052 = -587.823836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.091234 sec): 3 clusters Score: Raw -882.546381 + Penalty 499.559901 = -382.986480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 36 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.091866 sec): 2 clusters Score: Raw -2808.143072 + Penalty 352.772342 = -2455.370730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.092170 sec): 3 clusters Score: Raw -2842.681545 + Penalty 708.458389 = -2134.223156 nChanged 3 SP:Iteration 1F (70.092472 sec): 3 clusters Score: Raw -2858.410461 + Penalty 708.458389 = -2149.952072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 37 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.092971 sec): 2 clusters Score: Raw -332.104720 + Penalty 176.249665 = -155.855055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.093186 sec): 3 clusters Score: Raw -327.384978 + Penalty 345.140452 = 17.755474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 38 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.094143 sec): 2 clusters Score: Raw -8422.077782 + Penalty 131.599038 = -8290.478743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.094671 sec): 3 clusters Score: Raw -8376.501196 + Penalty 257.440589 = -8119.060607 nChanged 49 SP:Iteration 1F (70.095185 sec): 3 clusters Score: Raw -8434.079592 + Penalty 257.393522 = -8176.686070 nChanged 15 SP:Iteration 2F (70.095699 sec): 3 clusters Score: Raw -8476.301050 + Penalty 251.702890 = -8224.598160 nChanged 5 SP:Iteration 3Q (70.096193 sec): 3 clusters Score: Raw -8494.952224 + Penalty 250.728755 = -8244.223469 nChanged 1 SP:Iteration 4Q (70.096678 sec): 3 clusters Score: Raw -8501.589178 + Penalty 249.143270 = -8252.445908 nChanged 2 SP:Iteration 5Q (70.097162 sec): 3 clusters Score: Raw -8506.810194 + Penalty 247.250299 = -8259.559895 nChanged 2 SP:Iteration 6Q (70.097646 sec): 3 clusters Score: Raw -8507.814512 + Penalty 246.892004 = -8260.922508 nChanged 1 SP:Iteration 7Q (70.098127 sec): 3 clusters Score: Raw -8508.869064 + Penalty 246.586394 = -8262.282670 nChanged 1 SP:Iteration 8Q (70.098610 sec): 3 clusters Score: Raw -8512.656535 + Penalty 246.586394 = -8266.070140 nChanged 0 SP:Iteration 9F (70.099119 sec): 3 clusters Score: Raw -8512.656535 + Penalty 246.586394 = -8266.070140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 39 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.100046 sec): 2 clusters Score: Raw -10668.896879 + Penalty 100.403985 = -10568.492894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.100577 sec): 3 clusters Score: Raw -10584.960080 + Penalty 200.641408 = -10384.318672 nChanged 50 SP:Iteration 1F (70.101084 sec): 3 clusters Score: Raw -10613.886368 + Penalty 199.984423 = -10413.901945 nChanged 12 SP:Iteration 2F (70.101593 sec): 3 clusters Score: Raw -10621.002038 + Penalty 199.955540 = -10421.046498 nChanged 11 SP:Iteration 3F (70.102474 sec): 3 clusters Score: Raw -10629.387939 + Penalty 199.974117 = -10429.413822 nChanged 8 SP:Iteration 4Q (70.102983 sec): 3 clusters Score: Raw -10635.667584 + Penalty 200.343541 = -10435.324043 nChanged 4 SP:Iteration 5Q (70.103489 sec): 3 clusters Score: Raw -10637.557620 + Penalty 200.896897 = -10436.660723 nChanged 4 SP:Iteration 6Q (70.103997 sec): 3 clusters Score: Raw -10638.368466 + Penalty 201.655202 = -10436.713264 nChanged 4 SP:Iteration 7Q (70.104507 sec): 3 clusters Score: Raw -10640.764672 + Penalty 202.186267 = -10438.578406 nChanged 3 SP:Iteration 8Q (70.105012 sec): 3 clusters Score: Raw -10644.126579 + Penalty 201.172211 = -10442.954368 nChanged 6 SP:Iteration 9Q (70.105518 sec): 3 clusters Score: Raw -10654.182222 + Penalty 202.272007 = -10451.910215 nChanged 7 SP:Iteration 10F (70.106026 sec): 3 clusters Score: Raw -10659.690410 + Penalty 202.263381 = -10457.427029 nChanged 4 SP:Iteration 11Q (70.106515 sec): 3 clusters Score: Raw -10662.302900 + Penalty 203.614946 = -10458.687954 nChanged 3 SP:Iteration 12Q (70.107003 sec): 3 clusters Score: Raw -10664.624919 + Penalty 204.063813 = -10460.561106 nChanged 1 SP:Iteration 13Q (70.107485 sec): 3 clusters Score: Raw -10665.092737 + Penalty 204.063813 = -10461.028924 nChanged 0 SP:Iteration 14F (70.107991 sec): 3 clusters Score: Raw -10665.092737 + Penalty 204.063813 = -10461.028924 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 40 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.108713 sec): 2 clusters Score: Raw -4696.468988 + Penalty 369.631662 = -4326.837326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.109082 sec): 3 clusters Score: Raw -4698.193349 + Penalty 747.898352 = -3950.294997 nChanged 9 SP:Iteration 1F (70.109440 sec): 3 clusters Score: Raw -4711.753408 + Penalty 756.729051 = -3955.024357 nChanged 3 SP:Iteration 2Q (70.109792 sec): 3 clusters Score: Raw -4716.483360 + Penalty 767.782821 = -3948.700539 nChanged 4 SP:Iteration 3F (70.110144 sec): 3 clusters Score: Raw -4722.444955 + Penalty 767.782821 = -3954.662133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 41 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.111051 sec): 2 clusters Score: Raw -9153.772402 + Penalty 742.501956 = -8411.270446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.111559 sec): 3 clusters Score: Raw -9233.822537 + Penalty 1482.273765 = -7751.548772 nChanged 21 SP:Iteration 1F (70.112058 sec): 3 clusters Score: Raw -9286.316790 + Penalty 1481.907534 = -7804.409257 nChanged 1 SP:Iteration 2Q (70.112531 sec): 3 clusters Score: Raw -9287.466456 + Penalty 1481.433475 = -7806.032981 nChanged 1 SP:Iteration 3Q (70.113003 sec): 3 clusters Score: Raw -9290.886673 + Penalty 1481.178539 = -7809.708134 nChanged 1 SP:Iteration 4Q (70.113474 sec): 3 clusters Score: Raw -9299.036893 + Penalty 1481.178539 = -7817.858354 nChanged 0 SP:Iteration 5F (70.113973 sec): 3 clusters Score: Raw -9299.036893 + Penalty 1481.178539 = -7817.858354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 42 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.114597 sec): 2 clusters Score: Raw -2607.951214 + Penalty 328.171173 = -2279.780042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.114896 sec): 3 clusters Score: Raw -2671.003325 + Penalty 656.509337 = -2014.493988 nChanged 1 SP:Iteration 1Q (70.115177 sec): 3 clusters Score: Raw -2672.973190 + Penalty 656.509337 = -2016.463853 nChanged 0 SP:Iteration 2F (70.115469 sec): 3 clusters Score: Raw -2672.973190 + Penalty 656.509337 = -2016.463853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 43 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.116132 sec): 2 clusters Score: Raw -4109.027192 + Penalty 496.870123 = -3612.157069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.116495 sec): 3 clusters Score: Raw -4167.049776 + Penalty 998.276073 = -3168.773703 nChanged 7 SP:Iteration 1F (70.116825 sec): 3 clusters Score: Raw -4188.477323 + Penalty 998.668289 = -3189.809034 nChanged 1 SP:Iteration 2Q (70.117141 sec): 3 clusters Score: Raw -4193.486113 + Penalty 998.668289 = -3194.817824 nChanged 0 SP:Iteration 3F (70.117471 sec): 3 clusters Score: Raw -4193.486113 + Penalty 998.668289 = -3194.817824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 44 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.118013 sec): 2 clusters Score: Raw -1194.175131 + Penalty 149.212095 = -1044.963035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.118261 sec): 3 clusters Score: Raw -1205.213349 + Penalty 324.329822 = -880.883528 nChanged 2 SP:Iteration 1F (70.118504 sec): 3 clusters Score: Raw -1208.932171 + Penalty 369.100927 = -839.831244 nChanged 2 SP:Iteration 2F (70.118748 sec): 3 clusters Score: Raw -1218.521314 + Penalty 369.100927 = -849.420387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 45 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.119436 sec): 2 clusters Score: Raw -4636.248550 + Penalty 242.410882 = -4393.837669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.119792 sec): 3 clusters Score: Raw -4648.604358 + Penalty 486.126463 = -4162.477896 nChanged 11 SP:Iteration 1F (70.120139 sec): 3 clusters Score: Raw -4665.025561 + Penalty 492.738633 = -4172.286928 nChanged 4 SP:Iteration 2Q (70.120478 sec): 3 clusters Score: Raw -4676.350371 + Penalty 498.122414 = -4178.227957 nChanged 2 SP:Iteration 3Q (70.120810 sec): 3 clusters Score: Raw -4680.043353 + Penalty 498.122414 = -4181.920938 nChanged 0 SP:Iteration 4F (70.121156 sec): 3 clusters Score: Raw -4680.043353 + Penalty 498.122414 = -4181.920938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 46 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.123440 sec): 2 clusters Score: Raw -20671.225275 + Penalty 726.857274 = -19944.368001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.124274 sec): 3 clusters Score: Raw -20610.048377 + Penalty 1456.667268 = -19153.381109 nChanged 64 SP:Iteration 1F (70.125076 sec): 3 clusters Score: Raw -20708.237420 + Penalty 1461.642456 = -19246.594965 nChanged 26 SP:Iteration 2F (70.125876 sec): 3 clusters Score: Raw -20759.153730 + Penalty 1463.812688 = -19295.341042 nChanged 10 SP:Iteration 3Q (70.126652 sec): 3 clusters Score: Raw -20776.432977 + Penalty 1464.554022 = -19311.878955 nChanged 5 SP:Iteration 4Q (70.127426 sec): 3 clusters Score: Raw -20790.557429 + Penalty 1465.012104 = -19325.545325 nChanged 4 SP:Iteration 5Q (70.128198 sec): 3 clusters Score: Raw -20797.540106 + Penalty 1465.158982 = -19332.381124 nChanged 4 SP:Iteration 6Q (70.128971 sec): 3 clusters Score: Raw -20803.875416 + Penalty 1465.430511 = -19338.444905 nChanged 3 SP:Iteration 7Q (70.129739 sec): 3 clusters Score: Raw -20807.165429 + Penalty 1464.718766 = -19342.446663 nChanged 2 SP:Iteration 8Q (70.130509 sec): 3 clusters Score: Raw -20810.821073 + Penalty 1465.282503 = -19345.538570 nChanged 3 SP:Iteration 9Q (70.131277 sec): 3 clusters Score: Raw -20819.031939 + Penalty 1465.651831 = -19353.380108 nChanged 1 SP:Iteration 10F (70.132074 sec): 3 clusters Score: Raw -20826.416370 + Penalty 1465.792029 = -19360.624341 nChanged 1 SP:Iteration 11Q (70.132837 sec): 3 clusters Score: Raw -20828.199467 + Penalty 1466.146172 = -19362.053295 nChanged 1 SP:Iteration 12Q (70.133598 sec): 3 clusters Score: Raw -20829.138922 + Penalty 1466.146172 = -19362.992750 nChanged 0 SP:Iteration 13F (70.134399 sec): 3 clusters Score: Raw -20829.138922 + Penalty 1466.146172 = -19362.992750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 47 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.135283 sec): 2 clusters Score: Raw -5490.681650 + Penalty 691.598945 = -4799.082705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.135732 sec): 3 clusters Score: Raw -5621.813798 + Penalty 1391.266873 = -4230.546924 nChanged 12 SP:Iteration 1F (70.136172 sec): 3 clusters Score: Raw -5666.193347 + Penalty 1391.631512 = -4274.561835 nChanged 4 SP:Iteration 2Q (70.136580 sec): 3 clusters Score: Raw -5678.080181 + Penalty 1394.424701 = -4283.655480 nChanged 2 SP:Iteration 3Q (70.136987 sec): 3 clusters Score: Raw -5691.439381 + Penalty 1394.424701 = -4297.014680 nChanged 0 SP:Iteration 4F (70.137424 sec): 3 clusters Score: Raw -5691.439381 + Penalty 1394.424701 = -4297.014680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 48 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.137947 sec): 2 clusters Score: Raw -550.301281 + Penalty 219.657294 = -330.643987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.138171 sec): 3 clusters Score: Raw -579.092974 + Penalty 436.008699 = -143.084275 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 49 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.138835 sec): 2 clusters Score: Raw -3369.870265 + Penalty 443.013929 = -2926.856336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.139152 sec): 3 clusters Score: Raw -3433.220131 + Penalty 891.597432 = -2541.622699 nChanged 1 SP:Iteration 1Q (70.139456 sec): 3 clusters Score: Raw -3439.772223 + Penalty 891.597432 = -2548.174791 nChanged 0 SP:Iteration 2F (70.139767 sec): 3 clusters Score: Raw -3439.772223 + Penalty 891.597432 = -2548.174791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 50 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.140493 sec): 2 clusters Score: Raw -5016.801754 + Penalty 634.412187 = -4382.389567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.140863 sec): 3 clusters Score: Raw -5120.180500 + Penalty 1269.678221 = -3850.502280 nChanged 2 SP:Iteration 1Q (70.141209 sec): 3 clusters Score: Raw -5123.769647 + Penalty 1269.678221 = -3854.091427 nChanged 0 SP:Iteration 2F (70.141573 sec): 3 clusters Score: Raw -5123.769647 + Penalty 1269.678221 = -3854.091427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 51 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.142324 sec): 2 clusters Score: Raw -5135.562667 + Penalty 266.883536 = -4868.679131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.142716 sec): 3 clusters Score: Raw -5141.857839 + Penalty 530.102639 = -4611.755201 nChanged 22 SP:Iteration 1F (70.143101 sec): 3 clusters Score: Raw -5184.050840 + Penalty 532.230405 = -4651.820435 nChanged 3 SP:Iteration 2Q (70.143476 sec): 3 clusters Score: Raw -5190.297043 + Penalty 534.792635 = -4655.504408 nChanged 5 SP:Iteration 3F (70.143863 sec): 3 clusters Score: Raw -5197.014748 + Penalty 547.744387 = -4649.270360 nChanged 5 SP:Iteration 4F (70.144255 sec): 3 clusters Score: Raw -5203.944677 + Penalty 562.367666 = -4641.577011 nChanged 4 SP:Iteration 5F (70.144644 sec): 3 clusters Score: Raw -5215.485593 + Penalty 562.367666 = -4653.117927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 52 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.145164 sec): 2 clusters Score: Raw -740.763465 + Penalty 209.601717 = -531.161748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.145394 sec): 3 clusters Score: Raw -754.648383 + Penalty 431.241613 = -323.406770 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 53 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.145909 sec): 2 clusters Score: Raw -259.008703 + Penalty 128.509545 = -130.499158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.146120 sec): 3 clusters Score: Raw -253.281830 + Penalty 233.701990 = -19.579839 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 54 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.146659 sec): 2 clusters Score: Raw -1197.579228 + Penalty 264.855651 = -932.723577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.146906 sec): 3 clusters Score: Raw -1253.404023 + Penalty 538.865979 = -714.538043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 55 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.147847 sec): 2 clusters Score: Raw -8601.065560 + Penalty 279.111406 = -8321.954154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.148378 sec): 3 clusters Score: Raw -8565.643176 + Penalty 557.834917 = -8007.808259 nChanged 40 SP:Iteration 1F (70.148899 sec): 3 clusters Score: Raw -8609.711848 + Penalty 557.446554 = -8052.265294 nChanged 16 SP:Iteration 2F (70.149419 sec): 3 clusters Score: Raw -8631.401063 + Penalty 557.905874 = -8073.495190 nChanged 7 SP:Iteration 3Q (70.149925 sec): 3 clusters Score: Raw -8641.562775 + Penalty 558.278534 = -8083.284242 nChanged 3 SP:Iteration 4Q (70.150427 sec): 3 clusters Score: Raw -8647.264361 + Penalty 557.499740 = -8089.764621 nChanged 2 SP:Iteration 5Q (70.150927 sec): 3 clusters Score: Raw -8653.341566 + Penalty 557.145668 = -8096.195898 nChanged 3 SP:Iteration 6Q (70.151425 sec): 3 clusters Score: Raw -8658.480122 + Penalty 557.108686 = -8101.371436 nChanged 1 SP:Iteration 7Q (70.151923 sec): 3 clusters Score: Raw -8659.254546 + Penalty 556.465946 = -8102.788600 nChanged 2 SP:Iteration 8Q (70.152419 sec): 3 clusters Score: Raw -8662.857110 + Penalty 555.206784 = -8107.650326 nChanged 2 SP:Iteration 9Q (70.152913 sec): 3 clusters Score: Raw -8668.037801 + Penalty 556.045133 = -8111.992668 nChanged 3 SP:Iteration 10F (70.153432 sec): 3 clusters Score: Raw -8674.222952 + Penalty 556.045133 = -8118.177819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 56 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.153941 sec): 2 clusters Score: Raw -467.305273 + Penalty 236.702095 = -230.603177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.154161 sec): 3 clusters Score: Raw -472.475013 + Penalty 467.265498 = -5.209515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 57 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.154736 sec): 2 clusters Score: Raw -1673.869305 + Penalty 496.203708 = -1177.665597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.155005 sec): 3 clusters Score: Raw -1906.305410 + Penalty 991.569751 = -914.735659 nChanged 1 SP:Iteration 1Q (70.155259 sec): 3 clusters Score: Raw -1916.409192 + Penalty 991.569751 = -924.839441 nChanged 0 SP:Iteration 2F (70.155524 sec): 3 clusters Score: Raw -1916.409192 + Penalty 991.569751 = -924.839441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 58 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.156043 sec): 2 clusters Score: Raw -666.600427 + Penalty 205.818983 = -460.781444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.156270 sec): 3 clusters Score: Raw -692.786112 + Penalty 415.417731 = -277.368381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 59 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.157285 sec): 2 clusters Score: Raw -11346.292859 + Penalty 617.735668 = -10728.557191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.157874 sec): 3 clusters Score: Raw -11364.062141 + Penalty 1237.560685 = -10126.501456 nChanged 32 SP:Iteration 1F (70.158420 sec): 3 clusters Score: Raw -11437.398656 + Penalty 1241.936876 = -10195.461780 nChanged 10 SP:Iteration 2F (70.158976 sec): 3 clusters Score: Raw -11457.889880 + Penalty 1242.750159 = -10215.139721 nChanged 2 SP:Iteration 3Q (70.159509 sec): 3 clusters Score: Raw -11467.066204 + Penalty 1243.616189 = -10223.450015 nChanged 2 SP:Iteration 4Q (70.160051 sec): 3 clusters Score: Raw -11472.714701 + Penalty 1245.021983 = -10227.692718 nChanged 2 SP:Iteration 5Q (70.160576 sec): 3 clusters Score: Raw -11474.920153 + Penalty 1245.021983 = -10229.898170 nChanged 0 SP:Iteration 6F (70.161127 sec): 3 clusters Score: Raw -11474.920153 + Penalty 1245.021983 = -10229.898170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 60 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.161698 sec): 2 clusters Score: Raw -1529.323132 + Penalty 342.579187 = -1186.743944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.161956 sec): 3 clusters Score: Raw -1608.595658 + Penalty 685.726902 = -922.868756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 61 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.162457 sec): 2 clusters Score: Raw -367.665887 + Penalty 135.260491 = -232.405396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.162673 sec): 3 clusters Score: Raw -366.569423 + Penalty 268.923973 = -97.645450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 62 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.163190 sec): 2 clusters Score: Raw -806.718119 + Penalty 266.140882 = -540.577236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.163421 sec): 3 clusters Score: Raw -843.246024 + Penalty 535.548753 = -307.697271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 63 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.163954 sec): 2 clusters Score: Raw -1169.283469 + Penalty 354.313647 = -814.969822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.164202 sec): 3 clusters Score: Raw -1260.383934 + Penalty 708.733765 = -551.650170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 64 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.166123 sec): 2 clusters Score: Raw -27586.137931 + Penalty 736.207702 = -26849.930230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.167230 sec): 3 clusters Score: Raw -27423.815529 + Penalty 1472.415403 = -25951.400126 nChanged 144 SP:Iteration 1F (70.168339 sec): 3 clusters Score: Raw -27580.218891 + Penalty 1472.551391 = -26107.667500 nChanged 50 SP:Iteration 2F (70.169435 sec): 3 clusters Score: Raw -27658.688633 + Penalty 1472.518892 = -26186.169741 nChanged 36 SP:Iteration 3F (70.170530 sec): 3 clusters Score: Raw -27753.753620 + Penalty 1472.369641 = -26281.383978 nChanged 23 SP:Iteration 4Q (70.171606 sec): 3 clusters Score: Raw -27784.861036 + Penalty 1472.452502 = -26312.408534 nChanged 11 SP:Iteration 5Q (70.172645 sec): 3 clusters Score: Raw -27812.832339 + Penalty 1472.565248 = -26340.267091 nChanged 14 SP:Iteration 6Q (70.173672 sec): 3 clusters Score: Raw -27844.467640 + Penalty 1472.361213 = -26372.106427 nChanged 13 SP:Iteration 7Q (70.174700 sec): 3 clusters Score: Raw -27881.490694 + Penalty 1472.270516 = -26409.220178 nChanged 9 SP:Iteration 8Q (70.175710 sec): 3 clusters Score: Raw -27905.139458 + Penalty 1472.175896 = -26432.963562 nChanged 3 SP:Iteration 9Q (70.176711 sec): 3 clusters Score: Raw -27915.116333 + Penalty 1472.120782 = -26442.995551 nChanged 3 SP:Iteration 10F (70.177806 sec): 3 clusters Score: Raw -27928.983630 + Penalty 1471.978563 = -26457.005067 nChanged 6 SP:Iteration 11Q (70.178835 sec): 3 clusters Score: Raw -27938.286245 + Penalty 1472.145297 = -26466.140948 nChanged 2 SP:Iteration 12Q (70.179820 sec): 3 clusters Score: Raw -27939.902119 + Penalty 1472.145297 = -26467.756822 nChanged 0 SP:Iteration 13F (70.180935 sec): 3 clusters Score: Raw -27939.902119 + Penalty 1472.145297 = -26467.756822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 65 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.181535 sec): 2 clusters Score: Raw -1668.184877 + Penalty 536.514880 = -1131.669996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.181801 sec): 3 clusters Score: Raw -1890.319350 + Penalty 1076.260704 = -814.058645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 66 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.182350 sec): 2 clusters Score: Raw -1542.818715 + Penalty 377.216102 = -1165.602613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.182606 sec): 3 clusters Score: Raw -1623.236709 + Penalty 752.919011 = -870.317699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 67 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.183409 sec): 2 clusters Score: Raw -6405.604357 + Penalty 431.241227 = -5974.363130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.183829 sec): 3 clusters Score: Raw -6420.503853 + Penalty 869.955829 = -5550.548024 nChanged 10 SP:Iteration 1F (70.184246 sec): 3 clusters Score: Raw -6441.845345 + Penalty 869.955829 = -5571.889516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 68 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.184930 sec): 2 clusters Score: Raw -4168.456601 + Penalty 371.290859 = -3797.165742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.185275 sec): 3 clusters Score: Raw -4193.215090 + Penalty 748.140489 = -3445.074600 nChanged 9 SP:Iteration 1F (70.185615 sec): 3 clusters Score: Raw -4228.237489 + Penalty 746.045571 = -3482.191918 nChanged 1 SP:Iteration 2Q (70.185940 sec): 3 clusters Score: Raw -4230.669823 + Penalty 743.777515 = -3486.892308 nChanged 1 SP:Iteration 3Q (70.186265 sec): 3 clusters Score: Raw -4231.759453 + Penalty 743.777515 = -3487.981938 nChanged 0 SP:Iteration 4F (70.186604 sec): 3 clusters Score: Raw -4231.759453 + Penalty 743.777515 = -3487.981938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 69 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.187131 sec): 2 clusters Score: Raw -936.677296 + Penalty 292.350564 = -644.326732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.187367 sec): 3 clusters Score: Raw -968.936648 + Penalty 563.468501 = -405.468147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 70 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.187882 sec): 2 clusters Score: Raw -819.195206 + Penalty 267.804397 = -551.390809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.188112 sec): 3 clusters Score: Raw -830.968213 + Penalty 543.490986 = -287.477227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 71 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.188651 sec): 2 clusters Score: Raw -1260.606486 + Penalty 234.253999 = -1026.352487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.188901 sec): 3 clusters Score: Raw -1287.473865 + Penalty 473.779653 = -813.694211 nChanged 1 SP:Iteration 1Q (70.189139 sec): 3 clusters Score: Raw -1290.788834 + Penalty 473.779653 = -817.009181 nChanged 0 SP:Iteration 2F (70.189404 sec): 3 clusters Score: Raw -1290.788834 + Penalty 473.779653 = -817.009181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 72 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.189913 sec): 2 clusters Score: Raw -619.939269 + Penalty 241.171493 = -378.767776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.190138 sec): 3 clusters Score: Raw -640.148039 + Penalty 446.638807 = -193.509232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 73 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.190632 sec): 2 clusters Score: Raw -322.326928 + Penalty 156.004880 = -166.322048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.190829 sec): 2 clusters Score: Raw -322.326928 + Penalty 156.004880 = -166.322048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 74 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.191330 sec): 2 clusters Score: Raw -507.818038 + Penalty 214.697312 = -293.120726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.191551 sec): 3 clusters Score: Raw -510.962376 + Penalty 432.231161 = -78.731215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 75 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.192729 sec): 2 clusters Score: Raw -12096.986436 + Penalty 374.714397 = -11722.272039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.193366 sec): 3 clusters Score: Raw -12031.261422 + Penalty 755.374811 = -11275.886611 nChanged 53 SP:Iteration 1F (70.193989 sec): 3 clusters Score: Raw -12092.328785 + Penalty 761.432101 = -11330.896685 nChanged 20 SP:Iteration 2F (70.194620 sec): 3 clusters Score: Raw -12117.891422 + Penalty 764.253219 = -11353.638202 nChanged 7 SP:Iteration 3Q (70.195260 sec): 3 clusters Score: Raw -12131.273853 + Penalty 764.563667 = -11366.710186 nChanged 2 SP:Iteration 4Q (70.195886 sec): 3 clusters Score: Raw -12133.726759 + Penalty 763.627735 = -11370.099024 nChanged 1 SP:Iteration 5Q (70.196490 sec): 3 clusters Score: Raw -12134.191653 + Penalty 762.959467 = -11371.232186 nChanged 1 SP:Iteration 6Q (70.197092 sec): 3 clusters Score: Raw -12134.463859 + Penalty 762.959467 = -11371.504392 nChanged 0 SP:Iteration 7F (70.197713 sec): 3 clusters Score: Raw -12134.463859 + Penalty 762.959467 = -11371.504392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 76 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.198242 sec): 2 clusters Score: Raw -557.684659 + Penalty 181.641081 = -376.043578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.198468 sec): 3 clusters Score: Raw -579.865648 + Penalty 364.780343 = -215.085305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 77 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.198965 sec): 2 clusters Score: Raw -351.107954 + Penalty 224.502306 = -126.605648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.199162 sec): 2 clusters Score: Raw -351.107954 + Penalty 224.502306 = -126.605648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 78 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.199827 sec): 2 clusters Score: Raw -3930.312590 + Penalty 264.367234 = -3665.945356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.200164 sec): 3 clusters Score: Raw -3925.938084 + Penalty 525.488429 = -3400.449655 nChanged 6 SP:Iteration 1F (70.200495 sec): 3 clusters Score: Raw -3938.752436 + Penalty 523.888217 = -3414.864219 nChanged 2 SP:Iteration 2Q (70.200819 sec): 3 clusters Score: Raw -3942.062339 + Penalty 523.259388 = -3418.802951 nChanged 2 SP:Iteration 3Q (70.201171 sec): 3 clusters Score: Raw -3944.465525 + Penalty 523.259388 = -3421.206137 nChanged 0 SP:Iteration 4F (70.201502 sec): 3 clusters Score: Raw -3944.465525 + Penalty 523.259388 = -3421.206137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 79 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.201997 sec): 2 clusters Score: Raw -262.918368 + Penalty 144.073215 = -118.845153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.202209 sec): 3 clusters Score: Raw -253.802147 + Penalty 288.146430 = 34.344283 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 80 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.202758 sec): 2 clusters Score: Raw -1459.676171 + Penalty 462.997777 = -996.678394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.203013 sec): 3 clusters Score: Raw -1641.326159 + Penalty 925.995554 = -715.330605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 81 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.203521 sec): 2 clusters Score: Raw -582.993168 + Penalty 173.685834 = -409.307334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.203747 sec): 3 clusters Score: Raw -596.535591 + Penalty 362.731048 = -233.804543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 82 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.204280 sec): 2 clusters Score: Raw -1203.491153 + Penalty 385.500449 = -817.990704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.204527 sec): 3 clusters Score: Raw -1304.253050 + Penalty 771.000898 = -533.252152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 83 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.205032 sec): 2 clusters Score: Raw -507.476662 + Penalty 126.112225 = -381.364437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.205255 sec): 3 clusters Score: Raw -525.841090 + Penalty 250.597990 = -275.243101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 84 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.205872 sec): 2 clusters Score: Raw -2949.095462 + Penalty 437.940518 = -2511.154945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.206174 sec): 3 clusters Score: Raw -3020.433968 + Penalty 874.843977 = -2145.589991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 85 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.206857 sec): 2 clusters Score: Raw -4471.531965 + Penalty 482.614331 = -3988.917634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.207213 sec): 3 clusters Score: Raw -4490.439869 + Penalty 964.796844 = -3525.643025 nChanged 6 SP:Iteration 1F (70.207561 sec): 3 clusters Score: Raw -4507.426588 + Penalty 964.291333 = -3543.135255 nChanged 2 SP:Iteration 2Q (70.207900 sec): 3 clusters Score: Raw -4511.870816 + Penalty 964.291333 = -3547.579483 nChanged 0 SP:Iteration 3F (70.208245 sec): 3 clusters Score: Raw -4511.870816 + Penalty 964.291333 = -3547.579483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 86 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.208794 sec): 2 clusters Score: Raw -1416.469930 + Penalty 326.317149 = -1090.152781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.209051 sec): 3 clusters Score: Raw -1499.210815 + Penalty 652.739720 = -846.471095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 87 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.209587 sec): 2 clusters Score: Raw -1117.133866 + Penalty 376.088261 = -741.045605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.209853 sec): 3 clusters Score: Raw -1266.785680 + Penalty 747.036209 = -519.749470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 88 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.211094 sec): 2 clusters Score: Raw -16229.841577 + Penalty 102.368395 = -16127.473182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.211841 sec): 3 clusters Score: Raw -16082.374399 + Penalty 244.806443 = -15837.567956 nChanged 118 SP:Iteration 1F (70.212580 sec): 3 clusters Score: Raw -16294.491365 + Penalty 251.308374 = -16043.182991 nChanged 34 SP:Iteration 2F (70.213315 sec): 3 clusters Score: Raw -16352.024847 + Penalty 255.196120 = -16096.828726 nChanged 6 SP:Iteration 3Q (70.213999 sec): 3 clusters Score: Raw -16359.463001 + Penalty 255.936497 = -16103.526504 nChanged 1 SP:Iteration 4Q (70.214668 sec): 3 clusters Score: Raw -16360.198277 + Penalty 255.716298 = -16104.481980 nChanged 1 SP:Iteration 5Q (70.215330 sec): 3 clusters Score: Raw -16360.661486 + Penalty 255.716298 = -16104.945188 nChanged 0 SP:Iteration 6F (70.216064 sec): 3 clusters Score: Raw -16360.661486 + Penalty 255.716298 = -16104.945188 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 89 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.216770 sec): 2 clusters Score: Raw -3636.267119 + Penalty 303.227180 = -3333.039939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.217106 sec): 3 clusters Score: Raw -3644.445767 + Penalty 606.454360 = -3037.991407 nChanged 6 SP:Iteration 1F (70.217437 sec): 3 clusters Score: Raw -3651.658447 + Penalty 606.454360 = -3045.204087 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 90 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.217975 sec): 2 clusters Score: Raw -1190.889659 + Penalty 291.969223 = -898.920436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.218220 sec): 3 clusters Score: Raw -1269.935654 + Penalty 599.253475 = -670.682179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 91 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.218721 sec): 2 clusters Score: Raw -518.134823 + Penalty 232.478322 = -285.656500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.218942 sec): 3 clusters Score: Raw -523.588886 + Penalty 467.634566 = -55.954321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 92 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.219449 sec): 2 clusters Score: Raw -648.231069 + Penalty 272.550795 = -375.680274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.219673 sec): 3 clusters Score: Raw -663.760586 + Penalty 537.155253 = -126.605333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 93 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.220181 sec): 2 clusters Score: Raw -661.902297 + Penalty 259.068153 = -402.834144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.220408 sec): 3 clusters Score: Raw -698.024422 + Penalty 517.031981 = -180.992442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 94 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.220914 sec): 2 clusters Score: Raw -657.573950 + Penalty 279.323223 = -378.250727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.221139 sec): 3 clusters Score: Raw -669.821709 + Penalty 532.926408 = -136.895301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 95 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.221665 sec): 2 clusters Score: Raw -464.295864 + Penalty 112.594754 = -351.701110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.221885 sec): 3 clusters Score: Raw -478.778306 + Penalty 225.189508 = -253.588798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 96 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.222382 sec): 2 clusters Score: Raw -388.132465 + Penalty 199.508832 = -188.623632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.222599 sec): 3 clusters Score: Raw -387.902437 + Penalty 384.396377 = -3.506059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 97 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.223129 sec): 2 clusters Score: Raw -955.537606 + Penalty 201.257113 = -754.280493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.223369 sec): 3 clusters Score: Raw -997.605881 + Penalty 406.161610 = -591.444271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 98 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.223948 sec): 2 clusters Score: Raw -2056.605703 + Penalty 409.400599 = -1647.205104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.224229 sec): 3 clusters Score: Raw -2147.666109 + Penalty 824.425438 = -1323.240672 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 99 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.224729 sec): 2 clusters Score: Raw -422.880762 + Penalty 127.097144 = -295.783617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.224947 sec): 3 clusters Score: Raw -421.414439 + Penalty 288.862027 = -132.552413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 100 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.225477 sec): 2 clusters Score: Raw -1219.341218 + Penalty 453.688069 = -765.653149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.225725 sec): 3 clusters Score: Raw -1345.903167 + Penalty 915.493265 = -430.409902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 101 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.226732 sec): 2 clusters Score: Raw -10374.935963 + Penalty 233.741447 = -10141.194516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.227304 sec): 3 clusters Score: Raw -10299.582441 + Penalty 466.995280 = -9832.587161 nChanged 51 SP:Iteration 1F (70.227861 sec): 3 clusters Score: Raw -10354.818286 + Penalty 466.705603 = -9888.112682 nChanged 23 SP:Iteration 2F (70.228408 sec): 3 clusters Score: Raw -10379.807458 + Penalty 465.838447 = -9913.969012 nChanged 10 SP:Iteration 3F (70.228954 sec): 3 clusters Score: Raw -10395.920186 + Penalty 463.526348 = -9932.393838 nChanged 6 SP:Iteration 4Q (70.229488 sec): 3 clusters Score: Raw -10407.118690 + Penalty 461.951738 = -9945.166952 nChanged 4 SP:Iteration 5Q (70.230019 sec): 3 clusters Score: Raw -10411.201122 + Penalty 461.029580 = -9950.171543 nChanged 2 SP:Iteration 6Q (70.230550 sec): 3 clusters Score: Raw -10413.008097 + Penalty 460.395932 = -9952.612165 nChanged 1 SP:Iteration 7Q (70.231079 sec): 3 clusters Score: Raw -10413.419841 + Penalty 458.730674 = -9954.689167 nChanged 3 SP:Iteration 8Q (70.231609 sec): 3 clusters Score: Raw -10415.467186 + Penalty 457.759801 = -9957.707385 nChanged 1 SP:Iteration 9Q (70.232135 sec): 3 clusters Score: Raw -10416.376728 + Penalty 456.806354 = -9959.570374 nChanged 1 SP:Iteration 10F (70.232680 sec): 3 clusters Score: Raw -10417.744259 + Penalty 455.362596 = -9962.381663 nChanged 2 SP:Iteration 11Q (70.233208 sec): 3 clusters Score: Raw -10419.936976 + Penalty 452.383899 = -9967.553077 nChanged 1 SP:Iteration 12Q (70.233755 sec): 3 clusters Score: Raw -10422.159930 + Penalty 452.383899 = -9969.776031 nChanged 0 SP:Iteration 13F (70.234303 sec): 3 clusters Score: Raw -10422.159930 + Penalty 452.383899 = -9969.776031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 102 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.234851 sec): 2 clusters Score: Raw -992.634346 + Penalty 350.799594 = -641.834753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.235086 sec): 3 clusters Score: Raw -1020.117349 + Penalty 703.713153 = -316.404196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 103 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.235637 sec): 2 clusters Score: Raw -1667.555816 + Penalty 394.541326 = -1273.014490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.235893 sec): 3 clusters Score: Raw -1727.206779 + Penalty 790.738465 = -936.468313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 104 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.236425 sec): 2 clusters Score: Raw -1330.648746 + Penalty 422.515807 = -908.132939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.236668 sec): 3 clusters Score: Raw -1384.236183 + Penalty 843.574272 = -540.661912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 105 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.237157 sec): 2 clusters Score: Raw -203.480202 + Penalty 119.635767 = -83.844435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.237366 sec): 3 clusters Score: Raw -192.529950 + Penalty 242.513515 = 49.983564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 106 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.237903 sec): 2 clusters Score: Raw -1291.999548 + Penalty 337.177513 = -954.822034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.238152 sec): 3 clusters Score: Raw -1356.917388 + Penalty 670.535752 = -686.381636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 107 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.238651 sec): 2 clusters Score: Raw -545.160272 + Penalty 268.900498 = -276.259774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.238872 sec): 3 clusters Score: Raw -546.798786 + Penalty 506.625747 = -40.173040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 108 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.239380 sec): 2 clusters Score: Raw -621.704750 + Penalty 240.758083 = -380.946668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.239607 sec): 3 clusters Score: Raw -667.377344 + Penalty 483.966663 = -183.410681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 109 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.240121 sec): 2 clusters Score: Raw -768.529840 + Penalty 223.113163 = -545.416677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.240352 sec): 3 clusters Score: Raw -793.396574 + Penalty 433.252787 = -360.143787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 110 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.241678 sec): 2 clusters Score: Raw -17676.518030 + Penalty 119.701674 = -17556.816356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.242456 sec): 3 clusters Score: Raw -17552.995510 + Penalty 260.541630 = -17292.453880 nChanged 129 SP:Iteration 1F (70.243238 sec): 3 clusters Score: Raw -17712.163664 + Penalty 261.147384 = -17451.016280 nChanged 26 SP:Iteration 2F (70.244061 sec): 3 clusters Score: Raw -17741.222890 + Penalty 261.175304 = -17480.047585 nChanged 7 SP:Iteration 3Q (70.244830 sec): 3 clusters Score: Raw -17744.385558 + Penalty 261.175304 = -17483.210253 nChanged 0 SP:Iteration 4F (70.245605 sec): 3 clusters Score: Raw -17744.385558 + Penalty 261.175304 = -17483.210253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 111 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.246120 sec): 2 clusters Score: Raw -128.952386 + Penalty 80.506587 = -48.445799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.246327 sec): 3 clusters Score: Raw -121.678281 + Penalty 161.013174 = 39.334892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 112 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.246858 sec): 2 clusters Score: Raw -1103.883016 + Penalty 366.898877 = -736.984139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.247098 sec): 3 clusters Score: Raw -1138.017422 + Penalty 728.990095 = -409.027328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 113 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.247635 sec): 2 clusters Score: Raw -1291.788447 + Penalty 350.796542 = -940.991905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.247883 sec): 3 clusters Score: Raw -1356.937382 + Penalty 703.682683 = -653.254699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 114 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.248392 sec): 2 clusters Score: Raw -609.374002 + Penalty 225.680615 = -383.693388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.248618 sec): 3 clusters Score: Raw -631.073870 + Penalty 438.172996 = -192.900873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 115 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.249169 sec): 2 clusters Score: Raw -1754.835974 + Penalty 387.671120 = -1367.164855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.249428 sec): 3 clusters Score: Raw -1836.433382 + Penalty 775.342239 = -1061.091142 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 116 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.249931 sec): 2 clusters Score: Raw -534.699683 + Penalty 235.827283 = -298.872400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.250154 sec): 3 clusters Score: Raw -560.190862 + Penalty 465.333581 = -94.857281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 117 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.250697 sec): 2 clusters Score: Raw -1455.203658 + Penalty 353.055792 = -1102.147866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.250947 sec): 3 clusters Score: Raw -1519.724398 + Penalty 699.509442 = -820.214956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 118 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.251493 sec): 2 clusters Score: Raw -1479.389252 + Penalty 327.464788 = -1151.924464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.251746 sec): 3 clusters Score: Raw -1540.558182 + Penalty 655.447785 = -885.110397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 119 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.252462 sec): 2 clusters Score: Raw -4748.548041 + Penalty 91.353803 = -4657.194237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.252835 sec): 3 clusters Score: Raw -4725.490036 + Penalty 188.925419 = -4536.564617 nChanged 26 SP:Iteration 1F (70.253224 sec): 3 clusters Score: Raw -4753.684593 + Penalty 213.933393 = -4539.751199 nChanged 10 SP:Iteration 2F (70.253599 sec): 3 clusters Score: Raw -4774.948345 + Penalty 247.869328 = -4527.079017 nChanged 5 SP:Iteration 3F (70.253972 sec): 3 clusters Score: Raw -4783.121176 + Penalty 263.046559 = -4520.074618 nChanged 1 SP:Iteration 4F (70.254348 sec): 3 clusters Score: Raw -4784.934236 + Penalty 263.046559 = -4521.887677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 120 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.254850 sec): 2 clusters Score: Raw -420.313126 + Penalty 249.092877 = -171.220249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.255066 sec): 3 clusters Score: Raw -419.230611 + Penalty 508.016717 = 88.786106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 121 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.255629 sec): 2 clusters Score: Raw -1827.955785 + Penalty 326.031287 = -1501.924498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.255895 sec): 3 clusters Score: Raw -1883.904967 + Penalty 658.095238 = -1225.809729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 122 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.256411 sec): 2 clusters Score: Raw -794.153857 + Penalty 236.133383 = -558.020474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.256641 sec): 3 clusters Score: Raw -815.760716 + Penalty 472.353998 = -343.406719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 123 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.257126 sec): 2 clusters Score: Raw -125.337127 + Penalty 55.550591 = -69.786537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.257329 sec): 3 clusters Score: Raw -118.964903 + Penalty 111.101182 = -7.863721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 125 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.257842 sec): 2 clusters Score: Raw -758.646556 + Penalty 233.991316 = -524.655240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.258073 sec): 3 clusters Score: Raw -792.663370 + Penalty 473.698142 = -318.965229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 127 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.258569 sec): 2 clusters Score: Raw -426.264852 + Penalty 250.790555 = -175.474297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.258784 sec): 3 clusters Score: Raw -416.618554 + Penalty 496.942987 = 80.324433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 128 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.259275 sec): 2 clusters Score: Raw -276.217980 + Penalty 186.576585 = -89.641395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.259487 sec): 3 clusters Score: Raw -267.993970 + Penalty 373.153169 = 105.159199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 129 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.260003 sec): 2 clusters Score: Raw -930.818085 + Penalty 309.911430 = -620.906654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.260235 sec): 3 clusters Score: Raw -950.438903 + Penalty 613.905998 = -336.532905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 130 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.260730 sec): 2 clusters Score: Raw -386.039038 + Penalty 179.890515 = -206.148523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.260965 sec): 3 clusters Score: Raw -388.271094 + Penalty 330.109658 = -58.161435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 131 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.261482 sec): 2 clusters Score: Raw -817.009262 + Penalty 348.120394 = -468.888867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.261713 sec): 3 clusters Score: Raw -843.651148 + Penalty 696.240789 = -147.410359 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 133 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.262197 sec): 2 clusters Score: Raw -133.728983 + Penalty 86.887714 = -46.841270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.262389 sec): 2 clusters Score: Raw -133.728983 + Penalty 86.887714 = -46.841270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 134 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.262911 sec): 2 clusters Score: Raw -907.898192 + Penalty 247.546556 = -660.351637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.263148 sec): 3 clusters Score: Raw -945.415474 + Penalty 486.430496 = -458.984978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 135 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.263688 sec): 2 clusters Score: Raw -1444.550076 + Penalty 394.265771 = -1050.284304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.263938 sec): 3 clusters Score: Raw -1523.500999 + Penalty 789.533957 = -733.967042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 136 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.264456 sec): 2 clusters Score: Raw -781.000173 + Penalty 240.282248 = -540.717925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.264688 sec): 3 clusters Score: Raw -826.148321 + Penalty 480.564496 = -345.583824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 137 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.265196 sec): 2 clusters Score: Raw -659.599530 + Penalty 225.198394 = -434.401137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.265423 sec): 3 clusters Score: Raw -688.108276 + Penalty 451.973404 = -236.134872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 138 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.265960 sec): 2 clusters Score: Raw -1266.919532 + Penalty 264.630352 = -1002.289181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.266210 sec): 3 clusters Score: Raw -1296.847901 + Penalty 531.315742 = -765.532159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 139 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.266711 sec): 2 clusters Score: Raw -509.758887 + Penalty 210.762838 = -298.996049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.266932 sec): 3 clusters Score: Raw -516.677558 + Penalty 430.297756 = -86.379802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 140 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.267421 sec): 2 clusters Score: Raw -250.370562 + Penalty 112.638813 = -137.731748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.267633 sec): 3 clusters Score: Raw -246.214071 + Penalty 245.116716 = -1.097356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 141 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.268130 sec): 2 clusters Score: Raw -428.934689 + Penalty 149.420097 = -279.514592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.268363 sec): 3 clusters Score: Raw -426.649225 + Penalty 331.533402 = -95.115823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 142 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.268858 sec): 2 clusters Score: Raw -414.804554 + Penalty 235.975180 = -178.829374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.269073 sec): 3 clusters Score: Raw -409.160319 + Penalty 462.776292 = 53.615973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 143 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.269577 sec): 2 clusters Score: Raw -606.026661 + Penalty 263.323846 = -342.702815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.269799 sec): 3 clusters Score: Raw -615.880180 + Penalty 530.523134 = -85.357046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 144 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.270313 sec): 2 clusters Score: Raw -714.407951 + Penalty 190.024528 = -524.383423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.270543 sec): 3 clusters Score: Raw -750.859078 + Penalty 378.048435 = -372.810643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 146 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.271048 sec): 2 clusters Score: Raw -622.392777 + Penalty 203.727866 = -418.664911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.271274 sec): 3 clusters Score: Raw -637.159989 + Penalty 407.455733 = -229.704256 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 147 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.271785 sec): 2 clusters Score: Raw -782.631547 + Penalty 307.853541 = -474.778006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.272015 sec): 3 clusters Score: Raw -833.633133 + Penalty 621.213156 = -212.419977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 148 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.272529 sec): 2 clusters Score: Raw -732.553792 + Penalty 210.259941 = -522.293851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.272759 sec): 3 clusters Score: Raw -754.667412 + Penalty 427.792277 = -326.875135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 149 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.273252 sec): 2 clusters Score: Raw -314.424449 + Penalty 155.211203 = -159.213246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.273467 sec): 3 clusters Score: Raw -313.524159 + Penalty 304.744848 = -8.779311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 150 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.273967 sec): 2 clusters Score: Raw -498.506701 + Penalty 188.243414 = -310.263287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.274186 sec): 3 clusters Score: Raw -506.357268 + Penalty 376.486827 = -129.870440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 151 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.274678 sec): 2 clusters Score: Raw -265.669642 + Penalty 157.696344 = -107.973298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.274891 sec): 3 clusters Score: Raw -257.976754 + Penalty 315.392688 = 57.415934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 152 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.275388 sec): 2 clusters Score: Raw -454.796539 + Penalty 205.609012 = -249.187526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.275623 sec): 3 clusters Score: Raw -454.841316 + Penalty 407.488675 = -47.352641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 153 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.276122 sec): 2 clusters Score: Raw -397.851216 + Penalty 118.350087 = -279.501129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.276337 sec): 3 clusters Score: Raw -406.402651 + Penalty 228.988601 = -177.414051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 154 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.276842 sec): 2 clusters Score: Raw -575.630713 + Penalty 181.581316 = -394.049397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.277066 sec): 3 clusters Score: Raw -602.069773 + Penalty 363.008461 = -239.061312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 156 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.277577 sec): 2 clusters Score: Raw -725.054884 + Penalty 242.940922 = -482.113962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.277806 sec): 3 clusters Score: Raw -756.089114 + Penalty 480.323708 = -275.765406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 157 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.278296 sec): 2 clusters Score: Raw -266.697674 + Penalty 158.132003 = -108.565671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.278490 sec): 2 clusters Score: Raw -266.697674 + Penalty 158.132003 = -108.565671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 158 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.278989 sec): 2 clusters Score: Raw -525.153786 + Penalty 264.449121 = -260.704665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.279209 sec): 3 clusters Score: Raw -541.516939 + Penalty 527.877135 = -13.639804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 159 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.279731 sec): 2 clusters Score: Raw -1090.295333 + Penalty 431.782487 = -658.512845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.279968 sec): 3 clusters Score: Raw -1147.214031 + Penalty 852.939593 = -294.274439 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 160 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.280577 sec): 2 clusters Score: Raw -2863.884822 + Penalty 400.719178 = -2463.165644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.280872 sec): 3 clusters Score: Raw -2912.404152 + Penalty 805.094372 = -2107.309780 nChanged 1 SP:Iteration 1Q (70.281154 sec): 3 clusters Score: Raw -2914.881056 + Penalty 805.094372 = -2109.786684 nChanged 0 SP:Iteration 2F (70.281444 sec): 3 clusters Score: Raw -2914.881056 + Penalty 805.094372 = -2109.786684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 161 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.281936 sec): 2 clusters Score: Raw -194.744354 + Penalty 112.992579 = -81.751775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.282146 sec): 3 clusters Score: Raw -188.468358 + Penalty 229.768739 = 41.300380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 162 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.282655 sec): 2 clusters Score: Raw -670.052624 + Penalty 227.792241 = -442.260383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.282899 sec): 3 clusters Score: Raw -688.854657 + Penalty 459.211651 = -229.643007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 163 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.283389 sec): 2 clusters Score: Raw -246.674284 + Penalty 113.053521 = -133.620763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.283585 sec): 2 clusters Score: Raw -246.674284 + Penalty 113.053521 = -133.620763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 165 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.284159 sec): 2 clusters Score: Raw -2088.482495 + Penalty 403.998044 = -1684.484451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.284435 sec): 3 clusters Score: Raw -2163.045338 + Penalty 806.644529 = -1356.400808 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 166 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.284938 sec): 2 clusters Score: Raw -474.063009 + Penalty 182.388506 = -291.674503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.285158 sec): 3 clusters Score: Raw -490.544042 + Penalty 364.777013 = -125.767029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 167 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.285719 sec): 2 clusters Score: Raw -1958.924459 + Penalty 493.565093 = -1465.359366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.285986 sec): 3 clusters Score: Raw -2097.237952 + Penalty 984.115272 = -1113.122680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 168 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.286471 sec): 2 clusters Score: Raw -132.075508 + Penalty 86.297631 = -45.777877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.286677 sec): 3 clusters Score: Raw -122.903961 + Penalty 172.595261 = 49.691301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 169 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.287174 sec): 2 clusters Score: Raw -493.890111 + Penalty 268.866889 = -225.023222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.287392 sec): 3 clusters Score: Raw -490.531780 + Penalty 539.221334 = 48.689554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 170 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.287877 sec): 2 clusters Score: Raw -134.714406 + Penalty 80.276249 = -54.438157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.288068 sec): 2 clusters Score: Raw -134.714406 + Penalty 80.276249 = -54.438157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 171 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.288564 sec): 2 clusters Score: Raw -460.735519 + Penalty 243.562845 = -217.172674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.288784 sec): 3 clusters Score: Raw -472.193095 + Penalty 482.150330 = 9.957235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 172 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.289281 sec): 2 clusters Score: Raw -439.897939 + Penalty 193.559912 = -246.338027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.289501 sec): 3 clusters Score: Raw -446.575545 + Penalty 396.355366 = -50.220179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 173 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.289983 sec): 2 clusters Score: Raw -130.079070 + Penalty 73.131869 = -56.947201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.290207 sec): 3 clusters Score: Raw -121.577454 + Penalty 146.263737 = 24.686283 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 174 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.290705 sec): 2 clusters Score: Raw -478.576377 + Penalty 245.191829 = -233.384547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.290924 sec): 3 clusters Score: Raw -476.644035 + Penalty 508.484811 = 31.840776 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 175 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.291420 sec): 2 clusters Score: Raw -460.716294 + Penalty 231.200018 = -229.516276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.291641 sec): 3 clusters Score: Raw -467.887754 + Penalty 464.369958 = -3.517796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 176 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.292131 sec): 2 clusters Score: Raw -272.824629 + Penalty 158.497798 = -114.326831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.292344 sec): 3 clusters Score: Raw -264.710803 + Penalty 317.164206 = 52.453402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 177 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.292842 sec): 2 clusters Score: Raw -425.296126 + Penalty 179.061820 = -246.234306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.293062 sec): 3 clusters Score: Raw -434.942899 + Penalty 358.005041 = -76.937858 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 178 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.293558 sec): 2 clusters Score: Raw -425.199994 + Penalty 165.331336 = -259.868658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.293776 sec): 3 clusters Score: Raw -434.132949 + Penalty 322.479127 = -111.653822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 179 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.294270 sec): 2 clusters Score: Raw -348.647486 + Penalty 206.018144 = -142.629342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.294486 sec): 3 clusters Score: Raw -339.104245 + Penalty 412.902084 = 73.797839 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 180 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.294974 sec): 2 clusters Score: Raw -203.073695 + Penalty 127.213225 = -75.860470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.295183 sec): 3 clusters Score: Raw -193.696435 + Penalty 261.607394 = 67.910959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 181 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.295669 sec): 2 clusters Score: Raw -135.429862 + Penalty 92.674335 = -42.755527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.295875 sec): 3 clusters Score: Raw -125.782024 + Penalty 185.348669 = 59.566645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 182 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.296372 sec): 2 clusters Score: Raw -456.208175 + Penalty 231.703439 = -224.504736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.296591 sec): 3 clusters Score: Raw -467.236477 + Penalty 462.781251 = -4.455226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 183 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.297096 sec): 2 clusters Score: Raw -615.072129 + Penalty 255.278815 = -359.793313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.297334 sec): 3 clusters Score: Raw -617.660347 + Penalty 509.730240 = -107.930107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 184 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.297830 sec): 2 clusters Score: Raw -402.775713 + Penalty 201.132719 = -201.642994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.298048 sec): 3 clusters Score: Raw -399.172925 + Penalty 402.265438 = 3.092513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 185 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.298524 sec): 2 clusters Score: Raw -60.615485 + Penalty 0.000000 = -60.615485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.298711 sec): 2 clusters Score: Raw -60.615485 + Penalty 0.000000 = -60.615485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 186 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.299199 sec): 2 clusters Score: Raw -201.380272 + Penalty 125.105278 = -76.274994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.299407 sec): 3 clusters Score: Raw -191.371617 + Penalty 252.161495 = 60.789877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 188 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.299942 sec): 2 clusters Score: Raw -1172.316741 + Penalty 284.210870 = -888.105871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.300188 sec): 3 clusters Score: Raw -1240.402290 + Penalty 578.451286 = -661.951003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 189 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.300700 sec): 2 clusters Score: Raw -752.910346 + Penalty 229.204810 = -523.705536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.300932 sec): 3 clusters Score: Raw -791.021023 + Penalty 456.867628 = -334.153394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 190 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.301439 sec): 2 clusters Score: Raw -612.995427 + Penalty 261.645017 = -351.350410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.301665 sec): 3 clusters Score: Raw -634.138720 + Penalty 541.654047 = -92.484674 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 191 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.302149 sec): 2 clusters Score: Raw -128.377518 + Penalty 63.815031 = -64.562487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.302355 sec): 3 clusters Score: Raw -120.500083 + Penalty 127.630061 = 7.129978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 192 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.302842 sec): 2 clusters Score: Raw -194.457676 + Penalty 95.723604 = -98.734072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.303037 sec): 2 clusters Score: Raw -194.457676 + Penalty 95.723604 = -98.734072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 193 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.303550 sec): 2 clusters Score: Raw -709.756286 + Penalty 149.265287 = -560.490999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.303781 sec): 3 clusters Score: Raw -743.251753 + Penalty 306.760918 = -436.490836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 194 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.304270 sec): 2 clusters Score: Raw -205.395264 + Penalty 133.217850 = -72.177415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.304496 sec): 3 clusters Score: Raw -195.604556 + Penalty 266.677439 = 71.072882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 195 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.305034 sec): 2 clusters Score: Raw -1449.303054 + Penalty 464.330610 = -984.972444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.305282 sec): 3 clusters Score: Raw -1547.160357 + Penalty 928.497812 = -618.662545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 197 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.305764 sec): 2 clusters Score: Raw -63.268147 + Penalty 0.000000 = -63.268147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.305952 sec): 2 clusters Score: Raw -63.268147 + Penalty 0.000000 = -63.268147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 198 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.306489 sec): 2 clusters Score: Raw -1255.233295 + Penalty 345.509333 = -909.723962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.306737 sec): 3 clusters Score: Raw -1325.308010 + Penalty 691.018667 = -634.289343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 199 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.307274 sec): 2 clusters Score: Raw -1338.986939 + Penalty 255.855392 = -1083.131546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.307523 sec): 3 clusters Score: Raw -1370.440886 + Penalty 505.643185 = -864.797701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 200 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.308004 sec): 2 clusters Score: Raw -60.570367 + Penalty 0.000000 = -60.570367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.308192 sec): 2 clusters Score: Raw -60.570367 + Penalty 0.000000 = -60.570367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 201 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.308689 sec): 2 clusters Score: Raw -435.255947 + Penalty 161.606562 = -273.649384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.308908 sec): 3 clusters Score: Raw -436.802936 + Penalty 328.106618 = -108.696317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 202 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.309417 sec): 2 clusters Score: Raw -756.385290 + Penalty 316.122947 = -440.262343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.309646 sec): 3 clusters Score: Raw -805.433862 + Penalty 630.268128 = -175.165735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 203 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.310134 sec): 2 clusters Score: Raw -200.405734 + Penalty 123.187470 = -77.218264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.310343 sec): 3 clusters Score: Raw -191.471212 + Penalty 242.501930 = 51.030718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 204 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.310838 sec): 2 clusters Score: Raw -387.774069 + Penalty 215.156376 = -172.617693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.311037 sec): 2 clusters Score: Raw -387.774069 + Penalty 215.156376 = -172.617693 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 205 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.311538 sec): 2 clusters Score: Raw -198.308194 + Penalty 119.750969 = -78.557225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.311747 sec): 3 clusters Score: Raw -192.308203 + Penalty 225.038188 = 32.729985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 206 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.312261 sec): 2 clusters Score: Raw -784.632643 + Penalty 314.911025 = -469.721617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.312492 sec): 3 clusters Score: Raw -822.558347 + Penalty 627.123851 = -195.434496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 207 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.312981 sec): 2 clusters Score: Raw -275.743465 + Penalty 182.330246 = -93.413219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.313193 sec): 3 clusters Score: Raw -266.216086 + Penalty 364.660492 = 98.444406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 208 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.313680 sec): 2 clusters Score: Raw -271.249641 + Penalty 161.978573 = -109.271068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.313876 sec): 2 clusters Score: Raw -271.249641 + Penalty 161.978573 = -109.271068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 209 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.314382 sec): 2 clusters Score: Raw -652.578937 + Penalty 311.807511 = -340.771426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.314604 sec): 3 clusters Score: Raw -641.519217 + Penalty 640.052477 = -1.466741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 210 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.315111 sec): 2 clusters Score: Raw -621.128777 + Penalty 224.376395 = -396.752382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.315337 sec): 3 clusters Score: Raw -641.887947 + Penalty 436.502129 = -205.385819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 212 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.315830 sec): 2 clusters Score: Raw -325.308260 + Penalty 166.340932 = -158.967328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.316046 sec): 3 clusters Score: Raw -322.934834 + Penalty 334.960887 = 12.026053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 213 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.316549 sec): 2 clusters Score: Raw -542.177652 + Penalty 204.795775 = -337.381877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.316773 sec): 3 clusters Score: Raw -557.394366 + Penalty 399.304608 = -158.089758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 214 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.317261 sec): 2 clusters Score: Raw -261.568013 + Penalty 140.250570 = -121.317443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.317473 sec): 3 clusters Score: Raw -255.345130 + Penalty 249.890235 = -5.454895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 215 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.317969 sec): 2 clusters Score: Raw -411.745538 + Penalty 217.669578 = -194.075959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.318186 sec): 3 clusters Score: Raw -407.488748 + Penalty 435.339156 = 27.850409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 216 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.318691 sec): 2 clusters Score: Raw -273.758219 + Penalty 180.658710 = -93.099509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.318902 sec): 3 clusters Score: Raw -265.811356 + Penalty 346.020685 = 80.209330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 218 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.319418 sec): 2 clusters Score: Raw -760.564864 + Penalty 249.490026 = -511.074838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.319650 sec): 3 clusters Score: Raw -782.467282 + Penalty 497.528539 = -284.938744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 219 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.320148 sec): 2 clusters Score: Raw -523.442811 + Penalty 225.251197 = -298.191614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.320370 sec): 3 clusters Score: Raw -527.651074 + Penalty 445.261333 = -82.389741 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 220 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.320850 sec): 2 clusters Score: Raw -61.671124 + Penalty 0.000000 = -61.671124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.321040 sec): 2 clusters Score: Raw -61.671124 + Penalty 0.000000 = -61.671124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 221 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.321550 sec): 2 clusters Score: Raw -720.484498 + Penalty 336.632894 = -383.851605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.321775 sec): 3 clusters Score: Raw -723.678493 + Penalty 673.265787 = -50.412706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 222 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.322264 sec): 2 clusters Score: Raw -273.697136 + Penalty 183.701654 = -89.995483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.322476 sec): 3 clusters Score: Raw -265.662185 + Penalty 364.046481 = 98.384296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 226 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.322970 sec): 2 clusters Score: Raw -341.847009 + Penalty 198.512751 = -143.334258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.323185 sec): 3 clusters Score: Raw -336.316653 + Penalty 387.838623 = 51.521969 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 227 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.323674 sec): 2 clusters Score: Raw -254.415271 + Penalty 135.728817 = -118.686454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.323886 sec): 3 clusters Score: Raw -250.948231 + Penalty 271.457634 = 20.509402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 228 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.324378 sec): 2 clusters Score: Raw -279.187766 + Penalty 181.946928 = -97.240837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.324590 sec): 3 clusters Score: Raw -270.262108 + Penalty 363.893857 = 93.631749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 229 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.325073 sec): 2 clusters Score: Raw -130.283421 + Penalty 74.183996 = -56.099425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.325265 sec): 2 clusters Score: Raw -130.283421 + Penalty 74.183996 = -56.099425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 231 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.325780 sec): 2 clusters Score: Raw -460.688149 + Penalty 239.469554 = -221.218595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.326000 sec): 3 clusters Score: Raw -469.959327 + Penalty 474.495857 = 4.536530 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 233 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.326493 sec): 2 clusters Score: Raw -314.183985 + Penalty 146.148029 = -168.035956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.326705 sec): 3 clusters Score: Raw -311.922063 + Penalty 315.861189 = 3.939127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 235 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.327194 sec): 2 clusters Score: Raw -198.591087 + Penalty 115.898124 = -82.692963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.327404 sec): 3 clusters Score: Raw -191.167618 + Penalty 222.896127 = 31.728509 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 236 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.327892 sec): 2 clusters Score: Raw -203.903552 + Penalty 137.837841 = -66.065710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.328101 sec): 3 clusters Score: Raw -194.589855 + Penalty 289.800365 = 95.210511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 237 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.328583 sec): 2 clusters Score: Raw -133.542999 + Penalty 87.840829 = -45.702170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.328789 sec): 3 clusters Score: Raw -125.051742 + Penalty 175.681657 = 50.629915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 238 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.329267 sec): 2 clusters Score: Raw -62.475525 + Penalty 0.000000 = -62.475525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.329455 sec): 2 clusters Score: Raw -62.475525 + Penalty 0.000000 = -62.475525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 239 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.329932 sec): 2 clusters Score: Raw -62.593867 + Penalty 0.000000 = -62.593867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.330119 sec): 2 clusters Score: Raw -62.593867 + Penalty 0.000000 = -62.593867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 240 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.330602 sec): 2 clusters Score: Raw -125.187778 + Penalty 47.870484 = -77.317294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.330805 sec): 3 clusters Score: Raw -118.513230 + Penalty 95.740967 = -22.772262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 243 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.331281 sec): 2 clusters Score: Raw -61.091194 + Penalty 0.000000 = -61.091194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.331467 sec): 2 clusters Score: Raw -61.091194 + Penalty 0.000000 = -61.091194 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 244 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.331943 sec): 2 clusters Score: Raw -62.079879 + Penalty 0.000000 = -62.079879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.332128 sec): 2 clusters Score: Raw -62.079879 + Penalty 0.000000 = -62.079879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 245 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.332619 sec): 2 clusters Score: Raw -62.516862 + Penalty 0.000000 = -62.516862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.332808 sec): 2 clusters Score: Raw -62.516862 + Penalty 0.000000 = -62.516862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 246 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.333291 sec): 2 clusters Score: Raw -135.456588 + Penalty 91.829389 = -43.627199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.333496 sec): 3 clusters Score: Raw -125.927267 + Penalty 183.658779 = 57.731512 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 247 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.334200 sec): 2 clusters Score: Raw -4633.933351 + Penalty 44.086264 = -4589.847087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.334565 sec): 3 clusters Score: Raw -4611.295375 + Penalty 105.882776 = -4505.412599 nChanged 29 SP:Iteration 1F (70.334919 sec): 3 clusters Score: Raw -4650.480266 + Penalty 106.201525 = -4544.278740 nChanged 1 SP:Iteration 2Q (70.335256 sec): 3 clusters Score: Raw -4654.932653 + Penalty 108.021902 = -4546.910751 nChanged 1 SP:Iteration 3Q (70.335586 sec): 3 clusters Score: Raw -4655.275237 + Penalty 108.021902 = -4547.253335 nChanged 0 SP:Iteration 4F (70.335937 sec): 3 clusters Score: Raw -4655.275237 + Penalty 108.021902 = -4547.253335 nChanged 0 Deleting Class 159 (16 points): Lose 255.010623 but Gain 1716.909278 Iteration 20F (76.980657 sec): 233 clusters Score: Raw -3132686.779412 + Penalty 247803.116867 = -2884883.662545 nChanged 1115 Deleting Class 181 (2 points): Lose 24.770664 but Gain 1474.014624 Iteration 21Q (77.706843 sec): 232 clusters Score: Raw -3133195.434589 + Penalty 246324.830889 = -2886870.603700 nChanged 718 Deleting Class 127 (6 points): Lose 97.197334 but Gain 1543.118382 Iteration 22Q (78.373788 sec): 231 clusters Score: Raw -3133398.429206 + Penalty 244822.450413 = -2888575.978792 nChanged 589 Deleting Class 209 (9 points): Lose 120.884593 but Gain 1564.515609 Iteration 23Q (79.017172 sec): 230 clusters Score: Raw -3133454.057091 + Penalty 243317.859907 = -2890136.197184 nChanged 486 Deleting Class 197 (1 points): Lose 9.198586 but Gain 1449.606765 Iteration 24Q (79.644555 sec): 229 clusters Score: Raw -3133622.268828 + Penalty 241888.834909 = -2891733.433919 nChanged 411 Deleting Class 120 (6 points): Lose 98.348323 but Gain 1532.672538 Iteration 25Q (80.260856 sec): 228 clusters Score: Raw -3133638.023481 + Penalty 240379.882292 = -2893258.141189 nChanged 364 Deleting Class 77 (5 points): Lose 104.150126 but Gain 1537.851337 Iteration 26Q (80.864930 sec): 227 clusters Score: Raw -3133660.209619 + Penalty 239005.121138 = -2894655.088481 nChanged 322 Deleting Class 221 (10 points): Lose 180.962127 but Gain 1611.790670 Iteration 27Q (81.458564 sec): 226 clusters Score: Raw -3133609.556779 + Penalty 237484.177462 = -2896125.379317 nChanged 329 Deleting Class 195 (22 points): Lose 231.801783 but Gain 1656.113590 Iteration 28Q (82.050947 sec): 225 clusters Score: Raw -3133500.867319 + Penalty 235821.595743 = -2897679.271576 nChanged 303 Deleting Class 100 (20 points): Lose 248.890961 but Gain 1669.637292 Iteration 29Q (82.635706 sec): 224 clusters Score: Raw -3133369.742684 + Penalty 234277.026180 = -2899092.716504 nChanged 306 Deleting Class 128 (4 points): Lose 68.016117 but Gain 1483.779815 Iteration 30F (88.907038 sec): 223 clusters Score: Raw -3133439.354219 + Penalty 232880.370404 = -2900558.983815 nChanged 283 Deleting Class 228 (4 points): Lose 36.296598 but Gain 1446.961740 Iteration 31Q (89.491632 sec): 222 clusters Score: Raw -3133509.108245 + Penalty 231428.175949 = -2902080.932296 nChanged 312 Deleting Class 246 (2 points): Lose 55.392127 but Gain 1460.575501 Iteration 32Q (90.073857 sec): 221 clusters Score: Raw -3133560.504375 + Penalty 229962.752484 = -2903597.751891 nChanged 330 Deleting Class 169 (7 points): Lose 119.484850 but Gain 1523.289033 Iteration 33Q (90.656448 sec): 220 clusters Score: Raw -3133539.616093 + Penalty 228517.686159 = -2905021.929934 nChanged 325 Deleting Class 131 (12 points): Lose 146.987309 but Gain 1544.497340 Iteration 34Q (91.236999 sec): 219 clusters Score: Raw -3133499.254357 + Penalty 227131.519476 = -2906367.734881 nChanged 306 Deleting Class 222 (4 points): Lose 71.789940 but Gain 1460.916471 Iteration 35Q (91.815024 sec): 218 clusters Score: Raw -3133533.847530 + Penalty 225829.517362 = -2907704.330168 nChanged 259 Deleting Class 245 (1 points): Lose 13.766744 but Gain 1401.641783 Iteration 36Q (92.380806 sec): 217 clusters Score: Raw -3133604.669211 + Penalty 224492.648638 = -2909112.020573 nChanged 225 Deleting Class 207 (4 points): Lose 69.185389 but Gain 1450.010134 Iteration 37Q (92.944849 sec): 216 clusters Score: Raw -3133594.150585 + Penalty 223147.731743 = -2910446.418843 nChanged 214 Deleting Class 216 (4 points): Lose 59.488478 but Gain 1436.716980 Iteration 38Q (93.502939 sec): 215 clusters Score: Raw -3133588.936053 + Penalty 221730.134752 = -2911858.801301 nChanged 185 Deleting Class 237 (2 points): Lose 25.129566 but Gain 1397.136181 Iteration 39Q (94.053666 sec): 214 clusters Score: Raw -3133604.481936 + Penalty 220354.984270 = -2913249.497667 nChanged 180 Deleting Class 239 (2 points): Lose 38.265176 but Gain 1399.328926 Iteration 40F (100.139036 sec): 213 clusters Score: Raw -3133612.358696 + Penalty 218969.370172 = -2914642.988524 nChanged 154 Deleting Class 168 (2 points): Lose 16.467973 but Gain 1372.591128 Iteration 41Q (100.682521 sec): 212 clusters Score: Raw -3133626.429330 + Penalty 217619.549395 = -2916006.879934 nChanged 134 Deleting Class 142 (6 points): Lose 97.178923 but Gain 1451.959134 Iteration 42Q (101.222308 sec): 211 clusters Score: Raw -3133562.064518 + Penalty 216204.515123 = -2917357.549396 nChanged 139 Deleting Class 133 (2 points): Lose 30.716346 but Gain 1381.976587 Iteration 43Q (101.760482 sec): 210 clusters Score: Raw -3133594.769457 + Penalty 214892.157003 = -2918702.612454 nChanged 112 Deleting Class 104 (20 points): Lose 204.746308 but Gain 1554.918890 Iteration 44Q (102.296044 sec): 209 clusters Score: Raw -3133432.225522 + Penalty 213377.074052 = -2920055.151470 nChanged 115 Deleting Class 29 (27 points): Lose 226.672365 but Gain 1573.369124 Iteration 45Q (102.826875 sec): 208 clusters Score: Raw -3133276.434462 + Penalty 211919.825538 = -2921356.608924 nChanged 114 Deleting Class 179 (5 points): Lose 72.974082 but Gain 1411.233959 Iteration 46Q (103.359633 sec): 207 clusters Score: Raw -3133320.971534 + Penalty 210575.262617 = -2922745.708917 nChanged 94 Deleting Class 236 (3 points): Lose 46.033688 but Gain 1383.221679 Iteration 47Q (103.884898 sec): 206 clusters Score: Raw -3133343.175287 + Penalty 209253.161393 = -2924090.013895 nChanged 72 Deleting Class 238 (1 points): Lose 7.730706 but Gain 1343.016262 Iteration 48Q (104.404815 sec): 205 clusters Score: Raw -3133366.769969 + Penalty 207898.752111 = -2925468.017858 nChanged 69 Deleting Class 167 (32 points): Lose 234.768196 but Gain 1570.061801 Iteration 49Q (104.922765 sec): 204 clusters Score: Raw -3133154.542917 + Penalty 206394.550138 = -2926759.992779 nChanged 74 Deleting Class 107 (8 points): Lose 94.518344 but Gain 1425.649173 Iteration 50F (110.649899 sec): 203 clusters Score: Raw -3133146.380463 + Penalty 204989.760472 = -2928156.619991 nChanged 67 Deleting Class 158 (8 points): Lose 82.302235 but Gain 1402.048988 Iteration 51Q (111.166311 sec): 202 clusters Score: Raw -3133138.912677 + Penalty 203659.830963 = -2929479.081714 nChanged 63 Deleting Class 102 (15 points): Lose 116.568534 but Gain 1428.137907 Iteration 52Q (111.678095 sec): 201 clusters Score: Raw -3133076.499277 + Penalty 202282.162711 = -2930794.336566 nChanged 52 Deleting Class 80 (26 points): Lose 267.722605 but Gain 1566.688782 Iteration 53Q (112.187515 sec): 200 clusters Score: Raw -3132851.931631 + Penalty 200840.223454 = -2932011.708178 nChanged 59 Deleting Class 194 (3 points): Lose 39.054032 but Gain 1336.859426 Iteration 54Q (112.695737 sec): 199 clusters Score: Raw -3132936.598516 + Penalty 199540.595973 = -2933396.002543 nChanged 32 Deleting Class 226 (6 points): Lose 85.044320 but Gain 1380.971570 Iteration 55Q (113.198942 sec): 198 clusters Score: Raw -3132900.830813 + Penalty 198190.512448 = -2934710.318365 nChanged 30 Deleting Class 174 (7 points): Lose 98.514358 but Gain 1389.155898 Iteration 56Q (113.699796 sec): 197 clusters Score: Raw -3132835.444713 + Penalty 196893.802690 = -2935941.642023 nChanged 32 Deleting Class 82 (20 points): Lose 137.369297 but Gain 1418.697053 Iteration 57Q (114.200503 sec): 196 clusters Score: Raw -3132731.826571 + Penalty 195574.740753 = -2937157.085818 nChanged 39 Deleting Class 171 (7 points): Lose 105.808084 but Gain 1379.926743 Iteration 58Q (114.702692 sec): 195 clusters Score: Raw -3132700.187075 + Penalty 194225.575799 = -2938474.611276 nChanged 34 Deleting Class 215 (6 points): Lose 74.348819 but Gain 1339.324470 Iteration 59Q (115.200244 sec): 194 clusters Score: Raw -3132651.518697 + Penalty 192938.702919 = -2939712.815778 nChanged 28 Deleting Class 94 (11 points): Lose 111.649291 but Gain 1376.923711 Iteration 60F (120.655291 sec): 193 clusters Score: Raw -3132558.953233 + Penalty 191592.949174 = -2940966.004059 nChanged 40 Deleting Class 112 (19 points): Lose 152.684779 but Gain 1416.495452 Iteration 61Q (121.177605 sec): 192 clusters Score: Raw -3132463.338817 + Penalty 190279.940474 = -2942183.398343 nChanged 41 Deleting Class 170 (2 points): Lose 17.990388 but Gain 1276.819139 Iteration 62Q (121.695798 sec): 191 clusters Score: Raw -3132500.906506 + Penalty 189017.185540 = -2943483.720967 nChanged 25 Deleting Class 135 (24 points): Lose 136.745121 but Gain 1394.703883 Iteration 63Q (122.210275 sec): 190 clusters Score: Raw -3132380.790538 + Penalty 187698.781260 = -2944682.009278 nChanged 53 Deleting Class 111 (2 points): Lose 25.531421 but Gain 1280.482743 Iteration 64Q (122.703629 sec): 189 clusters Score: Raw -3132415.273573 + Penalty 186434.448877 = -2945980.824695 nChanged 28 Deleting Class 202 (12 points): Lose 156.544013 but Gain 1402.535039 Iteration 65Q (123.191935 sec): 188 clusters Score: Raw -3132282.664782 + Penalty 185235.584071 = -2947047.080711 nChanged 34 Deleting Class 229 (3 points): Lose 40.993136 but Gain 1302.675475 Iteration 66Q (123.678649 sec): 187 clusters Score: Raw -3132318.797532 + Penalty 183942.816154 = -2948375.981378 nChanged 21 Deleting Class 208 (4 points): Lose 48.071936 but Gain 1288.160233 Iteration 67Q (124.160613 sec): 186 clusters Score: Raw -3132291.838220 + Penalty 182664.338984 = -2949627.499235 nChanged 20 Deleting Class 180 (3 points): Lose 38.293132 but Gain 1276.602193 Iteration 68Q (124.642530 sec): 185 clusters Score: Raw -3132261.731124 + Penalty 181387.374944 = -2950874.356180 nChanged 25 Deleting Class 186 (3 points): Lose 24.110189 but Gain 1255.448657 Iteration 69Q (125.122245 sec): 184 clusters Score: Raw -3132246.549344 + Penalty 180130.576891 = -2952115.972453 nChanged 30 Deleting Class 143 (9 points): Lose 90.664492 but Gain 1321.245488 Iteration 70F (130.289318 sec): 183 clusters Score: Raw -3132161.218638 + Penalty 178819.080832 = -2953342.137806 nChanged 47 Deleting Class 204 (6 points): Lose 94.615074 but Gain 1323.860698 Iteration 71Q (130.793128 sec): 182 clusters Score: Raw -3132091.168483 + Penalty 177514.688213 = -2954576.480270 nChanged 45 Deleting Class 231 (7 points): Lose 127.545983 but Gain 1356.735841 Iteration 72Q (131.273894 sec): 181 clusters Score: Raw -3131982.414403 + Penalty 176178.242852 = -2955804.171551 nChanged 60 Deleting Class 129 (15 points): Lose 89.896522 but Gain 1310.314878 Iteration 73Q (131.754567 sec): 180 clusters Score: Raw -3131928.967773 + Penalty 174873.749382 = -2957055.218391 nChanged 64 Deleting Class 96 (7 points): Lose 80.155862 but Gain 1299.748169 Iteration 74Q (132.232929 sec): 179 clusters Score: Raw -3131879.171460 + Penalty 173575.829944 = -2958303.341516 nChanged 53 Deleting Class 206 (12 points): Lose 178.747165 but Gain 1397.158136 Iteration 75Q (132.709408 sec): 178 clusters Score: Raw -3131726.339360 + Penalty 172217.406538 = -2959508.932822 nChanged 60 Deleting Class 151 (4 points): Lose 36.280282 but Gain 1254.105131 Iteration 76Q (133.182543 sec): 177 clusters Score: Raw -3131728.413579 + Penalty 170974.817116 = -2960753.596463 nChanged 54 Deleting Class 157 (4 points): Lose 46.001605 but Gain 1257.569780 Iteration 77Q (133.656090 sec): 176 clusters Score: Raw -3131707.152776 + Penalty 169801.992909 = -2961905.159867 nChanged 69 Deleting Class 56 (7 points): Lose 130.008254 but Gain 1341.056562 Iteration 78Q (134.126258 sec): 175 clusters Score: Raw -3131617.984849 + Penalty 168512.344769 = -2963105.640081 nChanged 70 Deleting Class 147 (12 points): Lose 115.312442 but Gain 1326.257999 Iteration 79Q (134.594324 sec): 174 clusters Score: Raw -3131554.613279 + Penalty 167231.397630 = -2964323.215650 nChanged 75 Deleting Class 203 (3 points): Lose 25.899438 but Gain 1236.203188 Iteration 80F (139.469913 sec): 173 clusters Score: Raw -3131598.784142 + Penalty 166007.285682 = -2965591.498460 nChanged 62 Deleting Class 92 (9 points): Lose 80.826150 but Gain 1288.031960 Iteration 81Q (139.935851 sec): 172 clusters Score: Raw -3131551.126201 + Penalty 164802.384424 = -2966748.741777 nChanged 83 Deleting Class 176 (4 points): Lose 54.294255 but Gain 1260.478823 Iteration 82Q (140.405210 sec): 171 clusters Score: Raw -3131548.482661 + Penalty 162571.498793 = -2968976.983867 nChanged 100 Deleting Class 175 (7 points): Lose 108.696768 but Gain 1309.884060 Iteration 83Q (140.868788 sec): 169 clusters Score: Raw -3131476.423108 + Penalty 161290.131753 = -2970186.291355 nChanged 102 Deleting Class 63 (20 points): Lose 104.400611 but Gain 1303.925139 Iteration 84Q (141.330617 sec): 168 clusters Score: Raw -3131419.352804 + Penalty 160198.157889 = -2971221.194915 nChanged 132 Deleting Class 103 (26 points): Lose 125.267286 but Gain 1323.654786 Iteration 85Q (141.795831 sec): 167 clusters Score: Raw -3131368.937588 + Penalty 158872.847613 = -2972496.089975 nChanged 147 Deleting Class 182 (7 points): Lose 117.359955 but Gain 1312.736234 Iteration 86Q (142.260049 sec): 166 clusters Score: Raw -3131334.243331 + Penalty 157601.382157 = -2973732.861174 nChanged 114 Deleting Class 183 (9 points): Lose 92.033965 but Gain 1280.878994 Iteration 87Q (142.717830 sec): 165 clusters Score: Raw -3131320.921323 + Penalty 156360.354711 = -2974960.566612 nChanged 114 Deleting Class 184 (6 points): Lose 56.806521 but Gain 1237.572905 Iteration 88Q (143.174749 sec): 164 clusters Score: Raw -3131321.120648 + Penalty 155178.934641 = -2976142.186007 nChanged 98 Deleting Class 190 (10 points): Lose 82.816831 but Gain 1252.750414 Iteration 89Q (143.626274 sec): 163 clusters Score: Raw -3131313.937666 + Penalty 153977.543597 = -2977336.394069 nChanged 103 Deleting Class 91 (8 points): Lose 63.595619 but Gain 1232.547098 Iteration 90F (148.191671 sec): 162 clusters Score: Raw -3131295.999680 + Penalty 152750.175235 = -2978545.824445 nChanged 69 Deleting Class 37 (5 points): Lose 41.191682 but Gain 1207.318480 Iteration 91Q (148.640091 sec): 161 clusters Score: Raw -3131285.481849 + Penalty 151564.585748 = -2979720.896101 nChanged 67 Deleting Class 205 (3 points): Lose 38.021542 but Gain 1201.717425 Iteration 92Q (149.085020 sec): 160 clusters Score: Raw -3131270.769459 + Penalty 150377.341471 = -2980893.427988 nChanged 48 Deleting Class 105 (3 points): Lose 39.822265 but Gain 1200.561359 Iteration 93Q (149.526534 sec): 159 clusters Score: Raw -3131244.793388 + Penalty 149179.157769 = -2982065.635618 nChanged 46 Deleting Class 116 (8 points): Lose 71.659331 but Gain 1220.224574 Iteration 94Q (149.966973 sec): 158 clusters Score: Raw -3131184.313649 + Penalty 147978.803506 = -2983205.510143 nChanged 46 Deleting Class 219 (8 points): Lose 48.278135 but Gain 1194.230527 Iteration 95Q (150.413538 sec): 157 clusters Score: Raw -3131153.479387 + Penalty 146785.845622 = -2984367.633765 nChanged 46 Deleting Class 173 (2 points): Lose 19.363498 but Gain 1163.185517 Iteration 96Q (150.871670 sec): 156 clusters Score: Raw -3131147.426624 + Penalty 145614.565640 = -2985532.860984 nChanged 44 Deleting Class 115 (27 points): Lose 154.767535 but Gain 1290.391364 Iteration 97Q (151.314501 sec): 155 clusters Score: Raw -3130999.161282 + Penalty 144341.459839 = -2986657.701443 nChanged 74 Deleting Class 235 (3 points): Lose 31.588370 but Gain 1163.053601 Iteration 98Q (151.750986 sec): 154 clusters Score: Raw -3131019.851222 + Penalty 143166.011024 = -2987853.840198 nChanged 38 Deleting Class 220 (1 points): Lose 12.570564 but Gain 1143.118018 Iteration 99Q (152.187678 sec): 153 clusters Score: Raw -3131027.041542 + Penalty 142024.418100 = -2989002.623442 nChanged 28 Deleting Class 73 (6 points): Lose 53.082113 but Gain 1182.631701 Iteration 100F (156.522594 sec): 152 clusters Score: Raw -3130993.064996 + Penalty 140862.333424 = -2990130.731572 nChanged 38 Deleting Class 165 (38 points): Lose 150.349226 but Gain 1279.820311 Iteration 101Q (156.951613 sec): 151 clusters Score: Raw -3130867.775735 + Penalty 139688.846975 = -2991178.928760 nChanged 73 Deleting Class 69 (14 points): Lose 99.700534 but Gain 1257.560165 Iteration 102Q (157.380596 sec): 150 clusters Score: Raw -3130852.808588 + Penalty 138476.443072 = -2992376.365515 nChanged 58 Deleting Class 93 (11 points): Lose 66.115118 but Gain 1191.109238 Iteration 103Q (157.810251 sec): 149 clusters Score: Raw -3130842.189644 + Penalty 137355.139164 = -2993487.050480 nChanged 49 Deleting Class 113 (21 points): Lose 129.918786 but Gain 1253.784618 Iteration 104Q (158.235903 sec): 148 clusters Score: Raw -3130771.493141 + Penalty 136134.982297 = -2994636.510844 nChanged 57 Deleting Class 79 (4 points): Lose 25.231973 but Gain 1145.765042 Iteration 105Q (158.658807 sec): 147 clusters Score: Raw -3130824.780239 + Penalty 135069.764754 = -2995755.015484 nChanged 52 Deleting Class 66 (28 points): Lose 168.614216 but Gain 1288.383485 Iteration 106Q (159.080659 sec): 146 clusters Score: Raw -3130710.626903 + Penalty 133829.268321 = -2996881.358583 nChanged 76 Deleting Class 198 (21 points): Lose 148.919230 but Gain 1268.535708 Iteration 107Q (159.501517 sec): 145 clusters Score: Raw -3130665.341062 + Penalty 132634.346483 = -2998030.994579 nChanged 70 Deleting Class 70 (13 points): Lose 56.962208 but Gain 1166.710328 Iteration 108Q (159.924113 sec): 144 clusters Score: Raw -3130711.753557 + Penalty 131459.708375 = -2999252.045182 nChanged 68 Deleting Class 72 (10 points): Lose 49.956606 but Gain 1154.723648 Iteration 109Q (160.347631 sec): 143 clusters Score: Raw -3130717.005854 + Penalty 130319.361891 = -3000397.643963 nChanged 50 Deleting Class 13 (2 points): Lose 17.466459 but Gain 1119.817977 Iteration 110F (164.382432 sec): 142 clusters Score: Raw -3130761.603970 + Penalty 129210.587668 = -3001551.016302 nChanged 52 Deleting Class 152 (7 points): Lose 63.283446 but Gain 1164.895962 Iteration 111Q (164.795855 sec): 141 clusters Score: Raw -3130744.632718 + Penalty 128066.745847 = -3002677.886871 nChanged 45 Deleting Class 74 (8 points): Lose 42.779670 but Gain 1138.276231 Iteration 112Q (165.210625 sec): 140 clusters Score: Raw -3130749.221976 + Penalty 126947.522336 = -3003801.699640 nChanged 44 Deleting Class 243 (1 points): Lose 14.569846 but Gain 1109.541496 Iteration 113Q (165.620601 sec): 139 clusters Score: Raw -3130772.360542 + Penalty 125852.453217 = -3004919.907325 nChanged 41 Deleting Class 161 (3 points): Lose 39.575197 but Gain 1133.896061 Iteration 114Q (166.030823 sec): 138 clusters Score: Raw -3130771.999830 + Penalty 124739.317169 = -3006032.682661 nChanged 43 Deleting Class 117 (25 points): Lose 145.692142 but Gain 1236.230938 Iteration 115Q (166.440059 sec): 137 clusters Score: Raw -3130654.131069 + Penalty 123535.121405 = -3007119.009664 nChanged 48 Deleting Class 212 (5 points): Lose 51.308884 but Gain 1139.443195 Iteration 116Q (166.843092 sec): 136 clusters Score: Raw -3130659.466625 + Penalty 122375.633703 = -3008283.832923 nChanged 19 Deleting Class 60 (28 points): Lose 132.355887 but Gain 1216.827490 Iteration 117Q (167.245674 sec): 135 clusters Score: Raw -3130538.179443 + Penalty 121177.256431 = -3009360.923012 nChanged 39 Deleting Class 244 (1 points): Lose 19.651400 but Gain 1102.204339 Iteration 118Q (167.647935 sec): 134 clusters Score: Raw -3130575.207902 + Penalty 120077.447040 = -3010497.760862 nChanged 23 Writing temp clu file Memory request: 0.28 GB would take us to total of 0.56 GB. Compute initial score before splitting: Score: Raw -3130575.207902 + Penalty 120077.447040 = -3010497.760862Memory request: 0.02 GB would take us to total of 0.58 GB. Trying to split cluster 1 (4470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (167.871782 sec): 2 clusters Score: Raw -247837.935760 + Penalty 129.969876 = -247707.965884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (167.879892 sec): 3 clusters Score: Raw -244887.939603 + Penalty 269.624326 = -244618.315277 nChanged 2094 SP:Iteration 1F (167.887851 sec): 3 clusters Score: Raw -246306.338666 + Penalty 278.662926 = -246027.675740 nChanged 541 SP:Iteration 2F (167.895786 sec): 3 clusters Score: Raw -246649.210486 + Penalty 288.866571 = -246360.343915 nChanged 348 SP:Iteration 3F (167.903760 sec): 3 clusters Score: Raw -246907.521194 + Penalty 299.690326 = -246607.830867 nChanged 256 SP:Iteration 4F (167.911692 sec): 3 clusters Score: Raw -247148.388115 + Penalty 305.236553 = -246843.151562 nChanged 217 SP:Iteration 5Q (167.919644 sec): 3 clusters Score: Raw -247558.590008 + Penalty 308.513326 = -247250.076682 nChanged 183 SP:Iteration 6Q (167.927421 sec): 3 clusters Score: Raw -247860.061357 + Penalty 307.597318 = -247552.464039 nChanged 100 SP:Iteration 7Q (167.934528 sec): 3 clusters Score: Raw -247944.309084 + Penalty 306.635621 = -247637.673463 nChanged 56 SP:Iteration 8Q (167.941539 sec): 3 clusters Score: Raw -247974.166785 + Penalty 305.076219 = -247669.090566 nChanged 30 SP:Iteration 9Q (167.948999 sec): 3 clusters Score: Raw -247981.508947 + Penalty 304.257622 = -247677.251325 nChanged 20 SP:Iteration 10F (167.957010 sec): 3 clusters Score: Raw -247987.062128 + Penalty 303.196699 = -247683.865429 nChanged 16 SP:Iteration 11Q (167.963841 sec): 3 clusters Score: Raw -247989.642085 + Penalty 303.005572 = -247686.636513 nChanged 9 SP:Iteration 12Q (167.970707 sec): 3 clusters Score: Raw -247991.234561 + Penalty 302.829262 = -247688.405299 nChanged 7 SP:Iteration 13Q (167.977573 sec): 3 clusters Score: Raw -247992.021063 + Penalty 302.144250 = -247689.876813 nChanged 6 SP:Iteration 14Q (167.984461 sec): 3 clusters Score: Raw -247992.940958 + Penalty 301.575805 = -247691.365154 nChanged 7 SP:Iteration 15Q (167.991260 sec): 3 clusters Score: Raw -247993.656577 + Penalty 301.413774 = -247692.242802 nChanged 2 SP:Iteration 16Q (167.998047 sec): 3 clusters Score: Raw -247993.708214 + Penalty 301.303363 = -247692.404851 nChanged 1 SP:Iteration 17Q (168.004840 sec): 3 clusters Score: Raw -247993.711372 + Penalty 301.303363 = -247692.408009 nChanged 0 SP:Iteration 18F (168.012745 sec): 3 clusters Score: Raw -247993.711372 + Penalty 301.303363 = -247692.408009 nChanged 0 Memory request: 0.02 GB would take us to total of 0.58 GB. Trying to split cluster 2 (3826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (168.026752 sec): 2 clusters Score: Raw -212708.985445 + Penalty 170.894187 = -212538.091257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (168.034069 sec): 3 clusters Score: Raw -210211.828740 + Penalty 346.444026 = -209865.384714 nChanged 1773 SP:Iteration 1F (168.041421 sec): 3 clusters Score: Raw -211339.693261 + Penalty 350.901724 = -210988.791538 nChanged 422 SP:Iteration 2F (168.048399 sec): 3 clusters Score: Raw -211566.301437 + Penalty 352.788079 = -211213.513358 nChanged 275 SP:Iteration 3F (168.055371 sec): 3 clusters Score: Raw -211782.846810 + Penalty 354.325644 = -211428.521166 nChanged 290 SP:Iteration 4F (168.062214 sec): 3 clusters Score: Raw -212024.479770 + Penalty 353.250100 = -211671.229670 nChanged 236 SP:Iteration 5F (168.069124 sec): 3 clusters Score: Raw -212230.761149 + Penalty 353.261620 = -211877.499529 nChanged 201 SP:Iteration 6F (168.076119 sec): 3 clusters Score: Raw -212468.317684 + Penalty 347.578067 = -212120.739617 nChanged 124 SP:Iteration 7Q (168.082941 sec): 3 clusters Score: Raw -212642.489852 + Penalty 346.122068 = -212296.367784 nChanged 62 SP:Iteration 8Q (168.089123 sec): 3 clusters Score: Raw -212682.282021 + Penalty 346.413017 = -212335.869004 nChanged 31 SP:Iteration 9Q (168.095160 sec): 3 clusters Score: Raw -212696.321794 + Penalty 344.090345 = -212352.231449 nChanged 34 SP:Iteration 10F (168.101996 sec): 3 clusters Score: Raw -212707.495870 + Penalty 344.597668 = -212362.898203 nChanged 19 SP:Iteration 11Q (168.107917 sec): 3 clusters Score: Raw -212710.983217 + Penalty 345.833356 = -212365.149861 nChanged 11 SP:Iteration 12Q (168.114052 sec): 3 clusters Score: Raw -212714.091351 + Penalty 347.082581 = -212367.008770 nChanged 9 SP:Iteration 13Q (168.119960 sec): 3 clusters Score: Raw -212715.058619 + Penalty 347.721144 = -212367.337475 nChanged 6 SP:Iteration 14Q (168.125878 sec): 3 clusters Score: Raw -212715.898164 + Penalty 348.482641 = -212367.415524 nChanged 6 SP:Iteration 15Q (168.131875 sec): 3 clusters Score: Raw -212716.812475 + Penalty 349.433128 = -212367.379347 nChanged 8 SP:Iteration 16F (168.138732 sec): 3 clusters Score: Raw -212717.867027 + Penalty 349.105034 = -212368.761993 nChanged 8 SP:Iteration 17Q (168.144588 sec): 3 clusters Score: Raw -212719.374288 + Penalty 349.045240 = -212370.329047 nChanged 10 SP:Iteration 18Q (168.150476 sec): 3 clusters Score: Raw -212721.647890 + Penalty 349.430867 = -212372.217024 nChanged 14 SP:Iteration 19Q (168.156458 sec): 3 clusters Score: Raw -212723.464147 + Penalty 348.699069 = -212374.765078 nChanged 8 SP:Iteration 20F (168.163443 sec): 3 clusters Score: Raw -212724.234644 + Penalty 347.848321 = -212376.386323 nChanged 7 SP:Iteration 21Q (168.169262 sec): 3 clusters Score: Raw -212724.791281 + Penalty 347.537521 = -212377.253760 nChanged 4 SP:Iteration 22Q (168.175211 sec): 3 clusters Score: Raw -212725.107223 + Penalty 347.968274 = -212377.138948 nChanged 4 SP:Iteration 23F (168.182175 sec): 3 clusters Score: Raw -212725.400556 + Penalty 348.302170 = -212377.098385 nChanged 5 SP:Iteration 24F (168.189000 sec): 3 clusters Score: Raw -212725.777768 + Penalty 348.362437 = -212377.415331 nChanged 2 SP:Iteration 25Q (168.194792 sec): 3 clusters Score: Raw -212726.231995 + Penalty 348.226006 = -212378.005989 nChanged 4 SP:Iteration 26Q (168.200625 sec): 3 clusters Score: Raw -212726.503787 + Penalty 347.779309 = -212378.724478 nChanged 2 SP:Iteration 27Q (168.206427 sec): 3 clusters Score: Raw -212726.701231 + Penalty 346.443874 = -212380.257357 nChanged 3 SP:Iteration 28Q (168.212228 sec): 3 clusters Score: Raw -212727.141792 + Penalty 346.657521 = -212380.484271 nChanged 4 SP:Iteration 29Q (168.218010 sec): 3 clusters Score: Raw -212727.320375 + Penalty 346.657521 = -212380.662854 nChanged 0 SP:Iteration 30F (168.224847 sec): 3 clusters Score: Raw -212727.320375 + Penalty 346.657521 = -212380.662854 nChanged 0 Memory request: 0.07 GB would take us to total of 0.63 GB. Trying to split cluster 3 (14800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (168.291732 sec): 2 clusters Score: Raw -795323.838648 + Penalty 143.634226 = -795180.204422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (168.319210 sec): 3 clusters Score: Raw -785316.260262 + Penalty 287.640169 = -785028.620093 nChanged 7144 SP:Iteration 1F (168.346429 sec): 3 clusters Score: Raw -788921.105198 + Penalty 284.987620 = -788636.117578 nChanged 2718 SP:Iteration 2F (168.374466 sec): 3 clusters Score: Raw -791159.459996 + Penalty 276.974623 = -790882.485372 nChanged 2461 SP:Iteration 3F (168.401705 sec): 3 clusters Score: Raw -794044.160357 + Penalty 273.924411 = -793770.235946 nChanged 735 SP:Iteration 4Q (168.429255 sec): 3 clusters Score: Raw -794773.740816 + Penalty 273.057442 = -794500.683375 nChanged 218 SP:Iteration 5Q (168.457011 sec): 3 clusters Score: Raw -794819.448887 + Penalty 272.580329 = -794546.868557 nChanged 128 SP:Iteration 6Q (168.484301 sec): 3 clusters Score: Raw -794843.425987 + Penalty 272.102832 = -794571.323155 nChanged 110 SP:Iteration 7Q (168.511346 sec): 3 clusters Score: Raw -794864.244730 + Penalty 271.742052 = -794592.502678 nChanged 88 SP:Iteration 8Q (168.538056 sec): 3 clusters Score: Raw -794876.671737 + Penalty 271.270825 = -794605.400912 nChanged 75 SP:Iteration 9Q (168.564753 sec): 3 clusters Score: Raw -794885.597627 + Penalty 270.879612 = -794614.718015 nChanged 67 SP:Iteration 10F (168.591917 sec): 3 clusters Score: Raw -794892.663153 + Penalty 270.547552 = -794622.115602 nChanged 58 SP:Iteration 11Q (168.617539 sec): 3 clusters Score: Raw -794897.658494 + Penalty 270.195085 = -794627.463408 nChanged 48 SP:Iteration 12Q (168.642851 sec): 3 clusters Score: Raw -794901.814352 + Penalty 269.851546 = -794631.962806 nChanged 54 SP:Iteration 13Q (168.668350 sec): 3 clusters Score: Raw -794906.458490 + Penalty 269.477793 = -794636.980697 nChanged 52 SP:Iteration 14Q (168.692988 sec): 3 clusters Score: Raw -794910.590732 + Penalty 269.122414 = -794641.468318 nChanged 51 SP:Iteration 15Q (168.717477 sec): 3 clusters Score: Raw -794914.546327 + Penalty 268.818567 = -794645.727759 nChanged 43 SP:Iteration 16Q (168.741787 sec): 3 clusters Score: Raw -794917.247307 + Penalty 268.447283 = -794648.800024 nChanged 33 SP:Iteration 17Q (168.766357 sec): 3 clusters Score: Raw -794919.436172 + Penalty 268.385925 = -794651.050247 nChanged 26 SP:Iteration 18Q (168.790576 sec): 3 clusters Score: Raw -794920.655047 + Penalty 268.096442 = -794652.558605 nChanged 25 SP:Iteration 19Q (168.815758 sec): 3 clusters Score: Raw -794921.808384 + Penalty 267.941377 = -794653.867007 nChanged 25 SP:Iteration 20F (168.843054 sec): 3 clusters Score: Raw -794922.995188 + Penalty 267.783773 = -794655.211415 nChanged 24 SP:Iteration 21Q (168.867732 sec): 3 clusters Score: Raw -794924.134557 + Penalty 267.744726 = -794656.389832 nChanged 21 SP:Iteration 22Q (168.892222 sec): 3 clusters Score: Raw -794925.240332 + Penalty 267.405782 = -794657.834550 nChanged 23 SP:Iteration 23Q (168.916609 sec): 3 clusters Score: Raw -794926.899341 + Penalty 267.169696 = -794659.729645 nChanged 21 SP:Iteration 24Q (168.940920 sec): 3 clusters Score: Raw -794928.235571 + Penalty 266.992562 = -794661.243008 nChanged 16 SP:Iteration 25Q (168.965330 sec): 3 clusters Score: Raw -794929.025742 + Penalty 266.707377 = -794662.318365 nChanged 12 SP:Iteration 26Q (168.990406 sec): 3 clusters Score: Raw -794929.457623 + Penalty 266.615357 = -794662.842266 nChanged 10 SP:Iteration 27Q (169.014700 sec): 3 clusters Score: Raw -794929.867938 + Penalty 266.539501 = -794663.328437 nChanged 10 SP:Iteration 28Q (169.038967 sec): 3 clusters Score: Raw -794930.176989 + Penalty 266.381292 = -794663.795697 nChanged 11 SP:Iteration 29Q (169.063905 sec): 3 clusters Score: Raw -794930.813336 + Penalty 266.035276 = -794664.778059 nChanged 16 SP:Iteration 30F (169.091030 sec): 3 clusters Score: Raw -794931.634380 + Penalty 266.013465 = -794665.620915 nChanged 14 SP:Iteration 31Q (169.115369 sec): 3 clusters Score: Raw -794932.182281 + Penalty 265.937699 = -794666.244582 nChanged 10 SP:Iteration 32Q (169.139629 sec): 3 clusters Score: Raw -794932.547142 + Penalty 265.881189 = -794666.665953 nChanged 13 SP:Iteration 33Q (169.164094 sec): 3 clusters Score: Raw -794932.962068 + Penalty 265.794921 = -794667.167147 nChanged 12 SP:Iteration 34Q (169.188473 sec): 3 clusters Score: Raw -794933.347202 + Penalty 265.715514 = -794667.631688 nChanged 16 SP:Iteration 35Q (169.212897 sec): 3 clusters Score: Raw -794933.998911 + Penalty 265.683048 = -794668.315863 nChanged 10 SP:Iteration 36Q (169.237118 sec): 3 clusters Score: Raw -794934.322161 + Penalty 265.517987 = -794668.804174 nChanged 11 SP:Iteration 37Q (169.261430 sec): 3 clusters Score: Raw -794934.736603 + Penalty 265.294465 = -794669.442138 nChanged 7 SP:Iteration 38Q (169.286444 sec): 3 clusters Score: Raw -794935.014145 + Penalty 265.190404 = -794669.823741 nChanged 8 SP:Iteration 39Q (169.310976 sec): 3 clusters Score: Raw -794935.141170 + Penalty 265.148860 = -794669.992310 nChanged 6 SP:Iteration 40F (169.338422 sec): 3 clusters Score: Raw -794935.224946 + Penalty 265.111858 = -794670.113088 nChanged 6 SP:Iteration 41Q (169.362882 sec): 3 clusters Score: Raw -794935.281301 + Penalty 265.072617 = -794670.208684 nChanged 3 SP:Iteration 42Q (169.387803 sec): 3 clusters Score: Raw -794935.310125 + Penalty 265.082709 = -794670.227415 nChanged 2 SP:Iteration 43Q (169.412189 sec): 3 clusters Score: Raw -794935.321567 + Penalty 265.087695 = -794670.233872 nChanged 2 SP:Iteration 44Q (169.436477 sec): 3 clusters Score: Raw -794935.323973 + Penalty 265.090050 = -794670.233923 nChanged 2 SP:Iteration 45Q (169.460867 sec): 3 clusters Score: Raw -794935.334232 + Penalty 265.090050 = -794670.244182 nChanged 0 SP:Iteration 46F (169.488091 sec): 3 clusters Score: Raw -794935.334232 + Penalty 265.090050 = -794670.244182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 4 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (169.497672 sec): 2 clusters Score: Raw -11995.816381 + Penalty 439.996815 = -11555.819566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (169.498305 sec): 3 clusters Score: Raw -11948.611907 + Penalty 880.220733 = -11068.391174 nChanged 43 SP:Iteration 1F (169.498915 sec): 3 clusters Score: Raw -11998.998839 + Penalty 880.018901 = -11118.979938 nChanged 17 SP:Iteration 2F (169.499525 sec): 3 clusters Score: Raw -12019.639239 + Penalty 881.134917 = -11138.504322 nChanged 10 SP:Iteration 3Q (169.500121 sec): 3 clusters Score: Raw -12035.389207 + Penalty 884.625438 = -11150.763770 nChanged 10 SP:Iteration 4Q (169.500717 sec): 3 clusters Score: Raw -12050.885512 + Penalty 889.157395 = -11161.728117 nChanged 12 SP:Iteration 5F (169.501326 sec): 3 clusters Score: Raw -12070.829318 + Penalty 891.121236 = -11179.708082 nChanged 6 SP:Iteration 6Q (169.501921 sec): 3 clusters Score: Raw -12087.048990 + Penalty 891.466886 = -11195.582104 nChanged 4 SP:Iteration 7Q (169.502507 sec): 3 clusters Score: Raw -12095.835571 + Penalty 894.471955 = -11201.363617 nChanged 3 SP:Iteration 8Q (169.503090 sec): 3 clusters Score: Raw -12099.713710 + Penalty 899.334490 = -11200.379220 nChanged 6 SP:Iteration 9F (169.503698 sec): 3 clusters Score: Raw -12107.602188 + Penalty 902.188250 = -11205.413937 nChanged 3 SP:Iteration 10F (169.504306 sec): 3 clusters Score: Raw -12113.231519 + Penalty 903.792876 = -11209.438643 nChanged 1 SP:Iteration 11Q (169.504887 sec): 3 clusters Score: Raw -12113.883460 + Penalty 904.988993 = -11208.894467 nChanged 1 SP:Iteration 12F (169.505494 sec): 3 clusters Score: Raw -12115.334577 + Penalty 906.918834 = -11208.415743 nChanged 2 SP:Iteration 13F (169.506101 sec): 3 clusters Score: Raw -12116.976547 + Penalty 906.918834 = -11210.057713 nChanged 0 Memory request: 0.01 GB would take us to total of 0.57 GB. Trying to split cluster 5 (2598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (169.514390 sec): 2 clusters Score: Raw -141385.123866 + Penalty 122.854944 = -141262.268922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (169.519179 sec): 3 clusters Score: Raw -139691.189954 + Penalty 243.169261 = -139448.020694 nChanged 1200 SP:Iteration 1F (169.523884 sec): 3 clusters Score: Raw -140516.452741 + Penalty 238.758353 = -140277.694388 nChanged 391 SP:Iteration 2F (169.528543 sec): 3 clusters Score: Raw -140828.955035 + Penalty 233.959683 = -140594.995352 nChanged 193 SP:Iteration 3F (169.533186 sec): 3 clusters Score: Raw -141056.033632 + Penalty 229.224536 = -140826.809096 nChanged 107 SP:Iteration 4Q (169.537793 sec): 3 clusters Score: Raw -141195.410014 + Penalty 225.771625 = -140969.638388 nChanged 74 SP:Iteration 5Q (169.542249 sec): 3 clusters Score: Raw -141232.579178 + Penalty 223.697329 = -141008.881848 nChanged 57 SP:Iteration 6Q (169.546601 sec): 3 clusters Score: Raw -141258.901304 + Penalty 223.455966 = -141035.445338 nChanged 49 SP:Iteration 7Q (169.550912 sec): 3 clusters Score: Raw -141282.523097 + Penalty 222.627294 = -141059.895803 nChanged 40 SP:Iteration 8Q (169.555121 sec): 3 clusters Score: Raw -141302.168115 + Penalty 220.009851 = -141082.158264 nChanged 37 SP:Iteration 9Q (169.559256 sec): 3 clusters Score: Raw -141317.507332 + Penalty 220.236786 = -141097.270545 nChanged 25 SP:Iteration 10F (169.564005 sec): 3 clusters Score: Raw -141327.235071 + Penalty 220.022683 = -141107.212388 nChanged 30 SP:Iteration 11Q (169.568070 sec): 3 clusters Score: Raw -141339.360128 + Penalty 219.437360 = -141119.922767 nChanged 27 SP:Iteration 12Q (169.572095 sec): 3 clusters Score: Raw -141348.856816 + Penalty 217.808481 = -141131.048336 nChanged 20 SP:Iteration 13Q (169.576083 sec): 3 clusters Score: Raw -141355.135114 + Penalty 217.622689 = -141137.512426 nChanged 11 SP:Iteration 14Q (169.580065 sec): 3 clusters Score: Raw -141356.801186 + Penalty 218.192066 = -141138.609120 nChanged 7 SP:Iteration 15Q (169.584089 sec): 3 clusters Score: Raw -141357.668557 + Penalty 218.207745 = -141139.460811 nChanged 5 SP:Iteration 16Q (169.588392 sec): 3 clusters Score: Raw -141358.223138 + Penalty 218.344520 = -141139.878618 nChanged 2 SP:Iteration 17Q (169.592364 sec): 3 clusters Score: Raw -141358.289431 + Penalty 218.429252 = -141139.860179 nChanged 1 SP:Iteration 18F (169.597029 sec): 3 clusters Score: Raw -141358.305894 + Penalty 218.506739 = -141139.799155 nChanged 1 SP:Iteration 19F (169.601661 sec): 3 clusters Score: Raw -141358.365153 + Penalty 217.508305 = -141140.856848 nChanged 2 SP:Iteration 20F (169.606288 sec): 3 clusters Score: Raw -141358.560761 + Penalty 217.650675 = -141140.910086 nChanged 1 SP:Iteration 21Q (169.610209 sec): 3 clusters Score: Raw -141358.694689 + Penalty 217.212522 = -141141.482168 nChanged 1 SP:Iteration 22Q (169.614128 sec): 3 clusters Score: Raw -141358.870383 + Penalty 217.212522 = -141141.657861 nChanged 0 SP:Iteration 23F (169.618752 sec): 3 clusters Score: Raw -141358.870383 + Penalty 217.212522 = -141141.657861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 6 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (169.621929 sec): 2 clusters Score: Raw -8647.672806 + Penalty 233.548575 = -8414.124231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (169.622431 sec): 3 clusters Score: Raw -8598.333036 + Penalty 464.425255 = -8133.907781 nChanged 34 SP:Iteration 1F (169.622923 sec): 3 clusters Score: Raw -8632.610962 + Penalty 466.398647 = -8166.212316 nChanged 14 SP:Iteration 2F (169.623415 sec): 3 clusters Score: Raw -8645.239070 + Penalty 462.164584 = -8183.074486 nChanged 7 SP:Iteration 3Q (169.623901 sec): 3 clusters Score: Raw -8654.895792 + Penalty 457.627109 = -8197.268683 nChanged 6 SP:Iteration 4Q (169.624387 sec): 3 clusters Score: Raw -8668.217534 + Penalty 453.926944 = -8214.290590 nChanged 6 SP:Iteration 5Q (169.624869 sec): 3 clusters Score: Raw -8675.274349 + Penalty 450.837781 = -8224.436568 nChanged 2 SP:Iteration 6Q (169.625346 sec): 3 clusters Score: Raw -8679.587966 + Penalty 449.019101 = -8230.568865 nChanged 1 SP:Iteration 7Q (169.625821 sec): 3 clusters Score: Raw -8684.911803 + Penalty 449.019101 = -8235.892702 nChanged 0 SP:Iteration 8F (169.626308 sec): 3 clusters Score: Raw -8684.911803 + Penalty 449.019101 = -8235.892702 nChanged 0 Memory request: 0.02 GB would take us to total of 0.58 GB. Trying to split cluster 7 (3649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (169.638337 sec): 2 clusters Score: Raw -199062.590015 + Penalty 486.399100 = -198576.190915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (169.645012 sec): 3 clusters Score: Raw -196813.251155 + Penalty 987.971525 = -195825.279630 nChanged 1553 SP:Iteration 1F (169.651606 sec): 3 clusters Score: Raw -197689.233497 + Penalty 1015.445911 = -196673.787586 nChanged 585 SP:Iteration 2F (169.658127 sec): 3 clusters Score: Raw -198238.324763 + Penalty 1059.316294 = -197179.008470 nChanged 384 SP:Iteration 3F (169.664668 sec): 3 clusters Score: Raw -198612.121886 + Penalty 1103.682738 = -197508.439148 nChanged 242 SP:Iteration 4F (169.671199 sec): 3 clusters Score: Raw -198857.312511 + Penalty 1141.999114 = -197715.313397 nChanged 129 SP:Iteration 5Q (169.677723 sec): 3 clusters Score: Raw -198987.188962 + Penalty 1213.862740 = -197773.326222 nChanged 68 SP:Iteration 6Q (169.684116 sec): 3 clusters Score: Raw -199056.826896 + Penalty 1245.842986 = -197810.983911 nChanged 28 SP:Iteration 7Q (169.690233 sec): 3 clusters Score: Raw -199084.856218 + Penalty 1256.000839 = -197828.855380 nChanged 11 SP:Iteration 8Q (169.696024 sec): 3 clusters Score: Raw -199099.458184 + Penalty 1264.134561 = -197835.323624 nChanged 8 SP:Iteration 9Q (169.701651 sec): 3 clusters Score: Raw -199113.848127 + Penalty 1271.718081 = -197842.130045 nChanged 3 SP:Iteration 10F (169.708211 sec): 3 clusters Score: Raw -199120.219900 + Penalty 1269.505699 = -197850.714201 nChanged 2 SP:Iteration 11Q (169.713674 sec): 3 clusters Score: Raw -199126.908481 + Penalty 1269.505699 = -197857.402782 nChanged 0 SP:Iteration 12F (169.720176 sec): 3 clusters Score: Raw -199126.908481 + Penalty 1269.505699 = -197857.402782 nChanged 0 Memory request: 0.02 GB would take us to total of 0.58 GB. Trying to split cluster 8 (3865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (169.734818 sec): 2 clusters Score: Raw -214511.680874 + Penalty 145.925109 = -214365.755766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (169.741883 sec): 3 clusters Score: Raw -211948.382737 + Penalty 354.753519 = -211593.629219 nChanged 1835 SP:Iteration 1F (169.748911 sec): 3 clusters Score: Raw -213655.790456 + Penalty 400.998565 = -213254.791891 nChanged 528 SP:Iteration 2F (169.755941 sec): 3 clusters Score: Raw -214207.185554 + Penalty 405.481020 = -213801.704533 nChanged 187 SP:Iteration 3Q (169.762393 sec): 3 clusters Score: Raw -214380.791882 + Penalty 412.454189 = -213968.337693 nChanged 91 SP:Iteration 4Q (169.768237 sec): 3 clusters Score: Raw -214449.627705 + Penalty 417.604019 = -214032.023686 nChanged 45 SP:Iteration 5Q (169.773920 sec): 3 clusters Score: Raw -214477.303164 + Penalty 417.358384 = -214059.944780 nChanged 38 SP:Iteration 6Q (169.779666 sec): 3 clusters Score: Raw -214504.895331 + Penalty 426.930992 = -214077.964339 nChanged 24 SP:Iteration 7Q (169.785276 sec): 3 clusters Score: Raw -214522.244720 + Penalty 434.514435 = -214087.730285 nChanged 19 SP:Iteration 8Q (169.790984 sec): 3 clusters Score: Raw -214540.053011 + Penalty 436.418390 = -214103.634621 nChanged 8 SP:Iteration 9Q (169.796510 sec): 3 clusters Score: Raw -214543.966343 + Penalty 437.272082 = -214106.694260 nChanged 4 SP:Iteration 10F (169.803553 sec): 3 clusters Score: Raw -214546.551323 + Penalty 439.279846 = -214107.271477 nChanged 1 SP:Iteration 11Q (169.809025 sec): 3 clusters Score: Raw -214546.726646 + Penalty 441.165721 = -214105.560925 nChanged 1 SP:Iteration 12F (169.815961 sec): 3 clusters Score: Raw -214547.189461 + Penalty 443.337659 = -214103.851801 nChanged 1 SP:Iteration 13F (169.822936 sec): 3 clusters Score: Raw -214547.560451 + Penalty 444.476368 = -214103.084083 nChanged 1 SP:Iteration 14F (169.829922 sec): 3 clusters Score: Raw -214547.770760 + Penalty 445.773815 = -214101.996945 nChanged 1 SP:Iteration 15F (169.836871 sec): 3 clusters Score: Raw -214547.984559 + Penalty 441.926603 = -214106.057957 nChanged 1 SP:Iteration 16Q (169.842451 sec): 3 clusters Score: Raw -214548.641418 + Penalty 438.056710 = -214110.584709 nChanged 1 SP:Iteration 17Q (169.847917 sec): 3 clusters Score: Raw -214549.352963 + Penalty 437.277778 = -214112.075184 nChanged 1 SP:Iteration 18Q (169.853475 sec): 3 clusters Score: Raw -214551.321422 + Penalty 436.208298 = -214115.113125 nChanged 1 SP:Iteration 19Q (169.858974 sec): 3 clusters Score: Raw -214553.008733 + Penalty 435.368056 = -214117.640677 nChanged 1 SP:Iteration 20F (169.865969 sec): 3 clusters Score: Raw -214553.774976 + Penalty 435.368056 = -214118.406921 nChanged 0 Memory request: 0.03 GB would take us to total of 0.58 GB. Trying to split cluster 9 (5175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (169.891079 sec): 2 clusters Score: Raw -287110.004138 + Penalty 161.459409 = -286948.544730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (169.900855 sec): 3 clusters Score: Raw -283694.008475 + Penalty 325.035001 = -283368.973474 nChanged 2449 SP:Iteration 1F (169.910285 sec): 3 clusters Score: Raw -285573.155383 + Penalty 326.869170 = -285246.286212 nChanged 826 SP:Iteration 2F (169.919566 sec): 3 clusters Score: Raw -286116.161666 + Penalty 328.522740 = -285787.638927 nChanged 377 SP:Iteration 3F (169.928842 sec): 3 clusters Score: Raw -286354.139780 + Penalty 329.773645 = -286024.366135 nChanged 257 SP:Iteration 4Q (169.938368 sec): 3 clusters Score: Raw -286570.738796 + Penalty 334.280017 = -286236.458779 nChanged 213 SP:Iteration 5Q (169.947646 sec): 3 clusters Score: Raw -286798.633788 + Penalty 336.255398 = -286462.378390 nChanged 140 SP:Iteration 6Q (169.956966 sec): 3 clusters Score: Raw -286981.104866 + Penalty 337.092754 = -286644.012112 nChanged 78 SP:Iteration 7Q (169.965736 sec): 3 clusters Score: Raw -287055.278810 + Penalty 337.025188 = -286718.253621 nChanged 57 SP:Iteration 8Q (169.974046 sec): 3 clusters Score: Raw -287085.996483 + Penalty 337.765420 = -286748.231063 nChanged 48 SP:Iteration 9Q (169.982146 sec): 3 clusters Score: Raw -287108.560054 + Penalty 338.352720 = -286770.207334 nChanged 39 SP:Iteration 10F (169.991559 sec): 3 clusters Score: Raw -287124.268163 + Penalty 338.072126 = -286786.196037 nChanged 34 SP:Iteration 11Q (169.999528 sec): 3 clusters Score: Raw -287133.866751 + Penalty 339.320629 = -286794.546122 nChanged 26 SP:Iteration 12Q (170.007319 sec): 3 clusters Score: Raw -287140.868090 + Penalty 339.354166 = -286801.513924 nChanged 28 SP:Iteration 13Q (170.015100 sec): 3 clusters Score: Raw -287148.741385 + Penalty 338.311792 = -286810.429593 nChanged 24 SP:Iteration 14Q (170.022822 sec): 3 clusters Score: Raw -287160.991665 + Penalty 335.916375 = -286825.075291 nChanged 22 SP:Iteration 15Q (170.030837 sec): 3 clusters Score: Raw -287168.736270 + Penalty 335.709579 = -286833.026691 nChanged 18 SP:Iteration 16Q (170.038668 sec): 3 clusters Score: Raw -287173.330249 + Penalty 337.275731 = -286836.054518 nChanged 11 SP:Iteration 17Q (170.046391 sec): 3 clusters Score: Raw -287174.974022 + Penalty 337.909934 = -286837.064088 nChanged 7 SP:Iteration 18Q (170.053995 sec): 3 clusters Score: Raw -287175.746423 + Penalty 338.066276 = -286837.680147 nChanged 4 SP:Iteration 19Q (170.062709 sec): 3 clusters Score: Raw -287176.069880 + Penalty 338.582419 = -286837.487461 nChanged 2 SP:Iteration 20F (170.073134 sec): 3 clusters Score: Raw -287176.145734 + Penalty 339.230278 = -286836.915456 nChanged 3 SP:Iteration 21F (170.083332 sec): 3 clusters Score: Raw -287176.398595 + Penalty 339.219277 = -286837.179318 nChanged 3 SP:Iteration 22Q (170.092029 sec): 3 clusters Score: Raw -287176.562970 + Penalty 339.388349 = -286837.174621 nChanged 3 SP:Iteration 23F (170.102227 sec): 3 clusters Score: Raw -287176.746783 + Penalty 339.475681 = -286837.271102 nChanged 5 SP:Iteration 24Q (170.110700 sec): 3 clusters Score: Raw -287177.501187 + Penalty 340.055215 = -286837.445972 nChanged 8 SP:Iteration 25Q (170.120128 sec): 3 clusters Score: Raw -287179.411018 + Penalty 339.003056 = -286840.407962 nChanged 6 SP:Iteration 26Q (170.128780 sec): 3 clusters Score: Raw -287180.603786 + Penalty 339.908868 = -286840.694918 nChanged 6 SP:Iteration 27Q (170.138162 sec): 3 clusters Score: Raw -287181.899050 + Penalty 338.781339 = -286843.117711 nChanged 9 SP:Iteration 28Q (170.146425 sec): 3 clusters Score: Raw -287184.194438 + Penalty 341.147315 = -286843.047123 nChanged 10 SP:Iteration 29F (170.156086 sec): 3 clusters Score: Raw -287185.974218 + Penalty 341.454097 = -286844.520122 nChanged 5 SP:Iteration 30F (170.165425 sec): 3 clusters Score: Raw -287186.591774 + Penalty 341.974777 = -286844.616997 nChanged 3 SP:Iteration 31Q (170.173028 sec): 3 clusters Score: Raw -287187.303730 + Penalty 339.789333 = -286847.514398 nChanged 3 SP:Iteration 32Q (170.180561 sec): 3 clusters Score: Raw -287188.307392 + Penalty 337.973390 = -286850.334002 nChanged 4 SP:Iteration 33Q (170.188104 sec): 3 clusters Score: Raw -287188.632036 + Penalty 337.457659 = -286851.174377 nChanged 3 SP:Iteration 34Q (170.195705 sec): 3 clusters Score: Raw -287188.895655 + Penalty 338.115125 = -286850.780530 nChanged 2 SP:Iteration 35F (170.205321 sec): 3 clusters Score: Raw -287188.974774 + Penalty 338.426547 = -286850.548226 nChanged 1 SP:Iteration 36F (170.214740 sec): 3 clusters Score: Raw -287188.991959 + Penalty 338.426547 = -286850.565412 nChanged 0 Memory request: 0.01 GB would take us to total of 0.56 GB. Trying to split cluster 10 (582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (170.225204 sec): 2 clusters Score: Raw -33657.221775 + Penalty 157.856274 = -33499.365501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (170.226476 sec): 3 clusters Score: Raw -33330.306776 + Penalty 315.836221 = -33014.470555 nChanged 233 SP:Iteration 1F (170.227708 sec): 3 clusters Score: Raw -33454.520599 + Penalty 316.359489 = -33138.161109 nChanged 41 SP:Iteration 2F (170.228938 sec): 3 clusters Score: Raw -33494.951556 + Penalty 316.844434 = -33178.107122 nChanged 40 SP:Iteration 3F (170.230165 sec): 3 clusters Score: Raw -33531.132969 + Penalty 317.453608 = -33213.679361 nChanged 29 SP:Iteration 4Q (170.231390 sec): 3 clusters Score: Raw -33560.799291 + Penalty 317.748732 = -33243.050559 nChanged 25 SP:Iteration 5Q (170.232613 sec): 3 clusters Score: Raw -33577.989001 + Penalty 317.408730 = -33260.580271 nChanged 15 SP:Iteration 6Q (170.233822 sec): 3 clusters Score: Raw -33585.872025 + Penalty 318.758166 = -33267.113859 nChanged 18 SP:Iteration 7Q (170.235030 sec): 3 clusters Score: Raw -33600.202310 + Penalty 318.846784 = -33281.355526 nChanged 9 SP:Iteration 8Q (170.236228 sec): 3 clusters Score: Raw -33605.146477 + Penalty 319.391521 = -33285.754955 nChanged 7 SP:Iteration 9Q (170.237417 sec): 3 clusters Score: Raw -33607.863320 + Penalty 320.244774 = -33287.618546 nChanged 6 SP:Iteration 10F (170.238637 sec): 3 clusters Score: Raw -33611.067744 + Penalty 320.730699 = -33290.337045 nChanged 4 SP:Iteration 11Q (170.239821 sec): 3 clusters Score: Raw -33613.304892 + Penalty 320.851698 = -33292.453194 nChanged 5 SP:Iteration 12Q (170.241001 sec): 3 clusters Score: Raw -33618.331647 + Penalty 320.938303 = -33297.393344 nChanged 2 SP:Iteration 13Q (170.242180 sec): 3 clusters Score: Raw -33618.599009 + Penalty 321.014211 = -33297.584798 nChanged 1 SP:Iteration 14Q (170.243353 sec): 3 clusters Score: Raw -33618.667573 + Penalty 321.014211 = -33297.653362 nChanged 0 SP:Iteration 15F (170.244572 sec): 3 clusters Score: Raw -33618.667573 + Penalty 321.014211 = -33297.653362 nChanged 0 Memory request: 0.01 GB would take us to total of 0.57 GB. Trying to split cluster 11 (970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (170.249854 sec): 2 clusters Score: Raw -54462.665340 + Penalty 125.190771 = -54337.474568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (170.251746 sec): 3 clusters Score: Raw -53870.593254 + Penalty 253.850484 = -53616.742770 nChanged 422 SP:Iteration 1F (170.253608 sec): 3 clusters Score: Raw -54223.108711 + Penalty 253.951961 = -53969.156749 nChanged 127 SP:Iteration 2F (170.255462 sec): 3 clusters Score: Raw -54347.215665 + Penalty 252.896928 = -54094.318737 nChanged 58 SP:Iteration 3F (170.257312 sec): 3 clusters Score: Raw -54390.455690 + Penalty 251.805408 = -54138.650282 nChanged 34 SP:Iteration 4Q (170.259150 sec): 3 clusters Score: Raw -54414.058393 + Penalty 251.599127 = -54162.459266 nChanged 23 SP:Iteration 5Q (170.260991 sec): 3 clusters Score: Raw -54428.328743 + Penalty 249.911204 = -54178.417539 nChanged 17 SP:Iteration 6Q (170.262808 sec): 3 clusters Score: Raw -54435.918520 + Penalty 249.750348 = -54186.168172 nChanged 8 SP:Iteration 7Q (170.264572 sec): 3 clusters Score: Raw -54437.006899 + Penalty 249.897652 = -54187.109247 nChanged 7 SP:Iteration 8Q (170.266335 sec): 3 clusters Score: Raw -54439.421409 + Penalty 249.831003 = -54189.590405 nChanged 9 SP:Iteration 9Q (170.268093 sec): 3 clusters Score: Raw -54442.457102 + Penalty 249.609338 = -54192.847763 nChanged 5 SP:Iteration 10F (170.269991 sec): 3 clusters Score: Raw -54443.709529 + Penalty 248.899219 = -54194.810310 nChanged 11 SP:Iteration 11Q (170.271785 sec): 3 clusters Score: Raw -54448.157639 + Penalty 247.494738 = -54200.662900 nChanged 12 SP:Iteration 12Q (170.273626 sec): 3 clusters Score: Raw -54452.914838 + Penalty 248.024706 = -54204.890132 nChanged 10 SP:Iteration 13Q (170.275518 sec): 3 clusters Score: Raw -54455.709764 + Penalty 249.029815 = -54206.679949 nChanged 7 SP:Iteration 14Q (170.277416 sec): 3 clusters Score: Raw -54457.294151 + Penalty 249.384280 = -54207.909872 nChanged 5 SP:Iteration 15Q (170.279224 sec): 3 clusters Score: Raw -54457.665396 + Penalty 249.388094 = -54208.277301 nChanged 3 SP:Iteration 16Q (170.280972 sec): 3 clusters Score: Raw -54458.022556 + Penalty 250.071677 = -54207.950879 nChanged 4 SP:Iteration 17F (170.282827 sec): 3 clusters Score: Raw -54458.334458 + Penalty 250.367163 = -54207.967295 nChanged 2 SP:Iteration 18Q (170.284589 sec): 3 clusters Score: Raw -54458.461319 + Penalty 249.740719 = -54208.720600 nChanged 2 SP:Iteration 19Q (170.286342 sec): 3 clusters Score: Raw -54459.349101 + Penalty 249.991981 = -54209.357120 nChanged 3 SP:Iteration 20F (170.288188 sec): 3 clusters Score: Raw -54460.772760 + Penalty 249.095916 = -54211.676844 nChanged 5 SP:Iteration 21Q (170.289929 sec): 3 clusters Score: Raw -54462.534933 + Penalty 250.322001 = -54212.212932 nChanged 6 SP:Iteration 22Q (170.291664 sec): 3 clusters Score: Raw -54464.281202 + Penalty 251.995227 = -54212.285975 nChanged 7 SP:Iteration 23Q (170.293394 sec): 3 clusters Score: Raw -54466.273574 + Penalty 253.068895 = -54213.204679 nChanged 7 SP:Iteration 24Q (170.295113 sec): 3 clusters Score: Raw -54467.812434 + Penalty 253.920117 = -54213.892316 nChanged 7 SP:Iteration 25Q (170.296879 sec): 3 clusters Score: Raw -54469.530206 + Penalty 255.326591 = -54214.203616 nChanged 6 SP:Iteration 26Q (170.298630 sec): 3 clusters Score: Raw -54470.834344 + Penalty 255.927683 = -54214.906662 nChanged 5 SP:Iteration 27Q (170.300364 sec): 3 clusters Score: Raw -54472.658514 + Penalty 255.339433 = -54217.319081 nChanged 6 SP:Iteration 28Q (170.302111 sec): 3 clusters Score: Raw -54475.912143 + Penalty 256.480563 = -54219.431580 nChanged 8 SP:Iteration 29Q (170.303833 sec): 3 clusters Score: Raw -54479.024725 + Penalty 257.963326 = -54221.061399 nChanged 5 SP:Iteration 30F (170.305716 sec): 3 clusters Score: Raw -54480.387895 + Penalty 258.257193 = -54222.130702 nChanged 7 SP:Iteration 31Q (170.307401 sec): 3 clusters Score: Raw -54482.232794 + Penalty 257.320685 = -54224.912109 nChanged 6 SP:Iteration 32Q (170.309128 sec): 3 clusters Score: Raw -54484.037721 + Penalty 256.833599 = -54227.204122 nChanged 4 SP:Iteration 33Q (170.310827 sec): 3 clusters Score: Raw -54485.323826 + Penalty 257.248951 = -54228.074876 nChanged 4 SP:Iteration 34Q (170.312492 sec): 3 clusters Score: Raw -54486.209419 + Penalty 257.248951 = -54228.960468 nChanged 0 SP:Iteration 35F (170.314337 sec): 3 clusters Score: Raw -54486.209419 + Penalty 257.248951 = -54228.960468 nChanged 0 Memory request: 0.02 GB would take us to total of 0.58 GB. Trying to split cluster 12 (4224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (170.329557 sec): 2 clusters Score: Raw -234157.001794 + Penalty 132.123816 = -234024.877978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (170.337268 sec): 3 clusters Score: Raw -231379.487172 + Penalty 261.679259 = -231117.807913 nChanged 1967 SP:Iteration 1F (170.344788 sec): 3 clusters Score: Raw -232600.390621 + Penalty 260.495653 = -232339.894968 nChanged 486 SP:Iteration 2F (170.352429 sec): 3 clusters Score: Raw -232883.128730 + Penalty 260.291852 = -232622.836878 nChanged 330 SP:Iteration 3F (170.359929 sec): 3 clusters Score: Raw -233239.216195 + Penalty 257.801829 = -232981.414366 nChanged 317 SP:Iteration 4F (170.367572 sec): 3 clusters Score: Raw -233736.879694 + Penalty 258.183118 = -233478.696577 nChanged 280 SP:Iteration 5F (170.375105 sec): 3 clusters Score: Raw -234170.998077 + Penalty 259.248916 = -233911.749161 nChanged 173 SP:Iteration 6Q (170.382055 sec): 3 clusters Score: Raw -234332.980146 + Penalty 260.114891 = -234072.865256 nChanged 75 SP:Iteration 7Q (170.388803 sec): 3 clusters Score: Raw -234372.261506 + Penalty 260.285688 = -234111.975818 nChanged 58 SP:Iteration 8Q (170.395511 sec): 3 clusters Score: Raw -234392.316439 + Penalty 260.920488 = -234131.395951 nChanged 33 SP:Iteration 9Q (170.402428 sec): 3 clusters Score: Raw -234405.357422 + Penalty 262.713275 = -234142.644147 nChanged 39 SP:Iteration 10F (170.410006 sec): 3 clusters Score: Raw -234420.178143 + Penalty 265.258706 = -234154.919437 nChanged 36 SP:Iteration 11Q (170.416779 sec): 3 clusters Score: Raw -234429.725041 + Penalty 265.720423 = -234164.004618 nChanged 23 SP:Iteration 12Q (170.423568 sec): 3 clusters Score: Raw -234433.786967 + Penalty 266.123537 = -234167.663430 nChanged 17 SP:Iteration 13Q (170.430326 sec): 3 clusters Score: Raw -234436.157075 + Penalty 266.432369 = -234169.724706 nChanged 11 SP:Iteration 14Q (170.437086 sec): 3 clusters Score: Raw -234437.127343 + Penalty 266.461571 = -234170.665772 nChanged 7 SP:Iteration 15Q (170.443932 sec): 3 clusters Score: Raw -234437.612422 + Penalty 266.681040 = -234170.931382 nChanged 5 SP:Iteration 16Q (170.450713 sec): 3 clusters Score: Raw -234438.019890 + Penalty 266.686865 = -234171.333025 nChanged 3 SP:Iteration 17Q (170.457485 sec): 3 clusters Score: Raw -234438.070412 + Penalty 266.681315 = -234171.389097 nChanged 1 SP:Iteration 18Q (170.464277 sec): 3 clusters Score: Raw -234438.078783 + Penalty 266.681315 = -234171.397469 nChanged 0 SP:Iteration 19F (170.471767 sec): 3 clusters Score: Raw -234438.078783 + Penalty 266.681315 = -234171.397469 nChanged 0 Score: Raw -3176799.715423 + Penalty 120255.137971 = -3056544.577452 Splitting cluster 12 changes total score from -3010497.760862 to -3056544.577452 So it's getting split into cluster 13. Memory request: 0.01 GB would take us to total of 0.56 GB. Trying to split cluster 14 (706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.243292 sec): 2 clusters Score: Raw -37155.388790 + Penalty 206.709984 = -36948.678806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.244774 sec): 3 clusters Score: Raw -36773.340137 + Penalty 425.733415 = -36347.606723 nChanged 289 SP:Iteration 1F (174.246211 sec): 3 clusters Score: Raw -37020.195943 + Penalty 445.753821 = -36574.442122 nChanged 112 SP:Iteration 2F (174.247641 sec): 3 clusters Score: Raw -37152.168863 + Penalty 453.305871 = -36698.862992 nChanged 51 SP:Iteration 3F (174.249051 sec): 3 clusters Score: Raw -37202.317125 + Penalty 451.865253 = -36750.451873 nChanged 26 SP:Iteration 4Q (174.250445 sec): 3 clusters Score: Raw -37226.784708 + Penalty 450.662050 = -36776.122658 nChanged 13 SP:Iteration 5Q (174.251825 sec): 3 clusters Score: Raw -37236.436675 + Penalty 450.385278 = -36786.051397 nChanged 5 SP:Iteration 6Q (174.253197 sec): 3 clusters Score: Raw -37239.449870 + Penalty 447.048349 = -36792.401521 nChanged 8 SP:Iteration 7Q (174.254600 sec): 3 clusters Score: Raw -37242.915157 + Penalty 446.121563 = -36796.793594 nChanged 7 SP:Iteration 8Q (174.255987 sec): 3 clusters Score: Raw -37246.135927 + Penalty 444.270869 = -36801.865058 nChanged 8 SP:Iteration 9Q (174.257411 sec): 3 clusters Score: Raw -37249.771108 + Penalty 442.613740 = -36807.157368 nChanged 7 SP:Iteration 10F (174.258868 sec): 3 clusters Score: Raw -37252.451614 + Penalty 441.887901 = -36810.563713 nChanged 5 SP:Iteration 11Q (174.260255 sec): 3 clusters Score: Raw -37254.724395 + Penalty 441.016945 = -36813.707450 nChanged 3 SP:Iteration 12Q (174.261636 sec): 3 clusters Score: Raw -37255.903807 + Penalty 438.459212 = -36817.444594 nChanged 8 SP:Iteration 13Q (174.262999 sec): 3 clusters Score: Raw -37260.148857 + Penalty 435.874490 = -36824.274367 nChanged 8 SP:Iteration 14Q (174.264393 sec): 3 clusters Score: Raw -37263.772254 + Penalty 434.009339 = -36829.762915 nChanged 7 SP:Iteration 15Q (174.265772 sec): 3 clusters Score: Raw -37267.516153 + Penalty 433.062823 = -36834.453330 nChanged 5 SP:Iteration 16Q (174.267146 sec): 3 clusters Score: Raw -37269.144971 + Penalty 433.049163 = -36836.095808 nChanged 2 SP:Iteration 17Q (174.268521 sec): 3 clusters Score: Raw -37270.038655 + Penalty 433.049163 = -36836.989493 nChanged 0 SP:Iteration 18F (174.269951 sec): 3 clusters Score: Raw -37270.038655 + Penalty 433.049163 = -36836.989493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 15 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.270794 sec): 2 clusters Score: Raw -6193.592349 + Penalty 600.327955 = -5593.264394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.271216 sec): 3 clusters Score: Raw -6276.273893 + Penalty 1200.395123 = -5075.878770 nChanged 8 SP:Iteration 1F (174.271630 sec): 3 clusters Score: Raw -6305.002115 + Penalty 1200.965161 = -5104.036954 nChanged 5 SP:Iteration 2Q (174.272023 sec): 3 clusters Score: Raw -6320.491901 + Penalty 1201.155186 = -5119.336714 nChanged 1 SP:Iteration 3Q (174.272414 sec): 3 clusters Score: Raw -6326.336445 + Penalty 1201.909996 = -5124.426449 nChanged 2 SP:Iteration 4Q (174.272803 sec): 3 clusters Score: Raw -6332.219013 + Penalty 1202.555170 = -5129.663843 nChanged 1 SP:Iteration 5Q (174.273192 sec): 3 clusters Score: Raw -6334.601896 + Penalty 1203.651817 = -5130.950080 nChanged 2 SP:Iteration 6Q (174.273585 sec): 3 clusters Score: Raw -6341.092275 + Penalty 1203.651817 = -5137.440459 nChanged 0 SP:Iteration 7F (174.274015 sec): 3 clusters Score: Raw -6341.092275 + Penalty 1203.651817 = -5137.440459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 16 (455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.275836 sec): 2 clusters Score: Raw -24419.899240 + Penalty 945.882582 = -23474.016657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.276894 sec): 3 clusters Score: Raw -24317.267926 + Penalty 1890.098767 = -22427.169159 nChanged 117 SP:Iteration 1F (174.277895 sec): 3 clusters Score: Raw -24471.042687 + Penalty 1889.185268 = -22581.857418 nChanged 39 SP:Iteration 2F (174.278892 sec): 3 clusters Score: Raw -24598.024819 + Penalty 1888.012319 = -22710.012500 nChanged 33 SP:Iteration 3F (174.279889 sec): 3 clusters Score: Raw -24685.924894 + Penalty 1887.315079 = -22798.609815 nChanged 12 SP:Iteration 4Q (174.280837 sec): 3 clusters Score: Raw -24719.992572 + Penalty 1886.710366 = -22833.282206 nChanged 17 SP:Iteration 5Q (174.281778 sec): 3 clusters Score: Raw -24759.036449 + Penalty 1886.085406 = -22872.951043 nChanged 14 SP:Iteration 6Q (174.282711 sec): 3 clusters Score: Raw -24794.684064 + Penalty 1885.779804 = -22908.904260 nChanged 13 SP:Iteration 7Q (174.283644 sec): 3 clusters Score: Raw -24822.079359 + Penalty 1885.980649 = -22936.098709 nChanged 7 SP:Iteration 8Q (174.284562 sec): 3 clusters Score: Raw -24835.690702 + Penalty 1885.780605 = -22949.910097 nChanged 6 SP:Iteration 9Q (174.285478 sec): 3 clusters Score: Raw -24849.816419 + Penalty 1886.089596 = -22963.726823 nChanged 7 SP:Iteration 10F (174.286504 sec): 3 clusters Score: Raw -24869.677312 + Penalty 1886.160960 = -22983.516352 nChanged 3 SP:Iteration 11Q (174.287410 sec): 3 clusters Score: Raw -24873.285575 + Penalty 1886.160960 = -22987.124615 nChanged 0 SP:Iteration 12F (174.288405 sec): 3 clusters Score: Raw -24873.285575 + Penalty 1886.160960 = -22987.124615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 17 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.288998 sec): 2 clusters Score: Raw -1701.358440 + Penalty 303.949706 = -1397.408734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.289259 sec): 3 clusters Score: Raw -1728.135546 + Penalty 605.794468 = -1122.341078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 18 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.290038 sec): 2 clusters Score: Raw -5816.323123 + Penalty 175.024598 = -5641.298525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.290447 sec): 3 clusters Score: Raw -5785.239217 + Penalty 407.254575 = -5377.984642 nChanged 22 SP:Iteration 1F (174.290849 sec): 3 clusters Score: Raw -5827.771475 + Penalty 416.582582 = -5411.188893 nChanged 4 SP:Iteration 2Q (174.291241 sec): 3 clusters Score: Raw -5832.497921 + Penalty 420.404696 = -5412.093225 nChanged 1 SP:Iteration 3Q (174.291628 sec): 3 clusters Score: Raw -5832.845542 + Penalty 420.404696 = -5412.440846 nChanged 0 SP:Iteration 4F (174.292028 sec): 3 clusters Score: Raw -5832.845542 + Penalty 420.404696 = -5412.440846 nChanged 0 Memory request: 0.01 GB would take us to total of 0.57 GB. Trying to split cluster 19 (1392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.299530 sec): 2 clusters Score: Raw -76930.434262 + Penalty 454.926978 = -76475.507284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.302333 sec): 3 clusters Score: Raw -76114.963109 + Penalty 929.309528 = -75185.653581 nChanged 526 SP:Iteration 1F (174.304908 sec): 3 clusters Score: Raw -76518.579385 + Penalty 954.281229 = -75564.298155 nChanged 212 SP:Iteration 2F (174.307462 sec): 3 clusters Score: Raw -76779.192418 + Penalty 969.820195 = -75809.372223 nChanged 128 SP:Iteration 3F (174.310014 sec): 3 clusters Score: Raw -76903.089220 + Penalty 978.451107 = -75924.638113 nChanged 62 SP:Iteration 4Q (174.312512 sec): 3 clusters Score: Raw -76937.058409 + Penalty 982.057208 = -75955.001201 nChanged 38 SP:Iteration 5Q (174.314985 sec): 3 clusters Score: Raw -76961.525950 + Penalty 988.269366 = -75973.256584 nChanged 36 SP:Iteration 6Q (174.317436 sec): 3 clusters Score: Raw -76987.335773 + Penalty 998.351896 = -75988.983878 nChanged 38 SP:Iteration 7Q (174.319863 sec): 3 clusters Score: Raw -77014.069488 + Penalty 1012.274331 = -76001.795158 nChanged 32 SP:Iteration 8Q (174.322268 sec): 3 clusters Score: Raw -77039.679732 + Penalty 1020.668788 = -76019.010944 nChanged 26 SP:Iteration 9Q (174.324649 sec): 3 clusters Score: Raw -77056.678265 + Penalty 1035.485496 = -76021.192769 nChanged 19 SP:Iteration 10F (174.327232 sec): 3 clusters Score: Raw -77073.936824 + Penalty 1045.394226 = -76028.542598 nChanged 20 SP:Iteration 11Q (174.329646 sec): 3 clusters Score: Raw -77092.144821 + Penalty 1053.029109 = -76039.115712 nChanged 16 SP:Iteration 12Q (174.332014 sec): 3 clusters Score: Raw -77105.458017 + Penalty 1062.250255 = -76043.207763 nChanged 10 SP:Iteration 13Q (174.334335 sec): 3 clusters Score: Raw -77114.769245 + Penalty 1062.511346 = -76052.257898 nChanged 7 SP:Iteration 14Q (174.336630 sec): 3 clusters Score: Raw -77123.754829 + Penalty 1066.201784 = -76057.553045 nChanged 3 SP:Iteration 15Q (174.338922 sec): 3 clusters Score: Raw -77126.088842 + Penalty 1066.201784 = -76059.887058 nChanged 0 SP:Iteration 16F (174.341532 sec): 3 clusters Score: Raw -77126.088842 + Penalty 1066.201784 = -76059.887058 nChanged 0 Memory request: 0.01 GB would take us to total of 0.57 GB. Trying to split cluster 20 (966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.347354 sec): 2 clusters Score: Raw -56541.890512 + Penalty 211.286784 = -56330.603729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.349293 sec): 3 clusters Score: Raw -55997.897987 + Penalty 423.338460 = -55574.559527 nChanged 401 SP:Iteration 1F (174.351175 sec): 3 clusters Score: Raw -56278.395117 + Penalty 423.828498 = -55854.566619 nChanged 110 SP:Iteration 2F (174.353010 sec): 3 clusters Score: Raw -56380.156480 + Penalty 423.319668 = -55956.836812 nChanged 77 SP:Iteration 3F (174.354863 sec): 3 clusters Score: Raw -56443.084863 + Penalty 422.654975 = -56020.429889 nChanged 52 SP:Iteration 4F (174.356704 sec): 3 clusters Score: Raw -56493.332109 + Penalty 422.561438 = -56070.770670 nChanged 47 SP:Iteration 5Q (174.358517 sec): 3 clusters Score: Raw -56544.960816 + Penalty 422.811710 = -56122.149106 nChanged 47 SP:Iteration 6Q (174.360314 sec): 3 clusters Score: Raw -56578.864724 + Penalty 422.890849 = -56155.973874 nChanged 27 SP:Iteration 7Q (174.362094 sec): 3 clusters Score: Raw -56597.438392 + Penalty 423.245922 = -56174.192469 nChanged 29 SP:Iteration 8Q (174.363861 sec): 3 clusters Score: Raw -56614.657903 + Penalty 423.683150 = -56190.974753 nChanged 23 SP:Iteration 9Q (174.365607 sec): 3 clusters Score: Raw -56626.480548 + Penalty 424.179488 = -56202.301060 nChanged 15 SP:Iteration 10F (174.367449 sec): 3 clusters Score: Raw -56633.351584 + Penalty 424.515357 = -56208.836227 nChanged 13 SP:Iteration 11Q (174.369171 sec): 3 clusters Score: Raw -56638.232677 + Penalty 424.782938 = -56213.449739 nChanged 11 SP:Iteration 12Q (174.370944 sec): 3 clusters Score: Raw -56642.140375 + Penalty 424.807321 = -56217.333055 nChanged 8 SP:Iteration 13Q (174.372686 sec): 3 clusters Score: Raw -56645.280855 + Penalty 425.070630 = -56220.210225 nChanged 8 SP:Iteration 14Q (174.374397 sec): 3 clusters Score: Raw -56647.979621 + Penalty 425.154472 = -56222.825150 nChanged 4 SP:Iteration 15Q (174.376119 sec): 3 clusters Score: Raw -56649.412349 + Penalty 425.125488 = -56224.286861 nChanged 3 SP:Iteration 16Q (174.377853 sec): 3 clusters Score: Raw -56650.772214 + Penalty 425.178849 = -56225.593365 nChanged 1 SP:Iteration 17Q (174.379583 sec): 3 clusters Score: Raw -56651.042383 + Penalty 425.232820 = -56225.809563 nChanged 1 SP:Iteration 18Q (174.381324 sec): 3 clusters Score: Raw -56651.326310 + Penalty 425.232820 = -56226.093490 nChanged 0 SP:Iteration 19F (174.383211 sec): 3 clusters Score: Raw -56651.326310 + Penalty 425.232820 = -56226.093490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 21 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.383836 sec): 2 clusters Score: Raw -1307.054770 + Penalty 286.799466 = -1020.255304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.384096 sec): 3 clusters Score: Raw -1346.995950 + Penalty 573.598932 = -773.397019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 22 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.384648 sec): 2 clusters Score: Raw -1229.709414 + Penalty 183.159645 = -1046.549769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.384899 sec): 3 clusters Score: Raw -1254.046730 + Penalty 362.155015 = -891.891716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 23 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.385655 sec): 2 clusters Score: Raw -5055.821337 + Penalty 165.564235 = -4890.257102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.386056 sec): 3 clusters Score: Raw -5048.644321 + Penalty 331.540974 = -4717.103346 nChanged 29 SP:Iteration 1F (174.386450 sec): 3 clusters Score: Raw -5092.802578 + Penalty 328.748348 = -4764.054230 nChanged 9 SP:Iteration 2F (174.386842 sec): 3 clusters Score: Raw -5115.648174 + Penalty 327.060754 = -4788.587420 nChanged 4 SP:Iteration 3Q (174.387253 sec): 3 clusters Score: Raw -5134.565644 + Penalty 326.837632 = -4807.728013 nChanged 1 SP:Iteration 4Q (174.387624 sec): 3 clusters Score: Raw -5135.811608 + Penalty 326.704888 = -4809.106720 nChanged 2 SP:Iteration 5Q (174.387996 sec): 3 clusters Score: Raw -5137.980681 + Penalty 325.925468 = -4812.055213 nChanged 2 SP:Iteration 6Q (174.388366 sec): 3 clusters Score: Raw -5146.687940 + Penalty 325.615757 = -4821.072183 nChanged 4 SP:Iteration 7Q (174.388733 sec): 3 clusters Score: Raw -5168.306500 + Penalty 327.084186 = -4841.222314 nChanged 4 SP:Iteration 8Q (174.389094 sec): 3 clusters Score: Raw -5202.683772 + Penalty 327.084186 = -4875.599586 nChanged 0 SP:Iteration 9F (174.389485 sec): 3 clusters Score: Raw -5202.683772 + Penalty 327.084186 = -4875.599586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 24 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.390010 sec): 2 clusters Score: Raw -818.733425 + Penalty 271.564030 = -547.169395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.390242 sec): 3 clusters Score: Raw -851.399190 + Penalty 537.318760 = -314.080431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 25 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.390845 sec): 2 clusters Score: Raw -2452.787064 + Penalty 423.522599 = -2029.264465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.391133 sec): 3 clusters Score: Raw -2560.083404 + Penalty 836.160243 = -1723.923161 nChanged 1 SP:Iteration 1Q (174.391399 sec): 3 clusters Score: Raw -2564.106902 + Penalty 836.160243 = -1727.946659 nChanged 0 SP:Iteration 2F (174.391681 sec): 3 clusters Score: Raw -2564.106902 + Penalty 836.160243 = -1727.946659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 26 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.392262 sec): 2 clusters Score: Raw -2056.116934 + Penalty 402.430795 = -1653.686138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.392538 sec): 3 clusters Score: Raw -2135.802878 + Penalty 807.153881 = -1328.648997 nChanged 0 Memory request: 0.01 GB would take us to total of 0.56 GB. Trying to split cluster 27 (723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.395110 sec): 2 clusters Score: Raw -41818.661173 + Penalty 493.172907 = -41325.488266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.396600 sec): 3 clusters Score: Raw -41507.480547 + Penalty 986.834837 = -40520.645710 nChanged 213 SP:Iteration 1F (174.398078 sec): 3 clusters Score: Raw -41629.540695 + Penalty 988.811431 = -40640.729264 nChanged 65 SP:Iteration 2F (174.399596 sec): 3 clusters Score: Raw -41690.048481 + Penalty 990.911471 = -40699.137010 nChanged 40 SP:Iteration 3F (174.401045 sec): 3 clusters Score: Raw -41722.136083 + Penalty 992.554860 = -40729.581223 nChanged 20 SP:Iteration 4Q (174.402456 sec): 3 clusters Score: Raw -41739.921818 + Penalty 994.098398 = -40745.823419 nChanged 20 SP:Iteration 5Q (174.403872 sec): 3 clusters Score: Raw -41748.901821 + Penalty 995.506085 = -40753.395736 nChanged 7 SP:Iteration 6Q (174.405425 sec): 3 clusters Score: Raw -41753.106055 + Penalty 996.499249 = -40756.606806 nChanged 11 SP:Iteration 7Q (174.407057 sec): 3 clusters Score: Raw -41759.842228 + Penalty 997.035642 = -40762.806586 nChanged 9 SP:Iteration 8Q (174.408490 sec): 3 clusters Score: Raw -41765.550557 + Penalty 998.971631 = -40766.578926 nChanged 9 SP:Iteration 9Q (174.409908 sec): 3 clusters Score: Raw -41770.690045 + Penalty 1000.873927 = -40769.816118 nChanged 11 SP:Iteration 10F (174.411331 sec): 3 clusters Score: Raw -41776.074684 + Penalty 1003.399566 = -40772.675118 nChanged 9 SP:Iteration 11Q (174.412776 sec): 3 clusters Score: Raw -41781.161316 + Penalty 1006.932709 = -40774.228607 nChanged 11 SP:Iteration 12Q (174.414246 sec): 3 clusters Score: Raw -41786.622320 + Penalty 1013.973936 = -40772.648384 nChanged 18 SP:Iteration 13F (174.415685 sec): 3 clusters Score: Raw -41799.309707 + Penalty 1020.699923 = -40778.609784 nChanged 16 SP:Iteration 14Q (174.417092 sec): 3 clusters Score: Raw -41808.824395 + Penalty 1026.631571 = -40782.192825 nChanged 13 SP:Iteration 15Q (174.418499 sec): 3 clusters Score: Raw -41817.314244 + Penalty 1030.948084 = -40786.366160 nChanged 10 SP:Iteration 16Q (174.419902 sec): 3 clusters Score: Raw -41825.655107 + Penalty 1036.833987 = -40788.821120 nChanged 13 SP:Iteration 17Q (174.421302 sec): 3 clusters Score: Raw -41839.951762 + Penalty 1041.223131 = -40798.728631 nChanged 11 SP:Iteration 18Q (174.422734 sec): 3 clusters Score: Raw -41855.683060 + Penalty 1047.307160 = -40808.375901 nChanged 10 SP:Iteration 19Q (174.424148 sec): 3 clusters Score: Raw -41870.322079 + Penalty 1053.154385 = -40817.167694 nChanged 9 SP:Iteration 20F (174.425590 sec): 3 clusters Score: Raw -41880.252712 + Penalty 1056.494709 = -40823.758003 nChanged 7 SP:Iteration 21Q (174.426945 sec): 3 clusters Score: Raw -41889.472482 + Penalty 1060.715437 = -40828.757045 nChanged 4 SP:Iteration 22Q (174.428287 sec): 3 clusters Score: Raw -41894.658884 + Penalty 1068.902129 = -40825.756755 nChanged 10 SP:Iteration 23F (174.429711 sec): 3 clusters Score: Raw -41905.446076 + Penalty 1072.644447 = -40832.801629 nChanged 7 SP:Iteration 24Q (174.431021 sec): 3 clusters Score: Raw -41909.229938 + Penalty 1074.750294 = -40834.479643 nChanged 2 SP:Iteration 25Q (174.432349 sec): 3 clusters Score: Raw -41910.028938 + Penalty 1075.920942 = -40834.107997 nChanged 1 SP:Iteration 26F (174.433798 sec): 3 clusters Score: Raw -41911.241053 + Penalty 1075.920942 = -40835.320111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 28 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.434362 sec): 2 clusters Score: Raw -735.349670 + Penalty 254.354167 = -480.995503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.434593 sec): 3 clusters Score: Raw -765.766692 + Penalty 508.708334 = -257.058357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 30 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.435233 sec): 2 clusters Score: Raw -2859.469298 + Penalty 472.377896 = -2387.091402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.435547 sec): 3 clusters Score: Raw -2931.307088 + Penalty 945.417125 = -1985.889962 nChanged 3 SP:Iteration 1F (174.435854 sec): 3 clusters Score: Raw -2941.377071 + Penalty 945.417125 = -1995.959945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 31 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.436786 sec): 2 clusters Score: Raw -8968.768380 + Penalty 366.356540 = -8602.411840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.437294 sec): 3 clusters Score: Raw -8931.006199 + Penalty 743.583769 = -8187.422430 nChanged 27 SP:Iteration 1F (174.437793 sec): 3 clusters Score: Raw -8976.856187 + Penalty 754.004946 = -8222.851240 nChanged 15 SP:Iteration 2F (174.438291 sec): 3 clusters Score: Raw -9000.207166 + Penalty 759.436934 = -8240.770231 nChanged 4 SP:Iteration 3Q (174.438772 sec): 3 clusters Score: Raw -9004.510908 + Penalty 759.303486 = -8245.207422 nChanged 1 SP:Iteration 4Q (174.439256 sec): 3 clusters Score: Raw -9005.490366 + Penalty 759.303486 = -8246.186880 nChanged 0 SP:Iteration 5F (174.439788 sec): 3 clusters Score: Raw -9005.490366 + Penalty 759.303486 = -8246.186880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 32 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.440827 sec): 2 clusters Score: Raw -8660.652060 + Penalty 788.596473 = -7872.055586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.441440 sec): 3 clusters Score: Raw -8755.436554 + Penalty 1575.369201 = -7180.067354 nChanged 31 SP:Iteration 1F (174.442019 sec): 3 clusters Score: Raw -8945.785820 + Penalty 1569.361590 = -7376.424230 nChanged 17 SP:Iteration 2F (174.442584 sec): 3 clusters Score: Raw -9000.236892 + Penalty 1568.752707 = -7431.484185 nChanged 3 SP:Iteration 3Q (174.443093 sec): 3 clusters Score: Raw -9009.410526 + Penalty 1568.752707 = -7440.657819 nChanged 0 SP:Iteration 4F (174.443647 sec): 3 clusters Score: Raw -9009.410526 + Penalty 1568.752707 = -7440.657819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 33 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.444185 sec): 2 clusters Score: Raw -262.095705 + Penalty 124.545759 = -137.549946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.444398 sec): 3 clusters Score: Raw -256.348558 + Penalty 249.091518 = -7.257040 nChanged 0 Memory request: 0.01 GB would take us to total of 0.56 GB. Trying to split cluster 34 (560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.446415 sec): 2 clusters Score: Raw -32217.751742 + Penalty 242.942392 = -31974.809349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.447595 sec): 3 clusters Score: Raw -31929.186503 + Penalty 484.335404 = -31444.851100 nChanged 204 SP:Iteration 1F (174.448755 sec): 3 clusters Score: Raw -32072.453909 + Penalty 480.891296 = -31591.562613 nChanged 63 SP:Iteration 2F (174.449911 sec): 3 clusters Score: Raw -32133.882771 + Penalty 481.052863 = -31652.829908 nChanged 35 SP:Iteration 3F (174.451103 sec): 3 clusters Score: Raw -32156.508381 + Penalty 482.613062 = -31673.895319 nChanged 27 SP:Iteration 4Q (174.452247 sec): 3 clusters Score: Raw -32174.043455 + Penalty 482.821312 = -31691.222143 nChanged 12 SP:Iteration 5Q (174.453374 sec): 3 clusters Score: Raw -32179.973134 + Penalty 484.376264 = -31695.596870 nChanged 9 SP:Iteration 6Q (174.454499 sec): 3 clusters Score: Raw -32182.556151 + Penalty 484.160545 = -31698.395606 nChanged 4 SP:Iteration 7Q (174.455619 sec): 3 clusters Score: Raw -32185.073493 + Penalty 482.961041 = -31702.112453 nChanged 3 SP:Iteration 8Q (174.456737 sec): 3 clusters Score: Raw -32193.326064 + Penalty 483.971343 = -31709.354721 nChanged 4 SP:Iteration 9Q (174.457838 sec): 3 clusters Score: Raw -32196.388167 + Penalty 484.415466 = -31711.972702 nChanged 5 SP:Iteration 10F (174.458981 sec): 3 clusters Score: Raw -32199.009595 + Penalty 484.885683 = -31714.123912 nChanged 4 SP:Iteration 11Q (174.460096 sec): 3 clusters Score: Raw -32200.428522 + Penalty 485.835456 = -31714.593066 nChanged 4 SP:Iteration 12Q (174.461198 sec): 3 clusters Score: Raw -32202.118225 + Penalty 487.036132 = -31715.082093 nChanged 5 SP:Iteration 13Q (174.462297 sec): 3 clusters Score: Raw -32203.491387 + Penalty 486.712772 = -31716.778615 nChanged 2 SP:Iteration 14Q (174.463392 sec): 3 clusters Score: Raw -32203.889511 + Penalty 486.885809 = -31717.003702 nChanged 3 SP:Iteration 15Q (174.464486 sec): 3 clusters Score: Raw -32205.281875 + Penalty 486.885809 = -31718.396066 nChanged 0 SP:Iteration 16F (174.465640 sec): 3 clusters Score: Raw -32205.281875 + Penalty 486.885809 = -31718.396066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 35 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.466214 sec): 2 clusters Score: Raw -1014.524917 + Penalty 292.371863 = -722.153054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.466462 sec): 3 clusters Score: Raw -1067.747899 + Penalty 584.743726 = -483.004173 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 36 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.467076 sec): 2 clusters Score: Raw -2634.801664 + Penalty 369.677846 = -2265.123819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.467403 sec): 3 clusters Score: Raw -2678.717267 + Penalty 738.665627 = -1940.051640 nChanged 1 SP:Iteration 1Q (174.467681 sec): 3 clusters Score: Raw -2687.868708 + Penalty 739.679515 = -1948.189193 nChanged 1 SP:Iteration 2Q (174.467957 sec): 3 clusters Score: Raw -2692.195613 + Penalty 739.679515 = -1952.516098 nChanged 0 SP:Iteration 3F (174.468246 sec): 3 clusters Score: Raw -2692.195613 + Penalty 739.679515 = -1952.516098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 38 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.469470 sec): 2 clusters Score: Raw -12802.848350 + Penalty 171.503608 = -12631.344742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.470151 sec): 3 clusters Score: Raw -12712.053414 + Penalty 356.729129 = -12355.324285 nChanged 86 SP:Iteration 1F (174.470820 sec): 3 clusters Score: Raw -12829.798003 + Penalty 371.790658 = -12458.007345 nChanged 43 SP:Iteration 2F (174.471477 sec): 3 clusters Score: Raw -12893.536620 + Penalty 388.216133 = -12505.320487 nChanged 19 SP:Iteration 3F (174.472121 sec): 3 clusters Score: Raw -12922.321128 + Penalty 391.692240 = -12530.628888 nChanged 14 SP:Iteration 4F (174.472764 sec): 3 clusters Score: Raw -12940.658438 + Penalty 399.212371 = -12541.446067 nChanged 7 SP:Iteration 5Q (174.473372 sec): 3 clusters Score: Raw -12950.231287 + Penalty 403.921635 = -12546.309651 nChanged 2 SP:Iteration 6Q (174.473972 sec): 3 clusters Score: Raw -12953.874267 + Penalty 403.921635 = -12549.952632 nChanged 0 SP:Iteration 7F (174.474614 sec): 3 clusters Score: Raw -12953.874267 + Penalty 403.921635 = -12549.952632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 39 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.475607 sec): 2 clusters Score: Raw -11900.360150 + Penalty 104.212903 = -11796.147247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.476182 sec): 3 clusters Score: Raw -11798.770413 + Penalty 221.068239 = -11577.702174 nChanged 72 SP:Iteration 1F (174.476744 sec): 3 clusters Score: Raw -11858.245917 + Penalty 231.903877 = -11626.342040 nChanged 19 SP:Iteration 2F (174.477303 sec): 3 clusters Score: Raw -11879.868919 + Penalty 267.066915 = -11612.802004 nChanged 12 SP:Iteration 3F (174.477859 sec): 3 clusters Score: Raw -11888.380762 + Penalty 324.112338 = -11564.268423 nChanged 7 SP:Iteration 4F (174.478415 sec): 3 clusters Score: Raw -11896.960944 + Penalty 452.451014 = -11444.509930 nChanged 4 SP:Iteration 5F (174.478969 sec): 3 clusters Score: Raw -11900.190577 + Penalty 502.308049 = -11397.882528 nChanged 1 SP:Iteration 6F (174.479514 sec): 3 clusters Score: Raw -11900.484328 + Penalty 502.308049 = -11398.176278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 40 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.480311 sec): 2 clusters Score: Raw -6261.695407 + Penalty 394.371823 = -5867.323584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.480718 sec): 3 clusters Score: Raw -6251.761252 + Penalty 788.439713 = -5463.321539 nChanged 12 SP:Iteration 1F (174.481121 sec): 3 clusters Score: Raw -6267.292006 + Penalty 790.076383 = -5477.215622 nChanged 6 SP:Iteration 2F (174.481521 sec): 3 clusters Score: Raw -6279.012140 + Penalty 793.675168 = -5485.336972 nChanged 5 SP:Iteration 3Q (174.481918 sec): 3 clusters Score: Raw -6285.612095 + Penalty 804.157660 = -5481.454435 nChanged 4 SP:Iteration 4F (174.482320 sec): 3 clusters Score: Raw -6295.799550 + Penalty 817.739049 = -5478.060501 nChanged 5 SP:Iteration 5F (174.482722 sec): 3 clusters Score: Raw -6303.747193 + Penalty 831.381362 = -5472.365830 nChanged 3 SP:Iteration 6F (174.483123 sec): 3 clusters Score: Raw -6309.963925 + Penalty 831.381362 = -5478.582563 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 41 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.484225 sec): 2 clusters Score: Raw -12240.229854 + Penalty 799.473914 = -11440.755940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.484839 sec): 3 clusters Score: Raw -12262.218943 + Penalty 1599.661088 = -10662.557855 nChanged 31 SP:Iteration 1F (174.485435 sec): 3 clusters Score: Raw -12335.493021 + Penalty 1599.708200 = -10735.784821 nChanged 10 SP:Iteration 2Q (174.485995 sec): 3 clusters Score: Raw -12362.589668 + Penalty 1599.959864 = -10762.629804 nChanged 5 SP:Iteration 3Q (174.486551 sec): 3 clusters Score: Raw -12376.965804 + Penalty 1600.412328 = -10776.553476 nChanged 3 SP:Iteration 4Q (174.487107 sec): 3 clusters Score: Raw -12381.205937 + Penalty 1599.982870 = -10781.223067 nChanged 2 SP:Iteration 5Q (174.487662 sec): 3 clusters Score: Raw -12388.883189 + Penalty 1599.883473 = -10788.999716 nChanged 3 SP:Iteration 6Q (174.488216 sec): 3 clusters Score: Raw -12396.969964 + Penalty 1599.648272 = -10797.321692 nChanged 1 SP:Iteration 7Q (174.488765 sec): 3 clusters Score: Raw -12398.177260 + Penalty 1599.648272 = -10798.528988 nChanged 0 SP:Iteration 8F (174.489350 sec): 3 clusters Score: Raw -12398.177260 + Penalty 1599.648272 = -10798.528988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 42 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.489978 sec): 2 clusters Score: Raw -2498.630332 + Penalty 351.923453 = -2146.706879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.490271 sec): 3 clusters Score: Raw -2565.066269 + Penalty 706.454050 = -1858.612219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 43 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.490983 sec): 2 clusters Score: Raw -4936.837114 + Penalty 542.209573 = -4394.627541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.491344 sec): 3 clusters Score: Raw -4987.474818 + Penalty 1083.261256 = -3904.213561 nChanged 4 SP:Iteration 1Q (174.491689 sec): 3 clusters Score: Raw -4998.504461 + Penalty 1084.870015 = -3913.634445 nChanged 2 SP:Iteration 2Q (174.492032 sec): 3 clusters Score: Raw -5004.457675 + Penalty 1084.870015 = -3919.587660 nChanged 0 SP:Iteration 3F (174.492385 sec): 3 clusters Score: Raw -5004.457675 + Penalty 1084.870015 = -3919.587660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 44 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.492917 sec): 2 clusters Score: Raw -916.161686 + Penalty 152.116071 = -764.045615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.493156 sec): 3 clusters Score: Raw -930.319735 + Penalty 293.193236 = -637.126500 nChanged 2 SP:Iteration 1F (174.493390 sec): 3 clusters Score: Raw -933.610997 + Penalty 293.193236 = -640.417761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 45 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.494091 sec): 2 clusters Score: Raw -4793.410054 + Penalty 250.843060 = -4542.566993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.494452 sec): 3 clusters Score: Raw -4790.854768 + Penalty 501.174287 = -4289.680481 nChanged 17 SP:Iteration 1F (174.494806 sec): 3 clusters Score: Raw -4822.177564 + Penalty 501.890398 = -4320.287165 nChanged 7 SP:Iteration 2F (174.495160 sec): 3 clusters Score: Raw -4832.024962 + Penalty 501.271006 = -4330.753956 nChanged 3 SP:Iteration 3Q (174.495505 sec): 3 clusters Score: Raw -4837.451590 + Penalty 501.469675 = -4335.981916 nChanged 1 SP:Iteration 4Q (174.495850 sec): 3 clusters Score: Raw -4841.937295 + Penalty 501.469675 = -4340.467620 nChanged 0 SP:Iteration 5F (174.496202 sec): 3 clusters Score: Raw -4841.937295 + Penalty 501.469675 = -4340.467620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 46 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.497672 sec): 2 clusters Score: Raw -21639.797615 + Penalty 736.286504 = -20903.511111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.498511 sec): 3 clusters Score: Raw -21582.187474 + Penalty 1478.571490 = -20103.615984 nChanged 79 SP:Iteration 1F (174.499334 sec): 3 clusters Score: Raw -21699.440658 + Penalty 1480.105305 = -20219.335353 nChanged 18 SP:Iteration 2Q (174.500222 sec): 3 clusters Score: Raw -21729.415331 + Penalty 1483.229769 = -20246.185562 nChanged 8 SP:Iteration 3Q (174.501056 sec): 3 clusters Score: Raw -21752.895074 + Penalty 1484.832955 = -20268.062118 nChanged 6 SP:Iteration 4Q (174.501884 sec): 3 clusters Score: Raw -21765.122638 + Penalty 1484.661958 = -20280.460680 nChanged 3 SP:Iteration 5Q (174.502714 sec): 3 clusters Score: Raw -21770.687492 + Penalty 1483.932704 = -20286.754788 nChanged 2 SP:Iteration 6Q (174.503507 sec): 3 clusters Score: Raw -21773.491270 + Penalty 1484.827869 = -20288.663401 nChanged 1 SP:Iteration 7Q (174.504308 sec): 3 clusters Score: Raw -21777.484760 + Penalty 1485.457349 = -20292.027410 nChanged 1 SP:Iteration 8Q (174.505100 sec): 3 clusters Score: Raw -21779.332095 + Penalty 1486.186666 = -20293.145429 nChanged 1 SP:Iteration 9Q (174.505889 sec): 3 clusters Score: Raw -21779.870135 + Penalty 1486.186666 = -20293.683469 nChanged 0 SP:Iteration 10F (174.506714 sec): 3 clusters Score: Raw -21779.870135 + Penalty 1486.186666 = -20293.683469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 47 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.507520 sec): 2 clusters Score: Raw -5223.991425 + Penalty 692.161962 = -4531.829462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.507964 sec): 3 clusters Score: Raw -5368.191238 + Penalty 1384.912553 = -3983.278684 nChanged 13 SP:Iteration 1F (174.508381 sec): 3 clusters Score: Raw -5426.398693 + Penalty 1385.319121 = -4041.079572 nChanged 1 SP:Iteration 2Q (174.508765 sec): 3 clusters Score: Raw -5428.092027 + Penalty 1385.319121 = -4042.772906 nChanged 0 SP:Iteration 3F (174.509181 sec): 3 clusters Score: Raw -5428.092027 + Penalty 1385.319121 = -4042.772906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 48 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.509701 sec): 2 clusters Score: Raw -671.396338 + Penalty 252.732575 = -418.663763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.509927 sec): 3 clusters Score: Raw -704.179949 + Penalty 495.817889 = -208.362060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 49 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.510565 sec): 2 clusters Score: Raw -3140.532458 + Penalty 454.854540 = -2685.677918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.510877 sec): 3 clusters Score: Raw -3220.657754 + Penalty 914.181093 = -2306.476660 nChanged 1 SP:Iteration 1Q (174.511171 sec): 3 clusters Score: Raw -3222.905339 + Penalty 914.181093 = -2308.724246 nChanged 0 SP:Iteration 2F (174.511478 sec): 3 clusters Score: Raw -3222.905339 + Penalty 914.181093 = -2308.724246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 50 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.512238 sec): 2 clusters Score: Raw -5685.554601 + Penalty 654.923439 = -5030.631163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.512633 sec): 3 clusters Score: Raw -5786.761651 + Penalty 1309.766964 = -4476.994687 nChanged 1 SP:Iteration 1Q (174.513005 sec): 3 clusters Score: Raw -5789.498474 + Penalty 1309.632248 = -4479.866225 nChanged 1 SP:Iteration 2Q (174.513402 sec): 3 clusters Score: Raw -5794.498353 + Penalty 1309.846877 = -4484.651476 nChanged 2 SP:Iteration 3Q (174.513775 sec): 3 clusters Score: Raw -5803.342985 + Penalty 1309.846877 = -4493.496108 nChanged 0 SP:Iteration 4F (174.514163 sec): 3 clusters Score: Raw -5803.342985 + Penalty 1309.846877 = -4493.496108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 51 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.514953 sec): 2 clusters Score: Raw -6258.871115 + Penalty 280.164203 = -5978.706912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.515370 sec): 3 clusters Score: Raw -6257.274620 + Penalty 560.909047 = -5696.365573 nChanged 24 SP:Iteration 1F (174.515777 sec): 3 clusters Score: Raw -6304.261093 + Penalty 565.256649 = -5739.004444 nChanged 7 SP:Iteration 2F (174.516186 sec): 3 clusters Score: Raw -6324.808756 + Penalty 573.888800 = -5750.919956 nChanged 5 SP:Iteration 3Q (174.516581 sec): 3 clusters Score: Raw -6330.669467 + Penalty 578.049600 = -5752.619867 nChanged 2 SP:Iteration 4Q (174.516974 sec): 3 clusters Score: Raw -6332.242289 + Penalty 580.786028 = -5751.456261 nChanged 1 SP:Iteration 5F (174.517380 sec): 3 clusters Score: Raw -6333.105211 + Penalty 580.786028 = -5752.319182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 52 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.517896 sec): 2 clusters Score: Raw -641.057151 + Penalty 218.032598 = -423.024553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.518121 sec): 3 clusters Score: Raw -653.907330 + Penalty 459.757830 = -194.149500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 53 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.518612 sec): 2 clusters Score: Raw -259.008703 + Penalty 128.509545 = -130.499158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.518823 sec): 3 clusters Score: Raw -253.227450 + Penalty 263.052187 = 9.824738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 54 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.519368 sec): 2 clusters Score: Raw -1366.416528 + Penalty 309.202099 = -1057.214429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.519620 sec): 3 clusters Score: Raw -1433.372780 + Penalty 618.245802 = -815.126979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 55 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.520580 sec): 2 clusters Score: Raw -8729.970885 + Penalty 312.326502 = -8417.644383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.521118 sec): 3 clusters Score: Raw -8708.017342 + Penalty 634.255767 = -8073.761575 nChanged 37 SP:Iteration 1F (174.521627 sec): 3 clusters Score: Raw -8760.421455 + Penalty 648.880449 = -8111.541006 nChanged 13 SP:Iteration 2F (174.522144 sec): 3 clusters Score: Raw -8781.069043 + Penalty 665.085712 = -8115.983331 nChanged 11 SP:Iteration 3F (174.522659 sec): 3 clusters Score: Raw -8807.680059 + Penalty 672.362626 = -8135.317433 nChanged 6 SP:Iteration 4Q (174.523147 sec): 3 clusters Score: Raw -8813.279252 + Penalty 677.192120 = -8136.087132 nChanged 2 SP:Iteration 5Q (174.523631 sec): 3 clusters Score: Raw -8814.336388 + Penalty 681.311706 = -8133.024683 nChanged 2 SP:Iteration 6F (174.524148 sec): 3 clusters Score: Raw -8816.043088 + Penalty 681.311706 = -8134.731383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 57 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.524729 sec): 2 clusters Score: Raw -1469.785519 + Penalty 470.405839 = -999.379680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.524990 sec): 3 clusters Score: Raw -1630.641602 + Penalty 931.028753 = -699.612848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 58 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.525529 sec): 2 clusters Score: Raw -729.300896 + Penalty 223.315143 = -505.985753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.525757 sec): 3 clusters Score: Raw -743.132863 + Penalty 438.606456 = -304.526407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 59 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.526865 sec): 2 clusters Score: Raw -13751.822460 + Penalty 659.954137 = -13091.868322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.527487 sec): 3 clusters Score: Raw -13727.513417 + Penalty 1320.914652 = -12406.598765 nChanged 43 SP:Iteration 1F (174.528109 sec): 3 clusters Score: Raw -13805.717702 + Penalty 1321.116291 = -12484.601410 nChanged 14 SP:Iteration 2F (174.528728 sec): 3 clusters Score: Raw -13845.192523 + Penalty 1320.419983 = -12524.772540 nChanged 9 SP:Iteration 3Q (174.529332 sec): 3 clusters Score: Raw -13871.501054 + Penalty 1319.530844 = -12551.970209 nChanged 5 SP:Iteration 4Q (174.529943 sec): 3 clusters Score: Raw -13878.009065 + Penalty 1318.675317 = -12559.333748 nChanged 4 SP:Iteration 5Q (174.530531 sec): 3 clusters Score: Raw -13886.031534 + Penalty 1318.579643 = -12567.451891 nChanged 3 SP:Iteration 6Q (174.531117 sec): 3 clusters Score: Raw -13892.624433 + Penalty 1318.107786 = -12574.516647 nChanged 4 SP:Iteration 7Q (174.531702 sec): 3 clusters Score: Raw -13902.839131 + Penalty 1317.952822 = -12584.886310 nChanged 1 SP:Iteration 8Q (174.532287 sec): 3 clusters Score: Raw -13904.186171 + Penalty 1317.952822 = -12586.233349 nChanged 0 SP:Iteration 9F (174.532903 sec): 3 clusters Score: Raw -13904.186171 + Penalty 1317.952822 = -12586.233349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 61 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.533425 sec): 2 clusters Score: Raw -367.665887 + Penalty 135.260491 = -232.405396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.533643 sec): 3 clusters Score: Raw -368.274114 + Penalty 258.498150 = -109.775965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 62 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.534166 sec): 2 clusters Score: Raw -869.228534 + Penalty 277.779863 = -591.448671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.534398 sec): 3 clusters Score: Raw -905.405316 + Penalty 556.355936 = -349.049381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 64 (455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.536091 sec): 2 clusters Score: Raw -24237.003152 + Penalty 747.676665 = -23489.326487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.537094 sec): 3 clusters Score: Raw -24137.963790 + Penalty 1502.856069 = -22635.107721 nChanged 109 SP:Iteration 1F (174.538089 sec): 3 clusters Score: Raw -24284.394138 + Penalty 1515.338037 = -22769.056101 nChanged 45 SP:Iteration 2F (174.539076 sec): 3 clusters Score: Raw -24355.486604 + Penalty 1522.684314 = -22832.802290 nChanged 18 SP:Iteration 3Q (174.540036 sec): 3 clusters Score: Raw -24374.645869 + Penalty 1528.144033 = -22846.501836 nChanged 8 SP:Iteration 4Q (174.540987 sec): 3 clusters Score: Raw -24390.572354 + Penalty 1532.495718 = -22858.076636 nChanged 7 SP:Iteration 5Q (174.541930 sec): 3 clusters Score: Raw -24402.325816 + Penalty 1532.628194 = -22869.697622 nChanged 5 SP:Iteration 6Q (174.542867 sec): 3 clusters Score: Raw -24411.577083 + Penalty 1532.851013 = -22878.726070 nChanged 5 SP:Iteration 7Q (174.543803 sec): 3 clusters Score: Raw -24422.157439 + Penalty 1533.126214 = -22889.031225 nChanged 2 SP:Iteration 8Q (174.544759 sec): 3 clusters Score: Raw -24425.622149 + Penalty 1532.426539 = -22893.195610 nChanged 1 SP:Iteration 9Q (174.545683 sec): 3 clusters Score: Raw -24426.634690 + Penalty 1532.426539 = -22894.208151 nChanged 0 SP:Iteration 10F (174.546669 sec): 3 clusters Score: Raw -24426.634690 + Penalty 1532.426539 = -22894.208151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 65 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.547259 sec): 2 clusters Score: Raw -1562.800352 + Penalty 526.296528 = -1036.503824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.547527 sec): 3 clusters Score: Raw -1797.798972 + Penalty 1052.967684 = -744.831289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 67 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.548433 sec): 2 clusters Score: Raw -9055.106910 + Penalty 537.689181 = -8517.417729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.548927 sec): 3 clusters Score: Raw -9054.963524 + Penalty 1074.992662 = -7979.970862 nChanged 19 SP:Iteration 1F (174.549415 sec): 3 clusters Score: Raw -9093.611352 + Penalty 1075.312038 = -8018.299315 nChanged 5 SP:Iteration 2Q (174.549890 sec): 3 clusters Score: Raw -9106.858841 + Penalty 1075.068305 = -8031.790536 nChanged 2 SP:Iteration 3Q (174.550362 sec): 3 clusters Score: Raw -9109.235153 + Penalty 1075.068305 = -8034.166848 nChanged 0 SP:Iteration 4F (174.550846 sec): 3 clusters Score: Raw -9109.235153 + Penalty 1075.068305 = -8034.166848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 68 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.551442 sec): 2 clusters Score: Raw -2197.728492 + Penalty 297.275810 = -1900.452682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.551724 sec): 3 clusters Score: Raw -2226.960523 + Penalty 595.719825 = -1631.240698 nChanged 6 SP:Iteration 1F (174.551999 sec): 3 clusters Score: Raw -2234.736791 + Penalty 599.087799 = -1635.648991 nChanged 1 SP:Iteration 2Q (174.552267 sec): 3 clusters Score: Raw -2236.587250 + Penalty 604.393664 = -1632.193587 nChanged 1 SP:Iteration 3F (174.552542 sec): 3 clusters Score: Raw -2238.375714 + Penalty 604.393664 = -1633.982050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 71 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.553080 sec): 2 clusters Score: Raw -1162.825269 + Penalty 252.001701 = -910.823568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.553326 sec): 3 clusters Score: Raw -1202.606428 + Penalty 508.113212 = -694.493216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 75 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.554231 sec): 2 clusters Score: Raw -8107.975572 + Penalty 444.828902 = -7663.146670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.554734 sec): 3 clusters Score: Raw -8093.226974 + Penalty 892.844430 = -7200.382543 nChanged 19 SP:Iteration 1F (174.555228 sec): 3 clusters Score: Raw -8124.617865 + Penalty 905.304694 = -7219.313171 nChanged 13 SP:Iteration 2F (174.555721 sec): 3 clusters Score: Raw -8151.079662 + Penalty 916.296418 = -7234.783244 nChanged 13 SP:Iteration 3F (174.556213 sec): 3 clusters Score: Raw -8179.547198 + Penalty 923.686823 = -7255.860374 nChanged 3 SP:Iteration 4Q (174.556682 sec): 3 clusters Score: Raw -8189.073003 + Penalty 928.181943 = -7260.891060 nChanged 1 SP:Iteration 5Q (174.557140 sec): 3 clusters Score: Raw -8192.401094 + Penalty 928.181943 = -7264.219151 nChanged 0 SP:Iteration 6F (174.557632 sec): 3 clusters Score: Raw -8192.401094 + Penalty 928.181943 = -7264.219151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 76 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.558169 sec): 2 clusters Score: Raw -558.342224 + Penalty 192.563006 = -365.779218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.558392 sec): 3 clusters Score: Raw -573.683098 + Penalty 398.773082 = -174.910016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 78 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.559091 sec): 2 clusters Score: Raw -4625.148692 + Penalty 297.354068 = -4327.794624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.559449 sec): 3 clusters Score: Raw -4625.568277 + Penalty 594.708137 = -4030.860140 nChanged 12 SP:Iteration 1F (174.559800 sec): 3 clusters Score: Raw -4644.969710 + Penalty 596.908916 = -4048.060795 nChanged 4 SP:Iteration 2Q (174.560145 sec): 3 clusters Score: Raw -4653.409571 + Penalty 595.808180 = -4057.601391 nChanged 1 SP:Iteration 3Q (174.560487 sec): 3 clusters Score: Raw -4655.725906 + Penalty 595.808180 = -4059.917726 nChanged 0 SP:Iteration 4F (174.560837 sec): 3 clusters Score: Raw -4655.725906 + Penalty 595.808180 = -4059.917726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 81 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.561350 sec): 2 clusters Score: Raw -649.324058 + Penalty 203.063987 = -446.260071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.561578 sec): 3 clusters Score: Raw -661.363457 + Penalty 400.902277 = -260.461180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 83 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.562086 sec): 2 clusters Score: Raw -563.458079 + Penalty 147.133705 = -416.324374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.562303 sec): 3 clusters Score: Raw -570.435200 + Penalty 264.872598 = -305.562602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 84 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.562933 sec): 2 clusters Score: Raw -3127.261142 + Penalty 455.652759 = -2671.608382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.563242 sec): 3 clusters Score: Raw -3200.560796 + Penalty 911.305518 = -2289.255277 nChanged 1 SP:Iteration 1Q (174.563531 sec): 3 clusters Score: Raw -3206.838957 + Penalty 911.567123 = -2295.271834 nChanged 1 SP:Iteration 2Q (174.563822 sec): 3 clusters Score: Raw -3210.809629 + Penalty 911.567123 = -2299.242506 nChanged 0 SP:Iteration 3F (174.564126 sec): 3 clusters Score: Raw -3210.809629 + Penalty 911.567123 = -2299.242506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 85 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.564919 sec): 2 clusters Score: Raw -6729.328196 + Penalty 585.767641 = -6143.560555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.565331 sec): 3 clusters Score: Raw -6747.250569 + Penalty 1171.535282 = -5575.715287 nChanged 9 SP:Iteration 1F (174.565736 sec): 3 clusters Score: Raw -6768.928738 + Penalty 1171.535282 = -5597.393456 nChanged 2 SP:Iteration 2Q (174.566130 sec): 3 clusters Score: Raw -6774.793073 + Penalty 1171.535282 = -5603.257791 nChanged 2 SP:Iteration 3Q (174.566523 sec): 3 clusters Score: Raw -6781.203577 + Penalty 1173.412448 = -5607.791129 nChanged 2 SP:Iteration 4Q (174.566913 sec): 3 clusters Score: Raw -6783.464483 + Penalty 1173.412448 = -5610.052036 nChanged 0 SP:Iteration 5F (174.567316 sec): 3 clusters Score: Raw -6783.464483 + Penalty 1173.412448 = -5610.052036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 86 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.567876 sec): 2 clusters Score: Raw -1620.294114 + Penalty 357.034987 = -1263.259127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.568159 sec): 3 clusters Score: Raw -1691.136068 + Penalty 712.913233 = -978.222835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 87 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.568695 sec): 2 clusters Score: Raw -1074.031277 + Penalty 367.682787 = -706.348490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.568943 sec): 3 clusters Score: Raw -1211.431830 + Penalty 734.246595 = -477.185236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 88 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.570267 sec): 2 clusters Score: Raw -17393.755468 + Penalty 115.825112 = -17277.930356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.571055 sec): 3 clusters Score: Raw -17203.004918 + Penalty 236.613754 = -16966.391163 nChanged 125 SP:Iteration 1F (174.571841 sec): 3 clusters Score: Raw -17343.773729 + Penalty 265.224125 = -17078.549604 nChanged 66 SP:Iteration 2F (174.572617 sec): 3 clusters Score: Raw -17433.629985 + Penalty 295.185425 = -17138.444561 nChanged 33 SP:Iteration 3F (174.573393 sec): 3 clusters Score: Raw -17481.547094 + Penalty 300.127656 = -17181.419438 nChanged 12 SP:Iteration 4Q (174.574162 sec): 3 clusters Score: Raw -17494.322603 + Penalty 303.829143 = -17190.493460 nChanged 2 SP:Iteration 5Q (174.574915 sec): 3 clusters Score: Raw -17495.556611 + Penalty 305.741438 = -17189.815173 nChanged 1 SP:Iteration 6F (174.575690 sec): 3 clusters Score: Raw -17495.815670 + Penalty 305.741438 = -17190.074232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 89 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.576480 sec): 2 clusters Score: Raw -5570.671382 + Penalty 334.586088 = -5236.085294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.576874 sec): 3 clusters Score: Raw -5564.637318 + Penalty 678.952787 = -4885.684532 nChanged 18 SP:Iteration 1F (174.577262 sec): 3 clusters Score: Raw -5591.113954 + Penalty 691.644321 = -4899.469633 nChanged 6 SP:Iteration 2F (174.577650 sec): 3 clusters Score: Raw -5603.778937 + Penalty 708.338887 = -4895.440050 nChanged 5 SP:Iteration 3F (174.578050 sec): 3 clusters Score: Raw -5611.819213 + Penalty 715.430565 = -4896.388648 nChanged 2 SP:Iteration 4Q (174.578425 sec): 3 clusters Score: Raw -5617.599479 + Penalty 727.339883 = -4890.259596 nChanged 2 SP:Iteration 5F (174.578816 sec): 3 clusters Score: Raw -5624.924133 + Penalty 727.339883 = -4897.584250 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 90 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.579360 sec): 2 clusters Score: Raw -1249.520750 + Penalty 297.433791 = -952.086959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.579610 sec): 3 clusters Score: Raw -1302.434794 + Penalty 590.813581 = -711.621213 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 95 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.580117 sec): 2 clusters Score: Raw -537.223670 + Penalty 157.986654 = -379.237016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.580338 sec): 3 clusters Score: Raw -551.138961 + Penalty 305.267212 = -245.871749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 97 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.580873 sec): 2 clusters Score: Raw -1126.053064 + Penalty 243.308969 = -882.744095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.581123 sec): 3 clusters Score: Raw -1159.301602 + Penalty 483.811770 = -675.489832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 98 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.581747 sec): 2 clusters Score: Raw -2377.254495 + Penalty 429.876040 = -1947.378456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.582036 sec): 3 clusters Score: Raw -2462.704553 + Penalty 864.971638 = -1597.732915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 99 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.582537 sec): 2 clusters Score: Raw -422.880762 + Penalty 127.097144 = -295.783617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.582755 sec): 3 clusters Score: Raw -432.850032 + Penalty 252.853215 = -179.996816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 101 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.584238 sec): 2 clusters Score: Raw -18969.341056 + Penalty 276.496403 = -18692.844652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.585083 sec): 3 clusters Score: Raw -18811.304854 + Penalty 553.034151 = -18258.270703 nChanged 97 SP:Iteration 1F (174.585929 sec): 3 clusters Score: Raw -18919.664365 + Penalty 554.273442 = -18365.390922 nChanged 44 SP:Iteration 2F (174.586764 sec): 3 clusters Score: Raw -18981.283577 + Penalty 553.916024 = -18427.367553 nChanged 34 SP:Iteration 3F (174.587597 sec): 3 clusters Score: Raw -19036.638960 + Penalty 551.559679 = -18485.079281 nChanged 21 SP:Iteration 4F (174.588430 sec): 3 clusters Score: Raw -19061.326467 + Penalty 551.286360 = -18510.040108 nChanged 12 SP:Iteration 5Q (174.589230 sec): 3 clusters Score: Raw -19082.757209 + Penalty 550.047322 = -18532.709886 nChanged 7 SP:Iteration 6Q (174.590018 sec): 3 clusters Score: Raw -19088.947974 + Penalty 550.430878 = -18538.517095 nChanged 2 SP:Iteration 7Q (174.590797 sec): 3 clusters Score: Raw -19090.917362 + Penalty 550.623707 = -18540.293655 nChanged 1 SP:Iteration 8Q (174.591573 sec): 3 clusters Score: Raw -19091.790609 + Penalty 550.623707 = -18541.166902 nChanged 0 SP:Iteration 9F (174.592405 sec): 3 clusters Score: Raw -19091.790609 + Penalty 550.623707 = -18541.166902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 106 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.592981 sec): 2 clusters Score: Raw -1528.497447 + Penalty 370.212317 = -1158.285130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.593239 sec): 3 clusters Score: Raw -1609.150725 + Penalty 741.900207 = -867.250518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 108 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.593755 sec): 2 clusters Score: Raw -678.103791 + Penalty 250.077287 = -428.026503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.593984 sec): 3 clusters Score: Raw -721.085148 + Penalty 512.015652 = -209.069497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 109 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.594502 sec): 2 clusters Score: Raw -885.147082 + Penalty 244.599366 = -640.547716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.594735 sec): 3 clusters Score: Raw -918.824258 + Penalty 484.191718 = -434.632540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 110 (408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.596238 sec): 2 clusters Score: Raw -21800.740346 + Penalty 120.428413 = -21680.311933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.597156 sec): 3 clusters Score: Raw -21587.831147 + Penalty 279.684133 = -21308.147014 nChanged 166 SP:Iteration 1F (174.598063 sec): 3 clusters Score: Raw -21751.372328 + Penalty 282.884166 = -21468.488162 nChanged 40 SP:Iteration 2F (174.599004 sec): 3 clusters Score: Raw -21802.743020 + Penalty 285.779583 = -21516.963437 nChanged 21 SP:Iteration 3F (174.599905 sec): 3 clusters Score: Raw -21827.821763 + Penalty 284.543745 = -21543.278018 nChanged 18 SP:Iteration 4Q (174.600791 sec): 3 clusters Score: Raw -21853.233261 + Penalty 281.548795 = -21571.684465 nChanged 8 SP:Iteration 5Q (174.601666 sec): 3 clusters Score: Raw -21866.835191 + Penalty 277.909527 = -21588.925663 nChanged 6 SP:Iteration 6Q (174.602538 sec): 3 clusters Score: Raw -21878.846553 + Penalty 275.926661 = -21602.919891 nChanged 5 SP:Iteration 7Q (174.603361 sec): 3 clusters Score: Raw -21885.615380 + Penalty 273.944951 = -21611.670430 nChanged 2 SP:Iteration 8Q (174.604175 sec): 3 clusters Score: Raw -21888.865807 + Penalty 275.660878 = -21613.204929 nChanged 1 SP:Iteration 9Q (174.604982 sec): 3 clusters Score: Raw -21889.049986 + Penalty 275.660878 = -21613.389108 nChanged 0 SP:Iteration 10F (174.605880 sec): 3 clusters Score: Raw -21889.049986 + Penalty 275.660878 = -21613.389108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 114 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.606441 sec): 2 clusters Score: Raw -731.051182 + Penalty 251.706508 = -479.344674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.606673 sec): 3 clusters Score: Raw -764.239453 + Penalty 506.369073 = -257.870380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 118 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.607222 sec): 2 clusters Score: Raw -1424.058564 + Penalty 325.344120 = -1098.714443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.607474 sec): 3 clusters Score: Raw -1475.139240 + Penalty 650.688241 = -824.451000 nChanged 0 Memory request: 0.01 GB would take us to total of 0.56 GB. Trying to split cluster 119 (632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.609616 sec): 2 clusters Score: Raw -33267.977579 + Penalty 94.324602 = -33173.652977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.610926 sec): 3 clusters Score: Raw -32907.729316 + Penalty 187.667695 = -32720.061620 nChanged 265 SP:Iteration 1F (174.612190 sec): 3 clusters Score: Raw -33189.887276 + Penalty 187.932584 = -33001.954692 nChanged 59 SP:Iteration 2F (174.613457 sec): 3 clusters Score: Raw -33273.184233 + Penalty 187.274440 = -33085.909793 nChanged 17 SP:Iteration 3Q (174.614707 sec): 3 clusters Score: Raw -33282.146170 + Penalty 187.396810 = -33094.749360 nChanged 6 SP:Iteration 4Q (174.615930 sec): 3 clusters Score: Raw -33283.059738 + Penalty 187.518127 = -33095.541611 nChanged 4 SP:Iteration 5Q (174.617148 sec): 3 clusters Score: Raw -33283.840836 + Penalty 187.742607 = -33096.098229 nChanged 5 SP:Iteration 6Q (174.618373 sec): 3 clusters Score: Raw -33284.645150 + Penalty 187.883092 = -33096.762058 nChanged 3 SP:Iteration 7Q (174.619590 sec): 3 clusters Score: Raw -33284.821420 + Penalty 187.974638 = -33096.846782 nChanged 1 SP:Iteration 8Q (174.620807 sec): 3 clusters Score: Raw -33284.957569 + Penalty 187.974638 = -33096.982931 nChanged 0 SP:Iteration 9F (174.622070 sec): 3 clusters Score: Raw -33284.957569 + Penalty 187.974638 = -33096.982931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 121 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.622702 sec): 2 clusters Score: Raw -1896.197936 + Penalty 338.654073 = -1557.543863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.622980 sec): 3 clusters Score: Raw -1939.726444 + Penalty 670.507664 = -1269.218780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 122 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.623508 sec): 2 clusters Score: Raw -980.076425 + Penalty 270.907005 = -709.169420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.623777 sec): 3 clusters Score: Raw -1005.297583 + Penalty 534.295525 = -471.002059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 123 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.624264 sec): 2 clusters Score: Raw -125.337127 + Penalty 55.550591 = -69.786537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.624457 sec): 2 clusters Score: Raw -125.337127 + Penalty 55.550591 = -69.786537 nChanged 0 Memory request: 0.02 GB would take us to total of 0.58 GB. Trying to split cluster 124 (3570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.639915 sec): 2 clusters Score: Raw -192661.872313 + Penalty 64.379801 = -192597.492512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.646335 sec): 3 clusters Score: Raw -190379.707822 + Penalty 135.401556 = -190244.306266 nChanged 1683 SP:Iteration 1F (174.652576 sec): 3 clusters Score: Raw -192309.258509 + Penalty 137.156894 = -192172.101615 nChanged 276 SP:Iteration 2F (174.658798 sec): 3 clusters Score: Raw -192615.092386 + Penalty 138.444697 = -192476.647689 nChanged 121 SP:Iteration 3Q (174.664998 sec): 3 clusters Score: Raw -192837.051285 + Penalty 137.669082 = -192699.382204 nChanged 60 SP:Iteration 4Q (174.670626 sec): 3 clusters Score: Raw -192868.342742 + Penalty 136.780816 = -192731.561926 nChanged 37 SP:Iteration 5Q (174.676096 sec): 3 clusters Score: Raw -192887.505589 + Penalty 137.007871 = -192750.497718 nChanged 36 SP:Iteration 6Q (174.681503 sec): 3 clusters Score: Raw -192903.382833 + Penalty 136.597148 = -192766.785686 nChanged 22 SP:Iteration 7Q (174.686834 sec): 3 clusters Score: Raw -192910.721115 + Penalty 136.122866 = -192774.598249 nChanged 15 SP:Iteration 8Q (174.692113 sec): 3 clusters Score: Raw -192916.975128 + Penalty 135.970191 = -192781.004937 nChanged 14 SP:Iteration 9Q (174.697364 sec): 3 clusters Score: Raw -192922.002380 + Penalty 134.541590 = -192787.460790 nChanged 11 SP:Iteration 10F (174.703625 sec): 3 clusters Score: Raw -192925.520139 + Penalty 134.167372 = -192791.352767 nChanged 10 SP:Iteration 11Q (174.709229 sec): 3 clusters Score: Raw -192928.887071 + Penalty 134.090040 = -192794.797030 nChanged 8 SP:Iteration 12Q (174.714453 sec): 3 clusters Score: Raw -192930.736678 + Penalty 133.839584 = -192796.897094 nChanged 7 SP:Iteration 13Q (174.719647 sec): 3 clusters Score: Raw -192932.391056 + Penalty 133.387979 = -192799.003077 nChanged 5 SP:Iteration 14Q (174.724876 sec): 3 clusters Score: Raw -192934.039125 + Penalty 133.270790 = -192800.768335 nChanged 3 SP:Iteration 15Q (174.730190 sec): 3 clusters Score: Raw -192934.889893 + Penalty 133.196551 = -192801.693342 nChanged 3 SP:Iteration 16Q (174.735397 sec): 3 clusters Score: Raw -192935.034463 + Penalty 133.182727 = -192801.851736 nChanged 1 SP:Iteration 17Q (174.740557 sec): 3 clusters Score: Raw -192935.050743 + Penalty 133.182727 = -192801.868015 nChanged 0 SP:Iteration 18F (174.746905 sec): 3 clusters Score: Raw -192935.050743 + Penalty 133.182727 = -192801.868015 nChanged 0 Score: Raw -3177072.895356 + Penalty 120347.864573 = -3056725.030783 Splitting cluster 124 changes total score from -3010497.760862 to -3056725.030783 So it's getting split into cluster 29. Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 125 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.529716 sec): 2 clusters Score: Raw -763.627432 + Penalty 238.193204 = -525.434228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.529957 sec): 3 clusters Score: Raw -793.218209 + Penalty 486.030228 = -307.187982 nChanged 0 Memory request: 0.01 GB would take us to total of 0.56 GB. Trying to split cluster 126 (636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.532224 sec): 2 clusters Score: Raw -34753.966487 + Penalty 104.735319 = -34649.231167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.533649 sec): 3 clusters Score: Raw -34366.726577 + Penalty 211.158139 = -34155.568438 nChanged 262 SP:Iteration 1F (178.534958 sec): 3 clusters Score: Raw -34520.253557 + Penalty 214.274788 = -34305.978770 nChanged 88 SP:Iteration 2F (178.536267 sec): 3 clusters Score: Raw -34590.253311 + Penalty 212.955239 = -34377.298072 nChanged 55 SP:Iteration 3F (178.537570 sec): 3 clusters Score: Raw -34637.813395 + Penalty 218.096510 = -34419.716885 nChanged 39 SP:Iteration 4F (178.538871 sec): 3 clusters Score: Raw -34675.826111 + Penalty 221.870705 = -34453.955407 nChanged 32 SP:Iteration 5F (178.540149 sec): 3 clusters Score: Raw -34704.850401 + Penalty 225.060646 = -34479.789755 nChanged 21 SP:Iteration 6Q (178.541430 sec): 3 clusters Score: Raw -34720.909363 + Penalty 229.246700 = -34491.662664 nChanged 18 SP:Iteration 7Q (178.542751 sec): 3 clusters Score: Raw -34735.680461 + Penalty 234.679863 = -34501.000598 nChanged 17 SP:Iteration 8Q (178.544049 sec): 3 clusters Score: Raw -34754.031286 + Penalty 242.456430 = -34511.574856 nChanged 16 SP:Iteration 9Q (178.545354 sec): 3 clusters Score: Raw -34775.337055 + Penalty 247.137347 = -34528.199708 nChanged 7 SP:Iteration 10F (178.546668 sec): 3 clusters Score: Raw -34794.718787 + Penalty 249.373239 = -34545.345548 nChanged 6 SP:Iteration 11Q (178.547835 sec): 3 clusters Score: Raw -34800.865579 + Penalty 253.677717 = -34547.187862 nChanged 3 SP:Iteration 12Q (178.548984 sec): 3 clusters Score: Raw -34805.858406 + Penalty 259.609756 = -34546.248650 nChanged 4 SP:Iteration 13F (178.550283 sec): 3 clusters Score: Raw -34812.694007 + Penalty 262.190458 = -34550.503549 nChanged 1 SP:Iteration 14Q (178.551393 sec): 3 clusters Score: Raw -34813.047602 + Penalty 264.168754 = -34548.878848 nChanged 1 SP:Iteration 15F (178.552690 sec): 3 clusters Score: Raw -34813.627820 + Penalty 268.028153 = -34545.599667 nChanged 2 SP:Iteration 16F (178.553988 sec): 3 clusters Score: Raw -34814.446599 + Penalty 268.028153 = -34546.418446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 130 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.554534 sec): 2 clusters Score: Raw -386.039038 + Penalty 179.890515 = -206.148523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.554753 sec): 3 clusters Score: Raw -388.628624 + Penalty 359.781030 = -28.847594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 132 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.555760 sec): 2 clusters Score: Raw -12282.317107 + Penalty 37.493990 = -12244.823117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.556316 sec): 3 clusters Score: Raw -12156.695416 + Penalty 76.747268 = -12079.948148 nChanged 87 SP:Iteration 1F (178.556856 sec): 3 clusters Score: Raw -12220.582186 + Penalty 79.776898 = -12140.805288 nChanged 35 SP:Iteration 2F (178.557376 sec): 3 clusters Score: Raw -12267.984744 + Penalty 37.493990 = -12230.490754 nChanged 12 SP:Iteration 3F (178.557829 sec): 2 clusters Score: Raw -12282.317107 + Penalty 37.493990 = -12244.823117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 134 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.558379 sec): 2 clusters Score: Raw -915.552522 + Penalty 255.428745 = -660.123776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.558615 sec): 3 clusters Score: Raw -965.562575 + Penalty 510.857491 = -454.705084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 136 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.559139 sec): 2 clusters Score: Raw -894.298565 + Penalty 267.467687 = -626.830878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.559374 sec): 3 clusters Score: Raw -947.790583 + Penalty 533.617611 = -414.172972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 137 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.559910 sec): 2 clusters Score: Raw -659.599530 + Penalty 225.198394 = -434.401137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.560135 sec): 3 clusters Score: Raw -688.184887 + Penalty 459.077929 = -229.106959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 138 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.560671 sec): 2 clusters Score: Raw -1096.481339 + Penalty 255.726204 = -840.755134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.560913 sec): 3 clusters Score: Raw -1129.856333 + Penalty 509.498269 = -620.358064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 139 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.561414 sec): 2 clusters Score: Raw -509.758887 + Penalty 210.762838 = -298.996049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.561634 sec): 3 clusters Score: Raw -514.931118 + Penalty 421.525676 = -93.405442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 140 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.562126 sec): 2 clusters Score: Raw -319.275910 + Penalty 151.221949 = -168.053961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.562338 sec): 3 clusters Score: Raw -312.377214 + Penalty 363.800906 = 51.423692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 141 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.562835 sec): 2 clusters Score: Raw -428.934689 + Penalty 149.420097 = -279.514592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.563053 sec): 3 clusters Score: Raw -437.261524 + Penalty 299.477891 = -137.783633 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 144 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.563565 sec): 2 clusters Score: Raw -714.407951 + Penalty 190.024528 = -524.383423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.563798 sec): 3 clusters Score: Raw -749.490852 + Penalty 380.645221 = -368.845631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 145 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.564931 sec): 2 clusters Score: Raw -14058.842458 + Penalty 173.258736 = -13885.583722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.565590 sec): 3 clusters Score: Raw -13944.457959 + Penalty 351.053455 = -13593.404505 nChanged 95 SP:Iteration 1F (178.566234 sec): 3 clusters Score: Raw -14012.948002 + Penalty 349.580765 = -13663.367237 nChanged 22 SP:Iteration 2F (178.566878 sec): 3 clusters Score: Raw -14028.808721 + Penalty 352.713895 = -13676.094827 nChanged 11 SP:Iteration 3Q (178.567515 sec): 3 clusters Score: Raw -14037.632882 + Penalty 351.651447 = -13685.981436 nChanged 7 SP:Iteration 4Q (178.568156 sec): 3 clusters Score: Raw -14043.414179 + Penalty 349.350286 = -13694.063892 nChanged 9 SP:Iteration 5Q (178.568787 sec): 3 clusters Score: Raw -14055.466272 + Penalty 352.817730 = -13702.648542 nChanged 8 SP:Iteration 6Q (178.569413 sec): 3 clusters Score: Raw -14071.055873 + Penalty 353.840338 = -13717.215535 nChanged 3 SP:Iteration 7Q (178.570023 sec): 3 clusters Score: Raw -14077.114310 + Penalty 355.096224 = -13722.018086 nChanged 1 SP:Iteration 8Q (178.570621 sec): 3 clusters Score: Raw -14079.405955 + Penalty 355.096224 = -13724.309731 nChanged 0 SP:Iteration 9F (178.571263 sec): 3 clusters Score: Raw -14079.405955 + Penalty 355.096224 = -13724.309731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 146 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.571814 sec): 2 clusters Score: Raw -622.392777 + Penalty 203.727866 = -418.664911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.572040 sec): 3 clusters Score: Raw -633.617043 + Penalty 400.208598 = -233.408445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 148 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.572547 sec): 2 clusters Score: Raw -504.663564 + Penalty 180.693202 = -323.970361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.572769 sec): 3 clusters Score: Raw -527.070186 + Penalty 354.661522 = -172.408663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 149 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.573264 sec): 2 clusters Score: Raw -314.424449 + Penalty 155.211203 = -159.213246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.573478 sec): 3 clusters Score: Raw -315.046731 + Penalty 300.957390 = -14.089342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 150 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.573979 sec): 2 clusters Score: Raw -498.506701 + Penalty 188.243414 = -310.263287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.574201 sec): 3 clusters Score: Raw -508.711984 + Penalty 390.467461 = -118.244522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 153 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.574696 sec): 2 clusters Score: Raw -397.851216 + Penalty 118.350087 = -279.501129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.574914 sec): 3 clusters Score: Raw -409.666059 + Penalty 233.263767 = -176.402292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 154 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.575420 sec): 2 clusters Score: Raw -575.630713 + Penalty 181.581316 = -394.049397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.575643 sec): 3 clusters Score: Raw -600.844940 + Penalty 377.815767 = -223.029173 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 156 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.576151 sec): 2 clusters Score: Raw -664.514716 + Penalty 230.560416 = -433.954300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.576377 sec): 3 clusters Score: Raw -692.938693 + Penalty 462.301926 = -230.636768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 160 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.577312 sec): 2 clusters Score: Raw -10131.757332 + Penalty 518.419588 = -9613.337744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.577835 sec): 3 clusters Score: Raw -10113.914217 + Penalty 1032.780503 = -9081.133714 nChanged 28 SP:Iteration 1F (178.578338 sec): 3 clusters Score: Raw -10144.974714 + Penalty 1030.705809 = -9114.268905 nChanged 11 SP:Iteration 2F (178.578839 sec): 3 clusters Score: Raw -10158.225024 + Penalty 1029.839077 = -9128.385947 nChanged 2 SP:Iteration 3Q (178.579331 sec): 3 clusters Score: Raw -10164.842042 + Penalty 1029.427438 = -9135.414604 nChanged 2 SP:Iteration 4Q (178.579820 sec): 3 clusters Score: Raw -10168.655046 + Penalty 1028.498386 = -9140.156660 nChanged 3 SP:Iteration 5Q (178.580309 sec): 3 clusters Score: Raw -10174.064814 + Penalty 1029.158840 = -9144.905974 nChanged 2 SP:Iteration 6Q (178.580795 sec): 3 clusters Score: Raw -10177.156707 + Penalty 1029.158840 = -9147.997866 nChanged 0 SP:Iteration 7F (178.581295 sec): 3 clusters Score: Raw -10177.156707 + Penalty 1029.158840 = -9147.997866 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 162 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.581855 sec): 2 clusters Score: Raw -670.052624 + Penalty 227.792241 = -442.260383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.582083 sec): 3 clusters Score: Raw -689.652272 + Penalty 453.796092 = -235.856180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 163 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.582575 sec): 2 clusters Score: Raw -246.674284 + Penalty 113.053521 = -133.620763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.582786 sec): 3 clusters Score: Raw -243.775240 + Penalty 242.077108 = -1.698132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 166 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.583288 sec): 2 clusters Score: Raw -474.063009 + Penalty 182.388506 = -291.674503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.583507 sec): 3 clusters Score: Raw -481.401025 + Penalty 374.709841 = -106.691184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 172 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.584003 sec): 2 clusters Score: Raw -439.897939 + Penalty 193.559912 = -246.338027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.584221 sec): 3 clusters Score: Raw -445.279326 + Penalty 388.337008 = -56.942317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 177 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.584717 sec): 2 clusters Score: Raw -425.296126 + Penalty 179.061820 = -246.234306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.584931 sec): 3 clusters Score: Raw -424.307705 + Penalty 356.909459 = -67.398246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 178 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.585430 sec): 2 clusters Score: Raw -425.199994 + Penalty 165.331336 = -259.868658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.585648 sec): 3 clusters Score: Raw -429.021089 + Penalty 321.041257 = -107.979832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 188 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.586189 sec): 2 clusters Score: Raw -1333.855179 + Penalty 305.025857 = -1028.829322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.586443 sec): 3 clusters Score: Raw -1414.484524 + Penalty 610.051714 = -804.432810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 189 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.586956 sec): 2 clusters Score: Raw -696.686961 + Penalty 222.195544 = -474.491417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.587184 sec): 3 clusters Score: Raw -724.617138 + Penalty 441.738334 = -282.878804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 191 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.587669 sec): 2 clusters Score: Raw -128.377518 + Penalty 63.815031 = -64.562487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.587861 sec): 2 clusters Score: Raw -128.377518 + Penalty 63.815031 = -64.562487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 192 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.588349 sec): 2 clusters Score: Raw -194.457676 + Penalty 95.723604 = -98.734072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.588574 sec): 3 clusters Score: Raw -188.031507 + Penalty 185.591304 = -2.440203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 193 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.589090 sec): 2 clusters Score: Raw -754.702357 + Penalty 158.502375 = -596.199982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.589322 sec): 3 clusters Score: Raw -793.262725 + Penalty 311.017281 = -482.245444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 199 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.589865 sec): 2 clusters Score: Raw -1403.292384 + Penalty 286.122017 = -1117.170367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.590118 sec): 3 clusters Score: Raw -1453.291862 + Penalty 558.705628 = -894.586234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 200 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.590598 sec): 2 clusters Score: Raw -60.570367 + Penalty 0.000000 = -60.570367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.590787 sec): 2 clusters Score: Raw -60.570367 + Penalty 0.000000 = -60.570367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 201 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.591284 sec): 2 clusters Score: Raw -435.255947 + Penalty 161.606562 = -273.649384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.591502 sec): 3 clusters Score: Raw -441.981798 + Penalty 321.875055 = -120.106743 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 210 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.592008 sec): 2 clusters Score: Raw -621.128777 + Penalty 224.376395 = -396.752382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.592232 sec): 3 clusters Score: Raw -644.787589 + Penalty 448.752790 = -196.034799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 213 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.592735 sec): 2 clusters Score: Raw -542.177652 + Penalty 204.795775 = -337.381877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.592956 sec): 3 clusters Score: Raw -560.116315 + Penalty 412.188434 = -147.927882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 214 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.593445 sec): 2 clusters Score: Raw -261.568013 + Penalty 140.250570 = -121.317443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.593658 sec): 3 clusters Score: Raw -257.103153 + Penalty 280.501139 = 23.397986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 218 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.594168 sec): 2 clusters Score: Raw -759.543281 + Penalty 244.445788 = -515.097494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.594395 sec): 3 clusters Score: Raw -782.356050 + Penalty 483.921963 = -298.434087 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 227 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.594885 sec): 2 clusters Score: Raw -254.415271 + Penalty 135.728817 = -118.686454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.595096 sec): 3 clusters Score: Raw -248.512374 + Penalty 255.838182 = 7.325808 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 233 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.595592 sec): 2 clusters Score: Raw -314.183985 + Penalty 146.148029 = -168.035956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.595824 sec): 3 clusters Score: Raw -314.131529 + Penalty 290.535255 = -23.596274 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 240 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.596309 sec): 2 clusters Score: Raw -125.187778 + Penalty 47.870484 = -77.317294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.596502 sec): 2 clusters Score: Raw -125.187778 + Penalty 47.870484 = -77.317294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 247 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.597570 sec): 2 clusters Score: Raw -12304.233840 + Penalty 53.568743 = -12250.665098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.598220 sec): 3 clusters Score: Raw -12177.300705 + Penalty 108.032266 = -12069.268440 nChanged 96 SP:Iteration 1F (178.598834 sec): 3 clusters Score: Raw -12274.607448 + Penalty 107.801289 = -12166.806159 nChanged 34 SP:Iteration 2F (178.599439 sec): 3 clusters Score: Raw -12319.073600 + Penalty 107.529854 = -12211.543746 nChanged 13 SP:Iteration 3F (178.600055 sec): 3 clusters Score: Raw -12341.800021 + Penalty 108.644118 = -12233.155903 nChanged 12 SP:Iteration 4F (178.600657 sec): 3 clusters Score: Raw -12352.598599 + Penalty 109.386247 = -12243.212352 nChanged 7 SP:Iteration 5Q (178.601213 sec): 3 clusters Score: Raw -12355.849773 + Penalty 109.386247 = -12246.463527 nChanged 2 SP:Iteration 6Q (178.601765 sec): 3 clusters Score: Raw -12356.087261 + Penalty 109.386247 = -12246.701015 nChanged 0 SP:Iteration 7F (178.602366 sec): 3 clusters Score: Raw -12356.087261 + Penalty 109.386247 = -12246.701015 nChanged 0 Deleting Class 214 (4 points): Lose 35.964460 but Gain 1115.364848 Iteration 119Q (179.289441 sec): 135 clusters Score: Raw -3131179.722926 + Penalty 119224.884429 = -3011954.838497 nChanged 313 Deleting Class 106 (26 points): Lose 172.851475 but Gain 1252.721963 Iteration 120F (183.123957 sec): 134 clusters Score: Raw -3131129.598165 + Penalty 117996.790221 = -3013132.807943 nChanged 254 Deleting Class 139 (8 points): Lose 42.718602 but Gain 1117.416547 Iteration 121Q (183.545101 sec): 133 clusters Score: Raw -3131189.937523 + Penalty 116879.190300 = -3014310.747224 nChanged 127 Deleting Class 43 (83 points): Lose 279.752059 but Gain 1352.778277 Iteration 122Q (183.949154 sec): 132 clusters Score: Raw -3130956.168921 + Penalty 115585.046704 = -3015371.122217 nChanged 154 Deleting Class 62 (14 points): Lose 93.476792 but Gain 1160.432038 Iteration 123Q (184.354495 sec): 131 clusters Score: Raw -3131028.083478 + Penalty 114436.822807 = -3016591.260671 nChanged 75 Deleting Class 57 (29 points): Lose 473.510415 but Gain 1540.136480 Iteration 124Q (184.752905 sec): 130 clusters Score: Raw -3130595.508332 + Penalty 112830.363063 = -3017765.145268 nChanged 78 Deleting Class 48 (11 points): Lose 110.203636 but Gain 1161.980360 Iteration 125Q (185.153057 sec): 129 clusters Score: Raw -3130631.482442 + Penalty 111733.848384 = -3018897.634059 nChanged 54 Deleting Class 130 (6 points): Lose 59.275547 but Gain 1106.869275 Iteration 126Q (185.547989 sec): 128 clusters Score: Raw -3130620.818705 + Penalty 110650.368872 = -3019970.449833 nChanged 44 Deleting Class 227 (4 points): Lose 36.802607 but Gain 1079.404894 Iteration 127Q (185.938757 sec): 127 clusters Score: Raw -3130597.809096 + Penalty 109577.218716 = -3021020.590380 nChanged 38 Deleting Class 118 (24 points): Lose 89.443615 but Gain 1128.624542 Iteration 128Q (186.326604 sec): 126 clusters Score: Raw -3130518.151986 + Penalty 108464.683379 = -3022053.468607 nChanged 52 Deleting Class 49 (55 points): Lose 204.697834 but Gain 1243.333316 Iteration 129Q (186.712811 sec): 125 clusters Score: Raw -3130349.826310 + Penalty 107273.259998 = -3023076.566312 nChanged 92 Deleting Class 35 (20 points): Lose 114.353972 but Gain 1148.353126 Iteration 130F (190.298460 sec): 124 clusters Score: Raw -3130337.058845 + Penalty 106139.344960 = -3024197.713885 nChanged 54 Deleting Class 84 (54 points): Lose 225.789896 but Gain 1259.329803 Iteration 131Q (190.688129 sec): 123 clusters Score: Raw -3130163.566094 + Penalty 104946.901056 = -3025216.665038 nChanged 77 Deleting Class 108 (12 points): Lose 77.034644 but Gain 1109.511857 Iteration 132Q (191.071665 sec): 122 clusters Score: Raw -3130198.336690 + Penalty 103868.778918 = -3026329.557773 nChanged 35 Deleting Class 25 (42 points): Lose 205.750359 but Gain 1246.295418 Iteration 133Q (191.453948 sec): 121 clusters Score: Raw -3130032.609717 + Penalty 102675.003927 = -3027357.605790 nChanged 59 Deleting Class 24 (14 points): Lose 102.870318 but Gain 1134.465245 Iteration 134Q (191.837398 sec): 120 clusters Score: Raw -3130034.956546 + Penalty 101541.263669 = -3028493.692877 nChanged 40 Deleting Class 218 (12 points): Lose 54.663063 but Gain 1084.526718 Iteration 135Q (192.214192 sec): 119 clusters Score: Raw -3130021.968139 + Penalty 100449.713463 = -3029572.254676 nChanged 42 Deleting Class 172 (7 points): Lose 72.011928 but Gain 1096.630721 Iteration 136Q (192.592924 sec): 118 clusters Score: Raw -3129975.632685 + Penalty 99341.757947 = -3030633.874738 nChanged 30 Deleting Class 149 (5 points): Lose 47.433795 but Gain 1063.204027 Iteration 137Q (192.969602 sec): 117 clusters Score: Raw -3129952.202224 + Penalty 98278.806046 = -3031673.396177 nChanged 27 Deleting Class 28 (12 points): Lose 115.626169 but Gain 1128.486986 Iteration 138Q (193.343622 sec): 116 clusters Score: Raw -3129850.585800 + Penalty 97156.920587 = -3032693.665214 nChanged 33 Deleting Class 156 (11 points): Lose 48.973711 but Gain 1060.040143 Iteration 139Q (193.716294 sec): 115 clusters Score: Raw -3129831.301996 + Penalty 96079.498269 = -3033751.803728 nChanged 34 Deleting Class 114 (12 points): Lose 108.236440 but Gain 1116.740181 Iteration 140F (196.969049 sec): 114 clusters Score: Raw -3129746.488506 + Penalty 94969.097305 = -3034777.391201 nChanged 32 Deleting Class 86 (30 points): Lose 155.382939 but Gain 1157.302033 Iteration 141Q (197.336224 sec): 113 clusters Score: Raw -3129618.330645 + Penalty 93793.424813 = -3035824.905832 nChanged 42 Deleting Class 26 (39 points): Lose 216.277214 but Gain 1217.395520 Iteration 142Q (197.702575 sec): 112 clusters Score: Raw -3129483.180242 + Penalty 92648.378042 = -3036834.802200 nChanged 57 Deleting Class 191 (2 points): Lose 16.099679 but Gain 1014.998257 Iteration 143Q (198.067334 sec): 111 clusters Score: Raw -3129571.927465 + Penalty 91664.982943 = -3037906.944521 nChanged 23 Deleting Class 162 (11 points): Lose 52.048276 but Gain 1047.312995 Iteration 144Q (198.431106 sec): 110 clusters Score: Raw -3129543.713217 + Penalty 90635.977782 = -3038907.735435 nChanged 27 Deleting Class 210 (10 points): Lose 79.125969 but Gain 1074.309097 Iteration 145Q (198.791154 sec): 109 clusters Score: Raw -3129487.505087 + Penalty 89593.251231 = -3039894.253857 nChanged 23 Deleting Class 140 (5 points): Lose 41.973194 but Gain 1035.877451 Iteration 146Q (199.149317 sec): 108 clusters Score: Raw -3129480.086575 + Penalty 88564.778349 = -3040915.308227 nChanged 15 Deleting Class 122 (16 points): Lose 90.348897 but Gain 1077.215413 Iteration 147Q (199.505952 sec): 107 clusters Score: Raw -3129402.468153 + Penalty 87540.125935 = -3041862.342218 nChanged 31 Deleting Class 125 (13 points): Lose 39.428717 but Gain 1023.807597 Iteration 148Q (199.862613 sec): 106 clusters Score: Raw -3129401.952482 + Penalty 86532.239036 = -3042869.713446 nChanged 27 Deleting Class 53 (4 points): Lose 47.857767 but Gain 1021.992493 Iteration 149Q (200.218379 sec): 105 clusters Score: Raw -3129376.791829 + Penalty 85516.463266 = -3043860.328562 nChanged 18 Deleting Class 50 (106 points): Lose 586.131502 but Gain 1559.245130 Iteration 150F (203.205289 sec): 104 clusters Score: Raw -3128808.835098 + Penalty 84089.617698 = -3044719.217400 nChanged 116 Deleting Class 85 (135 points): Lose 409.940670 but Gain 1381.528989 Iteration 151Q (203.563068 sec): 103 clusters Score: Raw -3128635.863936 + Penalty 82866.196211 = -3045769.667724 nChanged 162 Deleting Class 21 (24 points): Lose 86.260490 but Gain 1067.304468 Iteration 152Q (203.923080 sec): 102 clusters Score: Raw -3128783.525456 + Penalty 81857.445897 = -3046926.079558 nChanged 80 Deleting Class 90 (22 points): Lose 90.560156 but Gain 1060.847882 Iteration 153Q (204.273609 sec): 101 clusters Score: Raw -3128756.446107 + Penalty 80832.533976 = -3047923.912131 nChanged 61 Deleting Class 188 (25 points): Lose 97.047306 but Gain 1067.342818 Iteration 154Q (204.622046 sec): 100 clusters Score: Raw -3128715.224105 + Penalty 79823.396903 = -3048891.827202 nChanged 66 Deleting Class 52 (13 points): Lose 79.757116 but Gain 1055.360916 Iteration 155Q (204.970610 sec): 99 clusters Score: Raw -3128695.320977 + Penalty 78782.216658 = -3049913.104319 nChanged 54 Deleting Class 33 (4 points): Lose 28.312244 but Gain 990.469859 Iteration 156Q (205.313351 sec): 98 clusters Score: Raw -3128702.224995 + Penalty 77747.077582 = -3050955.147413 nChanged 42 Deleting Class 233 (5 points): Lose 39.954919 but Gain 1001.120864 Iteration 157Q (205.659041 sec): 97 clusters Score: Raw -3128681.055739 + Penalty 76750.644906 = -3051930.410834 nChanged 44 Deleting Class 213 (9 points): Lose 67.456356 but Gain 1027.576870 Iteration 158Q (205.999755 sec): 96 clusters Score: Raw -3128633.743924 + Penalty 75737.539499 = -3052896.204425 nChanged 51 Deleting Class 136 (17 points): Lose 96.291800 but Gain 1055.127135 Iteration 159Q (206.337542 sec): 95 clusters Score: Raw -3128562.745706 + Penalty 74569.758145 = -3053992.987561 nChanged 64 Deleting Class 98 (47 points): Lose 281.838741 but Gain 1241.848868 Iteration 160F (209.037133 sec): 94 clusters Score: Raw -3128337.800170 + Penalty 73368.625413 = -3054969.174757 nChanged 72 Deleting Class 177 (7 points): Lose 59.312725 but Gain 1014.490507 Iteration 161Q (209.373667 sec): 93 clusters Score: Raw -3128430.334447 + Penalty 72366.011234 = -3056064.323213 nChanged 36 Deleting Class 150 (8 points): Lose 51.297292 but Gain 998.023691 Iteration 162Q (209.708251 sec): 92 clusters Score: Raw -3128416.393113 + Penalty 71375.136452 = -3057041.256661 nChanged 34 Deleting Class 137 (11 points): Lose 90.795671 but Gain 1035.387346 Iteration 163Q (210.040868 sec): 91 clusters Score: Raw -3128360.074584 + Penalty 70333.127311 = -3058026.947273 nChanged 35 Deleting Class 192 (3 points): Lose 19.705732 but Gain 960.599524 Iteration 164Q (210.370919 sec): 90 clusters Score: Raw -3128372.459542 + Penalty 69380.277853 = -3058992.181689 nChanged 14 Deleting Class 146 (10 points): Lose 40.185397 but Gain 975.444410 Iteration 165Q (210.702261 sec): 89 clusters Score: Raw -3128343.617621 + Penalty 68422.765893 = -3059920.851728 nChanged 19 Deleting Class 81 (13 points): Lose 67.026103 but Gain 999.238732 Iteration 166Q (211.030968 sec): 88 clusters Score: Raw -3128292.972156 + Penalty 67360.447036 = -3060932.525120 nChanged 19 Deleting Class 199 (25 points): Lose 90.176776 but Gain 1018.123940 Iteration 167Q (211.362785 sec): 87 clusters Score: Raw -3128229.122879 + Penalty 66358.176817 = -3061870.946062 nChanged 29 Deleting Class 54 (26 points): Lose 131.202619 but Gain 1058.991294 Iteration 168Q (211.688049 sec): 86 clusters Score: Raw -3128133.093273 + Penalty 65338.019743 = -3062795.073530 nChanged 42 Deleting Class 134 (16 points): Lose 101.744045 but Gain 1015.668759 Iteration 169Q (212.012291 sec): 85 clusters Score: Raw -3128084.677493 + Penalty 64332.585197 = -3063752.092296 nChanged 38 Deleting Class 121 (39 points): Lose 135.419908 but Gain 1047.910765 Iteration 170F (214.429713 sec): 84 clusters Score: Raw -3127980.474765 + Penalty 63301.697544 = -3064678.777222 nChanged 66 Deleting Class 166 (8 points): Lose 59.082104 but Gain 966.982305 Iteration 171Q (214.750317 sec): 83 clusters Score: Raw -3128010.990057 + Penalty 62358.505087 = -3065652.484969 nChanged 45 Deleting Class 65 (29 points): Lose 821.573581 but Gain 1723.125893 Iteration 172Q (215.071673 sec): 82 clusters Score: Raw -3127220.762066 + Penalty 60723.304131 = -3066497.457934 nChanged 67 Deleting Class 36 (56 points): Lose 213.856038 but Gain 1114.726164 Iteration 173Q (215.394721 sec): 81 clusters Score: Raw -3127275.855152 + Penalty 59630.057653 = -3067645.797499 nChanged 97 Deleting Class 17 (29 points): Lose 100.696821 but Gain 995.149276 Iteration 174Q (215.710836 sec): 80 clusters Score: Raw -3127457.287572 + Penalty 58636.161172 = -3068821.126401 nChanged 68 Deleting Class 178 (7 points): Lose 43.772770 but Gain 936.699242 Iteration 175Q (216.029773 sec): 79 clusters Score: Raw -3127504.581708 + Penalty 57744.438751 = -3069760.142957 nChanged 54 Deleting Class 109 (13 points): Lose 67.434260 but Gain 951.130325 Iteration 176Q (216.340121 sec): 78 clusters Score: Raw -3127493.259418 + Penalty 56820.210199 = -3070673.049219 nChanged 49 Deleting Class 123 (2 points): Lose 2.815250 but Gain 883.549728 Iteration 177Q (216.648511 sec): 77 clusters Score: Raw -3127535.447595 + Penalty 55955.397610 = -3071580.049985 nChanged 42 Deleting Class 138 (18 points): Lose 74.878751 but Gain 955.270866 Iteration 178Q (216.954974 sec): 76 clusters Score: Raw -3127489.407387 + Penalty 55034.201618 = -3072455.205769 nChanged 46 Deleting Class 189 (12 points): Lose 73.513903 but Gain 952.965375 Iteration 179Q (217.261081 sec): 75 clusters Score: Raw -3127467.682672 + Penalty 54096.588725 = -3073371.093947 nChanged 36 Deleting Class 58 (11 points): Lose 58.003123 but Gain 938.232793 Iteration 180F (219.402248 sec): 74 clusters Score: Raw -3127470.887440 + Penalty 53197.926051 = -3074272.961388 nChanged 37 Deleting Class 201 (7 points): Lose 46.443173 but Gain 915.596207 Iteration 181Q (219.706112 sec): 73 clusters Score: Raw -3127459.032838 + Penalty 52339.599515 = -3075119.433322 nChanged 42 Deleting Class 163 (4 points): Lose 32.724518 but Gain 899.076018 Iteration 182Q (220.008137 sec): 72 clusters Score: Raw -3127457.867528 + Penalty 51450.209243 = -3076007.658285 nChanged 31 Deleting Class 71 (22 points): Lose 81.887318 but Gain 944.865818 Iteration 183Q (220.312542 sec): 71 clusters Score: Raw -3127401.175642 + Penalty 50562.488519 = -3076838.687124 nChanged 47 Deleting Class 87 (21 points): Lose 521.634647 but Gain 1384.350160 Iteration 184Q (220.611058 sec): 70 clusters Score: Raw -3126925.003716 + Penalty 48997.076098 = -3077927.927618 nChanged 52 Deleting Class 76 (11 points): Lose 52.963625 but Gain 910.646436 Iteration 185Q (220.910370 sec): 69 clusters Score: Raw -3126921.549739 + Penalty 48081.382985 = -3078840.166754 nChanged 44 Deleting Class 148 (8 points): Lose 68.480280 but Gain 924.022903 Iteration 186Q (221.204329 sec): 68 clusters Score: Raw -3126894.671204 + Penalty 47140.535034 = -3079754.136170 nChanged 31 Deleting Class 200 (2 points): Lose 22.232618 but Gain 849.768155 Iteration 187Q (221.498151 sec): 67 clusters Score: Raw -3126918.343976 + Penalty 46294.201138 = -3080624.142838 nChanged 29 Deleting Class 154 (10 points): Lose 59.682492 but Gain 869.407230 Iteration 188Q (221.787848 sec): 66 clusters Score: Raw -3126877.249939 + Penalty 45445.104475 = -3081432.145463 nChanged 39 Deleting Class 141 (7 points): Lose 49.465031 but Gain 846.552714 Iteration 189Q (222.078998 sec): 65 clusters Score: Raw -3126859.616877 + Penalty 44610.361374 = -3082249.255503 nChanged 29 Deleting Class 97 (21 points): Lose 87.904431 but Gain 881.062496 Iteration 190F (223.938723 sec): 64 clusters Score: Raw -3126799.810316 + Penalty 43757.230322 = -3083042.579994 nChanged 40 Deleting Class 61 (6 points): Lose 48.960662 but Gain 832.260008 Iteration 191Q (224.228342 sec): 63 clusters Score: Raw -3126791.423879 + Penalty 42936.616496 = -3083854.807383 nChanged 30 Deleting Class 40 (115 points): Lose 269.815261 but Gain 1027.708789 Iteration 192Q (224.515278 sec): 62 clusters Score: Raw -3126534.682266 + Penalty 41964.748094 = -3084569.934172 nChanged 132 Deleting Class 67 (191 points): Lose 496.936231 but Gain 1240.266942 Iteration 193Q (224.801924 sec): 61 clusters Score: Raw -3126194.220149 + Penalty 40865.118494 = -3085329.101656 nChanged 228 Deleting Class 240 (2 points): Lose 20.564878 but Gain 761.395194 Iteration 194Q (225.088016 sec): 60 clusters Score: Raw -3126445.944739 + Penalty 40095.883078 = -3086350.061661 nChanged 55 Deleting Class 42 (48 points): Lose 299.036789 but Gain 1038.290215 Iteration 195Q (225.366624 sec): 59 clusters Score: Raw -3126164.953250 + Penalty 39087.644786 = -3087077.308464 nChanged 86 Deleting Class 95 (9 points): Lose 55.216440 but Gain 792.708890 Iteration 196Q (225.644616 sec): 58 clusters Score: Raw -3126223.094302 + Penalty 38311.580252 = -3087911.514050 nChanged 48 Deleting Class 144 (15 points): Lose 89.259551 but Gain 816.393127 Iteration 197Q (225.920785 sec): 57 clusters Score: Raw -3126161.824629 + Penalty 37498.751822 = -3088663.072807 nChanged 40 Deleting Class 99 (7 points): Lose 44.017481 but Gain 720.080062 Iteration 198Q (226.194715 sec): 56 clusters Score: Raw -3126148.845648 + Penalty 36780.104441 = -3089368.741207 nChanged 32 Deleting Class 83 (9 points): Lose 55.259075 but Gain 707.651288 Iteration 199Q (226.466260 sec): 55 clusters Score: Raw -3126110.686729 + Penalty 36079.333060 = -3090031.353669 nChanged 31 Deleting Class 68 (39 points): Lose 258.270287 but Gain 907.373972 Iteration 200F (228.043142 sec): 54 clusters Score: Raw -3125872.752763 + Penalty 35178.871274 = -3090693.881489 nChanged 59 Deleting Class 153 (7 points): Lose 39.053678 but Gain 600.471967 Iteration 201Q (228.314912 sec): 53 clusters Score: Raw -3125942.835013 + Penalty 34594.029480 = -3091348.805534 nChanged 41 Deleting Class 44 (19 points): Lose 97.898132 but Gain 627.296177 Iteration 202Q (228.584224 sec): 52 clusters Score: Raw -3125871.761515 + Penalty 33968.249487 = -3091903.512028 nChanged 49 Deleting Class 22 (23 points): Lose 124.877248 but Gain 650.980754 Iteration 203Q (228.850606 sec): 51 clusters Score: Raw -3125789.021477 + Penalty 33319.289400 = -3092469.732077 nChanged 53 Deleting Class 78 (120 points): Lose 326.971155 but Gain 840.017385 Iteration 204Q (229.115676 sec): 50 clusters Score: Raw -3125516.337130 + Penalty 32514.082754 = -3093002.254376 nChanged 148 Deleting Class 193 (15 points): Lose 178.144461 but Gain 658.802899 Iteration 205Q (229.383843 sec): 49 clusters Score: Raw -3125516.951766 + Penalty 31856.498619 = -3093660.453147 nChanged 67 Deleting Class 89 (157 points): Lose 613.062367 but Gain 959.622442 Iteration 206Q (229.651711 sec): 48 clusters Score: Raw -3124973.175079 + Penalty 30893.613098 = -3094079.561981 nChanged 205 Deleting Class 75 (242 points): Lose 777.181115 but Gain 1108.069138 Iteration 207Q (229.918624 sec): 47 clusters Score: Raw -3124524.321434 + Penalty 29857.991625 = -3094666.329809 nChanged 304 Deleting Class 31 (275 points): Lose 712.604447 but Gain 970.035063 Iteration 208Q (230.179736 sec): 46 clusters Score: Raw -3124402.563028 + Penalty 29067.214214 = -3095335.348814 nChanged 410 Deleting Class 45 (83 points): Lose 440.063263 but Gain 625.837424 Iteration 209Q (230.441698 sec): 45 clusters Score: Raw -3124434.265631 + Penalty 28498.318614 = -3095935.947017 nChanged 228 Deleting Class 160 (250 points): Lose 1113.417172 but Gain 1170.155487 Iteration 210F (231.746965 sec): 44 clusters Score: Raw -3123549.118249 + Penalty 27416.942365 = -3096132.175885 nChanged 377 Deleting Class 30 (220 points): Lose 1333.365201 but Gain 1350.327754 Iteration 211Q (232.006699 sec): 43 clusters Score: Raw -3122771.998450 + Penalty 26246.192286 = -3096525.806165 nChanged 364 Iteration 212Q (232.262858 sec): 43 clusters Score: Raw -3123484.818692 + Penalty 26275.210810 = -3097209.607882 nChanged 174 Iteration 213Q (232.514522 sec): 43 clusters Score: Raw -3123603.240690 + Penalty 26303.694392 = -3097299.546297 nChanged 125 Iteration 214Q (232.764971 sec): 43 clusters Score: Raw -3123681.760906 + Penalty 26334.619166 = -3097347.141739 nChanged 111 Iteration 215Q (233.014962 sec): 43 clusters Score: Raw -3123758.719655 + Penalty 26356.265831 = -3097402.453825 nChanged 92 Iteration 216Q (233.264369 sec): 43 clusters Score: Raw -3123818.092062 + Penalty 26366.048500 = -3097452.043562 nChanged 74 Iteration 217Q (233.513563 sec): 43 clusters Score: Raw -3123862.104018 + Penalty 26373.493581 = -3097488.610437 nChanged 65 Iteration 218Q (233.761166 sec): 43 clusters Score: Raw -3123901.279043 + Penalty 26375.347082 = -3097525.931962 nChanged 42 Writing temp clu file Memory request: 0.28 GB would take us to total of 0.56 GB. Compute initial score before splitting: Score: Raw -3123901.279043 + Penalty 26375.347082 = -3097525.931962Memory request: 0.02 GB would take us to total of 0.58 GB. Trying to split cluster 1 (4345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (233.970336 sec): 2 clusters Score: Raw -241011.589655 + Penalty 128.061945 = -240883.527711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (233.978421 sec): 3 clusters Score: Raw -238199.296624 + Penalty 281.481788 = -237917.814836 nChanged 1993 SP:Iteration 1F (233.986136 sec): 3 clusters Score: Raw -240438.512933 + Penalty 292.335925 = -240146.177008 nChanged 403 SP:Iteration 2F (233.994109 sec): 3 clusters Score: Raw -240800.568486 + Penalty 293.405402 = -240507.163085 nChanged 151 SP:Iteration 3Q (234.001385 sec): 3 clusters Score: Raw -240936.373598 + Penalty 295.515966 = -240640.857631 nChanged 71 SP:Iteration 4Q (234.008091 sec): 3 clusters Score: Raw -240977.014407 + Penalty 293.834956 = -240683.179452 nChanged 33 SP:Iteration 5Q (234.014729 sec): 3 clusters Score: Raw -240992.124778 + Penalty 299.510207 = -240692.614570 nChanged 27 SP:Iteration 6Q (234.021181 sec): 3 clusters Score: Raw -241002.923742 + Penalty 305.853484 = -240697.070258 nChanged 24 SP:Iteration 7Q (234.027586 sec): 3 clusters Score: Raw -241012.660758 + Penalty 308.935538 = -240703.725220 nChanged 27 SP:Iteration 8Q (234.033961 sec): 3 clusters Score: Raw -241023.849806 + Penalty 311.421509 = -240712.428297 nChanged 22 SP:Iteration 9Q (234.040342 sec): 3 clusters Score: Raw -241030.819488 + Penalty 310.919280 = -240719.900208 nChanged 14 SP:Iteration 10F (234.048059 sec): 3 clusters Score: Raw -241035.351707 + Penalty 306.560381 = -240728.791326 nChanged 10 SP:Iteration 11Q (234.054336 sec): 3 clusters Score: Raw -241037.735334 + Penalty 307.492159 = -240730.243175 nChanged 9 SP:Iteration 12Q (234.060605 sec): 3 clusters Score: Raw -241039.728693 + Penalty 309.067081 = -240730.661612 nChanged 6 SP:Iteration 13Q (234.066902 sec): 3 clusters Score: Raw -241041.455993 + Penalty 309.239057 = -240732.216936 nChanged 3 SP:Iteration 14Q (234.073148 sec): 3 clusters Score: Raw -241042.362806 + Penalty 308.989557 = -240733.373249 nChanged 3 SP:Iteration 15Q (234.079422 sec): 3 clusters Score: Raw -241043.629903 + Penalty 308.745512 = -240734.884391 nChanged 2 SP:Iteration 16Q (234.085680 sec): 3 clusters Score: Raw -241043.831692 + Penalty 309.217073 = -240734.614619 nChanged 1 SP:Iteration 17F (234.093452 sec): 3 clusters Score: Raw -241044.022778 + Penalty 310.153526 = -240733.869251 nChanged 2 SP:Iteration 18F (234.102059 sec): 3 clusters Score: Raw -241044.199381 + Penalty 311.385939 = -240732.813442 nChanged 3 SP:Iteration 19F (234.110229 sec): 3 clusters Score: Raw -241044.643138 + Penalty 307.782476 = -240736.860662 nChanged 5 SP:Iteration 20F (234.118010 sec): 3 clusters Score: Raw -241046.821984 + Penalty 305.807074 = -240741.014911 nChanged 7 SP:Iteration 21Q (234.124392 sec): 3 clusters Score: Raw -241048.679476 + Penalty 305.826484 = -240742.852993 nChanged 3 SP:Iteration 22Q (234.130688 sec): 3 clusters Score: Raw -241048.988921 + Penalty 306.537541 = -240742.451380 nChanged 1 SP:Iteration 23F (234.138473 sec): 3 clusters Score: Raw -241049.015414 + Penalty 306.537541 = -240742.477874 nChanged 0 Memory request: 0.02 GB would take us to total of 0.58 GB. Trying to split cluster 2 (3622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.151794 sec): 2 clusters Score: Raw -201536.888227 + Penalty 164.396652 = -201372.491574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.158421 sec): 3 clusters Score: Raw -199189.612994 + Penalty 328.786902 = -198860.826092 nChanged 1680 SP:Iteration 1F (234.165090 sec): 3 clusters Score: Raw -200249.115587 + Penalty 328.697387 = -199920.418200 nChanged 395 SP:Iteration 2F (234.171611 sec): 3 clusters Score: Raw -200533.885244 + Penalty 328.163629 = -200205.721614 nChanged 330 SP:Iteration 3F (234.178133 sec): 3 clusters Score: Raw -200816.924110 + Penalty 328.937252 = -200487.986858 nChanged 278 SP:Iteration 4F (234.184747 sec): 3 clusters Score: Raw -201027.185740 + Penalty 331.099589 = -200696.086150 nChanged 195 SP:Iteration 5F (234.191236 sec): 3 clusters Score: Raw -201168.156900 + Penalty 334.286645 = -200833.870255 nChanged 144 SP:Iteration 6Q (234.197983 sec): 3 clusters Score: Raw -201243.414206 + Penalty 337.670251 = -200905.743955 nChanged 115 SP:Iteration 7Q (234.204810 sec): 3 clusters Score: Raw -201300.051087 + Penalty 341.237316 = -200958.813772 nChanged 96 SP:Iteration 8Q (234.211123 sec): 3 clusters Score: Raw -201347.111126 + Penalty 343.598257 = -201003.512869 nChanged 74 SP:Iteration 9Q (234.217370 sec): 3 clusters Score: Raw -201382.992359 + Penalty 346.024064 = -201036.968295 nChanged 64 SP:Iteration 10F (234.223848 sec): 3 clusters Score: Raw -201406.542835 + Penalty 347.544139 = -201058.998696 nChanged 53 SP:Iteration 11Q (234.230003 sec): 3 clusters Score: Raw -201427.482687 + Penalty 349.805213 = -201077.677474 nChanged 54 SP:Iteration 12Q (234.236108 sec): 3 clusters Score: Raw -201447.990926 + Penalty 350.942692 = -201097.048234 nChanged 53 SP:Iteration 13Q (234.242139 sec): 3 clusters Score: Raw -201467.955186 + Penalty 350.894003 = -201117.061183 nChanged 52 SP:Iteration 14Q (234.248153 sec): 3 clusters Score: Raw -201484.783773 + Penalty 349.022521 = -201135.761251 nChanged 33 SP:Iteration 15Q (234.254187 sec): 3 clusters Score: Raw -201495.220032 + Penalty 347.539761 = -201147.680271 nChanged 29 SP:Iteration 16Q (234.260058 sec): 3 clusters Score: Raw -201505.005284 + Penalty 346.856245 = -201158.149038 nChanged 20 SP:Iteration 17Q (234.265892 sec): 3 clusters Score: Raw -201512.808764 + Penalty 347.317751 = -201165.491013 nChanged 25 SP:Iteration 18Q (234.271860 sec): 3 clusters Score: Raw -201522.684862 + Penalty 347.433492 = -201175.251370 nChanged 22 SP:Iteration 19Q (234.277659 sec): 3 clusters Score: Raw -201529.006091 + Penalty 347.030529 = -201181.975562 nChanged 17 SP:Iteration 20F (234.284144 sec): 3 clusters Score: Raw -201532.352642 + Penalty 346.692266 = -201185.660375 nChanged 16 SP:Iteration 21Q (234.289910 sec): 3 clusters Score: Raw -201536.314915 + Penalty 346.960445 = -201189.354470 nChanged 14 SP:Iteration 22Q (234.295691 sec): 3 clusters Score: Raw -201539.609197 + Penalty 346.822855 = -201192.786342 nChanged 12 SP:Iteration 23Q (234.301827 sec): 3 clusters Score: Raw -201541.772752 + Penalty 346.674247 = -201195.098505 nChanged 16 SP:Iteration 24Q (234.307797 sec): 3 clusters Score: Raw -201545.143931 + Penalty 345.956113 = -201199.187818 nChanged 11 SP:Iteration 25Q (234.313721 sec): 3 clusters Score: Raw -201548.820885 + Penalty 345.477446 = -201203.343439 nChanged 14 SP:Iteration 26Q (234.319429 sec): 3 clusters Score: Raw -201551.726340 + Penalty 345.165188 = -201206.561152 nChanged 10 SP:Iteration 27Q (234.325110 sec): 3 clusters Score: Raw -201553.104812 + Penalty 345.248879 = -201207.855933 nChanged 10 SP:Iteration 28Q (234.330769 sec): 3 clusters Score: Raw -201554.484123 + Penalty 346.060813 = -201208.423309 nChanged 11 SP:Iteration 29Q (234.336424 sec): 3 clusters Score: Raw -201555.826634 + Penalty 346.956391 = -201208.870243 nChanged 11 SP:Iteration 30F (234.342875 sec): 3 clusters Score: Raw -201557.016419 + Penalty 347.038316 = -201209.978103 nChanged 7 SP:Iteration 31Q (234.348500 sec): 3 clusters Score: Raw -201557.813845 + Penalty 347.362682 = -201210.451163 nChanged 10 SP:Iteration 32Q (234.354241 sec): 3 clusters Score: Raw -201559.233541 + Penalty 346.975755 = -201212.257786 nChanged 7 SP:Iteration 33Q (234.359835 sec): 3 clusters Score: Raw -201560.694471 + Penalty 345.554680 = -201215.139790 nChanged 10 SP:Iteration 34Q (234.365478 sec): 3 clusters Score: Raw -201562.648790 + Penalty 344.512745 = -201218.136045 nChanged 6 SP:Iteration 35Q (234.371100 sec): 3 clusters Score: Raw -201563.878447 + Penalty 343.314983 = -201220.563463 nChanged 7 SP:Iteration 36Q (234.376693 sec): 3 clusters Score: Raw -201565.905134 + Penalty 343.304017 = -201222.601117 nChanged 7 SP:Iteration 37Q (234.382282 sec): 3 clusters Score: Raw -201567.239764 + Penalty 342.819980 = -201224.419784 nChanged 7 SP:Iteration 38Q (234.387963 sec): 3 clusters Score: Raw -201568.476273 + Penalty 341.494396 = -201226.981878 nChanged 7 SP:Iteration 39Q (234.393508 sec): 3 clusters Score: Raw -201569.956006 + Penalty 341.899437 = -201228.056569 nChanged 4 SP:Iteration 40F (234.399968 sec): 3 clusters Score: Raw -201570.180316 + Penalty 341.968586 = -201228.211730 nChanged 2 SP:Iteration 41Q (234.405718 sec): 3 clusters Score: Raw -201570.291090 + Penalty 341.982598 = -201228.308492 nChanged 1 SP:Iteration 42Q (234.411266 sec): 3 clusters Score: Raw -201570.347257 + Penalty 342.077938 = -201228.269319 nChanged 2 SP:Iteration 43F (234.417866 sec): 3 clusters Score: Raw -201570.418755 + Penalty 341.047152 = -201229.371604 nChanged 2 SP:Iteration 44Q (234.423422 sec): 3 clusters Score: Raw -201570.584303 + Penalty 341.047152 = -201229.537151 nChanged 0 SP:Iteration 45F (234.430355 sec): 3 clusters Score: Raw -201570.584303 + Penalty 341.047152 = -201229.537151 nChanged 0 Memory request: 0.07 GB would take us to total of 0.63 GB. Trying to split cluster 3 (15618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.500142 sec): 2 clusters Score: Raw -838924.842035 + Penalty 151.918387 = -838772.923648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.529430 sec): 3 clusters Score: Raw -828388.593736 + Penalty 304.614542 = -828083.979194 nChanged 7468 SP:Iteration 1F (234.557875 sec): 3 clusters Score: Raw -834110.058902 + Penalty 300.446210 = -833809.612691 nChanged 2278 SP:Iteration 2F (234.586485 sec): 3 clusters Score: Raw -836193.606223 + Penalty 292.013523 = -835901.592700 nChanged 1296 SP:Iteration 3F (234.615924 sec): 3 clusters Score: Raw -837912.781184 + Penalty 284.032029 = -837628.749155 nChanged 578 SP:Iteration 4Q (234.644866 sec): 3 clusters Score: Raw -838619.409456 + Penalty 281.453503 = -838337.955953 nChanged 244 SP:Iteration 5Q (234.674323 sec): 3 clusters Score: Raw -838683.573612 + Penalty 280.503813 = -838403.069799 nChanged 152 SP:Iteration 6Q (234.702754 sec): 3 clusters Score: Raw -838711.461655 + Penalty 279.456640 = -838432.005015 nChanged 105 SP:Iteration 7Q (234.730972 sec): 3 clusters Score: Raw -838727.545136 + Penalty 278.873920 = -838448.671216 nChanged 93 SP:Iteration 8Q (234.758481 sec): 3 clusters Score: Raw -838742.389448 + Penalty 278.399470 = -838463.989979 nChanged 75 SP:Iteration 9Q (234.785826 sec): 3 clusters Score: Raw -838754.218743 + Penalty 277.977889 = -838476.240854 nChanged 72 SP:Iteration 10F (234.814727 sec): 3 clusters Score: Raw -838763.052471 + Penalty 277.764064 = -838485.288407 nChanged 56 SP:Iteration 11Q (234.841335 sec): 3 clusters Score: Raw -838768.396722 + Penalty 277.637834 = -838490.758888 nChanged 44 SP:Iteration 12Q (234.867669 sec): 3 clusters Score: Raw -838772.245306 + Penalty 277.596726 = -838494.648580 nChanged 38 SP:Iteration 13Q (234.893795 sec): 3 clusters Score: Raw -838776.696347 + Penalty 277.480089 = -838499.216258 nChanged 44 SP:Iteration 14Q (234.920322 sec): 3 clusters Score: Raw -838781.016620 + Penalty 277.291020 = -838503.725600 nChanged 40 SP:Iteration 15Q (234.945950 sec): 3 clusters Score: Raw -838784.269601 + Penalty 276.982993 = -838507.286608 nChanged 33 SP:Iteration 16Q (234.971592 sec): 3 clusters Score: Raw -838786.351589 + Penalty 276.840479 = -838509.511109 nChanged 29 SP:Iteration 17Q (234.997078 sec): 3 clusters Score: Raw -838788.168710 + Penalty 276.764613 = -838511.404098 nChanged 32 SP:Iteration 18Q (235.022627 sec): 3 clusters Score: Raw -838790.400496 + Penalty 276.717835 = -838513.682661 nChanged 26 SP:Iteration 19Q (235.048099 sec): 3 clusters Score: Raw -838791.723930 + Penalty 276.637631 = -838515.086299 nChanged 28 SP:Iteration 20F (235.076597 sec): 3 clusters Score: Raw -838793.008092 + Penalty 276.603266 = -838516.404826 nChanged 20 SP:Iteration 21Q (235.102154 sec): 3 clusters Score: Raw -838793.655194 + Penalty 276.572543 = -838517.082651 nChanged 16 SP:Iteration 22Q (235.128638 sec): 3 clusters Score: Raw -838794.094365 + Penalty 276.542015 = -838517.552350 nChanged 15 SP:Iteration 23Q (235.154054 sec): 3 clusters Score: Raw -838794.604748 + Penalty 276.440176 = -838518.164573 nChanged 18 SP:Iteration 24Q (235.179597 sec): 3 clusters Score: Raw -838795.447102 + Penalty 276.298248 = -838519.148853 nChanged 18 SP:Iteration 25Q (235.205102 sec): 3 clusters Score: Raw -838796.284763 + Penalty 276.120262 = -838520.164501 nChanged 21 SP:Iteration 26Q (235.230675 sec): 3 clusters Score: Raw -838797.358065 + Penalty 276.067326 = -838521.290739 nChanged 21 SP:Iteration 27Q (235.256062 sec): 3 clusters Score: Raw -838798.421727 + Penalty 275.851731 = -838522.569996 nChanged 22 SP:Iteration 28Q (235.281564 sec): 3 clusters Score: Raw -838799.351071 + Penalty 275.825595 = -838523.525477 nChanged 21 SP:Iteration 29Q (235.307037 sec): 3 clusters Score: Raw -838800.016870 + Penalty 275.840665 = -838524.176205 nChanged 15 SP:Iteration 30F (235.335894 sec): 3 clusters Score: Raw -838800.390749 + Penalty 275.572380 = -838524.818369 nChanged 12 SP:Iteration 31Q (235.361620 sec): 3 clusters Score: Raw -838800.790765 + Penalty 275.378509 = -838525.412255 nChanged 12 SP:Iteration 32Q (235.387047 sec): 3 clusters Score: Raw -838801.126618 + Penalty 275.287966 = -838525.838653 nChanged 15 SP:Iteration 33Q (235.412673 sec): 3 clusters Score: Raw -838801.458268 + Penalty 275.279566 = -838526.178702 nChanged 8 SP:Iteration 34Q (235.438173 sec): 3 clusters Score: Raw -838801.579373 + Penalty 275.252481 = -838526.326892 nChanged 3 SP:Iteration 35Q (235.463890 sec): 3 clusters Score: Raw -838801.605002 + Penalty 275.234244 = -838526.370758 nChanged 3 SP:Iteration 36Q (235.489396 sec): 3 clusters Score: Raw -838801.625507 + Penalty 275.237912 = -838526.387594 nChanged 1 SP:Iteration 37Q (235.515028 sec): 3 clusters Score: Raw -838801.625958 + Penalty 275.237912 = -838526.388046 nChanged 0 SP:Iteration 38F (235.543637 sec): 3 clusters Score: Raw -838801.625958 + Penalty 275.237912 = -838526.388046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 4 (449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (235.554338 sec): 2 clusters Score: Raw -22989.595562 + Penalty 626.036137 = -22363.559425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (235.555384 sec): 3 clusters Score: Raw -22872.036381 + Penalty 1251.849766 = -21620.186615 nChanged 126 SP:Iteration 1F (235.556394 sec): 3 clusters Score: Raw -23030.692098 + Penalty 1251.273423 = -21779.418675 nChanged 52 SP:Iteration 2F (235.557408 sec): 3 clusters Score: Raw -23128.507206 + Penalty 1254.509008 = -21873.998198 nChanged 28 SP:Iteration 3F (235.558420 sec): 3 clusters Score: Raw -23202.782854 + Penalty 1255.340105 = -21947.442749 nChanged 25 SP:Iteration 4F (235.559431 sec): 3 clusters Score: Raw -23247.178435 + Penalty 1255.796399 = -21991.382036 nChanged 5 SP:Iteration 5Q (235.560389 sec): 3 clusters Score: Raw -23258.453912 + Penalty 1256.444528 = -22002.009384 nChanged 7 SP:Iteration 6Q (235.561343 sec): 3 clusters Score: Raw -23281.124413 + Penalty 1256.197650 = -22024.926763 nChanged 4 SP:Iteration 7Q (235.562297 sec): 3 clusters Score: Raw -23290.010365 + Penalty 1256.265593 = -22033.744771 nChanged 4 SP:Iteration 8Q (235.563245 sec): 3 clusters Score: Raw -23295.690755 + Penalty 1256.265593 = -22039.425162 nChanged 0 SP:Iteration 9F (235.564255 sec): 3 clusters Score: Raw -23295.690755 + Penalty 1256.265593 = -22039.425162 nChanged 0 Memory request: 0.01 GB would take us to total of 0.57 GB. Trying to split cluster 5 (2613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (235.572692 sec): 2 clusters Score: Raw -142043.313574 + Penalty 124.959320 = -141918.354254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (235.577482 sec): 3 clusters Score: Raw -140366.705075 + Penalty 249.483082 = -140117.221992 nChanged 1198 SP:Iteration 1F (235.582161 sec): 3 clusters Score: Raw -141780.443094 + Penalty 250.002366 = -141530.440728 nChanged 257 SP:Iteration 2F (235.586831 sec): 3 clusters Score: Raw -142124.239148 + Penalty 250.146063 = -141874.093084 nChanged 129 SP:Iteration 3Q (235.591278 sec): 3 clusters Score: Raw -142219.688876 + Penalty 250.347809 = -141969.341067 nChanged 67 SP:Iteration 4Q (235.595722 sec): 3 clusters Score: Raw -142257.172360 + Penalty 250.489201 = -142006.683159 nChanged 50 SP:Iteration 5Q (235.600020 sec): 3 clusters Score: Raw -142292.445427 + Penalty 250.586387 = -142041.859039 nChanged 36 SP:Iteration 6Q (235.604281 sec): 3 clusters Score: Raw -142317.594153 + Penalty 250.484945 = -142067.109208 nChanged 37 SP:Iteration 7Q (235.608524 sec): 3 clusters Score: Raw -142352.691486 + Penalty 250.156112 = -142102.535375 nChanged 36 SP:Iteration 8Q (235.612738 sec): 3 clusters Score: Raw -142412.387141 + Penalty 250.028178 = -142162.358964 nChanged 48 SP:Iteration 9Q (235.616972 sec): 3 clusters Score: Raw -142523.694029 + Penalty 249.952729 = -142273.741300 nChanged 41 SP:Iteration 10F (235.621624 sec): 3 clusters Score: Raw -142574.120307 + Penalty 249.900516 = -142324.219791 nChanged 18 SP:Iteration 11Q (235.625755 sec): 3 clusters Score: Raw -142580.243345 + Penalty 249.780533 = -142330.462813 nChanged 11 SP:Iteration 12Q (235.629909 sec): 3 clusters Score: Raw -142582.339939 + Penalty 249.653369 = -142332.686570 nChanged 8 SP:Iteration 13Q (235.634176 sec): 3 clusters Score: Raw -142583.243194 + Penalty 249.663681 = -142333.579512 nChanged 1 SP:Iteration 14Q (235.638639 sec): 3 clusters Score: Raw -142583.256502 + Penalty 249.663681 = -142333.592820 nChanged 0 SP:Iteration 15F (235.643295 sec): 3 clusters Score: Raw -142583.256502 + Penalty 249.663681 = -142333.592820 nChanged 0 Score: Raw -3168552.467935 + Penalty 26550.078513 = -3142002.389423 Splitting cluster 5 changes total score from -3097525.931962 to -3142002.389423 So it's getting split into cluster 17. Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 6 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (236.911917 sec): 2 clusters Score: Raw -11095.943665 + Penalty 310.922746 = -10785.020919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (236.912529 sec): 3 clusters Score: Raw -11027.361288 + Penalty 618.999494 = -10408.361795 nChanged 52 SP:Iteration 1F (236.913141 sec): 3 clusters Score: Raw -11088.487297 + Penalty 630.146514 = -10458.340782 nChanged 13 SP:Iteration 2F (236.913729 sec): 3 clusters Score: Raw -11110.500776 + Penalty 629.967871 = -10480.532905 nChanged 4 SP:Iteration 3Q (236.914312 sec): 3 clusters Score: Raw -11118.332956 + Penalty 635.823650 = -10482.509306 nChanged 3 SP:Iteration 4Q (236.914892 sec): 3 clusters Score: Raw -11129.183100 + Penalty 635.823650 = -10493.359450 nChanged 0 SP:Iteration 5F (236.915479 sec): 3 clusters Score: Raw -11129.183100 + Penalty 635.823650 = -10493.359450 nChanged 0 Memory request: 0.02 GB would take us to total of 0.58 GB. Trying to split cluster 7 (4302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (236.930393 sec): 2 clusters Score: Raw -232651.095224 + Penalty 522.487137 = -232128.608087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (236.938929 sec): 3 clusters Score: Raw -230010.631132 + Penalty 1042.507244 = -228968.123887 nChanged 1830 SP:Iteration 1F (236.947195 sec): 3 clusters Score: Raw -231074.482500 + Penalty 1039.946870 = -230034.535630 nChanged 547 SP:Iteration 2F (236.955420 sec): 3 clusters Score: Raw -231499.629896 + Penalty 1038.634772 = -230460.995123 nChanged 376 SP:Iteration 3F (236.963730 sec): 3 clusters Score: Raw -231811.591673 + Penalty 1037.968900 = -230773.622773 nChanged 269 SP:Iteration 4F (236.972143 sec): 3 clusters Score: Raw -231983.068936 + Penalty 1038.010792 = -230945.058143 nChanged 179 SP:Iteration 5Q (236.980323 sec): 3 clusters Score: Raw -232062.036086 + Penalty 1038.365413 = -231023.670674 nChanged 116 SP:Iteration 6Q (236.988448 sec): 3 clusters Score: Raw -232103.093065 + Penalty 1039.164298 = -231063.928767 nChanged 85 SP:Iteration 7Q (236.996559 sec): 3 clusters Score: Raw -232132.541227 + Penalty 1040.677510 = -231091.863717 nChanged 79 SP:Iteration 8Q (237.004659 sec): 3 clusters Score: Raw -232154.327526 + Penalty 1042.291294 = -231112.036232 nChanged 80 SP:Iteration 9Q (237.012802 sec): 3 clusters Score: Raw -232177.495553 + Penalty 1043.842379 = -231133.653174 nChanged 63 SP:Iteration 10F (237.021097 sec): 3 clusters Score: Raw -232191.135158 + Penalty 1044.731989 = -231146.403169 nChanged 51 SP:Iteration 11Q (237.029213 sec): 3 clusters Score: Raw -232201.846387 + Penalty 1044.728476 = -231157.117911 nChanged 38 SP:Iteration 12Q (237.037348 sec): 3 clusters Score: Raw -232208.096452 + Penalty 1045.159525 = -231162.936927 nChanged 23 SP:Iteration 13Q (237.045476 sec): 3 clusters Score: Raw -232211.635637 + Penalty 1045.793762 = -231165.841874 nChanged 24 SP:Iteration 14Q (237.053579 sec): 3 clusters Score: Raw -232215.535382 + Penalty 1046.511725 = -231169.023657 nChanged 23 SP:Iteration 15Q (237.061681 sec): 3 clusters Score: Raw -232220.685003 + Penalty 1048.092720 = -231172.592283 nChanged 28 SP:Iteration 16Q (237.070221 sec): 3 clusters Score: Raw -232228.609625 + Penalty 1049.169345 = -231179.440280 nChanged 26 SP:Iteration 17Q (237.078383 sec): 3 clusters Score: Raw -232234.782735 + Penalty 1050.024104 = -231184.758631 nChanged 24 SP:Iteration 18Q (237.086487 sec): 3 clusters Score: Raw -232241.000383 + Penalty 1051.538514 = -231189.461870 nChanged 32 SP:Iteration 19Q (237.094625 sec): 3 clusters Score: Raw -232250.176516 + Penalty 1053.193983 = -231196.982533 nChanged 31 SP:Iteration 20F (237.102911 sec): 3 clusters Score: Raw -232257.987152 + Penalty 1054.614065 = -231203.373087 nChanged 31 SP:Iteration 21Q (237.111043 sec): 3 clusters Score: Raw -232267.746726 + Penalty 1056.753015 = -231210.993711 nChanged 38 SP:Iteration 22Q (237.119223 sec): 3 clusters Score: Raw -232279.257290 + Penalty 1059.270841 = -231219.986449 nChanged 39 SP:Iteration 23Q (237.127513 sec): 3 clusters Score: Raw -232291.555022 + Penalty 1062.203340 = -231229.351682 nChanged 45 SP:Iteration 24Q (237.135673 sec): 3 clusters Score: Raw -232305.295898 + Penalty 1064.733820 = -231240.562078 nChanged 38 SP:Iteration 25Q (237.143913 sec): 3 clusters Score: Raw -232313.585854 + Penalty 1066.657192 = -231246.928661 nChanged 31 SP:Iteration 26Q (237.152405 sec): 3 clusters Score: Raw -232318.088404 + Penalty 1068.612363 = -231249.476042 nChanged 24 SP:Iteration 27Q (237.160842 sec): 3 clusters Score: Raw -232321.584436 + Penalty 1070.463139 = -231251.121296 nChanged 24 SP:Iteration 28Q (237.169011 sec): 3 clusters Score: Raw -232324.662572 + Penalty 1072.167647 = -231252.494924 nChanged 20 SP:Iteration 29Q (237.177299 sec): 3 clusters Score: Raw -232326.864673 + Penalty 1073.727629 = -231253.137044 nChanged 17 SP:Iteration 30F (237.185633 sec): 3 clusters Score: Raw -232329.255353 + Penalty 1075.026727 = -231254.228626 nChanged 14 SP:Iteration 31Q (237.193780 sec): 3 clusters Score: Raw -232331.397939 + Penalty 1077.780329 = -231253.617610 nChanged 27 SP:Iteration 32F (237.202134 sec): 3 clusters Score: Raw -232336.587164 + Penalty 1079.938528 = -231256.648636 nChanged 24 SP:Iteration 33Q (237.210277 sec): 3 clusters Score: Raw -232340.032355 + Penalty 1082.523327 = -231257.509027 nChanged 23 SP:Iteration 34Q (237.218461 sec): 3 clusters Score: Raw -232343.585428 + Penalty 1084.783831 = -231258.801597 nChanged 21 SP:Iteration 35Q (237.226754 sec): 3 clusters Score: Raw -232347.960008 + Penalty 1086.892565 = -231261.067443 nChanged 22 SP:Iteration 36Q (237.234936 sec): 3 clusters Score: Raw -232352.160097 + Penalty 1089.385449 = -231262.774649 nChanged 25 SP:Iteration 37Q (237.243279 sec): 3 clusters Score: Raw -232356.049435 + Penalty 1091.874564 = -231264.174871 nChanged 22 SP:Iteration 38Q (237.251429 sec): 3 clusters Score: Raw -232360.587092 + Penalty 1094.211932 = -231266.375161 nChanged 21 SP:Iteration 39Q (237.259571 sec): 3 clusters Score: Raw -232365.710972 + Penalty 1096.107637 = -231269.603335 nChanged 19 SP:Iteration 40F (237.267956 sec): 3 clusters Score: Raw -232369.863157 + Penalty 1097.687894 = -231272.175262 nChanged 16 SP:Iteration 41Q (237.276484 sec): 3 clusters Score: Raw -232375.868891 + Penalty 1099.814588 = -231276.054303 nChanged 19 SP:Iteration 42Q (237.284637 sec): 3 clusters Score: Raw -232380.533082 + Penalty 1101.506636 = -231279.026446 nChanged 20 SP:Iteration 43Q (237.292783 sec): 3 clusters Score: Raw -232385.859780 + Penalty 1103.397263 = -231282.462517 nChanged 24 SP:Iteration 44Q (237.300919 sec): 3 clusters Score: Raw -232391.384064 + Penalty 1105.615520 = -231285.768544 nChanged 20 SP:Iteration 45Q (237.309049 sec): 3 clusters Score: Raw -232396.004365 + Penalty 1108.049777 = -231287.954589 nChanged 25 SP:Iteration 46Q (237.317175 sec): 3 clusters Score: Raw -232402.910824 + Penalty 1110.476219 = -231292.434605 nChanged 28 SP:Iteration 47Q (237.325374 sec): 3 clusters Score: Raw -232412.545649 + Penalty 1113.555267 = -231298.990382 nChanged 37 SP:Iteration 48Q (237.333492 sec): 3 clusters Score: Raw -232425.401458 + Penalty 1116.404811 = -231308.996648 nChanged 41 SP:Iteration 49Q (237.341633 sec): 3 clusters Score: Raw -232439.210401 + Penalty 1119.340434 = -231319.869967 nChanged 42 SP:Iteration 50F (237.350087 sec): 3 clusters Score: Raw -232456.178072 + Penalty 1123.538540 = -231332.639532 nChanged 48 SP:Iteration 51Q (237.358186 sec): 3 clusters Score: Raw -232470.924725 + Penalty 1126.524102 = -231344.400624 nChanged 34 SP:Iteration 52Q (237.366266 sec): 3 clusters Score: Raw -232478.304518 + Penalty 1129.623639 = -231348.680878 nChanged 27 SP:Iteration 53Q (237.374580 sec): 3 clusters Score: Raw -232483.420248 + Penalty 1131.399061 = -231352.021187 nChanged 21 SP:Iteration 54Q (237.382768 sec): 3 clusters Score: Raw -232487.020606 + Penalty 1133.013626 = -231354.006980 nChanged 24 SP:Iteration 55Q (237.390829 sec): 3 clusters Score: Raw -232491.895633 + Penalty 1133.185128 = -231358.710505 nChanged 17 SP:Iteration 56Q (237.398884 sec): 3 clusters Score: Raw -232495.149098 + Penalty 1133.491806 = -231361.657291 nChanged 15 SP:Iteration 57Q (237.406924 sec): 3 clusters Score: Raw -232498.543022 + Penalty 1134.354802 = -231364.188220 nChanged 15 SP:Iteration 58Q (237.414957 sec): 3 clusters Score: Raw -232501.580218 + Penalty 1135.328340 = -231366.251878 nChanged 14 SP:Iteration 59Q (237.423026 sec): 3 clusters Score: Raw -232503.551520 + Penalty 1136.596879 = -231366.954641 nChanged 12 SP:Iteration 60F (237.431540 sec): 3 clusters Score: Raw -232505.877506 + Penalty 1138.038682 = -231367.838824 nChanged 13 SP:Iteration 61Q (237.439644 sec): 3 clusters Score: Raw -232508.230553 + Penalty 1139.303035 = -231368.927518 nChanged 13 SP:Iteration 62Q (237.448094 sec): 3 clusters Score: Raw -232510.257575 + Penalty 1139.889261 = -231370.368315 nChanged 10 SP:Iteration 63Q (237.456262 sec): 3 clusters Score: Raw -232512.045961 + Penalty 1140.892241 = -231371.153720 nChanged 10 SP:Iteration 64Q (237.464331 sec): 3 clusters Score: Raw -232514.384335 + Penalty 1141.816830 = -231372.567505 nChanged 13 SP:Iteration 65Q (237.472433 sec): 3 clusters Score: Raw -232516.957903 + Penalty 1143.794412 = -231373.163492 nChanged 13 SP:Iteration 66Q (237.481195 sec): 3 clusters Score: Raw -232520.017297 + Penalty 1145.092610 = -231374.924686 nChanged 11 SP:Iteration 67Q (237.489251 sec): 3 clusters Score: Raw -232522.303981 + Penalty 1147.044363 = -231375.259618 nChanged 9 SP:Iteration 68Q (237.497285 sec): 3 clusters Score: Raw -232523.625461 + Penalty 1148.284493 = -231375.340967 nChanged 8 SP:Iteration 69Q (237.505316 sec): 3 clusters Score: Raw -232524.668498 + Penalty 1149.606482 = -231375.062016 nChanged 11 SP:Iteration 70F (237.513821 sec): 3 clusters Score: Raw -232526.868714 + Penalty 1152.200100 = -231374.668614 nChanged 12 SP:Iteration 71F (237.522318 sec): 3 clusters Score: Raw -232529.036975 + Penalty 1154.947437 = -231374.089538 nChanged 17 SP:Iteration 72F (237.530865 sec): 3 clusters Score: Raw -232531.869190 + Penalty 1156.954011 = -231374.915179 nChanged 13 SP:Iteration 73Q (237.538845 sec): 3 clusters Score: Raw -232533.569229 + Penalty 1159.426125 = -231374.143104 nChanged 10 SP:Iteration 74F (237.547352 sec): 3 clusters Score: Raw -232534.843052 + Penalty 1161.055539 = -231373.787513 nChanged 11 SP:Iteration 75F (237.555856 sec): 3 clusters Score: Raw -232537.526944 + Penalty 1162.751783 = -231374.775161 nChanged 12 SP:Iteration 76Q (237.563820 sec): 3 clusters Score: Raw -232539.514743 + Penalty 1163.703910 = -231375.810834 nChanged 8 SP:Iteration 77Q (237.571780 sec): 3 clusters Score: Raw -232540.888974 + Penalty 1164.392220 = -231376.496754 nChanged 9 SP:Iteration 78Q (237.579851 sec): 3 clusters Score: Raw -232542.217869 + Penalty 1165.660688 = -231376.557181 nChanged 9 SP:Iteration 79Q (237.587919 sec): 3 clusters Score: Raw -232544.008171 + Penalty 1168.015965 = -231375.992207 nChanged 13 SP:Iteration 80F (237.596430 sec): 3 clusters Score: Raw -232546.600951 + Penalty 1169.608087 = -231376.992864 nChanged 9 SP:Iteration 81Q (237.604370 sec): 3 clusters Score: Raw -232548.277783 + Penalty 1170.935909 = -231377.341874 nChanged 10 SP:Iteration 82Q (237.612312 sec): 3 clusters Score: Raw -232550.003030 + Penalty 1172.055376 = -231377.947655 nChanged 8 SP:Iteration 83Q (237.620253 sec): 3 clusters Score: Raw -232551.049303 + Penalty 1173.493148 = -231377.556156 nChanged 12 SP:Iteration 84F (237.628805 sec): 3 clusters Score: Raw -232552.288807 + Penalty 1174.562658 = -231377.726148 nChanged 7 SP:Iteration 85Q (237.636746 sec): 3 clusters Score: Raw -232553.398076 + Penalty 1175.882071 = -231377.516005 nChanged 6 SP:Iteration 86F (237.645291 sec): 3 clusters Score: Raw -232554.031298 + Penalty 1176.402588 = -231377.628710 nChanged 2 SP:Iteration 87Q (237.653248 sec): 3 clusters Score: Raw -232554.195255 + Penalty 1177.093909 = -231377.101346 nChanged 2 SP:Iteration 88F (237.661771 sec): 3 clusters Score: Raw -232554.293536 + Penalty 1177.880087 = -231376.413449 nChanged 3 SP:Iteration 89F (237.670280 sec): 3 clusters Score: Raw -232554.487526 + Penalty 1178.587425 = -231375.900100 nChanged 2 SP:Iteration 90F (237.678838 sec): 3 clusters Score: Raw -232554.678097 + Penalty 1179.170171 = -231375.507926 nChanged 4 SP:Iteration 91F (237.687742 sec): 3 clusters Score: Raw -232555.034670 + Penalty 1179.584684 = -231375.449986 nChanged 3 SP:Iteration 92F (237.696259 sec): 3 clusters Score: Raw -232555.464834 + Penalty 1179.603674 = -231375.861160 nChanged 2 SP:Iteration 93Q (237.704192 sec): 3 clusters Score: Raw -232555.656952 + Penalty 1180.068442 = -231375.588510 nChanged 4 SP:Iteration 94F (237.712719 sec): 3 clusters Score: Raw -232555.958454 + Penalty 1180.701080 = -231375.257374 nChanged 2 SP:Iteration 95F (237.721239 sec): 3 clusters Score: Raw -232556.200825 + Penalty 1180.925512 = -231375.275313 nChanged 2 SP:Iteration 96Q (237.729166 sec): 3 clusters Score: Raw -232556.523208 + Penalty 1181.565146 = -231374.958063 nChanged 2 SP:Iteration 97F (237.737842 sec): 3 clusters Score: Raw -232556.640061 + Penalty 1181.565146 = -231375.074915 nChanged 0 Memory request: 0.02 GB would take us to total of 0.58 GB. Trying to split cluster 8 (3835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (237.752504 sec): 2 clusters Score: Raw -212804.289487 + Penalty 144.734145 = -212659.555342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (237.760102 sec): 3 clusters Score: Raw -210298.196657 + Penalty 294.848188 = -210003.348470 nChanged 1795 SP:Iteration 1F (237.767265 sec): 3 clusters Score: Raw -211589.572689 + Penalty 303.396046 = -211286.176644 nChanged 449 SP:Iteration 2F (237.774288 sec): 3 clusters Score: Raw -211966.927247 + Penalty 315.805494 = -211651.121753 nChanged 315 SP:Iteration 3F (237.781299 sec): 3 clusters Score: Raw -212311.315513 + Penalty 329.052960 = -211982.262553 nChanged 234 SP:Iteration 4F (237.788224 sec): 3 clusters Score: Raw -212573.938668 + Penalty 341.534672 = -212232.403996 nChanged 126 SP:Iteration 5Q (237.795118 sec): 3 clusters Score: Raw -212709.301166 + Penalty 357.852675 = -212351.448491 nChanged 59 SP:Iteration 6Q (237.801940 sec): 3 clusters Score: Raw -212774.648427 + Penalty 356.971843 = -212417.676584 nChanged 25 SP:Iteration 7Q (237.807915 sec): 3 clusters Score: Raw -212802.646475 + Penalty 368.578682 = -212434.067793 nChanged 3 SP:Iteration 8Q (237.813473 sec): 3 clusters Score: Raw -212803.450893 + Penalty 372.988341 = -212430.462552 nChanged 1 SP:Iteration 9F (237.820311 sec): 3 clusters Score: Raw -212803.891218 + Penalty 385.681383 = -212418.209835 nChanged 3 SP:Iteration 10F (237.827165 sec): 3 clusters Score: Raw -212806.499662 + Penalty 395.251059 = -212411.248603 nChanged 2 SP:Iteration 11F (237.834068 sec): 3 clusters Score: Raw -212808.367747 + Penalty 405.627795 = -212402.739952 nChanged 4 SP:Iteration 12F (237.840957 sec): 3 clusters Score: Raw -212811.882762 + Penalty 448.265963 = -212363.616800 nChanged 4 SP:Iteration 13F (237.847857 sec): 3 clusters Score: Raw -212817.966559 + Penalty 461.759707 = -212356.206852 nChanged 2 SP:Iteration 14F (237.854706 sec): 3 clusters Score: Raw -212821.569699 + Penalty 461.759707 = -212359.809992 nChanged 0 Memory request: 0.03 GB would take us to total of 0.58 GB. Trying to split cluster 9 (5084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (237.879222 sec): 2 clusters Score: Raw -282034.064742 + Penalty 160.552271 = -281873.512470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (237.889336 sec): 3 clusters Score: Raw -278721.767315 + Penalty 357.473184 = -278364.294131 nChanged 2347 SP:Iteration 1F (237.898779 sec): 3 clusters Score: Raw -281124.094214 + Penalty 376.158073 = -280747.936141 nChanged 588 SP:Iteration 2F (237.908106 sec): 3 clusters Score: Raw -281640.944157 + Penalty 381.508436 = -281259.435721 nChanged 232 SP:Iteration 3Q (237.917390 sec): 3 clusters Score: Raw -281826.347689 + Penalty 383.540288 = -281442.807401 nChanged 130 SP:Iteration 4Q (237.926194 sec): 3 clusters Score: Raw -281902.379607 + Penalty 382.610569 = -281519.769038 nChanged 98 SP:Iteration 5Q (237.934787 sec): 3 clusters Score: Raw -281959.490721 + Penalty 381.163933 = -281578.326787 nChanged 73 SP:Iteration 6Q (237.943144 sec): 3 clusters Score: Raw -281998.329371 + Penalty 378.394655 = -281619.934716 nChanged 51 SP:Iteration 7Q (237.951337 sec): 3 clusters Score: Raw -282025.384810 + Penalty 374.871621 = -281650.513189 nChanged 44 SP:Iteration 8Q (237.959396 sec): 3 clusters Score: Raw -282046.243105 + Penalty 371.253768 = -281674.989337 nChanged 38 SP:Iteration 9Q (237.967388 sec): 3 clusters Score: Raw -282059.434590 + Penalty 368.468855 = -281690.965734 nChanged 23 SP:Iteration 10F (237.976853 sec): 3 clusters Score: Raw -282064.839425 + Penalty 365.593717 = -281699.245708 nChanged 25 SP:Iteration 11Q (237.985227 sec): 3 clusters Score: Raw -282070.661885 + Penalty 365.448223 = -281705.213662 nChanged 19 SP:Iteration 12Q (237.993145 sec): 3 clusters Score: Raw -282075.056110 + Penalty 366.960465 = -281708.095645 nChanged 19 SP:Iteration 13Q (238.001102 sec): 3 clusters Score: Raw -282079.788995 + Penalty 366.844102 = -281712.944894 nChanged 19 SP:Iteration 14Q (238.009027 sec): 3 clusters Score: Raw -282085.124814 + Penalty 366.763376 = -281718.361438 nChanged 14 SP:Iteration 15Q (238.016697 sec): 3 clusters Score: Raw -282087.408287 + Penalty 368.515368 = -281718.892919 nChanged 12 SP:Iteration 16Q (238.024357 sec): 3 clusters Score: Raw -282088.821309 + Penalty 369.699774 = -281719.121536 nChanged 8 SP:Iteration 17Q (238.032035 sec): 3 clusters Score: Raw -282089.806867 + Penalty 372.169909 = -281717.636958 nChanged 14 SP:Iteration 18F (238.041239 sec): 3 clusters Score: Raw -282092.030281 + Penalty 373.574394 = -281718.455887 nChanged 8 SP:Iteration 19Q (238.048878 sec): 3 clusters Score: Raw -282093.062643 + Penalty 374.623957 = -281718.438686 nChanged 6 SP:Iteration 20F (238.058059 sec): 3 clusters Score: Raw -282093.724842 + Penalty 375.653090 = -281718.071751 nChanged 7 SP:Iteration 21F (238.067320 sec): 3 clusters Score: Raw -282094.977169 + Penalty 377.744332 = -281717.232837 nChanged 10 SP:Iteration 22F (238.076456 sec): 3 clusters Score: Raw -282096.039940 + Penalty 378.751833 = -281717.288107 nChanged 7 SP:Iteration 23Q (238.084016 sec): 3 clusters Score: Raw -282096.807859 + Penalty 379.910004 = -281716.897855 nChanged 7 SP:Iteration 24F (238.093249 sec): 3 clusters Score: Raw -282097.559821 + Penalty 381.013182 = -281716.546639 nChanged 6 SP:Iteration 25F (238.102384 sec): 3 clusters Score: Raw -282098.258228 + Penalty 381.758731 = -281716.499497 nChanged 3 SP:Iteration 26F (238.111557 sec): 3 clusters Score: Raw -282098.721476 + Penalty 382.042852 = -281716.678624 nChanged 3 SP:Iteration 27Q (238.119090 sec): 3 clusters Score: Raw -282098.933331 + Penalty 382.039581 = -281716.893750 nChanged 1 SP:Iteration 28Q (238.126614 sec): 3 clusters Score: Raw -282098.968857 + Penalty 382.172431 = -281716.796426 nChanged 1 SP:Iteration 29F (238.135750 sec): 3 clusters Score: Raw -282099.037683 + Penalty 382.172431 = -281716.865252 nChanged 0 Memory request: 0.01 GB would take us to total of 0.56 GB. Trying to split cluster 10 (582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (238.146455 sec): 2 clusters Score: Raw -33662.472386 + Penalty 159.708444 = -33502.763941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (238.147781 sec): 3 clusters Score: Raw -33348.149680 + Penalty 317.660960 = -33030.488720 nChanged 234 SP:Iteration 1F (238.149058 sec): 3 clusters Score: Raw -33464.917104 + Penalty 315.941687 = -33148.975417 nChanged 53 SP:Iteration 2F (238.150336 sec): 3 clusters Score: Raw -33494.054189 + Penalty 315.625008 = -33178.429181 nChanged 36 SP:Iteration 3F (238.151613 sec): 3 clusters Score: Raw -33516.283038 + Penalty 315.394015 = -33200.889023 nChanged 39 SP:Iteration 4F (238.152863 sec): 3 clusters Score: Raw -33545.457493 + Penalty 317.878075 = -33227.579418 nChanged 42 SP:Iteration 5F (238.154102 sec): 3 clusters Score: Raw -33575.464242 + Penalty 317.706970 = -33257.757272 nChanged 31 SP:Iteration 6F (238.155412 sec): 3 clusters Score: Raw -33598.951709 + Penalty 325.528272 = -33273.423437 nChanged 33 SP:Iteration 7F (238.156632 sec): 3 clusters Score: Raw -33624.992388 + Penalty 336.087247 = -33288.905141 nChanged 21 SP:Iteration 8Q (238.157841 sec): 3 clusters Score: Raw -33644.703160 + Penalty 355.966861 = -33288.736299 nChanged 14 SP:Iteration 9F (238.159065 sec): 3 clusters Score: Raw -33660.573468 + Penalty 351.723786 = -33308.849682 nChanged 8 SP:Iteration 10F (238.160295 sec): 3 clusters Score: Raw -33667.329086 + Penalty 358.969859 = -33308.359228 nChanged 6 SP:Iteration 11F (238.161533 sec): 3 clusters Score: Raw -33674.868886 + Penalty 350.333029 = -33324.535857 nChanged 2 SP:Iteration 12Q (238.162684 sec): 3 clusters Score: Raw -33676.683671 + Penalty 356.077213 = -33320.606457 nChanged 1 SP:Iteration 13F (238.163897 sec): 3 clusters Score: Raw -33678.212613 + Penalty 356.077213 = -33322.135400 nChanged 0 Memory request: 0.01 GB would take us to total of 0.57 GB. Trying to split cluster 11 (989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (238.169094 sec): 2 clusters Score: Raw -55421.023901 + Penalty 132.941660 = -55288.082242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (238.171218 sec): 3 clusters Score: Raw -54819.574188 + Penalty 273.279185 = -54546.295003 nChanged 429 SP:Iteration 1F (238.173286 sec): 3 clusters Score: Raw -55139.642308 + Penalty 295.320902 = -54844.321406 nChanged 139 SP:Iteration 2F (238.175280 sec): 3 clusters Score: Raw -55279.381067 + Penalty 311.533133 = -54967.847934 nChanged 72 SP:Iteration 3F (238.177240 sec): 3 clusters Score: Raw -55346.549282 + Penalty 315.057633 = -55031.491649 nChanged 40 SP:Iteration 4Q (238.179175 sec): 3 clusters Score: Raw -55379.823237 + Penalty 315.490666 = -55064.332570 nChanged 26 SP:Iteration 5Q (238.181046 sec): 3 clusters Score: Raw -55396.701963 + Penalty 314.088715 = -55082.613248 nChanged 20 SP:Iteration 6Q (238.182954 sec): 3 clusters Score: Raw -55410.780675 + Penalty 308.327302 = -55102.453374 nChanged 20 SP:Iteration 7Q (238.184807 sec): 3 clusters Score: Raw -55420.311205 + Penalty 305.392068 = -55114.919136 nChanged 15 SP:Iteration 8Q (238.186648 sec): 3 clusters Score: Raw -55426.503360 + Penalty 305.193619 = -55121.309741 nChanged 15 SP:Iteration 9Q (238.188478 sec): 3 clusters Score: Raw -55434.747092 + Penalty 304.457466 = -55130.289627 nChanged 12 SP:Iteration 10F (238.190475 sec): 3 clusters Score: Raw -55440.284651 + Penalty 302.983413 = -55137.301237 nChanged 11 SP:Iteration 11Q (238.192305 sec): 3 clusters Score: Raw -55444.977887 + Penalty 300.782776 = -55144.195111 nChanged 6 SP:Iteration 12Q (238.194135 sec): 3 clusters Score: Raw -55446.449243 + Penalty 300.922132 = -55145.527111 nChanged 3 SP:Iteration 13Q (238.195939 sec): 3 clusters Score: Raw -55446.992316 + Penalty 300.723690 = -55146.268626 nChanged 2 SP:Iteration 14Q (238.197745 sec): 3 clusters Score: Raw -55447.165858 + Penalty 300.723690 = -55146.442168 nChanged 0 SP:Iteration 15F (238.199683 sec): 3 clusters Score: Raw -55447.165858 + Penalty 300.723690 = -55146.442168 nChanged 0 Memory request: 0.01 GB would take us to total of 0.57 GB. Trying to split cluster 12 (1286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (238.208080 sec): 2 clusters Score: Raw -72334.494413 + Penalty 113.093961 = -72221.400453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (238.210667 sec): 3 clusters Score: Raw -71521.716564 + Penalty 226.560036 = -71295.156528 nChanged 558 SP:Iteration 1F (238.213194 sec): 3 clusters Score: Raw -71969.151049 + Penalty 226.458161 = -71742.692888 nChanged 129 SP:Iteration 2F (238.215712 sec): 3 clusters Score: Raw -72110.387534 + Penalty 228.803866 = -71881.583668 nChanged 84 SP:Iteration 3F (238.218219 sec): 3 clusters Score: Raw -72279.554891 + Penalty 231.172339 = -72048.382552 nChanged 61 SP:Iteration 4Q (238.220660 sec): 3 clusters Score: Raw -72409.670710 + Penalty 232.643327 = -72177.027383 nChanged 33 SP:Iteration 5Q (238.223002 sec): 3 clusters Score: Raw -72439.580116 + Penalty 233.255721 = -72206.324394 nChanged 19 SP:Iteration 6Q (238.225318 sec): 3 clusters Score: Raw -72451.311860 + Penalty 233.687518 = -72217.624342 nChanged 19 SP:Iteration 7Q (238.227638 sec): 3 clusters Score: Raw -72459.666271 + Penalty 234.757576 = -72224.908695 nChanged 17 SP:Iteration 8Q (238.229928 sec): 3 clusters Score: Raw -72468.083491 + Penalty 235.223564 = -72232.859927 nChanged 10 SP:Iteration 9Q (238.232198 sec): 3 clusters Score: Raw -72471.491013 + Penalty 235.460529 = -72236.030484 nChanged 5 SP:Iteration 10F (238.234675 sec): 3 clusters Score: Raw -72472.590830 + Penalty 235.720088 = -72236.870743 nChanged 8 SP:Iteration 11Q (238.236978 sec): 3 clusters Score: Raw -72475.318991 + Penalty 235.858735 = -72239.460256 nChanged 5 SP:Iteration 12Q (238.239239 sec): 3 clusters Score: Raw -72476.708598 + Penalty 236.074860 = -72240.633739 nChanged 4 SP:Iteration 13Q (238.241533 sec): 3 clusters Score: Raw -72477.992571 + Penalty 236.007647 = -72241.984924 nChanged 2 SP:Iteration 14Q (238.243820 sec): 3 clusters Score: Raw -72478.957983 + Penalty 236.007647 = -72242.950337 nChanged 0 SP:Iteration 15F (238.246348 sec): 3 clusters Score: Raw -72478.957983 + Penalty 236.007647 = -72242.950337 nChanged 0 Score: Raw -3168696.930291 + Penalty 26739.355559 = -3141957.574732 Splitting cluster 12 changes total score from -3097525.931962 to -3141957.574732 So it's getting split into cluster 21. Memory request: 0.02 GB would take us to total of 0.57 GB. Trying to split cluster 13 (2784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.537782 sec): 2 clusters Score: Raw -156255.546716 + Penalty 119.807366 = -156135.739350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.543239 sec): 3 clusters Score: Raw -154424.682290 + Penalty 244.989007 = -154179.693283 nChanged 1320 SP:Iteration 1F (239.548494 sec): 3 clusters Score: Raw -155269.788559 + Penalty 244.291303 = -155025.497257 nChanged 346 SP:Iteration 2F (239.553698 sec): 3 clusters Score: Raw -155479.588900 + Penalty 237.830747 = -155241.758153 nChanged 231 SP:Iteration 3F (239.558807 sec): 3 clusters Score: Raw -155679.562848 + Penalty 235.129170 = -155444.433678 nChanged 207 SP:Iteration 4F (239.563896 sec): 3 clusters Score: Raw -155892.742465 + Penalty 237.663574 = -155655.078891 nChanged 167 SP:Iteration 5F (239.568916 sec): 3 clusters Score: Raw -156058.541916 + Penalty 242.471427 = -155816.070489 nChanged 99 SP:Iteration 6Q (239.573925 sec): 3 clusters Score: Raw -156184.262265 + Penalty 248.372788 = -155935.889477 nChanged 39 SP:Iteration 7Q (239.578492 sec): 3 clusters Score: Raw -156257.173572 + Penalty 247.459669 = -156009.713902 nChanged 4 SP:Iteration 8Q (239.582533 sec): 3 clusters Score: Raw -156260.592227 + Penalty 248.880420 = -156011.711807 nChanged 7 SP:Iteration 9Q (239.586638 sec): 3 clusters Score: Raw -156263.867560 + Penalty 247.400870 = -156016.466690 nChanged 5 SP:Iteration 10F (239.591632 sec): 3 clusters Score: Raw -156265.633665 + Penalty 244.037201 = -156021.596464 nChanged 5 SP:Iteration 11Q (239.595587 sec): 3 clusters Score: Raw -156268.797781 + Penalty 242.911907 = -156025.885874 nChanged 1 SP:Iteration 12Q (239.599538 sec): 3 clusters Score: Raw -156269.185169 + Penalty 241.205724 = -156027.979445 nChanged 1 SP:Iteration 13Q (239.603523 sec): 3 clusters Score: Raw -156269.517077 + Penalty 241.573651 = -156027.943426 nChanged 2 SP:Iteration 14F (239.608622 sec): 3 clusters Score: Raw -156269.668535 + Penalty 241.664227 = -156028.004308 nChanged 1 SP:Iteration 15Q (239.612562 sec): 3 clusters Score: Raw -156269.727929 + Penalty 239.069771 = -156030.658157 nChanged 1 SP:Iteration 16Q (239.616498 sec): 3 clusters Score: Raw -156269.802991 + Penalty 238.814369 = -156030.988622 nChanged 2 SP:Iteration 17Q (239.620441 sec): 3 clusters Score: Raw -156270.035867 + Penalty 238.931497 = -156031.104369 nChanged 1 SP:Iteration 18Q (239.624417 sec): 3 clusters Score: Raw -156270.570337 + Penalty 238.931497 = -156031.638840 nChanged 0 SP:Iteration 19F (239.629653 sec): 3 clusters Score: Raw -156270.570337 + Penalty 238.931497 = -156031.638840 nChanged 0 Memory request: 0.01 GB would take us to total of 0.56 GB. Trying to split cluster 14 (861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.634832 sec): 2 clusters Score: Raw -45031.121137 + Penalty 235.902482 = -44795.218654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.636631 sec): 3 clusters Score: Raw -44543.393940 + Penalty 471.870439 = -44071.523501 nChanged 331 SP:Iteration 1F (239.638470 sec): 3 clusters Score: Raw -44777.917108 + Penalty 469.368442 = -44308.548666 nChanged 93 SP:Iteration 2F (239.640287 sec): 3 clusters Score: Raw -44854.803036 + Penalty 468.781250 = -44386.021786 nChanged 69 SP:Iteration 3F (239.642089 sec): 3 clusters Score: Raw -44917.937627 + Penalty 474.857875 = -44443.079752 nChanged 77 SP:Iteration 4F (239.643900 sec): 3 clusters Score: Raw -45009.261835 + Penalty 475.895268 = -44533.366568 nChanged 47 SP:Iteration 5F (239.645724 sec): 3 clusters Score: Raw -45076.509190 + Penalty 482.543520 = -44593.965670 nChanged 34 SP:Iteration 6Q (239.647528 sec): 3 clusters Score: Raw -45126.406986 + Penalty 488.362765 = -44638.044221 nChanged 26 SP:Iteration 7Q (239.649364 sec): 3 clusters Score: Raw -45162.434741 + Penalty 489.167239 = -44673.267502 nChanged 13 SP:Iteration 8Q (239.651108 sec): 3 clusters Score: Raw -45174.008356 + Penalty 488.860335 = -44685.148021 nChanged 8 SP:Iteration 9Q (239.652846 sec): 3 clusters Score: Raw -45180.512761 + Penalty 488.953955 = -44691.558806 nChanged 2 SP:Iteration 10F (239.654669 sec): 3 clusters Score: Raw -45181.316814 + Penalty 491.248044 = -44690.068769 nChanged 2 SP:Iteration 11F (239.656555 sec): 3 clusters Score: Raw -45182.962812 + Penalty 491.248044 = -44691.714768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 15 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.657409 sec): 2 clusters Score: Raw -6168.738156 + Penalty 603.900745 = -5564.837411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.657841 sec): 3 clusters Score: Raw -6242.958571 + Penalty 1207.757971 = -5035.200600 nChanged 13 SP:Iteration 1F (239.658266 sec): 3 clusters Score: Raw -6283.320645 + Penalty 1208.309726 = -5075.010919 nChanged 3 SP:Iteration 2Q (239.658668 sec): 3 clusters Score: Raw -6290.800619 + Penalty 1208.918205 = -5081.882414 nChanged 2 SP:Iteration 3Q (239.659066 sec): 3 clusters Score: Raw -6298.448999 + Penalty 1208.520696 = -5089.928302 nChanged 1 SP:Iteration 4Q (239.659464 sec): 3 clusters Score: Raw -6302.359571 + Penalty 1208.520696 = -5093.838875 nChanged 0 SP:Iteration 5F (239.659885 sec): 3 clusters Score: Raw -6302.359571 + Penalty 1208.520696 = -5093.838875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 16 (466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.662464 sec): 2 clusters Score: Raw -24903.360166 + Penalty 941.594323 = -23961.765843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.663549 sec): 3 clusters Score: Raw -24828.474832 + Penalty 1883.929081 = -22944.545751 nChanged 123 SP:Iteration 1F (239.664614 sec): 3 clusters Score: Raw -25016.741135 + Penalty 1884.455584 = -23132.285552 nChanged 26 SP:Iteration 2F (239.665678 sec): 3 clusters Score: Raw -25061.227114 + Penalty 1884.235377 = -23176.991736 nChanged 14 SP:Iteration 3Q (239.666703 sec): 3 clusters Score: Raw -25092.538986 + Penalty 1884.305858 = -23208.233128 nChanged 12 SP:Iteration 4Q (239.667724 sec): 3 clusters Score: Raw -25120.949958 + Penalty 1885.442360 = -23235.507597 nChanged 9 SP:Iteration 5Q (239.668729 sec): 3 clusters Score: Raw -25134.438886 + Penalty 1886.088689 = -23248.350198 nChanged 7 SP:Iteration 6Q (239.669742 sec): 3 clusters Score: Raw -25147.250675 + Penalty 1886.751744 = -23260.498931 nChanged 5 SP:Iteration 7Q (239.670745 sec): 3 clusters Score: Raw -25152.540495 + Penalty 1887.415639 = -23265.124857 nChanged 5 SP:Iteration 8Q (239.671746 sec): 3 clusters Score: Raw -25159.729185 + Penalty 1888.281824 = -23271.447361 nChanged 5 SP:Iteration 9Q (239.672737 sec): 3 clusters Score: Raw -25166.071480 + Penalty 1888.454395 = -23277.617085 nChanged 2 SP:Iteration 10F (239.673800 sec): 3 clusters Score: Raw -25166.786781 + Penalty 1888.611491 = -23278.175291 nChanged 2 SP:Iteration 11Q (239.674797 sec): 3 clusters Score: Raw -25167.341100 + Penalty 1888.863663 = -23278.477436 nChanged 2 SP:Iteration 12Q (239.675792 sec): 3 clusters Score: Raw -25168.041619 + Penalty 1888.791833 = -23279.249787 nChanged 1 SP:Iteration 13Q (239.676782 sec): 3 clusters Score: Raw -25170.774588 + Penalty 1888.791833 = -23281.982755 nChanged 0 SP:Iteration 14F (239.677846 sec): 3 clusters Score: Raw -25170.774588 + Penalty 1888.791833 = -23281.982755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 18 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.678753 sec): 2 clusters Score: Raw -7078.438192 + Penalty 208.473718 = -6869.964474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.679199 sec): 3 clusters Score: Raw -7049.882269 + Penalty 428.452490 = -6621.429779 nChanged 31 SP:Iteration 1F (239.679683 sec): 3 clusters Score: Raw -7084.880995 + Penalty 437.889271 = -6646.991724 nChanged 8 SP:Iteration 2F (239.680134 sec): 3 clusters Score: Raw -7093.718974 + Penalty 458.866555 = -6634.852420 nChanged 7 SP:Iteration 3F (239.680584 sec): 3 clusters Score: Raw -7102.422985 + Penalty 469.843246 = -6632.579739 nChanged 3 SP:Iteration 4F (239.681035 sec): 3 clusters Score: Raw -7106.936041 + Penalty 493.287276 = -6613.648764 nChanged 5 SP:Iteration 5F (239.681477 sec): 3 clusters Score: Raw -7116.991103 + Penalty 500.792557 = -6616.198546 nChanged 2 SP:Iteration 6Q (239.681896 sec): 3 clusters Score: Raw -7124.109460 + Penalty 500.792557 = -6623.316903 nChanged 0 SP:Iteration 7F (239.682337 sec): 3 clusters Score: Raw -7124.109460 + Penalty 500.792557 = -6623.316903 nChanged 0 Memory request: 0.01 GB would take us to total of 0.57 GB. Trying to split cluster 19 (1617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.688491 sec): 2 clusters Score: Raw -87538.748623 + Penalty 624.632296 = -86914.116327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.691704 sec): 3 clusters Score: Raw -86657.668915 + Penalty 1258.983881 = -85398.685033 nChanged 617 SP:Iteration 1F (239.694822 sec): 3 clusters Score: Raw -87181.370597 + Penalty 1287.766642 = -85893.603954 nChanged 243 SP:Iteration 2F (239.697907 sec): 3 clusters Score: Raw -87454.919662 + Penalty 1314.585919 = -86140.333743 nChanged 121 SP:Iteration 3F (239.700966 sec): 3 clusters Score: Raw -87564.380182 + Penalty 1333.434619 = -86230.945563 nChanged 67 SP:Iteration 4Q (239.703995 sec): 3 clusters Score: Raw -87612.328881 + Penalty 1345.792700 = -86266.536181 nChanged 39 SP:Iteration 5Q (239.706985 sec): 3 clusters Score: Raw -87641.566001 + Penalty 1351.009063 = -86290.556937 nChanged 26 SP:Iteration 6Q (239.709996 sec): 3 clusters Score: Raw -87660.611448 + Penalty 1357.068664 = -86303.542784 nChanged 13 SP:Iteration 7Q (239.712979 sec): 3 clusters Score: Raw -87666.761260 + Penalty 1357.865857 = -86308.895402 nChanged 7 SP:Iteration 8Q (239.715904 sec): 3 clusters Score: Raw -87671.431729 + Penalty 1359.073851 = -86312.357878 nChanged 9 SP:Iteration 9Q (239.718847 sec): 3 clusters Score: Raw -87676.667704 + Penalty 1360.449006 = -86316.218699 nChanged 5 SP:Iteration 10F (239.721885 sec): 3 clusters Score: Raw -87680.425783 + Penalty 1361.440032 = -86318.985750 nChanged 5 SP:Iteration 11Q (239.724792 sec): 3 clusters Score: Raw -87681.731677 + Penalty 1361.587694 = -86320.143983 nChanged 1 SP:Iteration 12Q (239.727784 sec): 3 clusters Score: Raw -87681.892426 + Penalty 1361.458662 = -86320.433764 nChanged 1 SP:Iteration 13Q (239.730771 sec): 3 clusters Score: Raw -87682.040348 + Penalty 1361.458662 = -86320.581686 nChanged 0 SP:Iteration 14F (239.733811 sec): 3 clusters Score: Raw -87682.040348 + Penalty 1361.458662 = -86320.581686 nChanged 0 Memory request: 0.01 GB would take us to total of 0.57 GB. Trying to split cluster 20 (979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.738425 sec): 2 clusters Score: Raw -57223.430627 + Penalty 213.042911 = -57010.387716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.740441 sec): 3 clusters Score: Raw -56676.138125 + Penalty 429.319722 = -56246.818403 nChanged 420 SP:Iteration 1F (239.742402 sec): 3 clusters Score: Raw -56997.443128 + Penalty 434.582827 = -56562.860301 nChanged 108 SP:Iteration 2F (239.744346 sec): 3 clusters Score: Raw -57115.359985 + Penalty 439.147029 = -56676.212956 nChanged 78 SP:Iteration 3F (239.746278 sec): 3 clusters Score: Raw -57189.938671 + Penalty 443.641378 = -56746.297293 nChanged 52 SP:Iteration 4F (239.748212 sec): 3 clusters Score: Raw -57222.149667 + Penalty 446.115067 = -56776.034600 nChanged 31 SP:Iteration 5Q (239.750118 sec): 3 clusters Score: Raw -57240.451888 + Penalty 450.092332 = -56790.359557 nChanged 31 SP:Iteration 6Q (239.752016 sec): 3 clusters Score: Raw -57259.243545 + Penalty 454.434567 = -56804.808978 nChanged 23 SP:Iteration 7Q (239.753954 sec): 3 clusters Score: Raw -57274.830494 + Penalty 458.786751 = -56816.043743 nChanged 19 SP:Iteration 8Q (239.755838 sec): 3 clusters Score: Raw -57292.713887 + Penalty 463.682112 = -56829.031775 nChanged 18 SP:Iteration 9Q (239.757720 sec): 3 clusters Score: Raw -57311.972486 + Penalty 466.495016 = -56845.477469 nChanged 11 SP:Iteration 10F (239.759633 sec): 3 clusters Score: Raw -57316.964375 + Penalty 468.378347 = -56848.586028 nChanged 6 SP:Iteration 11Q (239.761498 sec): 3 clusters Score: Raw -57319.970053 + Penalty 469.383841 = -56850.586212 nChanged 4 SP:Iteration 12Q (239.763352 sec): 3 clusters Score: Raw -57321.616198 + Penalty 471.009245 = -56850.606953 nChanged 4 SP:Iteration 13Q (239.765206 sec): 3 clusters Score: Raw -57323.019369 + Penalty 471.887252 = -56851.132117 nChanged 2 SP:Iteration 14Q (239.767056 sec): 3 clusters Score: Raw -57323.426927 + Penalty 472.832497 = -56850.594430 nChanged 2 SP:Iteration 15F (239.768964 sec): 3 clusters Score: Raw -57324.977934 + Penalty 473.109759 = -56851.868175 nChanged 2 SP:Iteration 16Q (239.770809 sec): 3 clusters Score: Raw -57326.261514 + Penalty 473.109759 = -56853.151755 nChanged 0 SP:Iteration 17F (239.772711 sec): 3 clusters Score: Raw -57326.261514 + Penalty 473.109759 = -56853.151755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 23 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.773597 sec): 2 clusters Score: Raw -6356.972160 + Penalty 191.261394 = -6165.710766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.774068 sec): 3 clusters Score: Raw -6330.868885 + Penalty 387.760709 = -5943.108177 nChanged 33 SP:Iteration 1F (239.774526 sec): 3 clusters Score: Raw -6364.982015 + Penalty 394.098792 = -5970.883223 nChanged 12 SP:Iteration 2F (239.774968 sec): 3 clusters Score: Raw -6398.950010 + Penalty 395.132442 = -6003.817568 nChanged 11 SP:Iteration 3F (239.775412 sec): 3 clusters Score: Raw -6444.939321 + Penalty 389.004022 = -6055.935300 nChanged 6 SP:Iteration 4Q (239.775822 sec): 3 clusters Score: Raw -6460.039389 + Penalty 390.798229 = -6069.241160 nChanged 2 SP:Iteration 5Q (239.776229 sec): 3 clusters Score: Raw -6466.093962 + Penalty 385.855470 = -6080.238492 nChanged 2 SP:Iteration 6Q (239.776629 sec): 3 clusters Score: Raw -6471.092388 + Penalty 385.855470 = -6085.236918 nChanged 0 SP:Iteration 7F (239.777096 sec): 3 clusters Score: Raw -6471.092388 + Penalty 385.855470 = -6085.236918 nChanged 0 Memory request: 0.01 GB would take us to total of 0.56 GB. Trying to split cluster 27 (703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.779583 sec): 2 clusters Score: Raw -40443.200608 + Penalty 487.272245 = -39955.928362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.781150 sec): 3 clusters Score: Raw -40112.909087 + Penalty 976.215833 = -39136.693254 nChanged 244 SP:Iteration 1F (239.782650 sec): 3 clusters Score: Raw -40306.079083 + Penalty 980.327747 = -39325.751336 nChanged 88 SP:Iteration 2F (239.784151 sec): 3 clusters Score: Raw -40386.551876 + Penalty 988.437269 = -39398.114607 nChanged 45 SP:Iteration 3F (239.785635 sec): 3 clusters Score: Raw -40421.576049 + Penalty 995.142065 = -39426.433983 nChanged 27 SP:Iteration 4Q (239.787091 sec): 3 clusters Score: Raw -40443.400524 + Penalty 998.834486 = -39444.566038 nChanged 21 SP:Iteration 5Q (239.788539 sec): 3 clusters Score: Raw -40460.860804 + Penalty 1000.840953 = -39460.019851 nChanged 22 SP:Iteration 6Q (239.790023 sec): 3 clusters Score: Raw -40487.262635 + Penalty 1000.651678 = -39486.610957 nChanged 22 SP:Iteration 7Q (239.791483 sec): 3 clusters Score: Raw -40513.966848 + Penalty 1000.860761 = -39513.106088 nChanged 16 SP:Iteration 8Q (239.792921 sec): 3 clusters Score: Raw -40541.359448 + Penalty 1000.341137 = -39541.018311 nChanged 23 SP:Iteration 9Q (239.794361 sec): 3 clusters Score: Raw -40574.721401 + Penalty 999.787256 = -39574.934145 nChanged 22 SP:Iteration 10F (239.795857 sec): 3 clusters Score: Raw -40616.922764 + Penalty 995.732499 = -39621.190264 nChanged 24 SP:Iteration 11Q (239.797233 sec): 3 clusters Score: Raw -40657.345309 + Penalty 993.762977 = -39663.582332 nChanged 11 SP:Iteration 12Q (239.798566 sec): 3 clusters Score: Raw -40675.987046 + Penalty 992.008008 = -39683.979039 nChanged 15 SP:Iteration 13Q (239.799907 sec): 3 clusters Score: Raw -40701.953065 + Penalty 991.136803 = -39710.816262 nChanged 15 SP:Iteration 14Q (239.801214 sec): 3 clusters Score: Raw -40724.027769 + Penalty 990.835677 = -39733.192093 nChanged 4 SP:Iteration 15Q (239.802512 sec): 3 clusters Score: Raw -40729.577159 + Penalty 989.631712 = -39739.945447 nChanged 5 SP:Iteration 16Q (239.803820 sec): 3 clusters Score: Raw -40735.260704 + Penalty 989.517589 = -39745.743116 nChanged 2 SP:Iteration 17Q (239.805103 sec): 3 clusters Score: Raw -40736.601272 + Penalty 989.517589 = -39747.083683 nChanged 0 SP:Iteration 18F (239.806593 sec): 3 clusters Score: Raw -40736.601272 + Penalty 989.517589 = -39747.083683 nChanged 0 Memory request: 0.01 GB would take us to total of 0.56 GB. Trying to split cluster 29 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.809538 sec): 2 clusters Score: Raw -30599.079252 + Penalty 58.984502 = -30540.094750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.810797 sec): 3 clusters Score: Raw -30282.008573 + Penalty 138.000109 = -30144.008465 nChanged 242 SP:Iteration 1F (239.812017 sec): 3 clusters Score: Raw -30581.951201 + Penalty 142.619289 = -30439.331912 nChanged 35 SP:Iteration 2F (239.813261 sec): 3 clusters Score: Raw -30611.991212 + Penalty 150.693451 = -30461.297762 nChanged 17 SP:Iteration 3Q (239.814498 sec): 3 clusters Score: Raw -30624.939546 + Penalty 153.480856 = -30471.458691 nChanged 7 SP:Iteration 4Q (239.815747 sec): 3 clusters Score: Raw -30628.798467 + Penalty 152.374192 = -30476.424275 nChanged 1 SP:Iteration 5Q (239.816977 sec): 3 clusters Score: Raw -30628.920383 + Penalty 152.374192 = -30476.546191 nChanged 0 SP:Iteration 6F (239.818227 sec): 3 clusters Score: Raw -30628.920383 + Penalty 152.374192 = -30476.546191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 32 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.819738 sec): 2 clusters Score: Raw -8038.116802 + Penalty 773.921417 = -7264.195384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.820323 sec): 3 clusters Score: Raw -8112.687891 + Penalty 1549.830449 = -6562.857443 nChanged 33 SP:Iteration 1F (239.820898 sec): 3 clusters Score: Raw -8254.625463 + Penalty 1551.730655 = -6702.894808 nChanged 10 SP:Iteration 2F (239.821471 sec): 3 clusters Score: Raw -8291.662785 + Penalty 1551.730655 = -6739.932130 nChanged 0 Memory request: 0.01 GB would take us to total of 0.56 GB. Trying to split cluster 34 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.824527 sec): 2 clusters Score: Raw -32628.133333 + Penalty 248.313605 = -32379.819728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.825814 sec): 3 clusters Score: Raw -32339.539748 + Penalty 497.458354 = -31842.081393 nChanged 220 SP:Iteration 1F (239.827076 sec): 3 clusters Score: Raw -32487.878755 + Penalty 497.892310 = -31989.986445 nChanged 55 SP:Iteration 2F (239.828367 sec): 3 clusters Score: Raw -32529.048004 + Penalty 497.358879 = -32031.689125 nChanged 36 SP:Iteration 3F (239.829641 sec): 3 clusters Score: Raw -32552.700707 + Penalty 496.804424 = -32055.896283 nChanged 19 SP:Iteration 4Q (239.830893 sec): 3 clusters Score: Raw -32562.377145 + Penalty 496.414884 = -32065.962261 nChanged 13 SP:Iteration 5Q (239.832186 sec): 3 clusters Score: Raw -32568.539470 + Penalty 496.130152 = -32072.409318 nChanged 11 SP:Iteration 6Q (239.833443 sec): 3 clusters Score: Raw -32571.940684 + Penalty 496.050512 = -32075.890173 nChanged 7 SP:Iteration 7Q (239.834730 sec): 3 clusters Score: Raw -32574.088112 + Penalty 495.842455 = -32078.245657 nChanged 4 SP:Iteration 8Q (239.835982 sec): 3 clusters Score: Raw -32575.512850 + Penalty 495.962977 = -32079.549873 nChanged 3 SP:Iteration 9Q (239.837215 sec): 3 clusters Score: Raw -32577.536393 + Penalty 496.055090 = -32081.481302 nChanged 4 SP:Iteration 10F (239.838465 sec): 3 clusters Score: Raw -32579.182882 + Penalty 496.229420 = -32082.953462 nChanged 3 SP:Iteration 11Q (239.839735 sec): 3 clusters Score: Raw -32580.189842 + Penalty 496.270657 = -32083.919186 nChanged 1 SP:Iteration 12Q (239.840985 sec): 3 clusters Score: Raw -32581.246604 + Penalty 496.329656 = -32084.916947 nChanged 1 SP:Iteration 13Q (239.842235 sec): 3 clusters Score: Raw -32582.642382 + Penalty 496.315009 = -32086.327372 nChanged 3 SP:Iteration 14Q (239.843489 sec): 3 clusters Score: Raw -32583.547714 + Penalty 496.294051 = -32087.253663 nChanged 4 SP:Iteration 15Q (239.844740 sec): 3 clusters Score: Raw -32585.446711 + Penalty 496.352094 = -32089.094616 nChanged 3 SP:Iteration 16Q (239.845989 sec): 3 clusters Score: Raw -32585.890449 + Penalty 496.376887 = -32089.513562 nChanged 1 SP:Iteration 17Q (239.847217 sec): 3 clusters Score: Raw -32586.014947 + Penalty 496.370102 = -32089.644846 nChanged 2 SP:Iteration 18Q (239.848451 sec): 3 clusters Score: Raw -32586.734187 + Penalty 496.370102 = -32090.364086 nChanged 0 SP:Iteration 19F (239.849732 sec): 3 clusters Score: Raw -32586.734187 + Penalty 496.370102 = -32090.364086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 38 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.851390 sec): 2 clusters Score: Raw -18264.523154 + Penalty 312.079730 = -17952.443425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.852325 sec): 3 clusters Score: Raw -18124.871021 + Penalty 627.734667 = -17497.136354 nChanged 117 SP:Iteration 1F (239.853253 sec): 3 clusters Score: Raw -18248.587417 + Penalty 630.503947 = -17618.083469 nChanged 47 SP:Iteration 2F (239.854189 sec): 3 clusters Score: Raw -18308.460436 + Penalty 637.644944 = -17670.815492 nChanged 29 SP:Iteration 3F (239.855130 sec): 3 clusters Score: Raw -18352.242753 + Penalty 632.201766 = -17720.040987 nChanged 25 SP:Iteration 4F (239.856075 sec): 3 clusters Score: Raw -18403.275974 + Penalty 645.691142 = -17757.584832 nChanged 13 SP:Iteration 5Q (239.856927 sec): 3 clusters Score: Raw -18423.903042 + Penalty 643.828798 = -17780.074244 nChanged 7 SP:Iteration 6Q (239.857768 sec): 3 clusters Score: Raw -18433.402130 + Penalty 653.274396 = -17780.127734 nChanged 4 SP:Iteration 7Q (239.858594 sec): 3 clusters Score: Raw -18437.304427 + Penalty 662.168978 = -17775.135449 nChanged 2 SP:Iteration 8F (239.859467 sec): 3 clusters Score: Raw -18439.558836 + Penalty 666.420920 = -17773.137916 nChanged 2 SP:Iteration 9F (239.860345 sec): 3 clusters Score: Raw -18444.785529 + Penalty 683.356263 = -17761.429266 nChanged 3 SP:Iteration 10F (239.861218 sec): 3 clusters Score: Raw -18454.056099 + Penalty 683.356263 = -17770.699837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 39 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.862620 sec): 2 clusters Score: Raw -12017.439417 + Penalty 105.732229 = -11911.707187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.863241 sec): 3 clusters Score: Raw -11919.421838 + Penalty 211.886112 = -11707.535726 nChanged 65 SP:Iteration 1F (239.863841 sec): 3 clusters Score: Raw -11965.765910 + Penalty 214.292386 = -11751.473524 nChanged 18 SP:Iteration 2F (239.864441 sec): 3 clusters Score: Raw -11988.197704 + Penalty 216.753038 = -11771.444666 nChanged 14 SP:Iteration 3F (239.865041 sec): 3 clusters Score: Raw -11995.721867 + Penalty 218.757943 = -11776.963924 nChanged 3 SP:Iteration 4Q (239.865629 sec): 3 clusters Score: Raw -11999.186057 + Penalty 218.270204 = -11780.915853 nChanged 1 SP:Iteration 5Q (239.866242 sec): 3 clusters Score: Raw -12000.993671 + Penalty 217.232830 = -11783.760841 nChanged 3 SP:Iteration 6Q (239.866821 sec): 3 clusters Score: Raw -12003.463201 + Penalty 216.342149 = -11787.121052 nChanged 3 SP:Iteration 7Q (239.867391 sec): 3 clusters Score: Raw -12008.086666 + Penalty 216.175413 = -11791.911254 nChanged 1 SP:Iteration 8Q (239.867957 sec): 3 clusters Score: Raw -12011.261184 + Penalty 215.745933 = -11795.515251 nChanged 2 SP:Iteration 9Q (239.868518 sec): 3 clusters Score: Raw -12013.023449 + Penalty 216.068189 = -11796.955260 nChanged 1 SP:Iteration 10F (239.869099 sec): 3 clusters Score: Raw -12013.530409 + Penalty 216.801247 = -11796.729162 nChanged 2 SP:Iteration 11F (239.869682 sec): 3 clusters Score: Raw -12016.694451 + Penalty 217.471768 = -11799.222683 nChanged 2 SP:Iteration 12Q (239.870239 sec): 3 clusters Score: Raw -12018.413129 + Penalty 217.471768 = -11800.941362 nChanged 0 SP:Iteration 13F (239.870822 sec): 3 clusters Score: Raw -12018.413129 + Penalty 217.471768 = -11800.941362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 41 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.872829 sec): 2 clusters Score: Raw -20592.114088 + Penalty 866.741727 = -19725.372361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.873762 sec): 3 clusters Score: Raw -20532.448979 + Penalty 1733.869419 = -18798.579560 nChanged 78 SP:Iteration 1F (239.874682 sec): 3 clusters Score: Raw -20643.282186 + Penalty 1733.883488 = -18909.398698 nChanged 24 SP:Iteration 2F (239.875602 sec): 3 clusters Score: Raw -20690.602109 + Penalty 1733.933356 = -18956.668753 nChanged 13 SP:Iteration 3Q (239.876494 sec): 3 clusters Score: Raw -20716.238966 + Penalty 1733.556152 = -18982.682814 nChanged 6 SP:Iteration 4Q (239.877380 sec): 3 clusters Score: Raw -20724.277036 + Penalty 1733.550665 = -18990.726371 nChanged 3 SP:Iteration 5Q (239.878259 sec): 3 clusters Score: Raw -20729.522454 + Penalty 1733.517662 = -18996.004792 nChanged 1 SP:Iteration 6Q (239.879137 sec): 3 clusters Score: Raw -20731.209809 + Penalty 1733.466829 = -18997.742980 nChanged 1 SP:Iteration 7Q (239.880016 sec): 3 clusters Score: Raw -20734.446605 + Penalty 1733.409501 = -19001.037104 nChanged 1 SP:Iteration 8Q (239.880894 sec): 3 clusters Score: Raw -20735.802092 + Penalty 1733.365701 = -19002.436391 nChanged 1 SP:Iteration 9Q (239.881773 sec): 3 clusters Score: Raw -20737.664282 + Penalty 1733.887517 = -19003.776765 nChanged 2 SP:Iteration 10F (239.882695 sec): 3 clusters Score: Raw -20743.759501 + Penalty 1733.951166 = -19009.808335 nChanged 2 SP:Iteration 11Q (239.883596 sec): 3 clusters Score: Raw -20748.053569 + Penalty 1733.951166 = -19014.102403 nChanged 0 SP:Iteration 12F (239.884519 sec): 3 clusters Score: Raw -20748.053569 + Penalty 1733.951166 = -19014.102403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 46 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.885993 sec): 2 clusters Score: Raw -22762.266808 + Penalty 751.484937 = -22010.781871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.886927 sec): 3 clusters Score: Raw -22682.315258 + Penalty 1503.508864 = -21178.806394 nChanged 88 SP:Iteration 1F (239.887849 sec): 3 clusters Score: Raw -22807.901233 + Penalty 1505.024693 = -21302.876540 nChanged 23 SP:Iteration 2F (239.888768 sec): 3 clusters Score: Raw -22844.521815 + Penalty 1506.795335 = -21337.726480 nChanged 11 SP:Iteration 3Q (239.889657 sec): 3 clusters Score: Raw -22860.737413 + Penalty 1507.636349 = -21353.101064 nChanged 6 SP:Iteration 4Q (239.890543 sec): 3 clusters Score: Raw -22866.793402 + Penalty 1508.582519 = -21358.210883 nChanged 7 SP:Iteration 5Q (239.891428 sec): 3 clusters Score: Raw -22873.615387 + Penalty 1509.304099 = -21364.311288 nChanged 4 SP:Iteration 6Q (239.892340 sec): 3 clusters Score: Raw -22878.270263 + Penalty 1509.626596 = -21368.643667 nChanged 1 SP:Iteration 7Q (239.893222 sec): 3 clusters Score: Raw -22878.787622 + Penalty 1510.138652 = -21368.648970 nChanged 1 SP:Iteration 8Q (239.894101 sec): 3 clusters Score: Raw -22879.277658 + Penalty 1510.017680 = -21369.259978 nChanged 2 SP:Iteration 9Q (239.894980 sec): 3 clusters Score: Raw -22881.703071 + Penalty 1510.017680 = -21371.685391 nChanged 0 SP:Iteration 10F (239.895887 sec): 3 clusters Score: Raw -22881.703071 + Penalty 1510.017680 = -21371.685391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 47 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.896668 sec): 2 clusters Score: Raw -4892.778403 + Penalty 676.884056 = -4215.894347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.897097 sec): 3 clusters Score: Raw -5060.057249 + Penalty 1353.194054 = -3706.863195 nChanged 5 SP:Iteration 1Q (239.897481 sec): 3 clusters Score: Raw -5074.474930 + Penalty 1353.186301 = -3721.288629 nChanged 2 SP:Iteration 2Q (239.897854 sec): 3 clusters Score: Raw -5082.175972 + Penalty 1353.186301 = -3728.989670 nChanged 0 SP:Iteration 3F (239.898256 sec): 3 clusters Score: Raw -5082.175972 + Penalty 1353.186301 = -3728.989670 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 51 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.899020 sec): 2 clusters Score: Raw -5895.084340 + Penalty 270.957375 = -5624.126965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.899423 sec): 3 clusters Score: Raw -5899.158048 + Penalty 547.055395 = -5352.102653 nChanged 26 SP:Iteration 1F (239.899820 sec): 3 clusters Score: Raw -5931.575022 + Penalty 552.680246 = -5378.894776 nChanged 5 SP:Iteration 2Q (239.900208 sec): 3 clusters Score: Raw -5936.788971 + Penalty 554.233728 = -5382.555243 nChanged 1 SP:Iteration 3Q (239.900584 sec): 3 clusters Score: Raw -5937.462496 + Penalty 554.534585 = -5382.927911 nChanged 1 SP:Iteration 4Q (239.900967 sec): 3 clusters Score: Raw -5937.996518 + Penalty 554.534585 = -5383.461934 nChanged 0 SP:Iteration 5F (239.901357 sec): 3 clusters Score: Raw -5937.996518 + Penalty 554.534585 = -5383.461934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 55 (398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.902933 sec): 2 clusters Score: Raw -18413.356434 + Penalty 518.276645 = -17895.079789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.903894 sec): 3 clusters Score: Raw -18284.326831 + Penalty 1042.038992 = -17242.287839 nChanged 94 SP:Iteration 1F (239.904846 sec): 3 clusters Score: Raw -18419.963126 + Penalty 1051.969409 = -17367.993716 nChanged 40 SP:Iteration 2F (239.905799 sec): 3 clusters Score: Raw -18483.110629 + Penalty 1055.090067 = -17428.020562 nChanged 25 SP:Iteration 3F (239.906753 sec): 3 clusters Score: Raw -18523.488337 + Penalty 1057.942442 = -17465.545896 nChanged 21 SP:Iteration 4F (239.907709 sec): 3 clusters Score: Raw -18561.558510 + Penalty 1058.682284 = -17502.876225 nChanged 12 SP:Iteration 5Q (239.908614 sec): 3 clusters Score: Raw -18585.459357 + Penalty 1057.232239 = -17528.227118 nChanged 8 SP:Iteration 6Q (239.909514 sec): 3 clusters Score: Raw -18602.380289 + Penalty 1056.616963 = -17545.763326 nChanged 5 SP:Iteration 7Q (239.910402 sec): 3 clusters Score: Raw -18615.258214 + Penalty 1055.134719 = -17560.123495 nChanged 2 SP:Iteration 8Q (239.911288 sec): 3 clusters Score: Raw -18620.216471 + Penalty 1054.810820 = -17565.405651 nChanged 2 SP:Iteration 9Q (239.912173 sec): 3 clusters Score: Raw -18623.548953 + Penalty 1055.883686 = -17567.665267 nChanged 2 SP:Iteration 10F (239.913124 sec): 3 clusters Score: Raw -18627.498577 + Penalty 1057.556626 = -17569.941951 nChanged 2 SP:Iteration 11Q (239.914011 sec): 3 clusters Score: Raw -18631.309384 + Penalty 1058.487657 = -17572.821727 nChanged 2 SP:Iteration 12Q (239.914925 sec): 3 clusters Score: Raw -18636.325750 + Penalty 1059.789627 = -17576.536122 nChanged 3 SP:Iteration 13Q (239.915809 sec): 3 clusters Score: Raw -18647.636810 + Penalty 1058.922783 = -17588.714027 nChanged 3 SP:Iteration 14Q (239.916689 sec): 3 clusters Score: Raw -18655.373885 + Penalty 1059.484253 = -17595.889631 nChanged 3 SP:Iteration 15Q (239.917569 sec): 3 clusters Score: Raw -18658.721471 + Penalty 1059.484253 = -17599.237218 nChanged 0 SP:Iteration 16F (239.918518 sec): 3 clusters Score: Raw -18658.721471 + Penalty 1059.484253 = -17599.237218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 59 (303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.919806 sec): 2 clusters Score: Raw -16853.274245 + Penalty 714.813968 = -16138.460277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.920590 sec): 3 clusters Score: Raw -16812.050807 + Penalty 1430.563632 = -15381.487175 nChanged 65 SP:Iteration 1F (239.921364 sec): 3 clusters Score: Raw -16903.981861 + Penalty 1434.327901 = -15469.653960 nChanged 16 SP:Iteration 2F (239.922139 sec): 3 clusters Score: Raw -16936.394600 + Penalty 1436.759914 = -15499.634687 nChanged 9 SP:Iteration 3Q (239.922890 sec): 3 clusters Score: Raw -16962.420180 + Penalty 1438.516341 = -15523.903839 nChanged 7 SP:Iteration 4Q (239.923636 sec): 3 clusters Score: Raw -16972.958263 + Penalty 1439.190575 = -15533.767688 nChanged 3 SP:Iteration 5Q (239.924378 sec): 3 clusters Score: Raw -16977.505105 + Penalty 1441.129289 = -15536.375816 nChanged 3 SP:Iteration 6Q (239.925121 sec): 3 clusters Score: Raw -16982.675748 + Penalty 1441.070981 = -15541.604766 nChanged 2 SP:Iteration 7Q (239.925863 sec): 3 clusters Score: Raw -16983.811932 + Penalty 1441.070981 = -15542.740951 nChanged 0 SP:Iteration 8F (239.926638 sec): 3 clusters Score: Raw -16983.811932 + Penalty 1441.070981 = -15542.740951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 64 (452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.928316 sec): 2 clusters Score: Raw -24300.205404 + Penalty 739.959960 = -23560.245444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.929374 sec): 3 clusters Score: Raw -24176.978907 + Penalty 1480.722523 = -22696.256384 nChanged 132 SP:Iteration 1F (239.930430 sec): 3 clusters Score: Raw -24324.303846 + Penalty 1480.567163 = -22843.736683 nChanged 31 SP:Iteration 2F (239.931465 sec): 3 clusters Score: Raw -24369.304603 + Penalty 1480.778504 = -22888.526099 nChanged 15 SP:Iteration 3Q (239.932466 sec): 3 clusters Score: Raw -24388.534773 + Penalty 1480.952509 = -22907.582264 nChanged 11 SP:Iteration 4Q (239.933458 sec): 3 clusters Score: Raw -24402.860135 + Penalty 1482.560386 = -22920.299749 nChanged 6 SP:Iteration 5Q (239.934447 sec): 3 clusters Score: Raw -24410.195081 + Penalty 1484.935778 = -22925.259303 nChanged 7 SP:Iteration 6Q (239.935486 sec): 3 clusters Score: Raw -24418.887403 + Penalty 1485.495737 = -22933.391667 nChanged 3 SP:Iteration 7Q (239.936515 sec): 3 clusters Score: Raw -24420.862182 + Penalty 1486.045492 = -22934.816690 nChanged 2 SP:Iteration 8Q (239.937530 sec): 3 clusters Score: Raw -24422.622958 + Penalty 1486.521863 = -22936.101095 nChanged 1 SP:Iteration 9Q (239.938512 sec): 3 clusters Score: Raw -24425.285605 + Penalty 1488.199545 = -22937.086060 nChanged 3 SP:Iteration 10F (239.939550 sec): 3 clusters Score: Raw -24429.886843 + Penalty 1489.797478 = -22940.089365 nChanged 4 SP:Iteration 11Q (239.940526 sec): 3 clusters Score: Raw -24435.256956 + Penalty 1490.186825 = -22945.070131 nChanged 2 SP:Iteration 12Q (239.941497 sec): 3 clusters Score: Raw -24437.416681 + Penalty 1490.186825 = -22947.229856 nChanged 0 SP:Iteration 13F (239.942516 sec): 3 clusters Score: Raw -24437.416681 + Penalty 1490.186825 = -22947.229856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 88 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.943910 sec): 2 clusters Score: Raw -17978.690048 + Penalty 135.654176 = -17843.035872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.944764 sec): 3 clusters Score: Raw -17812.438248 + Penalty 433.237280 = -17379.200969 nChanged 135 SP:Iteration 1F (239.945601 sec): 3 clusters Score: Raw -18055.919467 + Penalty 456.094308 = -17599.825160 nChanged 16 SP:Iteration 2Q (239.946427 sec): 3 clusters Score: Raw -18088.590376 + Penalty 460.617637 = -17627.972739 nChanged 3 SP:Iteration 3Q (239.947188 sec): 3 clusters Score: Raw -18091.710097 + Penalty 467.045776 = -17624.664321 nChanged 2 SP:Iteration 4F (239.948028 sec): 3 clusters Score: Raw -18094.161892 + Penalty 467.045776 = -17627.116116 nChanged 0 Memory request: 0.01 GB would take us to total of 0.56 GB. Trying to split cluster 101 (747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.950613 sec): 2 clusters Score: Raw -38007.346810 + Penalty 420.288716 = -37587.058094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.952235 sec): 3 clusters Score: Raw -37663.178311 + Penalty 866.495256 = -36796.683056 nChanged 253 SP:Iteration 1F (239.953859 sec): 3 clusters Score: Raw -37968.779139 + Penalty 893.969309 = -37074.809830 nChanged 98 SP:Iteration 2F (239.955471 sec): 3 clusters Score: Raw -38069.955985 + Penalty 910.664758 = -37159.291227 nChanged 37 SP:Iteration 3Q (239.957078 sec): 3 clusters Score: Raw -38115.120826 + Penalty 927.876235 = -37187.244591 nChanged 30 SP:Iteration 4Q (239.958692 sec): 3 clusters Score: Raw -38150.095655 + Penalty 933.614809 = -37216.480846 nChanged 17 SP:Iteration 5Q (239.960326 sec): 3 clusters Score: Raw -38165.423073 + Penalty 940.268993 = -37225.154081 nChanged 6 SP:Iteration 6Q (239.961954 sec): 3 clusters Score: Raw -38170.527601 + Penalty 945.481494 = -37225.046106 nChanged 8 SP:Iteration 7F (239.963579 sec): 3 clusters Score: Raw -38177.451553 + Penalty 950.198885 = -37227.252668 nChanged 8 SP:Iteration 8Q (239.965167 sec): 3 clusters Score: Raw -38185.964638 + Penalty 952.593682 = -37233.370957 nChanged 3 SP:Iteration 9Q (239.966754 sec): 3 clusters Score: Raw -38188.301328 + Penalty 952.593682 = -37235.707646 nChanged 0 SP:Iteration 10F (239.968422 sec): 3 clusters Score: Raw -38188.301328 + Penalty 952.593682 = -37235.707646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 110 (415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.970033 sec): 2 clusters Score: Raw -22112.624721 + Penalty 125.569744 = -21987.054977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.971029 sec): 3 clusters Score: Raw -21888.522648 + Penalty 262.989202 = -21625.533446 nChanged 166 SP:Iteration 1F (239.972018 sec): 3 clusters Score: Raw -22020.811305 + Penalty 259.702532 = -21761.108773 nChanged 57 SP:Iteration 2F (239.973025 sec): 3 clusters Score: Raw -22062.368537 + Penalty 255.739112 = -21806.629426 nChanged 25 SP:Iteration 3F (239.974009 sec): 3 clusters Score: Raw -22076.388485 + Penalty 252.335025 = -21824.053460 nChanged 17 SP:Iteration 4Q (239.974962 sec): 3 clusters Score: Raw -22085.494355 + Penalty 249.409697 = -21836.084658 nChanged 18 SP:Iteration 5Q (239.975910 sec): 3 clusters Score: Raw -22095.061894 + Penalty 248.078968 = -21846.982926 nChanged 13 SP:Iteration 6Q (239.976856 sec): 3 clusters Score: Raw -22104.475612 + Penalty 247.548598 = -21856.927014 nChanged 15 SP:Iteration 7Q (239.977805 sec): 3 clusters Score: Raw -22126.131619 + Penalty 248.124915 = -21878.006704 nChanged 17 SP:Iteration 8Q (239.978744 sec): 3 clusters Score: Raw -22148.015733 + Penalty 248.086829 = -21899.928904 nChanged 13 SP:Iteration 9Q (239.979678 sec): 3 clusters Score: Raw -22160.189438 + Penalty 249.405406 = -21910.784032 nChanged 5 SP:Iteration 10F (239.980641 sec): 3 clusters Score: Raw -22163.189199 + Penalty 249.906364 = -21913.282835 nChanged 5 SP:Iteration 11Q (239.981611 sec): 3 clusters Score: Raw -22169.788525 + Penalty 251.373403 = -21918.415122 nChanged 9 SP:Iteration 12Q (239.982546 sec): 3 clusters Score: Raw -22179.216298 + Penalty 251.160295 = -21928.056003 nChanged 8 SP:Iteration 13Q (239.983471 sec): 3 clusters Score: Raw -22189.532162 + Penalty 251.940812 = -21937.591351 nChanged 6 SP:Iteration 14Q (239.984383 sec): 3 clusters Score: Raw -22192.555171 + Penalty 252.566151 = -21939.989019 nChanged 2 SP:Iteration 15Q (239.985286 sec): 3 clusters Score: Raw -22194.861051 + Penalty 253.505418 = -21941.355633 nChanged 4 SP:Iteration 16Q (239.986181 sec): 3 clusters Score: Raw -22201.014661 + Penalty 253.699372 = -21947.315289 nChanged 6 SP:Iteration 17Q (239.987068 sec): 3 clusters Score: Raw -22212.384570 + Penalty 253.699372 = -21958.685198 nChanged 0 SP:Iteration 18F (239.988020 sec): 3 clusters Score: Raw -22212.384570 + Penalty 253.699372 = -21958.685198 nChanged 0 Memory request: 0.01 GB would take us to total of 0.56 GB. Trying to split cluster 119 (696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.990349 sec): 2 clusters Score: Raw -36500.088129 + Penalty 108.070403 = -36392.017726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.991868 sec): 3 clusters Score: Raw -36090.633801 + Penalty 237.879786 = -35852.754015 nChanged 288 SP:Iteration 1F (239.993401 sec): 3 clusters Score: Raw -36411.740404 + Penalty 237.586507 = -36174.153897 nChanged 87 SP:Iteration 2F (239.994927 sec): 3 clusters Score: Raw -36525.121899 + Penalty 236.023728 = -36289.098171 nChanged 35 SP:Iteration 3F (239.996439 sec): 3 clusters Score: Raw -36564.339276 + Penalty 237.816124 = -36326.523151 nChanged 9 SP:Iteration 4Q (239.997914 sec): 3 clusters Score: Raw -36577.155012 + Penalty 239.305857 = -36337.849155 nChanged 8 SP:Iteration 5Q (239.999333 sec): 3 clusters Score: Raw -36578.781527 + Penalty 239.179207 = -36339.602320 nChanged 1 SP:Iteration 6Q (240.000742 sec): 3 clusters Score: Raw -36579.824195 + Penalty 239.278832 = -36340.545363 nChanged 2 SP:Iteration 7Q (240.002174 sec): 3 clusters Score: Raw -36580.054223 + Penalty 239.790159 = -36340.264064 nChanged 1 SP:Iteration 8F (240.003714 sec): 3 clusters Score: Raw -36580.091577 + Penalty 239.790159 = -36340.301418 nChanged 0 Memory request: 0.02 GB would take us to total of 0.57 GB. Trying to split cluster 124 (3002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (240.017640 sec): 2 clusters Score: Raw -163822.612902 + Penalty 61.303938 = -163761.308963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (240.023512 sec): 3 clusters Score: Raw -161862.529913 + Penalty 117.386007 = -161745.143906 nChanged 1416 SP:Iteration 1F (240.029417 sec): 3 clusters Score: Raw -163050.678633 + Penalty 112.809638 = -162937.868995 nChanged 296 SP:Iteration 2F (240.035445 sec): 3 clusters Score: Raw -163355.138992 + Penalty 113.186373 = -163241.952618 nChanged 190 SP:Iteration 3F (240.041606 sec): 3 clusters Score: Raw -163527.191668 + Penalty 113.213346 = -163413.978322 nChanged 137 SP:Iteration 4Q (240.047101 sec): 3 clusters Score: Raw -163647.695719 + Penalty 116.984796 = -163530.710923 nChanged 83 SP:Iteration 5Q (240.052396 sec): 3 clusters Score: Raw -163722.030618 + Penalty 128.608018 = -163593.422600 nChanged 61 SP:Iteration 6Q (240.056811 sec): 3 clusters Score: Raw -163776.795292 + Penalty 157.796335 = -163618.998958 nChanged 30 SP:Iteration 7Q (240.061327 sec): 3 clusters Score: Raw -163806.176554 + Penalty 293.479458 = -163512.697096 nChanged 15 SP:Iteration 8F (240.067478 sec): 3 clusters Score: Raw -163820.859645 + Penalty 619.170861 = -163201.688784 nChanged 3 SP:Iteration 9F (240.073676 sec): 3 clusters Score: Raw -163822.368259 + Penalty 619.170861 = -163203.197398 nChanged 0 Memory request: 0.01 GB would take us to total of 0.56 GB. Trying to split cluster 126 (642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (240.079726 sec): 2 clusters Score: Raw -34998.701304 + Penalty 105.508955 = -34893.192349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (240.081128 sec): 3 clusters Score: Raw -34603.022772 + Penalty 214.735331 = -34388.287441 nChanged 272 SP:Iteration 1F (240.082490 sec): 3 clusters Score: Raw -34912.964476 + Penalty 217.274901 = -34695.689575 nChanged 74 SP:Iteration 2F (240.083883 sec): 3 clusters Score: Raw -34995.072405 + Penalty 219.495919 = -34775.576486 nChanged 31 SP:Iteration 3Q (240.085229 sec): 3 clusters Score: Raw -35026.666916 + Penalty 219.951147 = -34806.715769 nChanged 11 SP:Iteration 4Q (240.086546 sec): 3 clusters Score: Raw -35033.942808 + Penalty 220.360457 = -34813.582351 nChanged 5 SP:Iteration 5Q (240.087864 sec): 3 clusters Score: Raw -35035.279432 + Penalty 220.353515 = -34814.925918 nChanged 6 SP:Iteration 6Q (240.089155 sec): 3 clusters Score: Raw -35036.719500 + Penalty 220.407731 = -34816.311769 nChanged 3 SP:Iteration 7Q (240.090444 sec): 3 clusters Score: Raw -35037.050078 + Penalty 220.436831 = -34816.613246 nChanged 1 SP:Iteration 8Q (240.091744 sec): 3 clusters Score: Raw -35037.088981 + Penalty 220.436831 = -34816.652149 nChanged 0 SP:Iteration 9F (240.093110 sec): 3 clusters Score: Raw -35037.088981 + Penalty 220.436831 = -34816.652149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 132 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (240.094597 sec): 2 clusters Score: Raw -12282.317107 + Penalty 37.493990 = -12244.823117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (240.095246 sec): 3 clusters Score: Raw -12164.705649 + Penalty 75.112423 = -12089.593226 nChanged 80 SP:Iteration 1F (240.095860 sec): 3 clusters Score: Raw -12240.750404 + Penalty 75.020403 = -12165.730001 nChanged 21 SP:Iteration 2F (240.096406 sec): 3 clusters Score: Raw -12255.065885 + Penalty 75.004412 = -12180.061473 nChanged 6 SP:Iteration 3Q (240.097011 sec): 3 clusters Score: Raw -12257.499263 + Penalty 74.974983 = -12182.524280 nChanged 2 SP:Iteration 4Q (240.097616 sec): 3 clusters Score: Raw -12258.045073 + Penalty 74.912325 = -12183.132748 nChanged 4 SP:Iteration 5Q (240.098216 sec): 3 clusters Score: Raw -12258.722717 + Penalty 74.908018 = -12183.814699 nChanged 1 SP:Iteration 6Q (240.098794 sec): 3 clusters Score: Raw -12258.811362 + Penalty 74.908018 = -12183.903344 nChanged 0 SP:Iteration 7F (240.099380 sec): 3 clusters Score: Raw -12258.811362 + Penalty 74.908018 = -12183.903344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 145 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (240.101205 sec): 2 clusters Score: Raw -14408.928940 + Penalty 176.991240 = -14231.937700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (240.101907 sec): 3 clusters Score: Raw -14290.729642 + Penalty 351.979527 = -13938.750115 nChanged 85 SP:Iteration 1F (240.102596 sec): 3 clusters Score: Raw -14336.249238 + Penalty 353.339851 = -13982.909387 nChanged 19 SP:Iteration 2F (240.103284 sec): 3 clusters Score: Raw -14354.085773 + Penalty 353.892270 = -14000.193503 nChanged 17 SP:Iteration 3F (240.103972 sec): 3 clusters Score: Raw -14364.831408 + Penalty 354.354688 = -14010.476721 nChanged 9 SP:Iteration 4Q (240.104655 sec): 3 clusters Score: Raw -14372.470853 + Penalty 354.387125 = -14018.083728 nChanged 10 SP:Iteration 5Q (240.105338 sec): 3 clusters Score: Raw -14378.531477 + Penalty 354.363626 = -14024.167851 nChanged 10 SP:Iteration 6Q (240.106019 sec): 3 clusters Score: Raw -14388.272089 + Penalty 354.463212 = -14033.808877 nChanged 11 SP:Iteration 7Q (240.106696 sec): 3 clusters Score: Raw -14401.315273 + Penalty 354.547065 = -14046.768208 nChanged 10 SP:Iteration 8Q (240.107367 sec): 3 clusters Score: Raw -14412.962531 + Penalty 354.073964 = -14058.888567 nChanged 9 SP:Iteration 9Q (240.108037 sec): 3 clusters Score: Raw -14428.361590 + Penalty 353.837071 = -14074.524519 nChanged 8 SP:Iteration 10F (240.108755 sec): 3 clusters Score: Raw -14442.617464 + Penalty 353.896442 = -14088.721022 nChanged 4 SP:Iteration 11Q (240.109418 sec): 3 clusters Score: Raw -14446.267702 + Penalty 354.087802 = -14092.179899 nChanged 3 SP:Iteration 12Q (240.110077 sec): 3 clusters Score: Raw -14447.960942 + Penalty 354.172761 = -14093.788181 nChanged 1 SP:Iteration 13Q (240.110733 sec): 3 clusters Score: Raw -14448.062553 + Penalty 354.172761 = -14093.889792 nChanged 0 SP:Iteration 14F (240.111424 sec): 3 clusters Score: Raw -14448.062553 + Penalty 354.172761 = -14093.889792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 247 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (240.112582 sec): 2 clusters Score: Raw -13430.779288 + Penalty 60.933258 = -13369.846031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (240.113268 sec): 3 clusters Score: Raw -13283.841629 + Penalty 115.857424 = -13167.984205 nChanged 109 SP:Iteration 1F (240.113930 sec): 3 clusters Score: Raw -13362.137502 + Penalty 112.670611 = -13249.466892 nChanged 34 SP:Iteration 2F (240.114603 sec): 3 clusters Score: Raw -13405.607015 + Penalty 127.105224 = -13278.501791 nChanged 18 SP:Iteration 3F (240.115238 sec): 3 clusters Score: Raw -13435.395419 + Penalty 142.625095 = -13292.770324 nChanged 5 SP:Iteration 4Q (240.115890 sec): 3 clusters Score: Raw -13441.393838 + Penalty 150.615227 = -13290.778611 nChanged 3 SP:Iteration 5F (240.116514 sec): 3 clusters Score: Raw -13444.358781 + Penalty 151.484977 = -13292.873804 nChanged 2 SP:Iteration 6Q (240.117096 sec): 3 clusters Score: Raw -13445.516732 + Penalty 157.779434 = -13287.737297 nChanged 1 SP:Iteration 7F (240.117719 sec): 3 clusters Score: Raw -13449.468129 + Penalty 157.779434 = -13291.688694 nChanged 0 Iteration 219Q (240.438297 sec): 45 clusters Score: Raw -3124746.034491 + Penalty 26720.481751 = -3098025.552740 nChanged 251 Iteration 220F (241.736271 sec): 45 clusters Score: Raw -3124859.677331 + Penalty 26711.522848 = -3098148.154483 nChanged 151 Iteration 221Q (241.991917 sec): 45 clusters Score: Raw -3124916.554940 + Penalty 26715.667425 = -3098200.887515 nChanged 93 Iteration 222Q (242.247912 sec): 45 clusters Score: Raw -3124949.534298 + Penalty 26714.806103 = -3098234.728195 nChanged 59 Iteration 223Q (242.503261 sec): 45 clusters Score: Raw -3124968.663917 + Penalty 26717.916293 = -3098250.747624 nChanged 47 Iteration 224Q (242.757668 sec): 45 clusters Score: Raw -3124993.135113 + Penalty 26714.606666 = -3098278.528447 nChanged 49 Iteration 225Q (243.012233 sec): 45 clusters Score: Raw -3125008.561909 + Penalty 26717.461823 = -3098291.100086 nChanged 36 Iteration 226Q (243.266695 sec): 45 clusters Score: Raw -3125018.667873 + Penalty 26718.847847 = -3098299.820026 nChanged 26 Iteration 227Q (243.521018 sec): 45 clusters Score: Raw -3125027.934278 + Penalty 26722.089757 = -3098305.844521 nChanged 24 Iteration 228Q (243.775077 sec): 45 clusters Score: Raw -3125031.278444 + Penalty 26720.392950 = -3098310.885494 nChanged 18 Iteration 229Q (244.028540 sec): 45 clusters Score: Raw -3125034.175253 + Penalty 26722.265266 = -3098311.909988 nChanged 12 Iteration 230F (245.343441 sec): 45 clusters Score: Raw -3125036.101554 + Penalty 26722.280698 = -3098313.820856 nChanged 7 Iteration 231Q (245.598358 sec): 45 clusters Score: Raw -3125036.999672 + Penalty 26718.430601 = -3098318.569071 nChanged 8 Iteration 232Q (245.852809 sec): 45 clusters Score: Raw -3125038.344435 + Penalty 26718.592907 = -3098319.751528 nChanged 3 Iteration 233Q (246.107773 sec): 45 clusters Score: Raw -3125038.529513 + Penalty 26718.438818 = -3098320.090695 nChanged 2 Iteration 234Q (246.362539 sec): 45 clusters Score: Raw -3125038.804442 + Penalty 26718.547985 = -3098320.256457 nChanged 1 Iteration 235Q (246.617515 sec): 45 clusters Score: Raw -3125038.887856 + Penalty 26718.695441 = -3098320.192415 nChanged 1 Iteration 236F (247.932808 sec): 45 clusters Score: Raw -3125039.029906 + Penalty 26718.836143 = -3098320.193763 nChanged 2 Iteration 237Q (248.187434 sec): 45 clusters Score: Raw -3125039.063632 + Penalty 26718.836143 = -3098320.227489 nChanged 0 Iteration 238F (249.503084 sec): 45 clusters Score: Raw -3125039.063632 + Penalty 26718.836143 = -3098320.227489 nChanged 0 Writing temp clu file Memory request: 0.28 GB would take us to total of 0.56 GB. Compute initial score before splitting: Score: Raw -3125039.063632 + Penalty 26718.836143 = -3098320.227489Memory request: 0.02 GB would take us to total of 0.58 GB. Trying to split cluster 1 (4319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (249.711707 sec): 2 clusters Score: Raw -239604.969927 + Penalty 127.203990 = -239477.765936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (249.719938 sec): 3 clusters Score: Raw -236729.729303 + Penalty 254.596377 = -236475.132926 nChanged 2057 SP:Iteration 1F (249.727699 sec): 3 clusters Score: Raw -238011.532013 + Penalty 254.570875 = -237756.961138 nChanged 631 SP:Iteration 2F (249.735430 sec): 3 clusters Score: Raw -238416.408816 + Penalty 254.085715 = -238162.323101 nChanged 399 SP:Iteration 3F (249.743161 sec): 3 clusters Score: Raw -238715.573092 + Penalty 252.851555 = -238462.721537 nChanged 316 SP:Iteration 4F (249.751106 sec): 3 clusters Score: Raw -238974.612760 + Penalty 252.267883 = -238722.344878 nChanged 268 SP:Iteration 5F (249.758834 sec): 3 clusters Score: Raw -239176.322203 + Penalty 251.962719 = -238924.359483 nChanged 208 SP:Iteration 6Q (249.766467 sec): 3 clusters Score: Raw -239295.391466 + Penalty 251.919840 = -239043.471626 nChanged 121 SP:Iteration 7Q (249.773931 sec): 3 clusters Score: Raw -239339.651975 + Penalty 251.914510 = -239087.737465 nChanged 87 SP:Iteration 8Q (249.781258 sec): 3 clusters Score: Raw -239364.394102 + Penalty 252.027681 = -239112.366421 nChanged 55 SP:Iteration 9Q (249.788545 sec): 3 clusters Score: Raw -239381.970810 + Penalty 252.272088 = -239129.698722 nChanged 52 SP:Iteration 10F (249.796293 sec): 3 clusters Score: Raw -239398.331278 + Penalty 252.453954 = -239145.877324 nChanged 34 SP:Iteration 11Q (249.803623 sec): 3 clusters Score: Raw -239408.437552 + Penalty 252.652327 = -239155.785224 nChanged 31 SP:Iteration 12Q (249.810925 sec): 3 clusters Score: Raw -239414.421988 + Penalty 252.783810 = -239161.638178 nChanged 24 SP:Iteration 13Q (249.818225 sec): 3 clusters Score: Raw -239416.788436 + Penalty 252.932850 = -239163.855586 nChanged 22 SP:Iteration 14Q (249.825518 sec): 3 clusters Score: Raw -239419.544117 + Penalty 253.083500 = -239166.460617 nChanged 21 SP:Iteration 15Q (249.832862 sec): 3 clusters Score: Raw -239421.559498 + Penalty 253.198371 = -239168.361128 nChanged 15 SP:Iteration 16Q (249.840265 sec): 3 clusters Score: Raw -239423.082607 + Penalty 253.434915 = -239169.647691 nChanged 22 SP:Iteration 17Q (249.847664 sec): 3 clusters Score: Raw -239426.221912 + Penalty 253.713819 = -239172.508093 nChanged 26 SP:Iteration 18Q (249.855149 sec): 3 clusters Score: Raw -239430.473969 + Penalty 254.086147 = -239176.387822 nChanged 31 SP:Iteration 19Q (249.862452 sec): 3 clusters Score: Raw -239434.768334 + Penalty 254.390152 = -239180.378182 nChanged 25 SP:Iteration 20F (249.870502 sec): 3 clusters Score: Raw -239437.608520 + Penalty 254.711010 = -239182.897510 nChanged 27 SP:Iteration 21Q (249.877914 sec): 3 clusters Score: Raw -239440.701874 + Penalty 254.957597 = -239185.744277 nChanged 20 SP:Iteration 22Q (249.885306 sec): 3 clusters Score: Raw -239443.005513 + Penalty 255.167936 = -239187.837578 nChanged 17 SP:Iteration 23Q (249.892725 sec): 3 clusters Score: Raw -239444.461612 + Penalty 255.366348 = -239189.095264 nChanged 16 SP:Iteration 24Q (249.900143 sec): 3 clusters Score: Raw -239446.039529 + Penalty 255.645037 = -239190.394492 nChanged 20 SP:Iteration 25Q (249.907631 sec): 3 clusters Score: Raw -239448.323794 + Penalty 255.892320 = -239192.431474 nChanged 22 SP:Iteration 26Q (249.914996 sec): 3 clusters Score: Raw -239451.045070 + Penalty 256.251966 = -239194.793103 nChanged 27 SP:Iteration 27Q (249.922409 sec): 3 clusters Score: Raw -239454.211426 + Penalty 256.438795 = -239197.772631 nChanged 17 SP:Iteration 28Q (249.929768 sec): 3 clusters Score: Raw -239455.381525 + Penalty 256.543138 = -239198.838387 nChanged 13 SP:Iteration 29Q (249.937124 sec): 3 clusters Score: Raw -239456.392340 + Penalty 256.642871 = -239199.749469 nChanged 13 SP:Iteration 30F (249.944832 sec): 3 clusters Score: Raw -239457.117217 + Penalty 256.779426 = -239200.337790 nChanged 10 SP:Iteration 31Q (249.952343 sec): 3 clusters Score: Raw -239457.535465 + Penalty 256.866301 = -239200.669165 nChanged 7 SP:Iteration 32Q (249.959892 sec): 3 clusters Score: Raw -239457.848277 + Penalty 256.950676 = -239200.897601 nChanged 6 SP:Iteration 33Q (249.967359 sec): 3 clusters Score: Raw -239458.015001 + Penalty 256.972852 = -239201.042148 nChanged 3 SP:Iteration 34Q (249.974819 sec): 3 clusters Score: Raw -239458.055120 + Penalty 257.020799 = -239201.034321 nChanged 3 SP:Iteration 35F (249.982531 sec): 3 clusters Score: Raw -239458.092142 + Penalty 257.092654 = -239200.999489 nChanged 5 SP:Iteration 36F (249.990386 sec): 3 clusters Score: Raw -239458.147632 + Penalty 257.130089 = -239201.017542 nChanged 3 SP:Iteration 37Q (249.997921 sec): 3 clusters Score: Raw -239458.183926 + Penalty 257.149116 = -239201.034809 nChanged 4 SP:Iteration 38Q (250.005400 sec): 3 clusters Score: Raw -239458.463544 + Penalty 257.133433 = -239201.330111 nChanged 5 SP:Iteration 39Q (250.012886 sec): 3 clusters Score: Raw -239458.792581 + Penalty 257.183719 = -239201.608862 nChanged 5 SP:Iteration 40F (250.020626 sec): 3 clusters Score: Raw -239458.962683 + Penalty 257.222989 = -239201.739694 nChanged 2 SP:Iteration 41Q (250.028069 sec): 3 clusters Score: Raw -239458.967995 + Penalty 257.243915 = -239201.724079 nChanged 1 SP:Iteration 42F (250.035852 sec): 3 clusters Score: Raw -239458.967912 + Penalty 257.262908 = -239201.705004 nChanged 1 SP:Iteration 43F (250.043626 sec): 3 clusters Score: Raw -239458.968030 + Penalty 257.262908 = -239201.705122 nChanged 0 Memory request: 0.02 GB would take us to total of 0.58 GB. Trying to split cluster 2 (3618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (250.057384 sec): 2 clusters Score: Raw -201303.227442 + Penalty 164.392685 = -201138.834757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (250.064243 sec): 3 clusters Score: Raw -198915.046357 + Penalty 334.636674 = -198580.409683 nChanged 1700 SP:Iteration 1F (250.071037 sec): 3 clusters Score: Raw -200252.279997 + Penalty 342.440176 = -199909.839821 nChanged 615 SP:Iteration 2F (250.078141 sec): 3 clusters Score: Raw -200994.755786 + Penalty 344.563688 = -200650.192098 nChanged 258 SP:Iteration 3F (250.084915 sec): 3 clusters Score: Raw -201201.110467 + Penalty 343.650283 = -200857.460184 nChanged 106 SP:Iteration 4Q (250.091302 sec): 3 clusters Score: Raw -201249.020018 + Penalty 343.039308 = -200905.980709 nChanged 61 SP:Iteration 5Q (250.097570 sec): 3 clusters Score: Raw -201271.075696 + Penalty 343.376972 = -200927.698724 nChanged 43 SP:Iteration 6Q (250.103770 sec): 3 clusters Score: Raw -201282.847753 + Penalty 341.685915 = -200941.161838 nChanged 34 SP:Iteration 7Q (250.110056 sec): 3 clusters Score: Raw -201293.105517 + Penalty 340.688415 = -200952.417102 nChanged 37 SP:Iteration 8Q (250.116210 sec): 3 clusters Score: Raw -201304.590372 + Penalty 339.833858 = -200964.756514 nChanged 32 SP:Iteration 9Q (250.122279 sec): 3 clusters Score: Raw -201312.433769 + Penalty 340.415094 = -200972.018675 nChanged 22 SP:Iteration 10F (250.129524 sec): 3 clusters Score: Raw -201316.165196 + Penalty 339.637360 = -200976.527835 nChanged 12 SP:Iteration 11Q (250.136919 sec): 3 clusters Score: Raw -201319.073426 + Penalty 338.286514 = -200980.786912 nChanged 15 SP:Iteration 12Q (250.143966 sec): 3 clusters Score: Raw -201323.247031 + Penalty 338.437429 = -200984.809602 nChanged 15 SP:Iteration 13Q (250.150966 sec): 3 clusters Score: Raw -201326.506549 + Penalty 338.889975 = -200987.616573 nChanged 12 SP:Iteration 14Q (250.157952 sec): 3 clusters Score: Raw -201328.961255 + Penalty 339.358155 = -200989.603100 nChanged 9 SP:Iteration 15Q (250.164925 sec): 3 clusters Score: Raw -201330.486084 + Penalty 339.351832 = -200991.134252 nChanged 6 SP:Iteration 16Q (250.172213 sec): 3 clusters Score: Raw -201330.974438 + Penalty 338.335973 = -200992.638465 nChanged 4 SP:Iteration 17Q (250.178905 sec): 3 clusters Score: Raw -201331.337127 + Penalty 338.602385 = -200992.734742 nChanged 2 SP:Iteration 18Q (250.185208 sec): 3 clusters Score: Raw -201331.464019 + Penalty 339.176082 = -200992.287936 nChanged 5 SP:Iteration 19F (250.192046 sec): 3 clusters Score: Raw -201331.906469 + Penalty 340.138058 = -200991.768411 nChanged 5 SP:Iteration 20F (250.198862 sec): 3 clusters Score: Raw -201332.461220 + Penalty 340.525175 = -200991.936045 nChanged 5 SP:Iteration 21Q (250.204818 sec): 3 clusters Score: Raw -201333.013406 + Penalty 340.639409 = -200992.373997 nChanged 1 SP:Iteration 22Q (250.210805 sec): 3 clusters Score: Raw -201333.050909 + Penalty 340.875102 = -200992.175807 nChanged 1 SP:Iteration 23F (250.217633 sec): 3 clusters Score: Raw -201333.093971 + Penalty 340.580119 = -200992.513852 nChanged 2 SP:Iteration 24Q (250.223570 sec): 3 clusters Score: Raw -201333.240232 + Penalty 340.725452 = -200992.514780 nChanged 1 SP:Iteration 25Q (250.229517 sec): 3 clusters Score: Raw -201333.274863 + Penalty 340.866695 = -200992.408168 nChanged 2 SP:Iteration 26F (250.236317 sec): 3 clusters Score: Raw -201333.389760 + Penalty 341.672298 = -200991.717462 nChanged 4 SP:Iteration 27F (250.243116 sec): 3 clusters Score: Raw -201333.573496 + Penalty 341.857303 = -200991.716193 nChanged 2 SP:Iteration 28F (250.249919 sec): 3 clusters Score: Raw -201333.674032 + Penalty 341.610111 = -200992.063920 nChanged 2 SP:Iteration 29Q (250.255889 sec): 3 clusters Score: Raw -201333.819801 + Penalty 341.155135 = -200992.664666 nChanged 3 SP:Iteration 30F (250.262748 sec): 3 clusters Score: Raw -201334.228561 + Penalty 340.588059 = -200993.640503 nChanged 3 SP:Iteration 31Q (250.268683 sec): 3 clusters Score: Raw -201334.680709 + Penalty 340.529198 = -200994.151511 nChanged 6 SP:Iteration 32Q (250.274654 sec): 3 clusters Score: Raw -201335.158699 + Penalty 340.513668 = -200994.645030 nChanged 2 SP:Iteration 33Q (250.280881 sec): 3 clusters Score: Raw -201335.315959 + Penalty 340.847144 = -200994.468814 nChanged 2 SP:Iteration 34F (250.287724 sec): 3 clusters Score: Raw -201335.419565 + Penalty 341.069533 = -200994.350031 nChanged 3 SP:Iteration 35F (250.294523 sec): 3 clusters Score: Raw -201335.595340 + Penalty 341.042281 = -200994.553059 nChanged 1 SP:Iteration 36Q (250.300461 sec): 3 clusters Score: Raw -201335.697088 + Penalty 341.113427 = -200994.583661 nChanged 1 SP:Iteration 37Q (250.306376 sec): 3 clusters Score: Raw -201335.745869 + Penalty 341.077714 = -200994.668154 nChanged 1 SP:Iteration 38Q (250.312288 sec): 3 clusters Score: Raw -201335.843246 + Penalty 341.261584 = -200994.581662 nChanged 2 SP:Iteration 39F (250.319224 sec): 3 clusters Score: Raw -201335.989428 + Penalty 341.412783 = -200994.576645 nChanged 1 SP:Iteration 40F (250.326031 sec): 3 clusters Score: Raw -201335.998615 + Penalty 341.412783 = -200994.585832 nChanged 0 Memory request: 0.07 GB would take us to total of 0.63 GB. Trying to split cluster 3 (15529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (250.398538 sec): 2 clusters Score: Raw -834270.577616 + Penalty 152.340993 = -834118.236623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (250.428154 sec): 3 clusters Score: Raw -823863.003886 + Penalty 296.706566 = -823566.297321 nChanged 7432 SP:Iteration 1F (250.457616 sec): 3 clusters Score: Raw -829584.134872 + Penalty 286.896645 = -829297.238227 nChanged 2257 SP:Iteration 2F (250.487632 sec): 3 clusters Score: Raw -831431.948101 + Penalty 283.678488 = -831148.269613 nChanged 1023 SP:Iteration 3F (250.517555 sec): 3 clusters Score: Raw -832152.472066 + Penalty 281.305014 = -831871.167052 nChanged 825 SP:Iteration 4F (250.547166 sec): 3 clusters Score: Raw -833141.251119 + Penalty 279.574067 = -832861.677051 nChanged 585 SP:Iteration 5Q (250.577479 sec): 3 clusters Score: Raw -833972.685216 + Penalty 277.585576 = -833695.099640 nChanged 259 SP:Iteration 6Q (250.605684 sec): 3 clusters Score: Raw -834081.312381 + Penalty 276.644982 = -833804.667399 nChanged 133 SP:Iteration 7Q (250.632464 sec): 3 clusters Score: Raw -834103.339640 + Penalty 276.070042 = -833827.269599 nChanged 83 SP:Iteration 8Q (250.658976 sec): 3 clusters Score: Raw -834114.153061 + Penalty 275.956823 = -833838.196238 nChanged 56 SP:Iteration 9Q (250.685806 sec): 3 clusters Score: Raw -834120.577950 + Penalty 275.875319 = -833844.702631 nChanged 47 SP:Iteration 10F (250.715608 sec): 3 clusters Score: Raw -834126.776984 + Penalty 276.056503 = -833850.720482 nChanged 45 SP:Iteration 11Q (250.742174 sec): 3 clusters Score: Raw -834131.739340 + Penalty 275.921007 = -833855.818333 nChanged 44 SP:Iteration 12Q (250.768834 sec): 3 clusters Score: Raw -834134.969382 + Penalty 275.788538 = -833859.180844 nChanged 36 SP:Iteration 13Q (250.795821 sec): 3 clusters Score: Raw -834136.815958 + Penalty 275.791857 = -833861.024101 nChanged 26 SP:Iteration 14Q (250.822440 sec): 3 clusters Score: Raw -834138.113077 + Penalty 275.602188 = -833862.510889 nChanged 26 SP:Iteration 15Q (250.848953 sec): 3 clusters Score: Raw -834139.618736 + Penalty 275.529138 = -833864.089597 nChanged 20 SP:Iteration 16Q (250.875553 sec): 3 clusters Score: Raw -834140.867467 + Penalty 275.519147 = -833865.348320 nChanged 20 SP:Iteration 17Q (250.902570 sec): 3 clusters Score: Raw -834141.527170 + Penalty 275.458300 = -833866.068870 nChanged 15 SP:Iteration 18Q (250.929063 sec): 3 clusters Score: Raw -834142.203287 + Penalty 275.472516 = -833866.730771 nChanged 14 SP:Iteration 19Q (250.955560 sec): 3 clusters Score: Raw -834142.619515 + Penalty 275.401651 = -833867.217864 nChanged 9 SP:Iteration 20F (250.985384 sec): 3 clusters Score: Raw -834142.942248 + Penalty 275.375381 = -833867.566867 nChanged 7 SP:Iteration 21Q (251.012059 sec): 3 clusters Score: Raw -834143.046513 + Penalty 275.343589 = -833867.702924 nChanged 5 SP:Iteration 22Q (251.038662 sec): 3 clusters Score: Raw -834143.120069 + Penalty 275.362928 = -833867.757141 nChanged 4 SP:Iteration 23Q (251.065157 sec): 3 clusters Score: Raw -834143.169251 + Penalty 275.477620 = -833867.691631 nChanged 4 SP:Iteration 24F (251.095109 sec): 3 clusters Score: Raw -834143.201871 + Penalty 275.500253 = -833867.701618 nChanged 2 SP:Iteration 25Q (251.122007 sec): 3 clusters Score: Raw -834143.235631 + Penalty 275.563419 = -833867.672212 nChanged 4 SP:Iteration 26F (251.151578 sec): 3 clusters Score: Raw -834143.452859 + Penalty 275.593439 = -833867.859420 nChanged 2 SP:Iteration 27Q (251.178251 sec): 3 clusters Score: Raw -834143.506577 + Penalty 275.608975 = -833867.897602 nChanged 1 SP:Iteration 28Q (251.204895 sec): 3 clusters Score: Raw -834143.508296 + Penalty 275.634306 = -833867.873990 nChanged 2 SP:Iteration 29F (251.234405 sec): 3 clusters Score: Raw -834143.534365 + Penalty 275.607159 = -833867.927206 nChanged 1 SP:Iteration 30F (251.263953 sec): 3 clusters Score: Raw -834143.550510 + Penalty 275.607159 = -833867.943351 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 4 (470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.274736 sec): 2 clusters Score: Raw -24220.418387 + Penalty 626.245596 = -23594.172790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.275827 sec): 3 clusters Score: Raw -24116.135385 + Penalty 1250.514492 = -22865.620893 nChanged 144 SP:Iteration 1F (251.276887 sec): 3 clusters Score: Raw -24274.155549 + Penalty 1250.702881 = -23023.452669 nChanged 29 SP:Iteration 2F (251.277939 sec): 3 clusters Score: Raw -24315.117612 + Penalty 1252.705928 = -23062.411684 nChanged 29 SP:Iteration 3F (251.279026 sec): 3 clusters Score: Raw -24347.019209 + Penalty 1255.055192 = -23091.964017 nChanged 15 SP:Iteration 4Q (251.280040 sec): 3 clusters Score: Raw -24360.987063 + Penalty 1259.472098 = -23101.514965 nChanged 16 SP:Iteration 5Q (251.281051 sec): 3 clusters Score: Raw -24381.553871 + Penalty 1261.440609 = -23120.113262 nChanged 14 SP:Iteration 6Q (251.282059 sec): 3 clusters Score: Raw -24401.916765 + Penalty 1264.198486 = -23137.718279 nChanged 12 SP:Iteration 7Q (251.283065 sec): 3 clusters Score: Raw -24413.558855 + Penalty 1260.736260 = -23152.822596 nChanged 5 SP:Iteration 8Q (251.284063 sec): 3 clusters Score: Raw -24422.690504 + Penalty 1260.313071 = -23162.377433 nChanged 5 SP:Iteration 9Q (251.285060 sec): 3 clusters Score: Raw -24429.593615 + Penalty 1261.864759 = -23167.728856 nChanged 4 SP:Iteration 10F (251.286186 sec): 3 clusters Score: Raw -24436.949005 + Penalty 1261.407340 = -23175.541665 nChanged 4 SP:Iteration 11Q (251.287199 sec): 3 clusters Score: Raw -24441.282083 + Penalty 1261.381064 = -23179.901019 nChanged 5 SP:Iteration 12Q (251.288198 sec): 3 clusters Score: Raw -24452.629495 + Penalty 1262.759566 = -23189.869929 nChanged 2 SP:Iteration 13Q (251.289196 sec): 3 clusters Score: Raw -24462.924980 + Penalty 1264.419190 = -23198.505790 nChanged 5 SP:Iteration 14Q (251.290189 sec): 3 clusters Score: Raw -24475.207404 + Penalty 1265.026785 = -23210.180619 nChanged 2 SP:Iteration 15Q (251.291180 sec): 3 clusters Score: Raw -24478.656949 + Penalty 1265.026785 = -23213.630164 nChanged 0 SP:Iteration 16F (251.292232 sec): 3 clusters Score: Raw -24478.656949 + Penalty 1265.026785 = -23213.630164 nChanged 0 Memory request: 0.01 GB would take us to total of 0.57 GB. Trying to split cluster 5 (1179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.298609 sec): 2 clusters Score: Raw -66435.772523 + Penalty 112.384979 = -66323.387544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.300996 sec): 3 clusters Score: Raw -65700.845966 + Penalty 227.921567 = -65472.924399 nChanged 519 SP:Iteration 1F (251.303457 sec): 3 clusters Score: Raw -66214.810092 + Penalty 223.344222 = -65991.465870 nChanged 117 SP:Iteration 2F (251.305894 sec): 3 clusters Score: Raw -66281.846474 + Penalty 220.123048 = -66061.723425 nChanged 52 SP:Iteration 3Q (251.308146 sec): 3 clusters Score: Raw -66320.676138 + Penalty 218.376147 = -66102.299991 nChanged 55 SP:Iteration 4Q (251.310387 sec): 3 clusters Score: Raw -66365.284250 + Penalty 210.738504 = -66154.545746 nChanged 34 SP:Iteration 5Q (251.312628 sec): 3 clusters Score: Raw -66400.171085 + Penalty 204.335732 = -66195.835353 nChanged 30 SP:Iteration 6Q (251.314862 sec): 3 clusters Score: Raw -66430.257789 + Penalty 203.767790 = -66226.489999 nChanged 17 SP:Iteration 7Q (251.317089 sec): 3 clusters Score: Raw -66442.009733 + Penalty 205.427350 = -66236.582384 nChanged 13 SP:Iteration 8Q (251.319240 sec): 3 clusters Score: Raw -66451.162762 + Penalty 200.687423 = -66250.475338 nChanged 6 SP:Iteration 9Q (251.321318 sec): 3 clusters Score: Raw -66460.163116 + Penalty 203.619622 = -66256.543495 nChanged 9 SP:Iteration 10F (251.323546 sec): 3 clusters Score: Raw -66469.240697 + Penalty 205.691978 = -66263.548718 nChanged 4 SP:Iteration 11Q (251.325424 sec): 3 clusters Score: Raw -66472.092440 + Penalty 204.166907 = -66267.925533 nChanged 2 SP:Iteration 12Q (251.327279 sec): 3 clusters Score: Raw -66472.588008 + Penalty 205.709633 = -66266.878374 nChanged 2 SP:Iteration 13F (251.329505 sec): 3 clusters Score: Raw -66472.771646 + Penalty 205.709633 = -66267.062013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 6 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.332931 sec): 2 clusters Score: Raw -10938.375252 + Penalty 312.548148 = -10625.827104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.333530 sec): 3 clusters Score: Raw -10879.702719 + Penalty 632.298626 = -10247.404093 nChanged 46 SP:Iteration 1F (251.334146 sec): 3 clusters Score: Raw -10930.588427 + Penalty 651.651798 = -10278.936629 nChanged 19 SP:Iteration 2F (251.334729 sec): 3 clusters Score: Raw -10961.932180 + Penalty 663.229524 = -10298.702656 nChanged 12 SP:Iteration 3F (251.335311 sec): 3 clusters Score: Raw -10981.557900 + Penalty 673.148473 = -10308.409426 nChanged 4 SP:Iteration 4Q (251.335877 sec): 3 clusters Score: Raw -10986.824977 + Penalty 682.655047 = -10304.169930 nChanged 5 SP:Iteration 5F (251.336456 sec): 3 clusters Score: Raw -10992.020968 + Penalty 687.737304 = -10304.283665 nChanged 2 SP:Iteration 6Q (251.337011 sec): 3 clusters Score: Raw -10993.641856 + Penalty 691.752100 = -10301.889756 nChanged 2 SP:Iteration 7F (251.337590 sec): 3 clusters Score: Raw -10995.258637 + Penalty 695.588268 = -10299.670369 nChanged 2 SP:Iteration 8F (251.338166 sec): 3 clusters Score: Raw -10996.274244 + Penalty 695.588268 = -10300.685976 nChanged 0 Memory request: 0.02 GB would take us to total of 0.58 GB. Trying to split cluster 7 (4280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.358520 sec): 2 clusters Score: Raw -231609.246312 + Penalty 520.676327 = -231088.569985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.366649 sec): 3 clusters Score: Raw -228995.941902 + Penalty 1031.170383 = -227964.771519 nChanged 1857 SP:Iteration 1F (251.374827 sec): 3 clusters Score: Raw -230114.225146 + Penalty 1017.379898 = -229096.845248 nChanged 634 SP:Iteration 2F (251.383064 sec): 3 clusters Score: Raw -230697.463242 + Penalty 1007.995394 = -229689.467848 nChanged 373 SP:Iteration 3F (251.391107 sec): 3 clusters Score: Raw -231029.189583 + Penalty 999.620241 = -230029.569341 nChanged 231 SP:Iteration 4F (251.398956 sec): 3 clusters Score: Raw -231208.057865 + Penalty 993.008009 = -230215.049856 nChanged 149 SP:Iteration 5Q (251.406829 sec): 3 clusters Score: Raw -231324.219022 + Penalty 991.404943 = -230332.814078 nChanged 111 SP:Iteration 6Q (251.414505 sec): 3 clusters Score: Raw -231409.423827 + Penalty 988.554029 = -230420.869799 nChanged 80 SP:Iteration 7Q (251.421951 sec): 3 clusters Score: Raw -231465.946212 + Penalty 985.863520 = -230480.082692 nChanged 54 SP:Iteration 8Q (251.429256 sec): 3 clusters Score: Raw -231496.675037 + Penalty 984.097096 = -230512.577942 nChanged 45 SP:Iteration 9Q (251.436480 sec): 3 clusters Score: Raw -231514.544686 + Penalty 984.084194 = -230530.460492 nChanged 38 SP:Iteration 10F (251.444503 sec): 3 clusters Score: Raw -231525.821370 + Penalty 984.974909 = -230540.846461 nChanged 28 SP:Iteration 11Q (251.451710 sec): 3 clusters Score: Raw -231533.322785 + Penalty 984.539344 = -230548.783440 nChanged 22 SP:Iteration 12Q (251.458972 sec): 3 clusters Score: Raw -231537.644799 + Penalty 984.640559 = -230553.004240 nChanged 18 SP:Iteration 13Q (251.466081 sec): 3 clusters Score: Raw -231540.856013 + Penalty 985.993040 = -230554.862973 nChanged 15 SP:Iteration 14Q (251.473234 sec): 3 clusters Score: Raw -231543.801143 + Penalty 986.772766 = -230557.028376 nChanged 21 SP:Iteration 15Q (251.480371 sec): 3 clusters Score: Raw -231549.407667 + Penalty 988.546737 = -230560.860930 nChanged 30 SP:Iteration 16Q (251.487442 sec): 3 clusters Score: Raw -231558.516751 + Penalty 990.627318 = -230567.889433 nChanged 24 SP:Iteration 17Q (251.494465 sec): 3 clusters Score: Raw -231567.711072 + Penalty 994.280120 = -230573.430952 nChanged 31 SP:Iteration 18Q (251.501660 sec): 3 clusters Score: Raw -231578.916762 + Penalty 994.477459 = -230584.439303 nChanged 30 SP:Iteration 19Q (251.509424 sec): 3 clusters Score: Raw -231589.675489 + Penalty 997.846954 = -230591.828535 nChanged 32 SP:Iteration 20F (251.517226 sec): 3 clusters Score: Raw -231598.682882 + Penalty 998.747714 = -230599.935168 nChanged 20 SP:Iteration 21Q (251.524273 sec): 3 clusters Score: Raw -231605.494406 + Penalty 999.643459 = -230605.850947 nChanged 20 SP:Iteration 22Q (251.531179 sec): 3 clusters Score: Raw -231612.691656 + Penalty 998.856911 = -230613.834745 nChanged 19 SP:Iteration 23Q (251.538022 sec): 3 clusters Score: Raw -231617.989065 + Penalty 1000.076986 = -230617.912079 nChanged 13 SP:Iteration 24Q (251.544835 sec): 3 clusters Score: Raw -231619.977382 + Penalty 1001.293003 = -230618.684379 nChanged 9 SP:Iteration 25Q (251.551639 sec): 3 clusters Score: Raw -231621.187337 + Penalty 1001.943257 = -230619.244080 nChanged 9 SP:Iteration 26Q (251.558470 sec): 3 clusters Score: Raw -231623.096388 + Penalty 1002.669510 = -230620.426878 nChanged 7 SP:Iteration 27Q (251.565251 sec): 3 clusters Score: Raw -231623.997280 + Penalty 1004.158403 = -230619.838877 nChanged 6 SP:Iteration 28F (251.573033 sec): 3 clusters Score: Raw -231624.838834 + Penalty 1006.754628 = -230618.084206 nChanged 12 SP:Iteration 29F (251.581529 sec): 3 clusters Score: Raw -231627.730008 + Penalty 1008.583222 = -230619.146786 nChanged 17 SP:Iteration 30F (251.590179 sec): 3 clusters Score: Raw -231630.826217 + Penalty 1009.433884 = -230621.392333 nChanged 8 SP:Iteration 31Q (251.597606 sec): 3 clusters Score: Raw -231631.898621 + Penalty 1009.621002 = -230622.277619 nChanged 8 SP:Iteration 32Q (251.605137 sec): 3 clusters Score: Raw -231632.827461 + Penalty 1011.447239 = -230621.380221 nChanged 6 SP:Iteration 33F (251.614408 sec): 3 clusters Score: Raw -231633.774161 + Penalty 1013.447601 = -230620.326559 nChanged 9 SP:Iteration 34F (251.623795 sec): 3 clusters Score: Raw -231635.209444 + Penalty 1014.740412 = -230620.469032 nChanged 11 SP:Iteration 35Q (251.631317 sec): 3 clusters Score: Raw -231636.916830 + Penalty 1016.462156 = -230620.454674 nChanged 11 SP:Iteration 36F (251.639826 sec): 3 clusters Score: Raw -231638.699512 + Penalty 1017.438558 = -230621.260954 nChanged 12 SP:Iteration 37Q (251.646574 sec): 3 clusters Score: Raw -231641.377797 + Penalty 1018.998155 = -230622.379642 nChanged 13 SP:Iteration 38Q (251.653264 sec): 3 clusters Score: Raw -231644.947298 + Penalty 1020.127233 = -230624.820065 nChanged 7 SP:Iteration 39Q (251.659958 sec): 3 clusters Score: Raw -231646.197081 + Penalty 1021.464886 = -230624.732195 nChanged 8 SP:Iteration 40F (251.667724 sec): 3 clusters Score: Raw -231647.498134 + Penalty 1020.900333 = -230626.597801 nChanged 8 SP:Iteration 41Q (251.674352 sec): 3 clusters Score: Raw -231648.487474 + Penalty 1019.463992 = -230629.023482 nChanged 6 SP:Iteration 42Q (251.681021 sec): 3 clusters Score: Raw -231649.523164 + Penalty 1020.165870 = -230629.357294 nChanged 4 SP:Iteration 43Q (251.687731 sec): 3 clusters Score: Raw -231650.083878 + Penalty 1020.478836 = -230629.605042 nChanged 2 SP:Iteration 44Q (251.694341 sec): 3 clusters Score: Raw -231650.400668 + Penalty 1020.478836 = -230629.921833 nChanged 0 SP:Iteration 45F (251.702136 sec): 3 clusters Score: Raw -231650.400668 + Penalty 1020.478836 = -230629.921833 nChanged 0 Memory request: 0.02 GB would take us to total of 0.58 GB. Trying to split cluster 8 (3849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.722132 sec): 2 clusters Score: Raw -213540.830046 + Penalty 145.181789 = -213395.648256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.729417 sec): 3 clusters Score: Raw -211075.936573 + Penalty 291.575461 = -210784.361112 nChanged 1798 SP:Iteration 1F (251.736587 sec): 3 clusters Score: Raw -212354.930749 + Penalty 292.665485 = -212062.265264 nChanged 278 SP:Iteration 2F (251.743766 sec): 3 clusters Score: Raw -212529.160446 + Penalty 292.870462 = -212236.289984 nChanged 190 SP:Iteration 3Q (251.750961 sec): 3 clusters Score: Raw -212654.239766 + Penalty 292.679350 = -212361.560416 nChanged 156 SP:Iteration 4Q (251.758141 sec): 3 clusters Score: Raw -212748.927115 + Penalty 292.248114 = -212456.679001 nChanged 130 SP:Iteration 5Q (251.765299 sec): 3 clusters Score: Raw -212816.699953 + Penalty 292.208088 = -212524.491865 nChanged 97 SP:Iteration 6Q (251.772405 sec): 3 clusters Score: Raw -212853.743445 + Penalty 292.383668 = -212561.359776 nChanged 73 SP:Iteration 7Q (251.779548 sec): 3 clusters Score: Raw -212876.932819 + Penalty 292.668559 = -212584.264259 nChanged 70 SP:Iteration 8Q (251.786645 sec): 3 clusters Score: Raw -212900.307792 + Penalty 292.747882 = -212607.559910 nChanged 73 SP:Iteration 9Q (251.793681 sec): 3 clusters Score: Raw -212923.867962 + Penalty 292.870432 = -212630.997529 nChanged 72 SP:Iteration 10F (251.800853 sec): 3 clusters Score: Raw -212951.228199 + Penalty 293.157468 = -212658.070732 nChanged 77 SP:Iteration 11Q (251.807868 sec): 3 clusters Score: Raw -212982.143931 + Penalty 293.167277 = -212688.976654 nChanged 82 SP:Iteration 12Q (251.815042 sec): 3 clusters Score: Raw -213013.587955 + Penalty 293.549692 = -212720.038262 nChanged 77 SP:Iteration 13Q (251.822014 sec): 3 clusters Score: Raw -213050.620098 + Penalty 294.142761 = -212756.477337 nChanged 76 SP:Iteration 14Q (251.828953 sec): 3 clusters Score: Raw -213091.587242 + Penalty 294.594042 = -212796.993200 nChanged 72 SP:Iteration 15Q (251.835999 sec): 3 clusters Score: Raw -213125.325200 + Penalty 294.289512 = -212831.035688 nChanged 68 SP:Iteration 16Q (251.842860 sec): 3 clusters Score: Raw -213155.955551 + Penalty 294.714383 = -212861.241168 nChanged 77 SP:Iteration 17Q (251.849678 sec): 3 clusters Score: Raw -213194.847534 + Penalty 294.643005 = -212900.204529 nChanged 76 SP:Iteration 18Q (251.856445 sec): 3 clusters Score: Raw -213223.950534 + Penalty 295.585535 = -212928.364999 nChanged 61 SP:Iteration 19Q (251.863208 sec): 3 clusters Score: Raw -213245.388240 + Penalty 296.304089 = -212949.084151 nChanged 59 SP:Iteration 20F (251.870401 sec): 3 clusters Score: Raw -213263.700796 + Penalty 296.774450 = -212966.926346 nChanged 46 SP:Iteration 21Q (251.877111 sec): 3 clusters Score: Raw -213278.299741 + Penalty 297.037648 = -212981.262094 nChanged 43 SP:Iteration 22Q (251.883879 sec): 3 clusters Score: Raw -213288.773702 + Penalty 297.309840 = -212991.463862 nChanged 35 SP:Iteration 23Q (251.890627 sec): 3 clusters Score: Raw -213297.930097 + Penalty 296.885727 = -213001.044370 nChanged 32 SP:Iteration 24Q (251.897221 sec): 3 clusters Score: Raw -213304.737097 + Penalty 296.857669 = -213007.879428 nChanged 23 SP:Iteration 25Q (251.903786 sec): 3 clusters Score: Raw -213309.056736 + Penalty 296.837921 = -213012.218815 nChanged 23 SP:Iteration 26Q (251.910332 sec): 3 clusters Score: Raw -213313.980459 + Penalty 297.171174 = -213016.809285 nChanged 32 SP:Iteration 27Q (251.917076 sec): 3 clusters Score: Raw -213322.492987 + Penalty 297.499733 = -213024.993255 nChanged 33 SP:Iteration 28Q (251.923721 sec): 3 clusters Score: Raw -213331.932187 + Penalty 297.683511 = -213034.248675 nChanged 28 SP:Iteration 29Q (251.930202 sec): 3 clusters Score: Raw -213339.210338 + Penalty 298.119367 = -213041.090971 nChanged 26 SP:Iteration 30F (251.937418 sec): 3 clusters Score: Raw -213346.826022 + Penalty 297.946125 = -213048.879897 nChanged 32 SP:Iteration 31Q (251.943842 sec): 3 clusters Score: Raw -213355.107612 + Penalty 298.446782 = -213056.660829 nChanged 27 SP:Iteration 32Q (251.950250 sec): 3 clusters Score: Raw -213360.762172 + Penalty 298.707050 = -213062.055122 nChanged 30 SP:Iteration 33Q (251.956630 sec): 3 clusters Score: Raw -213367.779490 + Penalty 298.319075 = -213069.460415 nChanged 28 SP:Iteration 34Q (251.963012 sec): 3 clusters Score: Raw -213375.929637 + Penalty 298.381735 = -213077.547902 nChanged 28 SP:Iteration 35Q (251.969368 sec): 3 clusters Score: Raw -213383.342284 + Penalty 297.775347 = -213085.566937 nChanged 23 SP:Iteration 36Q (251.975689 sec): 3 clusters Score: Raw -213387.420892 + Penalty 298.047237 = -213089.373655 nChanged 19 SP:Iteration 37Q (251.982034 sec): 3 clusters Score: Raw -213391.514170 + Penalty 298.060726 = -213093.453444 nChanged 25 SP:Iteration 38Q (251.988349 sec): 3 clusters Score: Raw -213397.057234 + Penalty 298.518901 = -213098.538333 nChanged 19 SP:Iteration 39Q (251.994672 sec): 3 clusters Score: Raw -213400.465362 + Penalty 298.375355 = -213102.090007 nChanged 16 SP:Iteration 40F (252.001977 sec): 3 clusters Score: Raw -213403.629530 + Penalty 298.393683 = -213105.235847 nChanged 19 SP:Iteration 41Q (252.008234 sec): 3 clusters Score: Raw -213409.513107 + Penalty 299.300515 = -213110.212592 nChanged 15 SP:Iteration 42Q (252.014508 sec): 3 clusters Score: Raw -213415.803041 + Penalty 298.627298 = -213117.175743 nChanged 23 SP:Iteration 43Q (252.020887 sec): 3 clusters Score: Raw -213425.138081 + Penalty 298.620461 = -213126.517619 nChanged 19 SP:Iteration 44Q (252.027096 sec): 3 clusters Score: Raw -213431.137089 + Penalty 300.166025 = -213130.971065 nChanged 16 SP:Iteration 45Q (252.033269 sec): 3 clusters Score: Raw -213433.633102 + Penalty 300.740782 = -213132.892320 nChanged 13 SP:Iteration 46Q (252.039430 sec): 3 clusters Score: Raw -213436.628338 + Penalty 300.039866 = -213136.588472 nChanged 15 SP:Iteration 47Q (252.045575 sec): 3 clusters Score: Raw -213440.227300 + Penalty 299.917031 = -213140.310269 nChanged 14 SP:Iteration 48Q (252.051714 sec): 3 clusters Score: Raw -213444.277135 + Penalty 300.245582 = -213144.031553 nChanged 11 SP:Iteration 49Q (252.057830 sec): 3 clusters Score: Raw -213446.572349 + Penalty 301.669772 = -213144.902578 nChanged 11 SP:Iteration 50F (252.065086 sec): 3 clusters Score: Raw -213449.386227 + Penalty 301.700433 = -213147.685794 nChanged 15 SP:Iteration 51Q (252.071202 sec): 3 clusters Score: Raw -213456.132969 + Penalty 300.073888 = -213156.059081 nChanged 15 SP:Iteration 52Q (252.077298 sec): 3 clusters Score: Raw -213462.704190 + Penalty 300.083244 = -213162.620946 nChanged 19 SP:Iteration 53Q (252.083419 sec): 3 clusters Score: Raw -213472.290404 + Penalty 302.281224 = -213170.009180 nChanged 21 SP:Iteration 54Q (252.089508 sec): 3 clusters Score: Raw -213485.628280 + Penalty 302.116679 = -213183.511601 nChanged 20 SP:Iteration 55Q (252.095563 sec): 3 clusters Score: Raw -213495.555866 + Penalty 300.182660 = -213195.373206 nChanged 19 SP:Iteration 56Q (252.101610 sec): 3 clusters Score: Raw -213502.311553 + Penalty 300.724600 = -213201.586953 nChanged 9 SP:Iteration 57Q (252.107630 sec): 3 clusters Score: Raw -213504.200563 + Penalty 301.653661 = -213202.546902 nChanged 11 SP:Iteration 58Q (252.113626 sec): 3 clusters Score: Raw -213506.462050 + Penalty 301.553698 = -213204.908353 nChanged 8 SP:Iteration 59Q (252.119791 sec): 3 clusters Score: Raw -213508.384435 + Penalty 301.464927 = -213206.919508 nChanged 8 SP:Iteration 60F (252.127460 sec): 3 clusters Score: Raw -213510.201867 + Penalty 299.690872 = -213210.510995 nChanged 6 SP:Iteration 61Q (252.133439 sec): 3 clusters Score: Raw -213511.813303 + Penalty 301.005867 = -213210.807436 nChanged 5 SP:Iteration 62Q (252.139445 sec): 3 clusters Score: Raw -213512.963910 + Penalty 303.455391 = -213209.508519 nChanged 10 SP:Iteration 63F (252.146724 sec): 3 clusters Score: Raw -213515.717049 + Penalty 305.838950 = -213209.878099 nChanged 11 SP:Iteration 64Q (252.152682 sec): 3 clusters Score: Raw -213518.349368 + Penalty 308.202413 = -213210.146955 nChanged 6 SP:Iteration 65Q (252.158637 sec): 3 clusters Score: Raw -213519.379370 + Penalty 308.218013 = -213211.161357 nChanged 4 SP:Iteration 66Q (252.164582 sec): 3 clusters Score: Raw -213520.304881 + Penalty 308.596448 = -213211.708433 nChanged 5 SP:Iteration 67Q (252.170569 sec): 3 clusters Score: Raw -213521.208991 + Penalty 310.807755 = -213210.401236 nChanged 5 SP:Iteration 68F (252.177854 sec): 3 clusters Score: Raw -213521.961116 + Penalty 312.188770 = -213209.772346 nChanged 3 SP:Iteration 69F (252.185280 sec): 3 clusters Score: Raw -213522.102518 + Penalty 312.719736 = -213209.382782 nChanged 1 SP:Iteration 70F (252.192583 sec): 3 clusters Score: Raw -213522.148502 + Penalty 313.291520 = -213208.856982 nChanged 1 SP:Iteration 71F (252.199867 sec): 3 clusters Score: Raw -213522.260814 + Penalty 313.291520 = -213208.969294 nChanged 0 Memory request: 0.03 GB would take us to total of 0.58 GB. Trying to split cluster 9 (5077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (252.225557 sec): 2 clusters Score: Raw -281659.106191 + Penalty 160.068755 = -281499.037436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (252.235281 sec): 3 clusters Score: Raw -278445.262764 + Penalty 340.739617 = -278104.523147 nChanged 2326 SP:Iteration 1F (252.244785 sec): 3 clusters Score: Raw -280626.332546 + Penalty 350.743412 = -280275.589134 nChanged 471 SP:Iteration 2F (252.254292 sec): 3 clusters Score: Raw -280872.730026 + Penalty 358.213162 = -280514.516864 nChanged 276 SP:Iteration 3F (252.263825 sec): 3 clusters Score: Raw -281055.017023 + Penalty 364.933789 = -280690.083234 nChanged 212 SP:Iteration 4Q (252.273530 sec): 3 clusters Score: Raw -281231.320679 + Penalty 369.126333 = -280862.194346 nChanged 154 SP:Iteration 5Q (252.283097 sec): 3 clusters Score: Raw -281384.264173 + Penalty 371.203962 = -281013.060210 nChanged 116 SP:Iteration 6Q (252.292655 sec): 3 clusters Score: Raw -281499.814247 + Penalty 370.742131 = -281129.072116 nChanged 86 SP:Iteration 7Q (252.301853 sec): 3 clusters Score: Raw -281563.488902 + Penalty 368.930323 = -281194.558579 nChanged 60 SP:Iteration 8Q (252.310838 sec): 3 clusters Score: Raw -281598.087947 + Penalty 367.871953 = -281230.215994 nChanged 43 SP:Iteration 9Q (252.319647 sec): 3 clusters Score: Raw -281619.346709 + Penalty 366.056842 = -281253.289867 nChanged 38 SP:Iteration 10F (252.329617 sec): 3 clusters Score: Raw -281639.530027 + Penalty 362.431277 = -281277.098750 nChanged 42 SP:Iteration 11Q (252.338119 sec): 3 clusters Score: Raw -281655.232071 + Penalty 360.392504 = -281294.839567 nChanged 37 SP:Iteration 12Q (252.346546 sec): 3 clusters Score: Raw -281667.021506 + Penalty 358.673722 = -281308.347785 nChanged 32 SP:Iteration 13Q (252.354900 sec): 3 clusters Score: Raw -281676.581367 + Penalty 357.646577 = -281318.934790 nChanged 27 SP:Iteration 14Q (252.363211 sec): 3 clusters Score: Raw -281684.452577 + Penalty 357.993897 = -281326.458680 nChanged 21 SP:Iteration 15Q (252.371481 sec): 3 clusters Score: Raw -281689.441007 + Penalty 359.365191 = -281330.075816 nChanged 18 SP:Iteration 16Q (252.379855 sec): 3 clusters Score: Raw -281692.845188 + Penalty 361.007862 = -281331.837326 nChanged 15 SP:Iteration 17Q (252.388160 sec): 3 clusters Score: Raw -281695.459249 + Penalty 361.469370 = -281333.989879 nChanged 15 SP:Iteration 18Q (252.396734 sec): 3 clusters Score: Raw -281697.287674 + Penalty 362.012569 = -281335.275105 nChanged 11 SP:Iteration 19Q (252.405195 sec): 3 clusters Score: Raw -281698.920864 + Penalty 363.134953 = -281335.785910 nChanged 16 SP:Iteration 20F (252.414787 sec): 3 clusters Score: Raw -281702.046125 + Penalty 366.758776 = -281335.287349 nChanged 17 SP:Iteration 21F (252.424428 sec): 3 clusters Score: Raw -281707.306194 + Penalty 369.141292 = -281338.164902 nChanged 13 SP:Iteration 22Q (252.432674 sec): 3 clusters Score: Raw -281710.556685 + Penalty 370.656753 = -281339.899932 nChanged 10 SP:Iteration 23Q (252.440845 sec): 3 clusters Score: Raw -281712.570224 + Penalty 372.670819 = -281339.899405 nChanged 13 SP:Iteration 24F (252.450635 sec): 3 clusters Score: Raw -281715.001675 + Penalty 373.841700 = -281341.159975 nChanged 14 SP:Iteration 25Q (252.458711 sec): 3 clusters Score: Raw -281717.283817 + Penalty 374.474849 = -281342.808968 nChanged 8 SP:Iteration 26Q (252.466764 sec): 3 clusters Score: Raw -281719.051905 + Penalty 375.583986 = -281343.467920 nChanged 10 SP:Iteration 27Q (252.474792 sec): 3 clusters Score: Raw -281720.459209 + Penalty 377.160763 = -281343.298446 nChanged 9 SP:Iteration 28F (252.484834 sec): 3 clusters Score: Raw -281722.157357 + Penalty 379.058026 = -281343.099331 nChanged 8 SP:Iteration 29F (252.494615 sec): 3 clusters Score: Raw -281723.394518 + Penalty 379.462117 = -281343.932402 nChanged 3 SP:Iteration 30F (252.504438 sec): 3 clusters Score: Raw -281723.579154 + Penalty 379.462117 = -281344.117038 nChanged 0 Memory request: 0.01 GB would take us to total of 0.56 GB. Trying to split cluster 10 (582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (252.510569 sec): 2 clusters Score: Raw -33662.472386 + Penalty 159.708444 = -33502.763941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (252.511818 sec): 3 clusters Score: Raw -33340.984662 + Penalty 317.673471 = -33023.311192 nChanged 231 SP:Iteration 1F (252.513021 sec): 3 clusters Score: Raw -33508.519868 + Penalty 317.575025 = -33190.944844 nChanged 51 SP:Iteration 2F (252.514222 sec): 3 clusters Score: Raw -33541.972411 + Penalty 318.275572 = -33223.696839 nChanged 30 SP:Iteration 3F (252.515429 sec): 3 clusters Score: Raw -33552.338874 + Penalty 318.622484 = -33233.716389 nChanged 9 SP:Iteration 4Q (252.516624 sec): 3 clusters Score: Raw -33553.828124 + Penalty 318.515400 = -33235.312725 nChanged 7 SP:Iteration 5Q (252.517824 sec): 3 clusters Score: Raw -33557.664944 + Penalty 318.750870 = -33238.914074 nChanged 8 SP:Iteration 6Q (252.519018 sec): 3 clusters Score: Raw -33561.715826 + Penalty 319.298221 = -33242.417604 nChanged 9 SP:Iteration 7Q (252.520231 sec): 3 clusters Score: Raw -33563.839125 + Penalty 319.535876 = -33244.303249 nChanged 4 SP:Iteration 8Q (252.521437 sec): 3 clusters Score: Raw -33564.947368 + Penalty 319.537390 = -33245.409977 nChanged 6 SP:Iteration 9Q (252.522636 sec): 3 clusters Score: Raw -33566.658494 + Penalty 319.416889 = -33247.241606 nChanged 5 SP:Iteration 10F (252.523860 sec): 3 clusters Score: Raw -33567.217128 + Penalty 319.416889 = -33247.800240 nChanged 2 SP:Iteration 11Q (252.525049 sec): 3 clusters Score: Raw -33567.424838 + Penalty 319.416889 = -33248.007949 nChanged 2 SP:Iteration 12Q (252.526335 sec): 3 clusters Score: Raw -33568.131485 + Penalty 319.525045 = -33248.606440 nChanged 1 SP:Iteration 13Q (252.527528 sec): 3 clusters Score: Raw -33569.864456 + Penalty 319.416889 = -33250.447567 nChanged 1 SP:Iteration 14Q (252.528715 sec): 3 clusters Score: Raw -33570.144051 + Penalty 319.307101 = -33250.836951 nChanged 1 SP:Iteration 15Q (252.529901 sec): 3 clusters Score: Raw -33570.758914 + Penalty 319.303696 = -33251.455218 nChanged 2 SP:Iteration 16Q (252.531168 sec): 3 clusters Score: Raw -33572.814927 + Penalty 318.960523 = -33253.854405 nChanged 5 SP:Iteration 17Q (252.532412 sec): 3 clusters Score: Raw -33577.102400 + Penalty 319.067917 = -33258.034483 nChanged 5 SP:Iteration 18Q (252.533592 sec): 3 clusters Score: Raw -33578.905205 + Penalty 318.800691 = -33260.104514 nChanged 4 SP:Iteration 19Q (252.534773 sec): 3 clusters Score: Raw -33580.399654 + Penalty 318.557482 = -33261.842172 nChanged 4 SP:Iteration 20F (252.535972 sec): 3 clusters Score: Raw -33581.236929 + Penalty 318.103294 = -33263.133635 nChanged 6 SP:Iteration 21Q (252.537133 sec): 3 clusters Score: Raw -33582.679891 + Penalty 317.690582 = -33264.989309 nChanged 7 SP:Iteration 22Q (252.538299 sec): 3 clusters Score: Raw -33584.217384 + Penalty 317.357577 = -33266.859807 nChanged 4 SP:Iteration 23Q (252.539490 sec): 3 clusters Score: Raw -33584.919173 + Penalty 316.741719 = -33268.177454 nChanged 5 SP:Iteration 24Q (252.540668 sec): 3 clusters Score: Raw -33586.779350 + Penalty 316.288533 = -33270.490817 nChanged 6 SP:Iteration 25Q (252.541842 sec): 3 clusters Score: Raw -33589.533930 + Penalty 316.041936 = -33273.491994 nChanged 3 SP:Iteration 26Q (252.543016 sec): 3 clusters Score: Raw -33590.473072 + Penalty 316.041936 = -33274.431137 nChanged 0 SP:Iteration 27F (252.544215 sec): 3 clusters Score: Raw -33590.473072 + Penalty 316.041936 = -33274.431137 nChanged 0 Memory request: 0.01 GB would take us to total of 0.57 GB. Trying to split cluster 11 (987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (252.549585 sec): 2 clusters Score: Raw -55303.591899 + Penalty 132.152125 = -55171.439774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (252.551584 sec): 3 clusters Score: Raw -54676.558573 + Penalty 266.125244 = -54410.433328 nChanged 441 SP:Iteration 1F (252.553558 sec): 3 clusters Score: Raw -55023.788411 + Penalty 271.074375 = -54752.714036 nChanged 130 SP:Iteration 2F (252.555572 sec): 3 clusters Score: Raw -55168.008723 + Penalty 273.753274 = -54894.255449 nChanged 50 SP:Iteration 3F (252.557558 sec): 3 clusters Score: Raw -55214.708017 + Penalty 276.115956 = -54938.592062 nChanged 33 SP:Iteration 4Q (252.559436 sec): 3 clusters Score: Raw -55244.118963 + Penalty 275.603728 = -54968.515235 nChanged 22 SP:Iteration 5Q (252.561279 sec): 3 clusters Score: Raw -55258.291516 + Penalty 276.028443 = -54982.263073 nChanged 16 SP:Iteration 6Q (252.563100 sec): 3 clusters Score: Raw -55266.951888 + Penalty 278.086184 = -54988.865704 nChanged 15 SP:Iteration 7Q (252.564910 sec): 3 clusters Score: Raw -55275.114570 + Penalty 277.314053 = -54997.800517 nChanged 17 SP:Iteration 8Q (252.566707 sec): 3 clusters Score: Raw -55286.715012 + Penalty 278.883002 = -55007.832009 nChanged 16 SP:Iteration 9Q (252.568486 sec): 3 clusters Score: Raw -55302.611293 + Penalty 274.592382 = -55028.018912 nChanged 15 SP:Iteration 10F (252.570477 sec): 3 clusters Score: Raw -55310.679149 + Penalty 278.446565 = -55032.232584 nChanged 9 SP:Iteration 11Q (252.572227 sec): 3 clusters Score: Raw -55317.039068 + Penalty 278.494976 = -55038.544092 nChanged 6 SP:Iteration 12Q (252.573966 sec): 3 clusters Score: Raw -55319.889058 + Penalty 281.401123 = -55038.487935 nChanged 3 SP:Iteration 13F (252.575954 sec): 3 clusters Score: Raw -55323.389532 + Penalty 280.973809 = -55042.415722 nChanged 4 SP:Iteration 14Q (252.577765 sec): 3 clusters Score: Raw -55324.670859 + Penalty 280.502579 = -55044.168280 nChanged 2 SP:Iteration 15Q (252.579530 sec): 3 clusters Score: Raw -55324.952495 + Penalty 279.859254 = -55045.093242 nChanged 1 SP:Iteration 16Q (252.581274 sec): 3 clusters Score: Raw -55324.981489 + Penalty 279.859254 = -55045.122235 nChanged 0 SP:Iteration 17F (252.583262 sec): 3 clusters Score: Raw -55324.981489 + Penalty 279.859254 = -55045.122235 nChanged 0 Memory request: 0.01 GB would take us to total of 0.57 GB. Trying to split cluster 12 (923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (252.588553 sec): 2 clusters Score: Raw -51317.658910 + Penalty 99.111677 = -51218.547234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (252.590517 sec): 3 clusters Score: Raw -50755.723923 + Penalty 197.790059 = -50557.933864 nChanged 402 SP:Iteration 1F (252.592424 sec): 3 clusters Score: Raw -51103.340205 + Penalty 197.911491 = -50905.428714 nChanged 94 SP:Iteration 2F (252.594312 sec): 3 clusters Score: Raw -51217.309141 + Penalty 197.557850 = -51019.751291 nChanged 47 SP:Iteration 3F (252.596154 sec): 3 clusters Score: Raw -51269.487799 + Penalty 197.177709 = -51072.310090 nChanged 41 SP:Iteration 4Q (252.597927 sec): 3 clusters Score: Raw -51293.831212 + Penalty 197.381020 = -51096.450193 nChanged 27 SP:Iteration 5Q (252.599667 sec): 3 clusters Score: Raw -51306.075161 + Penalty 197.878817 = -51108.196344 nChanged 17 SP:Iteration 6Q (252.601428 sec): 3 clusters Score: Raw -51315.783895 + Penalty 198.398469 = -51117.385425 nChanged 12 SP:Iteration 7Q (252.603152 sec): 3 clusters Score: Raw -51325.212812 + Penalty 198.716060 = -51126.496752 nChanged 13 SP:Iteration 8Q (252.604876 sec): 3 clusters Score: Raw -51335.951290 + Penalty 198.896945 = -51137.054345 nChanged 11 SP:Iteration 9Q (252.606598 sec): 3 clusters Score: Raw -51341.565059 + Penalty 199.231021 = -51142.334039 nChanged 11 SP:Iteration 10F (252.608480 sec): 3 clusters Score: Raw -51346.991241 + Penalty 199.460069 = -51147.531172 nChanged 9 SP:Iteration 11Q (252.610228 sec): 3 clusters Score: Raw -51349.376414 + Penalty 199.586302 = -51149.790112 nChanged 4 SP:Iteration 12Q (252.611938 sec): 3 clusters Score: Raw -51349.764721 + Penalty 199.628583 = -51150.136138 nChanged 1 SP:Iteration 13Q (252.613649 sec): 3 clusters Score: Raw -51349.846026 + Penalty 199.628583 = -51150.217443 nChanged 0 SP:Iteration 14F (252.615484 sec): 3 clusters Score: Raw -51349.846026 + Penalty 199.628583 = -51150.217443 nChanged 0 Memory request: 0.02 GB would take us to total of 0.57 GB. Trying to split cluster 13 (2880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (252.625011 sec): 2 clusters Score: Raw -161567.043346 + Penalty 120.154647 = -161446.888699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (252.630638 sec): 3 clusters Score: Raw -159698.819814 + Penalty 236.096613 = -159462.723201 nChanged 1354 SP:Iteration 1F (252.636090 sec): 3 clusters Score: Raw -160571.604926 + Penalty 238.711529 = -160332.893397 nChanged 319 SP:Iteration 2F (252.641492 sec): 3 clusters Score: Raw -160732.022021 + Penalty 241.853755 = -160490.168266 nChanged 200 SP:Iteration 3F (252.646885 sec): 3 clusters Score: Raw -160862.826692 + Penalty 244.490180 = -160618.336512 nChanged 203 SP:Iteration 4F (252.652296 sec): 3 clusters Score: Raw -161041.111352 + Penalty 244.073592 = -160797.037760 nChanged 203 SP:Iteration 5F (252.657729 sec): 3 clusters Score: Raw -161247.373783 + Penalty 249.808954 = -160997.564829 nChanged 145 SP:Iteration 6F (252.663177 sec): 3 clusters Score: Raw -161422.816117 + Penalty 252.603918 = -161170.212199 nChanged 74 SP:Iteration 7Q (252.668641 sec): 3 clusters Score: Raw -161540.581111 + Penalty 256.926212 = -161283.654899 nChanged 24 SP:Iteration 8Q (252.673140 sec): 3 clusters Score: Raw -161558.194192 + Penalty 263.009113 = -161295.185079 nChanged 11 SP:Iteration 9Q (252.677587 sec): 3 clusters Score: Raw -161565.304283 + Penalty 262.698530 = -161302.605753 nChanged 6 SP:Iteration 10F (252.683088 sec): 3 clusters Score: Raw -161567.435544 + Penalty 255.764527 = -161311.671017 nChanged 5 SP:Iteration 11Q (252.687600 sec): 3 clusters Score: Raw -161569.064164 + Penalty 255.182222 = -161313.881942 nChanged 3 SP:Iteration 12Q (252.692019 sec): 3 clusters Score: Raw -161569.873828 + Penalty 252.899201 = -161316.974626 nChanged 1 SP:Iteration 13Q (252.696443 sec): 3 clusters Score: Raw -161570.033267 + Penalty 254.015952 = -161316.017316 nChanged 2 SP:Iteration 14F (252.701906 sec): 3 clusters Score: Raw -161570.835486 + Penalty 254.015952 = -161316.819534 nChanged 0 Memory request: 0.01 GB would take us to total of 0.56 GB. Trying to split cluster 14 (866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (252.707260 sec): 2 clusters Score: Raw -45268.026920 + Penalty 235.992842 = -45032.034077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (252.709031 sec): 3 clusters Score: Raw -44790.429140 + Penalty 473.077158 = -44317.351982 nChanged 329 SP:Iteration 1F (252.710780 sec): 3 clusters Score: Raw -45032.512743 + Penalty 481.325821 = -44551.186922 nChanged 122 SP:Iteration 2F (252.712532 sec): 3 clusters Score: Raw -45174.413363 + Penalty 490.176453 = -44684.236910 nChanged 78 SP:Iteration 3F (252.714285 sec): 3 clusters Score: Raw -45259.425566 + Penalty 489.397911 = -44770.027654 nChanged 41 SP:Iteration 4Q (252.716007 sec): 3 clusters Score: Raw -45301.333103 + Penalty 486.581708 = -44814.751394 nChanged 21 SP:Iteration 5Q (252.717718 sec): 3 clusters Score: Raw -45325.318452 + Penalty 485.670790 = -44839.647662 nChanged 24 SP:Iteration 6Q (252.719420 sec): 3 clusters Score: Raw -45356.970558 + Penalty 489.205036 = -44867.765522 nChanged 25 SP:Iteration 7Q (252.721117 sec): 3 clusters Score: Raw -45381.103732 + Penalty 489.401512 = -44891.702220 nChanged 19 SP:Iteration 8Q (252.722812 sec): 3 clusters Score: Raw -45397.909750 + Penalty 490.036064 = -44907.873686 nChanged 9 SP:Iteration 9Q (252.724500 sec): 3 clusters Score: Raw -45406.631735 + Penalty 486.870456 = -44919.761279 nChanged 8 SP:Iteration 10F (252.726310 sec): 3 clusters Score: Raw -45409.942841 + Penalty 487.034351 = -44922.908490 nChanged 2 SP:Iteration 11Q (252.728028 sec): 3 clusters Score: Raw -45410.286503 + Penalty 487.577020 = -44922.709483 nChanged 1 SP:Iteration 12F (252.729782 sec): 3 clusters Score: Raw -45410.452164 + Penalty 488.063079 = -44922.389085 nChanged 2 SP:Iteration 13F (252.731656 sec): 3 clusters Score: Raw -45411.630750 + Penalty 489.343645 = -44922.287105 nChanged 3 SP:Iteration 14F (252.733449 sec): 3 clusters Score: Raw -45413.231076 + Penalty 491.554978 = -44921.676098 nChanged 3 SP:Iteration 15F (252.735301 sec): 3 clusters Score: Raw -45413.841197 + Penalty 491.946191 = -44921.895006 nChanged 4 SP:Iteration 16Q (252.737090 sec): 3 clusters Score: Raw -45415.439623 + Penalty 492.728729 = -44922.710894 nChanged 2 SP:Iteration 17Q (252.738781 sec): 3 clusters Score: Raw -45416.848306 + Penalty 493.761363 = -44923.086942 nChanged 2 SP:Iteration 18Q (252.740443 sec): 3 clusters Score: Raw -45417.026064 + Penalty 494.622318 = -44922.403747 nChanged 1 SP:Iteration 19F (252.742255 sec): 3 clusters Score: Raw -45417.064974 + Penalty 494.622318 = -44922.442656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 15 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (252.743095 sec): 2 clusters Score: Raw -6168.738156 + Penalty 603.900745 = -5564.837411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (252.743520 sec): 3 clusters Score: Raw -6279.539413 + Penalty 1206.110777 = -5073.428637 nChanged 17 SP:Iteration 1F (252.743937 sec): 3 clusters Score: Raw -6349.420644 + Penalty 1205.473983 = -5143.946660 nChanged 3 SP:Iteration 2Q (252.744327 sec): 3 clusters Score: Raw -6363.873083 + Penalty 1205.717790 = -5158.155292 nChanged 2 SP:Iteration 3Q (252.744715 sec): 3 clusters Score: Raw -6368.511151 + Penalty 1204.044172 = -5164.466979 nChanged 2 SP:Iteration 4Q (252.745100 sec): 3 clusters Score: Raw -6376.163027 + Penalty 1204.044172 = -5172.118854 nChanged 0 SP:Iteration 5F (252.745516 sec): 3 clusters Score: Raw -6376.163027 + Penalty 1204.044172 = -5172.118854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 16 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (252.747378 sec): 2 clusters Score: Raw -24697.939917 + Penalty 940.916918 = -23757.022999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (252.748427 sec): 3 clusters Score: Raw -24657.029575 + Penalty 1877.767236 = -22779.262339 nChanged 123 SP:Iteration 1F (252.749458 sec): 3 clusters Score: Raw -24847.356603 + Penalty 1875.303048 = -22972.053556 nChanged 36 SP:Iteration 2F (252.750485 sec): 3 clusters Score: Raw -24909.878949 + Penalty 1874.697825 = -23035.181125 nChanged 12 SP:Iteration 3Q (252.751476 sec): 3 clusters Score: Raw -24929.485599 + Penalty 1874.265615 = -23055.219984 nChanged 5 SP:Iteration 4Q (252.752461 sec): 3 clusters Score: Raw -24937.032788 + Penalty 1873.910842 = -23063.121946 nChanged 4 SP:Iteration 5Q (252.753444 sec): 3 clusters Score: Raw -24947.799838 + Penalty 1873.540840 = -23074.258998 nChanged 4 SP:Iteration 6Q (252.754428 sec): 3 clusters Score: Raw -24951.941702 + Penalty 1873.540840 = -23078.400862 nChanged 0 SP:Iteration 7F (252.755452 sec): 3 clusters Score: Raw -24951.941702 + Penalty 1873.540840 = -23078.400862 nChanged 0 Memory request: 0.01 GB would take us to total of 0.57 GB. Trying to split cluster 17 (1552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (252.763321 sec): 2 clusters Score: Raw -84713.629842 + Penalty 116.225252 = -84597.404589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (252.766332 sec): 3 clusters Score: Raw -83736.033044 + Penalty 242.897891 = -83493.135153 nChanged 689 SP:Iteration 1F (252.769256 sec): 3 clusters Score: Raw -84337.173491 + Penalty 259.917046 = -84077.256445 nChanged 170 SP:Iteration 2F (252.772157 sec): 3 clusters Score: Raw -84485.822118 + Penalty 284.177261 = -84201.644857 nChanged 110 SP:Iteration 3F (252.775043 sec): 3 clusters Score: Raw -84603.392853 + Penalty 322.249893 = -84281.142960 nChanged 88 SP:Iteration 4F (252.777919 sec): 3 clusters Score: Raw -84706.627615 + Penalty 354.765625 = -84351.861990 nChanged 47 SP:Iteration 5Q (252.780745 sec): 3 clusters Score: Raw -84761.976795 + Penalty 385.155100 = -84376.821695 nChanged 19 SP:Iteration 6Q (252.783407 sec): 3 clusters Score: Raw -84788.345723 + Penalty 404.518418 = -84383.827305 nChanged 13 SP:Iteration 7Q (252.785890 sec): 3 clusters Score: Raw -84808.182428 + Penalty 412.552012 = -84395.630416 nChanged 3 SP:Iteration 8Q (252.788240 sec): 3 clusters Score: Raw -84813.495107 + Penalty 412.692074 = -84400.803033 nChanged 2 SP:Iteration 9Q (252.790633 sec): 3 clusters Score: Raw -84817.290278 + Penalty 411.488544 = -84405.801734 nChanged 1 SP:Iteration 10F (252.793538 sec): 3 clusters Score: Raw -84817.640585 + Penalty 411.648790 = -84405.991795 nChanged 1 SP:Iteration 11Q (252.795871 sec): 3 clusters Score: Raw -84819.206878 + Penalty 411.648790 = -84407.558088 nChanged 0 SP:Iteration 12F (252.798736 sec): 3 clusters Score: Raw -84819.206878 + Penalty 411.648790 = -84407.558088 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 18 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (252.802472 sec): 2 clusters Score: Raw -7382.650248 + Penalty 214.734500 = -7167.915748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (252.802962 sec): 3 clusters Score: Raw -7339.615931 + Penalty 422.563327 = -6917.052604 nChanged 36 SP:Iteration 1F (252.803425 sec): 3 clusters Score: Raw -7367.953654 + Penalty 422.245802 = -6945.707852 nChanged 12 SP:Iteration 2F (252.803886 sec): 3 clusters Score: Raw -7382.869970 + Penalty 429.469000 = -6953.400970 nChanged 10 SP:Iteration 3F (252.804346 sec): 3 clusters Score: Raw -7401.542445 + Penalty 432.203354 = -6969.339091 nChanged 6 SP:Iteration 4Q (252.804794 sec): 3 clusters Score: Raw -7407.094281 + Penalty 430.806731 = -6976.287550 nChanged 1 SP:Iteration 5Q (252.805241 sec): 3 clusters Score: Raw -7407.372564 + Penalty 430.806731 = -6976.565833 nChanged 0 SP:Iteration 6F (252.805699 sec): 3 clusters Score: Raw -7407.372564 + Penalty 430.806731 = -6976.565833 nChanged 0 Memory request: 0.01 GB would take us to total of 0.57 GB. Trying to split cluster 19 (1633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (252.814104 sec): 2 clusters Score: Raw -88302.272046 + Penalty 627.823834 = -87674.448212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (252.817138 sec): 3 clusters Score: Raw -87425.887008 + Penalty 1262.422709 = -86163.464299 nChanged 605 SP:Iteration 1F (252.820136 sec): 3 clusters Score: Raw -87815.607957 + Penalty 1275.981287 = -86539.626670 nChanged 218 SP:Iteration 2F (252.823122 sec): 3 clusters Score: Raw -87998.202383 + Penalty 1299.130121 = -86699.072262 nChanged 130 SP:Iteration 3F (252.826109 sec): 3 clusters Score: Raw -88099.999965 + Penalty 1328.210291 = -86771.789673 nChanged 104 SP:Iteration 4F (252.829075 sec): 3 clusters Score: Raw -88191.123071 + Penalty 1354.757038 = -86836.366033 nChanged 72 SP:Iteration 5Q (252.832010 sec): 3 clusters Score: Raw -88256.168656 + Penalty 1382.996236 = -86873.172420 nChanged 62 SP:Iteration 6Q (252.835305 sec): 3 clusters Score: Raw -88313.510166 + Penalty 1405.585433 = -86907.924733 nChanged 40 SP:Iteration 7Q (252.838242 sec): 3 clusters Score: Raw -88353.283995 + Penalty 1422.620602 = -86930.663393 nChanged 31 SP:Iteration 8Q (252.841187 sec): 3 clusters Score: Raw -88375.767519 + Penalty 1438.600365 = -86937.167155 nChanged 27 SP:Iteration 9Q (252.843981 sec): 3 clusters Score: Raw -88396.980897 + Penalty 1453.121477 = -86943.859420 nChanged 23 SP:Iteration 10F (252.846938 sec): 3 clusters Score: Raw -88414.147006 + Penalty 1463.515362 = -86950.631644 nChanged 19 SP:Iteration 11Q (252.849650 sec): 3 clusters Score: Raw -88425.280349 + Penalty 1470.732155 = -86954.548194 nChanged 12 SP:Iteration 12Q (252.852331 sec): 3 clusters Score: Raw -88430.309113 + Penalty 1478.897373 = -86951.411740 nChanged 12 SP:Iteration 13F (252.855311 sec): 3 clusters Score: Raw -88437.016455 + Penalty 1484.690668 = -86952.325787 nChanged 9 SP:Iteration 14Q (252.858005 sec): 3 clusters Score: Raw -88443.875441 + Penalty 1486.322410 = -86957.553032 nChanged 2 SP:Iteration 15Q (252.860667 sec): 3 clusters Score: Raw -88444.797123 + Penalty 1487.106683 = -86957.690440 nChanged 2 SP:Iteration 16Q (252.863311 sec): 3 clusters Score: Raw -88445.643752 + Penalty 1488.253748 = -86957.390004 nChanged 1 SP:Iteration 17F (252.866279 sec): 3 clusters Score: Raw -88445.861956 + Penalty 1490.597740 = -86955.264216 nChanged 2 SP:Iteration 18F (252.869237 sec): 3 clusters Score: Raw -88446.446974 + Penalty 1490.597740 = -86955.849234 nChanged 0 Memory request: 0.01 GB would take us to total of 0.57 GB. Trying to split cluster 20 (979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (252.874290 sec): 2 clusters Score: Raw -57223.430627 + Penalty 213.042911 = -57010.387716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (252.876259 sec): 3 clusters Score: Raw -56680.662328 + Penalty 425.408832 = -56255.253496 nChanged 395 SP:Iteration 1F (252.878198 sec): 3 clusters Score: Raw -56984.226816 + Penalty 423.758067 = -56560.468749 nChanged 107 SP:Iteration 2F (252.880130 sec): 3 clusters Score: Raw -57112.001670 + Penalty 422.193915 = -56689.807755 nChanged 75 SP:Iteration 3F (252.882061 sec): 3 clusters Score: Raw -57200.863764 + Penalty 421.000537 = -56779.863227 nChanged 52 SP:Iteration 4F (252.884005 sec): 3 clusters Score: Raw -57230.718477 + Penalty 420.562857 = -56810.155620 nChanged 29 SP:Iteration 5Q (252.885865 sec): 3 clusters Score: Raw -57240.838213 + Penalty 420.836482 = -56820.001731 nChanged 17 SP:Iteration 6Q (252.887724 sec): 3 clusters Score: Raw -57247.749940 + Penalty 420.395288 = -56827.354653 nChanged 17 SP:Iteration 7Q (252.889573 sec): 3 clusters Score: Raw -57254.522920 + Penalty 420.224023 = -56834.298897 nChanged 14 SP:Iteration 8Q (252.891419 sec): 3 clusters Score: Raw -57262.259859 + Penalty 420.231459 = -56842.028400 nChanged 12 SP:Iteration 9Q (252.893257 sec): 3 clusters Score: Raw -57268.597376 + Penalty 420.617875 = -56847.979501 nChanged 9 SP:Iteration 10F (252.895278 sec): 3 clusters Score: Raw -57271.960365 + Penalty 420.905049 = -56851.055315 nChanged 10 SP:Iteration 11Q (252.897152 sec): 3 clusters Score: Raw -57276.118761 + Penalty 421.069762 = -56855.048999 nChanged 12 SP:Iteration 12Q (252.899011 sec): 3 clusters Score: Raw -57281.932952 + Penalty 421.297277 = -56860.635675 nChanged 15 SP:Iteration 13Q (252.900843 sec): 3 clusters Score: Raw -57290.134305 + Penalty 421.820234 = -56868.314070 nChanged 19 SP:Iteration 14Q (252.902675 sec): 3 clusters Score: Raw -57302.452754 + Penalty 423.195132 = -56879.257622 nChanged 19 SP:Iteration 15Q (252.904558 sec): 3 clusters Score: Raw -57315.487135 + Penalty 424.578187 = -56890.908948 nChanged 22 SP:Iteration 16Q (252.906418 sec): 3 clusters Score: Raw -57325.730511 + Penalty 426.241818 = -56899.488692 nChanged 16 SP:Iteration 17Q (252.908240 sec): 3 clusters Score: Raw -57330.939154 + Penalty 427.088719 = -56903.850434 nChanged 8 SP:Iteration 18Q (252.910050 sec): 3 clusters Score: Raw -57332.180752 + Penalty 427.300185 = -56904.880567 nChanged 2 SP:Iteration 19Q (252.911860 sec): 3 clusters Score: Raw -57333.379406 + Penalty 427.821589 = -56905.557818 nChanged 5 SP:Iteration 20F (252.913796 sec): 3 clusters Score: Raw -57334.555309 + Penalty 428.152345 = -56906.402963 nChanged 3 SP:Iteration 21Q (252.915621 sec): 3 clusters Score: Raw -57335.348851 + Penalty 428.248027 = -56907.100824 nChanged 1 SP:Iteration 22Q (252.917448 sec): 3 clusters Score: Raw -57335.541054 + Penalty 428.248027 = -56907.293027 nChanged 0 SP:Iteration 23F (252.919384 sec): 3 clusters Score: Raw -57335.541054 + Penalty 428.248027 = -56907.293027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 21 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (252.920817 sec): 2 clusters Score: Raw -19611.543083 + Penalty 97.466787 = -19514.076296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (252.921684 sec): 3 clusters Score: Raw -19429.876745 + Penalty 193.654390 = -19236.222355 nChanged 125 SP:Iteration 1F (252.922471 sec): 3 clusters Score: Raw -19520.111048 + Penalty 192.846588 = -19327.264460 nChanged 32 SP:Iteration 2F (252.923250 sec): 3 clusters Score: Raw -19550.548452 + Penalty 197.606443 = -19352.942009 nChanged 28 SP:Iteration 3F (252.924026 sec): 3 clusters Score: Raw -19583.676963 + Penalty 207.178489 = -19376.498474 nChanged 16 SP:Iteration 4Q (252.924792 sec): 3 clusters Score: Raw -19598.556041 + Penalty 227.973974 = -19370.582067 nChanged 9 SP:Iteration 5F (252.925632 sec): 3 clusters Score: Raw -19607.961575 + Penalty 241.228001 = -19366.733574 nChanged 4 SP:Iteration 6F (252.926471 sec): 3 clusters Score: Raw -19610.121952 + Penalty 281.426138 = -19328.695815 nChanged 2 SP:Iteration 7F (252.927208 sec): 3 clusters Score: Raw -19610.037603 + Penalty 488.837206 = -19121.200398 nChanged 2 SP:Iteration 8F (252.927978 sec): 3 clusters Score: Raw -19609.105555 + Penalty 488.837206 = -19120.268349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 23 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (252.928856 sec): 2 clusters Score: Raw -6637.866079 + Penalty 184.928341 = -6452.937738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (252.929320 sec): 3 clusters Score: Raw -6607.641363 + Penalty 368.883279 = -6238.758083 nChanged 39 SP:Iteration 1F (252.929777 sec): 3 clusters Score: Raw -6672.282698 + Penalty 384.222093 = -6288.060605 nChanged 18 SP:Iteration 2F (252.930231 sec): 3 clusters Score: Raw -6704.111652 + Penalty 384.231095 = -6319.880557 nChanged 6 SP:Iteration 3Q (252.930665 sec): 3 clusters Score: Raw -6714.446560 + Penalty 389.479601 = -6324.966959 nChanged 4 SP:Iteration 4Q (252.931095 sec): 3 clusters Score: Raw -6723.576490 + Penalty 394.588515 = -6328.987975 nChanged 2 SP:Iteration 5Q (252.931521 sec): 3 clusters Score: Raw -6726.396751 + Penalty 397.291145 = -6329.105606 nChanged 1 SP:Iteration 6Q (252.931944 sec): 3 clusters Score: Raw -6726.962850 + Penalty 397.291145 = -6329.671705 nChanged 0 SP:Iteration 7F (252.932395 sec): 3 clusters Score: Raw -6726.962850 + Penalty 397.291145 = -6329.671705 nChanged 0 Memory request: 0.01 GB would take us to total of 0.56 GB. Trying to split cluster 27 (699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (252.936627 sec): 2 clusters Score: Raw -40273.726897 + Penalty 486.499341 = -39787.227556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (252.938229 sec): 3 clusters Score: Raw -39981.666423 + Penalty 981.308843 = -39000.357580 nChanged 249 SP:Iteration 1F (252.939771 sec): 3 clusters Score: Raw -40185.911873 + Penalty 990.784561 = -39195.127311 nChanged 65 SP:Iteration 2F (252.941307 sec): 3 clusters Score: Raw -40254.214037 + Penalty 1000.429419 = -39253.784618 nChanged 43 SP:Iteration 3F (252.942806 sec): 3 clusters Score: Raw -40299.356012 + Penalty 1013.344457 = -39286.011555 nChanged 29 SP:Iteration 4Q (252.944246 sec): 3 clusters Score: Raw -40327.624846 + Penalty 1023.673535 = -39303.951311 nChanged 15 SP:Iteration 5Q (252.945665 sec): 3 clusters Score: Raw -40339.154984 + Penalty 1028.027712 = -39311.127272 nChanged 6 SP:Iteration 6Q (252.947064 sec): 3 clusters Score: Raw -40344.830984 + Penalty 1032.095991 = -39312.734994 nChanged 4 SP:Iteration 7Q (252.948458 sec): 3 clusters Score: Raw -40346.089047 + Penalty 1031.450008 = -39314.639039 nChanged 1 SP:Iteration 8Q (252.949857 sec): 3 clusters Score: Raw -40346.412686 + Penalty 1031.450008 = -39314.962678 nChanged 0 SP:Iteration 9F (252.951306 sec): 3 clusters Score: Raw -40346.412686 + Penalty 1031.450008 = -39314.962678 nChanged 0 Memory request: 0.01 GB would take us to total of 0.56 GB. Trying to split cluster 29 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (252.954456 sec): 2 clusters Score: Raw -30592.687037 + Penalty 59.465796 = -30533.221242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (252.955690 sec): 3 clusters Score: Raw -30252.945841 + Penalty 122.260223 = -30130.685618 nChanged 248 SP:Iteration 1F (252.956867 sec): 3 clusters Score: Raw -30477.234926 + Penalty 127.932698 = -30349.302228 nChanged 65 SP:Iteration 2F (252.958045 sec): 3 clusters Score: Raw -30532.303876 + Penalty 135.295471 = -30397.008405 nChanged 33 SP:Iteration 3F (252.959211 sec): 3 clusters Score: Raw -30552.314469 + Penalty 142.914716 = -30409.399753 nChanged 24 SP:Iteration 4Q (252.960376 sec): 3 clusters Score: Raw -30568.998276 + Penalty 152.943640 = -30416.054636 nChanged 24 SP:Iteration 5Q (252.961542 sec): 3 clusters Score: Raw -30587.251116 + Penalty 161.959512 = -30425.291604 nChanged 20 SP:Iteration 6Q (252.962707 sec): 3 clusters Score: Raw -30604.722950 + Penalty 168.827520 = -30435.895429 nChanged 16 SP:Iteration 7Q (252.963875 sec): 3 clusters Score: Raw -30617.921045 + Penalty 180.234604 = -30437.686441 nChanged 11 SP:Iteration 8Q (252.965025 sec): 3 clusters Score: Raw -30624.528728 + Penalty 190.692352 = -30433.836376 nChanged 7 SP:Iteration 9F (252.966180 sec): 3 clusters Score: Raw -30627.702368 + Penalty 192.727056 = -30434.975312 nChanged 1 SP:Iteration 10F (252.967366 sec): 3 clusters Score: Raw -30627.947531 + Penalty 192.727056 = -30435.220475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 32 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (252.968878 sec): 2 clusters Score: Raw -7999.685567 + Penalty 773.538554 = -7226.147013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (252.969451 sec): 3 clusters Score: Raw -8122.223969 + Penalty 1545.451540 = -6576.772430 nChanged 37 SP:Iteration 1F (252.970014 sec): 3 clusters Score: Raw -8284.792273 + Penalty 1547.077109 = -6737.715164 nChanged 14 SP:Iteration 2F (252.970578 sec): 3 clusters Score: Raw -8360.633820 + Penalty 1548.498733 = -6812.135087 nChanged 8 SP:Iteration 3Q (252.971084 sec): 3 clusters Score: Raw -8419.077046 + Penalty 1548.947709 = -6870.129337 nChanged 4 SP:Iteration 4Q (252.971584 sec): 3 clusters Score: Raw -8453.713496 + Penalty 1549.093115 = -6904.620381 nChanged 2 SP:Iteration 5Q (252.972082 sec): 3 clusters Score: Raw -8463.673471 + Penalty 1549.104516 = -6914.568956 nChanged 1 SP:Iteration 6Q (252.972585 sec): 3 clusters Score: Raw -8471.821171 + Penalty 1549.104516 = -6922.716655 nChanged 0 SP:Iteration 7F (252.973177 sec): 3 clusters Score: Raw -8473.367531 + Penalty 1549.385090 = -6923.982441 nChanged 1 SP:Iteration 8Q (252.973687 sec): 3 clusters Score: Raw -8492.024356 + Penalty 1550.054022 = -6941.970334 nChanged 1 SP:Iteration 9Q (252.974193 sec): 3 clusters Score: Raw -8494.565374 + Penalty 1551.050999 = -6943.514375 nChanged 1 SP:Iteration 10F (252.974768 sec): 3 clusters Score: Raw -8500.539821 + Penalty 1551.641036 = -6948.898785 nChanged 1 SP:Iteration 11Q (252.975272 sec): 3 clusters Score: Raw -8503.068293 + Penalty 1551.641036 = -6951.427258 nChanged 0 SP:Iteration 12F (252.975847 sec): 3 clusters Score: Raw -8503.068293 + Penalty 1551.641036 = -6951.427258 nChanged 0 Memory request: 0.01 GB would take us to total of 0.56 GB. Trying to split cluster 34 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (252.978278 sec): 2 clusters Score: Raw -32773.573553 + Penalty 249.096104 = -32524.477450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (252.979538 sec): 3 clusters Score: Raw -32495.804655 + Penalty 495.973150 = -31999.831505 nChanged 216 SP:Iteration 1F (252.980771 sec): 3 clusters Score: Raw -32633.685349 + Penalty 494.124573 = -32139.560776 nChanged 43 SP:Iteration 2F (252.981999 sec): 3 clusters Score: Raw -32663.374415 + Penalty 494.392102 = -32168.982313 nChanged 31 SP:Iteration 3F (252.983202 sec): 3 clusters Score: Raw -32685.343895 + Penalty 492.619115 = -32192.724780 nChanged 22 SP:Iteration 4Q (252.984408 sec): 3 clusters Score: Raw -32698.608850 + Penalty 497.086005 = -32201.522845 nChanged 20 SP:Iteration 5Q (252.985677 sec): 3 clusters Score: Raw -32710.987785 + Penalty 502.624040 = -32208.363745 nChanged 18 SP:Iteration 6Q (252.986890 sec): 3 clusters Score: Raw -32723.234166 + Penalty 507.823380 = -32215.410786 nChanged 19 SP:Iteration 7Q (252.988124 sec): 3 clusters Score: Raw -32739.369424 + Penalty 517.566797 = -32221.802626 nChanged 19 SP:Iteration 8Q (252.989330 sec): 3 clusters Score: Raw -32755.007638 + Penalty 543.844194 = -32211.163444 nChanged 17 SP:Iteration 9F (252.990545 sec): 3 clusters Score: Raw -32773.652907 + Penalty 585.682400 = -32187.970507 nChanged 17 SP:Iteration 10F (252.991763 sec): 3 clusters Score: Raw -32796.219626 + Penalty 618.314199 = -32177.905426 nChanged 9 SP:Iteration 11F (252.992980 sec): 3 clusters Score: Raw -32813.865985 + Penalty 638.267809 = -32175.598176 nChanged 3 SP:Iteration 12F (252.994192 sec): 3 clusters Score: Raw -32820.723181 + Penalty 644.931686 = -32175.791495 nChanged 1 SP:Iteration 13Q (252.995296 sec): 3 clusters Score: Raw -32823.239612 + Penalty 643.462192 = -32179.777420 nChanged 1 SP:Iteration 14Q (252.996381 sec): 3 clusters Score: Raw -32826.558630 + Penalty 643.462192 = -32183.096438 nChanged 0 SP:Iteration 15F (252.997596 sec): 3 clusters Score: Raw -32826.558630 + Penalty 643.462192 = -32183.096438 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 38 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (252.999615 sec): 2 clusters Score: Raw -17378.101010 + Penalty 316.084720 = -17062.016290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.000496 sec): 3 clusters Score: Raw -17303.668672 + Penalty 631.623051 = -16672.045621 nChanged 103 SP:Iteration 1F (253.001359 sec): 3 clusters Score: Raw -17404.344569 + Penalty 632.504818 = -16771.839752 nChanged 22 SP:Iteration 2F (253.002225 sec): 3 clusters Score: Raw -17428.875469 + Penalty 633.801647 = -16795.073822 nChanged 16 SP:Iteration 3Q (253.003065 sec): 3 clusters Score: Raw -17453.064064 + Penalty 634.836350 = -16818.227714 nChanged 12 SP:Iteration 4Q (253.003898 sec): 3 clusters Score: Raw -17467.368228 + Penalty 633.283162 = -16834.085067 nChanged 7 SP:Iteration 5Q (253.004724 sec): 3 clusters Score: Raw -17474.352981 + Penalty 633.540639 = -16840.812342 nChanged 5 SP:Iteration 6Q (253.005551 sec): 3 clusters Score: Raw -17478.313887 + Penalty 634.777412 = -16843.536475 nChanged 2 SP:Iteration 7Q (253.006374 sec): 3 clusters Score: Raw -17478.695775 + Penalty 635.577226 = -16843.118549 nChanged 2 SP:Iteration 8F (253.007228 sec): 3 clusters Score: Raw -17479.070446 + Penalty 636.752944 = -16842.317501 nChanged 4 SP:Iteration 9F (253.008091 sec): 3 clusters Score: Raw -17480.480953 + Penalty 637.282216 = -16843.198737 nChanged 3 SP:Iteration 10F (253.008945 sec): 3 clusters Score: Raw -17481.982372 + Penalty 637.211186 = -16844.771186 nChanged 1 SP:Iteration 11Q (253.009770 sec): 3 clusters Score: Raw -17482.257061 + Penalty 636.881466 = -16845.375595 nChanged 1 SP:Iteration 12Q (253.010593 sec): 3 clusters Score: Raw -17482.571172 + Penalty 636.881466 = -16845.689706 nChanged 0 SP:Iteration 13F (253.011447 sec): 3 clusters Score: Raw -17482.571172 + Penalty 636.881466 = -16845.689706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 39 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.012865 sec): 2 clusters Score: Raw -12017.439417 + Penalty 105.732229 = -11911.707187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.013439 sec): 3 clusters Score: Raw -11913.314275 + Penalty 206.823938 = -11706.490337 nChanged 68 SP:Iteration 1F (253.014004 sec): 3 clusters Score: Raw -11969.271009 + Penalty 210.140434 = -11759.130575 nChanged 18 SP:Iteration 2F (253.014570 sec): 3 clusters Score: Raw -11986.414134 + Penalty 211.387753 = -11775.026380 nChanged 7 SP:Iteration 3Q (253.015150 sec): 3 clusters Score: Raw -11996.306355 + Penalty 213.114553 = -11783.191802 nChanged 4 SP:Iteration 4Q (253.015697 sec): 3 clusters Score: Raw -11997.791398 + Penalty 214.100512 = -11783.690886 nChanged 2 SP:Iteration 5Q (253.016239 sec): 3 clusters Score: Raw -11997.704245 + Penalty 215.336635 = -11782.367610 nChanged 2 SP:Iteration 6F (253.016799 sec): 3 clusters Score: Raw -11999.569421 + Penalty 216.868046 = -11782.701375 nChanged 4 SP:Iteration 7Q (253.017343 sec): 3 clusters Score: Raw -12004.902545 + Penalty 219.033703 = -11785.868843 nChanged 3 SP:Iteration 8Q (253.017875 sec): 3 clusters Score: Raw -12006.665402 + Penalty 223.119393 = -11783.546009 nChanged 4 SP:Iteration 9F (253.018435 sec): 3 clusters Score: Raw -12008.173971 + Penalty 226.782723 = -11781.391248 nChanged 3 SP:Iteration 10F (253.018994 sec): 3 clusters Score: Raw -12008.174430 + Penalty 230.338580 = -11777.835850 nChanged 3 SP:Iteration 11F (253.019553 sec): 3 clusters Score: Raw -12008.553214 + Penalty 234.369476 = -11774.183738 nChanged 2 SP:Iteration 12F (253.020112 sec): 3 clusters Score: Raw -12008.891278 + Penalty 240.916689 = -11767.974589 nChanged 3 SP:Iteration 13F (253.020705 sec): 3 clusters Score: Raw -12008.894313 + Penalty 249.911661 = -11758.982652 nChanged 3 SP:Iteration 14F (253.021287 sec): 3 clusters Score: Raw -12010.153659 + Penalty 258.375241 = -11751.778418 nChanged 2 SP:Iteration 15F (253.021841 sec): 3 clusters Score: Raw -12011.266406 + Penalty 267.676965 = -11743.589441 nChanged 2 SP:Iteration 16F (253.022437 sec): 3 clusters Score: Raw -12012.231326 + Penalty 305.909800 = -11706.321525 nChanged 5 SP:Iteration 17F (253.023034 sec): 3 clusters Score: Raw -12014.669700 + Penalty 318.522328 = -11696.147372 nChanged 2 SP:Iteration 18F (253.023634 sec): 3 clusters Score: Raw -12015.762647 + Penalty 337.841304 = -11677.921343 nChanged 1 SP:Iteration 19F (253.024232 sec): 3 clusters Score: Raw -12016.089547 + Penalty 337.841304 = -11678.248243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 41 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.026158 sec): 2 clusters Score: Raw -20484.550012 + Penalty 866.658717 = -19617.891295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.027065 sec): 3 clusters Score: Raw -20429.482663 + Penalty 1733.183311 = -18696.299352 nChanged 64 SP:Iteration 1F (253.027958 sec): 3 clusters Score: Raw -20514.289694 + Penalty 1733.261073 = -18781.028621 nChanged 20 SP:Iteration 2F (253.028847 sec): 3 clusters Score: Raw -20551.895947 + Penalty 1735.169177 = -18816.726770 nChanged 13 SP:Iteration 3Q (253.029712 sec): 3 clusters Score: Raw -20580.695257 + Penalty 1736.346798 = -18844.348459 nChanged 11 SP:Iteration 4Q (253.030569 sec): 3 clusters Score: Raw -20603.680364 + Penalty 1736.499496 = -18867.180867 nChanged 6 SP:Iteration 5Q (253.031420 sec): 3 clusters Score: Raw -20614.657901 + Penalty 1736.672903 = -18877.984997 nChanged 3 SP:Iteration 6Q (253.032270 sec): 3 clusters Score: Raw -20620.585107 + Penalty 1737.280449 = -18883.304658 nChanged 3 SP:Iteration 7Q (253.033118 sec): 3 clusters Score: Raw -20626.399062 + Penalty 1737.513603 = -18888.885459 nChanged 3 SP:Iteration 8Q (253.033964 sec): 3 clusters Score: Raw -20630.040990 + Penalty 1736.966618 = -18893.074372 nChanged 2 SP:Iteration 9Q (253.034810 sec): 3 clusters Score: Raw -20633.598560 + Penalty 1737.624623 = -18895.973937 nChanged 3 SP:Iteration 10F (253.035694 sec): 3 clusters Score: Raw -20639.093986 + Penalty 1738.027294 = -18901.066692 nChanged 2 SP:Iteration 11Q (253.036542 sec): 3 clusters Score: Raw -20640.025314 + Penalty 1737.874766 = -18902.150548 nChanged 1 SP:Iteration 12Q (253.037391 sec): 3 clusters Score: Raw -20640.596215 + Penalty 1737.874766 = -18902.721449 nChanged 0 SP:Iteration 13F (253.038297 sec): 3 clusters Score: Raw -20640.596215 + Penalty 1737.874766 = -18902.721449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 46 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.040261 sec): 2 clusters Score: Raw -22762.266808 + Penalty 751.484937 = -22010.781871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.041176 sec): 3 clusters Score: Raw -22708.973848 + Penalty 1503.009779 = -21205.964069 nChanged 78 SP:Iteration 1F (253.042098 sec): 3 clusters Score: Raw -22802.513975 + Penalty 1502.959172 = -21299.554803 nChanged 20 SP:Iteration 2F (253.043005 sec): 3 clusters Score: Raw -22838.497564 + Penalty 1502.961414 = -21335.536150 nChanged 7 SP:Iteration 3Q (253.043884 sec): 3 clusters Score: Raw -22850.050420 + Penalty 1503.061298 = -21346.989122 nChanged 7 SP:Iteration 4Q (253.044760 sec): 3 clusters Score: Raw -22855.815531 + Penalty 1503.249079 = -21352.566451 nChanged 2 SP:Iteration 5Q (253.045635 sec): 3 clusters Score: Raw -22856.451614 + Penalty 1503.398207 = -21353.053407 nChanged 2 SP:Iteration 6Q (253.046510 sec): 3 clusters Score: Raw -22857.014368 + Penalty 1503.398207 = -21353.616161 nChanged 0 SP:Iteration 7F (253.047413 sec): 3 clusters Score: Raw -22857.014368 + Penalty 1503.398207 = -21353.616161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 47 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.048607 sec): 2 clusters Score: Raw -4892.778403 + Penalty 676.884056 = -4215.894347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.049015 sec): 3 clusters Score: Raw -5031.813634 + Penalty 1354.663171 = -3677.150464 nChanged 7 SP:Iteration 1F (253.049413 sec): 3 clusters Score: Raw -5058.561043 + Penalty 1355.618365 = -3702.942678 nChanged 2 SP:Iteration 2Q (253.049786 sec): 3 clusters Score: Raw -5064.047604 + Penalty 1356.030099 = -3708.017505 nChanged 1 SP:Iteration 3Q (253.050159 sec): 3 clusters Score: Raw -5067.143430 + Penalty 1356.030099 = -3711.113330 nChanged 0 SP:Iteration 4F (253.050556 sec): 3 clusters Score: Raw -5067.143430 + Penalty 1356.030099 = -3711.113330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 51 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.051832 sec): 2 clusters Score: Raw -5895.084340 + Penalty 270.957375 = -5624.126965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.052230 sec): 3 clusters Score: Raw -5880.549579 + Penalty 548.738699 = -5331.810880 nChanged 26 SP:Iteration 1F (253.052622 sec): 3 clusters Score: Raw -5924.724799 + Penalty 558.760757 = -5365.964042 nChanged 8 SP:Iteration 2F (253.053012 sec): 3 clusters Score: Raw -5942.488130 + Penalty 561.166951 = -5381.321179 nChanged 3 SP:Iteration 3Q (253.053394 sec): 3 clusters Score: Raw -5946.604884 + Penalty 563.664521 = -5382.940363 nChanged 1 SP:Iteration 4Q (253.053771 sec): 3 clusters Score: Raw -5949.592156 + Penalty 566.555879 = -5383.036278 nChanged 1 SP:Iteration 5Q (253.054146 sec): 3 clusters Score: Raw -5951.349030 + Penalty 566.555879 = -5384.793151 nChanged 0 SP:Iteration 6F (253.054536 sec): 3 clusters Score: Raw -5951.349030 + Penalty 566.555879 = -5384.793151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 55 (409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.056542 sec): 2 clusters Score: Raw -18859.361869 + Penalty 525.068997 = -18334.292873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.057506 sec): 3 clusters Score: Raw -18733.205341 + Penalty 1079.697469 = -17653.507871 nChanged 95 SP:Iteration 1F (253.058450 sec): 3 clusters Score: Raw -18858.022309 + Penalty 1089.171539 = -17768.850770 nChanged 41 SP:Iteration 2F (253.059398 sec): 3 clusters Score: Raw -18917.810709 + Penalty 1095.488483 = -17822.322226 nChanged 14 SP:Iteration 3Q (253.060322 sec): 3 clusters Score: Raw -18940.244484 + Penalty 1099.390429 = -17840.854055 nChanged 11 SP:Iteration 4Q (253.061238 sec): 3 clusters Score: Raw -18962.051808 + Penalty 1103.821807 = -17858.230001 nChanged 10 SP:Iteration 5Q (253.062180 sec): 3 clusters Score: Raw -18988.858855 + Penalty 1108.751899 = -17880.106956 nChanged 8 SP:Iteration 6Q (253.063081 sec): 3 clusters Score: Raw -19004.911189 + Penalty 1118.633655 = -17886.277534 nChanged 9 SP:Iteration 7Q (253.063977 sec): 3 clusters Score: Raw -19022.821553 + Penalty 1123.221053 = -17899.600500 nChanged 4 SP:Iteration 8Q (253.064862 sec): 3 clusters Score: Raw -19030.081810 + Penalty 1128.731331 = -17901.350479 nChanged 4 SP:Iteration 9Q (253.065743 sec): 3 clusters Score: Raw -19037.841348 + Penalty 1133.951868 = -17903.889480 nChanged 3 SP:Iteration 10F (253.066687 sec): 3 clusters Score: Raw -19047.429355 + Penalty 1134.039926 = -17913.389429 nChanged 3 SP:Iteration 11Q (253.067562 sec): 3 clusters Score: Raw -19051.877541 + Penalty 1132.506170 = -17919.371371 nChanged 1 SP:Iteration 12Q (253.068431 sec): 3 clusters Score: Raw -19052.510792 + Penalty 1132.506170 = -17920.004623 nChanged 0 SP:Iteration 13F (253.069376 sec): 3 clusters Score: Raw -19052.510792 + Penalty 1132.506170 = -17920.004623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 59 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.071119 sec): 2 clusters Score: Raw -17006.612033 + Penalty 718.682540 = -16287.929493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.071889 sec): 3 clusters Score: Raw -16986.609300 + Penalty 1442.113376 = -15544.495925 nChanged 66 SP:Iteration 1F (253.072647 sec): 3 clusters Score: Raw -17085.457731 + Penalty 1443.331152 = -15642.126580 nChanged 13 SP:Iteration 2Q (253.073386 sec): 3 clusters Score: Raw -17108.669013 + Penalty 1445.502862 = -15663.166152 nChanged 6 SP:Iteration 3Q (253.074116 sec): 3 clusters Score: Raw -17117.621901 + Penalty 1447.506452 = -15670.115449 nChanged 3 SP:Iteration 4Q (253.074840 sec): 3 clusters Score: Raw -17124.311461 + Penalty 1447.722854 = -15676.588608 nChanged 1 SP:Iteration 5Q (253.075558 sec): 3 clusters Score: Raw -17125.908690 + Penalty 1448.091485 = -15677.817205 nChanged 1 SP:Iteration 6Q (253.076277 sec): 3 clusters Score: Raw -17128.193792 + Penalty 1447.442286 = -15680.751506 nChanged 1 SP:Iteration 7Q (253.076993 sec): 3 clusters Score: Raw -17129.424576 + Penalty 1447.442286 = -15681.982291 nChanged 0 SP:Iteration 8F (253.077752 sec): 3 clusters Score: Raw -17129.424576 + Penalty 1447.442286 = -15681.982291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 64 (445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.079827 sec): 2 clusters Score: Raw -23945.562180 + Penalty 737.206734 = -23208.355446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.080847 sec): 3 clusters Score: Raw -23848.969589 + Penalty 1477.250849 = -22371.718741 nChanged 114 SP:Iteration 1F (253.081853 sec): 3 clusters Score: Raw -23985.921112 + Penalty 1483.437824 = -22502.483288 nChanged 31 SP:Iteration 2F (253.082857 sec): 3 clusters Score: Raw -24028.994696 + Penalty 1488.378645 = -22540.616051 nChanged 19 SP:Iteration 3Q (253.083839 sec): 3 clusters Score: Raw -24062.532762 + Penalty 1492.954646 = -22569.578116 nChanged 11 SP:Iteration 4Q (253.084812 sec): 3 clusters Score: Raw -24089.147340 + Penalty 1494.977867 = -22594.169473 nChanged 6 SP:Iteration 5Q (253.085780 sec): 3 clusters Score: Raw -24098.290640 + Penalty 1499.826925 = -22598.463715 nChanged 7 SP:Iteration 6Q (253.086746 sec): 3 clusters Score: Raw -24106.003331 + Penalty 1502.852397 = -22603.150933 nChanged 6 SP:Iteration 7Q (253.087716 sec): 3 clusters Score: Raw -24111.957606 + Penalty 1506.259521 = -22605.698085 nChanged 4 SP:Iteration 8Q (253.088675 sec): 3 clusters Score: Raw -24114.711050 + Penalty 1507.503652 = -22607.207398 nChanged 2 SP:Iteration 9Q (253.089644 sec): 3 clusters Score: Raw -24117.483760 + Penalty 1509.956781 = -22607.526978 nChanged 5 SP:Iteration 10F (253.090682 sec): 3 clusters Score: Raw -24121.241155 + Penalty 1511.395772 = -22609.845383 nChanged 3 SP:Iteration 11Q (253.091647 sec): 3 clusters Score: Raw -24124.979748 + Penalty 1512.634546 = -22612.345201 nChanged 2 SP:Iteration 12Q (253.092607 sec): 3 clusters Score: Raw -24127.671366 + Penalty 1512.994891 = -22614.676474 nChanged 2 SP:Iteration 13Q (253.093590 sec): 3 clusters Score: Raw -24130.285495 + Penalty 1513.383936 = -22616.901560 nChanged 1 SP:Iteration 14Q (253.094550 sec): 3 clusters Score: Raw -24134.910975 + Penalty 1513.836084 = -22621.074891 nChanged 2 SP:Iteration 15Q (253.095528 sec): 3 clusters Score: Raw -24139.247157 + Penalty 1514.738936 = -22624.508220 nChanged 2 SP:Iteration 16Q (253.096485 sec): 3 clusters Score: Raw -24141.234703 + Penalty 1515.159620 = -22626.075084 nChanged 2 SP:Iteration 17Q (253.097443 sec): 3 clusters Score: Raw -24141.694746 + Penalty 1515.159620 = -22626.535127 nChanged 0 SP:Iteration 18F (253.098452 sec): 3 clusters Score: Raw -24141.694746 + Penalty 1515.159620 = -22626.535127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 88 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.100215 sec): 2 clusters Score: Raw -17871.467299 + Penalty 137.568776 = -17733.898522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.101022 sec): 3 clusters Score: Raw -17695.879375 + Penalty 278.579428 = -17417.299947 nChanged 126 SP:Iteration 1F (253.101813 sec): 3 clusters Score: Raw -17862.584523 + Penalty 295.625566 = -17566.958956 nChanged 48 SP:Iteration 2F (253.102601 sec): 3 clusters Score: Raw -17928.608083 + Penalty 309.888307 = -17618.719776 nChanged 24 SP:Iteration 3F (253.103387 sec): 3 clusters Score: Raw -17955.180083 + Penalty 321.241241 = -17633.938841 nChanged 9 SP:Iteration 4Q (253.104161 sec): 3 clusters Score: Raw -17964.284135 + Penalty 328.179187 = -17636.104948 nChanged 6 SP:Iteration 5Q (253.104935 sec): 3 clusters Score: Raw -17973.648424 + Penalty 332.984412 = -17640.664012 nChanged 3 SP:Iteration 6Q (253.105706 sec): 3 clusters Score: Raw -17975.285129 + Penalty 332.984412 = -17642.300716 nChanged 0 SP:Iteration 7F (253.106493 sec): 3 clusters Score: Raw -17975.285129 + Penalty 332.984412 = -17642.300716 nChanged 0 Memory request: 0.01 GB would take us to total of 0.56 GB. Trying to split cluster 101 (745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.111222 sec): 2 clusters Score: Raw -37900.261727 + Penalty 419.548032 = -37480.713695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.112856 sec): 3 clusters Score: Raw -37538.864953 + Penalty 845.908856 = -36692.956097 nChanged 256 SP:Iteration 1F (253.114390 sec): 3 clusters Score: Raw -37774.320161 + Penalty 852.380228 = -36921.939933 nChanged 103 SP:Iteration 2F (253.115924 sec): 3 clusters Score: Raw -37873.501882 + Penalty 855.596325 = -37017.905556 nChanged 57 SP:Iteration 3F (253.117459 sec): 3 clusters Score: Raw -37933.456186 + Penalty 856.327419 = -37077.128768 nChanged 35 SP:Iteration 4Q (253.118954 sec): 3 clusters Score: Raw -37978.361083 + Penalty 856.971118 = -37121.389965 nChanged 22 SP:Iteration 5Q (253.120511 sec): 3 clusters Score: Raw -38002.489628 + Penalty 857.302937 = -37145.186690 nChanged 14 SP:Iteration 6Q (253.122110 sec): 3 clusters Score: Raw -38013.119293 + Penalty 854.959462 = -37158.159830 nChanged 12 SP:Iteration 7Q (253.123610 sec): 3 clusters Score: Raw -38029.362641 + Penalty 850.431350 = -37178.931292 nChanged 13 SP:Iteration 8Q (253.125088 sec): 3 clusters Score: Raw -38049.105322 + Penalty 848.954464 = -37200.150857 nChanged 7 SP:Iteration 9Q (253.126553 sec): 3 clusters Score: Raw -38054.604814 + Penalty 847.359977 = -37207.244838 nChanged 7 SP:Iteration 10F (253.128126 sec): 3 clusters Score: Raw -38058.730514 + Penalty 845.902419 = -37212.828095 nChanged 5 SP:Iteration 11Q (253.129611 sec): 3 clusters Score: Raw -38063.324065 + Penalty 845.673909 = -37217.650156 nChanged 3 SP:Iteration 12Q (253.131107 sec): 3 clusters Score: Raw -38067.460232 + Penalty 845.919334 = -37221.540898 nChanged 1 SP:Iteration 13Q (253.132661 sec): 3 clusters Score: Raw -38070.336609 + Penalty 846.457518 = -37223.879091 nChanged 4 SP:Iteration 14Q (253.134164 sec): 3 clusters Score: Raw -38075.158295 + Penalty 848.054586 = -37227.103709 nChanged 8 SP:Iteration 15Q (253.135639 sec): 3 clusters Score: Raw -38083.432233 + Penalty 848.535336 = -37234.896897 nChanged 2 SP:Iteration 16Q (253.137092 sec): 3 clusters Score: Raw -38083.854641 + Penalty 848.535336 = -37235.319305 nChanged 0 SP:Iteration 17F (253.138621 sec): 3 clusters Score: Raw -38083.854641 + Penalty 848.535336 = -37235.319305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 110 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.141329 sec): 2 clusters Score: Raw -21982.323098 + Penalty 121.956498 = -21860.366600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.142295 sec): 3 clusters Score: Raw -21750.808717 + Penalty 241.837159 = -21508.971558 nChanged 180 SP:Iteration 1F (253.143251 sec): 3 clusters Score: Raw -21931.450700 + Penalty 243.357985 = -21688.092715 nChanged 47 SP:Iteration 2F (253.144206 sec): 3 clusters Score: Raw -21959.431380 + Penalty 244.017594 = -21715.413787 nChanged 13 SP:Iteration 3Q (253.145217 sec): 3 clusters Score: Raw -21967.115060 + Penalty 242.424666 = -21724.690393 nChanged 7 SP:Iteration 4Q (253.146204 sec): 3 clusters Score: Raw -21970.426251 + Penalty 240.948692 = -21729.477558 nChanged 6 SP:Iteration 5Q (253.147195 sec): 3 clusters Score: Raw -21973.109357 + Penalty 239.464330 = -21733.645028 nChanged 6 SP:Iteration 6Q (253.148178 sec): 3 clusters Score: Raw -21977.627903 + Penalty 239.464330 = -21738.163573 nChanged 0 SP:Iteration 7F (253.149137 sec): 3 clusters Score: Raw -21977.627903 + Penalty 239.464330 = -21738.163573 nChanged 0 Memory request: 0.01 GB would take us to total of 0.56 GB. Trying to split cluster 119 (695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.151555 sec): 2 clusters Score: Raw -36470.911051 + Penalty 106.254568 = -36364.656484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.153033 sec): 3 clusters Score: Raw -36046.917104 + Penalty 213.990334 = -35832.926770 nChanged 285 SP:Iteration 1F (253.154487 sec): 3 clusters Score: Raw -36288.870179 + Penalty 220.730271 = -36068.139907 nChanged 86 SP:Iteration 2F (253.155950 sec): 3 clusters Score: Raw -36359.978867 + Penalty 228.217705 = -36131.761162 nChanged 54 SP:Iteration 3F (253.157397 sec): 3 clusters Score: Raw -36429.165755 + Penalty 233.166708 = -36195.999046 nChanged 35 SP:Iteration 4F (253.158828 sec): 3 clusters Score: Raw -36477.488768 + Penalty 235.437269 = -36242.051499 nChanged 22 SP:Iteration 5Q (253.160216 sec): 3 clusters Score: Raw -36500.713931 + Penalty 237.700798 = -36263.013133 nChanged 9 SP:Iteration 6Q (253.161601 sec): 3 clusters Score: Raw -36511.788515 + Penalty 236.803227 = -36274.985288 nChanged 7 SP:Iteration 7Q (253.162981 sec): 3 clusters Score: Raw -36523.068742 + Penalty 235.113052 = -36287.955691 nChanged 10 SP:Iteration 8Q (253.164340 sec): 3 clusters Score: Raw -36541.410239 + Penalty 234.809689 = -36306.600550 nChanged 6 SP:Iteration 9Q (253.165688 sec): 3 clusters Score: Raw -36549.426637 + Penalty 234.280464 = -36315.146174 nChanged 5 SP:Iteration 10F (253.167120 sec): 3 clusters Score: Raw -36552.304357 + Penalty 235.491861 = -36316.812496 nChanged 4 SP:Iteration 11Q (253.168429 sec): 3 clusters Score: Raw -36552.879192 + Penalty 235.800375 = -36317.078816 nChanged 1 SP:Iteration 12Q (253.169743 sec): 3 clusters Score: Raw -36552.935638 + Penalty 236.280701 = -36316.654937 nChanged 1 SP:Iteration 13F (253.171175 sec): 3 clusters Score: Raw -36553.032658 + Penalty 237.177929 = -36315.854729 nChanged 2 SP:Iteration 14F (253.172605 sec): 3 clusters Score: Raw -36553.159316 + Penalty 237.177929 = -36315.981386 nChanged 0 Memory request: 0.02 GB would take us to total of 0.57 GB. Trying to split cluster 124 (3005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.186194 sec): 2 clusters Score: Raw -163974.147467 + Penalty 61.376872 = -163912.770595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.191943 sec): 3 clusters Score: Raw -162014.122455 + Penalty 130.220902 = -161883.901553 nChanged 1373 SP:Iteration 1F (253.197755 sec): 3 clusters Score: Raw -163278.826032 + Penalty 129.071954 = -163149.754078 nChanged 277 SP:Iteration 2F (253.203415 sec): 3 clusters Score: Raw -163574.234880 + Penalty 131.488073 = -163442.746808 nChanged 177 SP:Iteration 3F (253.209088 sec): 3 clusters Score: Raw -163830.208606 + Penalty 131.930669 = -163698.277937 nChanged 54 SP:Iteration 4Q (253.213994 sec): 3 clusters Score: Raw -163868.882939 + Penalty 133.918234 = -163734.964706 nChanged 45 SP:Iteration 5Q (253.218779 sec): 3 clusters Score: Raw -163904.897494 + Penalty 144.041848 = -163760.855646 nChanged 37 SP:Iteration 6Q (253.223485 sec): 3 clusters Score: Raw -163932.266604 + Penalty 142.039479 = -163790.227125 nChanged 20 SP:Iteration 7Q (253.228130 sec): 3 clusters Score: Raw -163946.648772 + Penalty 151.988284 = -163794.660488 nChanged 14 SP:Iteration 8Q (253.232719 sec): 3 clusters Score: Raw -163956.229103 + Penalty 161.198346 = -163795.030757 nChanged 10 SP:Iteration 9Q (253.237283 sec): 3 clusters Score: Raw -163962.162034 + Penalty 178.365457 = -163783.796577 nChanged 12 SP:Iteration 10F (253.243070 sec): 3 clusters Score: Raw -163970.169627 + Penalty 198.422327 = -163771.747300 nChanged 8 SP:Iteration 11F (253.248886 sec): 3 clusters Score: Raw -163974.479865 + Penalty 218.333367 = -163756.146497 nChanged 5 SP:Iteration 12F (253.254573 sec): 3 clusters Score: Raw -163976.178539 + Penalty 239.472542 = -163736.705998 nChanged 4 SP:Iteration 13F (253.260271 sec): 3 clusters Score: Raw -163978.169547 + Penalty 247.628175 = -163730.541373 nChanged 1 SP:Iteration 14F (253.265962 sec): 3 clusters Score: Raw -163978.163879 + Penalty 267.204470 = -163710.959409 nChanged 2 SP:Iteration 15F (253.271264 sec): 3 clusters Score: Raw -163979.796562 + Penalty 274.966989 = -163704.829573 nChanged 1 SP:Iteration 16F (253.276557 sec): 3 clusters Score: Raw -163980.152021 + Penalty 288.365156 = -163691.786864 nChanged 1 SP:Iteration 17F (253.281854 sec): 3 clusters Score: Raw -163980.132659 + Penalty 301.570825 = -163678.561834 nChanged 1 SP:Iteration 18F (253.287146 sec): 3 clusters Score: Raw -163980.236002 + Penalty 339.058183 = -163641.177819 nChanged 2 SP:Iteration 19F (253.292439 sec): 3 clusters Score: Raw -163981.481493 + Penalty 396.277039 = -163585.204454 nChanged 2 SP:Iteration 20F (253.298263 sec): 3 clusters Score: Raw -163983.678231 + Penalty 385.606331 = -163598.071900 nChanged 1 SP:Iteration 21Q (253.302909 sec): 3 clusters Score: Raw -163983.771571 + Penalty 385.606331 = -163598.165240 nChanged 0 SP:Iteration 22F (253.308619 sec): 3 clusters Score: Raw -163983.771571 + Penalty 385.606331 = -163598.165240 nChanged 0 Memory request: 0.01 GB would take us to total of 0.56 GB. Trying to split cluster 126 (655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.312824 sec): 2 clusters Score: Raw -35679.034156 + Penalty 106.440332 = -35572.593824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.314212 sec): 3 clusters Score: Raw -35295.123969 + Penalty 214.502923 = -35080.621046 nChanged 283 SP:Iteration 1F (253.315618 sec): 3 clusters Score: Raw -35504.382178 + Penalty 214.292533 = -35290.089645 nChanged 58 SP:Iteration 2F (253.317009 sec): 3 clusters Score: Raw -35535.337464 + Penalty 214.785289 = -35320.552176 nChanged 33 SP:Iteration 3F (253.318409 sec): 3 clusters Score: Raw -35564.168332 + Penalty 214.217831 = -35349.950501 nChanged 34 SP:Iteration 4F (253.319815 sec): 3 clusters Score: Raw -35593.636336 + Penalty 214.071938 = -35379.564398 nChanged 21 SP:Iteration 5Q (253.321233 sec): 3 clusters Score: Raw -35602.469255 + Penalty 214.953245 = -35387.516011 nChanged 21 SP:Iteration 6Q (253.322610 sec): 3 clusters Score: Raw -35608.079728 + Penalty 214.913569 = -35393.166159 nChanged 11 SP:Iteration 7Q (253.323990 sec): 3 clusters Score: Raw -35610.322893 + Penalty 214.573757 = -35395.749136 nChanged 10 SP:Iteration 8Q (253.325359 sec): 3 clusters Score: Raw -35613.868890 + Penalty 214.684891 = -35399.183998 nChanged 8 SP:Iteration 9Q (253.326718 sec): 3 clusters Score: Raw -35620.905446 + Penalty 214.676544 = -35406.228903 nChanged 8 SP:Iteration 10F (253.328090 sec): 3 clusters Score: Raw -35623.948085 + Penalty 214.683720 = -35409.264365 nChanged 5 SP:Iteration 11Q (253.329429 sec): 3 clusters Score: Raw -35626.753060 + Penalty 214.330198 = -35412.422863 nChanged 5 SP:Iteration 12Q (253.330767 sec): 3 clusters Score: Raw -35631.429551 + Penalty 214.293059 = -35417.136492 nChanged 6 SP:Iteration 13Q (253.332103 sec): 3 clusters Score: Raw -35637.136012 + Penalty 215.049249 = -35422.086763 nChanged 8 SP:Iteration 14Q (253.333433 sec): 3 clusters Score: Raw -35641.361711 + Penalty 215.110231 = -35426.251480 nChanged 11 SP:Iteration 15Q (253.334763 sec): 3 clusters Score: Raw -35648.328484 + Penalty 214.729398 = -35433.599086 nChanged 12 SP:Iteration 16Q (253.336084 sec): 3 clusters Score: Raw -35658.053727 + Penalty 215.022952 = -35443.030776 nChanged 13 SP:Iteration 17Q (253.337399 sec): 3 clusters Score: Raw -35680.161530 + Penalty 215.329801 = -35464.831729 nChanged 15 SP:Iteration 18Q (253.338693 sec): 3 clusters Score: Raw -35698.951635 + Penalty 217.497312 = -35481.454323 nChanged 17 SP:Iteration 19Q (253.339994 sec): 3 clusters Score: Raw -35717.547150 + Penalty 216.669239 = -35500.877912 nChanged 10 SP:Iteration 20F (253.341390 sec): 3 clusters Score: Raw -35723.656360 + Penalty 216.735647 = -35506.920714 nChanged 6 SP:Iteration 21Q (253.342652 sec): 3 clusters Score: Raw -35725.864894 + Penalty 216.720247 = -35509.144647 nChanged 4 SP:Iteration 22Q (253.343932 sec): 3 clusters Score: Raw -35728.965741 + Penalty 216.327718 = -35512.638023 nChanged 4 SP:Iteration 23Q (253.345200 sec): 3 clusters Score: Raw -35731.533065 + Penalty 216.324950 = -35515.208115 nChanged 4 SP:Iteration 24Q (253.346469 sec): 3 clusters Score: Raw -35733.454895 + Penalty 216.513989 = -35516.940905 nChanged 1 SP:Iteration 25Q (253.347728 sec): 3 clusters Score: Raw -35733.522325 + Penalty 216.513989 = -35517.008336 nChanged 0 SP:Iteration 26F (253.349144 sec): 3 clusters Score: Raw -35733.522325 + Penalty 216.513989 = -35517.008336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 132 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.350228 sec): 2 clusters Score: Raw -12282.317107 + Penalty 37.493990 = -12244.823117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.350806 sec): 3 clusters Score: Raw -12159.671553 + Penalty 74.839666 = -12084.831887 nChanged 86 SP:Iteration 1F (253.351404 sec): 3 clusters Score: Raw -12237.718915 + Penalty 74.674768 = -12163.044147 nChanged 16 SP:Iteration 2F (253.352003 sec): 3 clusters Score: Raw -12247.851696 + Penalty 74.551717 = -12173.299979 nChanged 11 SP:Iteration 3F (253.352600 sec): 3 clusters Score: Raw -12253.283359 + Penalty 74.414289 = -12178.869070 nChanged 4 SP:Iteration 4Q (253.353190 sec): 3 clusters Score: Raw -12254.325147 + Penalty 74.446646 = -12179.878502 nChanged 2 SP:Iteration 5Q (253.353778 sec): 3 clusters Score: Raw -12254.645742 + Penalty 74.417553 = -12180.228189 nChanged 2 SP:Iteration 6Q (253.354364 sec): 3 clusters Score: Raw -12255.023339 + Penalty 74.461935 = -12180.561405 nChanged 2 SP:Iteration 7Q (253.354950 sec): 3 clusters Score: Raw -12255.960068 + Penalty 74.297007 = -12181.663062 nChanged 3 SP:Iteration 8Q (253.355535 sec): 3 clusters Score: Raw -12257.053803 + Penalty 74.347199 = -12182.706604 nChanged 1 SP:Iteration 9Q (253.356121 sec): 3 clusters Score: Raw -12257.088025 + Penalty 74.347199 = -12182.740826 nChanged 0 SP:Iteration 10F (253.356718 sec): 3 clusters Score: Raw -12257.088025 + Penalty 74.347199 = -12182.740826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 145 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.358510 sec): 2 clusters Score: Raw -14413.426927 + Penalty 175.042183 = -14238.384744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.359204 sec): 3 clusters Score: Raw -14317.208640 + Penalty 351.499732 = -13965.708908 nChanged 91 SP:Iteration 1F (253.359889 sec): 3 clusters Score: Raw -14398.792527 + Penalty 353.582332 = -14045.210195 nChanged 16 SP:Iteration 2F (253.360570 sec): 3 clusters Score: Raw -14410.502246 + Penalty 354.063783 = -14056.438463 nChanged 8 SP:Iteration 3Q (253.361243 sec): 3 clusters Score: Raw -14418.476452 + Penalty 356.641646 = -14061.834806 nChanged 6 SP:Iteration 4Q (253.361919 sec): 3 clusters Score: Raw -14426.537295 + Penalty 357.718205 = -14068.819090 nChanged 6 SP:Iteration 5Q (253.362590 sec): 3 clusters Score: Raw -14436.362716 + Penalty 359.620639 = -14076.742077 nChanged 5 SP:Iteration 6Q (253.363270 sec): 3 clusters Score: Raw -14442.710007 + Penalty 361.779496 = -14080.930511 nChanged 4 SP:Iteration 7Q (253.363942 sec): 3 clusters Score: Raw -14447.711126 + Penalty 362.525021 = -14085.186106 nChanged 2 SP:Iteration 8Q (253.364599 sec): 3 clusters Score: Raw -14452.222840 + Penalty 363.177307 = -14089.045534 nChanged 3 SP:Iteration 9Q (253.365247 sec): 3 clusters Score: Raw -14454.352820 + Penalty 364.176349 = -14090.176471 nChanged 1 SP:Iteration 10F (253.365931 sec): 3 clusters Score: Raw -14456.894378 + Penalty 364.843118 = -14092.051261 nChanged 1 SP:Iteration 11Q (253.366571 sec): 3 clusters Score: Raw -14457.930500 + Penalty 364.843118 = -14093.087382 nChanged 0 SP:Iteration 12F (253.367254 sec): 3 clusters Score: Raw -14457.930500 + Penalty 364.843118 = -14093.087382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.56 GB. Trying to split cluster 247 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.368239 sec): 2 clusters Score: Raw -9064.704457 + Penalty 52.070053 = -9012.634404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.368768 sec): 3 clusters Score: Raw -8976.896979 + Penalty 104.157462 = -8872.739517 nChanged 64 SP:Iteration 1F (253.369288 sec): 3 clusters Score: Raw -9035.596121 + Penalty 104.519411 = -8931.076710 nChanged 17 SP:Iteration 2F (253.369809 sec): 3 clusters Score: Raw -9059.292900 + Penalty 105.686329 = -8953.606570 nChanged 10 SP:Iteration 3F (253.370330 sec): 3 clusters Score: Raw -9072.631903 + Penalty 109.770166 = -8962.861738 nChanged 9 SP:Iteration 4F (253.370851 sec): 3 clusters Score: Raw -9082.583924 + Penalty 111.450450 = -8971.133475 nChanged 4 SP:Iteration 5Q (253.371364 sec): 3 clusters Score: Raw -9085.138285 + Penalty 113.017784 = -8972.120502 nChanged 5 SP:Iteration 6Q (253.371878 sec): 3 clusters Score: Raw -9090.447317 + Penalty 116.188130 = -8974.259187 nChanged 5 SP:Iteration 7Q (253.372391 sec): 3 clusters Score: Raw -9093.373401 + Penalty 116.941194 = -8976.432207 nChanged 3 SP:Iteration 8Q (253.372904 sec): 3 clusters Score: Raw -9095.110843 + Penalty 117.729569 = -8977.381274 nChanged 4 SP:Iteration 9Q (253.373418 sec): 3 clusters Score: Raw -9099.736181 + Penalty 120.958732 = -8978.777450 nChanged 4 SP:Iteration 10F (253.373942 sec): 3 clusters Score: Raw -9103.043459 + Penalty 121.911158 = -8981.132301 nChanged 1 SP:Iteration 11Q (253.374460 sec): 3 clusters Score: Raw -9103.891793 + Penalty 121.911158 = -8981.980636 nChanged 0 SP:Iteration 12F (253.374983 sec): 3 clusters Score: Raw -9103.891793 + Penalty 121.911158 = -8981.980636 nChanged 0 Time taken for this iteration:251.712652 seconds. 300->45 Clusters: Score -3098320.227489, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 239 (time per iteration =1060.422619 ms) Total iterations: 3703 (time per iteration =68.442076 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 13738241875.000000 (time per metric unit =18.447849ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 343456046875.000000 (time per metric unit=737.913944ps) That took 253.441006 seconds. FileBase PeterP-2014-03-27_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 0.50 and 0.75 GB of RAM. Memory request: 0.25 GB would take us to total of 0.25 GB. ---------------------------------------------------------- Loaded 54908 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 54908 points ------ Starting initial clusters from distinct float masks Not enough masks (226) to generate starting clusters (300), so starting with (227) clusters instead. Assigned 227 initial classes from 226 unique masks. Deleting Class 194 (1 points): Lose 11.432394 but Gain 1718.004712 Iteration 0F (7.277930 sec): 226 clusters Score: Raw -2477878.893434 + Penalty 237273.585109 = -2240605.308325 nChanged 8478 Deleting Class 223 (1 points): Lose 18.003093 but Gain 1692.649475 Iteration 1F (12.874174 sec): 224 clusters Score: Raw -2491877.080128 + Penalty 235549.452414 = -2256327.627714 nChanged 2520 Deleting Class 199 (2 points): Lose 31.908362 but Gain 1677.251536 Iteration 2Q (13.710751 sec): 222 clusters Score: Raw -2496198.851014 + Penalty 231272.596996 = -2264926.254017 nChanged 1471 Deleting Class 203 (1 points): Lose 12.205559 but Gain 1653.752123 Iteration 3Q (14.396502 sec): 219 clusters Score: Raw -2497998.189561 + Penalty 229595.621721 = -2268402.567840 nChanged 1038 Deleting Class 110 (4 points): Lose 107.638085 but Gain 1720.262668 Iteration 4Q (15.022226 sec): 218 clusters Score: Raw -2498975.130847 + Penalty 227865.952566 = -2271109.178281 nChanged 798 Deleting Class 189 (2 points): Lose 44.474809 but Gain 1641.196385 Iteration 5Q (15.612980 sec): 217 clusters Score: Raw -2499774.719196 + Penalty 226307.773324 = -2273466.945873 nChanged 666 Deleting Class 96 (5 points): Lose 113.367055 but Gain 1708.143158 Iteration 6Q (16.186469 sec): 216 clusters Score: Raw -2500293.805461 + Penalty 224614.530171 = -2275679.275290 nChanged 534 Deleting Class 216 (1 points): Lose 0.974038 but Gain 1592.105603 Iteration 7Q (16.738123 sec): 215 clusters Score: Raw -2500686.230054 + Penalty 223015.667795 = -2277670.562259 nChanged 466 Deleting Class 147 (1 points): Lose 10.424990 but Gain 1557.540681 Iteration 8Q (17.272660 sec): 214 clusters Score: Raw -2500972.985258 + Penalty 221481.779067 = -2279491.206190 nChanged 431 Deleting Class 93 (3 points): Lose 37.391284 but Gain 1573.981552 Iteration 9Q (17.801411 sec): 213 clusters Score: Raw -2501170.844809 + Penalty 219944.262443 = -2281226.582366 nChanged 374 Deleting Class 225 (1 points): Lose 13.981918 but Gain 1549.009017 Iteration 10F (23.259583 sec): 212 clusters Score: Raw -2501483.253976 + Penalty 218361.331158 = -2283121.922818 nChanged 341 Deleting Class 183 (3 points): Lose 92.148624 but Gain 1617.411552 Iteration 11Q (23.788265 sec): 211 clusters Score: Raw -2501656.246263 + Penalty 216684.135104 = -2284972.111159 nChanged 302 Deleting Class 173 (8 points): Lose 163.522643 but Gain 1679.423405 Iteration 12Q (24.299363 sec): 210 clusters Score: Raw -2501667.185138 + Penalty 214977.187430 = -2286689.997708 nChanged 253 Deleting Class 120 (2 points): Lose 28.235550 but Gain 1542.506239 Iteration 13Q (24.811830 sec): 209 clusters Score: Raw -2501759.425250 + Penalty 213510.699410 = -2288248.725840 nChanged 221 Deleting Class 221 (1 points): Lose 21.350445 but Gain 1531.980269 Iteration 14Q (25.306111 sec): 208 clusters Score: Raw -2501854.679420 + Penalty 212006.016511 = -2289848.662910 nChanged 170 Deleting Class 50 (1 points): Lose 4.402625 but Gain 1504.428455 Iteration 15Q (25.792966 sec): 207 clusters Score: Raw -2501915.199948 + Penalty 210420.466194 = -2291494.733755 nChanged 153 Deleting Class 220 (1 points): Lose 12.588095 but Gain 1504.220051 Iteration 16Q (26.276792 sec): 206 clusters Score: Raw -2501979.586228 + Penalty 208783.068873 = -2293196.517355 nChanged 179 Deleting Class 180 (2 points): Lose 23.870538 but Gain 1495.127979 Iteration 17Q (26.762594 sec): 205 clusters Score: Raw -2502047.756934 + Penalty 207249.778294 = -2294797.978640 nChanged 180 Deleting Class 190 (2 points): Lose 37.524250 but Gain 1504.924237 Iteration 18Q (27.246305 sec): 204 clusters Score: Raw -2502107.879815 + Penalty 205737.813853 = -2296370.065962 nChanged 179 Deleting Class 34 (9 points): Lose 134.976279 but Gain 1591.755200 Iteration 19Q (27.725947 sec): 203 clusters Score: Raw -2502051.000648 + Penalty 204222.980558 = -2297828.020090 nChanged 190 Writing temp clu file Memory request: 0.25 GB would take us to total of 0.50 GB. Compute initial score before splitting: Score: Raw -2502051.000648 + Penalty 204222.980558 = -2297828.020090Memory request: 0.04 GB would take us to total of 0.54 GB. Trying to split cluster 1 (7227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.952300 sec): 2 clusters Score: Raw -347890.885250 + Penalty 118.753539 = -347772.131711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.966392 sec): 3 clusters Score: Raw -343105.793656 + Penalty 235.694485 = -342870.099172 nChanged 3496 SP:Iteration 1F (27.979740 sec): 3 clusters Score: Raw -349960.935072 + Penalty 238.224328 = -349722.710743 nChanged 572 SP:Iteration 2F (27.993081 sec): 3 clusters Score: Raw -350355.443211 + Penalty 237.398153 = -350118.045059 nChanged 195 SP:Iteration 3Q (28.006135 sec): 3 clusters Score: Raw -350470.467995 + Penalty 235.326141 = -350235.141854 nChanged 101 SP:Iteration 4Q (28.019216 sec): 3 clusters Score: Raw -350514.640413 + Penalty 234.346250 = -350280.294163 nChanged 36 SP:Iteration 5Q (28.032178 sec): 3 clusters Score: Raw -350525.278232 + Penalty 234.437248 = -350290.840984 nChanged 23 SP:Iteration 6Q (28.045096 sec): 3 clusters Score: Raw -350528.765362 + Penalty 234.326360 = -350294.439002 nChanged 12 SP:Iteration 7Q (28.057742 sec): 3 clusters Score: Raw -350529.610940 + Penalty 234.110265 = -350295.500675 nChanged 4 SP:Iteration 8Q (28.070351 sec): 3 clusters Score: Raw -350529.902959 + Penalty 234.164363 = -350295.738597 nChanged 3 SP:Iteration 9Q (28.082892 sec): 3 clusters Score: Raw -350530.137238 + Penalty 234.223272 = -350295.913966 nChanged 4 SP:Iteration 10F (28.096794 sec): 3 clusters Score: Raw -350530.559931 + Penalty 234.305726 = -350296.254205 nChanged 4 SP:Iteration 11Q (28.110046 sec): 3 clusters Score: Raw -350531.044911 + Penalty 234.293823 = -350296.751088 nChanged 4 SP:Iteration 12Q (28.122585 sec): 3 clusters Score: Raw -350531.658480 + Penalty 234.352149 = -350297.306332 nChanged 4 SP:Iteration 13Q (28.135154 sec): 3 clusters Score: Raw -350532.501856 + Penalty 234.394059 = -350298.107797 nChanged 4 SP:Iteration 14Q (28.147634 sec): 3 clusters Score: Raw -350532.915164 + Penalty 234.384015 = -350298.531149 nChanged 2 SP:Iteration 15Q (28.160052 sec): 3 clusters Score: Raw -350533.026613 + Penalty 234.458854 = -350298.567760 nChanged 2 SP:Iteration 16Q (28.172488 sec): 3 clusters Score: Raw -350533.154672 + Penalty 234.521982 = -350298.632690 nChanged 3 SP:Iteration 17Q (28.184979 sec): 3 clusters Score: Raw -350533.487167 + Penalty 234.528628 = -350298.958539 nChanged 2 SP:Iteration 18Q (28.197611 sec): 3 clusters Score: Raw -350533.496332 + Penalty 234.491471 = -350299.004862 nChanged 1 SP:Iteration 19Q (28.210173 sec): 3 clusters Score: Raw -350533.509860 + Penalty 234.340912 = -350299.168947 nChanged 1 SP:Iteration 20F (28.223414 sec): 3 clusters Score: Raw -350533.542383 + Penalty 234.340912 = -350299.201471 nChanged 0 Score: Raw -2541665.220420 + Penalty 204364.946867 = -2337300.273553 Splitting cluster 1 changes total score from -2297828.020090 to -2337300.273553 So it's getting split into cluster 34. Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 2 (1775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.312986 sec): 2 clusters Score: Raw -88496.151012 + Penalty 133.611523 = -88362.539489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.316488 sec): 3 clusters Score: Raw -87389.355787 + Penalty 260.880295 = -87128.475492 nChanged 791 SP:Iteration 1F (33.319861 sec): 3 clusters Score: Raw -88297.078337 + Penalty 262.011109 = -88035.067228 nChanged 221 SP:Iteration 2F (33.323285 sec): 3 clusters Score: Raw -88526.465500 + Penalty 265.048468 = -88261.417032 nChanged 133 SP:Iteration 3F (33.326670 sec): 3 clusters Score: Raw -88673.132392 + Penalty 260.398615 = -88412.733778 nChanged 65 SP:Iteration 4Q (33.329877 sec): 3 clusters Score: Raw -88752.032202 + Penalty 259.162382 = -88492.869820 nChanged 26 SP:Iteration 5Q (33.332801 sec): 3 clusters Score: Raw -88793.940220 + Penalty 256.240640 = -88537.699580 nChanged 15 SP:Iteration 6Q (33.335569 sec): 3 clusters Score: Raw -88823.051461 + Penalty 255.862912 = -88567.188549 nChanged 4 SP:Iteration 7Q (33.338238 sec): 3 clusters Score: Raw -88834.518757 + Penalty 256.335263 = -88578.183494 nChanged 1 SP:Iteration 8Q (33.340890 sec): 3 clusters Score: Raw -88834.849349 + Penalty 256.335263 = -88578.514087 nChanged 0 SP:Iteration 9F (33.344146 sec): 3 clusters Score: Raw -88834.849349 + Penalty 256.335263 = -88578.514087 nChanged 0 Score: Raw -2542003.921062 + Penalty 204543.965118 = -2337459.955944 Splitting cluster 2 changes total score from -2297828.020090 to -2337459.955944 So it's getting split into cluster 50. Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 3 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.438347 sec): 2 clusters Score: Raw -1269.298309 + Penalty 170.994929 = -1098.303380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.438628 sec): 3 clusters Score: Raw -1287.193511 + Penalty 342.244754 = -944.948757 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 4 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.441866 sec): 2 clusters Score: Raw -30731.240815 + Penalty 254.241565 = -30476.999250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.443194 sec): 3 clusters Score: Raw -30396.663854 + Penalty 510.551724 = -29886.112130 nChanged 234 SP:Iteration 1F (38.444453 sec): 3 clusters Score: Raw -30537.734237 + Penalty 510.322098 = -30027.412139 nChanged 70 SP:Iteration 2F (38.445728 sec): 3 clusters Score: Raw -30609.771832 + Penalty 510.121472 = -30099.650360 nChanged 47 SP:Iteration 3F (38.446985 sec): 3 clusters Score: Raw -30645.709068 + Penalty 508.865157 = -30136.843911 nChanged 30 SP:Iteration 4Q (38.448242 sec): 3 clusters Score: Raw -30684.928844 + Penalty 506.809219 = -30178.119625 nChanged 28 SP:Iteration 5Q (38.449462 sec): 3 clusters Score: Raw -30714.822074 + Penalty 508.233847 = -30206.588228 nChanged 14 SP:Iteration 6Q (38.450671 sec): 3 clusters Score: Raw -30721.224086 + Penalty 508.327070 = -30212.897016 nChanged 10 SP:Iteration 7Q (38.452184 sec): 3 clusters Score: Raw -30733.912014 + Penalty 509.428325 = -30224.483689 nChanged 19 SP:Iteration 8Q (38.453382 sec): 3 clusters Score: Raw -30746.153819 + Penalty 509.977792 = -30236.176027 nChanged 11 SP:Iteration 9Q (38.454578 sec): 3 clusters Score: Raw -30752.167048 + Penalty 509.619163 = -30242.547885 nChanged 6 SP:Iteration 10F (38.455836 sec): 3 clusters Score: Raw -30753.571451 + Penalty 509.609494 = -30243.961957 nChanged 4 SP:Iteration 11Q (38.457043 sec): 3 clusters Score: Raw -30753.984424 + Penalty 509.847888 = -30244.136535 nChanged 1 SP:Iteration 12Q (38.458262 sec): 3 clusters Score: Raw -30754.100262 + Penalty 510.212924 = -30243.887338 nChanged 2 SP:Iteration 13F (38.459515 sec): 3 clusters Score: Raw -30754.335957 + Penalty 509.170952 = -30245.165005 nChanged 4 SP:Iteration 14Q (38.460712 sec): 3 clusters Score: Raw -30755.514999 + Penalty 509.290810 = -30246.224189 nChanged 3 SP:Iteration 15Q (38.461912 sec): 3 clusters Score: Raw -30757.064625 + Penalty 509.749991 = -30247.314634 nChanged 2 SP:Iteration 16Q (38.463114 sec): 3 clusters Score: Raw -30758.481561 + Penalty 510.055412 = -30248.426149 nChanged 3 SP:Iteration 17Q (38.464308 sec): 3 clusters Score: Raw -30759.731703 + Penalty 509.932836 = -30249.798867 nChanged 4 SP:Iteration 18Q (38.465502 sec): 3 clusters Score: Raw -30760.490934 + Penalty 510.238396 = -30250.252538 nChanged 2 SP:Iteration 19Q (38.466698 sec): 3 clusters Score: Raw -30760.910747 + Penalty 510.863165 = -30250.047583 nChanged 3 SP:Iteration 20F (38.467947 sec): 3 clusters Score: Raw -30762.730114 + Penalty 510.824158 = -30251.905956 nChanged 5 SP:Iteration 21Q (38.469140 sec): 3 clusters Score: Raw -30766.373334 + Penalty 510.640562 = -30255.732772 nChanged 9 SP:Iteration 22Q (38.470331 sec): 3 clusters Score: Raw -30771.156723 + Penalty 510.855053 = -30260.301670 nChanged 5 SP:Iteration 23Q (38.471521 sec): 3 clusters Score: Raw -30773.600706 + Penalty 511.218262 = -30262.382444 nChanged 5 SP:Iteration 24Q (38.472708 sec): 3 clusters Score: Raw -30776.303118 + Penalty 510.934333 = -30265.368785 nChanged 5 SP:Iteration 25Q (38.473898 sec): 3 clusters Score: Raw -30778.566691 + Penalty 511.211334 = -30267.355357 nChanged 8 SP:Iteration 26Q (38.475080 sec): 3 clusters Score: Raw -30788.429038 + Penalty 510.600351 = -30277.828687 nChanged 9 SP:Iteration 27Q (38.476266 sec): 3 clusters Score: Raw -30794.136946 + Penalty 509.352352 = -30284.784594 nChanged 14 SP:Iteration 28Q (38.477441 sec): 3 clusters Score: Raw -30801.743460 + Penalty 508.634930 = -30293.108531 nChanged 8 SP:Iteration 29Q (38.478608 sec): 3 clusters Score: Raw -30804.246042 + Penalty 508.406611 = -30295.839431 nChanged 3 SP:Iteration 30F (38.479838 sec): 3 clusters Score: Raw -30806.456185 + Penalty 508.082824 = -30298.373360 nChanged 5 SP:Iteration 31Q (38.480997 sec): 3 clusters Score: Raw -30808.170897 + Penalty 507.953962 = -30300.216935 nChanged 2 SP:Iteration 32Q (38.482191 sec): 3 clusters Score: Raw -30808.682918 + Penalty 507.853831 = -30300.829087 nChanged 2 SP:Iteration 33Q (38.483365 sec): 3 clusters Score: Raw -30809.172476 + Penalty 507.853831 = -30301.318645 nChanged 0 SP:Iteration 34F (38.484616 sec): 3 clusters Score: Raw -30809.172476 + Penalty 507.853831 = -30301.318645 nChanged 0 Memory request: 0.06 GB would take us to total of 0.56 GB. Trying to split cluster 5 (12896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.540753 sec): 2 clusters Score: Raw -610620.588818 + Penalty 135.723951 = -610484.864866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.566632 sec): 3 clusters Score: Raw -602000.445764 + Penalty 283.942351 = -601716.503413 nChanged 6196 SP:Iteration 1F (38.590917 sec): 3 clusters Score: Raw -608249.413698 + Penalty 315.830528 = -607933.583171 nChanged 3371 SP:Iteration 2F (38.615072 sec): 3 clusters Score: Raw -613001.547968 + Penalty 248.591619 = -612752.956349 nChanged 1144 SP:Iteration 3F (38.638502 sec): 3 clusters Score: Raw -614358.260678 + Penalty 218.096894 = -614140.163784 nChanged 188 SP:Iteration 4Q (38.662323 sec): 3 clusters Score: Raw -614533.033240 + Penalty 215.345683 = -614317.687558 nChanged 58 SP:Iteration 5Q (38.684034 sec): 3 clusters Score: Raw -614563.234423 + Penalty 214.267462 = -614348.966961 nChanged 32 SP:Iteration 6Q (38.704668 sec): 3 clusters Score: Raw -614572.708287 + Penalty 214.046484 = -614358.661803 nChanged 21 SP:Iteration 7Q (38.724622 sec): 3 clusters Score: Raw -614577.258011 + Penalty 214.021986 = -614363.236025 nChanged 18 SP:Iteration 8Q (38.744219 sec): 3 clusters Score: Raw -614579.905092 + Penalty 213.323509 = -614366.581583 nChanged 9 SP:Iteration 9Q (38.763782 sec): 3 clusters Score: Raw -614581.129509 + Penalty 213.305399 = -614367.824110 nChanged 6 SP:Iteration 10F (38.786830 sec): 3 clusters Score: Raw -614581.346114 + Penalty 213.352483 = -614367.993631 nChanged 1 SP:Iteration 11Q (38.806133 sec): 3 clusters Score: Raw -614581.371090 + Penalty 213.352483 = -614368.018607 nChanged 0 SP:Iteration 12F (38.829227 sec): 3 clusters Score: Raw -614581.371090 + Penalty 213.352483 = -614368.018607 nChanged 0 Score: Raw -2545964.706870 + Penalty 204633.476122 = -2341331.230748 Splitting cluster 5 changes total score from -2297828.020090 to -2341331.230748 So it's getting split into cluster 81. Memory request: 0.02 GB would take us to total of 0.52 GB. Trying to split cluster 6 (3454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43.972618 sec): 2 clusters Score: Raw -170471.413432 + Penalty 274.131203 = -170197.282229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43.979117 sec): 3 clusters Score: Raw -168254.175904 + Penalty 549.146284 = -167705.029621 nChanged 1566 SP:Iteration 1F (43.985583 sec): 3 clusters Score: Raw -169368.009340 + Penalty 542.330790 = -168825.678550 nChanged 607 SP:Iteration 2F (43.991866 sec): 3 clusters Score: Raw -169748.741733 + Penalty 542.960342 = -169205.781391 nChanged 241 SP:Iteration 3F (43.998081 sec): 3 clusters Score: Raw -169883.932904 + Penalty 547.041147 = -169336.891756 nChanged 172 SP:Iteration 4Q (44.004244 sec): 3 clusters Score: Raw -169984.575330 + Penalty 553.901429 = -169430.673901 nChanged 151 SP:Iteration 5Q (44.010416 sec): 3 clusters Score: Raw -170060.824308 + Penalty 559.222202 = -169501.602107 nChanged 127 SP:Iteration 6Q (44.016528 sec): 3 clusters Score: Raw -170119.382443 + Penalty 562.307722 = -169557.074721 nChanged 102 SP:Iteration 7Q (44.022656 sec): 3 clusters Score: Raw -170155.480056 + Penalty 564.499243 = -169590.980813 nChanged 65 SP:Iteration 8Q (44.028859 sec): 3 clusters Score: Raw -170177.056224 + Penalty 564.370731 = -169612.685494 nChanged 61 SP:Iteration 9Q (44.034933 sec): 3 clusters Score: Raw -170199.403003 + Penalty 562.517152 = -169636.885851 nChanged 51 SP:Iteration 10F (44.041095 sec): 3 clusters Score: Raw -170215.187832 + Penalty 560.780300 = -169654.407531 nChanged 34 SP:Iteration 11Q (44.047165 sec): 3 clusters Score: Raw -170224.810377 + Penalty 558.729442 = -169666.080935 nChanged 33 SP:Iteration 12Q (44.053208 sec): 3 clusters Score: Raw -170233.361233 + Penalty 557.156979 = -169676.204254 nChanged 29 SP:Iteration 13Q (44.059272 sec): 3 clusters Score: Raw -170240.264271 + Penalty 555.560287 = -169684.703984 nChanged 27 SP:Iteration 14Q (44.065324 sec): 3 clusters Score: Raw -170244.980398 + Penalty 553.740732 = -169691.239665 nChanged 27 SP:Iteration 15Q (44.071340 sec): 3 clusters Score: Raw -170250.321305 + Penalty 551.796321 = -169698.524985 nChanged 24 SP:Iteration 16Q (44.077537 sec): 3 clusters Score: Raw -170255.618741 + Penalty 550.341286 = -169705.277454 nChanged 24 SP:Iteration 17Q (44.083719 sec): 3 clusters Score: Raw -170262.151553 + Penalty 549.729660 = -169712.421892 nChanged 27 SP:Iteration 18Q (44.089918 sec): 3 clusters Score: Raw -170271.654610 + Penalty 548.629075 = -169723.025535 nChanged 33 SP:Iteration 19Q (44.095948 sec): 3 clusters Score: Raw -170282.444970 + Penalty 548.384718 = -169734.060251 nChanged 30 SP:Iteration 20F (44.102161 sec): 3 clusters Score: Raw -170288.359203 + Penalty 548.017657 = -169740.341545 nChanged 27 SP:Iteration 21Q (44.108171 sec): 3 clusters Score: Raw -170293.656749 + Penalty 546.307618 = -169747.349131 nChanged 32 SP:Iteration 22Q (44.114370 sec): 3 clusters Score: Raw -170300.162218 + Penalty 543.789762 = -169756.372456 nChanged 29 SP:Iteration 23Q (44.121005 sec): 3 clusters Score: Raw -170306.692159 + Penalty 541.286996 = -169765.405163 nChanged 31 SP:Iteration 24Q (44.127146 sec): 3 clusters Score: Raw -170313.430924 + Penalty 539.558796 = -169773.872127 nChanged 25 SP:Iteration 25Q (44.133131 sec): 3 clusters Score: Raw -170318.146960 + Penalty 537.541056 = -169780.605904 nChanged 26 SP:Iteration 26Q (44.139116 sec): 3 clusters Score: Raw -170323.312114 + Penalty 535.407523 = -169787.904591 nChanged 25 SP:Iteration 27Q (44.145091 sec): 3 clusters Score: Raw -170329.313327 + Penalty 533.777482 = -169795.535845 nChanged 33 SP:Iteration 28Q (44.151050 sec): 3 clusters Score: Raw -170336.221508 + Penalty 532.800885 = -169803.420623 nChanged 34 SP:Iteration 29Q (44.157004 sec): 3 clusters Score: Raw -170342.804825 + Penalty 532.691111 = -169810.113714 nChanged 32 SP:Iteration 30F (44.163186 sec): 3 clusters Score: Raw -170349.688108 + Penalty 532.311259 = -169817.376849 nChanged 40 SP:Iteration 31Q (44.169138 sec): 3 clusters Score: Raw -170360.446987 + Penalty 532.859135 = -169827.587852 nChanged 39 SP:Iteration 32Q (44.175118 sec): 3 clusters Score: Raw -170370.652348 + Penalty 533.787434 = -169836.864914 nChanged 42 SP:Iteration 33Q (44.181242 sec): 3 clusters Score: Raw -170382.512045 + Penalty 535.715293 = -169846.796751 nChanged 39 SP:Iteration 34Q (44.187173 sec): 3 clusters Score: Raw -170392.707426 + Penalty 537.207891 = -169855.499535 nChanged 36 SP:Iteration 35Q (44.193090 sec): 3 clusters Score: Raw -170400.364356 + Penalty 539.590663 = -169860.773693 nChanged 33 SP:Iteration 36Q (44.199001 sec): 3 clusters Score: Raw -170409.328138 + Penalty 542.214234 = -169867.113904 nChanged 35 SP:Iteration 37Q (44.204916 sec): 3 clusters Score: Raw -170421.000986 + Penalty 543.761368 = -169877.239617 nChanged 33 SP:Iteration 38Q (44.210851 sec): 3 clusters Score: Raw -170428.324880 + Penalty 545.044062 = -169883.280818 nChanged 21 SP:Iteration 39Q (44.216874 sec): 3 clusters Score: Raw -170431.343393 + Penalty 545.735354 = -169885.608039 nChanged 15 SP:Iteration 40F (44.223055 sec): 3 clusters Score: Raw -170432.163440 + Penalty 546.316313 = -169885.847127 nChanged 6 SP:Iteration 41Q (44.229005 sec): 3 clusters Score: Raw -170432.588677 + Penalty 547.002739 = -169885.585938 nChanged 7 SP:Iteration 42F (44.235283 sec): 3 clusters Score: Raw -170433.088486 + Penalty 547.588722 = -169885.499765 nChanged 6 SP:Iteration 43F (44.241429 sec): 3 clusters Score: Raw -170433.516445 + Penalty 547.974100 = -169885.542346 nChanged 4 SP:Iteration 44Q (44.247365 sec): 3 clusters Score: Raw -170433.826876 + Penalty 548.549848 = -169885.277028 nChanged 6 SP:Iteration 45F (44.253664 sec): 3 clusters Score: Raw -170434.235625 + Penalty 549.124659 = -169885.110966 nChanged 6 SP:Iteration 46F (44.259836 sec): 3 clusters Score: Raw -170434.553125 + Penalty 549.507175 = -169885.045950 nChanged 4 SP:Iteration 47F (44.266029 sec): 3 clusters Score: Raw -170434.758273 + Penalty 549.987833 = -169884.770440 nChanged 5 SP:Iteration 48F (44.272192 sec): 3 clusters Score: Raw -170434.930709 + Penalty 550.374787 = -169884.555923 nChanged 4 SP:Iteration 49F (44.278396 sec): 3 clusters Score: Raw -170435.121670 + Penalty 550.952257 = -169884.169414 nChanged 6 SP:Iteration 50F (44.284928 sec): 3 clusters Score: Raw -170435.428898 + Penalty 551.535874 = -169883.893023 nChanged 6 SP:Iteration 51F (44.291136 sec): 3 clusters Score: Raw -170435.670892 + Penalty 552.217325 = -169883.453567 nChanged 7 SP:Iteration 52F (44.297299 sec): 3 clusters Score: Raw -170435.990728 + Penalty 553.091463 = -169882.899265 nChanged 9 SP:Iteration 53F (44.303491 sec): 3 clusters Score: Raw -170436.569215 + Penalty 553.996530 = -169882.572685 nChanged 9 SP:Iteration 54F (44.309657 sec): 3 clusters Score: Raw -170437.019111 + Penalty 554.498516 = -169882.520595 nChanged 5 SP:Iteration 55F (44.315844 sec): 3 clusters Score: Raw -170437.258978 + Penalty 555.497864 = -169881.761114 nChanged 10 SP:Iteration 56F (44.322023 sec): 3 clusters Score: Raw -170437.976762 + Penalty 556.820289 = -169881.156473 nChanged 13 SP:Iteration 57F (44.328178 sec): 3 clusters Score: Raw -170438.858270 + Penalty 557.653099 = -169881.205170 nChanged 8 SP:Iteration 58Q (44.334097 sec): 3 clusters Score: Raw -170439.568430 + Penalty 558.333817 = -169881.234613 nChanged 7 SP:Iteration 59Q (44.340001 sec): 3 clusters Score: Raw -170440.025954 + Penalty 558.646197 = -169881.379757 nChanged 3 SP:Iteration 60F (44.346157 sec): 3 clusters Score: Raw -170440.096025 + Penalty 558.857607 = -169881.238419 nChanged 2 SP:Iteration 61F (44.352308 sec): 3 clusters Score: Raw -170440.170572 + Penalty 559.287152 = -169880.883421 nChanged 4 SP:Iteration 62F (44.358468 sec): 3 clusters Score: Raw -170440.335127 + Penalty 559.607561 = -169880.727566 nChanged 3 SP:Iteration 63F (44.364654 sec): 3 clusters Score: Raw -170440.398792 + Penalty 559.898589 = -169880.500203 nChanged 3 SP:Iteration 64F (44.370919 sec): 3 clusters Score: Raw -170440.468806 + Penalty 560.317695 = -169880.151112 nChanged 4 SP:Iteration 65F (44.377116 sec): 3 clusters Score: Raw -170440.563759 + Penalty 560.522283 = -169880.041476 nChanged 2 SP:Iteration 66F (44.383487 sec): 3 clusters Score: Raw -170440.663985 + Penalty 561.129832 = -169879.534152 nChanged 6 SP:Iteration 67F (44.389841 sec): 3 clusters Score: Raw -170441.130973 + Penalty 561.893408 = -169879.237564 nChanged 7 SP:Iteration 68F (44.396005 sec): 3 clusters Score: Raw -170441.477198 + Penalty 562.433352 = -169879.043846 nChanged 5 SP:Iteration 69F (44.402155 sec): 3 clusters Score: Raw -170441.721598 + Penalty 562.874037 = -169878.847561 nChanged 4 SP:Iteration 70F (44.408442 sec): 3 clusters Score: Raw -170441.841164 + Penalty 562.996164 = -169878.845000 nChanged 1 SP:Iteration 71F (44.414632 sec): 3 clusters Score: Raw -170441.853009 + Penalty 563.226764 = -169878.626245 nChanged 2 SP:Iteration 72F (44.420901 sec): 3 clusters Score: Raw -170441.902311 + Penalty 563.566415 = -169878.335896 nChanged 3 SP:Iteration 73F (44.427055 sec): 3 clusters Score: Raw -170441.969489 + Penalty 563.798758 = -169878.170731 nChanged 2 SP:Iteration 74F (44.433242 sec): 3 clusters Score: Raw -170442.006011 + Penalty 563.982888 = -169878.023123 nChanged 2 SP:Iteration 75F (44.439395 sec): 3 clusters Score: Raw -170442.033003 + Penalty 563.982888 = -169878.050114 nChanged 0 Memory request: 0.02 GB would take us to total of 0.52 GB. Trying to split cluster 7 (3149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.451321 sec): 2 clusters Score: Raw -154922.146003 + Penalty 118.274163 = -154803.871840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.457073 sec): 3 clusters Score: Raw -152890.998502 + Penalty 236.165899 = -152654.832603 nChanged 1441 SP:Iteration 1F (44.462714 sec): 3 clusters Score: Raw -153916.280583 + Penalty 237.355323 = -153678.925261 nChanged 306 SP:Iteration 2F (44.468379 sec): 3 clusters Score: Raw -154017.049625 + Penalty 238.558301 = -153778.491325 nChanged 163 SP:Iteration 3F (44.474015 sec): 3 clusters Score: Raw -154066.742424 + Penalty 240.517989 = -153826.224434 nChanged 143 SP:Iteration 4Q (44.479610 sec): 3 clusters Score: Raw -154102.580650 + Penalty 243.006139 = -153859.574511 nChanged 101 SP:Iteration 5Q (44.485452 sec): 3 clusters Score: Raw -154125.078823 + Penalty 246.083478 = -153878.995346 nChanged 80 SP:Iteration 6Q (44.491198 sec): 3 clusters Score: Raw -154149.770151 + Penalty 250.140444 = -153899.629708 nChanged 85 SP:Iteration 7Q (44.496876 sec): 3 clusters Score: Raw -154178.864133 + Penalty 254.099286 = -153924.764847 nChanged 77 SP:Iteration 8Q (44.502564 sec): 3 clusters Score: Raw -154217.621052 + Penalty 259.984285 = -153957.636768 nChanged 95 SP:Iteration 9Q (44.508246 sec): 3 clusters Score: Raw -154285.247660 + Penalty 265.843015 = -154019.404645 nChanged 91 SP:Iteration 10F (44.513864 sec): 3 clusters Score: Raw -154394.206069 + Penalty 271.767933 = -154122.438136 nChanged 82 SP:Iteration 11Q (44.519574 sec): 3 clusters Score: Raw -154510.392284 + Penalty 273.343996 = -154237.048288 nChanged 57 SP:Iteration 12Q (44.525037 sec): 3 clusters Score: Raw -154546.676232 + Penalty 274.712212 = -154271.964020 nChanged 62 SP:Iteration 13Q (44.530442 sec): 3 clusters Score: Raw -154595.418721 + Penalty 276.696800 = -154318.721921 nChanged 58 SP:Iteration 14Q (44.535808 sec): 3 clusters Score: Raw -154623.085869 + Penalty 278.208651 = -154344.877219 nChanged 47 SP:Iteration 15Q (44.541088 sec): 3 clusters Score: Raw -154642.500936 + Penalty 279.113723 = -154363.387213 nChanged 44 SP:Iteration 16Q (44.546332 sec): 3 clusters Score: Raw -154656.789825 + Penalty 279.719194 = -154377.070631 nChanged 41 SP:Iteration 17Q (44.551531 sec): 3 clusters Score: Raw -154670.826704 + Penalty 283.473792 = -154387.352912 nChanged 54 SP:Iteration 18Q (44.556698 sec): 3 clusters Score: Raw -154689.523160 + Penalty 287.904452 = -154401.618708 nChanged 68 SP:Iteration 19Q (44.561834 sec): 3 clusters Score: Raw -154713.679080 + Penalty 292.947544 = -154420.731536 nChanged 52 SP:Iteration 20F (44.567451 sec): 3 clusters Score: Raw -154731.294049 + Penalty 297.484651 = -154433.809398 nChanged 54 SP:Iteration 21Q (44.572491 sec): 3 clusters Score: Raw -154747.768137 + Penalty 301.410502 = -154446.357635 nChanged 39 SP:Iteration 22Q (44.577491 sec): 3 clusters Score: Raw -154760.274939 + Penalty 304.845505 = -154455.429434 nChanged 40 SP:Iteration 23Q (44.582464 sec): 3 clusters Score: Raw -154775.134649 + Penalty 306.690759 = -154468.443890 nChanged 39 SP:Iteration 24Q (44.587617 sec): 3 clusters Score: Raw -154793.700070 + Penalty 308.233127 = -154485.466943 nChanged 45 SP:Iteration 25Q (44.592931 sec): 3 clusters Score: Raw -154817.177338 + Penalty 315.739347 = -154501.437991 nChanged 45 SP:Iteration 26Q (44.597935 sec): 3 clusters Score: Raw -154846.303783 + Penalty 316.555256 = -154529.748527 nChanged 43 SP:Iteration 27Q (44.602740 sec): 3 clusters Score: Raw -154878.480386 + Penalty 312.268351 = -154566.212036 nChanged 38 SP:Iteration 28Q (44.607567 sec): 3 clusters Score: Raw -154905.941985 + Penalty 308.082387 = -154597.859598 nChanged 29 SP:Iteration 29Q (44.612376 sec): 3 clusters Score: Raw -154926.725971 + Penalty 299.897042 = -154626.828929 nChanged 20 SP:Iteration 30F (44.618141 sec): 3 clusters Score: Raw -154940.744188 + Penalty 293.824698 = -154646.919490 nChanged 11 SP:Iteration 31Q (44.622638 sec): 3 clusters Score: Raw -154947.016845 + Penalty 300.331606 = -154646.685239 nChanged 9 SP:Iteration 32F (44.628226 sec): 3 clusters Score: Raw -154951.066999 + Penalty 291.958370 = -154659.108629 nChanged 5 SP:Iteration 33Q (44.632687 sec): 3 clusters Score: Raw -154953.195995 + Penalty 296.179608 = -154657.016387 nChanged 3 SP:Iteration 34F (44.638317 sec): 3 clusters Score: Raw -154953.694332 + Penalty 299.880774 = -154653.813558 nChanged 3 SP:Iteration 35F (44.643894 sec): 3 clusters Score: Raw -154954.190758 + Penalty 306.982020 = -154647.208738 nChanged 3 SP:Iteration 36F (44.649488 sec): 3 clusters Score: Raw -154954.976240 + Penalty 311.120821 = -154643.855419 nChanged 4 SP:Iteration 37F (44.655078 sec): 3 clusters Score: Raw -154957.040887 + Penalty 316.636428 = -154640.404458 nChanged 5 SP:Iteration 38F (44.660665 sec): 3 clusters Score: Raw -154959.447009 + Penalty 314.105595 = -154645.341414 nChanged 3 SP:Iteration 39Q (44.665075 sec): 3 clusters Score: Raw -154962.249449 + Penalty 307.019259 = -154655.230190 nChanged 2 SP:Iteration 40F (44.670696 sec): 3 clusters Score: Raw -154966.111819 + Penalty 302.540674 = -154663.571145 nChanged 3 SP:Iteration 41Q (44.675106 sec): 3 clusters Score: Raw -154969.957650 + Penalty 299.288227 = -154670.669423 nChanged 1 SP:Iteration 42Q (44.679538 sec): 3 clusters Score: Raw -154970.219515 + Penalty 296.572213 = -154673.647302 nChanged 1 SP:Iteration 43Q (44.683942 sec): 3 clusters Score: Raw -154970.356708 + Penalty 296.572213 = -154673.784495 nChanged 0 SP:Iteration 44F (44.689581 sec): 3 clusters Score: Raw -154970.356708 + Penalty 296.572213 = -154673.784495 nChanged 0 Memory request: 0.02 GB would take us to total of 0.52 GB. Trying to split cluster 8 (3396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.701656 sec): 2 clusters Score: Raw -174885.882089 + Penalty 162.418518 = -174723.463571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.708049 sec): 3 clusters Score: Raw -172703.621004 + Penalty 386.664344 = -172316.956660 nChanged 1566 SP:Iteration 1F (44.714407 sec): 3 clusters Score: Raw -174433.177429 + Penalty 372.221092 = -174060.956338 nChanged 292 SP:Iteration 2F (44.720683 sec): 3 clusters Score: Raw -174763.980361 + Penalty 359.751941 = -174404.228420 nChanged 84 SP:Iteration 3Q (44.726801 sec): 3 clusters Score: Raw -174889.084010 + Penalty 371.936879 = -174517.147131 nChanged 8 SP:Iteration 4Q (44.731552 sec): 3 clusters Score: Raw -174895.427894 + Penalty 385.679488 = -174509.748406 nChanged 7 SP:Iteration 5F (44.737584 sec): 3 clusters Score: Raw -174901.379494 + Penalty 389.000303 = -174512.379191 nChanged 1 SP:Iteration 6Q (44.742336 sec): 3 clusters Score: Raw -174901.455907 + Penalty 389.000303 = -174512.455604 nChanged 0 SP:Iteration 7F (44.748470 sec): 3 clusters Score: Raw -174901.455907 + Penalty 389.000303 = -174512.455604 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 9 (2582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.758457 sec): 2 clusters Score: Raw -130602.092121 + Penalty 177.625815 = -130424.466306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.763324 sec): 3 clusters Score: Raw -128901.751208 + Penalty 358.954427 = -128542.796780 nChanged 1157 SP:Iteration 1F (44.767953 sec): 3 clusters Score: Raw -129547.810289 + Penalty 358.740237 = -129189.070052 nChanged 375 SP:Iteration 2F (44.772734 sec): 3 clusters Score: Raw -129707.213269 + Penalty 355.954999 = -129351.258270 nChanged 160 SP:Iteration 3F (44.777476 sec): 3 clusters Score: Raw -129821.100755 + Penalty 348.954439 = -129472.146316 nChanged 183 SP:Iteration 4F (44.782200 sec): 3 clusters Score: Raw -129968.089676 + Penalty 339.785910 = -129628.303766 nChanged 182 SP:Iteration 5F (44.786916 sec): 3 clusters Score: Raw -130118.773622 + Penalty 335.085313 = -129783.688309 nChanged 187 SP:Iteration 6F (44.791779 sec): 3 clusters Score: Raw -130268.122712 + Penalty 340.143464 = -129927.979248 nChanged 163 SP:Iteration 7F (44.796534 sec): 3 clusters Score: Raw -130405.730657 + Penalty 354.617300 = -130051.113357 nChanged 140 SP:Iteration 8F (44.801408 sec): 3 clusters Score: Raw -130533.798966 + Penalty 425.829851 = -130107.969114 nChanged 57 SP:Iteration 9Q (44.805545 sec): 3 clusters Score: Raw -130590.844823 + Penalty 582.556747 = -130008.288076 nChanged 14 SP:Iteration 10F (44.810395 sec): 3 clusters Score: Raw -130606.643258 + Penalty 554.334125 = -130052.309133 nChanged 2 SP:Iteration 11Q (44.814169 sec): 3 clusters Score: Raw -130609.482544 + Penalty 554.334125 = -130055.148419 nChanged 0 SP:Iteration 12F (44.818934 sec): 3 clusters Score: Raw -130609.482544 + Penalty 554.334125 = -130055.148419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 10 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.822164 sec): 2 clusters Score: Raw -10449.584127 + Penalty 205.544923 = -10244.039204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.822733 sec): 3 clusters Score: Raw -10356.390899 + Penalty 421.437814 = -9934.953084 nChanged 68 SP:Iteration 1F (44.823287 sec): 3 clusters Score: Raw -10420.778599 + Penalty 438.827338 = -9981.951261 nChanged 25 SP:Iteration 2F (44.823849 sec): 3 clusters Score: Raw -10448.514039 + Penalty 455.961566 = -9992.552473 nChanged 15 SP:Iteration 3F (44.824407 sec): 3 clusters Score: Raw -10468.724157 + Penalty 461.281609 = -10007.442548 nChanged 5 SP:Iteration 4Q (44.824953 sec): 3 clusters Score: Raw -10474.249974 + Penalty 466.095477 = -10008.154496 nChanged 3 SP:Iteration 5Q (44.825530 sec): 3 clusters Score: Raw -10483.477305 + Penalty 467.179565 = -10016.297741 nChanged 4 SP:Iteration 6Q (44.826075 sec): 3 clusters Score: Raw -10488.125208 + Penalty 468.494356 = -10019.630852 nChanged 3 SP:Iteration 7Q (44.826617 sec): 3 clusters Score: Raw -10492.334078 + Penalty 465.998955 = -10026.335123 nChanged 3 SP:Iteration 8Q (44.827158 sec): 3 clusters Score: Raw -10499.177361 + Penalty 464.305540 = -10034.871821 nChanged 1 SP:Iteration 9Q (44.827693 sec): 3 clusters Score: Raw -10499.791482 + Penalty 464.305540 = -10035.485941 nChanged 0 SP:Iteration 10F (44.828247 sec): 3 clusters Score: Raw -10499.791482 + Penalty 464.305540 = -10035.485941 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 11 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.830442 sec): 2 clusters Score: Raw -12386.691011 + Penalty 694.168031 = -11692.522980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.831078 sec): 3 clusters Score: Raw -12421.216677 + Penalty 1390.914479 = -11030.302198 nChanged 32 SP:Iteration 1F (44.831706 sec): 3 clusters Score: Raw -12476.454314 + Penalty 1390.382995 = -11086.071319 nChanged 7 SP:Iteration 2Q (44.832314 sec): 3 clusters Score: Raw -12488.256478 + Penalty 1390.958319 = -11097.298159 nChanged 2 SP:Iteration 3Q (44.832921 sec): 3 clusters Score: Raw -12490.797520 + Penalty 1391.200621 = -11099.596899 nChanged 1 SP:Iteration 4Q (44.833525 sec): 3 clusters Score: Raw -12491.967302 + Penalty 1391.200621 = -11100.766681 nChanged 0 SP:Iteration 5F (44.834154 sec): 3 clusters Score: Raw -12491.967302 + Penalty 1391.200621 = -11100.766681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 12 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.835263 sec): 2 clusters Score: Raw -5975.031735 + Penalty 174.236650 = -5800.795085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.835686 sec): 3 clusters Score: Raw -5933.510319 + Penalty 339.376988 = -5594.133331 nChanged 34 SP:Iteration 1F (44.836099 sec): 3 clusters Score: Raw -5962.445489 + Penalty 341.667363 = -5620.778126 nChanged 6 SP:Iteration 2F (44.836510 sec): 3 clusters Score: Raw -5968.990018 + Penalty 357.427730 = -5611.562288 nChanged 5 SP:Iteration 3F (44.836922 sec): 3 clusters Score: Raw -5973.941147 + Penalty 354.592493 = -5619.348654 nChanged 2 SP:Iteration 4Q (44.837332 sec): 3 clusters Score: Raw -5975.209510 + Penalty 352.129672 = -5623.079837 nChanged 1 SP:Iteration 5Q (44.837743 sec): 3 clusters Score: Raw -5975.451424 + Penalty 352.129672 = -5623.321752 nChanged 0 SP:Iteration 6F (44.838154 sec): 3 clusters Score: Raw -5975.451424 + Penalty 352.129672 = -5623.321752 nChanged 0 Memory request: 0.04 GB would take us to total of 0.54 GB. Trying to split cluster 13 (9386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.867375 sec): 2 clusters Score: Raw -452610.222615 + Penalty 76.922214 = -452533.300401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.884302 sec): 3 clusters Score: Raw -446371.179854 + Penalty 154.034442 = -446217.145412 nChanged 4532 SP:Iteration 1F (44.901254 sec): 3 clusters Score: Raw -450600.233363 + Penalty 153.656395 = -450446.576967 nChanged 684 SP:Iteration 2F (44.917816 sec): 3 clusters Score: Raw -450963.623364 + Penalty 153.733274 = -450809.890090 nChanged 522 SP:Iteration 3F (44.934680 sec): 3 clusters Score: Raw -451418.359594 + Penalty 151.916220 = -451266.443373 nChanged 461 SP:Iteration 4Q (44.951140 sec): 3 clusters Score: Raw -451947.188356 + Penalty 148.570133 = -451798.618224 nChanged 366 SP:Iteration 5Q (44.967662 sec): 3 clusters Score: Raw -452437.974025 + Penalty 146.898678 = -452291.075347 nChanged 276 SP:Iteration 6Q (44.983690 sec): 3 clusters Score: Raw -452714.145504 + Penalty 145.748049 = -452568.397455 nChanged 206 SP:Iteration 7Q (44.999860 sec): 3 clusters Score: Raw -452862.387997 + Penalty 143.988494 = -452718.399503 nChanged 172 SP:Iteration 8Q (45.015441 sec): 3 clusters Score: Raw -452963.975320 + Penalty 143.442467 = -452820.532853 nChanged 140 SP:Iteration 9Q (45.030636 sec): 3 clusters Score: Raw -453036.489640 + Penalty 142.100736 = -452894.388905 nChanged 122 SP:Iteration 10F (45.047216 sec): 3 clusters Score: Raw -453088.941509 + Penalty 141.799402 = -452947.142107 nChanged 86 SP:Iteration 11Q (45.061971 sec): 3 clusters Score: Raw -453112.802728 + Penalty 141.275605 = -452971.527122 nChanged 61 SP:Iteration 12Q (45.076435 sec): 3 clusters Score: Raw -453126.284500 + Penalty 140.899697 = -452985.384803 nChanged 31 SP:Iteration 13Q (45.090957 sec): 3 clusters Score: Raw -453131.625444 + Penalty 140.563012 = -452991.062432 nChanged 25 SP:Iteration 14Q (45.106029 sec): 3 clusters Score: Raw -453135.478042 + Penalty 140.559748 = -452994.918294 nChanged 22 SP:Iteration 15Q (45.120737 sec): 3 clusters Score: Raw -453139.806942 + Penalty 140.350157 = -452999.456784 nChanged 23 SP:Iteration 16Q (45.134982 sec): 3 clusters Score: Raw -453143.055542 + Penalty 139.883736 = -453003.171807 nChanged 15 SP:Iteration 17Q (45.149216 sec): 3 clusters Score: Raw -453144.286126 + Penalty 139.961334 = -453004.324792 nChanged 14 SP:Iteration 18Q (45.163348 sec): 3 clusters Score: Raw -453145.321994 + Penalty 139.961250 = -453005.360744 nChanged 6 SP:Iteration 19Q (45.177622 sec): 3 clusters Score: Raw -453145.540216 + Penalty 139.991101 = -453005.549115 nChanged 5 SP:Iteration 20F (45.194056 sec): 3 clusters Score: Raw -453145.723023 + Penalty 140.007838 = -453005.715186 nChanged 3 SP:Iteration 21Q (45.208732 sec): 3 clusters Score: Raw -453145.854418 + Penalty 140.020848 = -453005.833570 nChanged 2 SP:Iteration 22Q (45.222797 sec): 3 clusters Score: Raw -453145.900800 + Penalty 140.000252 = -453005.900548 nChanged 2 SP:Iteration 23Q (45.236937 sec): 3 clusters Score: Raw -453145.931707 + Penalty 140.006786 = -453005.924921 nChanged 1 SP:Iteration 24Q (45.250983 sec): 3 clusters Score: Raw -453145.948804 + Penalty 140.006786 = -453005.942018 nChanged 0 SP:Iteration 25F (45.267904 sec): 3 clusters Score: Raw -453145.948804 + Penalty 140.006786 = -453005.942018 nChanged 0 Score: Raw -2546500.436540 + Penalty 204708.743422 = -2341791.693118 Splitting cluster 13 changes total score from -2297828.020090 to -2341791.693118 So it's getting split into cluster 93. Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 14 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.394329 sec): 2 clusters Score: Raw -21386.300579 + Penalty 551.415265 = -20834.885314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.395281 sec): 3 clusters Score: Raw -21270.545780 + Penalty 1103.587167 = -20166.958613 nChanged 121 SP:Iteration 1F (50.396227 sec): 3 clusters Score: Raw -21375.746960 + Penalty 1104.420772 = -20271.326188 nChanged 35 SP:Iteration 2F (50.397170 sec): 3 clusters Score: Raw -21422.634277 + Penalty 1102.907226 = -20319.727051 nChanged 22 SP:Iteration 3F (50.398109 sec): 3 clusters Score: Raw -21449.968080 + Penalty 1102.113462 = -20347.854618 nChanged 15 SP:Iteration 4Q (50.399022 sec): 3 clusters Score: Raw -21466.089066 + Penalty 1101.909170 = -20364.179896 nChanged 8 SP:Iteration 5Q (50.399933 sec): 3 clusters Score: Raw -21471.372253 + Penalty 1101.280835 = -20370.091418 nChanged 9 SP:Iteration 6Q (50.400840 sec): 3 clusters Score: Raw -21485.715168 + Penalty 1101.133154 = -20384.582013 nChanged 5 SP:Iteration 7Q (50.401742 sec): 3 clusters Score: Raw -21492.539024 + Penalty 1100.752383 = -20391.786641 nChanged 4 SP:Iteration 8Q (50.402647 sec): 3 clusters Score: Raw -21495.819178 + Penalty 1100.795586 = -20395.023591 nChanged 1 SP:Iteration 9Q (50.403555 sec): 3 clusters Score: Raw -21496.240380 + Penalty 1100.795586 = -20395.444794 nChanged 0 SP:Iteration 10F (50.404491 sec): 3 clusters Score: Raw -21496.240380 + Penalty 1100.795586 = -20395.444794 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 15 (1745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.412758 sec): 2 clusters Score: Raw -89905.454245 + Penalty 477.765499 = -89427.688746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.416042 sec): 3 clusters Score: Raw -88952.113934 + Penalty 960.068819 = -87992.045115 nChanged 697 SP:Iteration 1F (50.419412 sec): 3 clusters Score: Raw -89376.529107 + Penalty 961.917177 = -88414.611930 nChanged 195 SP:Iteration 2F (50.422648 sec): 3 clusters Score: Raw -89529.181402 + Penalty 964.138180 = -88565.043221 nChanged 143 SP:Iteration 3F (50.425933 sec): 3 clusters Score: Raw -89671.849798 + Penalty 963.629881 = -88708.219916 nChanged 128 SP:Iteration 4F (50.429305 sec): 3 clusters Score: Raw -89814.107916 + Penalty 959.134260 = -88854.973656 nChanged 113 SP:Iteration 5F (50.432587 sec): 3 clusters Score: Raw -89954.715978 + Penalty 952.842348 = -89001.873630 nChanged 83 SP:Iteration 6Q (50.436035 sec): 3 clusters Score: Raw -90061.962958 + Penalty 948.826396 = -89113.136562 nChanged 76 SP:Iteration 7Q (50.439142 sec): 3 clusters Score: Raw -90166.328072 + Penalty 944.407380 = -89221.920692 nChanged 72 SP:Iteration 8Q (50.442100 sec): 3 clusters Score: Raw -90253.745648 + Penalty 943.992196 = -89309.753452 nChanged 69 SP:Iteration 9Q (50.445107 sec): 3 clusters Score: Raw -90344.296799 + Penalty 945.963672 = -89398.333128 nChanged 64 SP:Iteration 10F (50.448307 sec): 3 clusters Score: Raw -90461.289354 + Penalty 949.911746 = -89511.377608 nChanged 63 SP:Iteration 11Q (50.451054 sec): 3 clusters Score: Raw -90591.475787 + Penalty 954.556730 = -89636.919057 nChanged 51 SP:Iteration 12Q (50.453723 sec): 3 clusters Score: Raw -90685.482005 + Penalty 956.214402 = -89729.267603 nChanged 16 SP:Iteration 13Q (50.456315 sec): 3 clusters Score: Raw -90697.262805 + Penalty 956.847938 = -89740.414867 nChanged 6 SP:Iteration 14Q (50.458896 sec): 3 clusters Score: Raw -90700.222599 + Penalty 957.169393 = -89743.053206 nChanged 3 SP:Iteration 15Q (50.461468 sec): 3 clusters Score: Raw -90701.388840 + Penalty 957.575529 = -89743.813311 nChanged 4 SP:Iteration 16Q (50.464039 sec): 3 clusters Score: Raw -90703.663781 + Penalty 957.751362 = -89745.912419 nChanged 2 SP:Iteration 17Q (50.466612 sec): 3 clusters Score: Raw -90704.636587 + Penalty 957.864208 = -89746.772379 nChanged 1 SP:Iteration 18Q (50.469180 sec): 3 clusters Score: Raw -90704.735061 + Penalty 957.957798 = -89746.777264 nChanged 1 SP:Iteration 19Q (50.471749 sec): 3 clusters Score: Raw -90705.037157 + Penalty 957.957798 = -89747.079359 nChanged 0 SP:Iteration 20F (50.474945 sec): 3 clusters Score: Raw -90705.037157 + Penalty 957.957798 = -89747.079359 nChanged 0 Score: Raw -2547300.021787 + Penalty 205410.803924 = -2341889.217862 Splitting cluster 15 changes total score from -2297828.020090 to -2341889.217862 So it's getting split into cluster 96. Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 16 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.634505 sec): 2 clusters Score: Raw -4549.482009 + Penalty 218.908803 = -4330.573206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.634883 sec): 3 clusters Score: Raw -4536.899025 + Penalty 440.956240 = -4095.942785 nChanged 20 SP:Iteration 1F (55.635250 sec): 3 clusters Score: Raw -4562.421153 + Penalty 442.535545 = -4119.885608 nChanged 1 SP:Iteration 2Q (55.635610 sec): 3 clusters Score: Raw -4564.781176 + Penalty 442.535545 = -4122.245631 nChanged 0 SP:Iteration 3F (55.635973 sec): 3 clusters Score: Raw -4564.781176 + Penalty 442.535545 = -4122.245631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 17 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.636570 sec): 2 clusters Score: Raw -1514.068681 + Penalty 140.546484 = -1373.522197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.637168 sec): 3 clusters Score: Raw -1513.327957 + Penalty 278.820935 = -1234.507022 nChanged 6 SP:Iteration 1F (55.637443 sec): 3 clusters Score: Raw -1523.874319 + Penalty 279.734595 = -1244.139724 nChanged 2 SP:Iteration 2F (55.637718 sec): 3 clusters Score: Raw -1529.869726 + Penalty 279.734595 = -1250.135131 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 18 (586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.640072 sec): 2 clusters Score: Raw -27945.309225 + Penalty 846.215444 = -27099.093781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.641385 sec): 3 clusters Score: Raw -27833.867838 + Penalty 1692.719058 = -26141.148780 nChanged 191 SP:Iteration 1F (55.642666 sec): 3 clusters Score: Raw -28172.477303 + Penalty 1692.894798 = -26479.582505 nChanged 88 SP:Iteration 2F (55.643934 sec): 3 clusters Score: Raw -28441.209864 + Penalty 1688.612210 = -26752.597653 nChanged 55 SP:Iteration 3F (55.645215 sec): 3 clusters Score: Raw -28653.104478 + Penalty 1689.953005 = -26963.151473 nChanged 35 SP:Iteration 4F (55.646475 sec): 3 clusters Score: Raw -28811.129484 + Penalty 1689.795889 = -27121.333595 nChanged 17 SP:Iteration 5Q (55.647601 sec): 3 clusters Score: Raw -28853.295998 + Penalty 1690.476429 = -27162.819569 nChanged 5 SP:Iteration 6Q (55.648721 sec): 3 clusters Score: Raw -28861.702265 + Penalty 1690.476429 = -27171.225836 nChanged 0 SP:Iteration 7F (55.650028 sec): 3 clusters Score: Raw -28861.702265 + Penalty 1690.476429 = -27171.225836 nChanged 0 Score: Raw -2548216.414362 + Penalty 206856.482197 = -2341359.932165 Splitting cluster 18 changes total score from -2297828.020090 to -2341359.932165 So it's getting split into cluster 110. Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 19 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.817132 sec): 2 clusters Score: Raw -4236.219059 + Penalty 159.728606 = -4076.490452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.817529 sec): 3 clusters Score: Raw -4215.812308 + Penalty 318.721608 = -3897.090700 nChanged 16 SP:Iteration 1F (60.817890 sec): 3 clusters Score: Raw -4236.156252 + Penalty 318.238372 = -3917.917880 nChanged 3 SP:Iteration 2Q (60.818247 sec): 3 clusters Score: Raw -4239.653832 + Penalty 318.173538 = -3921.480294 nChanged 1 SP:Iteration 3Q (60.818603 sec): 3 clusters Score: Raw -4240.687482 + Penalty 318.014083 = -3922.673399 nChanged 4 SP:Iteration 4Q (60.818958 sec): 3 clusters Score: Raw -4250.706748 + Penalty 318.631607 = -3932.075141 nChanged 3 SP:Iteration 5Q (60.819310 sec): 3 clusters Score: Raw -4256.850171 + Penalty 319.878990 = -3936.971181 nChanged 6 SP:Iteration 6F (60.819668 sec): 3 clusters Score: Raw -4272.663087 + Penalty 320.387961 = -3952.275126 nChanged 7 SP:Iteration 7F (60.820026 sec): 3 clusters Score: Raw -4288.460555 + Penalty 320.387961 = -3968.072594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 20 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.821046 sec): 2 clusters Score: Raw -3606.911328 + Penalty 265.566092 = -3341.345236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.821422 sec): 3 clusters Score: Raw -3636.389041 + Penalty 547.362810 = -3089.026231 nChanged 13 SP:Iteration 1F (60.821773 sec): 3 clusters Score: Raw -3661.603769 + Penalty 559.494415 = -3102.109354 nChanged 3 SP:Iteration 2Q (60.822109 sec): 3 clusters Score: Raw -3666.489167 + Penalty 559.494415 = -3106.994752 nChanged 0 SP:Iteration 3F (60.822457 sec): 3 clusters Score: Raw -3666.489167 + Penalty 559.494415 = -3106.994752 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 21 (839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.827361 sec): 2 clusters Score: Raw -43386.506772 + Penalty 780.275129 = -42606.231643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.829098 sec): 3 clusters Score: Raw -43104.812965 + Penalty 1559.977210 = -41544.835754 nChanged 260 SP:Iteration 1F (60.830767 sec): 3 clusters Score: Raw -43445.641658 + Penalty 1558.537500 = -41887.104158 nChanged 91 SP:Iteration 2F (60.832441 sec): 3 clusters Score: Raw -43572.469891 + Penalty 1558.033459 = -42014.436431 nChanged 51 SP:Iteration 3F (60.834075 sec): 3 clusters Score: Raw -43638.821343 + Penalty 1558.546215 = -42080.275128 nChanged 33 SP:Iteration 4Q (60.835659 sec): 3 clusters Score: Raw -43676.771307 + Penalty 1558.951744 = -42117.819563 nChanged 18 SP:Iteration 5Q (60.837232 sec): 3 clusters Score: Raw -43699.272614 + Penalty 1559.271631 = -42140.000983 nChanged 13 SP:Iteration 6Q (60.838834 sec): 3 clusters Score: Raw -43713.008200 + Penalty 1559.350115 = -42153.658085 nChanged 6 SP:Iteration 7Q (60.840424 sec): 3 clusters Score: Raw -43717.097685 + Penalty 1559.515939 = -42157.581745 nChanged 2 SP:Iteration 8Q (60.841985 sec): 3 clusters Score: Raw -43718.185111 + Penalty 1559.535456 = -42158.649655 nChanged 1 SP:Iteration 9Q (60.843547 sec): 3 clusters Score: Raw -43718.476054 + Penalty 1559.535456 = -42158.940598 nChanged 0 SP:Iteration 10F (60.845182 sec): 3 clusters Score: Raw -43718.476054 + Penalty 1559.535456 = -42158.940598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 22 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.852492 sec): 2 clusters Score: Raw -24758.042050 + Penalty 606.064963 = -24151.977087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.853583 sec): 3 clusters Score: Raw -24614.706519 + Penalty 1211.780062 = -23402.926457 nChanged 125 SP:Iteration 1F (60.854647 sec): 3 clusters Score: Raw -24745.669260 + Penalty 1210.632138 = -23535.037122 nChanged 34 SP:Iteration 2F (60.855713 sec): 3 clusters Score: Raw -24776.490066 + Penalty 1208.998607 = -23567.491459 nChanged 15 SP:Iteration 3Q (60.856755 sec): 3 clusters Score: Raw -24789.855348 + Penalty 1207.040740 = -23582.814608 nChanged 13 SP:Iteration 4Q (60.857792 sec): 3 clusters Score: Raw -24802.397738 + Penalty 1205.497546 = -23596.900192 nChanged 14 SP:Iteration 5Q (60.858823 sec): 3 clusters Score: Raw -24813.587710 + Penalty 1204.164378 = -23609.423332 nChanged 7 SP:Iteration 6Q (60.859853 sec): 3 clusters Score: Raw -24819.301454 + Penalty 1202.945049 = -23616.356404 nChanged 8 SP:Iteration 7Q (60.860885 sec): 3 clusters Score: Raw -24833.125688 + Penalty 1203.739228 = -23629.386459 nChanged 8 SP:Iteration 8Q (60.861918 sec): 3 clusters Score: Raw -24842.144849 + Penalty 1203.437162 = -23638.707687 nChanged 5 SP:Iteration 9Q (60.862946 sec): 3 clusters Score: Raw -24846.577078 + Penalty 1202.354671 = -23644.222407 nChanged 5 SP:Iteration 10F (60.863995 sec): 3 clusters Score: Raw -24855.160130 + Penalty 1201.481837 = -23653.678293 nChanged 3 SP:Iteration 11Q (60.865024 sec): 3 clusters Score: Raw -24857.850633 + Penalty 1201.224661 = -23656.625972 nChanged 1 SP:Iteration 12Q (60.866052 sec): 3 clusters Score: Raw -24858.438890 + Penalty 1200.785525 = -23657.653365 nChanged 1 SP:Iteration 13Q (60.867087 sec): 3 clusters Score: Raw -24859.125344 + Penalty 1200.696577 = -23658.428766 nChanged 2 SP:Iteration 14Q (60.868135 sec): 3 clusters Score: Raw -24860.184760 + Penalty 1200.678487 = -23659.506273 nChanged 2 SP:Iteration 15Q (60.869162 sec): 3 clusters Score: Raw -24861.183065 + Penalty 1201.261071 = -23659.921994 nChanged 2 SP:Iteration 16Q (60.870186 sec): 3 clusters Score: Raw -24861.907252 + Penalty 1201.865155 = -23660.042097 nChanged 4 SP:Iteration 17Q (60.871211 sec): 3 clusters Score: Raw -24864.208111 + Penalty 1201.573134 = -23662.634976 nChanged 1 SP:Iteration 18Q (60.872258 sec): 3 clusters Score: Raw -24864.607172 + Penalty 1201.573134 = -23663.034037 nChanged 0 SP:Iteration 19F (60.873308 sec): 3 clusters Score: Raw -24864.607172 + Penalty 1201.573134 = -23663.034037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 23 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.875129 sec): 2 clusters Score: Raw -13594.977271 + Penalty 277.666609 = -13317.310662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.875953 sec): 3 clusters Score: Raw -13473.696901 + Penalty 556.061419 = -12917.635482 nChanged 87 SP:Iteration 1F (60.876724 sec): 3 clusters Score: Raw -13562.057893 + Penalty 555.432377 = -13006.625516 nChanged 26 SP:Iteration 2F (60.877515 sec): 3 clusters Score: Raw -13598.806361 + Penalty 554.289936 = -13044.516425 nChanged 18 SP:Iteration 3F (60.878278 sec): 3 clusters Score: Raw -13627.777604 + Penalty 553.956815 = -13073.820788 nChanged 16 SP:Iteration 4F (60.879054 sec): 3 clusters Score: Raw -13651.705378 + Penalty 554.002927 = -13097.702452 nChanged 4 SP:Iteration 5Q (60.879752 sec): 3 clusters Score: Raw -13656.541201 + Penalty 554.420682 = -13102.120520 nChanged 3 SP:Iteration 6Q (60.880465 sec): 3 clusters Score: Raw -13663.883568 + Penalty 555.135351 = -13108.748217 nChanged 6 SP:Iteration 7Q (60.881157 sec): 3 clusters Score: Raw -13675.489631 + Penalty 555.351818 = -13120.137813 nChanged 4 SP:Iteration 8Q (60.881863 sec): 3 clusters Score: Raw -13679.756629 + Penalty 555.546457 = -13124.210172 nChanged 2 SP:Iteration 9Q (60.882543 sec): 3 clusters Score: Raw -13684.382600 + Penalty 556.668604 = -13127.713996 nChanged 7 SP:Iteration 10F (60.883299 sec): 3 clusters Score: Raw -13692.342675 + Penalty 557.579768 = -13134.762907 nChanged 4 SP:Iteration 11Q (60.883968 sec): 3 clusters Score: Raw -13696.829580 + Penalty 558.856102 = -13137.973478 nChanged 3 SP:Iteration 12Q (60.884644 sec): 3 clusters Score: Raw -13703.454587 + Penalty 558.856102 = -13144.598485 nChanged 0 SP:Iteration 13F (60.885375 sec): 3 clusters Score: Raw -13703.454587 + Penalty 558.856102 = -13144.598485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 24 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.886085 sec): 2 clusters Score: Raw -2764.439585 + Penalty 388.319801 = -2376.119783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.886411 sec): 3 clusters Score: Raw -2844.847162 + Penalty 787.421179 = -2057.425983 nChanged 1 SP:Iteration 1Q (60.886708 sec): 3 clusters Score: Raw -2850.478747 + Penalty 790.408760 = -2060.069987 nChanged 1 SP:Iteration 2Q (60.887002 sec): 3 clusters Score: Raw -2853.218043 + Penalty 790.408760 = -2062.809283 nChanged 0 SP:Iteration 3F (60.887314 sec): 3 clusters Score: Raw -2853.218043 + Penalty 790.408760 = -2062.809283 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 25 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.887916 sec): 2 clusters Score: Raw -2677.349313 + Penalty 439.359228 = -2237.990085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.888210 sec): 3 clusters Score: Raw -2735.223615 + Penalty 877.706357 = -1857.517258 nChanged 1 SP:Iteration 1Q (60.888486 sec): 3 clusters Score: Raw -2738.135273 + Penalty 877.706357 = -1860.428916 nChanged 0 SP:Iteration 2F (60.888774 sec): 3 clusters Score: Raw -2738.135273 + Penalty 877.706357 = -1860.428916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 26 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.889644 sec): 2 clusters Score: Raw -7251.383595 + Penalty 463.276858 = -6788.106738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.890143 sec): 3 clusters Score: Raw -7241.050291 + Penalty 926.348775 = -6314.701516 nChanged 29 SP:Iteration 1F (60.890638 sec): 3 clusters Score: Raw -7279.633680 + Penalty 931.570194 = -6348.063487 nChanged 9 SP:Iteration 2F (60.891134 sec): 3 clusters Score: Raw -7297.025375 + Penalty 933.644829 = -6363.380546 nChanged 3 SP:Iteration 3Q (60.891650 sec): 3 clusters Score: Raw -7302.513600 + Penalty 935.989370 = -6366.524230 nChanged 3 SP:Iteration 4Q (60.892135 sec): 3 clusters Score: Raw -7304.701305 + Penalty 936.210416 = -6368.490889 nChanged 1 SP:Iteration 5Q (60.892619 sec): 3 clusters Score: Raw -7305.383486 + Penalty 936.210416 = -6369.173070 nChanged 0 SP:Iteration 6F (60.893117 sec): 3 clusters Score: Raw -7305.383486 + Penalty 936.210416 = -6369.173070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 27 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.894019 sec): 2 clusters Score: Raw -7660.613070 + Penalty 215.569640 = -7445.043430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.894528 sec): 3 clusters Score: Raw -7619.701370 + Penalty 432.588802 = -7187.112568 nChanged 38 SP:Iteration 1F (60.895027 sec): 3 clusters Score: Raw -7678.325032 + Penalty 431.615668 = -7246.709364 nChanged 12 SP:Iteration 2F (60.895526 sec): 3 clusters Score: Raw -7700.319798 + Penalty 429.828560 = -7270.491237 nChanged 7 SP:Iteration 3Q (60.896010 sec): 3 clusters Score: Raw -7721.438515 + Penalty 429.475080 = -7291.963435 nChanged 4 SP:Iteration 4Q (60.896491 sec): 3 clusters Score: Raw -7728.132968 + Penalty 427.282977 = -7300.849991 nChanged 3 SP:Iteration 5Q (60.896973 sec): 3 clusters Score: Raw -7734.119995 + Penalty 427.282977 = -7306.837018 nChanged 0 SP:Iteration 6F (60.897470 sec): 3 clusters Score: Raw -7734.119995 + Penalty 427.282977 = -7306.837018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 28 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.898310 sec): 2 clusters Score: Raw -5254.175267 + Penalty 134.447107 = -5119.728161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.898759 sec): 3 clusters Score: Raw -5218.046402 + Penalty 268.515543 = -4949.530859 nChanged 43 SP:Iteration 1F (60.899201 sec): 3 clusters Score: Raw -5259.015109 + Penalty 267.708861 = -4991.306248 nChanged 13 SP:Iteration 2F (60.899643 sec): 3 clusters Score: Raw -5282.241089 + Penalty 269.137333 = -5013.103756 nChanged 8 SP:Iteration 3F (60.900084 sec): 3 clusters Score: Raw -5299.546006 + Penalty 269.706529 = -5029.839476 nChanged 7 SP:Iteration 4F (60.900524 sec): 3 clusters Score: Raw -5311.283086 + Penalty 269.155885 = -5042.127200 nChanged 1 SP:Iteration 5Q (60.900941 sec): 3 clusters Score: Raw -5314.307592 + Penalty 269.133136 = -5045.174456 nChanged 2 SP:Iteration 6Q (60.901360 sec): 3 clusters Score: Raw -5315.062514 + Penalty 269.133136 = -5045.929377 nChanged 0 SP:Iteration 7F (60.901799 sec): 3 clusters Score: Raw -5315.062514 + Penalty 269.133136 = -5045.929377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 29 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.902820 sec): 2 clusters Score: Raw -9629.713055 + Penalty 358.631438 = -9271.081617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.903395 sec): 3 clusters Score: Raw -9554.223302 + Penalty 717.421139 = -8836.802164 nChanged 51 SP:Iteration 1F (60.903953 sec): 3 clusters Score: Raw -9605.730956 + Penalty 717.947961 = -8887.782996 nChanged 18 SP:Iteration 2F (60.904503 sec): 3 clusters Score: Raw -9625.902777 + Penalty 718.316615 = -8907.586161 nChanged 10 SP:Iteration 3F (60.905053 sec): 3 clusters Score: Raw -9634.243124 + Penalty 719.465189 = -8914.777935 nChanged 7 SP:Iteration 4Q (60.905595 sec): 3 clusters Score: Raw -9643.503729 + Penalty 719.377823 = -8924.125906 nChanged 2 SP:Iteration 5Q (60.906134 sec): 3 clusters Score: Raw -9646.021841 + Penalty 720.001086 = -8926.020755 nChanged 2 SP:Iteration 6Q (60.906669 sec): 3 clusters Score: Raw -9647.150924 + Penalty 720.390709 = -8926.760215 nChanged 1 SP:Iteration 7Q (60.907203 sec): 3 clusters Score: Raw -9647.832986 + Penalty 720.390709 = -8927.442277 nChanged 0 SP:Iteration 8F (60.907776 sec): 3 clusters Score: Raw -9647.832986 + Penalty 720.390709 = -8927.442277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 30 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.908309 sec): 2 clusters Score: Raw -476.691822 + Penalty 168.825124 = -307.866697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.908536 sec): 3 clusters Score: Raw -487.515240 + Penalty 336.666210 = -150.849031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 31 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.909042 sec): 2 clusters Score: Raw -523.989437 + Penalty 159.783018 = -364.206420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.909270 sec): 3 clusters Score: Raw -535.950929 + Penalty 310.230822 = -225.720107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 32 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.909769 sec): 2 clusters Score: Raw -475.772139 + Penalty 120.339972 = -355.432167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.909991 sec): 3 clusters Score: Raw -478.702443 + Penalty 229.029772 = -249.672671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 33 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.910510 sec): 2 clusters Score: Raw -891.243831 + Penalty 245.453575 = -645.790256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.910752 sec): 3 clusters Score: Raw -913.174375 + Penalty 500.220656 = -412.953719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 35 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.911564 sec): 2 clusters Score: Raw -4454.424599 + Penalty 664.856266 = -3789.568333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.911990 sec): 3 clusters Score: Raw -4612.794141 + Penalty 1332.388664 = -3280.405477 nChanged 7 SP:Iteration 1F (60.912408 sec): 3 clusters Score: Raw -4642.887212 + Penalty 1334.548521 = -3308.338691 nChanged 2 SP:Iteration 2Q (60.912800 sec): 3 clusters Score: Raw -4647.916344 + Penalty 1334.548521 = -3313.367823 nChanged 0 SP:Iteration 3F (60.913218 sec): 3 clusters Score: Raw -4647.916344 + Penalty 1334.548521 = -3313.367823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 36 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.914097 sec): 2 clusters Score: Raw -8001.680085 + Penalty 590.083266 = -7411.596819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.914592 sec): 3 clusters Score: Raw -8076.020673 + Penalty 1179.225743 = -6896.794930 nChanged 25 SP:Iteration 1F (60.915077 sec): 3 clusters Score: Raw -8123.100755 + Penalty 1180.116085 = -6942.984670 nChanged 7 SP:Iteration 2Q (60.915540 sec): 3 clusters Score: Raw -8135.251041 + Penalty 1181.137153 = -6954.113888 nChanged 5 SP:Iteration 3Q (60.916002 sec): 3 clusters Score: Raw -8149.698700 + Penalty 1181.738843 = -6967.959857 nChanged 2 SP:Iteration 4Q (60.916461 sec): 3 clusters Score: Raw -8153.360626 + Penalty 1181.369536 = -6971.991090 nChanged 1 SP:Iteration 5Q (60.916918 sec): 3 clusters Score: Raw -8157.493420 + Penalty 1181.633401 = -6975.860019 nChanged 1 SP:Iteration 6Q (60.917375 sec): 3 clusters Score: Raw -8158.794616 + Penalty 1181.633401 = -6977.161214 nChanged 0 SP:Iteration 7F (60.917857 sec): 3 clusters Score: Raw -8158.794616 + Penalty 1181.633401 = -6977.161214 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 37 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.918683 sec): 2 clusters Score: Raw -6179.847071 + Penalty 566.202423 = -5613.644649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.919151 sec): 3 clusters Score: Raw -6244.485416 + Penalty 1132.392384 = -5112.093032 nChanged 12 SP:Iteration 1F (60.919591 sec): 3 clusters Score: Raw -6276.613650 + Penalty 1132.434734 = -5144.178917 nChanged 3 SP:Iteration 2Q (60.920008 sec): 3 clusters Score: Raw -6287.952767 + Penalty 1132.395890 = -5155.556877 nChanged 2 SP:Iteration 3Q (60.920424 sec): 3 clusters Score: Raw -6294.011013 + Penalty 1132.326896 = -5161.684117 nChanged 2 SP:Iteration 4Q (60.920836 sec): 3 clusters Score: Raw -6296.382925 + Penalty 1132.326896 = -5164.056029 nChanged 0 SP:Iteration 5F (60.921279 sec): 3 clusters Score: Raw -6296.382925 + Penalty 1132.326896 = -5164.056029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 38 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.922218 sec): 2 clusters Score: Raw -6934.019308 + Penalty 162.448019 = -6771.571289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.922779 sec): 3 clusters Score: Raw -6927.997058 + Penalty 326.320270 = -6601.676788 nChanged 42 SP:Iteration 1F (60.923309 sec): 3 clusters Score: Raw -6982.637245 + Penalty 324.562855 = -6658.074390 nChanged 10 SP:Iteration 2F (60.923846 sec): 3 clusters Score: Raw -7012.895677 + Penalty 324.259519 = -6688.636158 nChanged 4 SP:Iteration 3Q (60.924365 sec): 3 clusters Score: Raw -7016.609412 + Penalty 323.243811 = -6693.365601 nChanged 3 SP:Iteration 4Q (60.924878 sec): 3 clusters Score: Raw -7023.925121 + Penalty 322.865408 = -6701.059713 nChanged 3 SP:Iteration 5Q (60.925392 sec): 3 clusters Score: Raw -7032.166403 + Penalty 322.865408 = -6709.300995 nChanged 0 SP:Iteration 6F (60.925927 sec): 3 clusters Score: Raw -7032.166403 + Penalty 322.865408 = -6709.300995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 39 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.926524 sec): 2 clusters Score: Raw -1755.969862 + Penalty 259.535394 = -1496.434468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.926801 sec): 3 clusters Score: Raw -1783.731545 + Penalty 524.544734 = -1259.186810 nChanged 1 SP:Iteration 1Q (60.927066 sec): 3 clusters Score: Raw -1784.654859 + Penalty 527.015827 = -1257.639032 nChanged 1 SP:Iteration 2F (60.927335 sec): 3 clusters Score: Raw -1789.889078 + Penalty 527.015827 = -1262.873251 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 40 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.927858 sec): 2 clusters Score: Raw -770.676650 + Penalty 205.057445 = -565.619205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.928097 sec): 3 clusters Score: Raw -815.917003 + Penalty 405.145256 = -410.771748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 41 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.928614 sec): 2 clusters Score: Raw -740.481700 + Penalty 277.105637 = -463.376063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.928852 sec): 3 clusters Score: Raw -816.298614 + Penalty 554.211273 = -262.087341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 42 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.929492 sec): 2 clusters Score: Raw -3010.561385 + Penalty 388.860176 = -2621.701209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.929813 sec): 3 clusters Score: Raw -3055.560429 + Penalty 776.535863 = -2279.024566 nChanged 2 SP:Iteration 1Q (60.930118 sec): 3 clusters Score: Raw -3059.216237 + Penalty 775.550684 = -2283.665553 nChanged 1 SP:Iteration 2Q (60.930423 sec): 3 clusters Score: Raw -3064.041019 + Penalty 775.550684 = -2288.490336 nChanged 0 SP:Iteration 3F (60.930736 sec): 3 clusters Score: Raw -3064.041019 + Penalty 775.550684 = -2288.490336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 43 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.931429 sec): 2 clusters Score: Raw -3240.650621 + Penalty 590.482967 = -2650.167654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.931767 sec): 3 clusters Score: Raw -3369.745650 + Penalty 1182.925842 = -2186.819808 nChanged 1 SP:Iteration 1Q (60.932078 sec): 3 clusters Score: Raw -3375.954635 + Penalty 1181.689447 = -2194.265188 nChanged 1 SP:Iteration 2Q (60.932389 sec): 3 clusters Score: Raw -3380.436171 + Penalty 1181.689447 = -2198.746724 nChanged 0 SP:Iteration 3F (60.932719 sec): 3 clusters Score: Raw -3380.436171 + Penalty 1181.689447 = -2198.746724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 44 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.933221 sec): 2 clusters Score: Raw -440.583371 + Penalty 185.404788 = -255.178583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.933446 sec): 3 clusters Score: Raw -448.061676 + Penalty 340.638663 = -107.423014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 45 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.934034 sec): 2 clusters Score: Raw -2230.589497 + Penalty 313.976678 = -1916.612818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.934324 sec): 3 clusters Score: Raw -2230.849506 + Penalty 627.953357 = -1602.896149 nChanged 2 SP:Iteration 1Q (60.934607 sec): 3 clusters Score: Raw -2234.017583 + Penalty 627.953357 = -1606.064226 nChanged 2 SP:Iteration 2Q (60.934892 sec): 3 clusters Score: Raw -2243.646289 + Penalty 626.631262 = -1617.015028 nChanged 1 SP:Iteration 3Q (60.935173 sec): 3 clusters Score: Raw -2246.661352 + Penalty 626.631262 = -1620.030091 nChanged 0 SP:Iteration 4F (60.935457 sec): 3 clusters Score: Raw -2246.661352 + Penalty 626.631262 = -1620.030091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 46 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.935957 sec): 2 clusters Score: Raw -465.188306 + Penalty 212.205202 = -252.983105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.936183 sec): 3 clusters Score: Raw -472.232074 + Penalty 426.474132 = -45.757942 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 47 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.936695 sec): 2 clusters Score: Raw -714.950866 + Penalty 233.224743 = -481.726123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.936928 sec): 3 clusters Score: Raw -725.640308 + Penalty 475.862235 = -249.778073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 48 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.937662 sec): 2 clusters Score: Raw -5250.272756 + Penalty 471.958487 = -4778.314269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.938056 sec): 3 clusters Score: Raw -5271.800686 + Penalty 949.957010 = -4321.843676 nChanged 8 SP:Iteration 1F (60.938441 sec): 3 clusters Score: Raw -5290.637037 + Penalty 952.429508 = -4338.207529 nChanged 1 SP:Iteration 2Q (60.938816 sec): 3 clusters Score: Raw -5295.689898 + Penalty 952.429508 = -4343.260391 nChanged 0 SP:Iteration 3F (60.939201 sec): 3 clusters Score: Raw -5295.689898 + Penalty 952.429508 = -4343.260391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 49 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.939712 sec): 2 clusters Score: Raw -547.007851 + Penalty 212.625091 = -334.382760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.939940 sec): 3 clusters Score: Raw -571.723954 + Penalty 425.250183 = -146.473772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 51 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.940699 sec): 2 clusters Score: Raw -5344.399522 + Penalty 383.036812 = -4961.362710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.941093 sec): 3 clusters Score: Raw -5340.499267 + Penalty 766.462921 = -4574.036345 nChanged 9 SP:Iteration 1F (60.941486 sec): 3 clusters Score: Raw -5352.078641 + Penalty 765.926557 = -4586.152084 nChanged 1 SP:Iteration 2Q (60.941869 sec): 3 clusters Score: Raw -5353.672618 + Penalty 765.926557 = -4587.746061 nChanged 0 SP:Iteration 3F (60.942256 sec): 3 clusters Score: Raw -5353.672618 + Penalty 765.926557 = -4587.746061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 52 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.942826 sec): 2 clusters Score: Raw -1492.819794 + Penalty 201.837863 = -1290.981931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.943098 sec): 3 clusters Score: Raw -1512.579404 + Penalty 397.458274 = -1115.121130 nChanged 3 SP:Iteration 1F (60.943364 sec): 3 clusters Score: Raw -1513.992177 + Penalty 400.516110 = -1113.476067 nChanged 1 SP:Iteration 2F (60.943630 sec): 3 clusters Score: Raw -1515.274942 + Penalty 412.596173 = -1102.678769 nChanged 1 SP:Iteration 3F (60.943895 sec): 3 clusters Score: Raw -1517.436345 + Penalty 430.264555 = -1087.171790 nChanged 1 SP:Iteration 4F (60.944159 sec): 3 clusters Score: Raw -1521.173698 + Penalty 430.264555 = -1090.909143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 53 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.944656 sec): 2 clusters Score: Raw -274.708567 + Penalty 126.705521 = -148.003045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.944873 sec): 3 clusters Score: Raw -274.819644 + Penalty 260.439159 = -14.380485 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 54 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.945414 sec): 2 clusters Score: Raw -1209.213827 + Penalty 236.218953 = -972.994874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.945669 sec): 3 clusters Score: Raw -1237.092023 + Penalty 472.019543 = -765.072480 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 55 (1263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60.950367 sec): 2 clusters Score: Raw -60297.743462 + Penalty 72.732018 = -60225.011444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60.952770 sec): 3 clusters Score: Raw -59571.828344 + Penalty 149.785987 = -59422.042357 nChanged 581 SP:Iteration 1F (60.955119 sec): 3 clusters Score: Raw -60470.062966 + Penalty 148.660696 = -60321.402271 nChanged 84 SP:Iteration 2F (60.957464 sec): 3 clusters Score: Raw -60550.551213 + Penalty 147.782466 = -60402.768746 nChanged 19 SP:Iteration 3Q (60.959782 sec): 3 clusters Score: Raw -60565.135727 + Penalty 147.865599 = -60417.270128 nChanged 5 SP:Iteration 4Q (60.961964 sec): 3 clusters Score: Raw -60567.175209 + Penalty 147.212186 = -60419.963023 nChanged 5 SP:Iteration 5Q (60.964140 sec): 3 clusters Score: Raw -60567.870434 + Penalty 147.357136 = -60420.513298 nChanged 4 SP:Iteration 6Q (60.966342 sec): 3 clusters Score: Raw -60568.109805 + Penalty 147.348179 = -60420.761626 nChanged 2 SP:Iteration 7Q (60.968592 sec): 3 clusters Score: Raw -60568.387864 + Penalty 147.348179 = -60421.039685 nChanged 2 SP:Iteration 8Q (60.970857 sec): 3 clusters Score: Raw -60568.551536 + Penalty 147.184884 = -60421.366652 nChanged 1 SP:Iteration 9Q (60.973185 sec): 3 clusters Score: Raw -60568.645824 + Penalty 147.023630 = -60421.622194 nChanged 1 SP:Iteration 10F (60.975727 sec): 3 clusters Score: Raw -60568.877305 + Penalty 146.732841 = -60422.144464 nChanged 2 SP:Iteration 11Q (60.978029 sec): 3 clusters Score: Raw -60569.241289 + Penalty 147.122040 = -60422.119248 nChanged 4 SP:Iteration 12F (60.980474 sec): 3 clusters Score: Raw -60569.813307 + Penalty 147.224695 = -60422.588612 nChanged 3 SP:Iteration 13Q (60.982708 sec): 3 clusters Score: Raw -60570.146438 + Penalty 147.260191 = -60422.886247 nChanged 1 SP:Iteration 14Q (60.984940 sec): 3 clusters Score: Raw -60570.233314 + Penalty 147.260191 = -60422.973124 nChanged 0 SP:Iteration 15F (60.987352 sec): 3 clusters Score: Raw -60570.233314 + Penalty 147.260191 = -60422.973124 nChanged 0 Score: Raw -2548488.906040 + Penalty 206970.377857 = -2341518.528183 Splitting cluster 55 changes total score from -2297828.020090 to -2341518.528183 So it's getting split into cluster 120. Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 56 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.185923 sec): 2 clusters Score: Raw -6887.795674 + Penalty 572.473028 = -6315.322647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.186391 sec): 3 clusters Score: Raw -6942.507167 + Penalty 1148.335664 = -5794.171503 nChanged 18 SP:Iteration 1F (66.186844 sec): 3 clusters Score: Raw -6995.821065 + Penalty 1148.335664 = -5847.485401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 57 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.187496 sec): 2 clusters Score: Raw -2136.996286 + Penalty 157.946375 = -1979.049911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.187793 sec): 3 clusters Score: Raw -2136.457682 + Penalty 317.422291 = -1819.035391 nChanged 5 SP:Iteration 1F (66.188079 sec): 3 clusters Score: Raw -2144.915532 + Penalty 323.179474 = -1821.736058 nChanged 2 SP:Iteration 2Q (66.188360 sec): 3 clusters Score: Raw -2147.183955 + Penalty 325.868058 = -1821.315897 nChanged 1 SP:Iteration 3F (66.188646 sec): 3 clusters Score: Raw -2147.608241 + Penalty 325.868058 = -1821.740183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 58 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.189195 sec): 2 clusters Score: Raw -1037.110772 + Penalty 206.417143 = -830.693629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.189449 sec): 3 clusters Score: Raw -1061.514533 + Penalty 416.533875 = -644.980658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 59 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.189986 sec): 2 clusters Score: Raw -1190.507600 + Penalty 336.288924 = -854.218676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.190241 sec): 3 clusters Score: Raw -1251.955548 + Penalty 674.407119 = -577.548429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 60 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.191098 sec): 2 clusters Score: Raw -7041.373415 + Penalty 368.060752 = -6673.312663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.191584 sec): 3 clusters Score: Raw -7019.684694 + Penalty 737.058991 = -6282.625703 nChanged 26 SP:Iteration 1F (66.192063 sec): 3 clusters Score: Raw -7069.799344 + Penalty 736.357852 = -6333.441492 nChanged 9 SP:Iteration 2F (66.192541 sec): 3 clusters Score: Raw -7088.361163 + Penalty 736.225507 = -6352.135656 nChanged 7 SP:Iteration 3F (66.193020 sec): 3 clusters Score: Raw -7110.557835 + Penalty 736.037326 = -6374.520509 nChanged 5 SP:Iteration 4Q (66.193466 sec): 3 clusters Score: Raw -7124.223317 + Penalty 735.797444 = -6388.425873 nChanged 1 SP:Iteration 5Q (66.193909 sec): 3 clusters Score: Raw -7126.066686 + Penalty 735.489190 = -6390.577496 nChanged 1 SP:Iteration 6Q (66.194350 sec): 3 clusters Score: Raw -7132.599053 + Penalty 735.489190 = -6397.109863 nChanged 0 SP:Iteration 7F (66.194826 sec): 3 clusters Score: Raw -7132.599053 + Penalty 735.489190 = -6397.109863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 61 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.195449 sec): 2 clusters Score: Raw -1977.116756 + Penalty 368.217233 = -1608.899523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.195741 sec): 3 clusters Score: Raw -2029.006655 + Penalty 736.699163 = -1292.307491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 62 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.196265 sec): 2 clusters Score: Raw -673.684094 + Penalty 210.376403 = -463.307691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.196500 sec): 3 clusters Score: Raw -682.988093 + Penalty 401.412151 = -281.575942 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 63 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.197094 sec): 2 clusters Score: Raw -2042.766183 + Penalty 279.764845 = -1763.001338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.197394 sec): 3 clusters Score: Raw -2064.649424 + Penalty 568.016367 = -1496.633057 nChanged 1 SP:Iteration 1Q (66.197673 sec): 3 clusters Score: Raw -2066.301556 + Penalty 568.016367 = -1498.285190 nChanged 0 SP:Iteration 2F (66.197956 sec): 3 clusters Score: Raw -2066.301556 + Penalty 568.016367 = -1498.285190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 64 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.198524 sec): 2 clusters Score: Raw -1738.671812 + Penalty 338.518809 = -1400.153003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.198801 sec): 3 clusters Score: Raw -1772.378951 + Penalty 681.891880 = -1090.487070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 65 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.199366 sec): 2 clusters Score: Raw -1613.901852 + Penalty 398.408945 = -1215.492907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.199635 sec): 3 clusters Score: Raw -1715.565032 + Penalty 798.532937 = -917.032095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 66 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.200141 sec): 2 clusters Score: Raw -332.417106 + Penalty 143.271590 = -189.145516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.200365 sec): 3 clusters Score: Raw -335.564771 + Penalty 286.543179 = -49.021592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 67 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.200886 sec): 2 clusters Score: Raw -567.415253 + Penalty 232.099620 = -335.315632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.201121 sec): 3 clusters Score: Raw -605.104208 + Penalty 456.396942 = -148.707266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 68 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.201648 sec): 2 clusters Score: Raw -831.488230 + Penalty 211.181256 = -620.306973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.201892 sec): 3 clusters Score: Raw -854.514362 + Penalty 422.362513 = -432.151849 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 69 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.202449 sec): 2 clusters Score: Raw -1099.880444 + Penalty 345.632534 = -754.247910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.202710 sec): 3 clusters Score: Raw -1188.204553 + Penalty 687.246638 = -500.957915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 70 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.203230 sec): 2 clusters Score: Raw -122.235908 + Penalty 79.178035 = -43.057873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.203436 sec): 3 clusters Score: Raw -112.841506 + Penalty 158.356070 = 45.514563 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 71 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.203966 sec): 2 clusters Score: Raw -966.950369 + Penalty 329.477042 = -637.473327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.204211 sec): 3 clusters Score: Raw -1055.480851 + Penalty 654.192746 = -401.288105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 72 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.204721 sec): 2 clusters Score: Raw -611.934965 + Penalty 203.446116 = -408.488849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.204954 sec): 3 clusters Score: Raw -618.953918 + Penalty 419.337575 = -199.616343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 73 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.205450 sec): 2 clusters Score: Raw -299.743450 + Penalty 109.502267 = -190.241182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.205669 sec): 3 clusters Score: Raw -309.481065 + Penalty 214.911763 = -94.569302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 74 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.206513 sec): 2 clusters Score: Raw -6281.677726 + Penalty 337.116952 = -5944.560774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.206959 sec): 3 clusters Score: Raw -6263.551575 + Penalty 677.855609 = -5585.695965 nChanged 27 SP:Iteration 1F (66.207397 sec): 3 clusters Score: Raw -6308.435910 + Penalty 677.465787 = -5630.970123 nChanged 5 SP:Iteration 2Q (66.207826 sec): 3 clusters Score: Raw -6315.293371 + Penalty 677.832735 = -5637.460637 nChanged 3 SP:Iteration 3Q (66.208251 sec): 3 clusters Score: Raw -6318.913112 + Penalty 678.138587 = -5640.774525 nChanged 1 SP:Iteration 4Q (66.208677 sec): 3 clusters Score: Raw -6320.490305 + Penalty 680.600621 = -5639.889683 nChanged 3 SP:Iteration 5F (66.209114 sec): 3 clusters Score: Raw -6324.546157 + Penalty 683.435238 = -5641.110920 nChanged 2 SP:Iteration 6Q (66.209540 sec): 3 clusters Score: Raw -6326.601666 + Penalty 684.044439 = -5642.557227 nChanged 2 SP:Iteration 7Q (66.209963 sec): 3 clusters Score: Raw -6328.140513 + Penalty 686.307131 = -5641.833383 nChanged 1 SP:Iteration 8F (66.210400 sec): 3 clusters Score: Raw -6329.277584 + Penalty 686.307131 = -5642.970453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 75 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.210963 sec): 2 clusters Score: Raw -1582.435005 + Penalty 413.308862 = -1169.126143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.211231 sec): 3 clusters Score: Raw -1685.886949 + Penalty 820.584296 = -865.302653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 76 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.211774 sec): 2 clusters Score: Raw -1188.185672 + Penalty 275.530532 = -912.655139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.212029 sec): 3 clusters Score: Raw -1231.227413 + Penalty 551.061064 = -680.166349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 77 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.212899 sec): 2 clusters Score: Raw -7784.510382 + Penalty 644.119989 = -7140.390393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.213428 sec): 3 clusters Score: Raw -7863.440733 + Penalty 1289.741301 = -6573.699433 nChanged 17 SP:Iteration 1F (66.213925 sec): 3 clusters Score: Raw -7919.389277 + Penalty 1288.843167 = -6630.546110 nChanged 5 SP:Iteration 2Q (66.214393 sec): 3 clusters Score: Raw -7929.128140 + Penalty 1288.558299 = -6640.569841 nChanged 3 SP:Iteration 3Q (66.214854 sec): 3 clusters Score: Raw -7939.591956 + Penalty 1288.546480 = -6651.045476 nChanged 2 SP:Iteration 4Q (66.215312 sec): 3 clusters Score: Raw -7943.998150 + Penalty 1288.239978 = -6655.758172 nChanged 1 SP:Iteration 5Q (66.215769 sec): 3 clusters Score: Raw -7949.694646 + Penalty 1287.949546 = -6661.745100 nChanged 1 SP:Iteration 6Q (66.216224 sec): 3 clusters Score: Raw -7952.628987 + Penalty 1287.667547 = -6664.961440 nChanged 1 SP:Iteration 7Q (66.216676 sec): 3 clusters Score: Raw -7954.789751 + Penalty 1287.667547 = -6667.122204 nChanged 0 SP:Iteration 8F (66.217169 sec): 3 clusters Score: Raw -7954.789751 + Penalty 1287.667547 = -6667.122204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 78 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.217740 sec): 2 clusters Score: Raw -1624.531683 + Penalty 280.241975 = -1344.289708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.218010 sec): 3 clusters Score: Raw -1638.290223 + Penalty 559.984426 = -1078.305797 nChanged 1 SP:Iteration 1Q (66.218271 sec): 3 clusters Score: Raw -1639.660941 + Penalty 559.984426 = -1079.676515 nChanged 0 SP:Iteration 2F (66.218534 sec): 3 clusters Score: Raw -1639.660941 + Penalty 559.984426 = -1079.676515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 79 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.219065 sec): 2 clusters Score: Raw -867.941052 + Penalty 206.697911 = -661.243141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.219310 sec): 3 clusters Score: Raw -890.313715 + Penalty 410.900436 = -479.413278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 80 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.219860 sec): 2 clusters Score: Raw -1311.796664 + Penalty 442.975295 = -868.821370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.220119 sec): 3 clusters Score: Raw -1470.156684 + Penalty 887.911886 = -582.244797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 82 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.220608 sec): 2 clusters Score: Raw -241.570822 + Penalty 136.575122 = -104.995700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.220824 sec): 3 clusters Score: Raw -233.371411 + Penalty 245.541357 = 12.169946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 83 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.221375 sec): 2 clusters Score: Raw -1321.289303 + Penalty 226.901719 = -1094.387584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.221639 sec): 3 clusters Score: Raw -1344.839993 + Penalty 470.698658 = -874.141335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 84 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.222145 sec): 2 clusters Score: Raw -458.330003 + Penalty 159.363193 = -298.966810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.222372 sec): 3 clusters Score: Raw -468.152877 + Penalty 311.262023 = -156.890854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 85 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.222870 sec): 2 clusters Score: Raw -378.406295 + Penalty 155.038305 = -223.367989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.223104 sec): 3 clusters Score: Raw -391.482215 + Penalty 312.095763 = -79.386452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 86 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.223636 sec): 2 clusters Score: Raw -1156.670488 + Penalty 347.747309 = -808.923179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.223879 sec): 3 clusters Score: Raw -1194.392596 + Penalty 691.380142 = -503.012455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 87 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.224447 sec): 2 clusters Score: Raw -1618.006381 + Penalty 342.800036 = -1275.206346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.224721 sec): 3 clusters Score: Raw -1678.767684 + Penalty 684.880395 = -993.887289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 88 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.225214 sec): 2 clusters Score: Raw -289.256056 + Penalty 131.685013 = -157.571043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.225430 sec): 3 clusters Score: Raw -287.296906 + Penalty 260.411318 = -26.885587 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 89 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.225935 sec): 2 clusters Score: Raw -567.598791 + Penalty 204.923356 = -362.675435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.226162 sec): 3 clusters Score: Raw -575.106417 + Penalty 419.133424 = -155.972993 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 90 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.226655 sec): 2 clusters Score: Raw -278.512598 + Penalty 156.551526 = -121.961072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.226872 sec): 3 clusters Score: Raw -277.446653 + Penalty 278.684249 = 1.237596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 91 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.227521 sec): 2 clusters Score: Raw -3138.554391 + Penalty 413.273364 = -2725.281027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.227852 sec): 3 clusters Score: Raw -3198.223600 + Penalty 826.570759 = -2371.652841 nChanged 2 SP:Iteration 1Q (66.228159 sec): 3 clusters Score: Raw -3206.687979 + Penalty 826.570759 = -2380.117220 nChanged 0 SP:Iteration 2F (66.228476 sec): 3 clusters Score: Raw -3206.687979 + Penalty 826.570759 = -2380.117220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 92 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.229025 sec): 2 clusters Score: Raw -1145.860719 + Penalty 257.505599 = -888.355120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.229280 sec): 3 clusters Score: Raw -1183.753556 + Penalty 498.658727 = -685.094830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 94 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.229817 sec): 2 clusters Score: Raw -1145.905717 + Penalty 421.301547 = -724.604170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.230070 sec): 3 clusters Score: Raw -1254.282259 + Penalty 834.378203 = -419.904056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 95 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.230589 sec): 2 clusters Score: Raw -929.231388 + Penalty 348.082453 = -581.148935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.230829 sec): 3 clusters Score: Raw -966.362082 + Penalty 695.667640 = -270.694442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 97 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.231359 sec): 2 clusters Score: Raw -580.091516 + Penalty 238.074297 = -342.017219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.231590 sec): 3 clusters Score: Raw -628.042481 + Penalty 476.904884 = -151.137597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 98 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.232079 sec): 2 clusters Score: Raw -182.071048 + Penalty 118.856311 = -63.214737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.232289 sec): 3 clusters Score: Raw -176.369682 + Penalty 220.312740 = 43.943058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 99 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.232858 sec): 2 clusters Score: Raw -1634.078227 + Penalty 307.796268 = -1326.281959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.233133 sec): 3 clusters Score: Raw -1671.640236 + Penalty 617.620102 = -1054.020134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 100 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.233631 sec): 2 clusters Score: Raw -389.231147 + Penalty 170.363346 = -218.867801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.233855 sec): 3 clusters Score: Raw -400.152205 + Penalty 329.812759 = -70.339445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 101 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.234360 sec): 2 clusters Score: Raw -585.297244 + Penalty 235.122038 = -350.175206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.234591 sec): 3 clusters Score: Raw -598.084165 + Penalty 470.244076 = -127.840089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 102 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.235091 sec): 2 clusters Score: Raw -441.076205 + Penalty 162.905072 = -278.171133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.235294 sec): 2 clusters Score: Raw -441.076205 + Penalty 162.905072 = -278.171133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 103 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.235813 sec): 2 clusters Score: Raw -905.233881 + Penalty 294.838194 = -610.395688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.236053 sec): 3 clusters Score: Raw -922.963626 + Penalty 590.222548 = -332.741078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 104 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.236574 sec): 2 clusters Score: Raw -880.820095 + Penalty 248.215177 = -632.604918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.236816 sec): 3 clusters Score: Raw -899.936335 + Penalty 499.192239 = -400.744096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 105 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.237319 sec): 2 clusters Score: Raw -531.301628 + Penalty 259.360975 = -271.940652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.237546 sec): 3 clusters Score: Raw -550.139022 + Penalty 520.364600 = -29.774422 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 106 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.238069 sec): 2 clusters Score: Raw -999.745335 + Penalty 363.188972 = -636.556363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.238313 sec): 3 clusters Score: Raw -1059.685393 + Penalty 724.496515 = -335.188878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 107 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.238831 sec): 2 clusters Score: Raw -358.923659 + Penalty 189.575547 = -169.348112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.239052 sec): 3 clusters Score: Raw -359.644004 + Penalty 387.000748 = 27.356744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 108 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.239555 sec): 2 clusters Score: Raw -524.448772 + Penalty 240.101520 = -284.347253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.239783 sec): 3 clusters Score: Raw -539.800106 + Penalty 478.226777 = -61.573329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 109 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.240263 sec): 2 clusters Score: Raw -56.088640 + Penalty 0.000000 = -56.088640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.240456 sec): 2 clusters Score: Raw -56.088640 + Penalty 0.000000 = -56.088640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 111 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.240974 sec): 2 clusters Score: Raw -896.825823 + Penalty 264.470362 = -632.355461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.241211 sec): 3 clusters Score: Raw -897.043193 + Penalty 470.351574 = -426.691619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 112 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.241739 sec): 2 clusters Score: Raw -1022.325385 + Penalty 232.036133 = -790.289252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.241987 sec): 3 clusters Score: Raw -1053.659052 + Penalty 467.121345 = -586.537706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 113 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.242533 sec): 2 clusters Score: Raw -1101.620320 + Penalty 168.846186 = -932.774134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.242791 sec): 3 clusters Score: Raw -1124.244114 + Penalty 344.165082 = -780.079032 nChanged 1 SP:Iteration 1Q (66.243040 sec): 3 clusters Score: Raw -1126.335395 + Penalty 344.165082 = -782.170313 nChanged 0 SP:Iteration 2F (66.243292 sec): 3 clusters Score: Raw -1126.335395 + Penalty 344.165082 = -782.170313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 114 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.243821 sec): 2 clusters Score: Raw -897.207740 + Penalty 265.420659 = -631.787081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.244067 sec): 3 clusters Score: Raw -945.144058 + Penalty 530.841318 = -414.302739 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 115 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.244568 sec): 2 clusters Score: Raw -492.523785 + Penalty 262.809946 = -229.713840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.244792 sec): 3 clusters Score: Raw -508.007912 + Penalty 525.619891 = 17.611979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 116 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.245296 sec): 2 clusters Score: Raw -549.115683 + Penalty 214.137022 = -334.978660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.245521 sec): 3 clusters Score: Raw -551.591835 + Penalty 422.532158 = -129.059677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 117 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.246048 sec): 2 clusters Score: Raw -714.219508 + Penalty 365.544664 = -348.674844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.246282 sec): 3 clusters Score: Raw -776.486570 + Penalty 731.089328 = -45.397242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 118 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.246771 sec): 2 clusters Score: Raw -243.867792 + Penalty 162.218537 = -81.649255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.246969 sec): 2 clusters Score: Raw -243.867792 + Penalty 162.218537 = -81.649255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 119 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.247460 sec): 2 clusters Score: Raw -306.832815 + Penalty 189.813207 = -117.019608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.247677 sec): 3 clusters Score: Raw -305.057489 + Penalty 382.207594 = 77.150105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 121 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.248174 sec): 2 clusters Score: Raw -403.658087 + Penalty 173.223964 = -230.434123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.248396 sec): 3 clusters Score: Raw -407.240861 + Penalty 342.420148 = -64.820713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 122 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.248907 sec): 2 clusters Score: Raw -628.530521 + Penalty 211.964030 = -416.566491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.249139 sec): 3 clusters Score: Raw -657.464270 + Penalty 428.996957 = -228.467312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 123 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.249650 sec): 2 clusters Score: Raw -668.242150 + Penalty 276.605708 = -391.636443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.249883 sec): 3 clusters Score: Raw -688.136398 + Penalty 555.832304 = -132.304094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 124 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.250454 sec): 2 clusters Score: Raw -1761.881732 + Penalty 294.858788 = -1467.022944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.250727 sec): 3 clusters Score: Raw -1795.548826 + Penalty 595.564006 = -1199.984820 nChanged 1 SP:Iteration 1Q (66.250992 sec): 3 clusters Score: Raw -1797.796460 + Penalty 595.564006 = -1202.232455 nChanged 0 SP:Iteration 2F (66.251258 sec): 3 clusters Score: Raw -1797.796460 + Penalty 595.564006 = -1202.232455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 125 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.251772 sec): 2 clusters Score: Raw -816.856948 + Penalty 341.811741 = -475.045207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.252009 sec): 3 clusters Score: Raw -840.583293 + Penalty 681.001191 = -159.582102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 126 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.252662 sec): 2 clusters Score: Raw -3348.114022 + Penalty 425.640069 = -2922.473953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.252989 sec): 3 clusters Score: Raw -3390.288475 + Penalty 847.810086 = -2542.478389 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 127 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.253489 sec): 2 clusters Score: Raw -453.896413 + Penalty 165.786681 = -288.109731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.253723 sec): 3 clusters Score: Raw -458.468882 + Penalty 331.573362 = -126.895519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 128 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.254222 sec): 2 clusters Score: Raw -397.720261 + Penalty 163.005837 = -234.714425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.254443 sec): 3 clusters Score: Raw -400.161788 + Penalty 348.984891 = -51.176896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 129 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.254938 sec): 2 clusters Score: Raw -364.105514 + Penalty 199.202403 = -164.903111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.255158 sec): 3 clusters Score: Raw -365.616043 + Penalty 394.052010 = 28.435967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 130 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.255637 sec): 2 clusters Score: Raw -56.176693 + Penalty 0.000000 = -56.176693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.255830 sec): 2 clusters Score: Raw -56.176693 + Penalty 0.000000 = -56.176693 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 131 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.256333 sec): 2 clusters Score: Raw -459.272873 + Penalty 174.397834 = -284.875039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.256560 sec): 3 clusters Score: Raw -484.468451 + Penalty 347.693184 = -136.775267 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 132 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.257038 sec): 2 clusters Score: Raw -55.851394 + Penalty 0.000000 = -55.851394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.257231 sec): 2 clusters Score: Raw -55.851394 + Penalty 0.000000 = -55.851394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 133 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.257736 sec): 2 clusters Score: Raw -582.984339 + Penalty 228.187285 = -354.797054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.257965 sec): 3 clusters Score: Raw -586.866125 + Penalty 456.374570 = -130.491555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 134 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.258464 sec): 2 clusters Score: Raw -446.480368 + Penalty 172.923561 = -273.556807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.258689 sec): 3 clusters Score: Raw -457.583081 + Penalty 351.461491 = -106.121590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 135 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.259178 sec): 2 clusters Score: Raw -224.680863 + Penalty 112.346268 = -112.334595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.259389 sec): 3 clusters Score: Raw -222.860154 + Penalty 211.354022 = -11.506132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 136 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.259897 sec): 2 clusters Score: Raw -607.124046 + Penalty 210.277183 = -396.846863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.260129 sec): 3 clusters Score: Raw -616.886945 + Penalty 438.193638 = -178.693307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 137 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.260682 sec): 2 clusters Score: Raw -1255.195067 + Penalty 378.236846 = -876.958221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.260935 sec): 3 clusters Score: Raw -1299.171106 + Penalty 756.501035 = -542.670071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 138 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.261568 sec): 2 clusters Score: Raw -3242.801640 + Penalty 415.434156 = -2827.367483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.261888 sec): 3 clusters Score: Raw -3268.496901 + Penalty 830.469216 = -2438.027684 nChanged 4 SP:Iteration 1F (66.262204 sec): 3 clusters Score: Raw -3284.941171 + Penalty 830.469216 = -2454.471955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 139 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.262745 sec): 2 clusters Score: Raw -1204.155136 + Penalty 363.433405 = -840.721731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.262997 sec): 3 clusters Score: Raw -1273.512374 + Penalty 721.158111 = -552.354263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 140 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.263487 sec): 2 clusters Score: Raw -261.109617 + Penalty 175.976303 = -85.133314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.263704 sec): 3 clusters Score: Raw -246.127153 + Penalty 351.952606 = 105.825453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 141 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.264201 sec): 2 clusters Score: Raw -428.337334 + Penalty 228.924251 = -199.413082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.264423 sec): 3 clusters Score: Raw -427.837777 + Penalty 455.974346 = 28.136569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 142 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.264906 sec): 2 clusters Score: Raw -120.289833 + Penalty 76.629456 = -43.660376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.265116 sec): 3 clusters Score: Raw -111.320517 + Penalty 153.258913 = 41.938396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 143 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.265621 sec): 2 clusters Score: Raw -454.932725 + Penalty 160.471567 = -294.461158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.265845 sec): 3 clusters Score: Raw -497.892941 + Penalty 319.975653 = -177.917288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 144 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.266325 sec): 2 clusters Score: Raw -56.691934 + Penalty 0.000000 = -56.691934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.266517 sec): 2 clusters Score: Raw -56.691934 + Penalty 0.000000 = -56.691934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 145 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.267006 sec): 2 clusters Score: Raw -227.536922 + Penalty 106.502933 = -121.033989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.267222 sec): 3 clusters Score: Raw -224.488244 + Penalty 213.005867 = -11.482377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 146 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.267714 sec): 2 clusters Score: Raw -286.793927 + Penalty 147.877807 = -138.916119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.267932 sec): 3 clusters Score: Raw -287.930579 + Penalty 294.859462 = 6.928883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 148 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.268428 sec): 2 clusters Score: Raw -56.767469 + Penalty 0.000000 = -56.767469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.268620 sec): 2 clusters Score: Raw -56.767469 + Penalty 0.000000 = -56.767469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 149 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.269114 sec): 2 clusters Score: Raw -324.687613 + Penalty 202.111079 = -122.576533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.269328 sec): 3 clusters Score: Raw -315.027673 + Penalty 367.460167 = 52.432494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 150 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.269824 sec): 2 clusters Score: Raw -373.462012 + Penalty 140.485380 = -232.976632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.270045 sec): 3 clusters Score: Raw -382.217690 + Penalty 272.254156 = -109.963535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 151 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.270592 sec): 2 clusters Score: Raw -1415.021983 + Penalty 312.761844 = -1102.260139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.270851 sec): 3 clusters Score: Raw -1475.393956 + Penalty 623.672912 = -851.721044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 152 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.271350 sec): 2 clusters Score: Raw -431.373358 + Penalty 268.538886 = -162.834472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.271571 sec): 3 clusters Score: Raw -430.736242 + Penalty 556.123076 = 125.386833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 153 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.272055 sec): 2 clusters Score: Raw -119.296926 + Penalty 65.049415 = -54.247511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.272250 sec): 2 clusters Score: Raw -119.296926 + Penalty 65.049415 = -54.247511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 154 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.272759 sec): 2 clusters Score: Raw -604.187182 + Penalty 238.515894 = -365.671288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.272991 sec): 3 clusters Score: Raw -640.701215 + Penalty 478.128871 = -162.572343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 155 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.273474 sec): 2 clusters Score: Raw -111.632737 + Penalty 44.194990 = -67.437747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.273671 sec): 2 clusters Score: Raw -111.632737 + Penalty 44.194990 = -67.437747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 156 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.274165 sec): 2 clusters Score: Raw -334.731458 + Penalty 158.464647 = -176.266811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.274385 sec): 3 clusters Score: Raw -334.581630 + Penalty 349.096041 = 14.514411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 157 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.274859 sec): 2 clusters Score: Raw -56.737384 + Penalty 0.000000 = -56.737384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.275050 sec): 2 clusters Score: Raw -56.737384 + Penalty 0.000000 = -56.737384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 158 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.275568 sec): 2 clusters Score: Raw -530.678882 + Penalty 194.970068 = -335.708814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.275796 sec): 3 clusters Score: Raw -541.025973 + Penalty 383.647209 = -157.378765 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 159 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.276284 sec): 2 clusters Score: Raw -233.026562 + Penalty 107.839619 = -125.186944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.276500 sec): 3 clusters Score: Raw -228.683967 + Penalty 215.679237 = -13.004729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 160 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.276993 sec): 2 clusters Score: Raw -278.900913 + Penalty 139.512491 = -139.388422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.277208 sec): 3 clusters Score: Raw -276.198586 + Penalty 271.855441 = -4.343144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 161 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.277704 sec): 2 clusters Score: Raw -365.791041 + Penalty 223.184017 = -142.607024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.277924 sec): 3 clusters Score: Raw -364.550365 + Penalty 446.847057 = 82.296692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 162 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.278417 sec): 2 clusters Score: Raw -337.312504 + Penalty 217.229491 = -120.083013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.278636 sec): 3 clusters Score: Raw -321.264431 + Penalty 428.810816 = 107.546385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 163 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.279121 sec): 2 clusters Score: Raw -117.941574 + Penalty 65.250897 = -52.690677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.279330 sec): 3 clusters Score: Raw -110.180387 + Penalty 130.501794 = 20.321408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 164 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.279817 sec): 2 clusters Score: Raw -238.946500 + Penalty 137.919638 = -101.026862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.280034 sec): 3 clusters Score: Raw -233.918369 + Penalty 275.839277 = 41.920908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 165 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.280519 sec): 2 clusters Score: Raw -177.409670 + Penalty 114.442534 = -62.967136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.280731 sec): 3 clusters Score: Raw -171.323233 + Penalty 216.772110 = 45.448877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 166 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.281226 sec): 2 clusters Score: Raw -349.172950 + Penalty 176.875734 = -172.297217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.281444 sec): 3 clusters Score: Raw -352.676709 + Penalty 331.261621 = -21.415088 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 167 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.281929 sec): 2 clusters Score: Raw -125.351006 + Penalty 92.067880 = -33.283127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.282125 sec): 2 clusters Score: Raw -125.351006 + Penalty 92.067880 = -33.283127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 168 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.282637 sec): 2 clusters Score: Raw -406.802956 + Penalty 173.430432 = -233.372524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.282861 sec): 3 clusters Score: Raw -404.027785 + Penalty 345.326905 = -58.700880 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 169 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.283348 sec): 2 clusters Score: Raw -180.077365 + Penalty 117.029694 = -63.047671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.283561 sec): 3 clusters Score: Raw -172.788823 + Penalty 228.298484 = 55.509662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 170 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.284038 sec): 2 clusters Score: Raw -56.536203 + Penalty 0.000000 = -56.536203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.284231 sec): 2 clusters Score: Raw -56.536203 + Penalty 0.000000 = -56.536203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 171 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.284722 sec): 2 clusters Score: Raw -313.592970 + Penalty 207.714802 = -105.878168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.284940 sec): 3 clusters Score: Raw -304.229633 + Penalty 413.110130 = 108.880498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 172 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.285421 sec): 2 clusters Score: Raw -111.676368 + Penalty 38.176860 = -73.499508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.285614 sec): 2 clusters Score: Raw -111.676368 + Penalty 38.176860 = -73.499508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 174 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.286101 sec): 2 clusters Score: Raw -226.404379 + Penalty 118.977372 = -107.427007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.286318 sec): 3 clusters Score: Raw -225.038439 + Penalty 237.954743 = 12.916305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 175 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.286811 sec): 2 clusters Score: Raw -328.298803 + Penalty 115.012906 = -213.285897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.287025 sec): 3 clusters Score: Raw -331.291048 + Penalty 246.452401 = -84.838648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 176 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.287528 sec): 2 clusters Score: Raw -452.035814 + Penalty 134.078646 = -317.957168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.287749 sec): 3 clusters Score: Raw -466.112798 + Penalty 261.473780 = -204.639019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 177 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.288230 sec): 2 clusters Score: Raw -119.665876 + Penalty 68.777687 = -50.888189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.288424 sec): 2 clusters Score: Raw -119.665876 + Penalty 68.777687 = -50.888189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 179 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.288908 sec): 2 clusters Score: Raw -126.312664 + Penalty 94.621754 = -31.690910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.289132 sec): 3 clusters Score: Raw -115.336368 + Penalty 189.243508 = 73.907140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 181 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.289628 sec): 2 clusters Score: Raw -363.380169 + Penalty 205.149885 = -158.230283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.289850 sec): 3 clusters Score: Raw -363.891155 + Penalty 415.139861 = 51.248707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 182 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.290331 sec): 2 clusters Score: Raw -116.480438 + Penalty 57.567382 = -58.913056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.290536 sec): 3 clusters Score: Raw -108.789553 + Penalty 115.134765 = 6.345211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 184 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.291018 sec): 2 clusters Score: Raw -120.086063 + Penalty 71.833909 = -48.252154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.291214 sec): 2 clusters Score: Raw -120.086063 + Penalty 71.833909 = -48.252154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 185 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.291697 sec): 2 clusters Score: Raw -122.904700 + Penalty 92.602882 = -30.301818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.291893 sec): 2 clusters Score: Raw -122.904700 + Penalty 92.602882 = -30.301818 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 187 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.292379 sec): 2 clusters Score: Raw -190.227692 + Penalty 136.243851 = -53.983842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.292576 sec): 2 clusters Score: Raw -190.227692 + Penalty 136.243851 = -53.983842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 188 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.293086 sec): 2 clusters Score: Raw -712.097895 + Penalty 260.561242 = -451.536654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.293316 sec): 3 clusters Score: Raw -728.531419 + Penalty 514.319195 = -214.212224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 191 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.293803 sec): 2 clusters Score: Raw -191.079530 + Penalty 131.374693 = -59.704837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.294016 sec): 3 clusters Score: Raw -178.466943 + Penalty 265.844169 = 87.377226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 192 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.294501 sec): 2 clusters Score: Raw -171.632887 + Penalty 79.429986 = -92.202901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.294698 sec): 2 clusters Score: Raw -171.632887 + Penalty 79.429986 = -92.202901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 193 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.295187 sec): 2 clusters Score: Raw -239.759027 + Penalty 130.770376 = -108.988650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.295403 sec): 3 clusters Score: Raw -234.290348 + Penalty 261.540753 = 27.250405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 195 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.295888 sec): 2 clusters Score: Raw -185.181223 + Penalty 128.428503 = -56.752720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.296112 sec): 3 clusters Score: Raw -177.782701 + Penalty 255.166680 = 77.383979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 196 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.296598 sec): 2 clusters Score: Raw -180.609025 + Penalty 109.694436 = -70.914589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.296811 sec): 3 clusters Score: Raw -173.250868 + Penalty 206.222439 = 32.971571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 197 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.297299 sec): 2 clusters Score: Raw -238.072412 + Penalty 144.452661 = -93.619751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.297497 sec): 2 clusters Score: Raw -238.072412 + Penalty 144.452661 = -93.619751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 198 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.297977 sec): 2 clusters Score: Raw -112.471369 + Penalty 51.686398 = -60.784971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.298172 sec): 2 clusters Score: Raw -112.471369 + Penalty 51.686398 = -60.784971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 200 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.298653 sec): 2 clusters Score: Raw -119.102618 + Penalty 79.404803 = -39.697815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.298850 sec): 2 clusters Score: Raw -119.102618 + Penalty 79.404803 = -39.697815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 201 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.299338 sec): 2 clusters Score: Raw -181.545215 + Penalty 109.308733 = -72.236482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.299536 sec): 2 clusters Score: Raw -181.545215 + Penalty 109.308733 = -72.236482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 202 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.300026 sec): 2 clusters Score: Raw -239.452475 + Penalty 156.339546 = -83.112929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.300241 sec): 3 clusters Score: Raw -233.918922 + Penalty 312.679092 = 78.760170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 204 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.300733 sec): 2 clusters Score: Raw -296.415013 + Penalty 147.632577 = -148.782436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.300947 sec): 3 clusters Score: Raw -293.712247 + Penalty 281.236024 = -12.476223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 205 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.301436 sec): 2 clusters Score: Raw -255.330719 + Penalty 190.236495 = -65.094224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.301652 sec): 3 clusters Score: Raw -244.083456 + Penalty 391.752468 = 147.669012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 206 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.302132 sec): 2 clusters Score: Raw -124.167704 + Penalty 82.868400 = -41.299304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.302341 sec): 3 clusters Score: Raw -113.729227 + Penalty 165.736800 = 52.007572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 207 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.302829 sec): 2 clusters Score: Raw -241.014085 + Penalty 145.397103 = -95.616982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.303059 sec): 3 clusters Score: Raw -233.982713 + Penalty 312.344060 = 78.361347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 208 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.303538 sec): 2 clusters Score: Raw -57.588277 + Penalty 0.000000 = -57.588277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.303730 sec): 2 clusters Score: Raw -57.588277 + Penalty 0.000000 = -57.588277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 209 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.304205 sec): 2 clusters Score: Raw -55.666868 + Penalty 0.000000 = -55.666868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.304395 sec): 2 clusters Score: Raw -55.666868 + Penalty 0.000000 = -55.666868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 210 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.304874 sec): 2 clusters Score: Raw -55.480054 + Penalty 0.000000 = -55.480054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.305066 sec): 2 clusters Score: Raw -55.480054 + Penalty 0.000000 = -55.480054 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 211 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.305546 sec): 2 clusters Score: Raw -57.953489 + Penalty 0.000000 = -57.953489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.305737 sec): 2 clusters Score: Raw -57.953489 + Penalty 0.000000 = -57.953489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 212 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.306218 sec): 2 clusters Score: Raw -117.650900 + Penalty 84.780615 = -32.870285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.306415 sec): 2 clusters Score: Raw -117.650900 + Penalty 84.780615 = -32.870285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 213 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.306891 sec): 2 clusters Score: Raw -54.825769 + Penalty 0.000000 = -54.825769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.307084 sec): 2 clusters Score: Raw -54.825769 + Penalty 0.000000 = -54.825769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 214 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.307559 sec): 2 clusters Score: Raw -55.399163 + Penalty 0.000000 = -55.399163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.307752 sec): 2 clusters Score: Raw -55.399163 + Penalty 0.000000 = -55.399163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 215 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.308227 sec): 2 clusters Score: Raw -56.252789 + Penalty 0.000000 = -56.252789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.308418 sec): 2 clusters Score: Raw -56.252789 + Penalty 0.000000 = -56.252789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 217 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.308903 sec): 2 clusters Score: Raw -57.651907 + Penalty 0.000000 = -57.651907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.309094 sec): 2 clusters Score: Raw -57.651907 + Penalty 0.000000 = -57.651907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 218 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.309580 sec): 2 clusters Score: Raw -178.939874 + Penalty 117.380120 = -61.559753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.309808 sec): 3 clusters Score: Raw -171.940925 + Penalty 243.161091 = 71.220166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 219 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.310286 sec): 2 clusters Score: Raw -55.824548 + Penalty 0.000000 = -55.824548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.310479 sec): 2 clusters Score: Raw -55.824548 + Penalty 0.000000 = -55.824548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 224 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.310964 sec): 2 clusters Score: Raw -172.813165 + Penalty 91.245178 = -81.567987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.311177 sec): 3 clusters Score: Raw -165.637187 + Penalty 196.455740 = 30.818554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 226 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.311653 sec): 2 clusters Score: Raw -57.316905 + Penalty 0.000000 = -57.316905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.311847 sec): 2 clusters Score: Raw -57.316905 + Penalty 0.000000 = -57.316905 nChanged 0 Deleting Class 208 (1 points): Lose 19.302567 but Gain 1472.416698 Iteration 20F (71.609751 sec): 209 clusters Score: Raw -2512080.201555 + Penalty 205551.505768 = -2306528.695787 nChanged 1041 Deleting Class 179 (2 points): Lose 37.211873 but Gain 1489.793847 Iteration 21Q (72.196240 sec): 208 clusters Score: Raw -2512408.832923 + Penalty 204163.197199 = -2308245.635723 nChanged 532 Deleting Class 211 (1 points): Lose 10.721468 but Gain 1461.266503 Iteration 22Q (72.719263 sec): 207 clusters Score: Raw -2512585.164174 + Penalty 202836.910006 = -2309748.254169 nChanged 418 Deleting Class 217 (1 points): Lose 16.719659 but Gain 1449.536618 Iteration 23Q (73.223380 sec): 206 clusters Score: Raw -2512679.037837 + Penalty 201404.175342 = -2311274.862495 nChanged 379 Deleting Class 205 (4 points): Lose 67.918650 but Gain 1497.611006 Iteration 24Q (73.718832 sec): 205 clusters Score: Raw -2512712.328125 + Penalty 199992.972854 = -2312719.355271 nChanged 364 Deleting Class 167 (2 points): Lose 25.511362 but Gain 1449.583791 Iteration 25Q (74.212492 sec): 204 clusters Score: Raw -2512796.584167 + Penalty 198579.442330 = -2314217.141836 nChanged 357 Deleting Class 162 (5 points): Lose 51.733406 but Gain 1473.008322 Iteration 26Q (74.702512 sec): 203 clusters Score: Raw -2512835.606869 + Penalty 197232.190283 = -2315603.416586 nChanged 360 Deleting Class 185 (2 points): Lose 41.465931 but Gain 1458.007258 Iteration 27Q (75.187852 sec): 202 clusters Score: Raw -2512881.666942 + Penalty 195811.622375 = -2317070.044568 nChanged 324 Deleting Class 226 (1 points): Lose 11.529608 but Gain 1423.028528 Iteration 28Q (75.668008 sec): 201 clusters Score: Raw -2512951.654319 + Penalty 194423.664626 = -2318527.989692 nChanged 267 Deleting Class 144 (1 points): Lose 15.216542 but Gain 1411.389697 Iteration 29Q (76.138678 sec): 200 clusters Score: Raw -2512990.864868 + Penalty 193064.668874 = -2319926.195994 nChanged 265 Deleting Class 148 (1 points): Lose 11.248085 but Gain 1391.692433 Iteration 30F (81.104172 sec): 199 clusters Score: Raw -2513043.993405 + Penalty 191674.066534 = -2321369.926871 nChanged 245 Deleting Class 152 (7 points): Lose 140.928624 but Gain 1506.069605 Iteration 31Q (81.569843 sec): 198 clusters Score: Raw -2512943.698308 + Penalty 190262.837673 = -2322680.860635 nChanged 211 Deleting Class 170 (1 points): Lose 3.675386 but Gain 1356.168277 Iteration 32Q (82.029701 sec): 197 clusters Score: Raw -2513031.137423 + Penalty 188884.416284 = -2324146.721139 nChanged 185 Deleting Class 171 (5 points): Lose 77.330365 but Gain 1408.490305 Iteration 33Q (82.485238 sec): 196 clusters Score: Raw -2512983.940875 + Penalty 187533.912633 = -2325450.028242 nChanged 161 Deleting Class 149 (5 points): Lose 46.094474 but Gain 1370.492105 Iteration 34Q (82.935783 sec): 195 clusters Score: Raw -2512970.365222 + Penalty 186200.539921 = -2326769.825301 nChanged 134 Deleting Class 130 (1 points): Lose 7.963477 but Gain 1328.429127 Iteration 35Q (83.380756 sec): 194 clusters Score: Raw -2512992.197289 + Penalty 184884.933716 = -2328107.263572 nChanged 139 Deleting Class 187 (3 points): Lose 35.459017 but Gain 1353.421592 Iteration 36Q (83.823645 sec): 193 clusters Score: Raw -2512974.495223 + Penalty 183575.333951 = -2329399.161273 nChanged 137 Deleting Class 140 (4 points): Lose 68.051949 but Gain 1385.349579 Iteration 37Q (84.264180 sec): 192 clusters Score: Raw -2512936.819117 + Penalty 182243.526422 = -2330693.292695 nChanged 137 Deleting Class 117 (12 points): Lose 289.547443 but Gain 1605.428669 Iteration 38Q (84.700305 sec): 191 clusters Score: Raw -2512681.597936 + Penalty 180766.661078 = -2331914.936858 nChanged 148 Deleting Class 212 (2 points): Lose 41.095335 but Gain 1334.847790 Iteration 39Q (85.145265 sec): 190 clusters Score: Raw -2512718.459616 + Penalty 179464.764053 = -2333253.695563 nChanged 113 Deleting Class 95 (15 points): Lose 109.640891 but Gain 1402.768690 Iteration 40F (89.868572 sec): 189 clusters Score: Raw -2512640.540821 + Penalty 178105.741694 = -2334534.799127 nChanged 146 Deleting Class 132 (1 points): Lose 4.586008 but Gain 1296.481121 Iteration 41Q (90.303909 sec): 188 clusters Score: Raw -2512703.345025 + Penalty 176828.686688 = -2335874.658337 nChanged 130 Deleting Class 219 (1 points): Lose 16.421193 but Gain 1305.629596 Iteration 42Q (90.734194 sec): 187 clusters Score: Raw -2512713.707057 + Penalty 175586.405471 = -2337127.301587 nChanged 120 Deleting Class 125 (13 points): Lose 165.798706 but Gain 1454.349631 Iteration 43Q (91.163578 sec): 186 clusters Score: Raw -2512601.584932 + Penalty 174184.344388 = -2338417.240544 nChanged 134 Deleting Class 94 (20 points): Lose 220.591225 but Gain 1506.543840 Iteration 44Q (91.592178 sec): 185 clusters Score: Raw -2512440.651827 + Penalty 172922.210569 = -2339518.441258 nChanged 153 Deleting Class 206 (2 points): Lose 23.998758 but Gain 1304.740478 Iteration 45Q (92.019639 sec): 184 clusters Score: Raw -2512549.937341 + Penalty 171666.553034 = -2340883.384307 nChanged 129 Deleting Class 161 (6 points): Lose 85.481953 but Gain 1359.389859 Iteration 46Q (92.442653 sec): 183 clusters Score: Raw -2512500.599141 + Penalty 170378.860671 = -2342121.738470 nChanged 121 Deleting Class 191 (3 points): Lose 40.902130 but Gain 1305.052265 Iteration 47Q (92.864799 sec): 182 clusters Score: Raw -2512508.567137 + Penalty 169075.852771 = -2343432.714366 nChanged 123 Deleting Class 106 (18 points): Lose 159.800645 but Gain 1411.866824 Iteration 48Q (93.283403 sec): 181 clusters Score: Raw -2512370.926512 + Penalty 167738.082027 = -2344632.844485 nChanged 143 Deleting Class 115 (8 points): Lose 127.900748 but Gain 1379.290435 Iteration 49Q (93.705734 sec): 180 clusters Score: Raw -2512312.646176 + Penalty 166402.697178 = -2345909.948998 nChanged 128 Deleting Class 137 (21 points): Lose 113.127964 but Gain 1355.830185 Iteration 50F (98.188149 sec): 179 clusters Score: Raw -2512255.148139 + Penalty 165095.219159 = -2347159.928980 nChanged 114 Deleting Class 80 (26 points): Lose 249.263916 but Gain 1489.841050 Iteration 51Q (98.624759 sec): 178 clusters Score: Raw -2512068.455012 + Penalty 163708.726318 = -2348359.728694 nChanged 121 Deleting Class 195 (3 points): Lose 36.111585 but Gain 1275.785349 Iteration 52Q (99.059094 sec): 177 clusters Score: Raw -2512152.026123 + Penalty 162421.699829 = -2349730.326294 nChanged 101 Deleting Class 119 (5 points): Lose 56.565541 but Gain 1287.101641 Iteration 53Q (99.489761 sec): 176 clusters Score: Raw -2512156.204432 + Penalty 161136.294301 = -2351019.910132 nChanged 92 Deleting Class 70 (2 points): Lose 18.679431 but Gain 1246.636681 Iteration 54Q (99.916887 sec): 175 clusters Score: Raw -2512164.992578 + Penalty 159897.313024 = -2352267.679554 nChanged 80 Deleting Class 200 (3 points): Lose 43.565525 but Gain 1268.681254 Iteration 55Q (100.344069 sec): 174 clusters Score: Raw -2512152.924125 + Penalty 158678.478332 = -2353474.445793 nChanged 80 Deleting Class 109 (1 points): Lose 8.066818 but Gain 1217.826494 Iteration 56Q (100.770501 sec): 173 clusters Score: Raw -2512175.268607 + Penalty 157460.040473 = -2354715.228135 nChanged 80 Deleting Class 118 (5 points): Lose 78.555806 but Gain 1279.111906 Iteration 57Q (101.190947 sec): 172 clusters Score: Raw -2512106.739496 + Penalty 156187.394747 = -2355919.344749 nChanged 81 Deleting Class 142 (2 points): Lose 7.374204 but Gain 1206.510005 Iteration 58Q (101.610178 sec): 171 clusters Score: Raw -2512118.241596 + Penalty 154977.471655 = -2357140.769941 nChanged 89 Deleting Class 141 (7 points): Lose 92.722527 but Gain 1283.895460 Iteration 59Q (102.029168 sec): 170 clusters Score: Raw -2512039.266644 + Penalty 153736.092698 = -2358303.173946 nChanged 81 Deleting Class 181 (6 points): Lose 73.632222 but Gain 1249.545901 Iteration 60F (106.251489 sec): 169 clusters Score: Raw -2511995.077966 + Penalty 152498.025253 = -2359497.052713 nChanged 92 Deleting Class 202 (4 points): Lose 55.832543 but Gain 1230.761873 Iteration 61Q (106.668016 sec): 168 clusters Score: Raw -2511979.339903 + Penalty 151423.066088 = -2360556.273815 nChanged 82 Deleting Class 139 (26 points): Lose 144.510371 but Gain 1313.542030 Iteration 62Q (107.082574 sec): 167 clusters Score: Raw -2511870.222463 + Penalty 150173.325052 = -2361696.897411 nChanged 80 Deleting Class 86 (19 points): Lose 121.241840 but Gain 1288.907835 Iteration 63Q (107.494527 sec): 166 clusters Score: Raw -2511822.401563 + Penalty 148917.326742 = -2362905.074820 nChanged 79 Deleting Class 218 (4 points): Lose 55.827739 but Gain 1222.116019 Iteration 64Q (107.904146 sec): 165 clusters Score: Raw -2511827.849058 + Penalty 147760.444002 = -2364067.405056 nChanged 65 Deleting Class 75 (29 points): Lose 185.931228 but Gain 1350.581201 Iteration 65Q (108.310999 sec): 164 clusters Score: Raw -2511730.086694 + Penalty 146527.857250 = -2365202.229444 nChanged 97 Deleting Class 105 (9 points): Lose 128.441654 but Gain 1288.222341 Iteration 66Q (108.721018 sec): 163 clusters Score: Raw -2511697.590741 + Penalty 145294.526138 = -2366403.064603 nChanged 75 Deleting Class 107 (7 points): Lose 62.206723 but Gain 1218.632397 Iteration 67Q (109.127061 sec): 162 clusters Score: Raw -2511684.098643 + Penalty 144129.771352 = -2367554.327291 nChanged 76 Deleting Class 98 (3 points): Lose 35.101788 but Gain 1180.696938 Iteration 68Q (109.531155 sec): 161 clusters Score: Raw -2511702.314053 + Penalty 142995.989448 = -2368706.324605 nChanged 61 Deleting Class 108 (10 points): Lose 86.080055 but Gain 1223.748370 Iteration 69Q (109.917432 sec): 160 clusters Score: Raw -2511666.620300 + Penalty 141834.979232 = -2369831.641068 nChanged 72 Deleting Class 103 (19 points): Lose 108.618521 but Gain 1246.518358 Iteration 70F (113.931208 sec): 159 clusters Score: Raw -2511626.170288 + Penalty 140677.403018 = -2370948.767270 nChanged 63 Deleting Class 123 (12 points): Lose 79.518180 but Gain 1214.819356 Iteration 71Q (114.314062 sec): 158 clusters Score: Raw -2511615.431351 + Penalty 139524.888528 = -2372090.542823 nChanged 58 Deleting Class 215 (1 points): Lose 0.242977 but Gain 1131.176083 Iteration 72Q (114.695598 sec): 157 clusters Score: Raw -2511670.657872 + Penalty 138420.560458 = -2373250.097414 nChanged 50 Deleting Class 169 (3 points): Lose 37.726894 but Gain 1162.551662 Iteration 73Q (115.084963 sec): 156 clusters Score: Raw -2511677.022418 + Penalty 137267.913585 = -2374409.108833 nChanged 45 Deleting Class 184 (2 points): Lose 10.451623 but Gain 1131.005409 Iteration 74Q (115.461750 sec): 155 clusters Score: Raw -2511696.179735 + Penalty 136140.929910 = -2375555.249825 nChanged 28 Deleting Class 207 (4 points): Lose 25.105207 but Gain 1144.618971 Iteration 75Q (115.836363 sec): 154 clusters Score: Raw -2511683.022815 + Penalty 135007.142065 = -2376675.880750 nChanged 25 Deleting Class 129 (6 points): Lose 95.744682 but Gain 1213.320425 Iteration 76Q (116.208186 sec): 153 clusters Score: Raw -2511611.474087 + Penalty 133834.282476 = -2377777.191611 nChanged 35 Deleting Class 71 (15 points): Lose 120.990401 but Gain 1237.531498 Iteration 77Q (116.582406 sec): 152 clusters Score: Raw -2511552.431850 + Penalty 132652.825024 = -2378899.606825 nChanged 50 Deleting Class 165 (3 points): Lose 29.784040 but Gain 1136.851284 Iteration 78Q (116.954299 sec): 151 clusters Score: Raw -2511589.375260 + Penalty 131548.942947 = -2380040.432313 nChanged 47 Deleting Class 43 (72 points): Lose 409.298806 but Gain 1514.059084 Iteration 79Q (117.327615 sec): 150 clusters Score: Raw -2511232.198837 + Penalty 130120.045046 = -2381112.153791 nChanged 114 Deleting Class 210 (1 points): Lose 8.376767 but Gain 1097.369707 Iteration 80F (121.114172 sec): 149 clusters Score: Raw -2511465.436890 + Penalty 129059.695892 = -2382405.740998 nChanged 39 Deleting Class 188 (12 points): Lose 59.266112 but Gain 1144.353970 Iteration 81Q (121.483556 sec): 148 clusters Score: Raw -2511443.863668 + Penalty 127944.551307 = -2383499.312361 nChanged 36 Deleting Class 133 (11 points): Lose 57.713113 but Gain 1134.796665 Iteration 82Q (121.849120 sec): 147 clusters Score: Raw -2511423.505298 + Penalty 126843.327688 = -2384580.177609 nChanged 34 Deleting Class 177 (2 points): Lose 5.792438 but Gain 1082.886019 Iteration 83Q (122.214724 sec): 146 clusters Score: Raw -2511442.455584 + Penalty 125759.217639 = -2385683.237945 nChanged 22 Deleting Class 197 (4 points): Lose 60.580706 but Gain 1137.183979 Iteration 84Q (122.577672 sec): 145 clusters Score: Raw -2511387.747954 + Penalty 124654.024173 = -2386733.723781 nChanged 23 Deleting Class 65 (28 points): Lose 213.202268 but Gain 1288.468315 Iteration 85Q (122.939786 sec): 144 clusters Score: Raw -2511189.917139 + Penalty 123413.301880 = -2387776.615260 nChanged 54 Deleting Class 59 (20 points): Lose 136.932498 but Gain 1211.270675 Iteration 86Q (123.302203 sec): 143 clusters Score: Raw -2511119.804279 + Penalty 122209.052776 = -2388910.751502 nChanged 47 Deleting Class 201 (3 points): Lose 17.588357 but Gain 1085.853043 Iteration 87Q (123.663862 sec): 142 clusters Score: Raw -2511156.252546 + Penalty 121145.237048 = -2390011.015498 nChanged 21 Deleting Class 157 (1 points): Lose 6.741347 but Gain 1066.351814 Iteration 88Q (124.021775 sec): 141 clusters Score: Raw -2511166.710238 + Penalty 120077.980216 = -2391088.730022 nChanged 16 Deleting Class 196 (3 points): Lose 32.157204 but Gain 1089.684539 Iteration 89Q (124.377315 sec): 140 clusters Score: Raw -2511141.720555 + Penalty 118990.125534 = -2392151.595021 nChanged 17 Deleting Class 46 (8 points): Lose 66.118038 but Gain 1113.704446 Iteration 90F (127.952701 sec): 139 clusters Score: Raw -2511084.654677 + Penalty 117920.210856 = -2393164.443821 nChanged 29 Deleting Class 164 (4 points): Lose 40.782962 but Gain 1085.753647 Iteration 91Q (128.319321 sec): 138 clusters Score: Raw -2511067.477690 + Penalty 116841.588622 = -2394225.889067 nChanged 21 Deleting Class 101 (10 points): Lose 73.407271 but Gain 1114.392787 Iteration 92Q (128.685451 sec): 137 clusters Score: Raw -2511001.555216 + Penalty 115740.912358 = -2395260.642858 nChanged 24 Deleting Class 82 (4 points): Lose 36.310791 but Gain 1075.169124 Iteration 93Q (129.053107 sec): 136 clusters Score: Raw -2510983.507931 + Penalty 114677.721136 = -2396305.786795 nChanged 25 Deleting Class 166 (7 points): Lose 65.665822 but Gain 1099.572508 Iteration 94Q (129.417321 sec): 135 clusters Score: Raw -2510934.655859 + Penalty 113596.141783 = -2397338.514076 nChanged 21 Deleting Class 41 (16 points): Lose 167.268274 but Gain 1199.706035 Iteration 95Q (129.775523 sec): 134 clusters Score: Raw -2510791.022111 + Penalty 112436.192184 = -2398354.829927 nChanged 24 Deleting Class 69 (24 points): Lose 217.713126 but Gain 1246.588011 Iteration 96Q (130.122530 sec): 133 clusters Score: Raw -2510623.239134 + Penalty 111241.734705 = -2399381.504429 nChanged 29 Deleting Class 156 (6 points): Lose 68.594691 but Gain 1096.130957 Iteration 97Q (130.468793 sec): 132 clusters Score: Raw -2510640.598734 + Penalty 110226.056631 = -2400414.542103 nChanged 20 Deleting Class 209 (1 points): Lose 10.232482 but Gain 1031.552159 Iteration 98Q (130.812979 sec): 131 clusters Score: Raw -2510669.903530 + Penalty 109202.094860 = -2401467.808670 nChanged 8 Deleting Class 90 (5 points): Lose 43.634023 but Gain 1061.557984 Iteration 99Q (131.152617 sec): 130 clusters Score: Raw -2510636.540422 + Penalty 108160.766441 = -2402475.773981 nChanged 6 Deleting Class 153 (3 points): Lose 41.586460 but Gain 1043.226266 Iteration 100F (134.429829 sec): 129 clusters Score: Raw -2510605.451384 + Penalty 107163.651105 = -2403441.800279 nChanged 3 Deleting Class 154 (11 points): Lose 83.982869 but Gain 1085.544814 Iteration 101Q (134.767317 sec): 128 clusters Score: Raw -2510535.158149 + Penalty 106236.865371 = -2404298.292778 nChanged 11 Deleting Class 49 (11 points): Lose 60.866844 but Gain 1057.721585 Iteration 102Q (135.104895 sec): 127 clusters Score: Raw -2510512.301231 + Penalty 105199.734560 = -2405312.566671 nChanged 11 Deleting Class 224 (2 points): Lose 11.535204 but Gain 1006.790235 Iteration 103Q (135.441741 sec): 126 clusters Score: Raw -2510519.824354 + Penalty 104198.544018 = -2406321.280336 nChanged 3 Deleting Class 116 (11 points): Lose 92.879351 but Gain 1087.510972 Iteration 104Q (135.778816 sec): 125 clusters Score: Raw -2510430.354828 + Penalty 103123.141660 = -2407307.213168 nChanged 12 Deleting Class 163 (2 points): Lose 35.804304 but Gain 1027.357677 Iteration 105Q (136.111615 sec): 124 clusters Score: Raw -2510410.856022 + Penalty 102105.180527 = -2408305.675495 nChanged 3 Deleting Class 47 (15 points): Lose 73.079020 but Gain 1062.277059 Iteration 106Q (136.443086 sec): 123 clusters Score: Raw -2510344.325225 + Penalty 101052.878853 = -2409291.446372 nChanged 18 Deleting Class 67 (13 points): Lose 125.925123 but Gain 1114.116400 Iteration 107Q (136.774375 sec): 122 clusters Score: Raw -2510246.312596 + Penalty 100009.858975 = -2410236.453621 nChanged 16 Deleting Class 97 (12 points): Lose 114.301581 but Gain 1101.563213 Iteration 108Q (137.103850 sec): 121 clusters Score: Raw -2510167.014009 + Penalty 98938.826255 = -2411228.187754 nChanged 20 Deleting Class 111 (17 points): Lose 79.856000 but Gain 1062.776697 Iteration 109Q (137.433965 sec): 120 clusters Score: Raw -2510129.046176 + Penalty 97911.116461 = -2412217.929715 nChanged 27 Deleting Class 193 (4 points): Lose 47.027160 but Gain 1029.472052 Iteration 110F (140.476704 sec): 119 clusters Score: Raw -2510118.715222 + Penalty 96888.029321 = -2413230.685901 nChanged 8 Deleting Class 64 (44 points): Lose 168.438188 but Gain 1141.509256 Iteration 111Q (140.802560 sec): 118 clusters Score: Raw -2509958.260859 + Penalty 95790.525298 = -2414167.735561 nChanged 49 Deleting Class 146 (5 points): Lose 30.039311 but Gain 1002.742492 Iteration 112Q (141.128597 sec): 117 clusters Score: Raw -2510002.376314 + Penalty 94798.563211 = -2415203.813103 nChanged 20 Deleting Class 214 (1 points): Lose 5.445135 but Gain 967.599317 Iteration 113Q (141.453115 sec): 116 clusters Score: Raw -2510013.158294 + Penalty 93829.706582 = -2416183.451712 nChanged 7 Deleting Class 138 (67 points): Lose 207.416529 but Gain 1159.298146 Iteration 114Q (141.772286 sec): 115 clusters Score: Raw -2509813.599875 + Penalty 92711.609914 = -2417101.989960 nChanged 76 Deleting Class 104 (17 points): Lose 63.100367 but Gain 1004.098140 Iteration 115Q (142.097365 sec): 114 clusters Score: Raw -2509875.970249 + Penalty 91716.820925 = -2418159.149324 nChanged 26 Deleting Class 33 (16 points): Lose 61.225123 but Gain 998.301172 Iteration 116Q (142.416632 sec): 113 clusters Score: Raw -2509849.598073 + Penalty 90735.016308 = -2419114.581765 nChanged 26 Deleting Class 89 (10 points): Lose 35.313169 but Gain 971.262037 Iteration 117Q (142.735585 sec): 112 clusters Score: Raw -2509842.184942 + Penalty 89768.277314 = -2420073.907628 nChanged 22 Deleting Class 204 (5 points): Lose 65.341223 but Gain 1001.079615 Iteration 118Q (143.049831 sec): 111 clusters Score: Raw -2509793.057626 + Penalty 88787.823982 = -2421005.233644 nChanged 18 Writing temp clu file Memory request: 0.25 GB would take us to total of 0.50 GB. Compute initial score before splitting: Score: Raw -2509793.057626 + Penalty 88787.823982 = -2421005.233644Memory request: 0.03 GB would take us to total of 0.53 GB. Trying to split cluster 1 (5041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.243042 sec): 2 clusters Score: Raw -250102.589325 + Penalty 105.130711 = -249997.458614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.252276 sec): 3 clusters Score: Raw -246775.882639 + Penalty 209.064020 = -246566.818618 nChanged 2364 SP:Iteration 1F (143.261231 sec): 3 clusters Score: Raw -248661.206840 + Penalty 210.183371 = -248451.023469 nChanged 583 SP:Iteration 2F (143.270157 sec): 3 clusters Score: Raw -249129.263681 + Penalty 210.249559 = -248919.014121 nChanged 349 SP:Iteration 3F (143.279287 sec): 3 clusters Score: Raw -249463.520343 + Penalty 209.787557 = -249253.732786 nChanged 221 SP:Iteration 4Q (143.288060 sec): 3 clusters Score: Raw -249630.264852 + Penalty 209.502172 = -249420.762679 nChanged 142 SP:Iteration 5Q (143.296848 sec): 3 clusters Score: Raw -249705.478177 + Penalty 208.239356 = -249497.238821 nChanged 82 SP:Iteration 6Q (143.305773 sec): 3 clusters Score: Raw -249747.399368 + Penalty 207.422297 = -249539.977071 nChanged 71 SP:Iteration 7Q (143.314306 sec): 3 clusters Score: Raw -249778.708119 + Penalty 206.544645 = -249572.163475 nChanged 61 SP:Iteration 8Q (143.322558 sec): 3 clusters Score: Raw -249805.354761 + Penalty 205.261009 = -249600.093751 nChanged 55 SP:Iteration 9Q (143.330753 sec): 3 clusters Score: Raw -249826.602682 + Penalty 204.197759 = -249622.404923 nChanged 65 SP:Iteration 10F (143.339797 sec): 3 clusters Score: Raw -249856.022006 + Penalty 202.614582 = -249653.407424 nChanged 57 SP:Iteration 11Q (143.347994 sec): 3 clusters Score: Raw -249875.587431 + Penalty 202.355767 = -249673.231664 nChanged 43 SP:Iteration 12Q (143.356070 sec): 3 clusters Score: Raw -249886.248586 + Penalty 202.148187 = -249684.100399 nChanged 31 SP:Iteration 13Q (143.364095 sec): 3 clusters Score: Raw -249891.410767 + Penalty 201.957904 = -249689.452863 nChanged 30 SP:Iteration 14Q (143.372085 sec): 3 clusters Score: Raw -249896.507214 + Penalty 202.345697 = -249694.161518 nChanged 31 SP:Iteration 15Q (143.380062 sec): 3 clusters Score: Raw -249901.255210 + Penalty 202.093630 = -249699.161581 nChanged 29 SP:Iteration 16Q (143.387998 sec): 3 clusters Score: Raw -249905.506693 + Penalty 201.894243 = -249703.612449 nChanged 32 SP:Iteration 17Q (143.395956 sec): 3 clusters Score: Raw -249910.269047 + Penalty 201.676322 = -249708.592725 nChanged 28 SP:Iteration 18Q (143.404280 sec): 3 clusters Score: Raw -249914.135036 + Penalty 201.888084 = -249712.246952 nChanged 27 SP:Iteration 19Q (143.412285 sec): 3 clusters Score: Raw -249919.436982 + Penalty 202.247669 = -249717.189313 nChanged 30 SP:Iteration 20F (143.421175 sec): 3 clusters Score: Raw -249926.476382 + Penalty 202.225465 = -249724.250918 nChanged 32 SP:Iteration 21Q (143.429004 sec): 3 clusters Score: Raw -249933.730883 + Penalty 202.750047 = -249730.980836 nChanged 27 SP:Iteration 22Q (143.436955 sec): 3 clusters Score: Raw -249938.881024 + Penalty 203.134725 = -249735.746299 nChanged 23 SP:Iteration 23Q (143.444735 sec): 3 clusters Score: Raw -249942.194704 + Penalty 202.985560 = -249739.209144 nChanged 19 SP:Iteration 24Q (143.452642 sec): 3 clusters Score: Raw -249945.880059 + Penalty 202.993162 = -249742.886898 nChanged 21 SP:Iteration 25Q (143.460377 sec): 3 clusters Score: Raw -249949.073673 + Penalty 203.081543 = -249745.992129 nChanged 19 SP:Iteration 26Q (143.468097 sec): 3 clusters Score: Raw -249951.315585 + Penalty 203.087803 = -249748.227783 nChanged 17 SP:Iteration 27Q (143.475792 sec): 3 clusters Score: Raw -249953.146148 + Penalty 203.628145 = -249749.518002 nChanged 20 SP:Iteration 28Q (143.483464 sec): 3 clusters Score: Raw -249955.238864 + Penalty 204.038016 = -249751.200849 nChanged 12 SP:Iteration 29Q (143.491158 sec): 3 clusters Score: Raw -249956.079495 + Penalty 203.347199 = -249752.732296 nChanged 8 SP:Iteration 30F (143.500087 sec): 3 clusters Score: Raw -249956.737959 + Penalty 203.489988 = -249753.247970 nChanged 5 SP:Iteration 31Q (143.508142 sec): 3 clusters Score: Raw -249956.923469 + Penalty 203.571456 = -249753.352013 nChanged 4 SP:Iteration 32Q (143.516105 sec): 3 clusters Score: Raw -249957.099414 + Penalty 203.621992 = -249753.477422 nChanged 4 SP:Iteration 33Q (143.523769 sec): 3 clusters Score: Raw -249957.282690 + Penalty 203.658130 = -249753.624561 nChanged 4 SP:Iteration 34Q (143.531394 sec): 3 clusters Score: Raw -249957.535147 + Penalty 203.744676 = -249753.790472 nChanged 4 SP:Iteration 35Q (143.539042 sec): 3 clusters Score: Raw -249957.838646 + Penalty 203.943428 = -249753.895219 nChanged 5 SP:Iteration 36Q (143.546655 sec): 3 clusters Score: Raw -249958.170110 + Penalty 204.153391 = -249754.016719 nChanged 5 SP:Iteration 37Q (143.554690 sec): 3 clusters Score: Raw -249958.413810 + Penalty 204.325967 = -249754.087842 nChanged 6 SP:Iteration 38Q (143.562526 sec): 3 clusters Score: Raw -249958.840588 + Penalty 204.098446 = -249754.742142 nChanged 2 SP:Iteration 39Q (143.570170 sec): 3 clusters Score: Raw -249958.970361 + Penalty 204.140120 = -249754.830241 nChanged 1 SP:Iteration 40F (143.579071 sec): 3 clusters Score: Raw -249958.988442 + Penalty 204.054794 = -249754.933648 nChanged 1 SP:Iteration 41Q (143.586676 sec): 3 clusters Score: Raw -249959.017941 + Penalty 204.093447 = -249754.924494 nChanged 2 SP:Iteration 42F (143.595569 sec): 3 clusters Score: Raw -249959.059163 + Penalty 204.115074 = -249754.944090 nChanged 1 SP:Iteration 43Q (143.603259 sec): 3 clusters Score: Raw -249959.095095 + Penalty 204.194319 = -249754.900776 nChanged 2 SP:Iteration 44F (143.612329 sec): 3 clusters Score: Raw -249959.204793 + Penalty 204.300477 = -249754.904315 nChanged 3 SP:Iteration 45Q (143.620051 sec): 3 clusters Score: Raw -249959.462127 + Penalty 204.236680 = -249755.225447 nChanged 6 SP:Iteration 46Q (143.627648 sec): 3 clusters Score: Raw -249960.129500 + Penalty 204.139917 = -249755.989583 nChanged 7 SP:Iteration 47Q (143.635232 sec): 3 clusters Score: Raw -249960.954791 + Penalty 204.397711 = -249756.557081 nChanged 8 SP:Iteration 48Q (143.642959 sec): 3 clusters Score: Raw -249961.465672 + Penalty 204.423214 = -249757.042458 nChanged 1 SP:Iteration 49Q (143.650543 sec): 3 clusters Score: Raw -249961.517481 + Penalty 204.592054 = -249756.925427 nChanged 3 SP:Iteration 50F (143.659499 sec): 3 clusters Score: Raw -249961.611595 + Penalty 204.592054 = -249757.019542 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 2 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.665999 sec): 2 clusters Score: Raw -38949.817611 + Penalty 110.451946 = -38839.365665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.667543 sec): 3 clusters Score: Raw -38481.671162 + Penalty 226.862910 = -38254.808252 nChanged 341 SP:Iteration 1F (143.669110 sec): 3 clusters Score: Raw -38772.273667 + Penalty 220.444209 = -38551.829458 nChanged 67 SP:Iteration 2F (143.670651 sec): 3 clusters Score: Raw -38843.121051 + Penalty 208.285891 = -38634.835160 nChanged 36 SP:Iteration 3Q (143.672155 sec): 3 clusters Score: Raw -38904.749943 + Penalty 204.649581 = -38700.100362 nChanged 16 SP:Iteration 4Q (143.673575 sec): 3 clusters Score: Raw -38913.421384 + Penalty 204.065857 = -38709.355527 nChanged 10 SP:Iteration 5Q (143.674963 sec): 3 clusters Score: Raw -38918.401582 + Penalty 200.614770 = -38717.786812 nChanged 11 SP:Iteration 6Q (143.676374 sec): 3 clusters Score: Raw -38924.904139 + Penalty 202.040141 = -38722.863998 nChanged 10 SP:Iteration 7Q (143.677763 sec): 3 clusters Score: Raw -38930.241745 + Penalty 201.211519 = -38729.030226 nChanged 11 SP:Iteration 8Q (143.679151 sec): 3 clusters Score: Raw -38936.402905 + Penalty 196.607800 = -38739.795105 nChanged 9 SP:Iteration 9Q (143.680566 sec): 3 clusters Score: Raw -38942.701387 + Penalty 194.894323 = -38747.807064 nChanged 5 SP:Iteration 10F (143.682108 sec): 3 clusters Score: Raw -38944.989859 + Penalty 196.398169 = -38748.591690 nChanged 4 SP:Iteration 11Q (143.683438 sec): 3 clusters Score: Raw -38946.555195 + Penalty 197.993699 = -38748.561496 nChanged 6 SP:Iteration 12F (143.684986 sec): 3 clusters Score: Raw -38950.461438 + Penalty 196.615468 = -38753.845970 nChanged 6 SP:Iteration 13Q (143.686301 sec): 3 clusters Score: Raw -38953.108199 + Penalty 198.043547 = -38755.064652 nChanged 3 SP:Iteration 14Q (143.687596 sec): 3 clusters Score: Raw -38953.813373 + Penalty 198.936938 = -38754.876435 nChanged 2 SP:Iteration 15F (143.689111 sec): 3 clusters Score: Raw -38954.185606 + Penalty 199.369450 = -38754.816156 nChanged 1 SP:Iteration 16F (143.690626 sec): 3 clusters Score: Raw -38954.215052 + Penalty 199.369450 = -38754.845602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 3 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.692221 sec): 2 clusters Score: Raw -1358.056168 + Penalty 184.102740 = -1173.953428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.692495 sec): 3 clusters Score: Raw -1381.002402 + Penalty 366.942096 = -1014.060306 nChanged 2 SP:Iteration 1F (143.692762 sec): 3 clusters Score: Raw -1388.664492 + Penalty 366.942096 = -1021.722396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 4 (527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.694724 sec): 2 clusters Score: Raw -26704.997400 + Penalty 255.191121 = -26449.806279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.695904 sec): 3 clusters Score: Raw -26431.713732 + Penalty 512.672067 = -25919.041665 nChanged 187 SP:Iteration 1F (143.697074 sec): 3 clusters Score: Raw -26564.020577 + Penalty 515.731516 = -26048.289061 nChanged 55 SP:Iteration 2F (143.698189 sec): 3 clusters Score: Raw -26609.418945 + Penalty 516.348645 = -26093.070300 nChanged 32 SP:Iteration 3F (143.699310 sec): 3 clusters Score: Raw -26638.384079 + Penalty 518.206193 = -26120.177886 nChanged 18 SP:Iteration 4Q (143.700407 sec): 3 clusters Score: Raw -26650.904445 + Penalty 519.034873 = -26131.869572 nChanged 13 SP:Iteration 5Q (143.701506 sec): 3 clusters Score: Raw -26661.394702 + Penalty 522.039977 = -26139.354724 nChanged 14 SP:Iteration 6Q (143.702591 sec): 3 clusters Score: Raw -26670.024327 + Penalty 522.614192 = -26147.410135 nChanged 14 SP:Iteration 7Q (143.703670 sec): 3 clusters Score: Raw -26680.492253 + Penalty 524.278078 = -26156.214175 nChanged 15 SP:Iteration 8Q (143.704727 sec): 3 clusters Score: Raw -26689.847508 + Penalty 528.689910 = -26161.157598 nChanged 13 SP:Iteration 9Q (143.705795 sec): 3 clusters Score: Raw -26698.650877 + Penalty 532.991684 = -26165.659193 nChanged 15 SP:Iteration 10F (143.706933 sec): 3 clusters Score: Raw -26706.633617 + Penalty 537.973996 = -26168.659621 nChanged 11 SP:Iteration 11Q (143.708051 sec): 3 clusters Score: Raw -26713.804336 + Penalty 539.248973 = -26174.555363 nChanged 14 SP:Iteration 12Q (143.709161 sec): 3 clusters Score: Raw -26720.937802 + Penalty 541.486570 = -26179.451232 nChanged 10 SP:Iteration 13Q (143.710277 sec): 3 clusters Score: Raw -26730.932910 + Penalty 552.597737 = -26178.335173 nChanged 9 SP:Iteration 14F (143.711421 sec): 3 clusters Score: Raw -26736.820739 + Penalty 561.435748 = -26175.384990 nChanged 8 SP:Iteration 15F (143.712538 sec): 3 clusters Score: Raw -26744.425478 + Penalty 562.357378 = -26182.068100 nChanged 6 SP:Iteration 16Q (143.713577 sec): 3 clusters Score: Raw -26753.212205 + Penalty 567.626719 = -26185.585486 nChanged 3 SP:Iteration 17Q (143.714625 sec): 3 clusters Score: Raw -26755.978514 + Penalty 570.067650 = -26185.910864 nChanged 2 SP:Iteration 18Q (143.715642 sec): 3 clusters Score: Raw -26759.260676 + Penalty 571.713459 = -26187.547217 nChanged 1 SP:Iteration 19Q (143.716687 sec): 3 clusters Score: Raw -26759.752182 + Penalty 571.713459 = -26188.038723 nChanged 0 SP:Iteration 20F (143.717795 sec): 3 clusters Score: Raw -26759.752182 + Penalty 571.713459 = -26188.038723 nChanged 0 Memory request: 0.08 GB would take us to total of 0.58 GB. Trying to split cluster 5 (16927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.792366 sec): 2 clusters Score: Raw -808369.232559 + Penalty 170.679205 = -808198.553354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.823994 sec): 3 clusters Score: Raw -796888.386635 + Penalty 337.314208 = -796551.072427 nChanged 8152 SP:Iteration 1F (143.854614 sec): 3 clusters Score: Raw -801882.158394 + Penalty 317.380303 = -801564.778091 nChanged 3110 SP:Iteration 2F (143.885282 sec): 3 clusters Score: Raw -805549.719337 + Penalty 304.664203 = -805245.055134 nChanged 1376 SP:Iteration 3F (143.916066 sec): 3 clusters Score: Raw -806804.531034 + Penalty 303.818212 = -806500.712822 nChanged 571 SP:Iteration 4Q (143.947444 sec): 3 clusters Score: Raw -807086.327086 + Penalty 306.080448 = -806780.246638 nChanged 356 SP:Iteration 5Q (143.978091 sec): 3 clusters Score: Raw -807247.622273 + Penalty 309.153629 = -806938.468644 nChanged 342 SP:Iteration 6Q (144.008282 sec): 3 clusters Score: Raw -807412.966163 + Penalty 313.426775 = -807099.539388 nChanged 350 SP:Iteration 7Q (144.038189 sec): 3 clusters Score: Raw -807611.909810 + Penalty 318.264925 = -807293.644886 nChanged 371 SP:Iteration 8Q (144.068151 sec): 3 clusters Score: Raw -807846.745798 + Penalty 323.577228 = -807523.168570 nChanged 401 SP:Iteration 9Q (144.097954 sec): 3 clusters Score: Raw -808120.778450 + Penalty 329.103793 = -807791.674657 nChanged 436 SP:Iteration 10F (144.128944 sec): 3 clusters Score: Raw -808426.188855 + Penalty 333.286476 = -808092.902379 nChanged 339 SP:Iteration 11Q (144.159870 sec): 3 clusters Score: Raw -808624.045211 + Penalty 336.560500 = -808287.484710 nChanged 297 SP:Iteration 12Q (144.190453 sec): 3 clusters Score: Raw -808747.081161 + Penalty 338.627032 = -808408.454129 nChanged 208 SP:Iteration 13Q (144.221266 sec): 3 clusters Score: Raw -808807.841139 + Penalty 339.996861 = -808467.844278 nChanged 158 SP:Iteration 14Q (144.251817 sec): 3 clusters Score: Raw -808841.924506 + Penalty 340.957585 = -808500.966921 nChanged 116 SP:Iteration 15Q (144.282653 sec): 3 clusters Score: Raw -808866.055822 + Penalty 341.761773 = -808524.294049 nChanged 95 SP:Iteration 16Q (144.313171 sec): 3 clusters Score: Raw -808884.337397 + Penalty 342.387010 = -808541.950387 nChanged 72 SP:Iteration 17Q (144.344114 sec): 3 clusters Score: Raw -808896.142593 + Penalty 342.882399 = -808553.260194 nChanged 55 SP:Iteration 18Q (144.374310 sec): 3 clusters Score: Raw -808903.700156 + Penalty 343.243393 = -808560.456763 nChanged 41 SP:Iteration 19Q (144.404571 sec): 3 clusters Score: Raw -808907.083113 + Penalty 343.476994 = -808563.606119 nChanged 27 SP:Iteration 20F (144.435796 sec): 3 clusters Score: Raw -808908.151097 + Penalty 343.673938 = -808564.477160 nChanged 21 SP:Iteration 21Q (144.466349 sec): 3 clusters Score: Raw -808908.928111 + Penalty 343.789448 = -808565.138663 nChanged 12 SP:Iteration 22Q (144.496893 sec): 3 clusters Score: Raw -808909.177919 + Penalty 343.857747 = -808565.320172 nChanged 7 SP:Iteration 23Q (144.527654 sec): 3 clusters Score: Raw -808909.472366 + Penalty 343.956668 = -808565.515699 nChanged 10 SP:Iteration 24Q (144.558395 sec): 3 clusters Score: Raw -808909.783135 + Penalty 344.064870 = -808565.718265 nChanged 11 SP:Iteration 25Q (144.589029 sec): 3 clusters Score: Raw -808910.066137 + Penalty 344.170745 = -808565.895392 nChanged 11 SP:Iteration 26Q (144.620042 sec): 3 clusters Score: Raw -808910.383859 + Penalty 344.260178 = -808566.123681 nChanged 9 SP:Iteration 27Q (144.650767 sec): 3 clusters Score: Raw -808910.709041 + Penalty 344.348609 = -808566.360432 nChanged 9 SP:Iteration 28Q (144.681290 sec): 3 clusters Score: Raw -808910.981309 + Penalty 344.411356 = -808566.569952 nChanged 7 SP:Iteration 29Q (144.711906 sec): 3 clusters Score: Raw -808911.137948 + Penalty 344.449486 = -808566.688462 nChanged 4 SP:Iteration 30F (144.743124 sec): 3 clusters Score: Raw -808911.168952 + Penalty 344.485354 = -808566.683598 nChanged 4 SP:Iteration 31F (144.773878 sec): 3 clusters Score: Raw -808911.196268 + Penalty 344.495582 = -808566.700686 nChanged 1 SP:Iteration 32Q (144.804439 sec): 3 clusters Score: Raw -808911.190297 + Penalty 344.495582 = -808566.694715 nChanged 0 SP:Iteration 33F (144.835165 sec): 3 clusters Score: Raw -808911.190297 + Penalty 344.495582 = -808566.694715 nChanged 0 Score: Raw -2545911.105629 + Penalty 88982.647373 = -2456928.458257 Splitting cluster 5 changes total score from -2421005.233644 to -2456928.458257 So it's getting split into cluster 33. Memory request: 0.02 GB would take us to total of 0.52 GB. Trying to split cluster 6 (3191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.699494 sec): 2 clusters Score: Raw -157531.578468 + Penalty 280.633184 = -157250.945285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.705382 sec): 3 clusters Score: Raw -155575.020121 + Penalty 587.914636 = -154987.105485 nChanged 1424 SP:Iteration 1F (147.711197 sec): 3 clusters Score: Raw -157090.959198 + Penalty 588.376112 = -156502.583086 nChanged 342 SP:Iteration 2F (147.716925 sec): 3 clusters Score: Raw -157312.517126 + Penalty 582.204620 = -156730.312505 nChanged 157 SP:Iteration 3Q (147.722532 sec): 3 clusters Score: Raw -157382.374836 + Penalty 574.343800 = -156808.031036 nChanged 92 SP:Iteration 4Q (147.728111 sec): 3 clusters Score: Raw -157418.837587 + Penalty 568.104054 = -156850.733532 nChanged 65 SP:Iteration 5Q (147.733669 sec): 3 clusters Score: Raw -157441.352828 + Penalty 564.595737 = -156876.757091 nChanged 36 SP:Iteration 6Q (147.739231 sec): 3 clusters Score: Raw -157446.838645 + Penalty 562.743090 = -156884.095556 nChanged 18 SP:Iteration 7Q (147.744786 sec): 3 clusters Score: Raw -157448.525780 + Penalty 561.114770 = -156887.411010 nChanged 16 SP:Iteration 8Q (147.750371 sec): 3 clusters Score: Raw -157449.809617 + Penalty 560.308812 = -156889.500805 nChanged 8 SP:Iteration 9Q (147.755923 sec): 3 clusters Score: Raw -157450.177360 + Penalty 559.903272 = -156890.274087 nChanged 4 SP:Iteration 10F (147.761622 sec): 3 clusters Score: Raw -157450.375010 + Penalty 559.599767 = -156890.775243 nChanged 3 SP:Iteration 11Q (147.767228 sec): 3 clusters Score: Raw -157450.451890 + Penalty 559.286337 = -156891.165553 nChanged 3 SP:Iteration 12Q (147.772924 sec): 3 clusters Score: Raw -157450.872016 + Penalty 558.665174 = -156892.206842 nChanged 6 SP:Iteration 13Q (147.778538 sec): 3 clusters Score: Raw -157451.212306 + Penalty 558.028949 = -156893.183356 nChanged 6 SP:Iteration 14Q (147.784231 sec): 3 clusters Score: Raw -157451.607913 + Penalty 557.511959 = -156894.095954 nChanged 5 SP:Iteration 15Q (147.789804 sec): 3 clusters Score: Raw -157451.888872 + Penalty 557.205721 = -156894.683151 nChanged 3 SP:Iteration 16Q (147.795381 sec): 3 clusters Score: Raw -157452.260887 + Penalty 556.449982 = -156895.810905 nChanged 7 SP:Iteration 17Q (147.800985 sec): 3 clusters Score: Raw -157453.069897 + Penalty 555.712721 = -156897.357176 nChanged 7 SP:Iteration 18Q (147.806721 sec): 3 clusters Score: Raw -157454.136329 + Penalty 554.975605 = -156899.160724 nChanged 7 SP:Iteration 19Q (147.812604 sec): 3 clusters Score: Raw -157455.528673 + Penalty 554.343791 = -156901.184882 nChanged 6 SP:Iteration 20F (147.818451 sec): 3 clusters Score: Raw -157456.093421 + Penalty 553.817310 = -156902.276111 nChanged 5 SP:Iteration 21Q (147.824029 sec): 3 clusters Score: Raw -157456.332103 + Penalty 553.401133 = -156902.930971 nChanged 4 SP:Iteration 22Q (147.829610 sec): 3 clusters Score: Raw -157456.491999 + Penalty 552.987337 = -156903.504662 nChanged 4 SP:Iteration 23Q (147.835187 sec): 3 clusters Score: Raw -157456.630604 + Penalty 552.987337 = -156903.643266 nChanged 0 SP:Iteration 24F (147.840928 sec): 3 clusters Score: Raw -157456.630604 + Penalty 552.987337 = -156903.643266 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 7 (2214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.849953 sec): 2 clusters Score: Raw -108944.309928 + Penalty 98.250114 = -108846.059814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.854044 sec): 3 clusters Score: Raw -107539.597160 + Penalty 221.478381 = -107318.118779 nChanged 1010 SP:Iteration 1F (147.858027 sec): 3 clusters Score: Raw -108476.711397 + Penalty 244.766345 = -108231.945052 nChanged 214 SP:Iteration 2F (147.862015 sec): 3 clusters Score: Raw -108698.618552 + Penalty 275.395700 = -108423.222852 nChanged 134 SP:Iteration 3F (147.865983 sec): 3 clusters Score: Raw -108848.420810 + Penalty 312.902446 = -108535.518363 nChanged 61 SP:Iteration 4Q (147.869877 sec): 3 clusters Score: Raw -108924.992887 + Penalty 363.535541 = -108561.457346 nChanged 20 SP:Iteration 5Q (147.873275 sec): 3 clusters Score: Raw -108945.653548 + Penalty 399.149989 = -108546.503559 nChanged 11 SP:Iteration 6F (147.877224 sec): 3 clusters Score: Raw -108958.156887 + Penalty 433.933386 = -108524.223501 nChanged 7 SP:Iteration 7F (147.881161 sec): 3 clusters Score: Raw -108966.571623 + Penalty 440.209909 = -108526.361714 nChanged 3 SP:Iteration 8Q (147.884303 sec): 3 clusters Score: Raw -108968.824996 + Penalty 458.789444 = -108510.035552 nChanged 3 SP:Iteration 9F (147.888244 sec): 3 clusters Score: Raw -108970.738112 + Penalty 468.557397 = -108502.180715 nChanged 3 SP:Iteration 10F (147.892170 sec): 3 clusters Score: Raw -108973.854606 + Penalty 468.557397 = -108505.297209 nChanged 0 Memory request: 0.02 GB would take us to total of 0.52 GB. Trying to split cluster 8 (3124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.908109 sec): 2 clusters Score: Raw -161414.832844 + Penalty 155.031842 = -161259.801002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.913955 sec): 3 clusters Score: Raw -159394.044163 + Penalty 310.312222 = -159083.731940 nChanged 1425 SP:Iteration 1F (147.919575 sec): 3 clusters Score: Raw -160442.682934 + Penalty 311.696788 = -160130.986145 nChanged 375 SP:Iteration 2F (147.925239 sec): 3 clusters Score: Raw -160752.105741 + Penalty 315.320692 = -160436.785049 nChanged 273 SP:Iteration 3F (147.930797 sec): 3 clusters Score: Raw -160927.244523 + Penalty 318.736804 = -160608.507719 nChanged 156 SP:Iteration 4Q (147.936322 sec): 3 clusters Score: Raw -160995.882622 + Penalty 321.793227 = -160674.089395 nChanged 91 SP:Iteration 5Q (147.941795 sec): 3 clusters Score: Raw -161027.815146 + Penalty 324.177266 = -160703.637881 nChanged 71 SP:Iteration 6Q (147.947225 sec): 3 clusters Score: Raw -161055.732719 + Penalty 326.928139 = -160728.804581 nChanged 71 SP:Iteration 7Q (147.952632 sec): 3 clusters Score: Raw -161083.543847 + Penalty 329.401691 = -160754.142155 nChanged 72 SP:Iteration 8Q (147.957990 sec): 3 clusters Score: Raw -161109.238811 + Penalty 329.984879 = -160779.253932 nChanged 62 SP:Iteration 9Q (147.963258 sec): 3 clusters Score: Raw -161129.012180 + Penalty 331.066992 = -160797.945189 nChanged 55 SP:Iteration 10F (147.968797 sec): 3 clusters Score: Raw -161144.989397 + Penalty 332.375344 = -160812.614053 nChanged 55 SP:Iteration 11Q (147.974033 sec): 3 clusters Score: Raw -161161.119540 + Penalty 334.705821 = -160826.413719 nChanged 45 SP:Iteration 12Q (147.979206 sec): 3 clusters Score: Raw -161173.205996 + Penalty 337.927959 = -160835.278037 nChanged 47 SP:Iteration 13Q (147.984490 sec): 3 clusters Score: Raw -161188.007918 + Penalty 340.815990 = -160847.191928 nChanged 48 SP:Iteration 14Q (147.989812 sec): 3 clusters Score: Raw -161206.946697 + Penalty 342.230455 = -160864.716242 nChanged 63 SP:Iteration 15Q (147.994896 sec): 3 clusters Score: Raw -161235.908858 + Penalty 345.801012 = -160890.107846 nChanged 59 SP:Iteration 16Q (147.999932 sec): 3 clusters Score: Raw -161262.184892 + Penalty 349.421309 = -160912.763583 nChanged 54 SP:Iteration 17Q (148.004965 sec): 3 clusters Score: Raw -161284.852205 + Penalty 354.828504 = -160930.023702 nChanged 38 SP:Iteration 18Q (148.009806 sec): 3 clusters Score: Raw -161299.799741 + Penalty 360.558649 = -160939.241093 nChanged 37 SP:Iteration 19Q (148.014748 sec): 3 clusters Score: Raw -161317.490651 + Penalty 361.730849 = -160955.759802 nChanged 35 SP:Iteration 20F (148.020527 sec): 3 clusters Score: Raw -161332.405995 + Penalty 358.743681 = -160973.662313 nChanged 29 SP:Iteration 21Q (148.025238 sec): 3 clusters Score: Raw -161346.690149 + Penalty 356.732664 = -160989.957485 nChanged 30 SP:Iteration 22Q (148.029905 sec): 3 clusters Score: Raw -161366.578662 + Penalty 355.528932 = -161011.049730 nChanged 27 SP:Iteration 23Q (148.034520 sec): 3 clusters Score: Raw -161382.277438 + Penalty 348.204662 = -161034.072776 nChanged 24 SP:Iteration 24Q (148.039078 sec): 3 clusters Score: Raw -161393.780211 + Penalty 349.163110 = -161044.617101 nChanged 13 SP:Iteration 25Q (148.043591 sec): 3 clusters Score: Raw -161397.824347 + Penalty 350.128662 = -161047.695685 nChanged 11 SP:Iteration 26Q (148.048089 sec): 3 clusters Score: Raw -161402.572986 + Penalty 349.276325 = -161053.296661 nChanged 9 SP:Iteration 27Q (148.052558 sec): 3 clusters Score: Raw -161406.464980 + Penalty 347.971904 = -161058.493077 nChanged 8 SP:Iteration 28Q (148.057018 sec): 3 clusters Score: Raw -161411.589667 + Penalty 350.510910 = -161061.078757 nChanged 5 SP:Iteration 29Q (148.061450 sec): 3 clusters Score: Raw -161413.993143 + Penalty 351.269000 = -161062.724143 nChanged 5 SP:Iteration 30F (148.066962 sec): 3 clusters Score: Raw -161415.546036 + Penalty 353.323536 = -161062.222501 nChanged 6 SP:Iteration 31F (148.072507 sec): 3 clusters Score: Raw -161416.781098 + Penalty 350.963143 = -161065.817955 nChanged 4 SP:Iteration 32Q (148.076918 sec): 3 clusters Score: Raw -161418.012207 + Penalty 350.622877 = -161067.389330 nChanged 2 SP:Iteration 33Q (148.081318 sec): 3 clusters Score: Raw -161418.426120 + Penalty 350.622877 = -161067.803243 nChanged 0 SP:Iteration 34F (148.086832 sec): 3 clusters Score: Raw -161418.426120 + Penalty 350.622877 = -161067.803243 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 9 (1699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.093833 sec): 2 clusters Score: Raw -86367.651039 + Penalty 129.557331 = -86238.093708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.096974 sec): 3 clusters Score: Raw -85317.944041 + Penalty 259.226869 = -85058.717172 nChanged 771 SP:Iteration 1F (148.100064 sec): 3 clusters Score: Raw -85918.985353 + Penalty 258.807262 = -85660.178091 nChanged 136 SP:Iteration 2F (148.103228 sec): 3 clusters Score: Raw -86052.027346 + Penalty 258.874096 = -85793.153250 nChanged 98 SP:Iteration 3F (148.106361 sec): 3 clusters Score: Raw -86133.384749 + Penalty 259.142118 = -85874.242631 nChanged 81 SP:Iteration 4Q (148.109378 sec): 3 clusters Score: Raw -86182.872074 + Penalty 259.290862 = -85923.581212 nChanged 66 SP:Iteration 5Q (148.112378 sec): 3 clusters Score: Raw -86209.532048 + Penalty 259.272128 = -85950.259920 nChanged 27 SP:Iteration 6Q (148.115462 sec): 3 clusters Score: Raw -86213.659596 + Penalty 259.407916 = -85954.251680 nChanged 11 SP:Iteration 7Q (148.118515 sec): 3 clusters Score: Raw -86215.836675 + Penalty 259.625943 = -85956.210732 nChanged 13 SP:Iteration 8Q (148.121551 sec): 3 clusters Score: Raw -86218.430987 + Penalty 259.846451 = -85958.584536 nChanged 14 SP:Iteration 9Q (148.124549 sec): 3 clusters Score: Raw -86221.909636 + Penalty 260.081721 = -85961.827915 nChanged 9 SP:Iteration 10F (148.127623 sec): 3 clusters Score: Raw -86223.619075 + Penalty 260.473304 = -85963.145771 nChanged 12 SP:Iteration 11Q (148.130585 sec): 3 clusters Score: Raw -86226.213979 + Penalty 260.977411 = -85965.236567 nChanged 20 SP:Iteration 12Q (148.133568 sec): 3 clusters Score: Raw -86230.476440 + Penalty 261.316906 = -85969.159534 nChanged 9 SP:Iteration 13Q (148.136525 sec): 3 clusters Score: Raw -86231.568256 + Penalty 261.451034 = -85970.117222 nChanged 4 SP:Iteration 14Q (148.139463 sec): 3 clusters Score: Raw -86231.902416 + Penalty 261.510242 = -85970.392174 nChanged 2 SP:Iteration 15Q (148.142408 sec): 3 clusters Score: Raw -86231.997152 + Penalty 261.527559 = -85970.469593 nChanged 1 SP:Iteration 16Q (148.145362 sec): 3 clusters Score: Raw -86232.093194 + Penalty 261.527559 = -85970.565634 nChanged 0 SP:Iteration 17F (148.148438 sec): 3 clusters Score: Raw -86232.093194 + Penalty 261.527559 = -85970.565634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 10 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.151004 sec): 2 clusters Score: Raw -9929.757185 + Penalty 194.277381 = -9735.479803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.151556 sec): 3 clusters Score: Raw -9847.897357 + Penalty 389.493085 = -9458.404271 nChanged 60 SP:Iteration 1F (148.152100 sec): 3 clusters Score: Raw -9902.278001 + Penalty 395.092725 = -9507.185277 nChanged 18 SP:Iteration 2F (148.152636 sec): 3 clusters Score: Raw -9918.360649 + Penalty 394.900680 = -9523.459969 nChanged 10 SP:Iteration 3F (148.153177 sec): 3 clusters Score: Raw -9928.572521 + Penalty 398.234161 = -9530.338360 nChanged 7 SP:Iteration 4Q (148.153744 sec): 3 clusters Score: Raw -9933.140611 + Penalty 398.205506 = -9534.935104 nChanged 2 SP:Iteration 5Q (148.154290 sec): 3 clusters Score: Raw -9934.041463 + Penalty 400.657007 = -9533.384456 nChanged 3 SP:Iteration 6F (148.154856 sec): 3 clusters Score: Raw -9935.802965 + Penalty 401.890485 = -9533.912480 nChanged 3 SP:Iteration 7Q (148.155422 sec): 3 clusters Score: Raw -9938.858766 + Penalty 403.259646 = -9535.599120 nChanged 4 SP:Iteration 8Q (148.155984 sec): 3 clusters Score: Raw -9941.634418 + Penalty 408.759809 = -9532.874609 nChanged 4 SP:Iteration 9F (148.156552 sec): 3 clusters Score: Raw -9945.106108 + Penalty 424.571721 = -9520.534386 nChanged 9 SP:Iteration 10F (148.157127 sec): 3 clusters Score: Raw -9957.212699 + Penalty 431.035257 = -9526.177442 nChanged 6 SP:Iteration 11Q (148.157675 sec): 3 clusters Score: Raw -9963.373846 + Penalty 436.376686 = -9526.997159 nChanged 3 SP:Iteration 12Q (148.158221 sec): 3 clusters Score: Raw -9967.169615 + Penalty 444.853939 = -9522.315675 nChanged 3 SP:Iteration 13F (148.158776 sec): 3 clusters Score: Raw -9975.094685 + Penalty 444.865571 = -9530.229114 nChanged 2 SP:Iteration 14Q (148.159302 sec): 3 clusters Score: Raw -9979.649357 + Penalty 444.865571 = -9534.783786 nChanged 0 SP:Iteration 15F (148.159857 sec): 3 clusters Score: Raw -9979.649357 + Penalty 444.865571 = -9534.783786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 11 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.160975 sec): 2 clusters Score: Raw -12630.761928 + Penalty 705.046345 = -11925.715583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.161592 sec): 3 clusters Score: Raw -12630.391150 + Penalty 1412.044432 = -11218.346718 nChanged 42 SP:Iteration 1F (148.162198 sec): 3 clusters Score: Raw -12700.678916 + Penalty 1412.826964 = -11287.851951 nChanged 8 SP:Iteration 2Q (148.162785 sec): 3 clusters Score: Raw -12714.809447 + Penalty 1412.837648 = -11301.971799 nChanged 2 SP:Iteration 3Q (148.163368 sec): 3 clusters Score: Raw -12717.039339 + Penalty 1412.633482 = -11304.405856 nChanged 1 SP:Iteration 4Q (148.163950 sec): 3 clusters Score: Raw -12718.093794 + Penalty 1412.495462 = -11305.598332 nChanged 1 SP:Iteration 5Q (148.164532 sec): 3 clusters Score: Raw -12722.280198 + Penalty 1413.196631 = -11309.083566 nChanged 1 SP:Iteration 6Q (148.165115 sec): 3 clusters Score: Raw -12724.243845 + Penalty 1413.196631 = -11311.047213 nChanged 0 SP:Iteration 7F (148.165748 sec): 3 clusters Score: Raw -12724.243845 + Penalty 1413.196631 = -11311.047213 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 12 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.166557 sec): 2 clusters Score: Raw -5815.953213 + Penalty 182.879796 = -5633.073416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.166986 sec): 3 clusters Score: Raw -5788.944135 + Penalty 371.145560 = -5417.798575 nChanged 27 SP:Iteration 1F (148.167403 sec): 3 clusters Score: Raw -5807.814806 + Penalty 380.548617 = -5427.266189 nChanged 8 SP:Iteration 2F (148.167815 sec): 3 clusters Score: Raw -5820.582400 + Penalty 393.741203 = -5426.841197 nChanged 10 SP:Iteration 3F (148.168232 sec): 3 clusters Score: Raw -5833.722383 + Penalty 393.128687 = -5440.593696 nChanged 3 SP:Iteration 4Q (148.168635 sec): 3 clusters Score: Raw -5839.535280 + Penalty 392.427766 = -5447.107515 nChanged 3 SP:Iteration 5Q (148.169036 sec): 3 clusters Score: Raw -5843.856363 + Penalty 396.120536 = -5447.735826 nChanged 2 SP:Iteration 6Q (148.169440 sec): 3 clusters Score: Raw -5846.172633 + Penalty 396.120536 = -5450.052096 nChanged 0 SP:Iteration 7F (148.169852 sec): 3 clusters Score: Raw -5846.172633 + Penalty 396.120536 = -5450.052096 nChanged 0 Memory request: 0.03 GB would take us to total of 0.53 GB. Trying to split cluster 13 (5704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.195398 sec): 2 clusters Score: Raw -280760.616973 + Penalty 63.649127 = -280696.967846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.205663 sec): 3 clusters Score: Raw -277065.670192 + Penalty 130.541421 = -276935.128771 nChanged 2676 SP:Iteration 1F (148.215758 sec): 3 clusters Score: Raw -279206.290102 + Penalty 129.504165 = -279076.785937 nChanged 514 SP:Iteration 2F (148.226165 sec): 3 clusters Score: Raw -279685.520794 + Penalty 130.722173 = -279554.798621 nChanged 442 SP:Iteration 3F (148.236189 sec): 3 clusters Score: Raw -280123.478783 + Penalty 131.307331 = -279992.171451 nChanged 300 SP:Iteration 4F (148.246225 sec): 3 clusters Score: Raw -280442.117249 + Penalty 136.893096 = -280305.224153 nChanged 189 SP:Iteration 5Q (148.256112 sec): 3 clusters Score: Raw -280630.111429 + Penalty 140.238595 = -280489.872834 nChanged 96 SP:Iteration 6Q (148.265489 sec): 3 clusters Score: Raw -280719.983923 + Penalty 150.159505 = -280569.824417 nChanged 42 SP:Iteration 7Q (148.273898 sec): 3 clusters Score: Raw -280771.104691 + Penalty 150.953145 = -280620.151547 nChanged 10 SP:Iteration 8Q (148.281881 sec): 3 clusters Score: Raw -280778.804334 + Penalty 151.429486 = -280627.374848 nChanged 12 SP:Iteration 9Q (148.290436 sec): 3 clusters Score: Raw -280785.638824 + Penalty 150.214122 = -280635.424701 nChanged 2 SP:Iteration 10F (148.300531 sec): 3 clusters Score: Raw -280787.013676 + Penalty 136.623294 = -280650.390382 nChanged 5 SP:Iteration 11Q (148.308352 sec): 3 clusters Score: Raw -280790.936247 + Penalty 136.382937 = -280654.553310 nChanged 3 SP:Iteration 12Q (148.316167 sec): 3 clusters Score: Raw -280791.434414 + Penalty 135.465445 = -280655.968969 nChanged 2 SP:Iteration 13Q (148.324011 sec): 3 clusters Score: Raw -280792.512463 + Penalty 134.500163 = -280658.012300 nChanged 3 SP:Iteration 14Q (148.331891 sec): 3 clusters Score: Raw -280794.633991 + Penalty 131.905812 = -280662.728179 nChanged 7 SP:Iteration 15Q (148.339731 sec): 3 clusters Score: Raw -280796.779631 + Penalty 131.253214 = -280665.526417 nChanged 2 SP:Iteration 16Q (148.347563 sec): 3 clusters Score: Raw -280796.891312 + Penalty 131.207821 = -280665.683490 nChanged 1 SP:Iteration 17Q (148.355390 sec): 3 clusters Score: Raw -280796.953173 + Penalty 131.207821 = -280665.745352 nChanged 0 SP:Iteration 18F (148.365457 sec): 3 clusters Score: Raw -280796.953173 + Penalty 131.207821 = -280665.745352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 14 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.371245 sec): 2 clusters Score: Raw -18294.112002 + Penalty 563.065984 = -17731.046018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.372111 sec): 3 clusters Score: Raw -18202.528675 + Penalty 1128.241229 = -17074.287446 nChanged 93 SP:Iteration 1F (148.372948 sec): 3 clusters Score: Raw -18292.072167 + Penalty 1131.905416 = -17160.166751 nChanged 24 SP:Iteration 2F (148.373804 sec): 3 clusters Score: Raw -18324.973256 + Penalty 1134.755632 = -17190.217623 nChanged 17 SP:Iteration 3Q (148.374626 sec): 3 clusters Score: Raw -18344.212271 + Penalty 1137.623205 = -17206.589065 nChanged 9 SP:Iteration 4Q (148.375496 sec): 3 clusters Score: Raw -18352.347183 + Penalty 1143.073509 = -17209.273674 nChanged 11 SP:Iteration 5Q (148.376332 sec): 3 clusters Score: Raw -18371.579688 + Penalty 1143.859540 = -17227.720149 nChanged 9 SP:Iteration 6Q (148.377153 sec): 3 clusters Score: Raw -18385.481785 + Penalty 1146.499722 = -17238.982063 nChanged 8 SP:Iteration 7Q (148.377959 sec): 3 clusters Score: Raw -18393.198530 + Penalty 1144.784609 = -17248.413921 nChanged 3 SP:Iteration 8Q (148.378785 sec): 3 clusters Score: Raw -18399.107317 + Penalty 1148.309381 = -17250.797936 nChanged 4 SP:Iteration 9Q (148.379611 sec): 3 clusters Score: Raw -18405.151390 + Penalty 1148.126045 = -17257.025345 nChanged 1 SP:Iteration 10F (148.380446 sec): 3 clusters Score: Raw -18406.396747 + Penalty 1148.334112 = -17258.062635 nChanged 2 SP:Iteration 11Q (148.381257 sec): 3 clusters Score: Raw -18408.865669 + Penalty 1151.867436 = -17256.998233 nChanged 3 SP:Iteration 12F (148.382110 sec): 3 clusters Score: Raw -18412.786749 + Penalty 1151.651928 = -17261.134821 nChanged 1 SP:Iteration 13Q (148.382937 sec): 3 clusters Score: Raw -18414.461120 + Penalty 1151.651928 = -17262.809192 nChanged 0 SP:Iteration 14F (148.383770 sec): 3 clusters Score: Raw -18414.461120 + Penalty 1151.651928 = -17262.809192 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 15 (962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.389252 sec): 2 clusters Score: Raw -50889.585878 + Penalty 527.909320 = -50361.676558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.391188 sec): 3 clusters Score: Raw -50426.157923 + Penalty 1063.531223 = -49362.626700 nChanged 330 SP:Iteration 1F (148.393070 sec): 3 clusters Score: Raw -50680.098300 + Penalty 1082.506894 = -49597.591407 nChanged 99 SP:Iteration 2F (148.394932 sec): 3 clusters Score: Raw -50770.196324 + Penalty 1108.471928 = -49661.724395 nChanged 73 SP:Iteration 3F (148.396794 sec): 3 clusters Score: Raw -50828.970978 + Penalty 1134.597990 = -49694.372988 nChanged 47 SP:Iteration 4Q (148.398616 sec): 3 clusters Score: Raw -50882.677569 + Penalty 1167.345168 = -49715.332402 nChanged 35 SP:Iteration 5Q (148.400441 sec): 3 clusters Score: Raw -50925.540660 + Penalty 1197.622763 = -49727.917897 nChanged 31 SP:Iteration 6Q (148.402256 sec): 3 clusters Score: Raw -50964.525537 + Penalty 1212.297834 = -49752.227703 nChanged 19 SP:Iteration 7Q (148.404034 sec): 3 clusters Score: Raw -50985.319397 + Penalty 1227.374211 = -49757.945185 nChanged 13 SP:Iteration 8Q (148.405786 sec): 3 clusters Score: Raw -51000.985651 + Penalty 1231.073088 = -49769.912563 nChanged 6 SP:Iteration 9Q (148.407486 sec): 3 clusters Score: Raw -51008.981387 + Penalty 1233.233123 = -49775.748264 nChanged 5 SP:Iteration 10F (148.409310 sec): 3 clusters Score: Raw -51015.852459 + Penalty 1235.798911 = -49780.053548 nChanged 3 SP:Iteration 11Q (148.411044 sec): 3 clusters Score: Raw -51019.343239 + Penalty 1240.047080 = -49779.296159 nChanged 4 SP:Iteration 12F (148.412905 sec): 3 clusters Score: Raw -51021.954036 + Penalty 1240.047080 = -49781.906957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 16 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.415603 sec): 2 clusters Score: Raw -7033.253359 + Penalty 239.360891 = -6793.892467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.416061 sec): 3 clusters Score: Raw -6994.815588 + Penalty 479.654442 = -6515.161146 nChanged 33 SP:Iteration 1F (148.416516 sec): 3 clusters Score: Raw -7032.841389 + Penalty 477.825056 = -6555.016333 nChanged 8 SP:Iteration 2F (148.416975 sec): 3 clusters Score: Raw -7049.492400 + Penalty 477.495837 = -6571.996563 nChanged 5 SP:Iteration 3Q (148.417414 sec): 3 clusters Score: Raw -7056.638047 + Penalty 478.174006 = -6578.464041 nChanged 6 SP:Iteration 4Q (148.417849 sec): 3 clusters Score: Raw -7061.832383 + Penalty 478.921833 = -6582.910550 nChanged 2 SP:Iteration 5Q (148.418282 sec): 3 clusters Score: Raw -7062.478616 + Penalty 478.921833 = -6583.556783 nChanged 0 SP:Iteration 6F (148.418728 sec): 3 clusters Score: Raw -7062.478616 + Penalty 478.921833 = -6583.556783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 17 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.419325 sec): 2 clusters Score: Raw -1749.589119 + Penalty 145.964762 = -1603.624358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.419607 sec): 3 clusters Score: Raw -1746.718359 + Penalty 295.622309 = -1451.096050 nChanged 5 SP:Iteration 1F (148.419883 sec): 3 clusters Score: Raw -1755.905981 + Penalty 295.622309 = -1460.283672 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 18 (374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.422050 sec): 2 clusters Score: Raw -19969.001973 + Penalty 789.022261 = -19179.979712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.422914 sec): 3 clusters Score: Raw -19925.992696 + Penalty 1580.497627 = -18345.495068 nChanged 90 SP:Iteration 1F (148.423762 sec): 3 clusters Score: Raw -20070.838412 + Penalty 1580.935555 = -18489.902858 nChanged 25 SP:Iteration 2F (148.424628 sec): 3 clusters Score: Raw -20116.080498 + Penalty 1580.609577 = -18535.470921 nChanged 10 SP:Iteration 3Q (148.425442 sec): 3 clusters Score: Raw -20135.498044 + Penalty 1580.929627 = -18554.568417 nChanged 4 SP:Iteration 4Q (148.426249 sec): 3 clusters Score: Raw -20138.062720 + Penalty 1580.983988 = -18557.078732 nChanged 1 SP:Iteration 5Q (148.427052 sec): 3 clusters Score: Raw -20139.279357 + Penalty 1580.983988 = -18558.295368 nChanged 0 SP:Iteration 6F (148.427897 sec): 3 clusters Score: Raw -20139.279357 + Penalty 1580.983988 = -18558.295368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 19 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.429317 sec): 2 clusters Score: Raw -3894.053832 + Penalty 159.315678 = -3734.738154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.429668 sec): 3 clusters Score: Raw -3876.862652 + Penalty 325.003248 = -3551.859404 nChanged 15 SP:Iteration 1F (148.430012 sec): 3 clusters Score: Raw -3895.774095 + Penalty 332.128182 = -3563.645913 nChanged 6 SP:Iteration 2F (148.430360 sec): 3 clusters Score: Raw -3906.082586 + Penalty 337.211475 = -3568.871111 nChanged 2 SP:Iteration 3Q (148.430701 sec): 3 clusters Score: Raw -3907.050502 + Penalty 337.211475 = -3569.839027 nChanged 0 SP:Iteration 4F (148.431044 sec): 3 clusters Score: Raw -3907.050502 + Penalty 337.211475 = -3569.839027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 20 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.431789 sec): 2 clusters Score: Raw -2272.554878 + Penalty 290.492564 = -1982.062314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.432087 sec): 3 clusters Score: Raw -2308.831299 + Penalty 580.985128 = -1727.846170 nChanged 2 SP:Iteration 1Q (148.432374 sec): 3 clusters Score: Raw -2312.864970 + Penalty 580.985128 = -1731.879841 nChanged 0 SP:Iteration 2F (148.432696 sec): 3 clusters Score: Raw -2312.864970 + Penalty 580.985128 = -1731.879841 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 21 (863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.435672 sec): 2 clusters Score: Raw -44527.237261 + Penalty 788.480353 = -43738.756908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.437405 sec): 3 clusters Score: Raw -44210.286213 + Penalty 1577.678622 = -42632.607591 nChanged 278 SP:Iteration 1F (148.439109 sec): 3 clusters Score: Raw -44513.318480 + Penalty 1577.754316 = -42935.564164 nChanged 78 SP:Iteration 2F (148.440805 sec): 3 clusters Score: Raw -44632.942611 + Penalty 1576.911236 = -43056.031375 nChanged 69 SP:Iteration 3F (148.442464 sec): 3 clusters Score: Raw -44751.840754 + Penalty 1575.597061 = -43176.243693 nChanged 48 SP:Iteration 4F (148.444127 sec): 3 clusters Score: Raw -44821.742136 + Penalty 1575.359860 = -43246.382276 nChanged 36 SP:Iteration 5Q (148.445695 sec): 3 clusters Score: Raw -44870.645232 + Penalty 1575.162018 = -43295.483215 nChanged 29 SP:Iteration 6Q (148.447246 sec): 3 clusters Score: Raw -44905.414515 + Penalty 1575.097779 = -43330.316737 nChanged 23 SP:Iteration 7Q (148.448833 sec): 3 clusters Score: Raw -44930.046086 + Penalty 1574.799370 = -43355.246715 nChanged 12 SP:Iteration 8Q (148.450395 sec): 3 clusters Score: Raw -44943.735018 + Penalty 1574.418335 = -43369.316683 nChanged 8 SP:Iteration 9Q (148.451936 sec): 3 clusters Score: Raw -44951.853246 + Penalty 1574.453257 = -43377.399989 nChanged 2 SP:Iteration 10F (148.453595 sec): 3 clusters Score: Raw -44955.165355 + Penalty 1574.635455 = -43380.529899 nChanged 4 SP:Iteration 11Q (148.455132 sec): 3 clusters Score: Raw -44960.612820 + Penalty 1574.486194 = -43386.126626 nChanged 5 SP:Iteration 12Q (148.456703 sec): 3 clusters Score: Raw -44965.849171 + Penalty 1574.291333 = -43391.557838 nChanged 2 SP:Iteration 13Q (148.458258 sec): 3 clusters Score: Raw -44967.342102 + Penalty 1573.800585 = -43393.541518 nChanged 3 SP:Iteration 14Q (148.459797 sec): 3 clusters Score: Raw -44975.550666 + Penalty 1573.414874 = -43402.135793 nChanged 3 SP:Iteration 15Q (148.461323 sec): 3 clusters Score: Raw -44978.329487 + Penalty 1573.291010 = -43405.038477 nChanged 1 SP:Iteration 16Q (148.462896 sec): 3 clusters Score: Raw -44978.908547 + Penalty 1573.291010 = -43405.617537 nChanged 0 SP:Iteration 17F (148.464586 sec): 3 clusters Score: Raw -44978.908547 + Penalty 1573.291010 = -43405.617537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 22 (438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.467060 sec): 2 clusters Score: Raw -23952.938371 + Penalty 608.993292 = -23343.945079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.468041 sec): 3 clusters Score: Raw -23816.353579 + Penalty 1218.192111 = -22598.161468 nChanged 123 SP:Iteration 1F (148.468999 sec): 3 clusters Score: Raw -23950.293555 + Penalty 1213.850809 = -22736.442746 nChanged 45 SP:Iteration 2F (148.469956 sec): 3 clusters Score: Raw -23992.983384 + Penalty 1210.164235 = -22782.819149 nChanged 18 SP:Iteration 3Q (148.470893 sec): 3 clusters Score: Raw -24016.195323 + Penalty 1206.294229 = -22809.901094 nChanged 19 SP:Iteration 4Q (148.471829 sec): 3 clusters Score: Raw -24042.494721 + Penalty 1204.727241 = -22837.767480 nChanged 14 SP:Iteration 5Q (148.472761 sec): 3 clusters Score: Raw -24065.731926 + Penalty 1201.874541 = -22863.857384 nChanged 7 SP:Iteration 6Q (148.473689 sec): 3 clusters Score: Raw -24070.067122 + Penalty 1200.755172 = -22869.311951 nChanged 3 SP:Iteration 7Q (148.474615 sec): 3 clusters Score: Raw -24071.952463 + Penalty 1200.190368 = -22871.762096 nChanged 1 SP:Iteration 8Q (148.475544 sec): 3 clusters Score: Raw -24072.584257 + Penalty 1199.374437 = -22873.209820 nChanged 2 SP:Iteration 9Q (148.476472 sec): 3 clusters Score: Raw -24073.163416 + Penalty 1199.177190 = -22873.986227 nChanged 1 SP:Iteration 10F (148.477458 sec): 3 clusters Score: Raw -24073.490815 + Penalty 1198.935581 = -22874.555235 nChanged 1 SP:Iteration 11Q (148.478390 sec): 3 clusters Score: Raw -24074.126571 + Penalty 1198.198408 = -22875.928162 nChanged 1 SP:Iteration 12Q (148.479319 sec): 3 clusters Score: Raw -24075.409766 + Penalty 1197.723729 = -22877.686037 nChanged 1 SP:Iteration 13Q (148.480253 sec): 3 clusters Score: Raw -24075.929481 + Penalty 1197.723729 = -22878.205752 nChanged 0 SP:Iteration 14F (148.481205 sec): 3 clusters Score: Raw -24075.929481 + Penalty 1197.723729 = -22878.205752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 23 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.484235 sec): 2 clusters Score: Raw -10823.247515 + Penalty 257.705120 = -10565.542394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.484854 sec): 3 clusters Score: Raw -10738.927536 + Penalty 510.389738 = -10228.537798 nChanged 67 SP:Iteration 1F (148.485462 sec): 3 clusters Score: Raw -10803.665670 + Penalty 511.802246 = -10291.863424 nChanged 28 SP:Iteration 2F (148.486075 sec): 3 clusters Score: Raw -10825.695443 + Penalty 509.487850 = -10316.207593 nChanged 15 SP:Iteration 3F (148.486678 sec): 3 clusters Score: Raw -10840.290524 + Penalty 511.096003 = -10329.194521 nChanged 7 SP:Iteration 4Q (148.487275 sec): 3 clusters Score: Raw -10845.527781 + Penalty 517.464511 = -10328.063270 nChanged 4 SP:Iteration 5F (148.487886 sec): 3 clusters Score: Raw -10847.801682 + Penalty 520.693366 = -10327.108315 nChanged 2 SP:Iteration 6F (148.488498 sec): 3 clusters Score: Raw -10848.778769 + Penalty 522.091256 = -10326.687513 nChanged 1 SP:Iteration 7F (148.489109 sec): 3 clusters Score: Raw -10848.970410 + Penalty 522.091256 = -10326.879154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 24 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.489781 sec): 2 clusters Score: Raw -2606.947912 + Penalty 407.762259 = -2199.185653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.490094 sec): 3 clusters Score: Raw -2698.798318 + Penalty 822.017588 = -1876.780730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 25 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.490815 sec): 2 clusters Score: Raw -5438.279920 + Penalty 547.042898 = -4891.237022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.491190 sec): 3 clusters Score: Raw -5490.170593 + Penalty 1093.954578 = -4396.216015 nChanged 4 SP:Iteration 1Q (148.491549 sec): 3 clusters Score: Raw -5502.511414 + Penalty 1093.954578 = -4408.556835 nChanged 0 SP:Iteration 2F (148.491918 sec): 3 clusters Score: Raw -5502.511414 + Penalty 1093.954578 = -4408.556835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 26 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.492898 sec): 2 clusters Score: Raw -9233.997313 + Penalty 527.820944 = -8706.176370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.493456 sec): 3 clusters Score: Raw -9221.289212 + Penalty 1055.011608 = -8166.277604 nChanged 41 SP:Iteration 1F (148.493986 sec): 3 clusters Score: Raw -9259.381514 + Penalty 1055.314871 = -8204.066644 nChanged 7 SP:Iteration 2Q (148.494512 sec): 3 clusters Score: Raw -9264.701415 + Penalty 1055.334873 = -8209.366541 nChanged 2 SP:Iteration 3Q (148.495038 sec): 3 clusters Score: Raw -9267.835343 + Penalty 1054.960973 = -8212.874370 nChanged 1 SP:Iteration 4Q (148.495560 sec): 3 clusters Score: Raw -9271.210525 + Penalty 1054.960973 = -8216.249551 nChanged 0 SP:Iteration 5F (148.496093 sec): 3 clusters Score: Raw -9271.210525 + Penalty 1054.960973 = -8216.249551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 27 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.497007 sec): 2 clusters Score: Raw -7465.457470 + Penalty 223.370280 = -7242.087191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.497493 sec): 3 clusters Score: Raw -7407.792063 + Penalty 442.582770 = -6965.209293 nChanged 44 SP:Iteration 1F (148.497987 sec): 3 clusters Score: Raw -7494.177665 + Penalty 439.520935 = -7054.656730 nChanged 17 SP:Iteration 2F (148.498477 sec): 3 clusters Score: Raw -7513.101280 + Penalty 439.697285 = -7073.403995 nChanged 6 SP:Iteration 3Q (148.498954 sec): 3 clusters Score: Raw -7519.440456 + Penalty 439.038112 = -7080.402344 nChanged 2 SP:Iteration 4Q (148.499430 sec): 3 clusters Score: Raw -7520.824556 + Penalty 439.038112 = -7081.786444 nChanged 0 SP:Iteration 5F (148.499919 sec): 3 clusters Score: Raw -7520.824556 + Penalty 439.038112 = -7081.786444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 28 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.500770 sec): 2 clusters Score: Raw -6146.937987 + Penalty 207.017586 = -5939.920401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.501237 sec): 3 clusters Score: Raw -6127.379578 + Penalty 412.591356 = -5714.788222 nChanged 49 SP:Iteration 1F (148.501694 sec): 3 clusters Score: Raw -6177.421418 + Penalty 414.971288 = -5762.450130 nChanged 8 SP:Iteration 2F (148.502151 sec): 3 clusters Score: Raw -6188.914571 + Penalty 433.808719 = -5755.105852 nChanged 9 SP:Iteration 3F (148.502607 sec): 3 clusters Score: Raw -6201.049060 + Penalty 428.193313 = -5772.855747 nChanged 4 SP:Iteration 4Q (148.503058 sec): 3 clusters Score: Raw -6205.112405 + Penalty 428.193313 = -5776.919093 nChanged 0 SP:Iteration 5F (148.503514 sec): 3 clusters Score: Raw -6205.112405 + Penalty 428.193313 = -5776.919093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 29 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.504721 sec): 2 clusters Score: Raw -13184.445107 + Penalty 466.179442 = -12718.265665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.505409 sec): 3 clusters Score: Raw -13092.421419 + Penalty 947.022470 = -12145.398949 nChanged 54 SP:Iteration 1F (148.506085 sec): 3 clusters Score: Raw -13141.639891 + Penalty 973.076290 = -12168.563602 nChanged 24 SP:Iteration 2F (148.506756 sec): 3 clusters Score: Raw -13182.278486 + Penalty 997.226921 = -12185.051564 nChanged 18 SP:Iteration 3F (148.507425 sec): 3 clusters Score: Raw -13212.110335 + Penalty 1027.471340 = -12184.638995 nChanged 15 SP:Iteration 4F (148.508094 sec): 3 clusters Score: Raw -13237.419549 + Penalty 1050.237850 = -12187.181699 nChanged 11 SP:Iteration 5Q (148.508733 sec): 3 clusters Score: Raw -13258.518621 + Penalty 1066.157939 = -12192.360682 nChanged 6 SP:Iteration 6Q (148.509365 sec): 3 clusters Score: Raw -13272.193218 + Penalty 1090.670390 = -12181.522828 nChanged 5 SP:Iteration 7F (148.510040 sec): 3 clusters Score: Raw -13285.728364 + Penalty 1090.670390 = -12195.057973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 30 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.510574 sec): 2 clusters Score: Raw -580.267414 + Penalty 199.597603 = -380.669811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.510808 sec): 3 clusters Score: Raw -588.872519 + Penalty 403.462225 = -185.410295 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 31 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.511315 sec): 2 clusters Score: Raw -523.989437 + Penalty 159.783018 = -364.206420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.511541 sec): 3 clusters Score: Raw -533.173340 + Penalty 315.901078 = -217.272262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 32 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.512067 sec): 2 clusters Score: Raw -475.772139 + Penalty 120.339972 = -355.432167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.512291 sec): 3 clusters Score: Raw -480.178236 + Penalty 237.044029 = -243.134207 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 34 (1442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.519759 sec): 2 clusters Score: Raw -68336.411584 + Penalty 92.032089 = -68244.379495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.522445 sec): 3 clusters Score: Raw -67487.559908 + Penalty 189.645402 = -67297.914506 nChanged 681 SP:Iteration 1F (148.525179 sec): 3 clusters Score: Raw -68741.819116 + Penalty 188.835793 = -68552.983323 nChanged 85 SP:Iteration 2F (148.527949 sec): 3 clusters Score: Raw -68793.747008 + Penalty 188.752660 = -68604.994349 nChanged 35 SP:Iteration 3Q (148.530687 sec): 3 clusters Score: Raw -68811.861075 + Penalty 189.022293 = -68622.838781 nChanged 14 SP:Iteration 4Q (148.533257 sec): 3 clusters Score: Raw -68816.456573 + Penalty 189.204559 = -68627.252014 nChanged 11 SP:Iteration 5Q (148.535830 sec): 3 clusters Score: Raw -68819.210226 + Penalty 189.183049 = -68630.027177 nChanged 8 SP:Iteration 6Q (148.538389 sec): 3 clusters Score: Raw -68821.967276 + Penalty 189.513166 = -68632.454111 nChanged 6 SP:Iteration 7Q (148.540939 sec): 3 clusters Score: Raw -68823.372979 + Penalty 189.326566 = -68634.046413 nChanged 2 SP:Iteration 8Q (148.543467 sec): 3 clusters Score: Raw -68823.713841 + Penalty 189.467916 = -68634.245925 nChanged 2 SP:Iteration 9Q (148.546013 sec): 3 clusters Score: Raw -68823.783651 + Penalty 189.467916 = -68634.315735 nChanged 0 SP:Iteration 10F (148.548635 sec): 3 clusters Score: Raw -68823.783651 + Penalty 189.467916 = -68634.315735 nChanged 0 Score: Raw -2546398.478011 + Penalty 89128.837749 = -2457269.640263 Splitting cluster 34 changes total score from -2421005.233644 to -2457269.640263 So it's getting split into cluster 41. Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 35 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.377025 sec): 2 clusters Score: Raw -6364.202141 + Penalty 703.345893 = -5660.856248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.377541 sec): 3 clusters Score: Raw -6472.252270 + Penalty 1412.474143 = -5059.778127 nChanged 18 SP:Iteration 1F (151.378048 sec): 3 clusters Score: Raw -6526.045044 + Penalty 1412.991857 = -5113.053186 nChanged 4 SP:Iteration 2Q (151.378514 sec): 3 clusters Score: Raw -6536.202821 + Penalty 1412.991857 = -5123.210963 nChanged 0 SP:Iteration 3F (151.379010 sec): 3 clusters Score: Raw -6536.202821 + Penalty 1412.991857 = -5123.210963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 36 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.380107 sec): 2 clusters Score: Raw -12519.446975 + Penalty 653.539715 = -11865.907261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.380727 sec): 3 clusters Score: Raw -12492.224282 + Penalty 1307.368372 = -11184.855910 nChanged 42 SP:Iteration 1F (151.381335 sec): 3 clusters Score: Raw -12561.067732 + Penalty 1308.782006 = -11252.285726 nChanged 12 SP:Iteration 2F (151.381943 sec): 3 clusters Score: Raw -12576.366156 + Penalty 1309.812108 = -11266.554049 nChanged 6 SP:Iteration 3Q (151.382535 sec): 3 clusters Score: Raw -12592.516033 + Penalty 1310.811458 = -11281.704575 nChanged 3 SP:Iteration 4Q (151.383127 sec): 3 clusters Score: Raw -12597.505938 + Penalty 1311.651631 = -11285.854307 nChanged 3 SP:Iteration 5Q (151.383712 sec): 3 clusters Score: Raw -12600.736245 + Penalty 1311.651631 = -11289.084614 nChanged 0 SP:Iteration 6F (151.384319 sec): 3 clusters Score: Raw -12600.736245 + Penalty 1311.651631 = -11289.084614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 37 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.385225 sec): 2 clusters Score: Raw -6927.701370 + Penalty 586.830272 = -6340.871098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.385689 sec): 3 clusters Score: Raw -6964.747423 + Penalty 1173.460553 = -5791.286870 nChanged 12 SP:Iteration 1F (151.386145 sec): 3 clusters Score: Raw -7004.111800 + Penalty 1173.233773 = -5830.878027 nChanged 2 SP:Iteration 2Q (151.386587 sec): 3 clusters Score: Raw -7005.556002 + Penalty 1173.233773 = -5832.322229 nChanged 0 SP:Iteration 3F (151.387042 sec): 3 clusters Score: Raw -7005.556002 + Penalty 1173.233773 = -5832.322229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 38 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.388054 sec): 2 clusters Score: Raw -7703.121248 + Penalty 219.065431 = -7484.055818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.388630 sec): 3 clusters Score: Raw -7696.034476 + Penalty 431.023078 = -7265.011398 nChanged 46 SP:Iteration 1F (151.389188 sec): 3 clusters Score: Raw -7775.441059 + Penalty 427.315574 = -7348.125484 nChanged 10 SP:Iteration 2F (151.389736 sec): 3 clusters Score: Raw -7794.938558 + Penalty 427.180564 = -7367.757993 nChanged 6 SP:Iteration 3Q (151.390260 sec): 3 clusters Score: Raw -7819.106806 + Penalty 426.535547 = -7392.571259 nChanged 3 SP:Iteration 4Q (151.390789 sec): 3 clusters Score: Raw -7827.790468 + Penalty 426.632380 = -7401.158088 nChanged 1 SP:Iteration 5Q (151.391301 sec): 3 clusters Score: Raw -7828.118814 + Penalty 426.632380 = -7401.486434 nChanged 0 SP:Iteration 6F (151.391871 sec): 3 clusters Score: Raw -7828.118814 + Penalty 426.632380 = -7401.486434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 39 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.392452 sec): 2 clusters Score: Raw -1842.348979 + Penalty 289.106524 = -1553.242454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.392728 sec): 3 clusters Score: Raw -1882.427779 + Penalty 581.708788 = -1300.718991 nChanged 1 SP:Iteration 1Q (151.392990 sec): 3 clusters Score: Raw -1886.095033 + Penalty 581.708788 = -1304.386245 nChanged 0 SP:Iteration 2F (151.393261 sec): 3 clusters Score: Raw -1886.095033 + Penalty 581.708788 = -1304.386245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 40 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.393787 sec): 2 clusters Score: Raw -864.670181 + Penalty 216.796222 = -647.873958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.394028 sec): 3 clusters Score: Raw -903.563894 + Penalty 443.817452 = -459.746443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 42 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.394647 sec): 2 clusters Score: Raw -2652.898136 + Penalty 403.508576 = -2249.389560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.394953 sec): 3 clusters Score: Raw -2708.597931 + Penalty 800.518882 = -1908.079050 nChanged 2 SP:Iteration 1Q (151.395242 sec): 3 clusters Score: Raw -2717.126837 + Penalty 797.575980 = -1919.550857 nChanged 1 SP:Iteration 2Q (151.395527 sec): 3 clusters Score: Raw -2719.028922 + Penalty 797.575980 = -1921.452942 nChanged 0 SP:Iteration 3F (151.395826 sec): 3 clusters Score: Raw -2719.028922 + Penalty 797.575980 = -1921.452942 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 44 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.396333 sec): 2 clusters Score: Raw -491.969962 + Penalty 200.765882 = -291.204080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.396581 sec): 3 clusters Score: Raw -505.506367 + Penalty 380.219521 = -125.286847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 45 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.397175 sec): 2 clusters Score: Raw -2429.253664 + Penalty 352.565884 = -2076.687780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.397468 sec): 3 clusters Score: Raw -2438.683372 + Penalty 707.566123 = -1731.117249 nChanged 1 SP:Iteration 1Q (151.397753 sec): 3 clusters Score: Raw -2440.883669 + Penalty 707.566123 = -1733.317546 nChanged 0 SP:Iteration 2F (151.398040 sec): 3 clusters Score: Raw -2440.883669 + Penalty 707.566123 = -1733.317546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 48 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.398799 sec): 2 clusters Score: Raw -5744.599082 + Penalty 494.823757 = -5249.775326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.399207 sec): 3 clusters Score: Raw -5772.373183 + Penalty 992.224254 = -4780.148929 nChanged 7 SP:Iteration 1F (151.399604 sec): 3 clusters Score: Raw -5786.863984 + Penalty 993.164431 = -4793.699554 nChanged 2 SP:Iteration 2Q (151.399996 sec): 3 clusters Score: Raw -5790.376908 + Penalty 995.336752 = -4795.040155 nChanged 4 SP:Iteration 3Q (151.400382 sec): 3 clusters Score: Raw -5803.773088 + Penalty 997.717304 = -4806.055785 nChanged 2 SP:Iteration 4Q (151.400768 sec): 3 clusters Score: Raw -5810.685105 + Penalty 997.717304 = -4812.967801 nChanged 0 SP:Iteration 5F (151.401164 sec): 3 clusters Score: Raw -5810.685105 + Penalty 997.717304 = -4812.967801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 50 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.402055 sec): 2 clusters Score: Raw -8556.753272 + Penalty 82.516531 = -8474.236742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.402541 sec): 3 clusters Score: Raw -8474.446315 + Penalty 168.532078 = -8305.914237 nChanged 58 SP:Iteration 1F (151.403034 sec): 3 clusters Score: Raw -8521.135505 + Penalty 174.447082 = -8346.688423 nChanged 15 SP:Iteration 2F (151.403528 sec): 3 clusters Score: Raw -8537.791568 + Penalty 186.419025 = -8351.372543 nChanged 13 SP:Iteration 3F (151.404019 sec): 3 clusters Score: Raw -8552.104312 + Penalty 198.039786 = -8354.064526 nChanged 8 SP:Iteration 4Q (151.404471 sec): 3 clusters Score: Raw -8562.381315 + Penalty 209.844371 = -8352.536944 nChanged 6 SP:Iteration 5F (151.404937 sec): 3 clusters Score: Raw -8570.779391 + Penalty 218.065788 = -8352.713603 nChanged 1 SP:Iteration 6Q (151.405353 sec): 3 clusters Score: Raw -8571.279764 + Penalty 231.402018 = -8339.877746 nChanged 1 SP:Iteration 7F (151.405818 sec): 3 clusters Score: Raw -8572.074658 + Penalty 231.402018 = -8340.672640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 51 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.406584 sec): 2 clusters Score: Raw -5665.494768 + Penalty 400.671849 = -5264.822919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.406991 sec): 3 clusters Score: Raw -5652.163066 + Penalty 805.784344 = -4846.378722 nChanged 9 SP:Iteration 1F (151.407386 sec): 3 clusters Score: Raw -5664.104402 + Penalty 811.020218 = -4853.084184 nChanged 6 SP:Iteration 2F (151.407784 sec): 3 clusters Score: Raw -5676.610072 + Penalty 814.857357 = -4861.752715 nChanged 3 SP:Iteration 3Q (151.408173 sec): 3 clusters Score: Raw -5681.687947 + Penalty 818.903799 = -4862.784148 nChanged 2 SP:Iteration 4Q (151.408565 sec): 3 clusters Score: Raw -5684.355151 + Penalty 825.526079 = -4858.829072 nChanged 2 SP:Iteration 5F (151.408959 sec): 3 clusters Score: Raw -5687.501817 + Penalty 827.979350 = -4859.522467 nChanged 1 SP:Iteration 6Q (151.409373 sec): 3 clusters Score: Raw -5689.872696 + Penalty 827.979350 = -4861.893346 nChanged 0 SP:Iteration 7F (151.409766 sec): 3 clusters Score: Raw -5689.872696 + Penalty 827.979350 = -4861.893346 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 52 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.410324 sec): 2 clusters Score: Raw -1422.773299 + Penalty 311.596877 = -1111.176422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.410590 sec): 3 clusters Score: Raw -1457.809056 + Penalty 652.798296 = -805.010761 nChanged 1 SP:Iteration 1Q (151.410843 sec): 3 clusters Score: Raw -1463.544820 + Penalty 652.798296 = -810.746524 nChanged 0 SP:Iteration 2F (151.411103 sec): 3 clusters Score: Raw -1463.544820 + Penalty 652.798296 = -810.746524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 53 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.411595 sec): 2 clusters Score: Raw -331.392869 + Penalty 143.245705 = -188.147164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.411811 sec): 3 clusters Score: Raw -329.491663 + Penalty 365.330986 = 35.839323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 54 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.412347 sec): 2 clusters Score: Raw -1154.750469 + Penalty 237.256300 = -917.494169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.412597 sec): 3 clusters Score: Raw -1178.824723 + Penalty 476.980353 = -701.844369 nChanged 0 Memory request: 0.02 GB would take us to total of 0.52 GB. Trying to split cluster 55 (2783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.425040 sec): 2 clusters Score: Raw -135487.297703 + Penalty 89.170647 = -135398.127056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.430352 sec): 3 clusters Score: Raw -133710.168838 + Penalty 185.181792 = -133524.987046 nChanged 1287 SP:Iteration 1F (151.435517 sec): 3 clusters Score: Raw -134844.887308 + Penalty 184.481793 = -134660.405515 nChanged 168 SP:Iteration 2F (151.440671 sec): 3 clusters Score: Raw -134935.566761 + Penalty 181.326048 = -134754.240713 nChanged 111 SP:Iteration 3Q (151.445636 sec): 3 clusters Score: Raw -135020.821405 + Penalty 179.688291 = -134841.133114 nChanged 103 SP:Iteration 4Q (151.450597 sec): 3 clusters Score: Raw -135149.799726 + Penalty 176.756517 = -134973.043209 nChanged 101 SP:Iteration 5Q (151.455553 sec): 3 clusters Score: Raw -135322.459795 + Penalty 170.509970 = -135151.949825 nChanged 71 SP:Iteration 6Q (151.460255 sec): 3 clusters Score: Raw -135422.617668 + Penalty 169.166479 = -135253.451189 nChanged 46 SP:Iteration 7Q (151.464663 sec): 3 clusters Score: Raw -135454.925618 + Penalty 168.647581 = -135286.278037 nChanged 34 SP:Iteration 8Q (151.469029 sec): 3 clusters Score: Raw -135475.344671 + Penalty 168.523796 = -135306.820875 nChanged 21 SP:Iteration 9Q (151.473438 sec): 3 clusters Score: Raw -135487.100822 + Penalty 167.620075 = -135319.480747 nChanged 23 SP:Iteration 10F (151.478398 sec): 3 clusters Score: Raw -135497.359489 + Penalty 167.893597 = -135329.465892 nChanged 20 SP:Iteration 11Q (151.482641 sec): 3 clusters Score: Raw -135505.451905 + Penalty 168.695312 = -135336.756592 nChanged 14 SP:Iteration 12Q (151.486839 sec): 3 clusters Score: Raw -135510.873857 + Penalty 168.356505 = -135342.517352 nChanged 10 SP:Iteration 13Q (151.491025 sec): 3 clusters Score: Raw -135515.919407 + Penalty 168.187737 = -135347.731670 nChanged 10 SP:Iteration 14Q (151.495248 sec): 3 clusters Score: Raw -135518.986307 + Penalty 167.786597 = -135351.199710 nChanged 8 SP:Iteration 15Q (151.499467 sec): 3 clusters Score: Raw -135521.060260 + Penalty 166.536143 = -135354.524117 nChanged 7 SP:Iteration 16Q (151.503638 sec): 3 clusters Score: Raw -135523.621638 + Penalty 165.847525 = -135357.774113 nChanged 11 SP:Iteration 17Q (151.507837 sec): 3 clusters Score: Raw -135527.836743 + Penalty 166.424135 = -135361.412609 nChanged 9 SP:Iteration 18Q (151.511982 sec): 3 clusters Score: Raw -135534.514242 + Penalty 164.909000 = -135369.605242 nChanged 10 SP:Iteration 19Q (151.516156 sec): 3 clusters Score: Raw -135538.992323 + Penalty 163.591032 = -135375.401291 nChanged 10 SP:Iteration 20F (151.521129 sec): 3 clusters Score: Raw -135540.933682 + Penalty 163.023597 = -135377.910084 nChanged 3 SP:Iteration 21Q (151.525365 sec): 3 clusters Score: Raw -135541.109550 + Penalty 162.934225 = -135378.175325 nChanged 3 SP:Iteration 22Q (151.529495 sec): 3 clusters Score: Raw -135541.316092 + Penalty 163.118639 = -135378.197453 nChanged 3 SP:Iteration 23Q (151.533612 sec): 3 clusters Score: Raw -135541.443935 + Penalty 163.178601 = -135378.265334 nChanged 1 SP:Iteration 24Q (151.537724 sec): 3 clusters Score: Raw -135541.494396 + Penalty 163.342036 = -135378.152360 nChanged 2 SP:Iteration 25F (151.542653 sec): 3 clusters Score: Raw -135541.622186 + Penalty 163.578966 = -135378.043219 nChanged 3 SP:Iteration 26F (151.547579 sec): 3 clusters Score: Raw -135541.803088 + Penalty 163.807369 = -135377.995719 nChanged 3 SP:Iteration 27F (151.552504 sec): 3 clusters Score: Raw -135541.971953 + Penalty 163.894141 = -135378.077812 nChanged 1 SP:Iteration 28Q (151.556594 sec): 3 clusters Score: Raw -135542.033708 + Penalty 164.067268 = -135377.966440 nChanged 2 SP:Iteration 29F (151.561516 sec): 3 clusters Score: Raw -135542.129457 + Penalty 164.245911 = -135377.883546 nChanged 2 SP:Iteration 30F (151.566438 sec): 3 clusters Score: Raw -135542.308556 + Penalty 162.742120 = -135379.566436 nChanged 2 SP:Iteration 31Q (151.570520 sec): 3 clusters Score: Raw -135542.877917 + Penalty 162.827582 = -135380.050335 nChanged 1 SP:Iteration 32Q (151.574649 sec): 3 clusters Score: Raw -135542.913881 + Penalty 162.913774 = -135380.000107 nChanged 1 SP:Iteration 33F (151.579611 sec): 3 clusters Score: Raw -135542.956350 + Penalty 163.000703 = -135379.955647 nChanged 1 SP:Iteration 34F (151.584534 sec): 3 clusters Score: Raw -135542.989342 + Penalty 162.263903 = -135380.725439 nChanged 1 SP:Iteration 35Q (151.588614 sec): 3 clusters Score: Raw -135543.045393 + Penalty 162.263903 = -135380.781489 nChanged 0 SP:Iteration 36F (151.593560 sec): 3 clusters Score: Raw -135543.045393 + Penalty 162.263903 = -135380.781489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 56 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.596399 sec): 2 clusters Score: Raw -7182.607590 + Penalty 579.880216 = -6602.727373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.596849 sec): 3 clusters Score: Raw -7221.952312 + Penalty 1159.477442 = -6062.474870 nChanged 16 SP:Iteration 1F (151.597288 sec): 3 clusters Score: Raw -7264.265475 + Penalty 1159.540236 = -6104.725239 nChanged 1 SP:Iteration 2Q (151.597708 sec): 3 clusters Score: Raw -7266.874977 + Penalty 1159.708849 = -6107.166129 nChanged 1 SP:Iteration 3Q (151.598128 sec): 3 clusters Score: Raw -7273.247922 + Penalty 1159.708849 = -6113.539074 nChanged 0 SP:Iteration 4F (151.598567 sec): 3 clusters Score: Raw -7273.247922 + Penalty 1159.708849 = -6113.539074 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 57 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.599188 sec): 2 clusters Score: Raw -2240.581060 + Penalty 167.186950 = -2073.394110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.599480 sec): 3 clusters Score: Raw -2234.614477 + Penalty 337.335366 = -1897.279111 nChanged 5 SP:Iteration 1F (151.599770 sec): 3 clusters Score: Raw -2243.500985 + Penalty 337.335366 = -1906.165619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 58 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.600342 sec): 2 clusters Score: Raw -1027.992448 + Penalty 209.270527 = -818.721921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.600590 sec): 3 clusters Score: Raw -1058.599708 + Penalty 383.753291 = -674.846416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 60 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.601401 sec): 2 clusters Score: Raw -6126.225829 + Penalty 366.956801 = -5759.269028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.601832 sec): 3 clusters Score: Raw -6118.253860 + Penalty 742.326678 = -5375.927182 nChanged 18 SP:Iteration 1F (151.602256 sec): 3 clusters Score: Raw -6151.685743 + Penalty 744.027905 = -5407.657838 nChanged 6 SP:Iteration 2Q (151.602669 sec): 3 clusters Score: Raw -6163.077686 + Penalty 750.012055 = -5413.065631 nChanged 6 SP:Iteration 3Q (151.603079 sec): 3 clusters Score: Raw -6179.813616 + Penalty 753.394826 = -5426.418790 nChanged 2 SP:Iteration 4Q (151.603483 sec): 3 clusters Score: Raw -6184.969879 + Penalty 753.394826 = -5431.575054 nChanged 0 SP:Iteration 5F (151.603904 sec): 3 clusters Score: Raw -6184.969879 + Penalty 753.394826 = -5431.575054 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 61 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.604577 sec): 2 clusters Score: Raw -3337.742483 + Penalty 401.915306 = -2935.827177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.604910 sec): 3 clusters Score: Raw -3378.077523 + Penalty 812.126717 = -2565.950806 nChanged 6 SP:Iteration 1F (151.605237 sec): 3 clusters Score: Raw -3400.545268 + Penalty 815.856017 = -2584.689251 nChanged 1 SP:Iteration 2Q (151.605548 sec): 3 clusters Score: Raw -3402.776287 + Penalty 815.856017 = -2586.920270 nChanged 0 SP:Iteration 3F (151.605874 sec): 3 clusters Score: Raw -3402.776287 + Penalty 815.856017 = -2586.920270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 62 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.606383 sec): 2 clusters Score: Raw -628.177738 + Penalty 207.487242 = -420.690496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.606611 sec): 3 clusters Score: Raw -640.435257 + Penalty 418.734992 = -221.700265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 63 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.607200 sec): 2 clusters Score: Raw -2027.992302 + Penalty 287.840771 = -1740.151531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.607485 sec): 3 clusters Score: Raw -2055.653026 + Penalty 576.267107 = -1479.385919 nChanged 1 SP:Iteration 1Q (151.607756 sec): 3 clusters Score: Raw -2056.474262 + Penalty 576.267107 = -1480.207155 nChanged 0 SP:Iteration 2F (151.608037 sec): 3 clusters Score: Raw -2056.474262 + Penalty 576.267107 = -1480.207155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 66 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.608530 sec): 2 clusters Score: Raw -332.417106 + Penalty 143.271590 = -189.145516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.608743 sec): 3 clusters Score: Raw -332.729386 + Penalty 316.057966 = -16.671420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 68 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.609260 sec): 2 clusters Score: Raw -831.488230 + Penalty 211.181256 = -620.306973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.609499 sec): 3 clusters Score: Raw -858.244377 + Penalty 424.373860 = -433.870517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 72 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.610027 sec): 2 clusters Score: Raw -721.256283 + Penalty 217.501447 = -503.754837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.610256 sec): 3 clusters Score: Raw -736.464609 + Penalty 432.355263 = -304.109346 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 73 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.610745 sec): 2 clusters Score: Raw -254.331440 + Penalty 94.010531 = -160.320909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.610961 sec): 3 clusters Score: Raw -262.075841 + Penalty 190.534741 = -71.541100 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 74 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.611866 sec): 2 clusters Score: Raw -8102.282327 + Penalty 404.073888 = -7698.208439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.612366 sec): 3 clusters Score: Raw -8062.725720 + Penalty 808.925828 = -7253.799891 nChanged 36 SP:Iteration 1F (151.612859 sec): 3 clusters Score: Raw -8097.226885 + Penalty 811.441140 = -7285.785745 nChanged 9 SP:Iteration 2F (151.613350 sec): 3 clusters Score: Raw -8112.586705 + Penalty 814.230132 = -7298.356572 nChanged 4 SP:Iteration 3Q (151.613834 sec): 3 clusters Score: Raw -8118.128516 + Penalty 816.164180 = -7301.964336 nChanged 2 SP:Iteration 4Q (151.614319 sec): 3 clusters Score: Raw -8119.533741 + Penalty 816.718888 = -7302.814852 nChanged 2 SP:Iteration 5Q (151.614801 sec): 3 clusters Score: Raw -8121.411312 + Penalty 816.505891 = -7304.905421 nChanged 1 SP:Iteration 6Q (151.615285 sec): 3 clusters Score: Raw -8122.057852 + Penalty 816.847175 = -7305.210678 nChanged 1 SP:Iteration 7Q (151.615767 sec): 3 clusters Score: Raw -8123.923973 + Penalty 817.086566 = -7306.837407 nChanged 1 SP:Iteration 8Q (151.616248 sec): 3 clusters Score: Raw -8124.599040 + Penalty 818.111203 = -7306.487837 nChanged 2 SP:Iteration 9F (151.616741 sec): 3 clusters Score: Raw -8126.751307 + Penalty 819.371559 = -7307.379748 nChanged 1 SP:Iteration 10F (151.617232 sec): 3 clusters Score: Raw -8127.734991 + Penalty 819.371559 = -7308.363432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 76 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.617776 sec): 2 clusters Score: Raw -1248.496185 + Penalty 286.656559 = -961.839626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.618028 sec): 3 clusters Score: Raw -1303.234855 + Penalty 568.664304 = -734.570550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 77 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.618788 sec): 2 clusters Score: Raw -5747.471937 + Penalty 606.261943 = -5141.209994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.619205 sec): 3 clusters Score: Raw -5835.354280 + Penalty 1212.526309 = -4622.827971 nChanged 8 SP:Iteration 1F (151.619610 sec): 3 clusters Score: Raw -5854.708572 + Penalty 1212.537308 = -4642.171264 nChanged 2 SP:Iteration 2Q (151.620001 sec): 3 clusters Score: Raw -5867.809229 + Penalty 1212.537308 = -4655.271921 nChanged 0 SP:Iteration 3F (151.620409 sec): 3 clusters Score: Raw -5867.809229 + Penalty 1212.537308 = -4655.271921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 78 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.620975 sec): 2 clusters Score: Raw -1770.163388 + Penalty 300.219090 = -1469.944298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.621244 sec): 3 clusters Score: Raw -1799.998656 + Penalty 601.521467 = -1198.477189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 79 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.621785 sec): 2 clusters Score: Raw -1157.388770 + Penalty 257.479145 = -899.909625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.622063 sec): 3 clusters Score: Raw -1185.098963 + Penalty 507.180142 = -677.918820 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 81 (594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.625113 sec): 2 clusters Score: Raw -27874.061390 + Penalty 49.945674 = -27824.115715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.626368 sec): 3 clusters Score: Raw -27523.848066 + Penalty 132.761034 = -27391.087031 nChanged 272 SP:Iteration 1F (151.627613 sec): 3 clusters Score: Raw -27946.978256 + Penalty 140.200450 = -27806.777805 nChanged 21 SP:Iteration 2Q (151.628827 sec): 3 clusters Score: Raw -27979.628984 + Penalty 147.683340 = -27831.945644 nChanged 7 SP:Iteration 3Q (151.630035 sec): 3 clusters Score: Raw -27987.644463 + Penalty 149.440217 = -27838.204246 nChanged 1 SP:Iteration 4Q (151.631145 sec): 3 clusters Score: Raw -27987.734675 + Penalty 149.440217 = -27838.294458 nChanged 0 SP:Iteration 5F (151.632360 sec): 3 clusters Score: Raw -27987.734675 + Penalty 149.440217 = -27838.294458 nChanged 0 Score: Raw -2546512.149169 + Penalty 89298.846466 = -2457213.302702 Splitting cluster 81 changes total score from -2421005.233644 to -2457213.302702 So it's getting split into cluster 43. Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 83 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.486119 sec): 2 clusters Score: Raw -1853.887791 + Penalty 298.456683 = -1555.431108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.486408 sec): 3 clusters Score: Raw -1882.291377 + Penalty 592.364696 = -1289.926681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 84 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.486928 sec): 2 clusters Score: Raw -458.330003 + Penalty 159.363193 = -298.966810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.487151 sec): 3 clusters Score: Raw -468.635272 + Penalty 319.170654 = -149.464618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 85 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.487651 sec): 2 clusters Score: Raw -437.805597 + Penalty 177.129223 = -260.676374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.487873 sec): 3 clusters Score: Raw -456.012061 + Penalty 345.660071 = -110.351990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 87 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.488514 sec): 2 clusters Score: Raw -2868.010383 + Penalty 440.933795 = -2427.076588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.488831 sec): 3 clusters Score: Raw -2937.906649 + Penalty 876.342135 = -2061.564514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 88 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.489322 sec): 2 clusters Score: Raw -289.256056 + Penalty 131.685013 = -157.571043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.489534 sec): 3 clusters Score: Raw -286.710152 + Penalty 258.891700 = -27.818452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 91 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.490178 sec): 2 clusters Score: Raw -3382.015998 + Penalty 434.139160 = -2947.876838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.490503 sec): 3 clusters Score: Raw -3429.169927 + Penalty 866.587076 = -2562.582851 nChanged 3 SP:Iteration 1Q (154.490819 sec): 3 clusters Score: Raw -3439.439229 + Penalty 866.587076 = -2572.852153 nChanged 0 SP:Iteration 2F (154.491172 sec): 3 clusters Score: Raw -3439.439229 + Penalty 866.587076 = -2572.852153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 92 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.491707 sec): 2 clusters Score: Raw -1092.697531 + Penalty 250.761606 = -841.935926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.491959 sec): 3 clusters Score: Raw -1142.910908 + Penalty 501.523211 = -641.387697 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 93 (1400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.496630 sec): 2 clusters Score: Raw -69417.040819 + Penalty 47.983311 = -69369.057509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.499301 sec): 3 clusters Score: Raw -68565.465538 + Penalty 97.719155 = -68467.746384 nChanged 658 SP:Iteration 1F (154.501944 sec): 3 clusters Score: Raw -69130.677620 + Penalty 98.306771 = -69032.370849 nChanged 94 SP:Iteration 2F (154.504587 sec): 3 clusters Score: Raw -69169.519449 + Penalty 98.579254 = -69070.940195 nChanged 44 SP:Iteration 3Q (154.507226 sec): 3 clusters Score: Raw -69188.969967 + Penalty 98.891257 = -69090.078710 nChanged 41 SP:Iteration 4Q (154.509870 sec): 3 clusters Score: Raw -69205.061158 + Penalty 99.795006 = -69105.266151 nChanged 35 SP:Iteration 5Q (154.512518 sec): 3 clusters Score: Raw -69220.519964 + Penalty 100.009021 = -69120.510943 nChanged 33 SP:Iteration 6Q (154.515207 sec): 3 clusters Score: Raw -69235.823790 + Penalty 101.614932 = -69134.208859 nChanged 41 SP:Iteration 7Q (154.517946 sec): 3 clusters Score: Raw -69258.923950 + Penalty 103.616887 = -69155.307062 nChanged 39 SP:Iteration 8Q (154.520627 sec): 3 clusters Score: Raw -69282.330548 + Penalty 106.251210 = -69176.079338 nChanged 39 SP:Iteration 9Q (154.523286 sec): 3 clusters Score: Raw -69311.348721 + Penalty 110.559654 = -69200.789068 nChanged 42 SP:Iteration 10F (154.525954 sec): 3 clusters Score: Raw -69344.334093 + Penalty 112.640286 = -69231.693807 nChanged 39 SP:Iteration 11Q (154.528646 sec): 3 clusters Score: Raw -69374.206187 + Penalty 116.397862 = -69257.808326 nChanged 21 SP:Iteration 12Q (154.531328 sec): 3 clusters Score: Raw -69390.046682 + Penalty 126.741059 = -69263.305623 nChanged 21 SP:Iteration 13Q (154.534012 sec): 3 clusters Score: Raw -69408.540242 + Penalty 139.550782 = -69268.989460 nChanged 10 SP:Iteration 14Q (154.536563 sec): 3 clusters Score: Raw -69416.442719 + Penalty 146.368700 = -69270.074019 nChanged 6 SP:Iteration 15Q (154.539128 sec): 3 clusters Score: Raw -69421.115944 + Penalty 149.124365 = -69271.991580 nChanged 4 SP:Iteration 16Q (154.541701 sec): 3 clusters Score: Raw -69428.645500 + Penalty 152.764250 = -69275.881250 nChanged 1 SP:Iteration 17Q (154.543923 sec): 3 clusters Score: Raw -69429.389337 + Penalty 149.525537 = -69279.863800 nChanged 2 SP:Iteration 18Q (154.546208 sec): 3 clusters Score: Raw -69430.261390 + Penalty 149.525537 = -69280.735854 nChanged 0 SP:Iteration 19F (154.548884 sec): 3 clusters Score: Raw -69430.261390 + Penalty 149.525537 = -69280.735854 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 96 (965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.552317 sec): 2 clusters Score: Raw -50227.930750 + Penalty 420.957850 = -49806.972900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.554231 sec): 3 clusters Score: Raw -49729.375372 + Penalty 845.992396 = -48883.382976 nChanged 363 SP:Iteration 1F (154.556118 sec): 3 clusters Score: Raw -49950.088991 + Penalty 849.062115 = -49101.026875 nChanged 92 SP:Iteration 2F (154.558010 sec): 3 clusters Score: Raw -50008.128912 + Penalty 852.858566 = -49155.270346 nChanged 58 SP:Iteration 3F (154.559900 sec): 3 clusters Score: Raw -50050.069885 + Penalty 854.338813 = -49195.731072 nChanged 61 SP:Iteration 4F (154.561793 sec): 3 clusters Score: Raw -50096.860199 + Penalty 857.119887 = -49239.740312 nChanged 53 SP:Iteration 5F (154.563726 sec): 3 clusters Score: Raw -50136.929099 + Penalty 859.432780 = -49277.496319 nChanged 32 SP:Iteration 6Q (154.565665 sec): 3 clusters Score: Raw -50159.585298 + Penalty 865.325775 = -49294.259523 nChanged 29 SP:Iteration 7Q (154.567592 sec): 3 clusters Score: Raw -50182.722342 + Penalty 861.167289 = -49321.555052 nChanged 22 SP:Iteration 8Q (154.569536 sec): 3 clusters Score: Raw -50211.606237 + Penalty 865.599806 = -49346.006431 nChanged 25 SP:Iteration 9Q (154.571467 sec): 3 clusters Score: Raw -50239.455710 + Penalty 874.873211 = -49364.582499 nChanged 15 SP:Iteration 10F (154.573413 sec): 3 clusters Score: Raw -50255.221984 + Penalty 879.335548 = -49375.886437 nChanged 7 SP:Iteration 11Q (154.575287 sec): 3 clusters Score: Raw -50264.441496 + Penalty 882.536491 = -49381.905005 nChanged 5 SP:Iteration 12Q (154.577145 sec): 3 clusters Score: Raw -50269.233594 + Penalty 885.484247 = -49383.749347 nChanged 3 SP:Iteration 13Q (154.579015 sec): 3 clusters Score: Raw -50270.758439 + Penalty 886.905873 = -49383.852567 nChanged 1 SP:Iteration 14Q (154.580862 sec): 3 clusters Score: Raw -50270.987059 + Penalty 886.905873 = -49384.081186 nChanged 0 SP:Iteration 15F (154.582775 sec): 3 clusters Score: Raw -50270.987059 + Penalty 886.905873 = -49384.081186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 99 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.583596 sec): 2 clusters Score: Raw -2239.974540 + Penalty 378.545701 = -1861.428839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.583903 sec): 3 clusters Score: Raw -2299.029582 + Penalty 795.410999 = -1503.618583 nChanged 1 SP:Iteration 1Q (154.584178 sec): 3 clusters Score: Raw -2305.482449 + Penalty 809.882272 = -1495.600177 nChanged 1 SP:Iteration 2F (154.584468 sec): 3 clusters Score: Raw -2311.318620 + Penalty 809.882272 = -1501.436348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 100 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.584968 sec): 2 clusters Score: Raw -389.231147 + Penalty 170.363346 = -218.867801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.585189 sec): 3 clusters Score: Raw -392.338031 + Penalty 357.490635 = -34.847396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 102 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.585685 sec): 2 clusters Score: Raw -441.076205 + Penalty 162.905072 = -278.171133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.585904 sec): 3 clusters Score: Raw -447.661317 + Penalty 330.935172 = -116.726145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 110 (225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.587422 sec): 2 clusters Score: Raw -9647.136866 + Penalty 695.064134 = -8952.072732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.588058 sec): 3 clusters Score: Raw -9652.119469 + Penalty 1388.653237 = -8263.466232 nChanged 35 SP:Iteration 1F (154.588660 sec): 3 clusters Score: Raw -9719.755934 + Penalty 1387.708767 = -8332.047166 nChanged 14 SP:Iteration 2F (154.589262 sec): 3 clusters Score: Raw -9764.866322 + Penalty 1387.802266 = -8377.064057 nChanged 6 SP:Iteration 3Q (154.589839 sec): 3 clusters Score: Raw -9777.760131 + Penalty 1387.576225 = -8390.183906 nChanged 3 SP:Iteration 4Q (154.590413 sec): 3 clusters Score: Raw -9785.290235 + Penalty 1387.206662 = -8398.083573 nChanged 1 SP:Iteration 5Q (154.590985 sec): 3 clusters Score: Raw -9787.399284 + Penalty 1387.206662 = -8400.192622 nChanged 0 SP:Iteration 6F (154.591585 sec): 3 clusters Score: Raw -9787.399284 + Penalty 1387.206662 = -8400.192622 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 112 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.592250 sec): 2 clusters Score: Raw -1074.236496 + Penalty 244.719509 = -829.516987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.592504 sec): 3 clusters Score: Raw -1102.380993 + Penalty 488.088251 = -614.292742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 113 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.593059 sec): 2 clusters Score: Raw -1235.480872 + Penalty 193.900929 = -1041.579943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.593318 sec): 3 clusters Score: Raw -1260.405629 + Penalty 391.802759 = -868.602870 nChanged 3 SP:Iteration 1F (154.593572 sec): 3 clusters Score: Raw -1264.440208 + Penalty 391.802759 = -872.637449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 114 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.594101 sec): 2 clusters Score: Raw -996.491736 + Penalty 271.489497 = -725.002239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.594348 sec): 3 clusters Score: Raw -1037.866604 + Penalty 561.599360 = -476.267244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 120 (446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.596097 sec): 2 clusters Score: Raw -20908.603284 + Penalty 70.614491 = -20837.988793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.597118 sec): 3 clusters Score: Raw -20650.925233 + Penalty 133.337890 = -20517.587343 nChanged 192 SP:Iteration 1F (154.598123 sec): 3 clusters Score: Raw -20899.596689 + Penalty 148.985826 = -20750.610862 nChanged 30 SP:Iteration 2F (154.599126 sec): 3 clusters Score: Raw -20926.883969 + Penalty 159.243256 = -20767.640713 nChanged 7 SP:Iteration 3Q (154.600040 sec): 3 clusters Score: Raw -20932.099267 + Penalty 163.938898 = -20768.160369 nChanged 3 SP:Iteration 4Q (154.600929 sec): 3 clusters Score: Raw -20933.111955 + Penalty 165.655378 = -20767.456578 nChanged 1 SP:Iteration 5F (154.601889 sec): 3 clusters Score: Raw -20933.438133 + Penalty 167.711569 = -20765.726563 nChanged 1 SP:Iteration 6F (154.602850 sec): 3 clusters Score: Raw -20933.562952 + Penalty 167.711569 = -20765.851382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 121 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.603373 sec): 2 clusters Score: Raw -403.658087 + Penalty 173.223964 = -230.434123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.603595 sec): 3 clusters Score: Raw -408.939516 + Penalty 354.218503 = -54.721014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 122 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.604104 sec): 2 clusters Score: Raw -637.244000 + Penalty 218.458576 = -418.785425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.604333 sec): 3 clusters Score: Raw -671.308375 + Penalty 436.917152 = -234.391224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 124 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.604917 sec): 2 clusters Score: Raw -2317.569101 + Penalty 326.573054 = -1990.996047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.605202 sec): 3 clusters Score: Raw -2365.481974 + Penalty 653.719166 = -1711.762808 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 126 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.605844 sec): 2 clusters Score: Raw -3385.368221 + Penalty 431.365174 = -2954.003047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.606164 sec): 3 clusters Score: Raw -3430.174730 + Penalty 864.032355 = -2566.142375 nChanged 1 SP:Iteration 1Q (154.606504 sec): 3 clusters Score: Raw -3432.193628 + Penalty 863.535910 = -2568.657718 nChanged 1 SP:Iteration 2Q (154.606807 sec): 3 clusters Score: Raw -3435.047544 + Penalty 863.535910 = -2571.511633 nChanged 0 SP:Iteration 3F (154.607121 sec): 3 clusters Score: Raw -3435.047544 + Penalty 863.535910 = -2571.511633 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 127 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.607619 sec): 2 clusters Score: Raw -453.896413 + Penalty 165.786681 = -288.109731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.607833 sec): 3 clusters Score: Raw -458.905453 + Penalty 331.573362 = -127.332091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 128 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.608326 sec): 2 clusters Score: Raw -397.720261 + Penalty 163.005837 = -234.714425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.608543 sec): 3 clusters Score: Raw -402.246548 + Penalty 321.322001 = -80.924547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 131 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.609044 sec): 2 clusters Score: Raw -513.647344 + Penalty 198.167112 = -315.480232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.609271 sec): 3 clusters Score: Raw -543.827750 + Penalty 392.891105 = -150.936645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 134 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.609765 sec): 2 clusters Score: Raw -446.480368 + Penalty 172.923561 = -273.556807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.609985 sec): 3 clusters Score: Raw -455.333605 + Penalty 352.689945 = -102.643660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 135 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.610470 sec): 2 clusters Score: Raw -224.680863 + Penalty 112.346268 = -112.334595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.610683 sec): 3 clusters Score: Raw -222.509593 + Penalty 224.692536 = 2.182943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 136 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.611188 sec): 2 clusters Score: Raw -607.124046 + Penalty 210.277183 = -396.846863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.611416 sec): 3 clusters Score: Raw -622.299195 + Penalty 425.118090 = -197.181105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 143 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.611916 sec): 2 clusters Score: Raw -499.703831 + Penalty 165.371573 = -334.332258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.612137 sec): 3 clusters Score: Raw -526.087697 + Penalty 316.943789 = -209.143908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 145 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.612622 sec): 2 clusters Score: Raw -288.041720 + Penalty 131.776581 = -156.265138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.612837 sec): 3 clusters Score: Raw -285.809332 + Penalty 257.665018 = -28.144314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 150 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.613336 sec): 2 clusters Score: Raw -488.502662 + Penalty 173.709776 = -314.792886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.613558 sec): 3 clusters Score: Raw -503.742694 + Penalty 349.586036 = -154.156658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 151 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.614118 sec): 2 clusters Score: Raw -1521.695844 + Penalty 325.592174 = -1196.103670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.614379 sec): 3 clusters Score: Raw -1590.639468 + Penalty 651.184348 = -939.455120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 155 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.614857 sec): 2 clusters Score: Raw -111.632737 + Penalty 44.194990 = -67.437747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.615063 sec): 3 clusters Score: Raw -105.723645 + Penalty 88.389979 = -17.333666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 158 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.615565 sec): 2 clusters Score: Raw -584.299885 + Penalty 207.363163 = -376.936722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.615792 sec): 3 clusters Score: Raw -594.160786 + Penalty 414.726326 = -179.434459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 159 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.616275 sec): 2 clusters Score: Raw -233.026562 + Penalty 107.839619 = -125.186944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.616486 sec): 3 clusters Score: Raw -230.039644 + Penalty 215.679237 = -14.360407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 160 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.616972 sec): 2 clusters Score: Raw -278.900913 + Penalty 139.512491 = -139.388422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.617185 sec): 3 clusters Score: Raw -278.379993 + Penalty 243.186846 = -35.193147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 168 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.617679 sec): 2 clusters Score: Raw -406.802956 + Penalty 173.430432 = -233.372524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.617899 sec): 3 clusters Score: Raw -401.728388 + Penalty 350.882472 = -50.845916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 172 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.618375 sec): 2 clusters Score: Raw -111.676368 + Penalty 38.176860 = -73.499508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.618575 sec): 3 clusters Score: Raw -105.394628 + Penalty 76.353720 = -29.040908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 174 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.619060 sec): 2 clusters Score: Raw -226.404379 + Penalty 118.977372 = -107.427007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.619269 sec): 3 clusters Score: Raw -225.907498 + Penalty 201.037689 = -24.869809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 175 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.619757 sec): 2 clusters Score: Raw -328.298803 + Penalty 115.012906 = -213.285897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.619969 sec): 3 clusters Score: Raw -333.560096 + Penalty 230.025811 = -103.534285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 176 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.620470 sec): 2 clusters Score: Raw -452.035814 + Penalty 134.078646 = -317.957168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.620708 sec): 3 clusters Score: Raw -475.989688 + Penalty 263.085113 = -212.904575 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 182 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.621184 sec): 2 clusters Score: Raw -116.480438 + Penalty 57.567382 = -58.913056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.621385 sec): 3 clusters Score: Raw -108.789553 + Penalty 115.134765 = 6.345211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 192 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.621867 sec): 2 clusters Score: Raw -171.632887 + Penalty 79.429986 = -92.202901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.622079 sec): 3 clusters Score: Raw -165.519563 + Penalty 164.002706 = -1.516857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 198 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.622556 sec): 2 clusters Score: Raw -112.471369 + Penalty 51.686398 = -60.784971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.622748 sec): 2 clusters Score: Raw -112.471369 + Penalty 51.686398 = -60.784971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 213 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.623220 sec): 2 clusters Score: Raw -54.825769 + Penalty 0.000000 = -54.825769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.623409 sec): 2 clusters Score: Raw -54.825769 + Penalty 0.000000 = -54.825769 nChanged 0 Deleting Class 151 (28 points): Lose 135.610162 but Gain 1066.357809 Iteration 119Q (155.545323 sec): 113 clusters Score: Raw -2510366.514914 + Penalty 88332.150155 = -2422034.364759 nChanged 972 Deleting Class 121 (7 points): Lose 42.389777 but Gain 971.506773 Iteration 120F (158.385708 sec): 112 clusters Score: Raw -2510674.851499 + Penalty 87365.655207 = -2423309.196292 nChanged 696 Deleting Class 126 (61 points): Lose 220.366092 but Gain 1149.548030 Iteration 121Q (158.755921 sec): 111 clusters Score: Raw -2510680.994991 + Penalty 86222.440226 = -2424458.554765 nChanged 593 Deleting Class 168 (7 points): Lose 46.254422 but Gain 972.664727 Iteration 122Q (159.115481 sec): 110 clusters Score: Raw -2510903.098565 + Penalty 85203.214149 = -2425699.884416 nChanged 465 Deleting Class 77 (110 points): Lose 480.478930 but Gain 1404.880077 Iteration 123Q (159.464381 sec): 109 clusters Score: Raw -2510561.100965 + Penalty 83919.981528 = -2426641.119437 nChanged 498 Deleting Class 136 (12 points): Lose 47.370023 but Gain 963.251963 Iteration 124Q (159.814020 sec): 108 clusters Score: Raw -2510933.890865 + Penalty 82990.055758 = -2427943.835107 nChanged 312 Deleting Class 158 (10 points): Lose 70.076179 but Gain 982.825836 Iteration 125Q (160.148225 sec): 107 clusters Score: Raw -2510982.000205 + Penalty 82002.633136 = -2428979.367068 nChanged 286 Deleting Class 160 (5 points): Lose 38.222454 but Gain 946.018241 Iteration 126Q (160.479494 sec): 106 clusters Score: Raw -2511013.207466 + Penalty 81065.942089 = -2429947.265376 nChanged 245 Deleting Class 174 (4 points): Lose 34.931887 but Gain 936.633222 Iteration 127Q (160.806594 sec): 105 clusters Score: Raw -2511027.347121 + Penalty 80148.208687 = -2430879.138435 nChanged 226 Deleting Class 44 (9 points): Lose 97.826914 but Gain 997.185848 Iteration 128Q (161.128264 sec): 104 clusters Score: Raw -2510974.696566 + Penalty 79140.558883 = -2431834.137682 nChanged 206 Deleting Class 122 (12 points): Lose 61.469980 but Gain 959.444071 Iteration 129Q (161.450396 sec): 103 clusters Score: Raw -2510977.338494 + Penalty 78202.940771 = -2432774.397723 nChanged 166 Deleting Class 182 (2 points): Lose 11.686333 but Gain 906.382820 Iteration 130F (164.033950 sec): 102 clusters Score: Raw -2511010.224004 + Penalty 77314.784984 = -2433695.439020 nChanged 150 Deleting Class 62 (11 points): Lose 50.095055 but Gain 944.325745 Iteration 131Q (164.348613 sec): 101 clusters Score: Raw -2510994.197203 + Penalty 76405.797032 = -2434588.400171 nChanged 118 Deleting Class 100 (7 points): Lose 67.397130 but Gain 955.463327 Iteration 132Q (164.659013 sec): 100 clusters Score: Raw -2510960.518938 + Penalty 75485.542471 = -2435474.976467 nChanged 117 Deleting Class 213 (1 points): Lose 17.899548 but Gain 904.660867 Iteration 133Q (164.967616 sec): 99 clusters Score: Raw -2510988.023317 + Penalty 74598.856653 = -2436389.166664 nChanged 100 Deleting Class 88 (5 points): Lose 16.611312 but Gain 892.941003 Iteration 134Q (165.273955 sec): 98 clusters Score: Raw -2510999.675560 + Penalty 73716.672470 = -2437283.003090 nChanged 107 Deleting Class 72 (12 points): Lose 70.316164 but Gain 943.528256 Iteration 135Q (165.580457 sec): 97 clusters Score: Raw -2510959.512543 + Penalty 72807.746666 = -2438151.765877 nChanged 112 Deleting Class 42 (52 points): Lose 243.001884 but Gain 1114.498773 Iteration 136Q (165.884662 sec): 96 clusters Score: Raw -2510765.139520 + Penalty 71681.082919 = -2439084.056601 nChanged 151 Deleting Class 85 (8 points): Lose 63.673342 but Gain 929.617189 Iteration 137Q (166.189069 sec): 95 clusters Score: Raw -2510827.094069 + Penalty 70766.080088 = -2440061.013981 nChanged 119 Deleting Class 99 (50 points): Lose 229.228967 but Gain 1084.681582 Iteration 138Q (166.490692 sec): 94 clusters Score: Raw -2510648.427661 + Penalty 69735.633076 = -2440912.794585 nChanged 152 Deleting Class 91 (69 points): Lose 278.808809 but Gain 1134.206407 Iteration 139Q (166.795721 sec): 93 clusters Score: Raw -2510532.116241 + Penalty 68706.853828 = -2441825.262413 nChanged 179 Deleting Class 145 (5 points): Lose 41.222325 but Gain 893.561921 Iteration 140F (169.147684 sec): 92 clusters Score: Raw -2510709.121926 + Penalty 67835.112283 = -2442874.009643 nChanged 122 Deleting Class 30 (11 points): Lose 56.134023 but Gain 908.418047 Iteration 141Q (169.446256 sec): 91 clusters Score: Raw -2510727.247611 + Penalty 66916.207450 = -2443811.040161 nChanged 105 Deleting Class 131 (10 points): Lose 87.116772 but Gain 939.239905 Iteration 142Q (169.740753 sec): 90 clusters Score: Raw -2510694.696098 + Penalty 65965.647096 = -2444729.049003 nChanged 82 Deleting Class 78 (34 points): Lose 118.000793 but Gain 969.922521 Iteration 143Q (170.032118 sec): 89 clusters Score: Raw -2510629.294240 + Penalty 64984.441061 = -2445644.853179 nChanged 106 Deleting Class 76 (23 points): Lose 148.161561 but Gain 997.738024 Iteration 144Q (170.324339 sec): 88 clusters Score: Raw -2510561.999969 + Penalty 64024.303827 = -2446537.696142 nChanged 91 Deleting Class 127 (8 points): Lose 30.073955 but Gain 870.088775 Iteration 145Q (170.613265 sec): 87 clusters Score: Raw -2510615.881504 + Penalty 63154.084374 = -2447461.797130 nChanged 73 Deleting Class 124 (41 points): Lose 114.771664 but Gain 953.040312 Iteration 146Q (170.900212 sec): 86 clusters Score: Raw -2510546.742805 + Penalty 62197.282636 = -2448349.460169 nChanged 95 Deleting Class 45 (53 points): Lose 146.133189 but Gain 983.876193 Iteration 147Q (171.185649 sec): 85 clusters Score: Raw -2510483.591825 + Penalty 61229.976776 = -2449253.615049 nChanged 110 Deleting Class 135 (4 points): Lose 47.079755 but Gain 884.430757 Iteration 148Q (171.470115 sec): 84 clusters Score: Raw -2510530.739073 + Penalty 60371.429550 = -2450159.309523 nChanged 59 Deleting Class 134 (8 points): Lose 72.629333 but Gain 907.544852 Iteration 149Q (171.749487 sec): 83 clusters Score: Raw -2510489.322040 + Penalty 59458.444606 = -2451030.877433 nChanged 51 Deleting Class 128 (6 points): Lose 30.045849 but Gain 863.453976 Iteration 150F (173.861411 sec): 82 clusters Score: Raw -2510494.683484 + Penalty 58610.821128 = -2451883.862356 nChanged 28 Deleting Class 53 (6 points): Lose 42.391589 but Gain 872.494190 Iteration 151Q (174.137746 sec): 81 clusters Score: Raw -2510469.092073 + Penalty 57742.962928 = -2452726.129145 nChanged 21 Deleting Class 66 (6 points): Lose 45.279729 but Gain 872.651853 Iteration 152Q (174.412384 sec): 80 clusters Score: Raw -2510436.746913 + Penalty 56873.028975 = -2453563.717938 nChanged 18 Deleting Class 114 (20 points): Lose 164.538412 but Gain 989.032764 Iteration 153Q (174.686359 sec): 79 clusters Score: Raw -2510286.963935 + Penalty 55916.933117 = -2454370.030818 nChanged 29 Deleting Class 102 (8 points): Lose 33.368943 but Gain 854.965388 Iteration 154Q (174.960365 sec): 78 clusters Score: Raw -2510299.615542 + Penalty 55078.789127 = -2455220.826415 nChanged 19 Deleting Class 112 (21 points): Lose 95.206905 but Gain 906.048636 Iteration 155Q (175.237128 sec): 77 clusters Score: Raw -2510228.689307 + Penalty 54220.587894 = -2456008.101414 nChanged 29 Deleting Class 159 (4 points): Lose 45.973788 but Gain 848.952772 Iteration 156Q (175.506321 sec): 76 clusters Score: Raw -2510228.019939 + Penalty 53380.782800 = -2456847.237139 nChanged 12 Deleting Class 198 (2 points): Lose 12.524534 but Gain 813.788318 Iteration 157Q (175.775416 sec): 75 clusters Score: Raw -2510224.096592 + Penalty 52570.430781 = -2457653.665811 nChanged 8 Deleting Class 150 (9 points): Lose 65.903806 but Gain 862.800635 Iteration 158Q (176.042947 sec): 74 clusters Score: Raw -2510162.568700 + Penalty 51750.465226 = -2458412.103474 nChanged 13 Deleting Class 68 (14 points): Lose 42.768212 but Gain 828.381721 Iteration 159Q (176.307360 sec): 73 clusters Score: Raw -2510138.736586 + Penalty 50921.389705 = -2459217.346882 nChanged 17 Deleting Class 39 (35 points): Lose 116.477126 but Gain 894.013036 Iteration 160F (178.167394 sec): 72 clusters Score: Raw -2510044.922066 + Penalty 50052.874934 = -2459992.047132 nChanged 43 Deleting Class 192 (3 points): Lose 16.644714 but Gain 789.043006 Iteration 161Q (178.433371 sec): 71 clusters Score: Raw -2510101.400636 + Penalty 49277.222166 = -2460824.178470 nChanged 19 Deleting Class 40 (20 points): Lose 77.856350 but Gain 848.411200 Iteration 162Q (178.692388 sec): 70 clusters Score: Raw -2510041.471115 + Penalty 48451.727772 = -2461589.743343 nChanged 33 Deleting Class 56 (142 points): Lose 527.252800 but Gain 1296.306772 Iteration 163Q (178.951035 sec): 69 clusters Score: Raw -2509559.677109 + Penalty 47188.506391 = -2462371.170718 nChanged 170 Deleting Class 79 (30 points): Lose 172.293451 but Gain 924.024139 Iteration 164Q (179.216507 sec): 68 clusters Score: Raw -2509692.814353 + Penalty 46257.352848 = -2463435.461506 nChanged 91 Deleting Class 84 (9 points): Lose 44.097552 but Gain 791.542464 Iteration 165Q (179.474112 sec): 67 clusters Score: Raw -2509770.359702 + Penalty 45486.257586 = -2464284.102116 nChanged 55 Deleting Class 83 (63 points): Lose 221.590764 but Gain 956.381212 Iteration 166Q (179.731705 sec): 66 clusters Score: Raw -2509600.071335 + Penalty 44584.337239 = -2465015.734096 nChanged 98 Deleting Class 92 (31 points): Lose 208.229698 but Gain 941.244695 Iteration 167Q (179.987332 sec): 65 clusters Score: Raw -2509537.068733 + Penalty 43677.662780 = -2465859.405953 nChanged 80 Deleting Class 54 (25 points): Lose 136.124105 but Gain 855.399965 Iteration 168Q (180.240155 sec): 64 clusters Score: Raw -2509530.288227 + Penalty 42821.751923 = -2466708.536303 nChanged 77 Deleting Class 25 (105 points): Lose 603.822744 but Gain 1320.838972 Iteration 169Q (180.492151 sec): 63 clusters Score: Raw -2509019.325429 + Penalty 41527.747845 = -2467491.577584 nChanged 152 Deleting Class 31 (10 points): Lose 40.790461 but Gain 757.313282 Iteration 170F (182.098806 sec): 62 clusters Score: Raw -2509263.012695 + Penalty 40793.575779 = -2468469.436916 nChanged 66 Deleting Class 63 (45 points): Lose 170.825400 but Gain 871.474305 Iteration 171Q (182.349470 sec): 61 clusters Score: Raw -2509153.784037 + Penalty 39894.362147 = -2469259.421890 nChanged 87 Deleting Class 58 (19 points): Lose 84.754882 but Gain 784.941395 Iteration 172Q (182.598523 sec): 60 clusters Score: Raw -2509170.569327 + Penalty 39137.373443 = -2470033.195884 nChanged 57 Deleting Class 143 (10 points): Lose 86.438299 but Gain 783.800999 Iteration 173Q (182.846887 sec): 59 clusters Score: Raw -2509143.378618 + Penalty 38364.718935 = -2470778.659682 nChanged 32 Deleting Class 61 (68 points): Lose 350.240659 but Gain 1047.331059 Iteration 174Q (183.094522 sec): 58 clusters Score: Raw -2508824.640023 + Penalty 37357.747739 = -2471466.892284 nChanged 90 Deleting Class 20 (59 points): Lose 185.230562 but Gain 868.303308 Iteration 175Q (183.343554 sec): 57 clusters Score: Raw -2508791.335645 + Penalty 36538.271338 = -2472253.064307 nChanged 99 Deleting Class 155 (2 points): Lose 15.658229 but Gain 695.838122 Iteration 176Q (183.593759 sec): 56 clusters Score: Raw -2508904.486684 + Penalty 35850.827730 = -2473053.658955 nChanged 47 Deleting Class 175 (6 points): Lose 27.104113 but Gain 700.531246 Iteration 177Q (183.841054 sec): 55 clusters Score: Raw -2508896.396760 + Penalty 35155.664460 = -2473740.732300 nChanged 36 Deleting Class 87 (84 points): Lose 555.727822 but Gain 1191.517033 Iteration 178Q (184.088275 sec): 54 clusters Score: Raw -2508363.766310 + Penalty 33997.858813 = -2474365.907496 nChanged 103 Deleting Class 52 (41 points): Lose 342.657008 but Gain 977.064432 Iteration 179Q (184.336830 sec): 53 clusters Score: Raw -2508236.605400 + Penalty 33087.785430 = -2475148.819970 nChanged 72 Deleting Class 32 (12 points): Lose 40.557345 but Gain 652.810255 Iteration 180F (185.690834 sec): 52 clusters Score: Raw -2508377.355853 + Penalty 32479.807095 = -2475897.548758 nChanged 51 Deleting Class 73 (5 points): Lose 30.729212 but Gain 637.474653 Iteration 181Q (185.930084 sec): 51 clusters Score: Raw -2508389.750871 + Penalty 31833.401112 = -2476556.349759 nChanged 32 Deleting Class 11 (245 points): Lose 811.112813 but Gain 1416.009789 Iteration 182Q (186.162860 sec): 50 clusters Score: Raw -2507604.943984 + Penalty 30602.076853 = -2477002.867131 nChanged 270 Deleting Class 172 (2 points): Lose 10.643579 but Gain 601.084305 Iteration 183Q (186.398584 sec): 49 clusters Score: Raw -2508095.300498 + Penalty 30014.797946 = -2478080.502552 nChanged 63 Deleting Class 51 (167 points): Lose 463.374977 but Gain 1033.728490 Iteration 184Q (186.627215 sec): 48 clusters Score: Raw -2507675.637235 + Penalty 29022.983063 = -2478652.654171 nChanged 188 Deleting Class 176 (10 points): Lose 89.715479 but Gain 643.402128 Iteration 185Q (186.856530 sec): 47 clusters Score: Raw -2507815.323154 + Penalty 28380.139570 = -2479435.183584 nChanged 60 Deleting Class 60 (90 points): Lose 313.609393 but Gain 831.099709 Iteration 186Q (187.086500 sec): 46 clusters Score: Raw -2507549.824108 + Penalty 27619.557830 = -2479930.266277 nChanged 126 Deleting Class 113 (30 points): Lose 199.424170 but Gain 695.264380 Iteration 187Q (187.317229 sec): 45 clusters Score: Raw -2507587.697396 + Penalty 26938.383570 = -2480649.313826 nChanged 67 Deleting Class 3 (27 points): Lose 106.759982 but Gain 592.208180 Iteration 188Q (187.545613 sec): 44 clusters Score: Raw -2507572.554435 + Penalty 26352.831256 = -2481219.723178 nChanged 55 Deleting Class 37 (176 points): Lose 809.326893 but Gain 1291.992210 Iteration 189Q (187.768987 sec): 43 clusters Score: Raw -2506819.464135 + Penalty 25149.958586 = -2481669.505550 nChanged 203 Deleting Class 17 (55 points): Lose 225.062716 but Gain 659.949139 Iteration 190F (188.902136 sec): 42 clusters Score: Raw -2507101.552901 + Penalty 24512.418922 = -2482589.133979 nChanged 139 Deleting Class 24 (142 points): Lose 764.764674 but Gain 1133.121770 Iteration 191Q (189.122188 sec): 41 clusters Score: Raw -2506501.578163 + Penalty 23477.819262 = -2483023.758901 nChanged 198 Deleting Class 57 (52 points): Lose 263.379388 but Gain 541.568896 Iteration 192Q (189.340902 sec): 40 clusters Score: Raw -2506608.465607 + Penalty 22969.018566 = -2483639.447041 nChanged 147 Deleting Class 12 (121 points): Lose 341.827785 but Gain 590.005021 Iteration 193Q (189.557853 sec): 39 clusters Score: Raw -2506418.141664 + Penalty 22441.473991 = -2483976.667673 nChanged 194 Deleting Class 74 (236 points): Lose 651.706829 but Gain 893.162402 Iteration 194Q (189.772038 sec): 38 clusters Score: Raw -2505997.541260 + Penalty 21611.550739 = -2484385.990521 nChanged 311 Deleting Class 16 (138 points): Lose 476.743042 but Gain 545.370879 Iteration 195Q (189.990141 sec): 37 clusters Score: Raw -2505951.685219 + Penalty 21088.477538 = -2484863.207682 nChanged 215 Iteration 196Q (190.207116 sec): 37 clusters Score: Raw -2506190.541166 + Penalty 21098.961958 = -2485091.579208 nChanged 86 Iteration 197Q (190.419198 sec): 37 clusters Score: Raw -2506216.688138 + Penalty 21107.597464 = -2485109.090675 nChanged 58 Iteration 198Q (190.628803 sec): 37 clusters Score: Raw -2506234.338265 + Penalty 21109.617347 = -2485124.720918 nChanged 56 Iteration 199Q (190.839158 sec): 37 clusters Score: Raw -2506248.704822 + Penalty 21107.731032 = -2485140.973790 nChanged 38 Iteration 200F (191.809258 sec): 37 clusters Score: Raw -2506255.342053 + Penalty 21106.661534 = -2485148.680519 nChanged 32 Iteration 201Q (192.021942 sec): 37 clusters Score: Raw -2506259.020447 + Penalty 21109.421442 = -2485149.599005 nChanged 19 Iteration 202Q (192.236058 sec): 37 clusters Score: Raw -2506263.966849 + Penalty 21113.279313 = -2485150.687537 nChanged 25 Iteration 203Q (192.450262 sec): 37 clusters Score: Raw -2506268.138867 + Penalty 21114.421102 = -2485153.717765 nChanged 21 Iteration 204Q (192.660834 sec): 37 clusters Score: Raw -2506270.237584 + Penalty 21121.312037 = -2485148.925547 nChanged 21 Iteration 205F (193.631999 sec): 37 clusters Score: Raw -2506272.987649 + Penalty 21125.052608 = -2485147.935041 nChanged 23 Iteration 206F (194.615400 sec): 37 clusters Score: Raw -2506275.045448 + Penalty 21127.103491 = -2485147.941957 nChanged 18 Iteration 207Q (194.829889 sec): 37 clusters Score: Raw -2506276.852246 + Penalty 21131.248961 = -2485145.603285 nChanged 18 Iteration 208F (195.795061 sec): 37 clusters Score: Raw -2506279.409489 + Penalty 21133.851592 = -2485145.557897 nChanged 22 Iteration 209F (196.774914 sec): 37 clusters Score: Raw -2506281.860382 + Penalty 21139.122813 = -2485142.737570 nChanged 18 Iteration 210F (197.742442 sec): 37 clusters Score: Raw -2506283.061043 + Penalty 21137.890374 = -2485145.170669 nChanged 12 Iteration 211Q (197.960653 sec): 37 clusters Score: Raw -2506283.564139 + Penalty 21137.652977 = -2485145.911162 nChanged 5 Iteration 212Q (198.178771 sec): 37 clusters Score: Raw -2506283.600526 + Penalty 21137.667579 = -2485145.932947 nChanged 2 Iteration 213Q (198.397323 sec): 37 clusters Score: Raw -2506283.622995 + Penalty 21137.689942 = -2485145.933053 nChanged 2 Iteration 214Q (198.617470 sec): 37 clusters Score: Raw -2506283.626296 + Penalty 21137.689942 = -2485145.936354 nChanged 0 Iteration 215F (199.579374 sec): 37 clusters Score: Raw -2506283.626296 + Penalty 21137.689942 = -2485145.936354 nChanged 0 Writing temp clu file Memory request: 0.25 GB would take us to total of 0.50 GB. Compute initial score before splitting: Score: Raw -2506283.626296 + Penalty 21137.689942 = -2485145.936354Memory request: 0.02 GB would take us to total of 0.52 GB. Trying to split cluster 1 (4277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (199.780965 sec): 2 clusters Score: Raw -212486.943334 + Penalty 94.981708 = -212391.961626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (199.788735 sec): 3 clusters Score: Raw -209709.412519 + Penalty 185.402693 = -209524.009826 nChanged 2018 SP:Iteration 1F (199.796292 sec): 3 clusters Score: Raw -211976.709524 + Penalty 175.083983 = -211801.625540 nChanged 265 SP:Iteration 2F (199.803841 sec): 3 clusters Score: Raw -212256.354909 + Penalty 168.814371 = -212087.540538 nChanged 89 SP:Iteration 3Q (199.810618 sec): 3 clusters Score: Raw -212357.084784 + Penalty 167.574663 = -212189.510121 nChanged 43 SP:Iteration 4Q (199.816970 sec): 3 clusters Score: Raw -212401.486184 + Penalty 164.649493 = -212236.836691 nChanged 25 SP:Iteration 5Q (199.823138 sec): 3 clusters Score: Raw -212425.323402 + Penalty 165.863726 = -212259.459676 nChanged 19 SP:Iteration 6Q (199.829288 sec): 3 clusters Score: Raw -212434.348313 + Penalty 167.433442 = -212266.914871 nChanged 12 SP:Iteration 7Q (199.835735 sec): 3 clusters Score: Raw -212437.085407 + Penalty 168.833598 = -212268.251808 nChanged 11 SP:Iteration 8Q (199.841802 sec): 3 clusters Score: Raw -212438.955273 + Penalty 167.665356 = -212271.289917 nChanged 8 SP:Iteration 9Q (199.847820 sec): 3 clusters Score: Raw -212440.729918 + Penalty 164.758929 = -212275.970989 nChanged 11 SP:Iteration 10F (199.855376 sec): 3 clusters Score: Raw -212444.908221 + Penalty 163.711470 = -212281.196751 nChanged 11 SP:Iteration 11Q (199.861402 sec): 3 clusters Score: Raw -212447.927171 + Penalty 163.313470 = -212284.613701 nChanged 12 SP:Iteration 12Q (199.867419 sec): 3 clusters Score: Raw -212451.543379 + Penalty 163.803623 = -212287.739755 nChanged 12 SP:Iteration 13Q (199.873394 sec): 3 clusters Score: Raw -212457.123935 + Penalty 163.808553 = -212293.315383 nChanged 10 SP:Iteration 14Q (199.879511 sec): 3 clusters Score: Raw -212460.359460 + Penalty 160.534538 = -212299.824922 nChanged 13 SP:Iteration 15Q (199.885454 sec): 3 clusters Score: Raw -212465.232553 + Penalty 157.496628 = -212307.735925 nChanged 9 SP:Iteration 16Q (199.891381 sec): 3 clusters Score: Raw -212467.593770 + Penalty 158.267110 = -212309.326659 nChanged 6 SP:Iteration 17Q (199.897303 sec): 3 clusters Score: Raw -212469.213382 + Penalty 158.594234 = -212310.619148 nChanged 7 SP:Iteration 18Q (199.903216 sec): 3 clusters Score: Raw -212470.539623 + Penalty 158.841671 = -212311.697952 nChanged 3 SP:Iteration 19Q (199.909129 sec): 3 clusters Score: Raw -212471.138678 + Penalty 162.317718 = -212308.820960 nChanged 8 SP:Iteration 20F (199.916674 sec): 3 clusters Score: Raw -212473.859549 + Penalty 164.442824 = -212309.416725 nChanged 4 SP:Iteration 21Q (199.922581 sec): 3 clusters Score: Raw -212474.696542 + Penalty 166.900467 = -212307.796074 nChanged 6 SP:Iteration 22F (199.930163 sec): 3 clusters Score: Raw -212478.196591 + Penalty 163.450349 = -212314.746242 nChanged 8 SP:Iteration 23Q (199.936090 sec): 3 clusters Score: Raw -212482.009241 + Penalty 162.106918 = -212319.902323 nChanged 6 SP:Iteration 24Q (199.941978 sec): 3 clusters Score: Raw -212487.054780 + Penalty 174.669228 = -212312.385552 nChanged 7 SP:Iteration 25F (199.949088 sec): 3 clusters Score: Raw -212492.627148 + Penalty 188.364684 = -212304.262464 nChanged 4 SP:Iteration 26F (199.955990 sec): 3 clusters Score: Raw -212495.274470 + Penalty 188.364684 = -212306.909786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 2 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (199.959554 sec): 2 clusters Score: Raw -15931.005949 + Penalty 107.203175 = -15823.802774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (199.960327 sec): 3 clusters Score: Raw -15765.461777 + Penalty 228.675163 = -15536.786614 nChanged 121 SP:Iteration 1F (199.961079 sec): 3 clusters Score: Raw -15902.435346 + Penalty 235.462630 = -15666.972716 nChanged 27 SP:Iteration 2F (199.961831 sec): 3 clusters Score: Raw -15926.871773 + Penalty 237.340619 = -15689.531154 nChanged 11 SP:Iteration 3Q (199.962580 sec): 3 clusters Score: Raw -15938.687929 + Penalty 236.592712 = -15702.095217 nChanged 8 SP:Iteration 4Q (199.963311 sec): 3 clusters Score: Raw -15946.612823 + Penalty 237.890458 = -15708.722365 nChanged 8 SP:Iteration 5Q (199.964036 sec): 3 clusters Score: Raw -15953.631236 + Penalty 239.944215 = -15713.687022 nChanged 5 SP:Iteration 6Q (199.964755 sec): 3 clusters Score: Raw -15956.638932 + Penalty 240.864985 = -15715.773947 nChanged 7 SP:Iteration 7Q (199.965472 sec): 3 clusters Score: Raw -15962.972811 + Penalty 239.909244 = -15723.063567 nChanged 2 SP:Iteration 8Q (199.966185 sec): 3 clusters Score: Raw -15963.582504 + Penalty 238.544318 = -15725.038186 nChanged 2 SP:Iteration 9Q (199.966904 sec): 3 clusters Score: Raw -15964.180632 + Penalty 237.807549 = -15726.373083 nChanged 1 SP:Iteration 10F (199.967655 sec): 3 clusters Score: Raw -15964.280683 + Penalty 237.807549 = -15726.473134 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 4 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (199.970800 sec): 2 clusters Score: Raw -28358.687142 + Penalty 275.687598 = -28082.999544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (199.972011 sec): 3 clusters Score: Raw -28091.438185 + Penalty 567.762548 = -27523.675637 nChanged 206 SP:Iteration 1F (199.973198 sec): 3 clusters Score: Raw -28262.368803 + Penalty 583.733332 = -27678.635471 nChanged 62 SP:Iteration 2F (199.974386 sec): 3 clusters Score: Raw -28319.798802 + Penalty 598.828854 = -27720.969948 nChanged 40 SP:Iteration 3F (199.975553 sec): 3 clusters Score: Raw -28348.877810 + Penalty 612.477979 = -27736.399831 nChanged 24 SP:Iteration 4Q (199.976739 sec): 3 clusters Score: Raw -28372.775287 + Penalty 621.589403 = -27751.185884 nChanged 12 SP:Iteration 5Q (199.977926 sec): 3 clusters Score: Raw -28383.493269 + Penalty 627.323956 = -27756.169313 nChanged 7 SP:Iteration 6Q (199.979095 sec): 3 clusters Score: Raw -28391.456619 + Penalty 631.841510 = -27759.615109 nChanged 5 SP:Iteration 7Q (199.980261 sec): 3 clusters Score: Raw -28397.814045 + Penalty 634.383194 = -27763.430851 nChanged 2 SP:Iteration 8Q (199.981418 sec): 3 clusters Score: Raw -28398.370486 + Penalty 637.043806 = -27761.326680 nChanged 2 SP:Iteration 9F (199.982624 sec): 3 clusters Score: Raw -28400.395585 + Penalty 637.695652 = -27762.699933 nChanged 6 SP:Iteration 10F (199.983818 sec): 3 clusters Score: Raw -28405.081160 + Penalty 638.431453 = -27766.649707 nChanged 5 SP:Iteration 11Q (199.984977 sec): 3 clusters Score: Raw -28408.943644 + Penalty 643.278776 = -27765.664868 nChanged 6 SP:Iteration 12F (199.986157 sec): 3 clusters Score: Raw -28411.792728 + Penalty 644.115837 = -27767.676891 nChanged 1 SP:Iteration 13Q (199.987313 sec): 3 clusters Score: Raw -28412.021508 + Penalty 646.091093 = -27765.930415 nChanged 1 SP:Iteration 14F (199.988493 sec): 3 clusters Score: Raw -28412.199995 + Penalty 646.091093 = -27766.108902 nChanged 0 Memory request: 0.06 GB would take us to total of 0.56 GB. Trying to split cluster 5 (12980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (200.050804 sec): 2 clusters Score: Raw -628170.066089 + Penalty 197.705062 = -627972.361027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (200.074798 sec): 3 clusters Score: Raw -619413.881401 + Penalty 399.415222 = -619014.466180 nChanged 6126 SP:Iteration 1F (200.098478 sec): 3 clusters Score: Raw -622490.012912 + Penalty 394.526980 = -622095.485932 nChanged 2199 SP:Iteration 2F (200.121874 sec): 3 clusters Score: Raw -623752.432504 + Penalty 387.104226 = -623365.328278 nChanged 933 SP:Iteration 3F (200.145476 sec): 3 clusters Score: Raw -624276.108233 + Penalty 383.208685 = -623892.899547 nChanged 450 SP:Iteration 4Q (200.169448 sec): 3 clusters Score: Raw -624403.672021 + Penalty 380.744282 = -624022.927740 nChanged 207 SP:Iteration 5Q (200.193454 sec): 3 clusters Score: Raw -624439.657009 + Penalty 379.196232 = -624060.460777 nChanged 103 SP:Iteration 6Q (200.217464 sec): 3 clusters Score: Raw -624447.947502 + Penalty 378.342800 = -624069.604701 nChanged 56 SP:Iteration 7Q (200.242311 sec): 3 clusters Score: Raw -624453.363895 + Penalty 377.523572 = -624075.840323 nChanged 49 SP:Iteration 8Q (200.266266 sec): 3 clusters Score: Raw -624456.225925 + Penalty 377.248792 = -624078.977133 nChanged 33 SP:Iteration 9Q (200.290274 sec): 3 clusters Score: Raw -624457.317855 + Penalty 377.236628 = -624080.081227 nChanged 13 SP:Iteration 10F (200.313722 sec): 3 clusters Score: Raw -624457.632822 + Penalty 377.300384 = -624080.332438 nChanged 16 SP:Iteration 11Q (200.337810 sec): 3 clusters Score: Raw -624457.963961 + Penalty 377.315034 = -624080.648926 nChanged 9 SP:Iteration 12Q (200.362008 sec): 3 clusters Score: Raw -624458.136844 + Penalty 377.301795 = -624080.835049 nChanged 6 SP:Iteration 13Q (200.386267 sec): 3 clusters Score: Raw -624458.259279 + Penalty 377.346621 = -624080.912657 nChanged 9 SP:Iteration 14Q (200.410293 sec): 3 clusters Score: Raw -624458.400706 + Penalty 377.444895 = -624080.955810 nChanged 8 SP:Iteration 15Q (200.434354 sec): 3 clusters Score: Raw -624458.496584 + Penalty 377.608760 = -624080.887823 nChanged 10 SP:Iteration 16F (200.458158 sec): 3 clusters Score: Raw -624458.697377 + Penalty 377.734683 = -624080.962694 nChanged 12 SP:Iteration 17Q (200.482144 sec): 3 clusters Score: Raw -624458.910291 + Penalty 377.762474 = -624081.147818 nChanged 8 SP:Iteration 18Q (200.506106 sec): 3 clusters Score: Raw -624459.061257 + Penalty 377.841528 = -624081.219729 nChanged 9 SP:Iteration 19Q (200.530069 sec): 3 clusters Score: Raw -624459.204186 + Penalty 377.862061 = -624081.342125 nChanged 7 SP:Iteration 20F (200.553553 sec): 3 clusters Score: Raw -624459.352489 + Penalty 377.954953 = -624081.397537 nChanged 10 SP:Iteration 21Q (200.577483 sec): 3 clusters Score: Raw -624459.508383 + Penalty 378.094533 = -624081.413850 nChanged 10 SP:Iteration 22Q (200.601455 sec): 3 clusters Score: Raw -624459.715316 + Penalty 378.179458 = -624081.535858 nChanged 8 SP:Iteration 23Q (200.625376 sec): 3 clusters Score: Raw -624459.795693 + Penalty 378.200156 = -624081.595537 nChanged 3 SP:Iteration 24Q (200.649841 sec): 3 clusters Score: Raw -624459.801891 + Penalty 378.170268 = -624081.631623 nChanged 2 SP:Iteration 25Q (200.674142 sec): 3 clusters Score: Raw -624459.816800 + Penalty 378.199784 = -624081.617016 nChanged 3 SP:Iteration 26F (200.697739 sec): 3 clusters Score: Raw -624459.847376 + Penalty 378.240830 = -624081.606546 nChanged 3 SP:Iteration 27F (200.721197 sec): 3 clusters Score: Raw -624459.886830 + Penalty 378.356789 = -624081.530041 nChanged 7 SP:Iteration 28F (200.744832 sec): 3 clusters Score: Raw -624459.998072 + Penalty 378.390430 = -624081.607642 nChanged 4 SP:Iteration 29Q (200.768779 sec): 3 clusters Score: Raw -624460.021141 + Penalty 378.397567 = -624081.623573 nChanged 2 SP:Iteration 30F (200.792287 sec): 3 clusters Score: Raw -624460.031929 + Penalty 378.398172 = -624081.633757 nChanged 1 SP:Iteration 31Q (200.816318 sec): 3 clusters Score: Raw -624460.038305 + Penalty 378.402047 = -624081.636258 nChanged 2 SP:Iteration 32Q (200.840230 sec): 3 clusters Score: Raw -624460.045722 + Penalty 378.402047 = -624081.643675 nChanged 0 SP:Iteration 33F (200.864034 sec): 3 clusters Score: Raw -624460.045722 + Penalty 378.402047 = -624081.643675 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 6 (2652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (200.884872 sec): 2 clusters Score: Raw -131429.698439 + Penalty 259.422895 = -131170.275544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (200.889742 sec): 3 clusters Score: Raw -129788.728875 + Penalty 522.764580 = -129265.964295 nChanged 1206 SP:Iteration 1F (200.894505 sec): 3 clusters Score: Raw -130933.972366 + Penalty 524.290710 = -130409.681655 nChanged 296 SP:Iteration 2F (200.899399 sec): 3 clusters Score: Raw -131221.970271 + Penalty 524.351127 = -130697.619144 nChanged 134 SP:Iteration 3F (200.904176 sec): 3 clusters Score: Raw -131333.406185 + Penalty 525.313790 = -130808.092395 nChanged 76 SP:Iteration 4Q (200.908783 sec): 3 clusters Score: Raw -131363.598000 + Penalty 526.130361 = -130837.467639 nChanged 34 SP:Iteration 5Q (200.913349 sec): 3 clusters Score: Raw -131376.526141 + Penalty 526.742045 = -130849.784096 nChanged 31 SP:Iteration 6Q (200.917908 sec): 3 clusters Score: Raw -131381.756645 + Penalty 527.098459 = -130854.658186 nChanged 16 SP:Iteration 7Q (200.922461 sec): 3 clusters Score: Raw -131383.415278 + Penalty 527.365659 = -130856.049619 nChanged 7 SP:Iteration 8Q (200.927010 sec): 3 clusters Score: Raw -131384.198120 + Penalty 527.748806 = -130856.449315 nChanged 7 SP:Iteration 9Q (200.931548 sec): 3 clusters Score: Raw -131384.869119 + Penalty 528.101266 = -130856.767853 nChanged 7 SP:Iteration 10F (200.936285 sec): 3 clusters Score: Raw -131385.357362 + Penalty 528.667910 = -130856.689452 nChanged 13 SP:Iteration 11F (200.941069 sec): 3 clusters Score: Raw -131387.225698 + Penalty 528.975593 = -130858.250105 nChanged 12 SP:Iteration 12Q (200.945646 sec): 3 clusters Score: Raw -131388.109857 + Penalty 529.580613 = -130858.529244 nChanged 8 SP:Iteration 13Q (200.950198 sec): 3 clusters Score: Raw -131389.033353 + Penalty 530.407280 = -130858.626073 nChanged 9 SP:Iteration 14Q (200.954794 sec): 3 clusters Score: Raw -131390.332280 + Penalty 530.863151 = -130859.469129 nChanged 8 SP:Iteration 15Q (200.959370 sec): 3 clusters Score: Raw -131391.199654 + Penalty 531.289349 = -130859.910305 nChanged 6 SP:Iteration 16Q (200.963911 sec): 3 clusters Score: Raw -131391.481195 + Penalty 531.422872 = -130860.058322 nChanged 2 SP:Iteration 17Q (200.968446 sec): 3 clusters Score: Raw -131391.550008 + Penalty 531.422872 = -130860.127136 nChanged 0 SP:Iteration 18F (200.973185 sec): 3 clusters Score: Raw -131391.550008 + Penalty 531.422872 = -130860.127136 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 7 (597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (200.977425 sec): 2 clusters Score: Raw -29284.629986 + Penalty 83.419384 = -29201.210602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (200.978687 sec): 3 clusters Score: Raw -28934.902109 + Penalty 173.998910 = -28760.903198 nChanged 263 SP:Iteration 1F (200.979996 sec): 3 clusters Score: Raw -29221.083504 + Penalty 180.635807 = -29040.447697 nChanged 51 SP:Iteration 2F (200.981231 sec): 3 clusters Score: Raw -29252.045048 + Penalty 187.191678 = -29064.853370 nChanged 31 SP:Iteration 3F (200.982496 sec): 3 clusters Score: Raw -29272.904518 + Penalty 191.853827 = -29081.050691 nChanged 18 SP:Iteration 4Q (200.983781 sec): 3 clusters Score: Raw -29280.821025 + Penalty 194.269055 = -29086.551971 nChanged 12 SP:Iteration 5Q (200.985073 sec): 3 clusters Score: Raw -29284.865970 + Penalty 198.919434 = -29085.946536 nChanged 13 SP:Iteration 6F (200.986369 sec): 3 clusters Score: Raw -29293.284039 + Penalty 204.230033 = -29089.054006 nChanged 14 SP:Iteration 7Q (200.987615 sec): 3 clusters Score: Raw -29300.676678 + Penalty 209.336153 = -29091.340524 nChanged 11 SP:Iteration 8Q (200.988854 sec): 3 clusters Score: Raw -29308.735222 + Penalty 219.928385 = -29088.806836 nChanged 13 SP:Iteration 9F (200.990099 sec): 3 clusters Score: Raw -29316.887806 + Penalty 226.562821 = -29090.324985 nChanged 9 SP:Iteration 10F (200.991335 sec): 3 clusters Score: Raw -29321.818614 + Penalty 227.567887 = -29094.250728 nChanged 5 SP:Iteration 11Q (200.992571 sec): 3 clusters Score: Raw -29324.187604 + Penalty 230.950450 = -29093.237154 nChanged 6 SP:Iteration 12F (200.993812 sec): 3 clusters Score: Raw -29326.552486 + Penalty 237.252887 = -29089.299599 nChanged 6 SP:Iteration 13F (200.995051 sec): 3 clusters Score: Raw -29328.205435 + Penalty 238.420863 = -29089.784572 nChanged 1 SP:Iteration 14Q (200.996289 sec): 3 clusters Score: Raw -29328.936382 + Penalty 240.337731 = -29088.598651 nChanged 1 SP:Iteration 15F (200.997534 sec): 3 clusters Score: Raw -29329.135976 + Penalty 240.337731 = -29088.798245 nChanged 0 Memory request: 0.02 GB would take us to total of 0.52 GB. Trying to split cluster 8 (2853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.010212 sec): 2 clusters Score: Raw -147878.563407 + Penalty 150.793500 = -147727.769908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.015436 sec): 3 clusters Score: Raw -146022.508647 + Penalty 294.393911 = -145728.114736 nChanged 1306 SP:Iteration 1F (201.020522 sec): 3 clusters Score: Raw -147184.129284 + Penalty 316.500609 = -146867.628675 nChanged 401 SP:Iteration 2F (201.025607 sec): 3 clusters Score: Raw -147666.144742 + Penalty 329.532656 = -147336.612086 nChanged 125 SP:Iteration 3Q (201.030718 sec): 3 clusters Score: Raw -147840.119484 + Penalty 332.844432 = -147507.275052 nChanged 24 SP:Iteration 4Q (201.035028 sec): 3 clusters Score: Raw -147862.931569 + Penalty 330.632644 = -147532.298924 nChanged 12 SP:Iteration 5Q (201.039180 sec): 3 clusters Score: Raw -147873.446614 + Penalty 332.070023 = -147541.376591 nChanged 6 SP:Iteration 6Q (201.043286 sec): 3 clusters Score: Raw -147875.861403 + Penalty 331.135739 = -147544.725663 nChanged 8 SP:Iteration 7Q (201.047423 sec): 3 clusters Score: Raw -147880.455184 + Penalty 329.209662 = -147551.245523 nChanged 6 SP:Iteration 8Q (201.051511 sec): 3 clusters Score: Raw -147882.377502 + Penalty 331.225816 = -147551.151686 nChanged 4 SP:Iteration 9F (201.056641 sec): 3 clusters Score: Raw -147883.704528 + Penalty 331.101148 = -147552.603380 nChanged 2 SP:Iteration 10F (201.061975 sec): 3 clusters Score: Raw -147884.044896 + Penalty 334.652750 = -147549.392146 nChanged 3 SP:Iteration 11F (201.067081 sec): 3 clusters Score: Raw -147885.707914 + Penalty 337.221717 = -147548.486196 nChanged 2 SP:Iteration 12F (201.072185 sec): 3 clusters Score: Raw -147886.727051 + Penalty 345.022043 = -147541.705008 nChanged 3 SP:Iteration 13F (201.077271 sec): 3 clusters Score: Raw -147888.362257 + Penalty 350.012442 = -147538.349815 nChanged 2 SP:Iteration 14F (201.082353 sec): 3 clusters Score: Raw -147889.398094 + Penalty 352.482129 = -147536.915964 nChanged 3 SP:Iteration 15F (201.087458 sec): 3 clusters Score: Raw -147890.146491 + Penalty 352.890463 = -147537.256028 nChanged 2 SP:Iteration 16Q (201.091522 sec): 3 clusters Score: Raw -147891.270934 + Penalty 352.221722 = -147539.049212 nChanged 2 SP:Iteration 17Q (201.095594 sec): 3 clusters Score: Raw -147892.080852 + Penalty 352.221722 = -147539.859130 nChanged 0 SP:Iteration 18F (201.100703 sec): 3 clusters Score: Raw -147892.080852 + Penalty 352.221722 = -147539.859130 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 9 (1049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.108214 sec): 2 clusters Score: Raw -53920.976504 + Penalty 89.677130 = -53831.299374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.110244 sec): 3 clusters Score: Raw -53261.729548 + Penalty 178.309390 = -53083.420158 nChanged 492 SP:Iteration 1F (201.112234 sec): 3 clusters Score: Raw -53720.612435 + Penalty 178.850269 = -53541.762166 nChanged 96 SP:Iteration 2F (201.114219 sec): 3 clusters Score: Raw -53789.491070 + Penalty 179.493030 = -53609.998040 nChanged 51 SP:Iteration 3Q (201.116186 sec): 3 clusters Score: Raw -53810.351527 + Penalty 180.072154 = -53630.279372 nChanged 22 SP:Iteration 4Q (201.118142 sec): 3 clusters Score: Raw -53816.155596 + Penalty 180.566423 = -53635.589173 nChanged 16 SP:Iteration 5Q (201.120094 sec): 3 clusters Score: Raw -53821.027663 + Penalty 180.819030 = -53640.208633 nChanged 17 SP:Iteration 6Q (201.122040 sec): 3 clusters Score: Raw -53829.305506 + Penalty 180.791546 = -53648.513960 nChanged 19 SP:Iteration 7Q (201.123981 sec): 3 clusters Score: Raw -53844.391307 + Penalty 179.952602 = -53664.438706 nChanged 26 SP:Iteration 8Q (201.125917 sec): 3 clusters Score: Raw -53855.215567 + Penalty 180.166875 = -53675.048692 nChanged 10 SP:Iteration 9Q (201.127831 sec): 3 clusters Score: Raw -53856.952938 + Penalty 180.392341 = -53676.560596 nChanged 7 SP:Iteration 10F (201.129814 sec): 3 clusters Score: Raw -53857.966544 + Penalty 180.410565 = -53677.555980 nChanged 8 SP:Iteration 11Q (201.131727 sec): 3 clusters Score: Raw -53859.549277 + Penalty 180.693909 = -53678.855368 nChanged 7 SP:Iteration 12Q (201.133635 sec): 3 clusters Score: Raw -53860.831104 + Penalty 181.136272 = -53679.694833 nChanged 14 SP:Iteration 13Q (201.135543 sec): 3 clusters Score: Raw -53864.142537 + Penalty 180.637626 = -53683.504911 nChanged 10 SP:Iteration 14Q (201.137434 sec): 3 clusters Score: Raw -53866.586945 + Penalty 180.937398 = -53685.649547 nChanged 7 SP:Iteration 15Q (201.139320 sec): 3 clusters Score: Raw -53868.153712 + Penalty 181.758209 = -53686.395503 nChanged 11 SP:Iteration 16Q (201.141203 sec): 3 clusters Score: Raw -53871.243380 + Penalty 182.404703 = -53688.838677 nChanged 10 SP:Iteration 17Q (201.143111 sec): 3 clusters Score: Raw -53872.948114 + Penalty 182.386231 = -53690.561883 nChanged 5 SP:Iteration 18Q (201.144982 sec): 3 clusters Score: Raw -53873.686905 + Penalty 183.216215 = -53690.470690 nChanged 7 SP:Iteration 19F (201.146966 sec): 3 clusters Score: Raw -53875.270803 + Penalty 183.183008 = -53692.087795 nChanged 9 SP:Iteration 20F (201.148971 sec): 3 clusters Score: Raw -53877.839280 + Penalty 183.473148 = -53694.366132 nChanged 6 SP:Iteration 21Q (201.150831 sec): 3 clusters Score: Raw -53878.700147 + Penalty 183.833954 = -53694.866194 nChanged 5 SP:Iteration 22Q (201.152691 sec): 3 clusters Score: Raw -53879.734410 + Penalty 183.387094 = -53696.347315 nChanged 7 SP:Iteration 23Q (201.154536 sec): 3 clusters Score: Raw -53881.387745 + Penalty 183.507974 = -53697.879771 nChanged 4 SP:Iteration 24Q (201.156377 sec): 3 clusters Score: Raw -53882.132212 + Penalty 183.612921 = -53698.519292 nChanged 8 SP:Iteration 25Q (201.158259 sec): 3 clusters Score: Raw -53884.763818 + Penalty 184.088802 = -53700.675016 nChanged 11 SP:Iteration 26Q (201.160127 sec): 3 clusters Score: Raw -53889.991372 + Penalty 184.207282 = -53705.784089 nChanged 9 SP:Iteration 27Q (201.161977 sec): 3 clusters Score: Raw -53895.241901 + Penalty 183.382173 = -53711.859728 nChanged 9 SP:Iteration 28Q (201.163797 sec): 3 clusters Score: Raw -53898.781086 + Penalty 181.658091 = -53717.122996 nChanged 8 SP:Iteration 29Q (201.165589 sec): 3 clusters Score: Raw -53901.144377 + Penalty 181.786046 = -53719.358331 nChanged 6 SP:Iteration 30F (201.167574 sec): 3 clusters Score: Raw -53901.919816 + Penalty 182.056987 = -53719.862829 nChanged 1 SP:Iteration 31Q (201.169353 sec): 3 clusters Score: Raw -53901.910932 + Penalty 182.056987 = -53719.853945 nChanged 0 SP:Iteration 32F (201.171336 sec): 3 clusters Score: Raw -53901.910932 + Penalty 182.056987 = -53719.853945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 10 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.177343 sec): 2 clusters Score: Raw -11114.158543 + Penalty 192.731651 = -10921.426891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.177929 sec): 3 clusters Score: Raw -11006.045635 + Penalty 382.262657 = -10623.782978 nChanged 75 SP:Iteration 1F (201.178504 sec): 3 clusters Score: Raw -11064.663392 + Penalty 397.001694 = -10667.661698 nChanged 29 SP:Iteration 2F (201.179077 sec): 3 clusters Score: Raw -11104.709953 + Penalty 412.780465 = -10691.929489 nChanged 19 SP:Iteration 3F (201.179651 sec): 3 clusters Score: Raw -11136.561974 + Penalty 442.586705 = -10693.975270 nChanged 10 SP:Iteration 4Q (201.180220 sec): 3 clusters Score: Raw -11153.877744 + Penalty 471.137306 = -10682.740437 nChanged 4 SP:Iteration 5F (201.180793 sec): 3 clusters Score: Raw -11166.993781 + Penalty 477.578706 = -10689.415075 nChanged 2 SP:Iteration 6Q (201.181321 sec): 3 clusters Score: Raw -11171.782264 + Penalty 485.968744 = -10685.813521 nChanged 1 SP:Iteration 7F (201.181894 sec): 3 clusters Score: Raw -11174.024564 + Penalty 483.118321 = -10690.906243 nChanged 1 SP:Iteration 8Q (201.182402 sec): 3 clusters Score: Raw -11176.523447 + Penalty 483.118321 = -10693.405126 nChanged 0 SP:Iteration 9F (201.182975 sec): 3 clusters Score: Raw -11176.523447 + Penalty 483.118321 = -10693.405126 nChanged 0 Memory request: 0.03 GB would take us to total of 0.53 GB. Trying to split cluster 13 (5559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.210146 sec): 2 clusters Score: Raw -274008.563048 + Penalty 63.469892 = -273945.093157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.220299 sec): 3 clusters Score: Raw -270293.580499 + Penalty 123.023131 = -270170.557367 nChanged 2664 SP:Iteration 1F (201.230138 sec): 3 clusters Score: Raw -272311.590335 + Penalty 122.895265 = -272188.695071 nChanged 655 SP:Iteration 2F (201.240271 sec): 3 clusters Score: Raw -272994.556678 + Penalty 125.774928 = -272868.781751 nChanged 532 SP:Iteration 3F (201.250421 sec): 3 clusters Score: Raw -273657.174194 + Penalty 134.300493 = -273522.873700 nChanged 221 SP:Iteration 4Q (201.260441 sec): 3 clusters Score: Raw -273921.866820 + Penalty 153.906460 = -273767.960360 nChanged 63 SP:Iteration 5Q (201.270361 sec): 3 clusters Score: Raw -273991.677297 + Penalty 190.954726 = -273800.722571 nChanged 15 SP:Iteration 6Q (201.278874 sec): 3 clusters Score: Raw -274003.617692 + Penalty 214.116554 = -273789.501139 nChanged 4 SP:Iteration 7F (201.288604 sec): 3 clusters Score: Raw -274008.515965 + Penalty 214.116554 = -273794.399412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 14 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.296307 sec): 2 clusters Score: Raw -23634.951019 + Penalty 655.015769 = -22979.935250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.297391 sec): 3 clusters Score: Raw -23499.187846 + Penalty 1313.293935 = -22185.893911 nChanged 138 SP:Iteration 1F (201.298457 sec): 3 clusters Score: Raw -23659.913847 + Penalty 1319.051615 = -22340.862232 nChanged 42 SP:Iteration 2F (201.299522 sec): 3 clusters Score: Raw -23717.788638 + Penalty 1321.782818 = -22396.005820 nChanged 24 SP:Iteration 3Q (201.300570 sec): 3 clusters Score: Raw -23753.473307 + Penalty 1325.823959 = -22427.649347 nChanged 14 SP:Iteration 4Q (201.301609 sec): 3 clusters Score: Raw -23771.638374 + Penalty 1326.033903 = -22445.604470 nChanged 5 SP:Iteration 5Q (201.302646 sec): 3 clusters Score: Raw -23778.016749 + Penalty 1326.338537 = -22451.678212 nChanged 2 SP:Iteration 6Q (201.303687 sec): 3 clusters Score: Raw -23780.377650 + Penalty 1327.252687 = -22453.124963 nChanged 1 SP:Iteration 7Q (201.304725 sec): 3 clusters Score: Raw -23781.349848 + Penalty 1327.252687 = -22454.097161 nChanged 0 SP:Iteration 8F (201.305787 sec): 3 clusters Score: Raw -23781.349848 + Penalty 1327.252687 = -22454.097161 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 15 (1181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.311982 sec): 2 clusters Score: Raw -61636.746993 + Penalty 577.424131 = -61059.322862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.314262 sec): 3 clusters Score: Raw -61042.497542 + Penalty 1154.201262 = -59888.296280 nChanged 403 SP:Iteration 1F (201.316483 sec): 3 clusters Score: Raw -61265.177215 + Penalty 1154.340085 = -60110.837131 nChanged 132 SP:Iteration 2F (201.318695 sec): 3 clusters Score: Raw -61348.866071 + Penalty 1154.594636 = -60194.271435 nChanged 71 SP:Iteration 3F (201.320903 sec): 3 clusters Score: Raw -61397.354984 + Penalty 1154.522041 = -60242.832943 nChanged 56 SP:Iteration 4Q (201.323105 sec): 3 clusters Score: Raw -61434.710879 + Penalty 1155.492716 = -60279.218163 nChanged 47 SP:Iteration 5Q (201.325307 sec): 3 clusters Score: Raw -61469.294909 + Penalty 1159.203981 = -60310.090928 nChanged 54 SP:Iteration 6Q (201.327505 sec): 3 clusters Score: Raw -61513.483454 + Penalty 1165.802668 = -60347.680786 nChanged 54 SP:Iteration 7Q (201.329695 sec): 3 clusters Score: Raw -61563.437185 + Penalty 1176.055870 = -60387.381315 nChanged 53 SP:Iteration 8Q (201.331868 sec): 3 clusters Score: Raw -61613.788446 + Penalty 1186.675618 = -60427.112828 nChanged 51 SP:Iteration 9Q (201.334025 sec): 3 clusters Score: Raw -61657.438352 + Penalty 1200.478462 = -60456.959889 nChanged 50 SP:Iteration 10F (201.336233 sec): 3 clusters Score: Raw -61703.007256 + Penalty 1213.282888 = -60489.724367 nChanged 35 SP:Iteration 11Q (201.338355 sec): 3 clusters Score: Raw -61730.447127 + Penalty 1224.527938 = -60505.919190 nChanged 28 SP:Iteration 12Q (201.340465 sec): 3 clusters Score: Raw -61747.913797 + Penalty 1235.915289 = -60511.998508 nChanged 26 SP:Iteration 13Q (201.342564 sec): 3 clusters Score: Raw -61770.866920 + Penalty 1247.392144 = -60523.474776 nChanged 26 SP:Iteration 14Q (201.344687 sec): 3 clusters Score: Raw -61794.303900 + Penalty 1257.275672 = -60537.028229 nChanged 23 SP:Iteration 15Q (201.346765 sec): 3 clusters Score: Raw -61815.761122 + Penalty 1270.219730 = -60545.541392 nChanged 24 SP:Iteration 16Q (201.348834 sec): 3 clusters Score: Raw -61840.249751 + Penalty 1278.198227 = -60562.051524 nChanged 22 SP:Iteration 17Q (201.350881 sec): 3 clusters Score: Raw -61857.033117 + Penalty 1283.304709 = -60573.728408 nChanged 10 SP:Iteration 18Q (201.352939 sec): 3 clusters Score: Raw -61861.677371 + Penalty 1284.679866 = -60576.997505 nChanged 6 SP:Iteration 19Q (201.354972 sec): 3 clusters Score: Raw -61865.433335 + Penalty 1287.972524 = -60577.460811 nChanged 5 SP:Iteration 20F (201.357174 sec): 3 clusters Score: Raw -61867.341889 + Penalty 1289.215335 = -60578.126554 nChanged 1 SP:Iteration 21Q (201.359214 sec): 3 clusters Score: Raw -61867.824113 + Penalty 1289.215335 = -60578.608778 nChanged 0 SP:Iteration 22F (201.361444 sec): 3 clusters Score: Raw -61867.824113 + Penalty 1289.215335 = -60578.608778 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 18 (384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.364118 sec): 2 clusters Score: Raw -20459.183814 + Penalty 792.541441 = -19666.642373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.365007 sec): 3 clusters Score: Raw -20395.671848 + Penalty 1586.600514 = -18809.071334 nChanged 87 SP:Iteration 1F (201.365876 sec): 3 clusters Score: Raw -20499.723494 + Penalty 1587.288621 = -18912.434873 nChanged 17 SP:Iteration 2Q (201.366727 sec): 3 clusters Score: Raw -20527.863091 + Penalty 1588.439636 = -18939.423455 nChanged 9 SP:Iteration 3Q (201.367601 sec): 3 clusters Score: Raw -20540.497859 + Penalty 1588.571802 = -18951.926057 nChanged 5 SP:Iteration 4Q (201.368443 sec): 3 clusters Score: Raw -20547.524579 + Penalty 1588.916993 = -18958.607586 nChanged 2 SP:Iteration 5Q (201.369281 sec): 3 clusters Score: Raw -20552.020250 + Penalty 1589.068332 = -18962.951919 nChanged 2 SP:Iteration 6Q (201.370117 sec): 3 clusters Score: Raw -20557.597304 + Penalty 1589.015599 = -18968.581705 nChanged 3 SP:Iteration 7Q (201.370952 sec): 3 clusters Score: Raw -20562.340353 + Penalty 1589.013587 = -18973.326766 nChanged 4 SP:Iteration 8Q (201.371786 sec): 3 clusters Score: Raw -20567.161351 + Penalty 1589.114583 = -18978.046769 nChanged 2 SP:Iteration 9Q (201.372619 sec): 3 clusters Score: Raw -20569.031084 + Penalty 1589.114583 = -18979.916501 nChanged 0 SP:Iteration 10F (201.373482 sec): 3 clusters Score: Raw -20569.031084 + Penalty 1589.114583 = -18979.916501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 19 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.374368 sec): 2 clusters Score: Raw -7122.795226 + Penalty 244.013137 = -6878.782089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.374840 sec): 3 clusters Score: Raw -7073.047309 + Penalty 488.242738 = -6584.804572 nChanged 31 SP:Iteration 1F (201.375308 sec): 3 clusters Score: Raw -7125.086264 + Penalty 490.624870 = -6634.461394 nChanged 23 SP:Iteration 2F (201.375774 sec): 3 clusters Score: Raw -7164.029318 + Penalty 490.555783 = -6673.473535 nChanged 5 SP:Iteration 3Q (201.376224 sec): 3 clusters Score: Raw -7174.811609 + Penalty 490.427344 = -6684.384265 nChanged 2 SP:Iteration 4Q (201.376666 sec): 3 clusters Score: Raw -7180.720865 + Penalty 490.501206 = -6690.219659 nChanged 2 SP:Iteration 5Q (201.377103 sec): 3 clusters Score: Raw -7194.098868 + Penalty 490.737936 = -6703.360932 nChanged 1 SP:Iteration 6Q (201.377537 sec): 3 clusters Score: Raw -7194.370076 + Penalty 490.737936 = -6703.632140 nChanged 0 SP:Iteration 7F (201.378001 sec): 3 clusters Score: Raw -7194.370076 + Penalty 490.737936 = -6703.632140 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 21 (943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.381767 sec): 2 clusters Score: Raw -48711.094111 + Penalty 794.755279 = -47916.338832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.383626 sec): 3 clusters Score: Raw -48346.457551 + Penalty 1589.993233 = -46756.464318 nChanged 301 SP:Iteration 1F (201.385444 sec): 3 clusters Score: Raw -48596.309859 + Penalty 1590.814247 = -47005.495613 nChanged 96 SP:Iteration 2F (201.387249 sec): 3 clusters Score: Raw -48711.855429 + Penalty 1590.718159 = -47121.137270 nChanged 61 SP:Iteration 3F (201.389071 sec): 3 clusters Score: Raw -48803.052796 + Penalty 1590.482449 = -47212.570346 nChanged 50 SP:Iteration 4F (201.390927 sec): 3 clusters Score: Raw -48872.194142 + Penalty 1589.463339 = -47282.730803 nChanged 45 SP:Iteration 5Q (201.392714 sec): 3 clusters Score: Raw -48922.572734 + Penalty 1588.632495 = -47333.940239 nChanged 26 SP:Iteration 6Q (201.394452 sec): 3 clusters Score: Raw -48943.189311 + Penalty 1588.300512 = -47354.888799 nChanged 14 SP:Iteration 7Q (201.396202 sec): 3 clusters Score: Raw -48956.529031 + Penalty 1587.508036 = -47369.020995 nChanged 11 SP:Iteration 8Q (201.397941 sec): 3 clusters Score: Raw -48965.285987 + Penalty 1587.137744 = -47378.148243 nChanged 4 SP:Iteration 9Q (201.399676 sec): 3 clusters Score: Raw -48967.442744 + Penalty 1586.989387 = -47380.453357 nChanged 1 SP:Iteration 10F (201.401473 sec): 3 clusters Score: Raw -48967.738334 + Penalty 1587.141474 = -47380.596861 nChanged 1 SP:Iteration 11Q (201.403207 sec): 3 clusters Score: Raw -48968.608936 + Penalty 1586.960152 = -47381.648785 nChanged 2 SP:Iteration 12Q (201.404986 sec): 3 clusters Score: Raw -48969.218803 + Penalty 1586.678400 = -47382.540403 nChanged 2 SP:Iteration 13Q (201.406755 sec): 3 clusters Score: Raw -48971.885876 + Penalty 1586.519452 = -47385.366424 nChanged 3 SP:Iteration 14Q (201.408482 sec): 3 clusters Score: Raw -48975.607871 + Penalty 1586.426473 = -47389.181398 nChanged 1 SP:Iteration 15Q (201.410213 sec): 3 clusters Score: Raw -48975.822462 + Penalty 1586.564199 = -47389.258263 nChanged 3 SP:Iteration 16Q (201.411942 sec): 3 clusters Score: Raw -48976.480166 + Penalty 1586.612814 = -47389.867352 nChanged 1 SP:Iteration 17Q (201.413669 sec): 3 clusters Score: Raw -48977.314969 + Penalty 1586.612814 = -47390.702155 nChanged 0 SP:Iteration 18F (201.415466 sec): 3 clusters Score: Raw -48977.314969 + Penalty 1586.612814 = -47390.702155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 22 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.417614 sec): 2 clusters Score: Raw -26101.763017 + Penalty 642.530789 = -25459.232229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.418665 sec): 3 clusters Score: Raw -25950.105178 + Penalty 1286.016166 = -24664.089012 nChanged 125 SP:Iteration 1F (201.419695 sec): 3 clusters Score: Raw -26052.016085 + Penalty 1286.136197 = -24765.879889 nChanged 37 SP:Iteration 2F (201.420722 sec): 3 clusters Score: Raw -26090.626274 + Penalty 1286.715208 = -24803.911065 nChanged 16 SP:Iteration 3Q (201.421736 sec): 3 clusters Score: Raw -26107.602563 + Penalty 1286.776376 = -24820.826188 nChanged 14 SP:Iteration 4Q (201.422747 sec): 3 clusters Score: Raw -26125.711590 + Penalty 1286.712951 = -24838.998640 nChanged 5 SP:Iteration 5Q (201.423754 sec): 3 clusters Score: Raw -26131.426785 + Penalty 1286.673974 = -24844.752811 nChanged 2 SP:Iteration 6Q (201.424761 sec): 3 clusters Score: Raw -26134.913401 + Penalty 1286.652911 = -24848.260490 nChanged 2 SP:Iteration 7Q (201.425765 sec): 3 clusters Score: Raw -26136.075152 + Penalty 1286.652911 = -24849.422241 nChanged 0 SP:Iteration 8F (201.426794 sec): 3 clusters Score: Raw -26136.075152 + Penalty 1286.652911 = -24849.422241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 23 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.428134 sec): 2 clusters Score: Raw -13165.708946 + Penalty 292.245442 = -12873.463504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.428864 sec): 3 clusters Score: Raw -13084.545176 + Penalty 630.620510 = -12453.924667 nChanged 87 SP:Iteration 1F (201.429582 sec): 3 clusters Score: Raw -13231.181678 + Penalty 677.964845 = -12553.216833 nChanged 24 SP:Iteration 2F (201.430301 sec): 3 clusters Score: Raw -13289.144536 + Penalty 678.859152 = -12610.285383 nChanged 4 SP:Iteration 3Q (201.430974 sec): 3 clusters Score: Raw -13297.066530 + Penalty 689.063244 = -12608.003286 nChanged 3 SP:Iteration 4F (201.431691 sec): 3 clusters Score: Raw -13304.086233 + Penalty 695.789513 = -12608.296719 nChanged 4 SP:Iteration 5Q (201.432357 sec): 3 clusters Score: Raw -13310.130945 + Penalty 699.079765 = -12611.051180 nChanged 2 SP:Iteration 6Q (201.433016 sec): 3 clusters Score: Raw -13316.456511 + Penalty 702.493248 = -12613.963263 nChanged 1 SP:Iteration 7Q (201.433659 sec): 3 clusters Score: Raw -13320.263635 + Penalty 702.493248 = -12617.770387 nChanged 0 SP:Iteration 8F (201.434375 sec): 3 clusters Score: Raw -13320.263635 + Penalty 702.493248 = -12617.770387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 26 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.435732 sec): 2 clusters Score: Raw -15952.024134 + Penalty 585.127489 = -15366.896645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.436523 sec): 3 clusters Score: Raw -15875.090045 + Penalty 1170.135480 = -14704.954565 nChanged 70 SP:Iteration 1F (201.437304 sec): 3 clusters Score: Raw -15957.821821 + Penalty 1168.213980 = -14789.607841 nChanged 22 SP:Iteration 2F (201.438081 sec): 3 clusters Score: Raw -15998.646252 + Penalty 1164.926625 = -14833.719628 nChanged 23 SP:Iteration 3F (201.438857 sec): 3 clusters Score: Raw -16036.770320 + Penalty 1161.924921 = -14874.845399 nChanged 10 SP:Iteration 4Q (201.439609 sec): 3 clusters Score: Raw -16051.069656 + Penalty 1161.346666 = -14889.722990 nChanged 6 SP:Iteration 5Q (201.440358 sec): 3 clusters Score: Raw -16070.156968 + Penalty 1161.067947 = -14909.089022 nChanged 5 SP:Iteration 6Q (201.441107 sec): 3 clusters Score: Raw -16077.749432 + Penalty 1160.970389 = -14916.779043 nChanged 2 SP:Iteration 7Q (201.441853 sec): 3 clusters Score: Raw -16083.411871 + Penalty 1161.678934 = -14921.732938 nChanged 2 SP:Iteration 8Q (201.442596 sec): 3 clusters Score: Raw -16087.703847 + Penalty 1161.678934 = -14926.024914 nChanged 0 SP:Iteration 9F (201.443372 sec): 3 clusters Score: Raw -16087.703847 + Penalty 1161.678934 = -14926.024914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 27 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.444387 sec): 2 clusters Score: Raw -9587.087109 + Penalty 274.373260 = -9312.713849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.444958 sec): 3 clusters Score: Raw -9509.568355 + Penalty 546.446846 = -8963.121509 nChanged 51 SP:Iteration 1F (201.445514 sec): 3 clusters Score: Raw -9557.667835 + Penalty 544.718619 = -9012.949216 nChanged 18 SP:Iteration 2F (201.446069 sec): 3 clusters Score: Raw -9601.343633 + Penalty 543.680350 = -9057.663283 nChanged 13 SP:Iteration 3F (201.446624 sec): 3 clusters Score: Raw -9623.906139 + Penalty 542.054787 = -9081.851352 nChanged 5 SP:Iteration 4Q (201.447162 sec): 3 clusters Score: Raw -9629.011650 + Penalty 542.167803 = -9086.843846 nChanged 1 SP:Iteration 5Q (201.447698 sec): 3 clusters Score: Raw -9629.142134 + Penalty 542.167803 = -9086.974330 nChanged 0 SP:Iteration 6F (201.448252 sec): 3 clusters Score: Raw -9629.142134 + Penalty 542.167803 = -9086.974330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 28 (262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.449450 sec): 2 clusters Score: Raw -10715.669899 + Penalty 394.983788 = -10320.686111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.450150 sec): 3 clusters Score: Raw -10636.976228 + Penalty 797.836981 = -9839.139247 nChanged 68 SP:Iteration 1F (201.450813 sec): 3 clusters Score: Raw -10754.362892 + Penalty 810.476664 = -9943.886228 nChanged 28 SP:Iteration 2F (201.451474 sec): 3 clusters Score: Raw -10816.863390 + Penalty 815.351220 = -10001.512170 nChanged 12 SP:Iteration 3Q (201.452108 sec): 3 clusters Score: Raw -10838.008002 + Penalty 813.156151 = -10024.851851 nChanged 8 SP:Iteration 4Q (201.452735 sec): 3 clusters Score: Raw -10856.937912 + Penalty 813.476894 = -10043.461019 nChanged 4 SP:Iteration 5Q (201.453359 sec): 3 clusters Score: Raw -10862.485489 + Penalty 812.683671 = -10049.801817 nChanged 1 SP:Iteration 6Q (201.453980 sec): 3 clusters Score: Raw -10862.794480 + Penalty 812.683671 = -10050.110808 nChanged 0 SP:Iteration 7F (201.454640 sec): 3 clusters Score: Raw -10862.794480 + Penalty 812.683671 = -10050.110808 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 29 (1189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.461241 sec): 2 clusters Score: Raw -56053.544474 + Penalty 606.668273 = -55446.876200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.463529 sec): 3 clusters Score: Raw -55453.302380 + Penalty 1213.456415 = -54239.845964 nChanged 431 SP:Iteration 1F (201.465780 sec): 3 clusters Score: Raw -55887.841851 + Penalty 1213.720262 = -54674.121589 nChanged 153 SP:Iteration 2F (201.467999 sec): 3 clusters Score: Raw -56045.598050 + Penalty 1213.662111 = -54831.935938 nChanged 68 SP:Iteration 3F (201.470349 sec): 3 clusters Score: Raw -56099.352928 + Penalty 1213.730535 = -54885.622394 nChanged 40 SP:Iteration 4Q (201.472646 sec): 3 clusters Score: Raw -56122.329578 + Penalty 1213.573947 = -54908.755631 nChanged 20 SP:Iteration 5Q (201.474803 sec): 3 clusters Score: Raw -56130.762311 + Penalty 1213.406767 = -54917.355544 nChanged 12 SP:Iteration 6Q (201.476956 sec): 3 clusters Score: Raw -56133.797019 + Penalty 1213.220322 = -54920.576697 nChanged 9 SP:Iteration 7Q (201.479106 sec): 3 clusters Score: Raw -56137.333276 + Penalty 1212.904023 = -54924.429254 nChanged 15 SP:Iteration 8Q (201.481252 sec): 3 clusters Score: Raw -56143.308335 + Penalty 1212.485448 = -54930.822888 nChanged 17 SP:Iteration 9Q (201.483401 sec): 3 clusters Score: Raw -56150.429319 + Penalty 1212.130118 = -54938.299201 nChanged 15 SP:Iteration 10F (201.485616 sec): 3 clusters Score: Raw -56156.269003 + Penalty 1211.918856 = -54944.350147 nChanged 11 SP:Iteration 11Q (201.487760 sec): 3 clusters Score: Raw -56160.164626 + Penalty 1211.834087 = -54948.330538 nChanged 5 SP:Iteration 12Q (201.489905 sec): 3 clusters Score: Raw -56162.092679 + Penalty 1211.588231 = -54950.504448 nChanged 6 SP:Iteration 13Q (201.492068 sec): 3 clusters Score: Raw -56163.454540 + Penalty 1211.470199 = -54951.984340 nChanged 3 SP:Iteration 14Q (201.494211 sec): 3 clusters Score: Raw -56163.843749 + Penalty 1211.394474 = -54952.449275 nChanged 3 SP:Iteration 15Q (201.496363 sec): 3 clusters Score: Raw -56164.494630 + Penalty 1211.336441 = -54953.158190 nChanged 3 SP:Iteration 16Q (201.498504 sec): 3 clusters Score: Raw -56164.873913 + Penalty 1211.370724 = -54953.503189 nChanged 1 SP:Iteration 17Q (201.500645 sec): 3 clusters Score: Raw -56164.948923 + Penalty 1211.370724 = -54953.578198 nChanged 0 SP:Iteration 18F (201.502856 sec): 3 clusters Score: Raw -56164.948923 + Penalty 1211.370724 = -54953.578198 nChanged 0 Memory request: 0.04 GB would take us to total of 0.54 GB. Trying to split cluster 33 (8392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.542250 sec): 2 clusters Score: Raw -404122.060858 + Penalty 118.976494 = -404003.084364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.557356 sec): 3 clusters Score: Raw -398603.340778 + Penalty 239.397757 = -398363.943021 nChanged 4048 SP:Iteration 1F (201.572368 sec): 3 clusters Score: Raw -401495.616961 + Penalty 244.217330 = -401251.399630 nChanged 892 SP:Iteration 2F (201.587381 sec): 3 clusters Score: Raw -402028.091709 + Penalty 250.761109 = -401777.330599 nChanged 576 SP:Iteration 3F (201.602294 sec): 3 clusters Score: Raw -402355.646683 + Penalty 257.263149 = -402098.383534 nChanged 383 SP:Iteration 4Q (201.617257 sec): 3 clusters Score: Raw -402541.473351 + Penalty 262.303779 = -402279.169572 nChanged 268 SP:Iteration 5Q (201.632169 sec): 3 clusters Score: Raw -402636.186086 + Penalty 266.801133 = -402369.384953 nChanged 237 SP:Iteration 6Q (201.647036 sec): 3 clusters Score: Raw -402716.718909 + Penalty 270.431436 = -402446.287473 nChanged 226 SP:Iteration 7Q (201.661985 sec): 3 clusters Score: Raw -402795.249078 + Penalty 273.219773 = -402522.029305 nChanged 234 SP:Iteration 8Q (201.677168 sec): 3 clusters Score: Raw -402889.413139 + Penalty 274.811737 = -402614.601402 nChanged 246 SP:Iteration 9Q (201.691988 sec): 3 clusters Score: Raw -402995.833299 + Penalty 278.130138 = -402717.703161 nChanged 252 SP:Iteration 10F (201.706852 sec): 3 clusters Score: Raw -403117.592542 + Penalty 280.276937 = -402837.315604 nChanged 261 SP:Iteration 11Q (201.721657 sec): 3 clusters Score: Raw -403233.237427 + Penalty 281.268488 = -402951.968938 nChanged 208 SP:Iteration 12Q (201.736345 sec): 3 clusters Score: Raw -403320.912929 + Penalty 280.930653 = -403039.982275 nChanged 173 SP:Iteration 13Q (201.750868 sec): 3 clusters Score: Raw -403405.940226 + Penalty 278.512583 = -403127.427643 nChanged 147 SP:Iteration 14Q (201.766874 sec): 3 clusters Score: Raw -403500.418425 + Penalty 273.464001 = -403226.954423 nChanged 117 SP:Iteration 15Q (201.782888 sec): 3 clusters Score: Raw -403636.390212 + Penalty 267.595455 = -403368.794757 nChanged 102 SP:Iteration 16Q (201.797895 sec): 3 clusters Score: Raw -403737.004901 + Penalty 261.942747 = -403475.062154 nChanged 89 SP:Iteration 17Q (201.811955 sec): 3 clusters Score: Raw -403821.247975 + Penalty 256.799481 = -403564.448494 nChanged 92 SP:Iteration 18Q (201.825089 sec): 3 clusters Score: Raw -403885.174536 + Penalty 252.400209 = -403632.774327 nChanged 95 SP:Iteration 19Q (201.837987 sec): 3 clusters Score: Raw -403949.696212 + Penalty 248.023407 = -403701.672805 nChanged 84 SP:Iteration 20F (201.852751 sec): 3 clusters Score: Raw -404002.881693 + Penalty 244.845895 = -403758.035798 nChanged 83 SP:Iteration 21Q (201.865470 sec): 3 clusters Score: Raw -404040.642859 + Penalty 243.220470 = -403797.422389 nChanged 67 SP:Iteration 22Q (201.878168 sec): 3 clusters Score: Raw -404069.300529 + Penalty 241.513028 = -403827.787501 nChanged 47 SP:Iteration 23Q (201.890956 sec): 3 clusters Score: Raw -404086.371796 + Penalty 241.214205 = -403845.157590 nChanged 42 SP:Iteration 24Q (201.903357 sec): 3 clusters Score: Raw -404099.764197 + Penalty 240.995677 = -403858.768520 nChanged 46 SP:Iteration 25Q (201.915697 sec): 3 clusters Score: Raw -404113.962088 + Penalty 239.454844 = -403874.507244 nChanged 37 SP:Iteration 26Q (201.927938 sec): 3 clusters Score: Raw -404124.745213 + Penalty 238.987516 = -403885.757697 nChanged 26 SP:Iteration 27Q (201.940153 sec): 3 clusters Score: Raw -404131.173868 + Penalty 239.081214 = -403892.092654 nChanged 24 SP:Iteration 28Q (201.952297 sec): 3 clusters Score: Raw -404135.384562 + Penalty 239.633034 = -403895.751528 nChanged 17 SP:Iteration 29Q (201.964451 sec): 3 clusters Score: Raw -404137.609547 + Penalty 238.437895 = -403899.171652 nChanged 17 SP:Iteration 30F (201.979229 sec): 3 clusters Score: Raw -404140.139588 + Penalty 237.621666 = -403902.517922 nChanged 12 SP:Iteration 31Q (201.991537 sec): 3 clusters Score: Raw -404141.921984 + Penalty 237.576470 = -403904.345513 nChanged 10 SP:Iteration 32Q (202.003675 sec): 3 clusters Score: Raw -404143.672164 + Penalty 237.918976 = -403905.753189 nChanged 15 SP:Iteration 33Q (202.015773 sec): 3 clusters Score: Raw -404146.324162 + Penalty 236.519551 = -403909.804610 nChanged 14 SP:Iteration 34Q (202.028050 sec): 3 clusters Score: Raw -404148.471031 + Penalty 236.507236 = -403911.963795 nChanged 13 SP:Iteration 35Q (202.040083 sec): 3 clusters Score: Raw -404150.556579 + Penalty 236.736422 = -403913.820156 nChanged 17 SP:Iteration 36Q (202.052109 sec): 3 clusters Score: Raw -404152.845193 + Penalty 235.740095 = -403917.105098 nChanged 11 SP:Iteration 37Q (202.064072 sec): 3 clusters Score: Raw -404154.542589 + Penalty 236.280760 = -403918.261830 nChanged 15 SP:Iteration 38Q (202.076049 sec): 3 clusters Score: Raw -404158.672913 + Penalty 236.300501 = -403922.372412 nChanged 16 SP:Iteration 39Q (202.088469 sec): 3 clusters Score: Raw -404161.681039 + Penalty 236.851278 = -403924.829761 nChanged 13 SP:Iteration 40F (202.103349 sec): 3 clusters Score: Raw -404163.993024 + Penalty 237.237294 = -403926.755730 nChanged 9 SP:Iteration 41Q (202.115258 sec): 3 clusters Score: Raw -404165.390432 + Penalty 237.841646 = -403927.548786 nChanged 9 SP:Iteration 42Q (202.127167 sec): 3 clusters Score: Raw -404167.119248 + Penalty 237.328906 = -403929.790343 nChanged 6 SP:Iteration 43Q (202.139076 sec): 3 clusters Score: Raw -404167.710115 + Penalty 237.401331 = -403930.308784 nChanged 4 SP:Iteration 44Q (202.150923 sec): 3 clusters Score: Raw -404168.033350 + Penalty 237.116318 = -403930.917032 nChanged 2 SP:Iteration 45Q (202.162770 sec): 3 clusters Score: Raw -404168.168598 + Penalty 235.682603 = -403932.485995 nChanged 3 SP:Iteration 46Q (202.174629 sec): 3 clusters Score: Raw -404168.845506 + Penalty 235.745175 = -403933.100331 nChanged 3 SP:Iteration 47Q (202.186536 sec): 3 clusters Score: Raw -404169.402395 + Penalty 235.615546 = -403933.786849 nChanged 6 SP:Iteration 48Q (202.198454 sec): 3 clusters Score: Raw -404170.650756 + Penalty 235.766429 = -403934.884328 nChanged 6 SP:Iteration 49Q (202.210306 sec): 3 clusters Score: Raw -404173.343566 + Penalty 236.119622 = -403937.223944 nChanged 13 SP:Iteration 50F (202.225072 sec): 3 clusters Score: Raw -404180.640444 + Penalty 236.666125 = -403943.974319 nChanged 12 SP:Iteration 51Q (202.236867 sec): 3 clusters Score: Raw -404185.476844 + Penalty 234.851771 = -403950.625073 nChanged 9 SP:Iteration 52Q (202.248675 sec): 3 clusters Score: Raw -404187.948583 + Penalty 234.975399 = -403952.973184 nChanged 3 SP:Iteration 53Q (202.260788 sec): 3 clusters Score: Raw -404188.196803 + Penalty 234.942951 = -403953.253852 nChanged 1 SP:Iteration 54Q (202.272780 sec): 3 clusters Score: Raw -404188.374368 + Penalty 235.023240 = -403953.351129 nChanged 2 SP:Iteration 55Q (202.284578 sec): 3 clusters Score: Raw -404188.643223 + Penalty 233.828205 = -403954.815017 nChanged 2 SP:Iteration 56Q (202.296694 sec): 3 clusters Score: Raw -404189.362520 + Penalty 233.828205 = -403955.534315 nChanged 0 SP:Iteration 57F (202.311435 sec): 3 clusters Score: Raw -404189.362520 + Penalty 233.828205 = -403955.534315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 34 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.317373 sec): 2 clusters Score: Raw -15412.041986 + Penalty 82.609044 = -15329.432942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.318154 sec): 3 clusters Score: Raw -15263.124253 + Penalty 173.462644 = -15089.661609 nChanged 126 SP:Iteration 1F (202.318919 sec): 3 clusters Score: Raw -15418.788409 + Penalty 181.202026 = -15237.586383 nChanged 26 SP:Iteration 2F (202.319687 sec): 3 clusters Score: Raw -15454.551952 + Penalty 193.252389 = -15261.299563 nChanged 19 SP:Iteration 3F (202.320450 sec): 3 clusters Score: Raw -15471.837132 + Penalty 197.404024 = -15274.433108 nChanged 7 SP:Iteration 4Q (202.321206 sec): 3 clusters Score: Raw -15475.374401 + Penalty 198.699172 = -15276.675229 nChanged 3 SP:Iteration 5Q (202.321962 sec): 3 clusters Score: Raw -15476.728716 + Penalty 203.281911 = -15273.446805 nChanged 2 SP:Iteration 6F (202.322723 sec): 3 clusters Score: Raw -15477.201322 + Penalty 203.281911 = -15273.919410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 35 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.323877 sec): 2 clusters Score: Raw -8335.323505 + Penalty 711.513538 = -7623.809967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.324470 sec): 3 clusters Score: Raw -8405.041785 + Penalty 1422.021303 = -6983.020482 nChanged 35 SP:Iteration 1F (202.325056 sec): 3 clusters Score: Raw -8509.507173 + Penalty 1421.796760 = -7087.710413 nChanged 8 SP:Iteration 2Q (202.325606 sec): 3 clusters Score: Raw -8535.697313 + Penalty 1420.240825 = -7115.456488 nChanged 8 SP:Iteration 3Q (202.326148 sec): 3 clusters Score: Raw -8555.764627 + Penalty 1418.905784 = -7136.858843 nChanged 5 SP:Iteration 4Q (202.326690 sec): 3 clusters Score: Raw -8564.217211 + Penalty 1418.815408 = -7145.401802 nChanged 1 SP:Iteration 5Q (202.327227 sec): 3 clusters Score: Raw -8565.124161 + Penalty 1418.815408 = -7146.308753 nChanged 0 SP:Iteration 6F (202.327809 sec): 3 clusters Score: Raw -8565.124161 + Penalty 1418.815408 = -7146.308753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 36 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.329309 sec): 2 clusters Score: Raw -20187.058788 + Penalty 712.354079 = -19474.704709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.330183 sec): 3 clusters Score: Raw -20097.150426 + Penalty 1425.486048 = -18671.664378 nChanged 84 SP:Iteration 1F (202.331045 sec): 3 clusters Score: Raw -20201.315096 + Penalty 1427.418349 = -18773.896747 nChanged 25 SP:Iteration 2F (202.331904 sec): 3 clusters Score: Raw -20232.131125 + Penalty 1428.094174 = -18804.036952 nChanged 9 SP:Iteration 3Q (202.332748 sec): 3 clusters Score: Raw -20246.240738 + Penalty 1428.343660 = -18817.897078 nChanged 12 SP:Iteration 4Q (202.333590 sec): 3 clusters Score: Raw -20260.454647 + Penalty 1427.790735 = -18832.663912 nChanged 10 SP:Iteration 5Q (202.334430 sec): 3 clusters Score: Raw -20272.979075 + Penalty 1427.417746 = -18845.561329 nChanged 9 SP:Iteration 6Q (202.335271 sec): 3 clusters Score: Raw -20279.926761 + Penalty 1427.044937 = -18852.881824 nChanged 3 SP:Iteration 7Q (202.336108 sec): 3 clusters Score: Raw -20286.218735 + Penalty 1426.400477 = -18859.818258 nChanged 5 SP:Iteration 8Q (202.336942 sec): 3 clusters Score: Raw -20290.466901 + Penalty 1427.089410 = -18863.377491 nChanged 5 SP:Iteration 9Q (202.337775 sec): 3 clusters Score: Raw -20296.759799 + Penalty 1426.389339 = -18870.370459 nChanged 4 SP:Iteration 10F (202.338632 sec): 3 clusters Score: Raw -20303.299968 + Penalty 1426.560675 = -18876.739293 nChanged 2 SP:Iteration 11Q (202.339462 sec): 3 clusters Score: Raw -20304.762958 + Penalty 1426.560675 = -18878.202282 nChanged 0 SP:Iteration 12F (202.340321 sec): 3 clusters Score: Raw -20304.762958 + Penalty 1426.560675 = -18878.202282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 38 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.341528 sec): 2 clusters Score: Raw -10254.056387 + Penalty 311.030272 = -9943.026115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.342214 sec): 3 clusters Score: Raw -10209.433272 + Penalty 621.802883 = -9587.630389 nChanged 70 SP:Iteration 1F (202.342888 sec): 3 clusters Score: Raw -10317.801845 + Penalty 621.919428 = -9695.882417 nChanged 23 SP:Iteration 2F (202.343561 sec): 3 clusters Score: Raw -10358.759917 + Penalty 622.060544 = -9736.699373 nChanged 13 SP:Iteration 3Q (202.344208 sec): 3 clusters Score: Raw -10389.654914 + Penalty 622.387085 = -9767.267829 nChanged 6 SP:Iteration 4Q (202.344849 sec): 3 clusters Score: Raw -10396.886538 + Penalty 622.194535 = -9774.692003 nChanged 3 SP:Iteration 5Q (202.345499 sec): 3 clusters Score: Raw -10407.522140 + Penalty 622.137448 = -9785.384692 nChanged 4 SP:Iteration 6Q (202.346165 sec): 3 clusters Score: Raw -10418.262350 + Penalty 622.060544 = -9796.201807 nChanged 3 SP:Iteration 7Q (202.346799 sec): 3 clusters Score: Raw -10425.826890 + Penalty 622.060544 = -9803.766346 nChanged 2 SP:Iteration 8Q (202.347430 sec): 3 clusters Score: Raw -10426.900583 + Penalty 622.060544 = -9804.840039 nChanged 0 SP:Iteration 9F (202.348102 sec): 3 clusters Score: Raw -10426.900583 + Penalty 622.060544 = -9804.840039 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 41 (1105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.351583 sec): 2 clusters Score: Raw -53795.014731 + Penalty 94.641326 = -53700.373405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.353716 sec): 3 clusters Score: Raw -53111.571070 + Penalty 193.613507 = -52917.957562 nChanged 485 SP:Iteration 1F (202.355790 sec): 3 clusters Score: Raw -53521.475370 + Penalty 211.294038 = -53310.181332 nChanged 135 SP:Iteration 2F (202.357854 sec): 3 clusters Score: Raw -53715.302180 + Penalty 247.554783 = -53467.747397 nChanged 84 SP:Iteration 3F (202.359915 sec): 3 clusters Score: Raw -53846.385514 + Penalty 276.001191 = -53570.384324 nChanged 36 SP:Iteration 4Q (202.361894 sec): 3 clusters Score: Raw -53902.806678 + Penalty 309.573976 = -53593.232702 nChanged 21 SP:Iteration 5Q (202.363724 sec): 3 clusters Score: Raw -53934.573012 + Penalty 324.123625 = -53610.449388 nChanged 7 SP:Iteration 6Q (202.365469 sec): 3 clusters Score: Raw -53948.809915 + Penalty 333.142091 = -53615.667824 nChanged 4 SP:Iteration 7Q (202.367137 sec): 3 clusters Score: Raw -53967.722906 + Penalty 334.028413 = -53633.694494 nChanged 2 SP:Iteration 8Q (202.368820 sec): 3 clusters Score: Raw -53988.231789 + Penalty 332.950298 = -53655.281490 nChanged 1 SP:Iteration 9Q (202.370477 sec): 3 clusters Score: Raw -53998.427181 + Penalty 332.950298 = -53665.476883 nChanged 0 SP:Iteration 10F (202.372554 sec): 3 clusters Score: Raw -53998.427181 + Penalty 332.950298 = -53665.476883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 43 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.373229 sec): 2 clusters Score: Raw -2061.639010 + Penalty 74.649248 = -1986.989762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.373531 sec): 3 clusters Score: Raw -2043.723644 + Penalty 158.067462 = -1885.656182 nChanged 9 SP:Iteration 1F (202.373826 sec): 3 clusters Score: Raw -2054.224185 + Penalty 168.075708 = -1886.148477 nChanged 5 SP:Iteration 2F (202.374113 sec): 3 clusters Score: Raw -2060.107044 + Penalty 185.084108 = -1875.022936 nChanged 3 SP:Iteration 3F (202.374398 sec): 3 clusters Score: Raw -2066.627095 + Penalty 207.104444 = -1859.522650 nChanged 2 SP:Iteration 4F (202.374682 sec): 3 clusters Score: Raw -2068.446458 + Penalty 207.104444 = -1861.342014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 48 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.375946 sec): 2 clusters Score: Raw -14955.632261 + Penalty 625.513657 = -14330.118604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.376646 sec): 3 clusters Score: Raw -14907.069174 + Penalty 1248.064035 = -13659.005138 nChanged 51 SP:Iteration 1F (202.377337 sec): 3 clusters Score: Raw -14972.963262 + Penalty 1241.371226 = -13731.592037 nChanged 15 SP:Iteration 2F (202.378027 sec): 3 clusters Score: Raw -14996.774777 + Penalty 1234.473976 = -13762.300801 nChanged 11 SP:Iteration 3Q (202.378703 sec): 3 clusters Score: Raw -15022.918989 + Penalty 1229.212017 = -13793.706972 nChanged 7 SP:Iteration 4Q (202.379372 sec): 3 clusters Score: Raw -15041.056728 + Penalty 1225.721906 = -13815.334821 nChanged 6 SP:Iteration 5Q (202.380038 sec): 3 clusters Score: Raw -15051.588752 + Penalty 1225.759226 = -13825.829526 nChanged 3 SP:Iteration 6Q (202.380703 sec): 3 clusters Score: Raw -15055.173216 + Penalty 1226.179564 = -13828.993652 nChanged 1 SP:Iteration 7Q (202.381399 sec): 3 clusters Score: Raw -15056.944024 + Penalty 1226.174534 = -13830.769490 nChanged 2 SP:Iteration 8Q (202.382065 sec): 3 clusters Score: Raw -15058.992001 + Penalty 1227.913468 = -13831.078532 nChanged 5 SP:Iteration 9Q (202.382728 sec): 3 clusters Score: Raw -15064.316418 + Penalty 1228.136201 = -13836.180218 nChanged 3 SP:Iteration 10F (202.383413 sec): 3 clusters Score: Raw -15068.172475 + Penalty 1228.025514 = -13840.146962 nChanged 1 SP:Iteration 11Q (202.384084 sec): 3 clusters Score: Raw -15069.646374 + Penalty 1228.025514 = -13841.620861 nChanged 0 SP:Iteration 12F (202.384770 sec): 3 clusters Score: Raw -15069.646374 + Penalty 1228.025514 = -13841.620861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 50 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.385992 sec): 2 clusters Score: Raw -8312.634141 + Penalty 84.480769 = -8228.153372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.386491 sec): 3 clusters Score: Raw -8234.841920 + Penalty 169.332847 = -8065.509073 nChanged 61 SP:Iteration 1F (202.386988 sec): 3 clusters Score: Raw -8270.383718 + Penalty 170.692168 = -8099.691551 nChanged 14 SP:Iteration 2F (202.387492 sec): 3 clusters Score: Raw -8282.830480 + Penalty 173.601078 = -8109.229401 nChanged 14 SP:Iteration 3F (202.387990 sec): 3 clusters Score: Raw -8291.422939 + Penalty 175.699007 = -8115.723932 nChanged 8 SP:Iteration 4Q (202.388485 sec): 3 clusters Score: Raw -8296.286933 + Penalty 179.413136 = -8116.873798 nChanged 6 SP:Iteration 5Q (202.388979 sec): 3 clusters Score: Raw -8300.541520 + Penalty 182.104726 = -8118.436794 nChanged 5 SP:Iteration 6Q (202.389472 sec): 3 clusters Score: Raw -8304.162098 + Penalty 187.129420 = -8117.032677 nChanged 6 SP:Iteration 7F (202.389969 sec): 3 clusters Score: Raw -8308.382612 + Penalty 192.700270 = -8115.682342 nChanged 5 SP:Iteration 8F (202.390465 sec): 3 clusters Score: Raw -8312.014201 + Penalty 208.661764 = -8103.352437 nChanged 6 SP:Iteration 9F (202.390959 sec): 3 clusters Score: Raw -8318.282681 + Penalty 201.018294 = -8117.264387 nChanged 3 SP:Iteration 10F (202.391445 sec): 3 clusters Score: Raw -8324.818745 + Penalty 205.824922 = -8118.993823 nChanged 1 SP:Iteration 11Q (202.391918 sec): 3 clusters Score: Raw -8326.753031 + Penalty 205.824922 = -8120.928109 nChanged 0 SP:Iteration 12F (202.392399 sec): 3 clusters Score: Raw -8326.753031 + Penalty 205.824922 = -8120.928109 nChanged 0 Memory request: 0.02 GB would take us to total of 0.52 GB. Trying to split cluster 55 (2827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.406265 sec): 2 clusters Score: Raw -137444.982595 + Penalty 91.432261 = -137353.550334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.411450 sec): 3 clusters Score: Raw -135588.139963 + Penalty 186.011036 = -135402.128927 nChanged 1331 SP:Iteration 1F (202.416513 sec): 3 clusters Score: Raw -136444.597360 + Penalty 191.929930 = -136252.667430 nChanged 359 SP:Iteration 2F (202.421550 sec): 3 clusters Score: Raw -136632.611243 + Penalty 198.331041 = -136434.280201 nChanged 217 SP:Iteration 3F (202.426601 sec): 3 clusters Score: Raw -136742.250643 + Penalty 205.336849 = -136536.913794 nChanged 154 SP:Iteration 4F (202.431626 sec): 3 clusters Score: Raw -136822.625049 + Penalty 211.058553 = -136611.566495 nChanged 135 SP:Iteration 5Q (202.436656 sec): 3 clusters Score: Raw -136907.248736 + Penalty 220.822943 = -136686.425793 nChanged 148 SP:Iteration 6F (202.441657 sec): 3 clusters Score: Raw -137018.353211 + Penalty 235.672739 = -136782.680472 nChanged 138 SP:Iteration 7Q (202.446688 sec): 3 clusters Score: Raw -137131.579549 + Penalty 253.616498 = -136877.963051 nChanged 106 SP:Iteration 8Q (202.451735 sec): 3 clusters Score: Raw -137234.479168 + Penalty 287.592735 = -136946.886433 nChanged 88 SP:Iteration 9Q (202.456824 sec): 3 clusters Score: Raw -137333.376796 + Penalty 318.824563 = -137014.552233 nChanged 63 SP:Iteration 10F (202.461821 sec): 3 clusters Score: Raw -137406.632385 + Penalty 350.493162 = -137056.139224 nChanged 28 SP:Iteration 11Q (202.466722 sec): 3 clusters Score: Raw -137439.263996 + Penalty 349.477791 = -137089.786205 nChanged 14 SP:Iteration 12Q (202.471182 sec): 3 clusters Score: Raw -137463.794846 + Penalty 340.714729 = -137123.080116 nChanged 2 SP:Iteration 13Q (202.475183 sec): 3 clusters Score: Raw -137469.483627 + Penalty 332.916866 = -137136.566761 nChanged 1 SP:Iteration 14Q (202.479109 sec): 3 clusters Score: Raw -137469.634863 + Penalty 325.677286 = -137143.957576 nChanged 1 SP:Iteration 15Q (202.483028 sec): 3 clusters Score: Raw -137469.709709 + Penalty 325.677286 = -137144.032423 nChanged 0 SP:Iteration 16F (202.488019 sec): 3 clusters Score: Raw -137469.709709 + Penalty 325.677286 = -137144.032423 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 81 (655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.495060 sec): 2 clusters Score: Raw -31018.662425 + Penalty 49.725860 = -30968.936565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.496482 sec): 3 clusters Score: Raw -30617.413755 + Penalty 99.457895 = -30517.955859 nChanged 290 SP:Iteration 1F (202.497878 sec): 3 clusters Score: Raw -30838.476716 + Penalty 99.636671 = -30738.840045 nChanged 54 SP:Iteration 2F (202.499237 sec): 3 clusters Score: Raw -30862.518967 + Penalty 99.894501 = -30762.624466 nChanged 28 SP:Iteration 3Q (202.500529 sec): 3 clusters Score: Raw -30871.273682 + Penalty 100.081219 = -30771.192463 nChanged 11 SP:Iteration 4Q (202.501866 sec): 3 clusters Score: Raw -30873.795751 + Penalty 100.165037 = -30773.630714 nChanged 10 SP:Iteration 5Q (202.503178 sec): 3 clusters Score: Raw -30877.362084 + Penalty 100.426043 = -30776.936042 nChanged 10 SP:Iteration 6Q (202.504492 sec): 3 clusters Score: Raw -30881.359866 + Penalty 100.657414 = -30780.702452 nChanged 9 SP:Iteration 7Q (202.505791 sec): 3 clusters Score: Raw -30884.283485 + Penalty 100.820795 = -30783.462690 nChanged 9 SP:Iteration 8Q (202.507083 sec): 3 clusters Score: Raw -30887.704271 + Penalty 100.845157 = -30786.859114 nChanged 7 SP:Iteration 9Q (202.508411 sec): 3 clusters Score: Raw -30892.168159 + Penalty 100.954028 = -30791.214132 nChanged 9 SP:Iteration 10F (202.509733 sec): 3 clusters Score: Raw -30899.996443 + Penalty 101.189508 = -30798.806935 nChanged 12 SP:Iteration 11Q (202.511065 sec): 3 clusters Score: Raw -30920.242665 + Penalty 100.694414 = -30819.548251 nChanged 14 SP:Iteration 12Q (202.512403 sec): 3 clusters Score: Raw -30960.820597 + Penalty 100.079768 = -30860.740828 nChanged 23 SP:Iteration 13Q (202.513684 sec): 3 clusters Score: Raw -31057.212377 + Penalty 99.738650 = -30957.473727 nChanged 56 SP:Iteration 14F (202.515041 sec): 3 clusters Score: Raw -31242.818797 + Penalty 99.662391 = -31143.156406 nChanged 60 SP:Iteration 15F (202.516385 sec): 3 clusters Score: Raw -31366.182314 + Penalty 99.303705 = -31266.878609 nChanged 35 SP:Iteration 16F (202.517706 sec): 3 clusters Score: Raw -31499.134406 + Penalty 99.217649 = -31399.916757 nChanged 16 SP:Iteration 17Q (202.518766 sec): 3 clusters Score: Raw -31612.852871 + Penalty 99.229665 = -31513.623206 nChanged 2 SP:Iteration 18Q (202.519820 sec): 3 clusters Score: Raw -31619.672754 + Penalty 99.229665 = -31520.443089 nChanged 0 SP:Iteration 19F (202.521143 sec): 3 clusters Score: Raw -31619.672754 + Penalty 99.229665 = -31520.443089 nChanged 0 Score: Raw -2541233.812586 + Penalty 21221.003113 = -2520012.809472 Splitting cluster 81 changes total score from -2485145.936354 to -2520012.809472 So it's getting split into cluster 3. Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 93 (1402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (203.517948 sec): 2 clusters Score: Raw -69595.013562 + Penalty 47.191015 = -69547.822547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (203.520765 sec): 3 clusters Score: Raw -68744.605439 + Penalty 95.275407 = -68649.330032 nChanged 661 SP:Iteration 1F (203.523435 sec): 3 clusters Score: Raw -69378.629690 + Penalty 94.960834 = -69283.668857 nChanged 107 SP:Iteration 2F (203.526109 sec): 3 clusters Score: Raw -69477.445599 + Penalty 95.049933 = -69382.395666 nChanged 55 SP:Iteration 3Q (203.528789 sec): 3 clusters Score: Raw -69510.767262 + Penalty 95.177331 = -69415.589931 nChanged 34 SP:Iteration 4Q (203.531399 sec): 3 clusters Score: Raw -69519.324720 + Penalty 94.601599 = -69424.723121 nChanged 15 SP:Iteration 5Q (203.533943 sec): 3 clusters Score: Raw -69523.841793 + Penalty 94.722118 = -69429.119675 nChanged 14 SP:Iteration 6Q (203.536488 sec): 3 clusters Score: Raw -69527.178599 + Penalty 94.878736 = -69432.299863 nChanged 13 SP:Iteration 7Q (203.539012 sec): 3 clusters Score: Raw -69529.809272 + Penalty 94.840645 = -69434.968627 nChanged 10 SP:Iteration 8Q (203.541511 sec): 3 clusters Score: Raw -69531.603523 + Penalty 94.127173 = -69437.476350 nChanged 10 SP:Iteration 9Q (203.543997 sec): 3 clusters Score: Raw -69533.639970 + Penalty 94.131468 = -69439.508502 nChanged 12 SP:Iteration 10F (203.546597 sec): 3 clusters Score: Raw -69535.598380 + Penalty 94.070301 = -69441.528079 nChanged 11 SP:Iteration 11Q (203.549076 sec): 3 clusters Score: Raw -69538.212055 + Penalty 93.987045 = -69444.225010 nChanged 9 SP:Iteration 12Q (203.551810 sec): 3 clusters Score: Raw -69540.117410 + Penalty 93.982811 = -69446.134599 nChanged 11 SP:Iteration 13Q (203.554552 sec): 3 clusters Score: Raw -69543.330993 + Penalty 93.418885 = -69449.912108 nChanged 15 SP:Iteration 14Q (203.557028 sec): 3 clusters Score: Raw -69549.194689 + Penalty 93.312950 = -69455.881740 nChanged 14 SP:Iteration 15Q (203.559482 sec): 3 clusters Score: Raw -69555.318776 + Penalty 93.524402 = -69461.794374 nChanged 17 SP:Iteration 16Q (203.561921 sec): 3 clusters Score: Raw -69566.156859 + Penalty 93.790675 = -69472.366184 nChanged 15 SP:Iteration 17Q (203.564343 sec): 3 clusters Score: Raw -69571.297416 + Penalty 93.849633 = -69477.447783 nChanged 6 SP:Iteration 18Q (203.566745 sec): 3 clusters Score: Raw -69572.042342 + Penalty 93.929260 = -69478.113083 nChanged 5 SP:Iteration 19Q (203.569143 sec): 3 clusters Score: Raw -69572.292533 + Penalty 93.975971 = -69478.316562 nChanged 2 SP:Iteration 20F (203.571725 sec): 3 clusters Score: Raw -69572.360524 + Penalty 94.047827 = -69478.312697 nChanged 3 SP:Iteration 21F (203.574305 sec): 3 clusters Score: Raw -69572.473348 + Penalty 94.096628 = -69478.376720 nChanged 2 SP:Iteration 22Q (203.576700 sec): 3 clusters Score: Raw -69572.581211 + Penalty 94.096628 = -69478.484582 nChanged 0 SP:Iteration 23F (203.579280 sec): 3 clusters Score: Raw -69572.581211 + Penalty 94.096628 = -69478.484582 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 96 (1076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (203.583893 sec): 2 clusters Score: Raw -55352.444525 + Penalty 447.366610 = -54905.077915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (203.586032 sec): 3 clusters Score: Raw -54817.742884 + Penalty 897.737876 = -53920.005007 nChanged 361 SP:Iteration 1F (203.588141 sec): 3 clusters Score: Raw -55033.716805 + Penalty 898.744071 = -54134.972734 nChanged 93 SP:Iteration 2F (203.590248 sec): 3 clusters Score: Raw -55122.859663 + Penalty 900.763153 = -54222.096510 nChanged 81 SP:Iteration 3F (203.592358 sec): 3 clusters Score: Raw -55199.212312 + Penalty 902.069399 = -54297.142914 nChanged 64 SP:Iteration 4F (203.594465 sec): 3 clusters Score: Raw -55255.235154 + Penalty 902.132936 = -54353.102218 nChanged 51 SP:Iteration 5Q (203.596553 sec): 3 clusters Score: Raw -55289.187643 + Penalty 903.408586 = -54385.779057 nChanged 25 SP:Iteration 6Q (203.598633 sec): 3 clusters Score: Raw -55305.520958 + Penalty 904.615223 = -54400.905735 nChanged 20 SP:Iteration 7Q (203.600740 sec): 3 clusters Score: Raw -55316.877725 + Penalty 906.401188 = -54410.476537 nChanged 16 SP:Iteration 8Q (203.602809 sec): 3 clusters Score: Raw -55326.837665 + Penalty 908.668965 = -54418.168699 nChanged 19 SP:Iteration 9Q (203.604874 sec): 3 clusters Score: Raw -55337.928561 + Penalty 912.352082 = -54425.576479 nChanged 17 SP:Iteration 10F (203.606989 sec): 3 clusters Score: Raw -55349.324571 + Penalty 916.805606 = -54432.518965 nChanged 18 SP:Iteration 11Q (203.609044 sec): 3 clusters Score: Raw -55359.841721 + Penalty 921.123348 = -54438.718372 nChanged 18 SP:Iteration 12Q (203.611091 sec): 3 clusters Score: Raw -55372.974600 + Penalty 925.457679 = -54447.516921 nChanged 15 SP:Iteration 13Q (203.613134 sec): 3 clusters Score: Raw -55382.660902 + Penalty 929.528560 = -54453.132342 nChanged 14 SP:Iteration 14Q (203.615239 sec): 3 clusters Score: Raw -55393.186950 + Penalty 934.183104 = -54459.003846 nChanged 17 SP:Iteration 15Q (203.617323 sec): 3 clusters Score: Raw -55401.539070 + Penalty 940.521010 = -54461.018060 nChanged 21 SP:Iteration 16Q (203.619417 sec): 3 clusters Score: Raw -55418.934052 + Penalty 946.468539 = -54472.465513 nChanged 17 SP:Iteration 17Q (203.621540 sec): 3 clusters Score: Raw -55429.541117 + Penalty 948.622415 = -54480.918702 nChanged 11 SP:Iteration 18Q (203.623656 sec): 3 clusters Score: Raw -55434.263599 + Penalty 951.900075 = -54482.363523 nChanged 7 SP:Iteration 19Q (203.625712 sec): 3 clusters Score: Raw -55440.194258 + Penalty 952.519492 = -54487.674767 nChanged 8 SP:Iteration 20F (203.627875 sec): 3 clusters Score: Raw -55449.644436 + Penalty 953.532165 = -54496.112271 nChanged 7 SP:Iteration 21Q (203.629909 sec): 3 clusters Score: Raw -55456.381056 + Penalty 955.085287 = -54501.295769 nChanged 6 SP:Iteration 22Q (203.631939 sec): 3 clusters Score: Raw -55458.779104 + Penalty 956.331758 = -54502.447347 nChanged 2 SP:Iteration 23Q (203.633924 sec): 3 clusters Score: Raw -55460.808708 + Penalty 957.668951 = -54503.139757 nChanged 3 SP:Iteration 24Q (203.635914 sec): 3 clusters Score: Raw -55462.556793 + Penalty 957.668951 = -54504.887843 nChanged 0 SP:Iteration 25F (203.638041 sec): 3 clusters Score: Raw -55462.556793 + Penalty 957.668951 = -54504.887843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 110 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (203.639874 sec): 2 clusters Score: Raw -11220.218244 + Penalty 701.588721 = -10518.629523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (203.640563 sec): 3 clusters Score: Raw -11251.819347 + Penalty 1405.959064 = -9845.860283 nChanged 36 SP:Iteration 1F (203.641244 sec): 3 clusters Score: Raw -11322.691447 + Penalty 1409.742516 = -9912.948931 nChanged 12 SP:Iteration 2Q (203.641893 sec): 3 clusters Score: Raw -11345.987664 + Penalty 1411.339528 = -9934.648136 nChanged 8 SP:Iteration 3Q (203.642533 sec): 3 clusters Score: Raw -11361.342116 + Penalty 1411.743231 = -9949.598885 nChanged 2 SP:Iteration 4Q (203.643170 sec): 3 clusters Score: Raw -11369.573265 + Penalty 1412.101288 = -9957.471976 nChanged 1 SP:Iteration 5Q (203.643803 sec): 3 clusters Score: Raw -11373.152548 + Penalty 1412.816693 = -9960.335855 nChanged 2 SP:Iteration 6Q (203.644436 sec): 3 clusters Score: Raw -11380.162159 + Penalty 1413.180057 = -9966.982102 nChanged 1 SP:Iteration 7Q (203.645065 sec): 3 clusters Score: Raw -11381.504254 + Penalty 1413.180057 = -9968.324197 nChanged 0 SP:Iteration 8F (203.645738 sec): 3 clusters Score: Raw -11381.504254 + Penalty 1413.180057 = -9968.324197 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 120 (510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (203.648517 sec): 2 clusters Score: Raw -23615.570897 + Penalty 79.220026 = -23536.350871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (203.649640 sec): 3 clusters Score: Raw -23323.321652 + Penalty 165.227898 = -23158.093753 nChanged 211 SP:Iteration 1F (203.650764 sec): 3 clusters Score: Raw -23570.626565 + Penalty 159.830682 = -23410.795884 nChanged 47 SP:Iteration 2F (203.651852 sec): 3 clusters Score: Raw -23630.159069 + Penalty 161.935265 = -23468.223804 nChanged 29 SP:Iteration 3F (203.652939 sec): 3 clusters Score: Raw -23659.273896 + Penalty 162.404174 = -23496.869722 nChanged 14 SP:Iteration 4Q (203.653973 sec): 3 clusters Score: Raw -23666.256611 + Penalty 160.239736 = -23506.016875 nChanged 12 SP:Iteration 5Q (203.654995 sec): 3 clusters Score: Raw -23672.614039 + Penalty 159.802175 = -23512.811864 nChanged 6 SP:Iteration 6Q (203.656015 sec): 3 clusters Score: Raw -23674.301092 + Penalty 159.432175 = -23514.868917 nChanged 2 SP:Iteration 7Q (203.657028 sec): 3 clusters Score: Raw -23674.503313 + Penalty 158.870649 = -23515.632665 nChanged 1 SP:Iteration 8Q (203.658046 sec): 3 clusters Score: Raw -23674.876382 + Penalty 159.043470 = -23515.832913 nChanged 1 SP:Iteration 9Q (203.659059 sec): 3 clusters Score: Raw -23674.929788 + Penalty 159.043470 = -23515.886319 nChanged 0 SP:Iteration 10F (203.660150 sec): 3 clusters Score: Raw -23674.929788 + Penalty 159.043470 = -23515.886319 nChanged 0 Iteration 216F (204.676521 sec): 38 clusters Score: Raw -2506907.345396 + Penalty 21221.229706 = -2485686.115690 nChanged 34 Iteration 217Q (204.886514 sec): 38 clusters Score: Raw -2506926.807731 + Penalty 21221.819716 = -2485704.988015 nChanged 21 Iteration 218Q (205.101888 sec): 38 clusters Score: Raw -2506933.662672 + Penalty 21221.800718 = -2485711.861954 nChanged 21 Writing temp clu file Memory request: 0.25 GB would take us to total of 0.50 GB. Compute initial score before splitting: Score: Raw -2506933.662672 + Penalty 21221.800718 = -2485711.861954Memory request: 0.02 GB would take us to total of 0.52 GB. Trying to split cluster 1 (4277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.304312 sec): 2 clusters Score: Raw -212486.943334 + Penalty 94.981708 = -212391.961626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.312452 sec): 3 clusters Score: Raw -209677.867273 + Penalty 199.843525 = -209478.023748 nChanged 2054 SP:Iteration 1F (205.320236 sec): 3 clusters Score: Raw -211103.979036 + Penalty 200.428223 = -210903.550813 nChanged 477 SP:Iteration 2F (205.327833 sec): 3 clusters Score: Raw -211559.450595 + Penalty 198.710160 = -211360.740435 nChanged 422 SP:Iteration 3F (205.335413 sec): 3 clusters Score: Raw -212094.239029 + Penalty 193.638560 = -211900.600468 nChanged 223 SP:Iteration 4F (205.342957 sec): 3 clusters Score: Raw -212378.353637 + Penalty 173.818948 = -212204.534689 nChanged 82 SP:Iteration 5Q (205.350304 sec): 3 clusters Score: Raw -212476.573764 + Penalty 170.656019 = -212305.917746 nChanged 11 SP:Iteration 6Q (205.356874 sec): 3 clusters Score: Raw -212500.010651 + Penalty 163.502969 = -212336.507682 nChanged 3 SP:Iteration 7Q (205.363115 sec): 3 clusters Score: Raw -212502.401774 + Penalty 162.406373 = -212339.995401 nChanged 1 SP:Iteration 8Q (205.368986 sec): 3 clusters Score: Raw -212502.870570 + Penalty 176.109045 = -212326.761525 nChanged 1 SP:Iteration 9F (205.376529 sec): 3 clusters Score: Raw -212504.213836 + Penalty 176.109045 = -212328.104791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 2 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.379985 sec): 2 clusters Score: Raw -15931.005949 + Penalty 107.203175 = -15823.802774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.380761 sec): 3 clusters Score: Raw -15761.358888 + Penalty 236.450634 = -15524.908253 nChanged 128 SP:Iteration 1F (205.381566 sec): 3 clusters Score: Raw -15905.470947 + Penalty 251.342539 = -15654.128409 nChanged 29 SP:Iteration 2F (205.382342 sec): 3 clusters Score: Raw -15944.971252 + Penalty 255.455970 = -15689.515281 nChanged 21 SP:Iteration 3F (205.383114 sec): 3 clusters Score: Raw -15970.532634 + Penalty 252.310990 = -15718.221644 nChanged 5 SP:Iteration 4Q (205.384034 sec): 3 clusters Score: Raw -15972.926276 + Penalty 250.680028 = -15722.246248 nChanged 3 SP:Iteration 5Q (205.384723 sec): 3 clusters Score: Raw -15973.701175 + Penalty 249.918381 = -15723.782794 nChanged 1 SP:Iteration 6Q (205.385410 sec): 3 clusters Score: Raw -15973.867898 + Penalty 248.981487 = -15724.886411 nChanged 1 SP:Iteration 7Q (205.386098 sec): 3 clusters Score: Raw -15974.065412 + Penalty 247.968237 = -15726.097175 nChanged 2 SP:Iteration 8Q (205.386785 sec): 3 clusters Score: Raw -15974.771165 + Penalty 247.087640 = -15727.683525 nChanged 1 SP:Iteration 9Q (205.387470 sec): 3 clusters Score: Raw -15975.100323 + Penalty 246.217820 = -15728.882503 nChanged 1 SP:Iteration 10F (205.388214 sec): 3 clusters Score: Raw -15975.172307 + Penalty 246.217820 = -15728.954487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 3 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.389407 sec): 2 clusters Score: Raw -14021.759034 + Penalty 41.550521 = -13980.208514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.390114 sec): 3 clusters Score: Raw -13859.506605 + Penalty 84.430179 = -13775.076426 nChanged 125 SP:Iteration 1F (205.390810 sec): 3 clusters Score: Raw -13967.634751 + Penalty 85.257658 = -13882.377092 nChanged 18 SP:Iteration 2F (205.391506 sec): 3 clusters Score: Raw -13980.532443 + Penalty 86.186554 = -13894.345890 nChanged 12 SP:Iteration 3Q (205.392195 sec): 3 clusters Score: Raw -13987.221472 + Penalty 86.662203 = -13900.559270 nChanged 4 SP:Iteration 4Q (205.392885 sec): 3 clusters Score: Raw -13988.636700 + Penalty 87.411567 = -13901.225133 nChanged 5 SP:Iteration 5Q (205.393572 sec): 3 clusters Score: Raw -13991.209309 + Penalty 88.824411 = -13902.384898 nChanged 7 SP:Iteration 6Q (205.394256 sec): 3 clusters Score: Raw -13996.455789 + Penalty 90.844100 = -13905.611689 nChanged 10 SP:Iteration 7Q (205.394954 sec): 3 clusters Score: Raw -14005.153968 + Penalty 97.588383 = -13907.565585 nChanged 14 SP:Iteration 8Q (205.395641 sec): 3 clusters Score: Raw -14016.023021 + Penalty 98.994708 = -13917.028313 nChanged 6 SP:Iteration 9Q (205.396330 sec): 3 clusters Score: Raw -14019.792843 + Penalty 96.728604 = -13923.064240 nChanged 7 SP:Iteration 10F (205.397026 sec): 3 clusters Score: Raw -14028.971284 + Penalty 100.629167 = -13928.342117 nChanged 7 SP:Iteration 11Q (205.397701 sec): 3 clusters Score: Raw -14033.630238 + Penalty 106.877000 = -13926.753237 nChanged 3 SP:Iteration 12F (205.398396 sec): 3 clusters Score: Raw -14035.216019 + Penalty 102.880965 = -13932.335053 nChanged 1 SP:Iteration 13Q (205.399077 sec): 3 clusters Score: Raw -14038.525199 + Penalty 102.880965 = -13935.644234 nChanged 0 SP:Iteration 14F (205.399772 sec): 3 clusters Score: Raw -14038.525199 + Penalty 102.880965 = -13935.644234 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 4 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.402832 sec): 2 clusters Score: Raw -28358.687142 + Penalty 275.687598 = -28082.999544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.404036 sec): 3 clusters Score: Raw -28079.076888 + Penalty 545.610721 = -27533.466167 nChanged 221 SP:Iteration 1F (205.405205 sec): 3 clusters Score: Raw -28244.999359 + Penalty 550.235277 = -27694.764082 nChanged 76 SP:Iteration 2F (205.406379 sec): 3 clusters Score: Raw -28319.937221 + Penalty 563.573911 = -27756.363310 nChanged 40 SP:Iteration 3F (205.407581 sec): 3 clusters Score: Raw -28357.254461 + Penalty 572.598739 = -27784.655722 nChanged 24 SP:Iteration 4Q (205.408757 sec): 3 clusters Score: Raw -28380.282506 + Penalty 577.384319 = -27802.898188 nChanged 18 SP:Iteration 5Q (205.409929 sec): 3 clusters Score: Raw -28394.311545 + Penalty 580.523212 = -27813.788333 nChanged 13 SP:Iteration 6Q (205.411100 sec): 3 clusters Score: Raw -28405.237535 + Penalty 589.063652 = -27816.173883 nChanged 13 SP:Iteration 7Q (205.412310 sec): 3 clusters Score: Raw -28416.357472 + Penalty 591.917245 = -27824.440227 nChanged 11 SP:Iteration 8Q (205.413488 sec): 3 clusters Score: Raw -28427.133944 + Penalty 605.871136 = -27821.262807 nChanged 6 SP:Iteration 9F (205.414685 sec): 3 clusters Score: Raw -28432.294991 + Penalty 611.007867 = -27821.287124 nChanged 4 SP:Iteration 10F (205.415868 sec): 3 clusters Score: Raw -28435.493149 + Penalty 617.790893 = -27817.702255 nChanged 2 SP:Iteration 11F (205.417037 sec): 3 clusters Score: Raw -28436.363997 + Penalty 619.381878 = -27816.982119 nChanged 3 SP:Iteration 12F (205.418211 sec): 3 clusters Score: Raw -28437.622334 + Penalty 617.112785 = -27820.509549 nChanged 1 SP:Iteration 13Q (205.419363 sec): 3 clusters Score: Raw -28439.379999 + Penalty 615.626272 = -27823.753727 nChanged 1 SP:Iteration 14Q (205.420496 sec): 3 clusters Score: Raw -28440.200872 + Penalty 615.626272 = -27824.574600 nChanged 0 SP:Iteration 15F (205.421682 sec): 3 clusters Score: Raw -28440.200872 + Penalty 615.626272 = -27824.574600 nChanged 0 Memory request: 0.06 GB would take us to total of 0.56 GB. Trying to split cluster 5 (12978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.479171 sec): 2 clusters Score: Raw -628073.048460 + Penalty 197.715750 = -627875.332710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.503093 sec): 3 clusters Score: Raw -619356.349505 + Penalty 420.171914 = -618936.177591 nChanged 6171 SP:Iteration 1F (205.526700 sec): 3 clusters Score: Raw -623622.193265 + Penalty 470.642213 = -623151.551052 nChanged 1913 SP:Iteration 2F (205.550168 sec): 3 clusters Score: Raw -625465.676566 + Penalty 519.807910 = -624945.868656 nChanged 1057 SP:Iteration 3F (205.573944 sec): 3 clusters Score: Raw -626496.309645 + Penalty 564.161369 = -625932.148276 nChanged 648 SP:Iteration 4Q (205.597634 sec): 3 clusters Score: Raw -627020.045352 + Penalty 603.187899 = -626416.857453 nChanged 463 SP:Iteration 5Q (205.620066 sec): 3 clusters Score: Raw -627364.996038 + Penalty 642.717910 = -626722.278128 nChanged 366 SP:Iteration 6Q (205.641105 sec): 3 clusters Score: Raw -627640.277308 + Penalty 673.041506 = -626967.235803 nChanged 259 SP:Iteration 7Q (205.661589 sec): 3 clusters Score: Raw -627824.515839 + Penalty 701.276936 = -627123.238903 nChanged 172 SP:Iteration 8Q (205.681859 sec): 3 clusters Score: Raw -627941.945067 + Penalty 723.126597 = -627218.818469 nChanged 123 SP:Iteration 9Q (205.701374 sec): 3 clusters Score: Raw -628028.514274 + Penalty 741.414407 = -627287.099868 nChanged 73 SP:Iteration 10F (205.724637 sec): 3 clusters Score: Raw -628075.926464 + Penalty 750.628219 = -627325.298245 nChanged 41 SP:Iteration 11Q (205.743451 sec): 3 clusters Score: Raw -628097.136678 + Penalty 760.494102 = -627336.642576 nChanged 33 SP:Iteration 12Q (205.762263 sec): 3 clusters Score: Raw -628117.598693 + Penalty 771.767885 = -627345.830807 nChanged 27 SP:Iteration 13Q (205.781223 sec): 3 clusters Score: Raw -628132.610609 + Penalty 776.593824 = -627356.016785 nChanged 15 SP:Iteration 14Q (205.799812 sec): 3 clusters Score: Raw -628142.600243 + Penalty 777.080062 = -627365.520180 nChanged 12 SP:Iteration 15Q (205.818267 sec): 3 clusters Score: Raw -628149.815587 + Penalty 782.252117 = -627367.563470 nChanged 11 SP:Iteration 16Q (205.836664 sec): 3 clusters Score: Raw -628156.614102 + Penalty 784.074342 = -627372.539760 nChanged 6 SP:Iteration 17Q (205.854972 sec): 3 clusters Score: Raw -628160.326129 + Penalty 783.474006 = -627376.852123 nChanged 5 SP:Iteration 18Q (205.873564 sec): 3 clusters Score: Raw -628162.525159 + Penalty 782.495902 = -627380.029257 nChanged 5 SP:Iteration 19Q (205.892191 sec): 3 clusters Score: Raw -628164.926472 + Penalty 783.085483 = -627381.840988 nChanged 1 SP:Iteration 20F (205.915480 sec): 3 clusters Score: Raw -628165.610539 + Penalty 784.654555 = -627380.955984 nChanged 1 SP:Iteration 21F (205.938748 sec): 3 clusters Score: Raw -628165.788107 + Penalty 784.654555 = -627381.133551 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 6 (2652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.958206 sec): 2 clusters Score: Raw -131429.698439 + Penalty 259.422895 = -131170.275544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.963121 sec): 3 clusters Score: Raw -129788.871209 + Penalty 499.530560 = -129289.340650 nChanged 1185 SP:Iteration 1F (205.968061 sec): 3 clusters Score: Raw -130876.311168 + Penalty 483.354007 = -130392.957161 nChanged 330 SP:Iteration 2F (205.972895 sec): 3 clusters Score: Raw -131091.575222 + Penalty 473.577628 = -130617.997594 nChanged 131 SP:Iteration 3Q (205.977811 sec): 3 clusters Score: Raw -131196.200014 + Penalty 465.127186 = -130731.072829 nChanged 102 SP:Iteration 4Q (205.982628 sec): 3 clusters Score: Raw -131318.825696 + Penalty 458.756371 = -130860.069325 nChanged 92 SP:Iteration 5Q (205.987676 sec): 3 clusters Score: Raw -131397.387107 + Penalty 455.810705 = -130941.576402 nChanged 52 SP:Iteration 6Q (205.992427 sec): 3 clusters Score: Raw -131435.990641 + Penalty 454.709079 = -130981.281563 nChanged 27 SP:Iteration 7Q (205.996998 sec): 3 clusters Score: Raw -131449.193169 + Penalty 451.093523 = -130998.099646 nChanged 29 SP:Iteration 8Q (206.001568 sec): 3 clusters Score: Raw -131461.347089 + Penalty 448.391286 = -131012.955802 nChanged 30 SP:Iteration 9Q (206.006087 sec): 3 clusters Score: Raw -131468.054222 + Penalty 445.533490 = -131022.520732 nChanged 25 SP:Iteration 10F (206.010867 sec): 3 clusters Score: Raw -131473.572597 + Penalty 443.541796 = -131030.030801 nChanged 21 SP:Iteration 11Q (206.015347 sec): 3 clusters Score: Raw -131477.738701 + Penalty 440.708487 = -131037.030214 nChanged 25 SP:Iteration 12Q (206.019847 sec): 3 clusters Score: Raw -131484.002406 + Penalty 436.927163 = -131047.075243 nChanged 26 SP:Iteration 13Q (206.024294 sec): 3 clusters Score: Raw -131490.690272 + Penalty 433.850658 = -131056.839614 nChanged 21 SP:Iteration 14Q (206.028724 sec): 3 clusters Score: Raw -131495.315813 + Penalty 430.296638 = -131065.019174 nChanged 24 SP:Iteration 15Q (206.033128 sec): 3 clusters Score: Raw -131500.665787 + Penalty 426.567418 = -131074.098369 nChanged 24 SP:Iteration 16Q (206.037540 sec): 3 clusters Score: Raw -131507.052645 + Penalty 422.720013 = -131084.332631 nChanged 24 SP:Iteration 17Q (206.041899 sec): 3 clusters Score: Raw -131512.278665 + Penalty 419.244751 = -131093.033914 nChanged 23 SP:Iteration 18Q (206.046229 sec): 3 clusters Score: Raw -131518.346883 + Penalty 416.840984 = -131101.505899 nChanged 22 SP:Iteration 19Q (206.050530 sec): 3 clusters Score: Raw -131524.463788 + Penalty 413.304295 = -131111.159493 nChanged 22 SP:Iteration 20F (206.055287 sec): 3 clusters Score: Raw -131531.124396 + Penalty 408.942391 = -131122.182005 nChanged 21 SP:Iteration 21Q (206.059577 sec): 3 clusters Score: Raw -131535.897077 + Penalty 407.565840 = -131128.331236 nChanged 14 SP:Iteration 22Q (206.063841 sec): 3 clusters Score: Raw -131538.455632 + Penalty 406.069934 = -131132.385698 nChanged 11 SP:Iteration 23Q (206.068193 sec): 3 clusters Score: Raw -131539.768621 + Penalty 404.263071 = -131135.505551 nChanged 7 SP:Iteration 24Q (206.072447 sec): 3 clusters Score: Raw -131540.254576 + Penalty 403.566742 = -131136.687834 nChanged 2 SP:Iteration 25Q (206.076811 sec): 3 clusters Score: Raw -131540.405343 + Penalty 402.796740 = -131137.608603 nChanged 3 SP:Iteration 26Q (206.081117 sec): 3 clusters Score: Raw -131540.598866 + Penalty 402.238037 = -131138.360829 nChanged 5 SP:Iteration 27Q (206.085356 sec): 3 clusters Score: Raw -131540.973286 + Penalty 401.967611 = -131139.005675 nChanged 3 SP:Iteration 28Q (206.089570 sec): 3 clusters Score: Raw -131541.127227 + Penalty 401.967611 = -131139.159617 nChanged 0 SP:Iteration 29F (206.094484 sec): 3 clusters Score: Raw -131541.127227 + Penalty 401.967611 = -131139.159617 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 7 (597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (206.098581 sec): 2 clusters Score: Raw -29284.629986 + Penalty 83.419384 = -29201.210602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (206.099848 sec): 3 clusters Score: Raw -28957.742273 + Penalty 181.703251 = -28776.039021 nChanged 269 SP:Iteration 1F (206.101090 sec): 3 clusters Score: Raw -29243.597996 + Penalty 185.677022 = -29057.920974 nChanged 33 SP:Iteration 2F (206.102332 sec): 3 clusters Score: Raw -29261.852169 + Penalty 186.042085 = -29075.810085 nChanged 10 SP:Iteration 3Q (206.103565 sec): 3 clusters Score: Raw -29265.229456 + Penalty 187.189374 = -29078.040082 nChanged 6 SP:Iteration 4Q (206.104773 sec): 3 clusters Score: Raw -29271.072073 + Penalty 187.393948 = -29083.678125 nChanged 2 SP:Iteration 5Q (206.105972 sec): 3 clusters Score: Raw -29271.824209 + Penalty 186.399033 = -29085.425177 nChanged 4 SP:Iteration 6Q (206.107174 sec): 3 clusters Score: Raw -29273.551321 + Penalty 186.024825 = -29087.526496 nChanged 2 SP:Iteration 7Q (206.108366 sec): 3 clusters Score: Raw -29275.264936 + Penalty 185.135418 = -29090.129517 nChanged 3 SP:Iteration 8Q (206.109552 sec): 3 clusters Score: Raw -29278.044786 + Penalty 184.122183 = -29093.922603 nChanged 3 SP:Iteration 9Q (206.110726 sec): 3 clusters Score: Raw -29281.252647 + Penalty 181.728470 = -29099.524177 nChanged 5 SP:Iteration 10F (206.111961 sec): 3 clusters Score: Raw -29283.245245 + Penalty 180.694720 = -29102.550525 nChanged 2 SP:Iteration 11Q (206.113107 sec): 3 clusters Score: Raw -29285.107321 + Penalty 178.956962 = -29106.150360 nChanged 3 SP:Iteration 12Q (206.114247 sec): 3 clusters Score: Raw -29292.903643 + Penalty 178.670859 = -29114.232784 nChanged 1 SP:Iteration 13Q (206.115403 sec): 3 clusters Score: Raw -29293.646231 + Penalty 178.775841 = -29114.870390 nChanged 1 SP:Iteration 14Q (206.116548 sec): 3 clusters Score: Raw -29294.246969 + Penalty 178.775841 = -29115.471128 nChanged 0 SP:Iteration 15F (206.117784 sec): 3 clusters Score: Raw -29294.246969 + Penalty 178.775841 = -29115.471128 nChanged 0 Memory request: 0.02 GB would take us to total of 0.52 GB. Trying to split cluster 8 (2853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (206.130784 sec): 2 clusters Score: Raw -147878.563407 + Penalty 150.793500 = -147727.769908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (206.136014 sec): 3 clusters Score: Raw -146022.582440 + Penalty 335.821438 = -145686.761001 nChanged 1300 SP:Iteration 1F (206.141115 sec): 3 clusters Score: Raw -147080.909206 + Penalty 380.322246 = -146700.586961 nChanged 441 SP:Iteration 2F (206.146187 sec): 3 clusters Score: Raw -147498.493361 + Penalty 408.662619 = -147089.830741 nChanged 218 SP:Iteration 3F (206.151251 sec): 3 clusters Score: Raw -147735.615347 + Penalty 408.778412 = -147326.836934 nChanged 81 SP:Iteration 4Q (206.156024 sec): 3 clusters Score: Raw -147813.132066 + Penalty 400.654692 = -147412.477374 nChanged 36 SP:Iteration 5Q (206.160540 sec): 3 clusters Score: Raw -147843.149265 + Penalty 397.669554 = -147445.479711 nChanged 17 SP:Iteration 6Q (206.164814 sec): 3 clusters Score: Raw -147856.504401 + Penalty 397.157728 = -147459.346674 nChanged 15 SP:Iteration 7Q (206.169237 sec): 3 clusters Score: Raw -147868.009477 + Penalty 388.485958 = -147479.523519 nChanged 10 SP:Iteration 8Q (206.173428 sec): 3 clusters Score: Raw -147874.389669 + Penalty 382.975217 = -147491.414452 nChanged 7 SP:Iteration 9Q (206.177710 sec): 3 clusters Score: Raw -147880.406582 + Penalty 378.327173 = -147502.079408 nChanged 10 SP:Iteration 10F (206.183073 sec): 3 clusters Score: Raw -147886.451097 + Penalty 368.609876 = -147517.841221 nChanged 10 SP:Iteration 11Q (206.187186 sec): 3 clusters Score: Raw -147893.513952 + Penalty 362.441093 = -147531.072859 nChanged 6 SP:Iteration 12Q (206.191251 sec): 3 clusters Score: Raw -147894.689035 + Penalty 362.497946 = -147532.191089 nChanged 1 SP:Iteration 13Q (206.195445 sec): 3 clusters Score: Raw -147894.959373 + Penalty 362.497946 = -147532.461426 nChanged 0 SP:Iteration 14F (206.200551 sec): 3 clusters Score: Raw -147894.959373 + Penalty 362.497946 = -147532.461426 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 9 (1049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (206.207678 sec): 2 clusters Score: Raw -53920.976504 + Penalty 89.677130 = -53831.299374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (206.209691 sec): 3 clusters Score: Raw -53256.688948 + Penalty 202.933604 = -53053.755344 nChanged 463 SP:Iteration 1F (206.211740 sec): 3 clusters Score: Raw -53635.882559 + Penalty 218.594296 = -53417.288262 nChanged 128 SP:Iteration 2F (206.213758 sec): 3 clusters Score: Raw -53750.857487 + Penalty 245.204991 = -53505.652496 nChanged 78 SP:Iteration 3F (206.215738 sec): 3 clusters Score: Raw -53855.460867 + Penalty 304.316618 = -53551.144249 nChanged 44 SP:Iteration 4Q (206.217665 sec): 3 clusters Score: Raw -53912.490482 + Penalty 326.767903 = -53585.722579 nChanged 10 SP:Iteration 5Q (206.219364 sec): 3 clusters Score: Raw -53925.711275 + Penalty 332.336493 = -53593.374782 nChanged 5 SP:Iteration 6Q (206.220976 sec): 3 clusters Score: Raw -53930.649539 + Penalty 333.993348 = -53596.656190 nChanged 1 SP:Iteration 7Q (206.222565 sec): 3 clusters Score: Raw -53931.866463 + Penalty 331.291108 = -53600.575355 nChanged 1 SP:Iteration 8Q (206.224187 sec): 3 clusters Score: Raw -53933.946460 + Penalty 330.773853 = -53603.172607 nChanged 1 SP:Iteration 9Q (206.225791 sec): 3 clusters Score: Raw -53938.578761 + Penalty 326.895401 = -53611.683360 nChanged 1 SP:Iteration 10F (206.227776 sec): 3 clusters Score: Raw -53939.446268 + Penalty 319.024184 = -53620.422084 nChanged 1 SP:Iteration 11Q (206.229345 sec): 3 clusters Score: Raw -53947.184116 + Penalty 296.849185 = -53650.334931 nChanged 2 SP:Iteration 12Q (206.230909 sec): 3 clusters Score: Raw -53951.047596 + Penalty 296.849185 = -53654.198412 nChanged 0 SP:Iteration 13F (206.232886 sec): 3 clusters Score: Raw -53951.047596 + Penalty 296.849185 = -53654.198412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 10 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (206.238656 sec): 2 clusters Score: Raw -11069.845406 + Penalty 192.768210 = -10877.077197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (206.239271 sec): 3 clusters Score: Raw -10977.905485 + Penalty 381.725110 = -10596.180375 nChanged 63 SP:Iteration 1F (206.239869 sec): 3 clusters Score: Raw -11024.827217 + Penalty 380.328958 = -10644.498259 nChanged 18 SP:Iteration 2F (206.240467 sec): 3 clusters Score: Raw -11046.614886 + Penalty 388.031842 = -10658.583044 nChanged 14 SP:Iteration 3F (206.241063 sec): 3 clusters Score: Raw -11056.192632 + Penalty 391.183771 = -10665.008861 nChanged 5 SP:Iteration 4Q (206.241649 sec): 3 clusters Score: Raw -11059.513168 + Penalty 392.469299 = -10667.043870 nChanged 2 SP:Iteration 5Q (206.242235 sec): 3 clusters Score: Raw -11059.872601 + Penalty 393.168086 = -10666.704515 nChanged 1 SP:Iteration 6F (206.242821 sec): 3 clusters Score: Raw -11060.589142 + Penalty 394.535277 = -10666.053865 nChanged 2 SP:Iteration 7F (206.243399 sec): 3 clusters Score: Raw -11061.982522 + Penalty 395.214384 = -10666.768139 nChanged 2 SP:Iteration 8Q (206.243969 sec): 3 clusters Score: Raw -11062.998397 + Penalty 395.218038 = -10667.780360 nChanged 1 SP:Iteration 9Q (206.244537 sec): 3 clusters Score: Raw -11063.700467 + Penalty 395.218038 = -10668.482429 nChanged 0 SP:Iteration 10F (206.245115 sec): 3 clusters Score: Raw -11063.700467 + Penalty 395.218038 = -10668.482429 nChanged 0 Memory request: 0.03 GB would take us to total of 0.53 GB. Trying to split cluster 13 (5559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (206.269653 sec): 2 clusters Score: Raw -274008.563048 + Penalty 63.469892 = -273945.093157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (206.279714 sec): 3 clusters Score: Raw -270404.264908 + Penalty 144.616924 = -270259.647984 nChanged 2614 SP:Iteration 1F (206.289537 sec): 3 clusters Score: Raw -273314.732121 + Penalty 150.572127 = -273164.159995 nChanged 333 SP:Iteration 2F (206.299343 sec): 3 clusters Score: Raw -273680.340390 + Penalty 151.469393 = -273528.870997 nChanged 184 SP:Iteration 3Q (206.309129 sec): 3 clusters Score: Raw -273868.535132 + Penalty 146.016533 = -273722.518599 nChanged 88 SP:Iteration 4Q (206.319185 sec): 3 clusters Score: Raw -273957.977882 + Penalty 167.884411 = -273790.093471 nChanged 37 SP:Iteration 5Q (206.328877 sec): 3 clusters Score: Raw -273991.611916 + Penalty 205.130167 = -273786.481749 nChanged 16 SP:Iteration 6F (206.338756 sec): 3 clusters Score: Raw -274009.595378 + Penalty 226.074999 = -273783.520379 nChanged 3 SP:Iteration 7F (206.348476 sec): 3 clusters Score: Raw -274016.006578 + Penalty 226.074999 = -273789.931579 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 14 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (206.355989 sec): 2 clusters Score: Raw -23634.951019 + Penalty 655.015769 = -22979.935250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (206.357079 sec): 3 clusters Score: Raw -23481.237476 + Penalty 1310.172230 = -22171.065246 nChanged 135 SP:Iteration 1F (206.358145 sec): 3 clusters Score: Raw -23645.331325 + Penalty 1310.093032 = -22335.238292 nChanged 41 SP:Iteration 2F (206.359212 sec): 3 clusters Score: Raw -23699.559615 + Penalty 1310.046097 = -22389.513518 nChanged 20 SP:Iteration 3Q (206.360258 sec): 3 clusters Score: Raw -23725.647305 + Penalty 1310.030549 = -22415.616756 nChanged 9 SP:Iteration 4Q (206.361292 sec): 3 clusters Score: Raw -23734.846490 + Penalty 1310.026713 = -22424.819776 nChanged 5 SP:Iteration 5Q (206.362321 sec): 3 clusters Score: Raw -23738.126923 + Penalty 1309.892888 = -22428.234035 nChanged 5 SP:Iteration 6Q (206.363349 sec): 3 clusters Score: Raw -23741.698280 + Penalty 1309.892888 = -22431.805393 nChanged 0 SP:Iteration 7F (206.364412 sec): 3 clusters Score: Raw -23741.698280 + Penalty 1309.892888 = -22431.805393 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 15 (1181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (206.370768 sec): 2 clusters Score: Raw -61636.746993 + Penalty 577.424131 = -61059.322862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (206.373075 sec): 3 clusters Score: Raw -61013.383214 + Penalty 1153.510730 = -59859.872485 nChanged 424 SP:Iteration 1F (206.375329 sec): 3 clusters Score: Raw -61271.113718 + Penalty 1160.256675 = -60110.857043 nChanged 147 SP:Iteration 2F (206.377547 sec): 3 clusters Score: Raw -61413.314722 + Penalty 1182.315505 = -60230.999217 nChanged 109 SP:Iteration 3F (206.379782 sec): 3 clusters Score: Raw -61526.141114 + Penalty 1219.700624 = -60306.440490 nChanged 70 SP:Iteration 4F (206.382064 sec): 3 clusters Score: Raw -61607.491399 + Penalty 1266.030407 = -60341.460992 nChanged 61 SP:Iteration 5F (206.384378 sec): 3 clusters Score: Raw -61675.075713 + Penalty 1297.163212 = -60377.912501 nChanged 38 SP:Iteration 6Q (206.386716 sec): 3 clusters Score: Raw -61716.341359 + Penalty 1323.498133 = -60392.843226 nChanged 27 SP:Iteration 7Q (206.388945 sec): 3 clusters Score: Raw -61745.297608 + Penalty 1338.358610 = -60406.938997 nChanged 15 SP:Iteration 8Q (206.391020 sec): 3 clusters Score: Raw -61756.558253 + Penalty 1343.244150 = -60413.314103 nChanged 9 SP:Iteration 9Q (206.393080 sec): 3 clusters Score: Raw -61763.087261 + Penalty 1344.565814 = -60418.521448 nChanged 6 SP:Iteration 10F (206.395327 sec): 3 clusters Score: Raw -61769.454135 + Penalty 1346.127230 = -60423.326905 nChanged 4 SP:Iteration 11Q (206.397409 sec): 3 clusters Score: Raw -61778.084037 + Penalty 1351.388421 = -60426.695616 nChanged 8 SP:Iteration 12Q (206.399526 sec): 3 clusters Score: Raw -61784.841053 + Penalty 1357.181777 = -60427.659277 nChanged 5 SP:Iteration 13Q (206.401565 sec): 3 clusters Score: Raw -61788.480920 + Penalty 1362.180836 = -60426.300085 nChanged 4 SP:Iteration 14F (206.403777 sec): 3 clusters Score: Raw -61791.375004 + Penalty 1362.845694 = -60428.529310 nChanged 2 SP:Iteration 15Q (206.405787 sec): 3 clusters Score: Raw -61792.333355 + Penalty 1367.196305 = -60425.137049 nChanged 2 SP:Iteration 16F (206.408000 sec): 3 clusters Score: Raw -61793.709698 + Penalty 1368.579002 = -60425.130696 nChanged 1 SP:Iteration 17F (206.410208 sec): 3 clusters Score: Raw -61793.930606 + Penalty 1369.247822 = -60424.682784 nChanged 1 SP:Iteration 18F (206.412414 sec): 3 clusters Score: Raw -61795.348794 + Penalty 1369.407551 = -60425.941244 nChanged 1 SP:Iteration 19Q (206.414410 sec): 3 clusters Score: Raw -61795.813445 + Penalty 1369.407551 = -60426.405895 nChanged 0 SP:Iteration 20F (206.416621 sec): 3 clusters Score: Raw -61795.813445 + Penalty 1369.407551 = -60426.405895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 18 (384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (206.419287 sec): 2 clusters Score: Raw -20459.183814 + Penalty 792.541441 = -19666.642373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (206.420172 sec): 3 clusters Score: Raw -20402.739867 + Penalty 1585.107930 = -18817.631936 nChanged 78 SP:Iteration 1F (206.421041 sec): 3 clusters Score: Raw -20508.158423 + Penalty 1585.275332 = -18922.883092 nChanged 20 SP:Iteration 2F (206.421911 sec): 3 clusters Score: Raw -20538.528615 + Penalty 1585.210956 = -18953.317659 nChanged 9 SP:Iteration 3Q (206.422757 sec): 3 clusters Score: Raw -20550.345229 + Penalty 1585.181077 = -18965.164152 nChanged 3 SP:Iteration 4Q (206.423600 sec): 3 clusters Score: Raw -20553.513441 + Penalty 1585.229230 = -18968.284212 nChanged 1 SP:Iteration 5Q (206.424439 sec): 3 clusters Score: Raw -20553.956788 + Penalty 1585.313298 = -18968.643490 nChanged 2 SP:Iteration 6Q (206.425279 sec): 3 clusters Score: Raw -20556.699024 + Penalty 1585.337745 = -18971.361279 nChanged 3 SP:Iteration 7Q (206.426119 sec): 3 clusters Score: Raw -20562.820790 + Penalty 1585.337548 = -18977.483241 nChanged 2 SP:Iteration 8Q (206.426960 sec): 3 clusters Score: Raw -20564.898846 + Penalty 1585.449533 = -18979.449313 nChanged 2 SP:Iteration 9Q (206.427799 sec): 3 clusters Score: Raw -20569.910552 + Penalty 1585.391346 = -18984.519206 nChanged 1 SP:Iteration 10F (206.428664 sec): 3 clusters Score: Raw -20570.979777 + Penalty 1585.391346 = -18985.588431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 19 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (206.429551 sec): 2 clusters Score: Raw -7122.795226 + Penalty 244.013137 = -6878.782089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (206.430019 sec): 3 clusters Score: Raw -7069.158493 + Penalty 486.344387 = -6582.814106 nChanged 37 SP:Iteration 1F (206.430480 sec): 3 clusters Score: Raw -7112.450836 + Penalty 485.447356 = -6627.003479 nChanged 15 SP:Iteration 2F (206.430938 sec): 3 clusters Score: Raw -7140.912138 + Penalty 484.605004 = -6656.307135 nChanged 9 SP:Iteration 3F (206.431396 sec): 3 clusters Score: Raw -7155.893289 + Penalty 485.529485 = -6670.363804 nChanged 6 SP:Iteration 4Q (206.431839 sec): 3 clusters Score: Raw -7170.441109 + Penalty 486.649590 = -6683.791519 nChanged 4 SP:Iteration 5Q (206.432275 sec): 3 clusters Score: Raw -7174.805858 + Penalty 487.392344 = -6687.413514 nChanged 1 SP:Iteration 6Q (206.432707 sec): 3 clusters Score: Raw -7176.997500 + Penalty 487.392344 = -6689.605157 nChanged 0 SP:Iteration 7F (206.433166 sec): 3 clusters Score: Raw -7176.997500 + Penalty 487.392344 = -6689.605157 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 21 (943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (206.436870 sec): 2 clusters Score: Raw -48711.094111 + Penalty 794.755279 = -47916.338832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (206.438738 sec): 3 clusters Score: Raw -48344.765891 + Penalty 1588.974654 = -46755.791237 nChanged 303 SP:Iteration 1F (206.440542 sec): 3 clusters Score: Raw -48603.541698 + Penalty 1587.795191 = -47015.746508 nChanged 90 SP:Iteration 2F (206.442405 sec): 3 clusters Score: Raw -48725.579081 + Penalty 1586.219123 = -47139.359959 nChanged 66 SP:Iteration 3F (206.444246 sec): 3 clusters Score: Raw -48808.866183 + Penalty 1584.660487 = -47224.205696 nChanged 56 SP:Iteration 4F (206.446045 sec): 3 clusters Score: Raw -48882.678211 + Penalty 1583.596242 = -47299.081969 nChanged 36 SP:Iteration 5Q (206.447789 sec): 3 clusters Score: Raw -48921.063497 + Penalty 1583.287814 = -47337.775683 nChanged 30 SP:Iteration 6Q (206.449517 sec): 3 clusters Score: Raw -48969.458921 + Penalty 1582.555529 = -47386.903392 nChanged 28 SP:Iteration 7Q (206.451232 sec): 3 clusters Score: Raw -49007.613380 + Penalty 1581.604132 = -47426.009249 nChanged 27 SP:Iteration 8Q (206.452930 sec): 3 clusters Score: Raw -49048.011059 + Penalty 1581.039197 = -47466.971862 nChanged 24 SP:Iteration 9Q (206.454615 sec): 3 clusters Score: Raw -49081.757564 + Penalty 1580.441003 = -47501.316561 nChanged 21 SP:Iteration 10F (206.456456 sec): 3 clusters Score: Raw -49103.257522 + Penalty 1580.158018 = -47523.099503 nChanged 12 SP:Iteration 11Q (206.458148 sec): 3 clusters Score: Raw -49118.365898 + Penalty 1580.202396 = -47538.163502 nChanged 13 SP:Iteration 12Q (206.459792 sec): 3 clusters Score: Raw -49135.801170 + Penalty 1580.554514 = -47555.246656 nChanged 7 SP:Iteration 13Q (206.461438 sec): 3 clusters Score: Raw -49142.098476 + Penalty 1580.776184 = -47561.322291 nChanged 6 SP:Iteration 14Q (206.463080 sec): 3 clusters Score: Raw -49150.005917 + Penalty 1580.857007 = -47569.148909 nChanged 4 SP:Iteration 15Q (206.464713 sec): 3 clusters Score: Raw -49155.491635 + Penalty 1580.495304 = -47574.996331 nChanged 2 SP:Iteration 16Q (206.466345 sec): 3 clusters Score: Raw -49160.676742 + Penalty 1580.327615 = -47580.349127 nChanged 3 SP:Iteration 17Q (206.467974 sec): 3 clusters Score: Raw -49162.466825 + Penalty 1580.352966 = -47582.113859 nChanged 3 SP:Iteration 18Q (206.469630 sec): 3 clusters Score: Raw -49164.540072 + Penalty 1579.969471 = -47584.570601 nChanged 5 SP:Iteration 19Q (206.471283 sec): 3 clusters Score: Raw -49175.937503 + Penalty 1579.639427 = -47596.298076 nChanged 7 SP:Iteration 20F (206.473114 sec): 3 clusters Score: Raw -49184.340132 + Penalty 1579.447308 = -47604.892824 nChanged 1 SP:Iteration 21Q (206.474743 sec): 3 clusters Score: Raw -49185.211245 + Penalty 1579.447308 = -47605.763937 nChanged 0 SP:Iteration 22F (206.476542 sec): 3 clusters Score: Raw -49185.211245 + Penalty 1579.447308 = -47605.763937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 22 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (206.478683 sec): 2 clusters Score: Raw -26101.763017 + Penalty 642.530789 = -25459.232229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (206.479730 sec): 3 clusters Score: Raw -25955.235218 + Penalty 1283.560668 = -24671.674550 nChanged 116 SP:Iteration 1F (206.480759 sec): 3 clusters Score: Raw -26062.386455 + Penalty 1277.628550 = -24784.757905 nChanged 33 SP:Iteration 2F (206.481788 sec): 3 clusters Score: Raw -26091.901061 + Penalty 1276.117426 = -24815.783635 nChanged 17 SP:Iteration 3Q (206.482851 sec): 3 clusters Score: Raw -26119.693417 + Penalty 1274.476755 = -24845.216662 nChanged 15 SP:Iteration 4Q (206.483866 sec): 3 clusters Score: Raw -26134.526046 + Penalty 1274.410508 = -24860.115538 nChanged 9 SP:Iteration 5Q (206.484883 sec): 3 clusters Score: Raw -26147.668498 + Penalty 1275.334294 = -24872.334204 nChanged 7 SP:Iteration 6Q (206.485927 sec): 3 clusters Score: Raw -26156.521703 + Penalty 1276.052319 = -24880.469384 nChanged 7 SP:Iteration 7Q (206.486960 sec): 3 clusters Score: Raw -26165.964870 + Penalty 1276.665780 = -24889.299090 nChanged 4 SP:Iteration 8Q (206.488007 sec): 3 clusters Score: Raw -26168.661061 + Penalty 1276.665780 = -24891.995281 nChanged 0 SP:Iteration 9F (206.489087 sec): 3 clusters Score: Raw -26168.661061 + Penalty 1276.665780 = -24891.995281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 23 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (206.490420 sec): 2 clusters Score: Raw -13165.708946 + Penalty 292.245442 = -12873.463504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (206.491180 sec): 3 clusters Score: Raw -13051.414940 + Penalty 584.904866 = -12466.510074 nChanged 80 SP:Iteration 1F (206.491929 sec): 3 clusters Score: Raw -13135.856347 + Penalty 584.665802 = -12551.190544 nChanged 34 SP:Iteration 2F (206.492656 sec): 3 clusters Score: Raw -13191.916156 + Penalty 585.111823 = -12606.804333 nChanged 21 SP:Iteration 3F (206.493413 sec): 3 clusters Score: Raw -13228.099824 + Penalty 587.079519 = -12641.020305 nChanged 16 SP:Iteration 4F (206.494144 sec): 3 clusters Score: Raw -13249.499885 + Penalty 589.735988 = -12659.763897 nChanged 9 SP:Iteration 5Q (206.494828 sec): 3 clusters Score: Raw -13260.356751 + Penalty 594.351575 = -12666.005176 nChanged 13 SP:Iteration 6Q (206.495511 sec): 3 clusters Score: Raw -13287.446381 + Penalty 597.459578 = -12689.986804 nChanged 12 SP:Iteration 7Q (206.496191 sec): 3 clusters Score: Raw -13304.060432 + Penalty 599.869935 = -12704.190496 nChanged 2 SP:Iteration 8Q (206.496888 sec): 3 clusters Score: Raw -13305.144521 + Penalty 602.171462 = -12702.973060 nChanged 2 SP:Iteration 9F (206.497634 sec): 3 clusters Score: Raw -13306.023947 + Penalty 603.160874 = -12702.863073 nChanged 1 SP:Iteration 10F (206.498382 sec): 3 clusters Score: Raw -13306.245550 + Penalty 603.160874 = -12703.084676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 26 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (206.499885 sec): 2 clusters Score: Raw -15952.024134 + Penalty 585.127489 = -15366.896645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (206.500746 sec): 3 clusters Score: Raw -15847.639174 + Penalty 1170.410956 = -14677.228218 nChanged 89 SP:Iteration 1F (206.501597 sec): 3 clusters Score: Raw -15956.164837 + Penalty 1170.906041 = -14785.258796 nChanged 21 SP:Iteration 2F (206.502448 sec): 3 clusters Score: Raw -15981.592856 + Penalty 1171.042415 = -14810.550441 nChanged 11 SP:Iteration 3Q (206.503277 sec): 3 clusters Score: Raw -16000.884168 + Penalty 1170.701121 = -14830.183047 nChanged 9 SP:Iteration 4Q (206.504097 sec): 3 clusters Score: Raw -16015.948008 + Penalty 1170.291521 = -14845.656487 nChanged 7 SP:Iteration 5Q (206.504910 sec): 3 clusters Score: Raw -16023.175538 + Penalty 1170.246888 = -14852.928650 nChanged 2 SP:Iteration 6Q (206.505708 sec): 3 clusters Score: Raw -16024.276403 + Penalty 1170.254910 = -14854.021493 nChanged 2 SP:Iteration 7Q (206.506499 sec): 3 clusters Score: Raw -16028.490776 + Penalty 1170.254910 = -14858.235866 nChanged 0 SP:Iteration 8F (206.507314 sec): 3 clusters Score: Raw -16028.490776 + Penalty 1170.254910 = -14858.235866 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 27 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (206.508355 sec): 2 clusters Score: Raw -9587.087109 + Penalty 274.373260 = -9312.713849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (206.508945 sec): 3 clusters Score: Raw -9542.256512 + Penalty 551.389024 = -8990.867488 nChanged 52 SP:Iteration 1F (206.509523 sec): 3 clusters Score: Raw -9625.895350 + Penalty 557.770754 = -9068.124597 nChanged 17 SP:Iteration 2F (206.510134 sec): 3 clusters Score: Raw -9651.943873 + Penalty 563.839439 = -9088.104434 nChanged 9 SP:Iteration 3Q (206.510679 sec): 3 clusters Score: Raw -9662.872726 + Penalty 565.177976 = -9097.694749 nChanged 2 SP:Iteration 4Q (206.511220 sec): 3 clusters Score: Raw -9663.706768 + Penalty 565.670054 = -9098.036714 nChanged 2 SP:Iteration 5Q (206.511760 sec): 3 clusters Score: Raw -9665.105484 + Penalty 566.958594 = -9098.146890 nChanged 2 SP:Iteration 6Q (206.512299 sec): 3 clusters Score: Raw -9667.318706 + Penalty 567.849285 = -9099.469421 nChanged 1 SP:Iteration 7Q (206.512837 sec): 3 clusters Score: Raw -9667.958952 + Penalty 567.849285 = -9100.109667 nChanged 0 SP:Iteration 8F (206.513396 sec): 3 clusters Score: Raw -9667.958952 + Penalty 567.849285 = -9100.109667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 28 (262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (206.514588 sec): 2 clusters Score: Raw -10715.669899 + Penalty 394.983788 = -10320.686111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (206.515264 sec): 3 clusters Score: Raw -10646.188477 + Penalty 798.576264 = -9847.612213 nChanged 58 SP:Iteration 1F (206.515927 sec): 3 clusters Score: Raw -10735.521357 + Penalty 801.422356 = -9934.099002 nChanged 21 SP:Iteration 2F (206.516592 sec): 3 clusters Score: Raw -10769.032719 + Penalty 797.357326 = -9971.675393 nChanged 8 SP:Iteration 3Q (206.517237 sec): 3 clusters Score: Raw -10792.359409 + Penalty 802.959800 = -9989.399609 nChanged 7 SP:Iteration 4Q (206.517878 sec): 3 clusters Score: Raw -10804.540813 + Penalty 803.539637 = -10001.001177 nChanged 8 SP:Iteration 5Q (206.518513 sec): 3 clusters Score: Raw -10821.860795 + Penalty 796.965256 = -10024.895539 nChanged 5 SP:Iteration 6Q (206.519145 sec): 3 clusters Score: Raw -10834.863679 + Penalty 796.668768 = -10038.194911 nChanged 2 SP:Iteration 7Q (206.519773 sec): 3 clusters Score: Raw -10836.462506 + Penalty 795.951158 = -10040.511348 nChanged 1 SP:Iteration 8Q (206.520401 sec): 3 clusters Score: Raw -10836.908345 + Penalty 794.978076 = -10041.930269 nChanged 1 SP:Iteration 9Q (206.521027 sec): 3 clusters Score: Raw -10837.145295 + Penalty 794.978076 = -10042.167218 nChanged 0 SP:Iteration 10F (206.521687 sec): 3 clusters Score: Raw -10837.145295 + Penalty 794.978076 = -10042.167218 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 29 (1189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (206.527769 sec): 2 clusters Score: Raw -56053.544474 + Penalty 606.668273 = -55446.876200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (206.530039 sec): 3 clusters Score: Raw -55439.310836 + Penalty 1231.203664 = -54208.107172 nChanged 413 SP:Iteration 1F (206.532269 sec): 3 clusters Score: Raw -55813.704247 + Penalty 1251.297233 = -54562.407014 nChanged 146 SP:Iteration 2F (206.534493 sec): 3 clusters Score: Raw -55949.101736 + Penalty 1260.525582 = -54688.576154 nChanged 78 SP:Iteration 3F (206.536718 sec): 3 clusters Score: Raw -56002.077877 + Penalty 1264.484496 = -54737.593381 nChanged 39 SP:Iteration 4Q (206.538913 sec): 3 clusters Score: Raw -56032.871621 + Penalty 1268.069984 = -54764.801636 nChanged 39 SP:Iteration 5Q (206.541104 sec): 3 clusters Score: Raw -56074.788494 + Penalty 1270.037894 = -54804.750600 nChanged 38 SP:Iteration 6Q (206.543291 sec): 3 clusters Score: Raw -56118.327105 + Penalty 1277.590362 = -54840.736743 nChanged 27 SP:Iteration 7Q (206.545460 sec): 3 clusters Score: Raw -56139.769201 + Penalty 1280.847895 = -54858.921306 nChanged 16 SP:Iteration 8Q (206.547614 sec): 3 clusters Score: Raw -56151.857929 + Penalty 1281.793410 = -54870.064519 nChanged 9 SP:Iteration 9Q (206.549760 sec): 3 clusters Score: Raw -56156.178121 + Penalty 1284.733261 = -54871.444861 nChanged 9 SP:Iteration 10F (206.551979 sec): 3 clusters Score: Raw -56160.586115 + Penalty 1285.490309 = -54875.095806 nChanged 3 SP:Iteration 11Q (206.554145 sec): 3 clusters Score: Raw -56161.124689 + Penalty 1284.357270 = -54876.767419 nChanged 2 SP:Iteration 12Q (206.556275 sec): 3 clusters Score: Raw -56161.640821 + Penalty 1284.112981 = -54877.527840 nChanged 3 SP:Iteration 13Q (206.558406 sec): 3 clusters Score: Raw -56163.938836 + Penalty 1284.095699 = -54879.843138 nChanged 4 SP:Iteration 14Q (206.560535 sec): 3 clusters Score: Raw -56167.077110 + Penalty 1284.217414 = -54882.859696 nChanged 4 SP:Iteration 15Q (206.562659 sec): 3 clusters Score: Raw -56170.909446 + Penalty 1286.121002 = -54884.788444 nChanged 3 SP:Iteration 16Q (206.564781 sec): 3 clusters Score: Raw -56172.765285 + Penalty 1286.083941 = -54886.681343 nChanged 1 SP:Iteration 17Q (206.566897 sec): 3 clusters Score: Raw -56173.054285 + Penalty 1286.083941 = -54886.970344 nChanged 0 SP:Iteration 18F (206.569117 sec): 3 clusters Score: Raw -56173.054285 + Penalty 1286.083941 = -54886.970344 nChanged 0 Memory request: 0.04 GB would take us to total of 0.54 GB. Trying to split cluster 33 (8333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (206.606730 sec): 2 clusters Score: Raw -401516.794212 + Penalty 119.126192 = -401397.668019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (206.621870 sec): 3 clusters Score: Raw -395985.932975 + Penalty 262.240795 = -395723.692180 nChanged 4011 SP:Iteration 1F (206.636786 sec): 3 clusters Score: Raw -400146.044356 + Penalty 272.532252 = -399873.512104 nChanged 587 SP:Iteration 2F (206.651652 sec): 3 clusters Score: Raw -400550.945202 + Penalty 276.805573 = -400274.139628 nChanged 202 SP:Iteration 3Q (206.666507 sec): 3 clusters Score: Raw -400744.173139 + Penalty 278.456100 = -400465.717039 nChanged 137 SP:Iteration 4Q (206.681131 sec): 3 clusters Score: Raw -400822.849530 + Penalty 280.875613 = -400541.973917 nChanged 132 SP:Iteration 5Q (206.695912 sec): 3 clusters Score: Raw -400907.754231 + Penalty 284.244707 = -400623.509523 nChanged 144 SP:Iteration 6Q (206.710097 sec): 3 clusters Score: Raw -401055.047229 + Penalty 286.977251 = -400768.069978 nChanged 141 SP:Iteration 7Q (206.723717 sec): 3 clusters Score: Raw -401207.750510 + Penalty 289.133893 = -400918.616617 nChanged 99 SP:Iteration 8Q (206.736815 sec): 3 clusters Score: Raw -401299.222335 + Penalty 289.676409 = -401009.545926 nChanged 74 SP:Iteration 9Q (206.749686 sec): 3 clusters Score: Raw -401352.424150 + Penalty 291.984435 = -401060.439715 nChanged 58 SP:Iteration 10F (206.764432 sec): 3 clusters Score: Raw -401391.065552 + Penalty 295.744611 = -401095.320941 nChanged 53 SP:Iteration 11Q (206.776786 sec): 3 clusters Score: Raw -401424.018330 + Penalty 297.650937 = -401126.367393 nChanged 57 SP:Iteration 12Q (206.789177 sec): 3 clusters Score: Raw -401448.884934 + Penalty 298.349175 = -401150.535759 nChanged 38 SP:Iteration 13Q (206.801743 sec): 3 clusters Score: Raw -401459.201765 + Penalty 299.126221 = -401160.075544 nChanged 25 SP:Iteration 14Q (206.813893 sec): 3 clusters Score: Raw -401472.179176 + Penalty 299.495370 = -401172.683807 nChanged 26 SP:Iteration 15Q (206.826068 sec): 3 clusters Score: Raw -401480.732805 + Penalty 300.919212 = -401179.813593 nChanged 20 SP:Iteration 16Q (206.838127 sec): 3 clusters Score: Raw -401485.867070 + Penalty 302.639119 = -401183.227951 nChanged 22 SP:Iteration 17Q (206.850351 sec): 3 clusters Score: Raw -401492.629794 + Penalty 303.308318 = -401189.321476 nChanged 23 SP:Iteration 18Q (206.862354 sec): 3 clusters Score: Raw -401497.943251 + Penalty 304.064781 = -401193.878470 nChanged 20 SP:Iteration 19Q (206.874336 sec): 3 clusters Score: Raw -401500.732238 + Penalty 306.170538 = -401194.561700 nChanged 19 SP:Iteration 20F (206.889230 sec): 3 clusters Score: Raw -401503.676035 + Penalty 308.295218 = -401195.380818 nChanged 19 SP:Iteration 21Q (206.901445 sec): 3 clusters Score: Raw -401506.376167 + Penalty 307.734294 = -401198.641873 nChanged 16 SP:Iteration 22Q (206.913497 sec): 3 clusters Score: Raw -401508.510313 + Penalty 307.710305 = -401200.800008 nChanged 12 SP:Iteration 23Q (206.925445 sec): 3 clusters Score: Raw -401509.755085 + Penalty 306.322045 = -401203.433040 nChanged 10 SP:Iteration 24Q (206.937356 sec): 3 clusters Score: Raw -401511.340426 + Penalty 303.470689 = -401207.869738 nChanged 15 SP:Iteration 25Q (206.949314 sec): 3 clusters Score: Raw -401515.027754 + Penalty 304.054450 = -401210.973304 nChanged 15 SP:Iteration 26Q (206.961300 sec): 3 clusters Score: Raw -401517.727923 + Penalty 307.428609 = -401210.299315 nChanged 14 SP:Iteration 27F (206.975966 sec): 3 clusters Score: Raw -401519.183128 + Penalty 307.878938 = -401211.304190 nChanged 10 SP:Iteration 28Q (206.988165 sec): 3 clusters Score: Raw -401519.973799 + Penalty 308.854741 = -401211.119058 nChanged 8 SP:Iteration 29F (207.003405 sec): 3 clusters Score: Raw -401520.472408 + Penalty 310.041757 = -401210.430651 nChanged 8 SP:Iteration 30F (207.018221 sec): 3 clusters Score: Raw -401521.214507 + Penalty 311.351279 = -401209.863229 nChanged 7 SP:Iteration 31F (207.032889 sec): 3 clusters Score: Raw -401521.685216 + Penalty 312.530224 = -401209.154992 nChanged 5 SP:Iteration 32F (207.047592 sec): 3 clusters Score: Raw -401521.947679 + Penalty 313.836575 = -401208.111104 nChanged 4 SP:Iteration 33F (207.062266 sec): 3 clusters Score: Raw -401522.110070 + Penalty 314.021106 = -401208.088964 nChanged 2 SP:Iteration 34F (207.076921 sec): 3 clusters Score: Raw -401522.144157 + Penalty 314.206987 = -401207.937171 nChanged 1 SP:Iteration 35F (207.091680 sec): 3 clusters Score: Raw -401522.150446 + Penalty 314.423702 = -401207.726744 nChanged 1 SP:Iteration 36F (207.106779 sec): 3 clusters Score: Raw -401522.165777 + Penalty 314.423702 = -401207.742075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 34 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (207.112464 sec): 2 clusters Score: Raw -15412.041986 + Penalty 82.609044 = -15329.432942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (207.113272 sec): 3 clusters Score: Raw -15215.156840 + Penalty 158.564622 = -15056.592218 nChanged 151 SP:Iteration 1F (207.114044 sec): 3 clusters Score: Raw -15405.165258 + Penalty 158.656795 = -15246.508462 nChanged 39 SP:Iteration 2F (207.114815 sec): 3 clusters Score: Raw -15481.998640 + Penalty 160.437133 = -15321.561507 nChanged 19 SP:Iteration 3F (207.115583 sec): 3 clusters Score: Raw -15503.153326 + Penalty 160.802611 = -15342.350715 nChanged 10 SP:Iteration 4Q (207.116319 sec): 3 clusters Score: Raw -15509.856442 + Penalty 160.956772 = -15348.899670 nChanged 8 SP:Iteration 5Q (207.117058 sec): 3 clusters Score: Raw -15519.479441 + Penalty 160.356611 = -15359.122830 nChanged 3 SP:Iteration 6Q (207.117794 sec): 3 clusters Score: Raw -15522.334284 + Penalty 160.199957 = -15362.134326 nChanged 1 SP:Iteration 7Q (207.118529 sec): 3 clusters Score: Raw -15522.549747 + Penalty 160.199957 = -15362.349790 nChanged 0 SP:Iteration 8F (207.119298 sec): 3 clusters Score: Raw -15522.549747 + Penalty 160.199957 = -15362.349790 nChanged 0 Score: Raw -2541393.611275 + Penalty 21368.050737 = -2520025.560538 Splitting cluster 34 changes total score from -2485711.861954 to -2520025.560538 So it's getting split into cluster 11. Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 35 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (208.135711 sec): 2 clusters Score: Raw -8335.323505 + Penalty 711.513538 = -7623.809967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (208.136316 sec): 3 clusters Score: Raw -8402.872914 + Penalty 1422.054754 = -6980.818160 nChanged 33 SP:Iteration 1F (208.136910 sec): 3 clusters Score: Raw -8478.736887 + Penalty 1423.154061 = -7055.582827 nChanged 9 SP:Iteration 2Q (208.137471 sec): 3 clusters Score: Raw -8503.285803 + Penalty 1424.571561 = -7078.714242 nChanged 7 SP:Iteration 3Q (208.138023 sec): 3 clusters Score: Raw -8534.662333 + Penalty 1424.659057 = -7110.003276 nChanged 8 SP:Iteration 4Q (208.138602 sec): 3 clusters Score: Raw -8566.157577 + Penalty 1424.426180 = -7141.731397 nChanged 4 SP:Iteration 5Q (208.139145 sec): 3 clusters Score: Raw -8575.266828 + Penalty 1423.829729 = -7151.437099 nChanged 4 SP:Iteration 6Q (208.139686 sec): 3 clusters Score: Raw -8595.019032 + Penalty 1423.879823 = -7171.139209 nChanged 1 SP:Iteration 7Q (208.140224 sec): 3 clusters Score: Raw -8606.230679 + Penalty 1423.879823 = -7182.350856 nChanged 0 SP:Iteration 8F (208.140814 sec): 3 clusters Score: Raw -8606.230679 + Penalty 1423.879823 = -7182.350856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 36 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (208.142330 sec): 2 clusters Score: Raw -20187.058788 + Penalty 712.354079 = -19474.704709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (208.143205 sec): 3 clusters Score: Raw -20096.302826 + Penalty 1422.647808 = -18673.655018 nChanged 107 SP:Iteration 1F (208.144066 sec): 3 clusters Score: Raw -20225.336863 + Penalty 1418.626735 = -18806.710128 nChanged 24 SP:Iteration 2F (208.144925 sec): 3 clusters Score: Raw -20262.225511 + Penalty 1418.400803 = -18843.824708 nChanged 14 SP:Iteration 3Q (208.145764 sec): 3 clusters Score: Raw -20281.542549 + Penalty 1417.280261 = -18864.262287 nChanged 13 SP:Iteration 4Q (208.146601 sec): 3 clusters Score: Raw -20300.633165 + Penalty 1416.859266 = -18883.773899 nChanged 16 SP:Iteration 5Q (208.147436 sec): 3 clusters Score: Raw -20324.505509 + Penalty 1417.985791 = -18906.519719 nChanged 13 SP:Iteration 6Q (208.148259 sec): 3 clusters Score: Raw -20347.702897 + Penalty 1420.093723 = -18927.609173 nChanged 11 SP:Iteration 7Q (208.149077 sec): 3 clusters Score: Raw -20377.917776 + Penalty 1423.171875 = -18954.745901 nChanged 16 SP:Iteration 8Q (208.149885 sec): 3 clusters Score: Raw -20409.037647 + Penalty 1423.697110 = -18985.340537 nChanged 9 SP:Iteration 9Q (208.150678 sec): 3 clusters Score: Raw -20432.807870 + Penalty 1423.689186 = -19009.118684 nChanged 6 SP:Iteration 10F (208.151536 sec): 3 clusters Score: Raw -20453.111327 + Penalty 1424.708157 = -19028.403169 nChanged 6 SP:Iteration 11Q (208.152317 sec): 3 clusters Score: Raw -20461.869584 + Penalty 1425.206283 = -19036.663301 nChanged 3 SP:Iteration 12Q (208.153094 sec): 3 clusters Score: Raw -20465.616489 + Penalty 1425.707893 = -19039.908596 nChanged 1 SP:Iteration 13Q (208.153870 sec): 3 clusters Score: Raw -20466.395227 + Penalty 1426.214014 = -19040.181213 nChanged 1 SP:Iteration 14Q (208.154646 sec): 3 clusters Score: Raw -20467.583475 + Penalty 1427.199259 = -19040.384216 nChanged 2 SP:Iteration 15Q (208.155421 sec): 3 clusters Score: Raw -20468.825349 + Penalty 1427.199259 = -19041.626090 nChanged 0 SP:Iteration 16F (208.156278 sec): 3 clusters Score: Raw -20468.825349 + Penalty 1427.199259 = -19041.626090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 38 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (208.157488 sec): 2 clusters Score: Raw -10254.056387 + Penalty 311.030272 = -9943.026115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (208.158178 sec): 3 clusters Score: Raw -10212.116555 + Penalty 622.410678 = -9589.705877 nChanged 74 SP:Iteration 1F (208.158856 sec): 3 clusters Score: Raw -10342.050364 + Penalty 622.136019 = -9719.914345 nChanged 23 SP:Iteration 2F (208.159534 sec): 3 clusters Score: Raw -10389.731944 + Penalty 623.279939 = -9766.452005 nChanged 20 SP:Iteration 3F (208.160213 sec): 3 clusters Score: Raw -10440.198082 + Penalty 625.009153 = -9815.188929 nChanged 9 SP:Iteration 4Q (208.160847 sec): 3 clusters Score: Raw -10450.269341 + Penalty 627.079135 = -9823.190207 nChanged 6 SP:Iteration 5Q (208.161477 sec): 3 clusters Score: Raw -10460.073307 + Penalty 629.623821 = -9830.449485 nChanged 7 SP:Iteration 6Q (208.162105 sec): 3 clusters Score: Raw -10476.500189 + Penalty 630.522569 = -9845.977620 nChanged 1 SP:Iteration 7Q (208.162759 sec): 3 clusters Score: Raw -10479.904980 + Penalty 632.691164 = -9847.213816 nChanged 4 SP:Iteration 8Q (208.163386 sec): 3 clusters Score: Raw -10486.310357 + Penalty 634.578163 = -9851.732194 nChanged 3 SP:Iteration 9Q (208.164010 sec): 3 clusters Score: Raw -10490.222459 + Penalty 634.578163 = -9855.644296 nChanged 0 SP:Iteration 10F (208.164684 sec): 3 clusters Score: Raw -10490.222459 + Penalty 634.578163 = -9855.644296 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 41 (1105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (208.168161 sec): 2 clusters Score: Raw -53795.014731 + Penalty 94.641326 = -53700.373405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (208.170264 sec): 3 clusters Score: Raw -53117.241322 + Penalty 191.063888 = -52926.177434 nChanged 490 SP:Iteration 1F (208.172339 sec): 3 clusters Score: Raw -53506.543889 + Penalty 192.035468 = -53314.508421 nChanged 79 SP:Iteration 2F (208.174411 sec): 3 clusters Score: Raw -53560.039462 + Penalty 191.350167 = -53368.689295 nChanged 44 SP:Iteration 3Q (208.176470 sec): 3 clusters Score: Raw -53588.120095 + Penalty 190.780415 = -53397.339680 nChanged 55 SP:Iteration 4Q (208.178527 sec): 3 clusters Score: Raw -53632.442820 + Penalty 190.012812 = -53442.430009 nChanged 48 SP:Iteration 5Q (208.180571 sec): 3 clusters Score: Raw -53675.929349 + Penalty 189.372306 = -53486.557043 nChanged 53 SP:Iteration 6Q (208.182601 sec): 3 clusters Score: Raw -53703.756208 + Penalty 189.113652 = -53514.642556 nChanged 40 SP:Iteration 7Q (208.184612 sec): 3 clusters Score: Raw -53717.985634 + Penalty 188.899010 = -53529.086624 nChanged 15 SP:Iteration 8Q (208.186611 sec): 3 clusters Score: Raw -53722.755039 + Penalty 188.778156 = -53533.976884 nChanged 14 SP:Iteration 9Q (208.188613 sec): 3 clusters Score: Raw -53725.791535 + Penalty 188.509787 = -53537.281748 nChanged 13 SP:Iteration 10F (208.190690 sec): 3 clusters Score: Raw -53728.184834 + Penalty 188.458735 = -53539.726099 nChanged 9 SP:Iteration 11Q (208.192688 sec): 3 clusters Score: Raw -53729.676102 + Penalty 188.279696 = -53541.396406 nChanged 11 SP:Iteration 12Q (208.194677 sec): 3 clusters Score: Raw -53732.479691 + Penalty 188.061811 = -53544.417880 nChanged 11 SP:Iteration 13Q (208.196659 sec): 3 clusters Score: Raw -53734.758639 + Penalty 188.146331 = -53546.612308 nChanged 11 SP:Iteration 14Q (208.198636 sec): 3 clusters Score: Raw -53738.117895 + Penalty 188.278623 = -53549.839271 nChanged 12 SP:Iteration 15Q (208.200606 sec): 3 clusters Score: Raw -53740.871013 + Penalty 188.616268 = -53552.254745 nChanged 17 SP:Iteration 16Q (208.202571 sec): 3 clusters Score: Raw -53745.859147 + Penalty 189.099750 = -53556.759397 nChanged 18 SP:Iteration 17Q (208.204533 sec): 3 clusters Score: Raw -53752.881479 + Penalty 189.626458 = -53563.255021 nChanged 12 SP:Iteration 18Q (208.206484 sec): 3 clusters Score: Raw -53756.358713 + Penalty 189.821570 = -53566.537142 nChanged 11 SP:Iteration 19Q (208.208422 sec): 3 clusters Score: Raw -53760.205038 + Penalty 190.539715 = -53569.665323 nChanged 14 SP:Iteration 20F (208.210486 sec): 3 clusters Score: Raw -53766.450332 + Penalty 191.488998 = -53574.961333 nChanged 14 SP:Iteration 21Q (208.212424 sec): 3 clusters Score: Raw -53775.284385 + Penalty 192.603810 = -53582.680575 nChanged 15 SP:Iteration 22Q (208.214355 sec): 3 clusters Score: Raw -53783.510336 + Penalty 193.861109 = -53589.649227 nChanged 20 SP:Iteration 23Q (208.216277 sec): 3 clusters Score: Raw -53801.477397 + Penalty 195.784351 = -53605.693045 nChanged 25 SP:Iteration 24Q (208.218191 sec): 3 clusters Score: Raw -53819.182109 + Penalty 198.686067 = -53620.496042 nChanged 22 SP:Iteration 25Q (208.220071 sec): 3 clusters Score: Raw -53832.828733 + Penalty 200.181693 = -53632.647040 nChanged 16 SP:Iteration 26Q (208.221934 sec): 3 clusters Score: Raw -53842.748825 + Penalty 201.430679 = -53641.318146 nChanged 17 SP:Iteration 27Q (208.223848 sec): 3 clusters Score: Raw -53850.365447 + Penalty 203.545268 = -53646.820179 nChanged 12 SP:Iteration 28Q (208.225705 sec): 3 clusters Score: Raw -53856.927322 + Penalty 206.289331 = -53650.637990 nChanged 15 SP:Iteration 29Q (208.227572 sec): 3 clusters Score: Raw -53864.965702 + Penalty 208.668801 = -53656.296901 nChanged 13 SP:Iteration 30F (208.229681 sec): 3 clusters Score: Raw -53868.858123 + Penalty 210.936968 = -53657.921155 nChanged 11 SP:Iteration 31Q (208.231508 sec): 3 clusters Score: Raw -53876.400819 + Penalty 212.903278 = -53663.497541 nChanged 8 SP:Iteration 32Q (208.233299 sec): 3 clusters Score: Raw -53880.996570 + Penalty 214.229909 = -53666.766660 nChanged 8 SP:Iteration 33Q (208.235076 sec): 3 clusters Score: Raw -53883.283228 + Penalty 215.581496 = -53667.701732 nChanged 6 SP:Iteration 34Q (208.236847 sec): 3 clusters Score: Raw -53886.152678 + Penalty 217.985375 = -53668.167303 nChanged 11 SP:Iteration 35Q (208.238615 sec): 3 clusters Score: Raw -53891.515466 + Penalty 221.388448 = -53670.127018 nChanged 8 SP:Iteration 36Q (208.240430 sec): 3 clusters Score: Raw -53894.796798 + Penalty 225.572211 = -53669.224587 nChanged 9 SP:Iteration 37F (208.242536 sec): 3 clusters Score: Raw -53897.341514 + Penalty 228.943512 = -53668.398002 nChanged 7 SP:Iteration 38F (208.244598 sec): 3 clusters Score: Raw -53899.339354 + Penalty 234.289745 = -53665.049609 nChanged 11 SP:Iteration 39F (208.246658 sec): 3 clusters Score: Raw -53902.944862 + Penalty 237.796506 = -53665.148356 nChanged 9 SP:Iteration 40F (208.248721 sec): 3 clusters Score: Raw -53906.145207 + Penalty 244.541450 = -53661.603757 nChanged 15 SP:Iteration 41F (208.250790 sec): 3 clusters Score: Raw -53912.670333 + Penalty 255.245132 = -53657.425201 nChanged 12 SP:Iteration 42F (208.252851 sec): 3 clusters Score: Raw -53920.355633 + Penalty 280.409536 = -53639.946097 nChanged 20 SP:Iteration 43F (208.254910 sec): 3 clusters Score: Raw -53942.131394 + Penalty 315.788004 = -53626.343390 nChanged 16 SP:Iteration 44F (208.256971 sec): 3 clusters Score: Raw -53973.440220 + Penalty 323.905320 = -53649.534900 nChanged 7 SP:Iteration 45Q (208.258646 sec): 3 clusters Score: Raw -53992.714512 + Penalty 325.995426 = -53666.719086 nChanged 1 SP:Iteration 46Q (208.260316 sec): 3 clusters Score: Raw -53995.283547 + Penalty 325.995426 = -53669.288121 nChanged 0 SP:Iteration 47F (208.262420 sec): 3 clusters Score: Raw -53995.283547 + Penalty 325.995426 = -53669.288121 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 43 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (208.263103 sec): 2 clusters Score: Raw -2247.965838 + Penalty 75.893350 = -2172.072488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (208.263410 sec): 3 clusters Score: Raw -2233.568403 + Penalty 162.035507 = -2071.532896 nChanged 11 SP:Iteration 1F (208.263705 sec): 3 clusters Score: Raw -2246.977751 + Penalty 167.096264 = -2079.881487 nChanged 3 SP:Iteration 2F (208.264000 sec): 3 clusters Score: Raw -2248.852799 + Penalty 170.530724 = -2078.322075 nChanged 1 SP:Iteration 3F (208.264293 sec): 3 clusters Score: Raw -2249.758890 + Penalty 174.447865 = -2075.311025 nChanged 1 SP:Iteration 4F (208.264586 sec): 3 clusters Score: Raw -2250.144578 + Penalty 174.447865 = -2075.696714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 48 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (208.265869 sec): 2 clusters Score: Raw -14955.632261 + Penalty 625.513657 = -14330.118604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (208.266597 sec): 3 clusters Score: Raw -14906.208592 + Penalty 1250.255614 = -13655.952978 nChanged 57 SP:Iteration 1F (208.267315 sec): 3 clusters Score: Raw -14978.589564 + Penalty 1249.420136 = -13729.169428 nChanged 11 SP:Iteration 2Q (208.268015 sec): 3 clusters Score: Raw -14991.661551 + Penalty 1249.587602 = -13742.073950 nChanged 6 SP:Iteration 3Q (208.268715 sec): 3 clusters Score: Raw -14995.914506 + Penalty 1248.797793 = -13747.116713 nChanged 9 SP:Iteration 4Q (208.269405 sec): 3 clusters Score: Raw -15009.609308 + Penalty 1248.896865 = -13760.712443 nChanged 6 SP:Iteration 5Q (208.270075 sec): 3 clusters Score: Raw -15016.052478 + Penalty 1248.768181 = -13767.284297 nChanged 4 SP:Iteration 6Q (208.270744 sec): 3 clusters Score: Raw -15018.471684 + Penalty 1248.768181 = -13769.703503 nChanged 0 SP:Iteration 7F (208.271430 sec): 3 clusters Score: Raw -15018.471684 + Penalty 1248.768181 = -13769.703503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 50 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (208.272740 sec): 2 clusters Score: Raw -8312.634141 + Penalty 84.480769 = -8228.153372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (208.273257 sec): 3 clusters Score: Raw -8227.378659 + Penalty 168.699119 = -8058.679540 nChanged 53 SP:Iteration 1F (208.273758 sec): 3 clusters Score: Raw -8264.071271 + Penalty 167.757591 = -8096.313681 nChanged 25 SP:Iteration 2F (208.274256 sec): 3 clusters Score: Raw -8305.812166 + Penalty 167.964426 = -8137.847740 nChanged 8 SP:Iteration 3Q (208.274745 sec): 3 clusters Score: Raw -8319.915482 + Penalty 169.262395 = -8150.653087 nChanged 5 SP:Iteration 4Q (208.275225 sec): 3 clusters Score: Raw -8326.066507 + Penalty 169.572175 = -8156.494331 nChanged 1 SP:Iteration 5Q (208.275697 sec): 3 clusters Score: Raw -8326.464463 + Penalty 169.572175 = -8156.892288 nChanged 0 SP:Iteration 6F (208.276194 sec): 3 clusters Score: Raw -8326.464463 + Penalty 169.572175 = -8156.892288 nChanged 0 Memory request: 0.02 GB would take us to total of 0.52 GB. Trying to split cluster 55 (2827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (208.289252 sec): 2 clusters Score: Raw -137444.982595 + Penalty 91.432261 = -137353.550334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (208.294445 sec): 3 clusters Score: Raw -135620.335735 + Penalty 190.533538 = -135429.802197 nChanged 1269 SP:Iteration 1F (208.299488 sec): 3 clusters Score: Raw -136802.388584 + Penalty 199.222834 = -136603.165750 nChanged 247 SP:Iteration 2F (208.304514 sec): 3 clusters Score: Raw -136998.916027 + Penalty 201.090861 = -136797.825166 nChanged 114 SP:Iteration 3Q (208.309456 sec): 3 clusters Score: Raw -137115.699461 + Penalty 202.540418 = -136913.159043 nChanged 81 SP:Iteration 4Q (208.314281 sec): 3 clusters Score: Raw -137180.790912 + Penalty 203.831420 = -136976.959492 nChanged 65 SP:Iteration 5Q (208.318986 sec): 3 clusters Score: Raw -137222.801026 + Penalty 202.382605 = -137020.418421 nChanged 69 SP:Iteration 6Q (208.323747 sec): 3 clusters Score: Raw -137262.887717 + Penalty 200.157783 = -137062.729933 nChanged 46 SP:Iteration 7Q (208.328357 sec): 3 clusters Score: Raw -137283.219383 + Penalty 200.188498 = -137083.030884 nChanged 43 SP:Iteration 8Q (208.332930 sec): 3 clusters Score: Raw -137300.731782 + Penalty 202.715221 = -137098.016561 nChanged 43 SP:Iteration 9Q (208.337391 sec): 3 clusters Score: Raw -137320.320602 + Penalty 203.843018 = -137116.477584 nChanged 46 SP:Iteration 10F (208.342405 sec): 3 clusters Score: Raw -137341.109926 + Penalty 207.256252 = -137133.853674 nChanged 41 SP:Iteration 11Q (208.346889 sec): 3 clusters Score: Raw -137361.096447 + Penalty 206.032132 = -137155.064315 nChanged 42 SP:Iteration 12Q (208.351366 sec): 3 clusters Score: Raw -137383.335741 + Penalty 207.815837 = -137175.519903 nChanged 29 SP:Iteration 13Q (208.355789 sec): 3 clusters Score: Raw -137397.157942 + Penalty 210.766698 = -137186.391244 nChanged 27 SP:Iteration 14Q (208.360149 sec): 3 clusters Score: Raw -137411.263518 + Penalty 216.025752 = -137195.237767 nChanged 26 SP:Iteration 15Q (208.364438 sec): 3 clusters Score: Raw -137422.819192 + Penalty 222.261526 = -137200.557666 nChanged 12 SP:Iteration 16Q (208.368546 sec): 3 clusters Score: Raw -137425.976083 + Penalty 221.498085 = -137204.477999 nChanged 10 SP:Iteration 17Q (208.372718 sec): 3 clusters Score: Raw -137429.152726 + Penalty 225.969007 = -137203.183719 nChanged 7 SP:Iteration 18F (208.377767 sec): 3 clusters Score: Raw -137431.725218 + Penalty 226.604639 = -137205.120578 nChanged 11 SP:Iteration 19Q (208.381822 sec): 3 clusters Score: Raw -137435.579013 + Penalty 224.898676 = -137210.680336 nChanged 7 SP:Iteration 20F (208.386990 sec): 3 clusters Score: Raw -137437.338715 + Penalty 229.032559 = -137208.306156 nChanged 9 SP:Iteration 21F (208.392116 sec): 3 clusters Score: Raw -137439.710651 + Penalty 233.633451 = -137206.077200 nChanged 9 SP:Iteration 22F (208.397197 sec): 3 clusters Score: Raw -137443.002355 + Penalty 236.656244 = -137206.346111 nChanged 5 SP:Iteration 23Q (208.401208 sec): 3 clusters Score: Raw -137444.406779 + Penalty 239.682927 = -137204.723852 nChanged 4 SP:Iteration 24F (208.406227 sec): 3 clusters Score: Raw -137446.484238 + Penalty 245.784093 = -137200.700144 nChanged 5 SP:Iteration 25F (208.411247 sec): 3 clusters Score: Raw -137448.254057 + Penalty 245.784093 = -137202.469964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 81 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (208.417940 sec): 2 clusters Score: Raw -20849.910646 + Penalty 48.966371 = -20800.944275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (208.418899 sec): 3 clusters Score: Raw -20589.555035 + Penalty 99.271068 = -20490.283967 nChanged 187 SP:Iteration 1F (208.419841 sec): 3 clusters Score: Raw -20714.880407 + Penalty 98.471769 = -20616.408638 nChanged 39 SP:Iteration 2F (208.420781 sec): 3 clusters Score: Raw -20749.693982 + Penalty 97.437832 = -20652.256150 nChanged 40 SP:Iteration 3F (208.421718 sec): 3 clusters Score: Raw -20777.841531 + Penalty 96.882268 = -20680.959263 nChanged 25 SP:Iteration 4F (208.422655 sec): 3 clusters Score: Raw -20790.280089 + Penalty 96.743382 = -20693.536706 nChanged 10 SP:Iteration 5Q (208.423551 sec): 3 clusters Score: Raw -20793.051778 + Penalty 96.769279 = -20696.282499 nChanged 3 SP:Iteration 6Q (208.424443 sec): 3 clusters Score: Raw -20793.753690 + Penalty 96.780387 = -20696.973304 nChanged 3 SP:Iteration 7Q (208.425333 sec): 3 clusters Score: Raw -20794.254510 + Penalty 95.649683 = -20698.604827 nChanged 4 SP:Iteration 8Q (208.426221 sec): 3 clusters Score: Raw -20795.032381 + Penalty 95.572672 = -20699.459709 nChanged 3 SP:Iteration 9Q (208.427111 sec): 3 clusters Score: Raw -20795.494919 + Penalty 95.593169 = -20699.901750 nChanged 3 SP:Iteration 10F (208.428070 sec): 3 clusters Score: Raw -20796.687811 + Penalty 94.638782 = -20702.049028 nChanged 7 SP:Iteration 11Q (208.428959 sec): 3 clusters Score: Raw -20800.134061 + Penalty 94.608513 = -20705.525548 nChanged 6 SP:Iteration 12Q (208.429845 sec): 3 clusters Score: Raw -20802.658427 + Penalty 94.649048 = -20708.009379 nChanged 9 SP:Iteration 13Q (208.430726 sec): 3 clusters Score: Raw -20809.918943 + Penalty 94.239208 = -20715.679736 nChanged 9 SP:Iteration 14Q (208.431598 sec): 3 clusters Score: Raw -20814.405383 + Penalty 94.192882 = -20720.212500 nChanged 7 SP:Iteration 15Q (208.432486 sec): 3 clusters Score: Raw -20816.637516 + Penalty 94.254736 = -20722.382780 nChanged 4 SP:Iteration 16Q (208.433350 sec): 3 clusters Score: Raw -20817.856671 + Penalty 94.293694 = -20723.562977 nChanged 3 SP:Iteration 17Q (208.434211 sec): 3 clusters Score: Raw -20819.688352 + Penalty 93.943336 = -20725.745016 nChanged 4 SP:Iteration 18Q (208.435069 sec): 3 clusters Score: Raw -20822.586379 + Penalty 93.980075 = -20728.606304 nChanged 3 SP:Iteration 19Q (208.435924 sec): 3 clusters Score: Raw -20823.838934 + Penalty 93.980075 = -20729.858859 nChanged 0 SP:Iteration 20F (208.436859 sec): 3 clusters Score: Raw -20823.838934 + Penalty 93.980075 = -20729.858859 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 93 (1402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (208.443625 sec): 2 clusters Score: Raw -69595.013562 + Penalty 47.191015 = -69547.822547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (208.446241 sec): 3 clusters Score: Raw -68684.612406 + Penalty 94.488877 = -68590.123529 nChanged 661 SP:Iteration 1F (208.448814 sec): 3 clusters Score: Raw -69335.847938 + Penalty 94.480049 = -69241.367889 nChanged 98 SP:Iteration 2F (208.451383 sec): 3 clusters Score: Raw -69384.215349 + Penalty 94.468447 = -69289.746901 nChanged 39 SP:Iteration 3Q (208.453909 sec): 3 clusters Score: Raw -69400.575628 + Penalty 94.428516 = -69306.147112 nChanged 35 SP:Iteration 4Q (208.456536 sec): 3 clusters Score: Raw -69412.783379 + Penalty 94.376191 = -69318.407188 nChanged 32 SP:Iteration 5Q (208.459091 sec): 3 clusters Score: Raw -69423.128918 + Penalty 94.233016 = -69328.895902 nChanged 29 SP:Iteration 6Q (208.461638 sec): 3 clusters Score: Raw -69431.799167 + Penalty 94.167796 = -69337.631371 nChanged 26 SP:Iteration 7Q (208.464198 sec): 3 clusters Score: Raw -69437.950062 + Penalty 94.059125 = -69343.890937 nChanged 24 SP:Iteration 8Q (208.466692 sec): 3 clusters Score: Raw -69446.033683 + Penalty 94.058610 = -69351.975073 nChanged 27 SP:Iteration 9Q (208.469194 sec): 3 clusters Score: Raw -69454.284799 + Penalty 94.087505 = -69360.197293 nChanged 14 SP:Iteration 10F (208.471757 sec): 3 clusters Score: Raw -69457.673124 + Penalty 94.030372 = -69363.642752 nChanged 16 SP:Iteration 11Q (208.474258 sec): 3 clusters Score: Raw -69462.509514 + Penalty 94.028674 = -69368.480840 nChanged 12 SP:Iteration 12Q (208.476756 sec): 3 clusters Score: Raw -69465.183591 + Penalty 94.028747 = -69371.154844 nChanged 11 SP:Iteration 13Q (208.479256 sec): 3 clusters Score: Raw -69467.079590 + Penalty 94.034824 = -69373.044766 nChanged 8 SP:Iteration 14Q (208.481752 sec): 3 clusters Score: Raw -69468.241683 + Penalty 94.044759 = -69374.196924 nChanged 10 SP:Iteration 15Q (208.484245 sec): 3 clusters Score: Raw -69470.688888 + Penalty 93.995579 = -69376.693310 nChanged 10 SP:Iteration 16Q (208.486735 sec): 3 clusters Score: Raw -69472.702480 + Penalty 93.990305 = -69378.712175 nChanged 11 SP:Iteration 17Q (208.489230 sec): 3 clusters Score: Raw -69475.088159 + Penalty 93.973199 = -69381.114960 nChanged 11 SP:Iteration 18Q (208.491716 sec): 3 clusters Score: Raw -69477.852406 + Penalty 93.996796 = -69383.855611 nChanged 13 SP:Iteration 19Q (208.494201 sec): 3 clusters Score: Raw -69480.836300 + Penalty 94.224551 = -69386.611749 nChanged 14 SP:Iteration 20F (208.496764 sec): 3 clusters Score: Raw -69484.260103 + Penalty 94.238062 = -69390.022042 nChanged 17 SP:Iteration 21Q (208.499269 sec): 3 clusters Score: Raw -69489.049470 + Penalty 94.303590 = -69394.745881 nChanged 19 SP:Iteration 22Q (208.501769 sec): 3 clusters Score: Raw -69495.232145 + Penalty 94.448216 = -69400.783929 nChanged 13 SP:Iteration 23Q (208.504262 sec): 3 clusters Score: Raw -69498.066541 + Penalty 94.517819 = -69403.548722 nChanged 10 SP:Iteration 24Q (208.506752 sec): 3 clusters Score: Raw -69500.026218 + Penalty 94.520237 = -69405.505980 nChanged 11 SP:Iteration 25Q (208.509247 sec): 3 clusters Score: Raw -69501.508755 + Penalty 94.494522 = -69407.014233 nChanged 7 SP:Iteration 26Q (208.511740 sec): 3 clusters Score: Raw -69502.110126 + Penalty 94.577680 = -69407.532446 nChanged 6 SP:Iteration 27Q (208.514272 sec): 3 clusters Score: Raw -69503.020638 + Penalty 94.583133 = -69408.437506 nChanged 5 SP:Iteration 28Q (208.516835 sec): 3 clusters Score: Raw -69503.533912 + Penalty 94.606584 = -69408.927328 nChanged 5 SP:Iteration 29Q (208.519356 sec): 3 clusters Score: Raw -69504.511811 + Penalty 94.614418 = -69409.897393 nChanged 7 SP:Iteration 30F (208.521916 sec): 3 clusters Score: Raw -69506.353552 + Penalty 94.606906 = -69411.746646 nChanged 3 SP:Iteration 31Q (208.524644 sec): 3 clusters Score: Raw -69506.901698 + Penalty 94.582718 = -69412.318980 nChanged 7 SP:Iteration 32Q (208.527231 sec): 3 clusters Score: Raw -69508.325315 + Penalty 94.625574 = -69413.699741 nChanged 5 SP:Iteration 33Q (208.529731 sec): 3 clusters Score: Raw -69508.994536 + Penalty 94.686958 = -69414.307578 nChanged 7 SP:Iteration 34Q (208.532322 sec): 3 clusters Score: Raw -69511.210653 + Penalty 94.753879 = -69416.456774 nChanged 8 SP:Iteration 35Q (208.534895 sec): 3 clusters Score: Raw -69512.175444 + Penalty 94.811092 = -69417.364353 nChanged 6 SP:Iteration 36Q (208.537401 sec): 3 clusters Score: Raw -69512.783155 + Penalty 94.855922 = -69417.927233 nChanged 4 SP:Iteration 37Q (208.539896 sec): 3 clusters Score: Raw -69513.033386 + Penalty 94.926459 = -69418.106928 nChanged 6 SP:Iteration 38Q (208.542380 sec): 3 clusters Score: Raw -69514.318265 + Penalty 95.026882 = -69419.291384 nChanged 8 SP:Iteration 39Q (208.544865 sec): 3 clusters Score: Raw -69515.834055 + Penalty 95.038442 = -69420.795613 nChanged 7 SP:Iteration 40F (208.547423 sec): 3 clusters Score: Raw -69518.028023 + Penalty 94.889586 = -69423.138437 nChanged 7 SP:Iteration 41Q (208.549914 sec): 3 clusters Score: Raw -69520.354438 + Penalty 94.778182 = -69425.576256 nChanged 5 SP:Iteration 42Q (208.552400 sec): 3 clusters Score: Raw -69522.311488 + Penalty 94.711241 = -69427.600247 nChanged 9 SP:Iteration 43Q (208.554879 sec): 3 clusters Score: Raw -69524.099940 + Penalty 94.516030 = -69429.583910 nChanged 9 SP:Iteration 44Q (208.557360 sec): 3 clusters Score: Raw -69525.840700 + Penalty 94.021368 = -69431.819332 nChanged 9 SP:Iteration 45Q (208.559829 sec): 3 clusters Score: Raw -69528.211628 + Penalty 94.141954 = -69434.069674 nChanged 13 SP:Iteration 46Q (208.562292 sec): 3 clusters Score: Raw -69531.107519 + Penalty 94.144726 = -69436.962794 nChanged 10 SP:Iteration 47Q (208.564742 sec): 3 clusters Score: Raw -69533.326693 + Penalty 94.244600 = -69439.082093 nChanged 13 SP:Iteration 48Q (208.567184 sec): 3 clusters Score: Raw -69536.271148 + Penalty 94.157420 = -69442.113728 nChanged 10 SP:Iteration 49Q (208.569619 sec): 3 clusters Score: Raw -69538.436494 + Penalty 94.170049 = -69444.266445 nChanged 15 SP:Iteration 50F (208.572176 sec): 3 clusters Score: Raw -69542.075150 + Penalty 93.953849 = -69448.121301 nChanged 9 SP:Iteration 51Q (208.574603 sec): 3 clusters Score: Raw -69545.873066 + Penalty 93.334422 = -69452.538644 nChanged 18 SP:Iteration 52Q (208.577030 sec): 3 clusters Score: Raw -69555.425866 + Penalty 93.490320 = -69461.935546 nChanged 17 SP:Iteration 53Q (208.579452 sec): 3 clusters Score: Raw -69565.011041 + Penalty 93.650748 = -69471.360293 nChanged 12 SP:Iteration 54Q (208.581864 sec): 3 clusters Score: Raw -69568.029032 + Penalty 93.808510 = -69474.220522 nChanged 9 SP:Iteration 55Q (208.584260 sec): 3 clusters Score: Raw -69569.212509 + Penalty 93.831012 = -69475.381497 nChanged 8 SP:Iteration 56Q (208.586650 sec): 3 clusters Score: Raw -69570.059925 + Penalty 93.894059 = -69476.165866 nChanged 5 SP:Iteration 57Q (208.589034 sec): 3 clusters Score: Raw -69570.566694 + Penalty 93.715335 = -69476.851358 nChanged 6 SP:Iteration 58Q (208.591413 sec): 3 clusters Score: Raw -69571.358747 + Penalty 93.836709 = -69477.522038 nChanged 6 SP:Iteration 59Q (208.593785 sec): 3 clusters Score: Raw -69571.792091 + Penalty 93.853896 = -69477.938195 nChanged 3 SP:Iteration 60F (208.596341 sec): 3 clusters Score: Raw -69571.907317 + Penalty 93.865245 = -69478.042072 nChanged 2 SP:Iteration 61Q (208.598715 sec): 3 clusters Score: Raw -69571.990460 + Penalty 93.906255 = -69478.084204 nChanged 2 SP:Iteration 62Q (208.601089 sec): 3 clusters Score: Raw -69572.207778 + Penalty 93.952497 = -69478.255281 nChanged 2 SP:Iteration 63Q (208.603461 sec): 3 clusters Score: Raw -69572.322894 + Penalty 93.999682 = -69478.323212 nChanged 2 SP:Iteration 64Q (208.605829 sec): 3 clusters Score: Raw -69572.416813 + Penalty 94.072264 = -69478.344549 nChanged 3 SP:Iteration 65Q (208.608197 sec): 3 clusters Score: Raw -69572.540965 + Penalty 94.096628 = -69478.444337 nChanged 1 SP:Iteration 66Q (208.610594 sec): 3 clusters Score: Raw -69572.581211 + Penalty 94.096628 = -69478.484582 nChanged 0 SP:Iteration 67F (208.613150 sec): 3 clusters Score: Raw -69572.581211 + Penalty 94.096628 = -69478.484582 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 96 (1076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (208.618256 sec): 2 clusters Score: Raw -55352.444525 + Penalty 447.366610 = -54905.077915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (208.620346 sec): 3 clusters Score: Raw -54809.315971 + Penalty 892.879545 = -53916.436426 nChanged 422 SP:Iteration 1F (208.622387 sec): 3 clusters Score: Raw -55109.843334 + Penalty 893.047358 = -54216.795976 nChanged 136 SP:Iteration 2F (208.624422 sec): 3 clusters Score: Raw -55274.241045 + Penalty 893.551366 = -54380.689679 nChanged 88 SP:Iteration 3F (208.626454 sec): 3 clusters Score: Raw -55353.822798 + Penalty 895.052614 = -54458.770184 nChanged 46 SP:Iteration 4Q (208.628467 sec): 3 clusters Score: Raw -55390.927521 + Penalty 897.313496 = -54493.614025 nChanged 26 SP:Iteration 5Q (208.630465 sec): 3 clusters Score: Raw -55404.527569 + Penalty 900.460777 = -54504.066792 nChanged 17 SP:Iteration 6Q (208.632446 sec): 3 clusters Score: Raw -55414.267178 + Penalty 902.380377 = -54511.886802 nChanged 13 SP:Iteration 7Q (208.634483 sec): 3 clusters Score: Raw -55421.055469 + Penalty 903.288607 = -54517.766861 nChanged 8 SP:Iteration 8Q (208.636488 sec): 3 clusters Score: Raw -55424.904702 + Penalty 905.304334 = -54519.600368 nChanged 8 SP:Iteration 9Q (208.638489 sec): 3 clusters Score: Raw -55427.683448 + Penalty 907.637958 = -54520.045490 nChanged 10 SP:Iteration 10F (208.640585 sec): 3 clusters Score: Raw -55432.557145 + Penalty 910.993605 = -54521.563540 nChanged 12 SP:Iteration 11Q (208.642577 sec): 3 clusters Score: Raw -55437.307342 + Penalty 915.519087 = -54521.788255 nChanged 12 SP:Iteration 12Q (208.644532 sec): 3 clusters Score: Raw -55442.851406 + Penalty 919.727257 = -54523.124149 nChanged 12 SP:Iteration 13Q (208.646487 sec): 3 clusters Score: Raw -55449.532982 + Penalty 927.187018 = -54522.345964 nChanged 13 SP:Iteration 14F (208.648597 sec): 3 clusters Score: Raw -55456.881551 + Penalty 931.427985 = -54525.453566 nChanged 13 SP:Iteration 15Q (208.650599 sec): 3 clusters Score: Raw -55465.969478 + Penalty 932.213287 = -54533.756190 nChanged 14 SP:Iteration 16Q (208.652612 sec): 3 clusters Score: Raw -55474.797810 + Penalty 936.939930 = -54537.857879 nChanged 9 SP:Iteration 17Q (208.654567 sec): 3 clusters Score: Raw -55485.836843 + Penalty 943.987247 = -54541.849596 nChanged 8 SP:Iteration 18Q (208.656519 sec): 3 clusters Score: Raw -55492.481687 + Penalty 944.178679 = -54548.303008 nChanged 6 SP:Iteration 19Q (208.658472 sec): 3 clusters Score: Raw -55496.976951 + Penalty 942.961834 = -54554.015117 nChanged 5 SP:Iteration 20F (208.660504 sec): 3 clusters Score: Raw -55499.369759 + Penalty 944.572959 = -54554.796801 nChanged 2 SP:Iteration 21Q (208.662460 sec): 3 clusters Score: Raw -55500.465253 + Penalty 945.245196 = -54555.220057 nChanged 1 SP:Iteration 22Q (208.664409 sec): 3 clusters Score: Raw -55500.854539 + Penalty 946.282820 = -54554.571719 nChanged 1 SP:Iteration 23F (208.666444 sec): 3 clusters Score: Raw -55501.314392 + Penalty 947.316882 = -54553.997510 nChanged 1 SP:Iteration 24F (208.668476 sec): 3 clusters Score: Raw -55501.652963 + Penalty 947.316882 = -54554.336081 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 110 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (208.669739 sec): 2 clusters Score: Raw -11220.218244 + Penalty 701.588721 = -10518.629523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (208.670418 sec): 3 clusters Score: Raw -11244.964656 + Penalty 1403.619087 = -9841.345569 nChanged 48 SP:Iteration 1F (208.671100 sec): 3 clusters Score: Raw -11320.417473 + Penalty 1403.596789 = -9916.820684 nChanged 8 SP:Iteration 2Q (208.671772 sec): 3 clusters Score: Raw -11336.973380 + Penalty 1404.062484 = -9932.910897 nChanged 3 SP:Iteration 3Q (208.672406 sec): 3 clusters Score: Raw -11340.556238 + Penalty 1403.966849 = -9936.589389 nChanged 1 SP:Iteration 4Q (208.673043 sec): 3 clusters Score: Raw -11341.883806 + Penalty 1403.558612 = -9938.325194 nChanged 2 SP:Iteration 5Q (208.673676 sec): 3 clusters Score: Raw -11347.784464 + Penalty 1403.420303 = -9944.364162 nChanged 1 SP:Iteration 6Q (208.674307 sec): 3 clusters Score: Raw -11350.823175 + Penalty 1403.511942 = -9947.311233 nChanged 2 SP:Iteration 7Q (208.674936 sec): 3 clusters Score: Raw -11355.736352 + Penalty 1403.511942 = -9952.224409 nChanged 0 SP:Iteration 8F (208.675596 sec): 3 clusters Score: Raw -11355.736352 + Penalty 1403.511942 = -9952.224409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 120 (510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (208.678315 sec): 2 clusters Score: Raw -23615.570897 + Penalty 79.220026 = -23536.350871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (208.679413 sec): 3 clusters Score: Raw -23315.131726 + Penalty 162.658149 = -23152.473577 nChanged 217 SP:Iteration 1F (208.680495 sec): 3 clusters Score: Raw -23493.556619 + Penalty 163.392308 = -23330.164310 nChanged 42 SP:Iteration 2F (208.681574 sec): 3 clusters Score: Raw -23531.860073 + Penalty 162.124279 = -23369.735794 nChanged 30 SP:Iteration 3F (208.682653 sec): 3 clusters Score: Raw -23554.097952 + Penalty 161.283447 = -23392.814505 nChanged 33 SP:Iteration 4F (208.683731 sec): 3 clusters Score: Raw -23568.536188 + Penalty 160.552727 = -23407.983461 nChanged 22 SP:Iteration 5Q (208.684768 sec): 3 clusters Score: Raw -23576.063894 + Penalty 159.853753 = -23416.210141 nChanged 27 SP:Iteration 6F (208.685833 sec): 3 clusters Score: Raw -23586.331620 + Penalty 159.406251 = -23426.925370 nChanged 21 SP:Iteration 7Q (208.686864 sec): 3 clusters Score: Raw -23592.737352 + Penalty 159.783057 = -23432.954296 nChanged 13 SP:Iteration 8Q (208.687893 sec): 3 clusters Score: Raw -23596.990879 + Penalty 160.288792 = -23436.702086 nChanged 16 SP:Iteration 9Q (208.688928 sec): 3 clusters Score: Raw -23604.436832 + Penalty 161.204791 = -23443.232040 nChanged 17 SP:Iteration 10F (208.690008 sec): 3 clusters Score: Raw -23613.329061 + Penalty 162.100045 = -23451.229016 nChanged 18 SP:Iteration 11Q (208.691042 sec): 3 clusters Score: Raw -23622.204997 + Penalty 162.258215 = -23459.946782 nChanged 15 SP:Iteration 12Q (208.692076 sec): 3 clusters Score: Raw -23629.685446 + Penalty 161.851075 = -23467.834371 nChanged 4 SP:Iteration 13Q (208.693108 sec): 3 clusters Score: Raw -23631.669773 + Penalty 162.059537 = -23469.610236 nChanged 2 SP:Iteration 14Q (208.694141 sec): 3 clusters Score: Raw -23631.896786 + Penalty 162.059537 = -23469.837249 nChanged 0 SP:Iteration 15F (208.695217 sec): 3 clusters Score: Raw -23631.896786 + Penalty 162.059537 = -23469.837249 nChanged 0 Iteration 219Q (208.936472 sec): 39 clusters Score: Raw -2507069.217035 + Penalty 21375.373892 = -2485693.843143 nChanged 43 Iteration 220F (209.953291 sec): 39 clusters Score: Raw -2507098.183408 + Penalty 21389.417177 = -2485708.766231 nChanged 40 Iteration 221Q (210.171642 sec): 39 clusters Score: Raw -2507108.467786 + Penalty 21396.871907 = -2485711.595879 nChanged 15 Iteration 222Q (210.389024 sec): 39 clusters Score: Raw -2507111.874813 + Penalty 21396.213433 = -2485715.661380 nChanged 17 Iteration 223Q (210.606125 sec): 39 clusters Score: Raw -2507112.749991 + Penalty 21397.458539 = -2485715.291452 nChanged 12 Iteration 224F (211.612009 sec): 39 clusters Score: Raw -2507113.519794 + Penalty 21396.703173 = -2485716.816621 nChanged 11 Iteration 225Q (211.828340 sec): 39 clusters Score: Raw -2507114.125709 + Penalty 21396.460355 = -2485717.665355 nChanged 14 Iteration 226Q (212.045557 sec): 39 clusters Score: Raw -2507115.311961 + Penalty 21397.566741 = -2485717.745219 nChanged 7 Iteration 227Q (212.262441 sec): 39 clusters Score: Raw -2507117.416359 + Penalty 21400.302039 = -2485717.114320 nChanged 11 Iteration 228F (213.269962 sec): 39 clusters Score: Raw -2507120.628357 + Penalty 21398.887514 = -2485721.740843 nChanged 9 Iteration 229Q (213.486443 sec): 39 clusters Score: Raw -2507121.109596 + Penalty 21398.221914 = -2485722.887683 nChanged 7 Iteration 230F (214.493960 sec): 39 clusters Score: Raw -2507121.571618 + Penalty 21394.652760 = -2485726.918858 nChanged 10 Iteration 231Q (214.710516 sec): 39 clusters Score: Raw -2507122.069093 + Penalty 21392.061882 = -2485730.007212 nChanged 3 Iteration 232Q (214.927260 sec): 39 clusters Score: Raw -2507122.271162 + Penalty 21392.699631 = -2485729.571531 nChanged 4 Iteration 233F (215.933415 sec): 39 clusters Score: Raw -2507122.647936 + Penalty 21392.718259 = -2485729.929678 nChanged 1 Iteration 234Q (216.150402 sec): 39 clusters Score: Raw -2507122.661049 + Penalty 21392.720958 = -2485729.940090 nChanged 1 Iteration 235Q (216.366921 sec): 39 clusters Score: Raw -2507122.657024 + Penalty 21392.720958 = -2485729.936065 nChanged 0 Iteration 236F (217.372640 sec): 39 clusters Score: Raw -2507122.657024 + Penalty 21392.720958 = -2485729.936065 nChanged 0 Writing temp clu file Memory request: 0.25 GB would take us to total of 0.50 GB. Compute initial score before splitting: Score: Raw -2507122.657024 + Penalty 21392.720958 = -2485729.936065Memory request: 0.02 GB would take us to total of 0.52 GB. Trying to split cluster 1 (4251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (217.567085 sec): 2 clusters Score: Raw -211244.165585 + Penalty 94.630444 = -211149.535140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (217.574791 sec): 3 clusters Score: Raw -208425.886131 + Penalty 188.976118 = -208236.910012 nChanged 1993 SP:Iteration 1F (217.582414 sec): 3 clusters Score: Raw -209592.852594 + Penalty 187.871620 = -209404.980974 nChanged 413 SP:Iteration 2F (217.589921 sec): 3 clusters Score: Raw -209816.590046 + Penalty 187.570244 = -209629.019802 nChanged 317 SP:Iteration 3F (217.597426 sec): 3 clusters Score: Raw -210048.035359 + Penalty 186.675479 = -209861.359880 nChanged 250 SP:Iteration 4F (217.604928 sec): 3 clusters Score: Raw -210351.072448 + Penalty 186.607099 = -210164.465350 nChanged 216 SP:Iteration 5F (217.612450 sec): 3 clusters Score: Raw -210589.205796 + Penalty 186.706043 = -210402.499753 nChanged 200 SP:Iteration 6Q (217.619665 sec): 3 clusters Score: Raw -210725.990185 + Penalty 186.688158 = -210539.302028 nChanged 164 SP:Iteration 7Q (217.626688 sec): 3 clusters Score: Raw -210816.989962 + Penalty 186.949769 = -210630.040193 nChanged 120 SP:Iteration 8Q (217.633643 sec): 3 clusters Score: Raw -210866.565776 + Penalty 187.162229 = -210679.403548 nChanged 96 SP:Iteration 9Q (217.640565 sec): 3 clusters Score: Raw -210898.159817 + Penalty 187.450590 = -210710.709227 nChanged 68 SP:Iteration 10F (217.648084 sec): 3 clusters Score: Raw -210919.610292 + Penalty 187.873530 = -210731.736762 nChanged 69 SP:Iteration 11Q (217.655031 sec): 3 clusters Score: Raw -210944.733290 + Penalty 187.913999 = -210756.819291 nChanged 71 SP:Iteration 12Q (217.661933 sec): 3 clusters Score: Raw -210964.936968 + Penalty 188.164672 = -210776.772295 nChanged 63 SP:Iteration 13Q (217.668918 sec): 3 clusters Score: Raw -210986.549343 + Penalty 188.760795 = -210797.788548 nChanged 63 SP:Iteration 14Q (217.675926 sec): 3 clusters Score: Raw -211002.527185 + Penalty 189.004896 = -210813.522289 nChanged 39 SP:Iteration 15Q (217.682894 sec): 3 clusters Score: Raw -211009.536580 + Penalty 189.187698 = -210820.348883 nChanged 28 SP:Iteration 16Q (217.689865 sec): 3 clusters Score: Raw -211013.341579 + Penalty 189.253675 = -210824.087904 nChanged 20 SP:Iteration 17Q (217.696750 sec): 3 clusters Score: Raw -211015.723609 + Penalty 189.326224 = -210826.397386 nChanged 15 SP:Iteration 18Q (217.703668 sec): 3 clusters Score: Raw -211017.107097 + Penalty 189.278376 = -210827.828721 nChanged 16 SP:Iteration 19Q (217.710597 sec): 3 clusters Score: Raw -211018.262314 + Penalty 189.279047 = -210828.983268 nChanged 10 SP:Iteration 20F (217.718124 sec): 3 clusters Score: Raw -211018.886384 + Penalty 189.311924 = -210829.574460 nChanged 14 SP:Iteration 21Q (217.725072 sec): 3 clusters Score: Raw -211019.771181 + Penalty 189.322760 = -210830.448422 nChanged 10 SP:Iteration 22Q (217.732010 sec): 3 clusters Score: Raw -211020.389330 + Penalty 189.369609 = -210831.019721 nChanged 14 SP:Iteration 23Q (217.738959 sec): 3 clusters Score: Raw -211021.441580 + Penalty 189.423136 = -210832.018444 nChanged 13 SP:Iteration 24Q (217.745912 sec): 3 clusters Score: Raw -211022.253582 + Penalty 189.389974 = -210832.863607 nChanged 13 SP:Iteration 25Q (217.753349 sec): 3 clusters Score: Raw -211023.154158 + Penalty 189.366520 = -210833.787638 nChanged 9 SP:Iteration 26Q (217.760386 sec): 3 clusters Score: Raw -211023.453910 + Penalty 189.342752 = -210834.111159 nChanged 6 SP:Iteration 27Q (217.767378 sec): 3 clusters Score: Raw -211023.576640 + Penalty 189.416167 = -210834.160473 nChanged 4 SP:Iteration 28Q (217.774334 sec): 3 clusters Score: Raw -211023.714376 + Penalty 189.391825 = -210834.322551 nChanged 4 SP:Iteration 29Q (217.781424 sec): 3 clusters Score: Raw -211023.872199 + Penalty 189.359180 = -210834.513019 nChanged 7 SP:Iteration 30F (217.788911 sec): 3 clusters Score: Raw -211024.451458 + Penalty 189.358498 = -210835.092961 nChanged 7 SP:Iteration 31Q (217.795900 sec): 3 clusters Score: Raw -211025.055967 + Penalty 189.408091 = -210835.647876 nChanged 9 SP:Iteration 32Q (217.802911 sec): 3 clusters Score: Raw -211025.514020 + Penalty 189.412243 = -210836.101777 nChanged 2 SP:Iteration 33Q (217.809906 sec): 3 clusters Score: Raw -211025.532944 + Penalty 189.404400 = -210836.128544 nChanged 4 SP:Iteration 34Q (217.816975 sec): 3 clusters Score: Raw -211025.621901 + Penalty 189.396086 = -210836.225815 nChanged 3 SP:Iteration 35Q (217.824074 sec): 3 clusters Score: Raw -211025.700413 + Penalty 189.416570 = -210836.283843 nChanged 4 SP:Iteration 36Q (217.831171 sec): 3 clusters Score: Raw -211025.738620 + Penalty 189.411152 = -210836.327469 nChanged 1 SP:Iteration 37Q (217.838267 sec): 3 clusters Score: Raw -211025.736598 + Penalty 189.411152 = -210836.325446 nChanged 0 SP:Iteration 38F (217.845857 sec): 3 clusters Score: Raw -211025.736598 + Penalty 189.411152 = -210836.325446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 2 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (217.849381 sec): 2 clusters Score: Raw -15931.005949 + Penalty 107.203175 = -15823.802774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (217.850200 sec): 3 clusters Score: Raw -15772.926514 + Penalty 225.228116 = -15547.698398 nChanged 121 SP:Iteration 1F (217.850967 sec): 3 clusters Score: Raw -15921.816700 + Penalty 226.945543 = -15694.871157 nChanged 29 SP:Iteration 2F (217.851719 sec): 3 clusters Score: Raw -15957.965060 + Penalty 228.501309 = -15729.463751 nChanged 12 SP:Iteration 3Q (217.852422 sec): 3 clusters Score: Raw -15966.413853 + Penalty 229.824410 = -15736.589443 nChanged 5 SP:Iteration 4Q (217.853132 sec): 3 clusters Score: Raw -15971.287498 + Penalty 230.885543 = -15740.401955 nChanged 4 SP:Iteration 5Q (217.853826 sec): 3 clusters Score: Raw -15972.934043 + Penalty 233.170106 = -15739.763937 nChanged 3 SP:Iteration 6F (217.854628 sec): 3 clusters Score: Raw -15976.654905 + Penalty 233.940750 = -15742.714155 nChanged 2 SP:Iteration 7Q (217.855355 sec): 3 clusters Score: Raw -15977.649808 + Penalty 235.647807 = -15742.002001 nChanged 2 SP:Iteration 8F (217.856107 sec): 3 clusters Score: Raw -15978.515628 + Penalty 236.484462 = -15742.031166 nChanged 1 SP:Iteration 9Q (217.856801 sec): 3 clusters Score: Raw -15978.613873 + Penalty 236.484462 = -15742.129412 nChanged 0 SP:Iteration 10F (217.857548 sec): 3 clusters Score: Raw -15978.613873 + Penalty 236.484462 = -15742.129412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 3 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (217.858777 sec): 2 clusters Score: Raw -14021.759034 + Penalty 41.550521 = -13980.208514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (217.859506 sec): 3 clusters Score: Raw -13856.831986 + Penalty 83.172452 = -13773.659534 nChanged 127 SP:Iteration 1F (217.860222 sec): 3 clusters Score: Raw -13943.060907 + Penalty 83.164916 = -13859.895991 nChanged 12 SP:Iteration 2Q (217.860928 sec): 3 clusters Score: Raw -13947.160658 + Penalty 83.049960 = -13864.110698 nChanged 9 SP:Iteration 3Q (217.861632 sec): 3 clusters Score: Raw -13951.506840 + Penalty 83.035813 = -13868.471027 nChanged 11 SP:Iteration 4Q (217.862331 sec): 3 clusters Score: Raw -13957.185531 + Penalty 83.081938 = -13874.103594 nChanged 13 SP:Iteration 5Q (217.863010 sec): 3 clusters Score: Raw -13963.328340 + Penalty 83.101041 = -13880.227298 nChanged 7 SP:Iteration 6Q (217.863684 sec): 3 clusters Score: Raw -13965.403717 + Penalty 83.229790 = -13882.173927 nChanged 8 SP:Iteration 7Q (217.864361 sec): 3 clusters Score: Raw -13967.517972 + Penalty 83.291002 = -13884.226970 nChanged 7 SP:Iteration 8Q (217.865041 sec): 3 clusters Score: Raw -13970.898207 + Penalty 83.481777 = -13887.416430 nChanged 6 SP:Iteration 9Q (217.865717 sec): 3 clusters Score: Raw -13972.624327 + Penalty 83.584635 = -13889.039692 nChanged 4 SP:Iteration 10F (217.866405 sec): 3 clusters Score: Raw -13973.801435 + Penalty 83.612784 = -13890.188652 nChanged 4 SP:Iteration 11Q (217.867085 sec): 3 clusters Score: Raw -13975.187909 + Penalty 83.423062 = -13891.764847 nChanged 5 SP:Iteration 12Q (217.867765 sec): 3 clusters Score: Raw -13977.638438 + Penalty 83.342181 = -13894.296257 nChanged 4 SP:Iteration 13Q (217.868448 sec): 3 clusters Score: Raw -13978.631541 + Penalty 83.217767 = -13895.413774 nChanged 2 SP:Iteration 14Q (217.869128 sec): 3 clusters Score: Raw -13979.532269 + Penalty 83.101041 = -13896.431228 nChanged 2 SP:Iteration 15Q (217.869807 sec): 3 clusters Score: Raw -13980.358029 + Penalty 83.101041 = -13897.256987 nChanged 2 SP:Iteration 16Q (217.870484 sec): 3 clusters Score: Raw -13980.583780 + Penalty 83.101041 = -13897.482739 nChanged 0 SP:Iteration 17F (217.871173 sec): 3 clusters Score: Raw -13980.583780 + Penalty 83.101041 = -13897.482739 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 4 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (217.874223 sec): 2 clusters Score: Raw -28358.687142 + Penalty 275.687598 = -28082.999544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (217.875521 sec): 3 clusters Score: Raw -28069.211824 + Penalty 553.339881 = -27515.871944 nChanged 206 SP:Iteration 1F (217.876792 sec): 3 clusters Score: Raw -28194.636206 + Penalty 557.856386 = -27636.779820 nChanged 65 SP:Iteration 2F (217.878055 sec): 3 clusters Score: Raw -28249.990983 + Penalty 564.674843 = -27685.316139 nChanged 46 SP:Iteration 3F (217.879210 sec): 3 clusters Score: Raw -28293.739573 + Penalty 576.854790 = -27716.884782 nChanged 42 SP:Iteration 4F (217.880370 sec): 3 clusters Score: Raw -28331.365815 + Penalty 584.869971 = -27746.495844 nChanged 29 SP:Iteration 5F (217.881565 sec): 3 clusters Score: Raw -28351.661252 + Penalty 593.869515 = -27757.791737 nChanged 19 SP:Iteration 6Q (217.882726 sec): 3 clusters Score: Raw -28366.204857 + Penalty 599.310537 = -27766.894320 nChanged 14 SP:Iteration 7Q (217.883873 sec): 3 clusters Score: Raw -28379.175747 + Penalty 603.651990 = -27775.523757 nChanged 14 SP:Iteration 8Q (217.885012 sec): 3 clusters Score: Raw -28388.396725 + Penalty 609.483004 = -27778.913721 nChanged 9 SP:Iteration 9Q (217.886141 sec): 3 clusters Score: Raw -28396.915891 + Penalty 615.177409 = -27781.738482 nChanged 8 SP:Iteration 10F (217.887316 sec): 3 clusters Score: Raw -28402.457408 + Penalty 618.427538 = -27784.029870 nChanged 7 SP:Iteration 11Q (217.888471 sec): 3 clusters Score: Raw -28405.687986 + Penalty 619.517451 = -27786.170535 nChanged 1 SP:Iteration 12Q (217.889595 sec): 3 clusters Score: Raw -28405.834775 + Penalty 619.517451 = -27786.317324 nChanged 0 SP:Iteration 13F (217.890771 sec): 3 clusters Score: Raw -28405.834775 + Penalty 619.517451 = -27786.317324 nChanged 0 Memory request: 0.06 GB would take us to total of 0.56 GB. Trying to split cluster 5 (13000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (217.949726 sec): 2 clusters Score: Raw -629089.651592 + Penalty 197.676574 = -628891.975018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (217.973969 sec): 3 clusters Score: Raw -620358.236133 + Penalty 400.407947 = -619957.828186 nChanged 6181 SP:Iteration 1F (217.997652 sec): 3 clusters Score: Raw -623451.136182 + Penalty 425.043658 = -623026.092523 nChanged 2122 SP:Iteration 2F (218.021154 sec): 3 clusters Score: Raw -625296.162605 + Penalty 457.543833 = -624838.618773 nChanged 1444 SP:Iteration 3F (218.044840 sec): 3 clusters Score: Raw -626613.208389 + Penalty 482.970692 = -626130.237697 nChanged 888 SP:Iteration 4F (218.068130 sec): 3 clusters Score: Raw -627367.589312 + Penalty 504.114691 = -626863.474621 nChanged 649 SP:Iteration 5Q (218.091895 sec): 3 clusters Score: Raw -627925.313284 + Penalty 520.584905 = -627404.728379 nChanged 443 SP:Iteration 6Q (218.114474 sec): 3 clusters Score: Raw -628266.814883 + Penalty 533.449802 = -627733.365080 nChanged 319 SP:Iteration 7Q (218.135055 sec): 3 clusters Score: Raw -628485.468745 + Penalty 543.680505 = -627941.788240 nChanged 260 SP:Iteration 8Q (218.154884 sec): 3 clusters Score: Raw -628651.259875 + Penalty 554.697969 = -628096.561907 nChanged 206 SP:Iteration 9Q (218.174834 sec): 3 clusters Score: Raw -628774.890249 + Penalty 573.857987 = -628201.032262 nChanged 182 SP:Iteration 10F (218.198009 sec): 3 clusters Score: Raw -628890.886377 + Penalty 589.475537 = -628301.410840 nChanged 138 SP:Iteration 11Q (218.217136 sec): 3 clusters Score: Raw -628972.098062 + Penalty 604.372469 = -628367.725593 nChanged 87 SP:Iteration 12Q (218.236526 sec): 3 clusters Score: Raw -629021.913873 + Penalty 618.370624 = -628403.543249 nChanged 80 SP:Iteration 13Q (218.255349 sec): 3 clusters Score: Raw -629063.995678 + Penalty 635.460632 = -628428.535046 nChanged 61 SP:Iteration 14Q (218.274514 sec): 3 clusters Score: Raw -629089.698912 + Penalty 645.710759 = -628443.988153 nChanged 36 SP:Iteration 15Q (218.293266 sec): 3 clusters Score: Raw -629102.836668 + Penalty 647.063671 = -628455.772996 nChanged 26 SP:Iteration 16Q (218.311848 sec): 3 clusters Score: Raw -629111.051474 + Penalty 646.574544 = -628464.476930 nChanged 20 SP:Iteration 17Q (218.330504 sec): 3 clusters Score: Raw -629116.886971 + Penalty 644.770275 = -628472.116696 nChanged 18 SP:Iteration 18Q (218.349120 sec): 3 clusters Score: Raw -629121.105276 + Penalty 644.451259 = -628476.654017 nChanged 11 SP:Iteration 19Q (218.368369 sec): 3 clusters Score: Raw -629124.179037 + Penalty 643.838065 = -628480.340972 nChanged 10 SP:Iteration 20F (218.391755 sec): 3 clusters Score: Raw -629128.189753 + Penalty 642.166672 = -628486.023081 nChanged 8 SP:Iteration 21Q (218.411780 sec): 3 clusters Score: Raw -629129.645882 + Penalty 643.859020 = -628485.786862 nChanged 4 SP:Iteration 22F (218.435295 sec): 3 clusters Score: Raw -629130.310746 + Penalty 647.469256 = -628482.841490 nChanged 5 SP:Iteration 23F (218.458663 sec): 3 clusters Score: Raw -629131.189438 + Penalty 649.960714 = -628481.228724 nChanged 8 SP:Iteration 24F (218.482680 sec): 3 clusters Score: Raw -629132.682707 + Penalty 649.971144 = -628482.711563 nChanged 5 SP:Iteration 25Q (218.501292 sec): 3 clusters Score: Raw -629133.555648 + Penalty 651.810936 = -628481.744712 nChanged 4 SP:Iteration 26F (218.526150 sec): 3 clusters Score: Raw -629134.382317 + Penalty 652.553807 = -628481.828510 nChanged 2 SP:Iteration 27Q (218.545263 sec): 3 clusters Score: Raw -629134.740912 + Penalty 651.602956 = -628483.137956 nChanged 4 SP:Iteration 28Q (218.563521 sec): 3 clusters Score: Raw -629136.176773 + Penalty 655.068943 = -628481.107830 nChanged 5 SP:Iteration 29F (218.587499 sec): 3 clusters Score: Raw -629137.599695 + Penalty 664.295696 = -628473.303999 nChanged 7 SP:Iteration 30F (218.611167 sec): 3 clusters Score: Raw -629139.631376 + Penalty 673.722198 = -628465.909178 nChanged 11 SP:Iteration 31F (218.634803 sec): 3 clusters Score: Raw -629142.763643 + Penalty 678.165153 = -628464.598490 nChanged 5 SP:Iteration 32F (218.658714 sec): 3 clusters Score: Raw -629143.979975 + Penalty 684.304304 = -628459.675671 nChanged 7 SP:Iteration 33F (218.682718 sec): 3 clusters Score: Raw -629146.416681 + Penalty 690.622973 = -628455.793707 nChanged 8 SP:Iteration 34F (218.706017 sec): 3 clusters Score: Raw -629148.720091 + Penalty 692.658082 = -628456.062009 nChanged 5 SP:Iteration 35Q (218.724519 sec): 3 clusters Score: Raw -629150.654515 + Penalty 698.375017 = -628452.279497 nChanged 8 SP:Iteration 36F (218.747925 sec): 3 clusters Score: Raw -629152.804812 + Penalty 708.846975 = -628443.957837 nChanged 8 SP:Iteration 37F (218.771458 sec): 3 clusters Score: Raw -629155.891000 + Penalty 714.966933 = -628440.924067 nChanged 9 SP:Iteration 38F (218.794903 sec): 3 clusters Score: Raw -629160.508433 + Penalty 724.426306 = -628436.082127 nChanged 8 SP:Iteration 39F (218.818064 sec): 3 clusters Score: Raw -629165.634441 + Penalty 733.147517 = -628432.486924 nChanged 9 SP:Iteration 40F (218.841539 sec): 3 clusters Score: Raw -629169.020091 + Penalty 745.767134 = -628423.252957 nChanged 7 SP:Iteration 41F (218.864988 sec): 3 clusters Score: Raw -629173.584655 + Penalty 760.833470 = -628412.751184 nChanged 8 SP:Iteration 42F (218.888412 sec): 3 clusters Score: Raw -629178.732825 + Penalty 767.182517 = -628411.550307 nChanged 7 SP:Iteration 43F (218.911929 sec): 3 clusters Score: Raw -629183.950155 + Penalty 775.514190 = -628408.435965 nChanged 6 SP:Iteration 44F (218.935680 sec): 3 clusters Score: Raw -629187.640550 + Penalty 778.629578 = -628409.010973 nChanged 2 SP:Iteration 45Q (218.953741 sec): 3 clusters Score: Raw -629188.957755 + Penalty 781.762944 = -628407.194811 nChanged 1 SP:Iteration 46F (218.977136 sec): 3 clusters Score: Raw -629189.263180 + Penalty 781.762944 = -628407.500237 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 6 (2653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (218.997020 sec): 2 clusters Score: Raw -131482.259541 + Penalty 259.450246 = -131222.809295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (219.001878 sec): 3 clusters Score: Raw -129859.402194 + Penalty 521.828786 = -129337.573408 nChanged 1174 SP:Iteration 1F (219.006631 sec): 3 clusters Score: Raw -130781.942419 + Penalty 528.068445 = -130253.873974 nChanged 337 SP:Iteration 2F (219.011385 sec): 3 clusters Score: Raw -131026.406627 + Penalty 535.920218 = -130490.486410 nChanged 192 SP:Iteration 3F (219.016365 sec): 3 clusters Score: Raw -131185.207370 + Penalty 546.158940 = -130639.048430 nChanged 134 SP:Iteration 4F (219.021137 sec): 3 clusters Score: Raw -131305.972596 + Penalty 553.340945 = -130752.631652 nChanged 89 SP:Iteration 5Q (219.025884 sec): 3 clusters Score: Raw -131374.832757 + Penalty 559.668895 = -130815.163862 nChanged 63 SP:Iteration 6Q (219.030581 sec): 3 clusters Score: Raw -131415.572020 + Penalty 561.893928 = -130853.678092 nChanged 47 SP:Iteration 7Q (219.035222 sec): 3 clusters Score: Raw -131442.542597 + Penalty 564.988740 = -130877.553857 nChanged 31 SP:Iteration 8Q (219.039938 sec): 3 clusters Score: Raw -131455.981340 + Penalty 564.479791 = -130891.501548 nChanged 15 SP:Iteration 9Q (219.044575 sec): 3 clusters Score: Raw -131461.899007 + Penalty 563.933765 = -130897.965242 nChanged 15 SP:Iteration 10F (219.049309 sec): 3 clusters Score: Raw -131466.873507 + Penalty 565.425249 = -130901.448258 nChanged 9 SP:Iteration 11Q (219.053773 sec): 3 clusters Score: Raw -131469.550232 + Penalty 567.713179 = -130901.837053 nChanged 16 SP:Iteration 12Q (219.058242 sec): 3 clusters Score: Raw -131474.402180 + Penalty 568.946419 = -130905.455761 nChanged 13 SP:Iteration 13Q (219.062675 sec): 3 clusters Score: Raw -131479.672462 + Penalty 565.468989 = -130914.203473 nChanged 10 SP:Iteration 14Q (219.067105 sec): 3 clusters Score: Raw -131485.323189 + Penalty 570.041974 = -130915.281215 nChanged 18 SP:Iteration 15Q (219.071668 sec): 3 clusters Score: Raw -131492.974078 + Penalty 573.807923 = -130919.166155 nChanged 12 SP:Iteration 16Q (219.076202 sec): 3 clusters Score: Raw -131498.414427 + Penalty 573.714350 = -130924.700077 nChanged 11 SP:Iteration 17Q (219.080627 sec): 3 clusters Score: Raw -131505.763680 + Penalty 571.363551 = -130934.400129 nChanged 9 SP:Iteration 18Q (219.085001 sec): 3 clusters Score: Raw -131508.662957 + Penalty 572.642758 = -130936.020199 nChanged 2 SP:Iteration 19Q (219.089364 sec): 3 clusters Score: Raw -131509.114904 + Penalty 576.191929 = -130932.922975 nChanged 3 SP:Iteration 20F (219.094079 sec): 3 clusters Score: Raw -131509.692762 + Penalty 577.231557 = -130932.461205 nChanged 2 SP:Iteration 21F (219.099025 sec): 3 clusters Score: Raw -131510.396436 + Penalty 579.215698 = -130931.180738 nChanged 1 SP:Iteration 22F (219.103880 sec): 3 clusters Score: Raw -131510.627809 + Penalty 580.950565 = -130929.677244 nChanged 1 SP:Iteration 23F (219.108640 sec): 3 clusters Score: Raw -131510.998703 + Penalty 581.181324 = -130929.817379 nChanged 1 SP:Iteration 24Q (219.112991 sec): 3 clusters Score: Raw -131511.067039 + Penalty 581.181324 = -130929.885716 nChanged 0 SP:Iteration 25F (219.117717 sec): 3 clusters Score: Raw -131511.067039 + Penalty 581.181324 = -130929.885716 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 7 (597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (219.121752 sec): 2 clusters Score: Raw -29284.629986 + Penalty 83.419384 = -29201.210602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (219.123009 sec): 3 clusters Score: Raw -28925.682883 + Penalty 168.899296 = -28756.783587 nChanged 256 SP:Iteration 1F (219.124242 sec): 3 clusters Score: Raw -29073.979953 + Penalty 170.651058 = -28903.328895 nChanged 51 SP:Iteration 2F (219.125483 sec): 3 clusters Score: Raw -29127.182343 + Penalty 173.340051 = -28953.842292 nChanged 39 SP:Iteration 3F (219.126714 sec): 3 clusters Score: Raw -29159.462083 + Penalty 178.987884 = -28980.474199 nChanged 35 SP:Iteration 4F (219.127944 sec): 3 clusters Score: Raw -29179.281928 + Penalty 188.241426 = -28991.040502 nChanged 31 SP:Iteration 5F (219.129172 sec): 3 clusters Score: Raw -29199.246302 + Penalty 198.924401 = -29000.321901 nChanged 32 SP:Iteration 6F (219.130400 sec): 3 clusters Score: Raw -29222.653140 + Penalty 211.814664 = -29010.838476 nChanged 32 SP:Iteration 7F (219.131711 sec): 3 clusters Score: Raw -29247.009258 + Penalty 229.577196 = -29017.432062 nChanged 30 SP:Iteration 8F (219.133006 sec): 3 clusters Score: Raw -29274.372287 + Penalty 255.730567 = -29018.641720 nChanged 32 SP:Iteration 9F (219.134297 sec): 3 clusters Score: Raw -29301.494947 + Penalty 276.175545 = -29025.319403 nChanged 18 SP:Iteration 10F (219.135529 sec): 3 clusters Score: Raw -29316.487918 + Penalty 287.340812 = -29029.147106 nChanged 12 SP:Iteration 11Q (219.136678 sec): 3 clusters Score: Raw -29328.046664 + Penalty 296.281160 = -29031.765505 nChanged 8 SP:Iteration 12Q (219.137813 sec): 3 clusters Score: Raw -29335.423808 + Penalty 298.237684 = -29037.186124 nChanged 6 SP:Iteration 13Q (219.138926 sec): 3 clusters Score: Raw -29340.170311 + Penalty 304.712868 = -29035.457443 nChanged 5 SP:Iteration 14F (219.140155 sec): 3 clusters Score: Raw -29344.222465 + Penalty 304.502250 = -29039.720215 nChanged 2 SP:Iteration 15Q (219.141224 sec): 3 clusters Score: Raw -29345.654043 + Penalty 308.217573 = -29037.436470 nChanged 1 SP:Iteration 16F (219.142451 sec): 3 clusters Score: Raw -29346.109195 + Penalty 308.650224 = -29037.458972 nChanged 1 SP:Iteration 17Q (219.143539 sec): 3 clusters Score: Raw -29346.945837 + Penalty 308.650224 = -29038.295614 nChanged 0 SP:Iteration 18F (219.144768 sec): 3 clusters Score: Raw -29346.945837 + Penalty 308.650224 = -29038.295614 nChanged 0 Memory request: 0.02 GB would take us to total of 0.52 GB. Trying to split cluster 8 (2853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (219.157336 sec): 2 clusters Score: Raw -147878.563407 + Penalty 150.793500 = -147727.769908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (219.162733 sec): 3 clusters Score: Raw -146038.776211 + Penalty 299.519147 = -145739.257064 nChanged 1332 SP:Iteration 1F (219.167961 sec): 3 clusters Score: Raw -147052.593641 + Penalty 300.164788 = -146752.428853 nChanged 289 SP:Iteration 2F (219.173073 sec): 3 clusters Score: Raw -147273.475347 + Penalty 304.688249 = -146968.787098 nChanged 199 SP:Iteration 3F (219.178177 sec): 3 clusters Score: Raw -147464.324118 + Penalty 309.609337 = -147154.714781 nChanged 163 SP:Iteration 4F (219.183421 sec): 3 clusters Score: Raw -147629.953869 + Penalty 314.803990 = -147315.149879 nChanged 115 SP:Iteration 5Q (219.188448 sec): 3 clusters Score: Raw -147733.792829 + Penalty 318.967827 = -147414.825002 nChanged 66 SP:Iteration 6Q (219.193312 sec): 3 clusters Score: Raw -147773.357785 + Penalty 322.616486 = -147450.741299 nChanged 48 SP:Iteration 7Q (219.198008 sec): 3 clusters Score: Raw -147801.007899 + Penalty 327.655773 = -147473.352126 nChanged 44 SP:Iteration 8Q (219.202583 sec): 3 clusters Score: Raw -147826.752256 + Penalty 334.267766 = -147492.484490 nChanged 31 SP:Iteration 9Q (219.206959 sec): 3 clusters Score: Raw -147842.067458 + Penalty 337.800926 = -147504.266531 nChanged 24 SP:Iteration 10F (219.212053 sec): 3 clusters Score: Raw -147851.008798 + Penalty 341.844393 = -147509.164404 nChanged 17 SP:Iteration 11Q (219.216338 sec): 3 clusters Score: Raw -147857.231441 + Penalty 343.432695 = -147513.798746 nChanged 16 SP:Iteration 12Q (219.220718 sec): 3 clusters Score: Raw -147862.043729 + Penalty 343.439739 = -147518.603991 nChanged 14 SP:Iteration 13Q (219.225260 sec): 3 clusters Score: Raw -147866.042455 + Penalty 344.935324 = -147521.107131 nChanged 12 SP:Iteration 14Q (219.229482 sec): 3 clusters Score: Raw -147869.055783 + Penalty 343.820382 = -147525.235401 nChanged 6 SP:Iteration 15Q (219.233695 sec): 3 clusters Score: Raw -147871.107101 + Penalty 342.739317 = -147528.367784 nChanged 6 SP:Iteration 16Q (219.237913 sec): 3 clusters Score: Raw -147875.083204 + Penalty 345.292961 = -147529.790242 nChanged 6 SP:Iteration 17Q (219.242205 sec): 3 clusters Score: Raw -147877.174311 + Penalty 345.966824 = -147531.207487 nChanged 5 SP:Iteration 18Q (219.246369 sec): 3 clusters Score: Raw -147878.021222 + Penalty 344.979040 = -147533.042182 nChanged 5 SP:Iteration 19Q (219.250648 sec): 3 clusters Score: Raw -147879.087314 + Penalty 342.106056 = -147536.981257 nChanged 3 SP:Iteration 20F (219.255761 sec): 3 clusters Score: Raw -147879.447489 + Penalty 340.792230 = -147538.655259 nChanged 3 SP:Iteration 21Q (219.259901 sec): 3 clusters Score: Raw -147879.794438 + Penalty 340.792230 = -147539.002208 nChanged 0 SP:Iteration 22F (219.265029 sec): 3 clusters Score: Raw -147879.794438 + Penalty 340.792230 = -147539.002208 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 9 (1049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (219.272027 sec): 2 clusters Score: Raw -53920.976504 + Penalty 89.677130 = -53831.299374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (219.274031 sec): 3 clusters Score: Raw -53258.480130 + Penalty 181.636884 = -53076.843246 nChanged 489 SP:Iteration 1F (219.275999 sec): 3 clusters Score: Raw -53612.772841 + Penalty 187.788332 = -53424.984509 nChanged 133 SP:Iteration 2F (219.277960 sec): 3 clusters Score: Raw -53755.558038 + Penalty 193.366371 = -53562.191667 nChanged 79 SP:Iteration 3F (219.279952 sec): 3 clusters Score: Raw -53829.483641 + Penalty 195.445153 = -53634.038488 nChanged 55 SP:Iteration 4F (219.282011 sec): 3 clusters Score: Raw -53869.721105 + Penalty 195.243761 = -53674.477344 nChanged 27 SP:Iteration 5Q (219.284036 sec): 3 clusters Score: Raw -53885.467047 + Penalty 194.772433 = -53690.694613 nChanged 14 SP:Iteration 6Q (219.285828 sec): 3 clusters Score: Raw -53890.551461 + Penalty 195.968919 = -53694.582542 nChanged 5 SP:Iteration 7Q (219.287660 sec): 3 clusters Score: Raw -53893.149066 + Penalty 196.188149 = -53696.960917 nChanged 8 SP:Iteration 8Q (219.289437 sec): 3 clusters Score: Raw -53896.785669 + Penalty 196.391926 = -53700.393742 nChanged 7 SP:Iteration 9Q (219.291178 sec): 3 clusters Score: Raw -53899.842117 + Penalty 198.980478 = -53700.861639 nChanged 9 SP:Iteration 10F (219.293159 sec): 3 clusters Score: Raw -53903.695603 + Penalty 201.516325 = -53702.179278 nChanged 13 SP:Iteration 11Q (219.294848 sec): 3 clusters Score: Raw -53913.516283 + Penalty 201.398688 = -53712.117595 nChanged 11 SP:Iteration 12Q (219.296515 sec): 3 clusters Score: Raw -53921.023748 + Penalty 205.059307 = -53715.964440 nChanged 7 SP:Iteration 13Q (219.298197 sec): 3 clusters Score: Raw -53923.455205 + Penalty 206.771540 = -53716.683665 nChanged 5 SP:Iteration 14Q (219.299886 sec): 3 clusters Score: Raw -53925.158410 + Penalty 211.934189 = -53713.224220 nChanged 5 SP:Iteration 15F (219.301973 sec): 3 clusters Score: Raw -53926.853320 + Penalty 212.877273 = -53713.976046 nChanged 3 SP:Iteration 16Q (219.303632 sec): 3 clusters Score: Raw -53927.979823 + Penalty 213.748365 = -53714.231458 nChanged 2 SP:Iteration 17Q (219.305294 sec): 3 clusters Score: Raw -53928.542452 + Penalty 215.483210 = -53713.059241 nChanged 1 SP:Iteration 18F (219.307286 sec): 3 clusters Score: Raw -53928.504736 + Penalty 215.483210 = -53713.021526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 10 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (219.312976 sec): 2 clusters Score: Raw -11370.843607 + Penalty 192.116671 = -11178.726936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (219.313568 sec): 3 clusters Score: Raw -11260.976997 + Penalty 404.829698 = -10856.147299 nChanged 70 SP:Iteration 1F (219.314152 sec): 3 clusters Score: Raw -11342.636879 + Penalty 440.616739 = -10902.020140 nChanged 22 SP:Iteration 2F (219.314734 sec): 3 clusters Score: Raw -11378.206864 + Penalty 457.364176 = -10920.842688 nChanged 9 SP:Iteration 3Q (219.315305 sec): 3 clusters Score: Raw -11393.596010 + Penalty 458.627133 = -10934.968877 nChanged 8 SP:Iteration 4Q (219.315856 sec): 3 clusters Score: Raw -11405.597983 + Penalty 462.834289 = -10942.763694 nChanged 3 SP:Iteration 5Q (219.316398 sec): 3 clusters Score: Raw -11411.709340 + Penalty 465.305971 = -10946.403370 nChanged 1 SP:Iteration 6Q (219.316938 sec): 3 clusters Score: Raw -11412.800946 + Penalty 465.305971 = -10947.494976 nChanged 0 SP:Iteration 7F (219.317517 sec): 3 clusters Score: Raw -11412.800946 + Penalty 465.305971 = -10947.494976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 11 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (219.318606 sec): 2 clusters Score: Raw -11805.319784 + Penalty 90.311410 = -11715.008374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (219.319237 sec): 3 clusters Score: Raw -11667.968739 + Penalty 174.435836 = -11493.532903 nChanged 91 SP:Iteration 1F (219.319859 sec): 3 clusters Score: Raw -11718.137249 + Penalty 173.093147 = -11545.044102 nChanged 23 SP:Iteration 2F (219.320479 sec): 3 clusters Score: Raw -11735.456633 + Penalty 172.029028 = -11563.427604 nChanged 16 SP:Iteration 3F (219.321098 sec): 3 clusters Score: Raw -11755.763278 + Penalty 175.543361 = -11580.219917 nChanged 16 SP:Iteration 4F (219.321717 sec): 3 clusters Score: Raw -11768.787151 + Penalty 176.668353 = -11592.118798 nChanged 12 SP:Iteration 5Q (219.322353 sec): 3 clusters Score: Raw -11782.151474 + Penalty 177.476910 = -11604.674565 nChanged 9 SP:Iteration 6Q (219.322947 sec): 3 clusters Score: Raw -11791.186962 + Penalty 180.644114 = -11610.542848 nChanged 4 SP:Iteration 7Q (219.323524 sec): 3 clusters Score: Raw -11794.968102 + Penalty 181.604825 = -11613.363276 nChanged 2 SP:Iteration 8Q (219.324095 sec): 3 clusters Score: Raw -11796.975051 + Penalty 181.488421 = -11615.486631 nChanged 1 SP:Iteration 9Q (219.324661 sec): 3 clusters Score: Raw -11797.642560 + Penalty 181.652552 = -11615.990007 nChanged 1 SP:Iteration 10F (219.325282 sec): 3 clusters Score: Raw -11797.830986 + Penalty 181.652552 = -11616.178433 nChanged 0 Memory request: 0.03 GB would take us to total of 0.53 GB. Trying to split cluster 13 (5560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (219.349550 sec): 2 clusters Score: Raw -274054.775699 + Penalty 63.481514 = -273991.294185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (219.359661 sec): 3 clusters Score: Raw -270367.189056 + Penalty 133.149737 = -270234.039319 nChanged 2676 SP:Iteration 1F (219.369449 sec): 3 clusters Score: Raw -272972.374717 + Penalty 135.809619 = -272836.565098 nChanged 372 SP:Iteration 2F (219.379175 sec): 3 clusters Score: Raw -273687.213548 + Penalty 135.974988 = -273551.238560 nChanged 87 SP:Iteration 3Q (219.387793 sec): 3 clusters Score: Raw -273759.051825 + Penalty 136.139927 = -273622.911898 nChanged 85 SP:Iteration 4Q (219.396136 sec): 3 clusters Score: Raw -273811.796866 + Penalty 137.133153 = -273674.663713 nChanged 78 SP:Iteration 5Q (219.404358 sec): 3 clusters Score: Raw -273859.616119 + Penalty 139.635473 = -273719.980645 nChanged 64 SP:Iteration 6Q (219.412381 sec): 3 clusters Score: Raw -273893.326282 + Penalty 137.356999 = -273755.969283 nChanged 46 SP:Iteration 7Q (219.420357 sec): 3 clusters Score: Raw -273914.087089 + Penalty 136.927150 = -273777.159939 nChanged 34 SP:Iteration 8Q (219.428325 sec): 3 clusters Score: Raw -273927.706532 + Penalty 138.038210 = -273789.668322 nChanged 30 SP:Iteration 9Q (219.436235 sec): 3 clusters Score: Raw -273942.080439 + Penalty 140.891540 = -273801.188900 nChanged 33 SP:Iteration 10F (219.445983 sec): 3 clusters Score: Raw -273960.873334 + Penalty 143.698506 = -273817.174828 nChanged 29 SP:Iteration 11Q (219.453753 sec): 3 clusters Score: Raw -273976.994012 + Penalty 145.858812 = -273831.135199 nChanged 30 SP:Iteration 12Q (219.461867 sec): 3 clusters Score: Raw -273993.838860 + Penalty 145.571680 = -273848.267180 nChanged 29 SP:Iteration 13Q (219.469683 sec): 3 clusters Score: Raw -274010.635679 + Penalty 152.281771 = -273858.353908 nChanged 28 SP:Iteration 14Q (219.477495 sec): 3 clusters Score: Raw -274030.042277 + Penalty 161.772011 = -273868.270267 nChanged 20 SP:Iteration 15Q (219.485177 sec): 3 clusters Score: Raw -274044.083661 + Penalty 168.093603 = -273875.990058 nChanged 9 SP:Iteration 16Q (219.492883 sec): 3 clusters Score: Raw -274049.288075 + Penalty 178.904385 = -273870.383690 nChanged 8 SP:Iteration 17F (219.502706 sec): 3 clusters Score: Raw -274053.323379 + Penalty 184.632399 = -273868.690980 nChanged 10 SP:Iteration 18F (219.512458 sec): 3 clusters Score: Raw -274058.152025 + Penalty 201.408800 = -273856.743225 nChanged 6 SP:Iteration 19F (219.522204 sec): 3 clusters Score: Raw -274061.796822 + Penalty 215.400398 = -273846.396424 nChanged 6 SP:Iteration 20F (219.532224 sec): 3 clusters Score: Raw -274064.209006 + Penalty 212.212008 = -273851.996998 nChanged 2 SP:Iteration 21Q (219.540106 sec): 3 clusters Score: Raw -274064.276310 + Penalty 223.973948 = -273840.302362 nChanged 2 SP:Iteration 22F (219.550257 sec): 3 clusters Score: Raw -274064.659941 + Penalty 235.692542 = -273828.967400 nChanged 2 SP:Iteration 23F (219.561308 sec): 3 clusters Score: Raw -274065.130869 + Penalty 244.316190 = -273820.814679 nChanged 1 SP:Iteration 24F (219.572877 sec): 3 clusters Score: Raw -274065.426139 + Penalty 254.172306 = -273811.253833 nChanged 1 SP:Iteration 25F (219.584024 sec): 3 clusters Score: Raw -274065.395933 + Penalty 265.545305 = -273799.850628 nChanged 1 SP:Iteration 26F (219.595198 sec): 3 clusters Score: Raw -274065.294720 + Penalty 265.545305 = -273799.749414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 14 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (219.602601 sec): 2 clusters Score: Raw -23634.951019 + Penalty 655.015769 = -22979.935250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (219.603674 sec): 3 clusters Score: Raw -23498.473938 + Penalty 1307.006954 = -22191.466984 nChanged 145 SP:Iteration 1F (219.604725 sec): 3 clusters Score: Raw -23673.921985 + Penalty 1304.636821 = -22369.285165 nChanged 54 SP:Iteration 2F (219.605779 sec): 3 clusters Score: Raw -23770.230764 + Penalty 1305.722956 = -22464.507809 nChanged 25 SP:Iteration 3F (219.606841 sec): 3 clusters Score: Raw -23802.307778 + Penalty 1305.616694 = -22496.691084 nChanged 7 SP:Iteration 4Q (219.607860 sec): 3 clusters Score: Raw -23807.526203 + Penalty 1305.550534 = -22501.975669 nChanged 2 SP:Iteration 5Q (219.608877 sec): 3 clusters Score: Raw -23808.879219 + Penalty 1305.836495 = -22503.042724 nChanged 2 SP:Iteration 6Q (219.609893 sec): 3 clusters Score: Raw -23810.390763 + Penalty 1305.719314 = -22504.671449 nChanged 2 SP:Iteration 7Q (219.610912 sec): 3 clusters Score: Raw -23811.039930 + Penalty 1305.577046 = -22505.462885 nChanged 2 SP:Iteration 8Q (219.611932 sec): 3 clusters Score: Raw -23816.868685 + Penalty 1305.840893 = -22511.027793 nChanged 4 SP:Iteration 9Q (219.612947 sec): 3 clusters Score: Raw -23820.567741 + Penalty 1305.840893 = -22514.726848 nChanged 0 SP:Iteration 10F (219.614007 sec): 3 clusters Score: Raw -23820.567741 + Penalty 1305.840893 = -22514.726848 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 15 (1181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (219.620210 sec): 2 clusters Score: Raw -61636.746993 + Penalty 577.424131 = -61059.322862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (219.622455 sec): 3 clusters Score: Raw -61033.400214 + Penalty 1154.464760 = -59878.935455 nChanged 399 SP:Iteration 1F (219.624731 sec): 3 clusters Score: Raw -61233.616337 + Penalty 1154.751224 = -60078.865112 nChanged 116 SP:Iteration 2F (219.626974 sec): 3 clusters Score: Raw -61302.461961 + Penalty 1156.570597 = -60145.891364 nChanged 70 SP:Iteration 3F (219.629180 sec): 3 clusters Score: Raw -61346.874451 + Penalty 1161.685382 = -60185.189069 nChanged 66 SP:Iteration 4F (219.631414 sec): 3 clusters Score: Raw -61423.719890 + Penalty 1172.518151 = -60251.201739 nChanged 83 SP:Iteration 5F (219.633659 sec): 3 clusters Score: Raw -61511.778905 + Penalty 1185.104360 = -60326.674544 nChanged 77 SP:Iteration 6F (219.635859 sec): 3 clusters Score: Raw -61586.947733 + Penalty 1200.477365 = -60386.470368 nChanged 60 SP:Iteration 7F (219.638051 sec): 3 clusters Score: Raw -61647.616473 + Penalty 1219.893330 = -60427.723144 nChanged 57 SP:Iteration 8Q (219.640229 sec): 3 clusters Score: Raw -61707.885660 + Penalty 1233.847486 = -60474.038175 nChanged 46 SP:Iteration 9Q (219.642393 sec): 3 clusters Score: Raw -61758.128909 + Penalty 1245.820346 = -60512.308563 nChanged 39 SP:Iteration 10F (219.644879 sec): 3 clusters Score: Raw -61799.674323 + Penalty 1256.730341 = -60542.943983 nChanged 34 SP:Iteration 11Q (219.647521 sec): 3 clusters Score: Raw -61832.006819 + Penalty 1268.524232 = -60563.482587 nChanged 32 SP:Iteration 12Q (219.649929 sec): 3 clusters Score: Raw -61857.597071 + Penalty 1277.785133 = -60579.811938 nChanged 19 SP:Iteration 13Q (219.652196 sec): 3 clusters Score: Raw -61872.564841 + Penalty 1284.331193 = -60588.233648 nChanged 11 SP:Iteration 14Q (219.654460 sec): 3 clusters Score: Raw -61880.847820 + Penalty 1286.491833 = -60594.355987 nChanged 4 SP:Iteration 15Q (219.656710 sec): 3 clusters Score: Raw -61882.744190 + Penalty 1290.009441 = -60592.734750 nChanged 6 SP:Iteration 16F (219.659080 sec): 3 clusters Score: Raw -61887.260995 + Penalty 1291.242519 = -60596.018476 nChanged 5 SP:Iteration 17Q (219.661294 sec): 3 clusters Score: Raw -61890.458267 + Penalty 1291.441975 = -60599.016292 nChanged 2 SP:Iteration 18Q (219.663537 sec): 3 clusters Score: Raw -61890.899943 + Penalty 1292.056934 = -60598.843010 nChanged 1 SP:Iteration 19F (219.666026 sec): 3 clusters Score: Raw -61891.481469 + Penalty 1292.056934 = -60599.424535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 18 (384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (219.668826 sec): 2 clusters Score: Raw -20459.183814 + Penalty 792.541441 = -19666.642373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (219.669760 sec): 3 clusters Score: Raw -20426.937926 + Penalty 1584.753494 = -18842.184432 nChanged 73 SP:Iteration 1F (219.670679 sec): 3 clusters Score: Raw -20531.971400 + Penalty 1584.738313 = -18947.233087 nChanged 14 SP:Iteration 2Q (219.671572 sec): 3 clusters Score: Raw -20558.860529 + Penalty 1584.946369 = -18973.914160 nChanged 14 SP:Iteration 3Q (219.672459 sec): 3 clusters Score: Raw -20573.237457 + Penalty 1584.896768 = -18988.340689 nChanged 3 SP:Iteration 4Q (219.673363 sec): 3 clusters Score: Raw -20575.798676 + Penalty 1584.896768 = -18990.901908 nChanged 0 SP:Iteration 5F (219.674315 sec): 3 clusters Score: Raw -20575.798676 + Penalty 1584.896768 = -18990.901908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 19 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (219.675253 sec): 2 clusters Score: Raw -7076.406523 + Penalty 243.498774 = -6832.907749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (219.675734 sec): 3 clusters Score: Raw -7020.061088 + Penalty 489.401872 = -6530.659217 nChanged 35 SP:Iteration 1F (219.676206 sec): 3 clusters Score: Raw -7057.656807 + Penalty 493.098007 = -6564.558801 nChanged 12 SP:Iteration 2F (219.676678 sec): 3 clusters Score: Raw -7078.990310 + Penalty 490.634043 = -6588.356268 nChanged 5 SP:Iteration 3Q (219.677143 sec): 3 clusters Score: Raw -7088.109705 + Penalty 488.783115 = -6599.326590 nChanged 3 SP:Iteration 4Q (219.677600 sec): 3 clusters Score: Raw -7095.277817 + Penalty 487.368499 = -6607.909318 nChanged 3 SP:Iteration 5Q (219.678053 sec): 3 clusters Score: Raw -7103.420013 + Penalty 487.154608 = -6616.265405 nChanged 5 SP:Iteration 6Q (219.678503 sec): 3 clusters Score: Raw -7113.451795 + Penalty 487.056463 = -6626.395332 nChanged 1 SP:Iteration 7Q (219.678948 sec): 3 clusters Score: Raw -7115.565406 + Penalty 487.056463 = -6628.508943 nChanged 0 SP:Iteration 8F (219.679410 sec): 3 clusters Score: Raw -7115.565406 + Penalty 487.056463 = -6628.508943 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 21 (943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (219.683247 sec): 2 clusters Score: Raw -48711.094111 + Penalty 794.755279 = -47916.338832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (219.685289 sec): 3 clusters Score: Raw -48352.816743 + Penalty 1589.362746 = -46763.453996 nChanged 301 SP:Iteration 1F (219.687307 sec): 3 clusters Score: Raw -48676.212542 + Penalty 1589.666413 = -47086.546128 nChanged 100 SP:Iteration 2F (219.689231 sec): 3 clusters Score: Raw -48820.160265 + Penalty 1589.334991 = -47230.825273 nChanged 58 SP:Iteration 3F (219.691115 sec): 3 clusters Score: Raw -48904.955345 + Penalty 1589.329803 = -47315.625542 nChanged 41 SP:Iteration 4Q (219.692987 sec): 3 clusters Score: Raw -48952.732243 + Penalty 1589.396589 = -47363.335654 nChanged 30 SP:Iteration 5Q (219.694871 sec): 3 clusters Score: Raw -48985.802451 + Penalty 1589.255084 = -47396.547367 nChanged 21 SP:Iteration 6Q (219.696741 sec): 3 clusters Score: Raw -49017.162156 + Penalty 1588.945623 = -47428.216533 nChanged 20 SP:Iteration 7Q (219.698586 sec): 3 clusters Score: Raw -49043.524901 + Penalty 1588.662776 = -47454.862125 nChanged 19 SP:Iteration 8Q (219.700309 sec): 3 clusters Score: Raw -49066.401974 + Penalty 1588.318684 = -47478.083290 nChanged 13 SP:Iteration 9Q (219.701983 sec): 3 clusters Score: Raw -49077.075480 + Penalty 1588.484367 = -47488.591113 nChanged 7 SP:Iteration 10F (219.703831 sec): 3 clusters Score: Raw -49082.369157 + Penalty 1588.132719 = -47494.236438 nChanged 9 SP:Iteration 11Q (219.705537 sec): 3 clusters Score: Raw -49092.155322 + Penalty 1588.144372 = -47504.010950 nChanged 7 SP:Iteration 12Q (219.707215 sec): 3 clusters Score: Raw -49095.685001 + Penalty 1588.352485 = -47507.332516 nChanged 5 SP:Iteration 13Q (219.708884 sec): 3 clusters Score: Raw -49098.038863 + Penalty 1588.329301 = -47509.709562 nChanged 2 SP:Iteration 14Q (219.710552 sec): 3 clusters Score: Raw -49098.667971 + Penalty 1588.329301 = -47510.338670 nChanged 0 SP:Iteration 15F (219.712396 sec): 3 clusters Score: Raw -49098.667971 + Penalty 1588.329301 = -47510.338670 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 22 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (219.714524 sec): 2 clusters Score: Raw -26101.763017 + Penalty 642.530789 = -25459.232229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (219.715578 sec): 3 clusters Score: Raw -25946.869190 + Penalty 1284.169480 = -24662.699711 nChanged 119 SP:Iteration 1F (219.716602 sec): 3 clusters Score: Raw -26057.013089 + Penalty 1282.801351 = -24774.211738 nChanged 28 SP:Iteration 2F (219.717625 sec): 3 clusters Score: Raw -26093.938154 + Penalty 1283.145330 = -24810.792824 nChanged 16 SP:Iteration 3Q (219.718624 sec): 3 clusters Score: Raw -26111.705474 + Penalty 1284.644282 = -24827.061192 nChanged 10 SP:Iteration 4Q (219.719633 sec): 3 clusters Score: Raw -26124.455576 + Penalty 1284.710346 = -24839.745230 nChanged 9 SP:Iteration 5Q (219.720630 sec): 3 clusters Score: Raw -26135.702353 + Penalty 1284.389662 = -24851.312691 nChanged 5 SP:Iteration 6Q (219.721624 sec): 3 clusters Score: Raw -26137.671809 + Penalty 1283.886247 = -24853.785562 nChanged 1 SP:Iteration 7Q (219.722617 sec): 3 clusters Score: Raw -26137.973670 + Penalty 1282.312332 = -24855.661339 nChanged 3 SP:Iteration 8Q (219.723618 sec): 3 clusters Score: Raw -26139.562421 + Penalty 1281.978369 = -24857.584052 nChanged 2 SP:Iteration 9Q (219.724611 sec): 3 clusters Score: Raw -26139.969083 + Penalty 1281.894638 = -24858.074446 nChanged 3 SP:Iteration 10F (219.725631 sec): 3 clusters Score: Raw -26140.857002 + Penalty 1282.884646 = -24857.972357 nChanged 2 SP:Iteration 11F (219.726653 sec): 3 clusters Score: Raw -26141.550455 + Penalty 1283.954324 = -24857.596132 nChanged 1 SP:Iteration 12F (219.727673 sec): 3 clusters Score: Raw -26141.882050 + Penalty 1283.954324 = -24857.927726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 23 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (219.728948 sec): 2 clusters Score: Raw -12982.555813 + Penalty 292.122929 = -12690.432884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (219.729670 sec): 3 clusters Score: Raw -12867.440646 + Penalty 585.458852 = -12281.981795 nChanged 78 SP:Iteration 1F (219.730380 sec): 3 clusters Score: Raw -12937.737519 + Penalty 583.690523 = -12354.046996 nChanged 29 SP:Iteration 2F (219.731087 sec): 3 clusters Score: Raw -12980.559981 + Penalty 582.906664 = -12397.653317 nChanged 27 SP:Iteration 3F (219.731798 sec): 3 clusters Score: Raw -13036.664845 + Penalty 584.267329 = -12452.397516 nChanged 18 SP:Iteration 4F (219.732505 sec): 3 clusters Score: Raw -13072.133721 + Penalty 586.797843 = -12485.335878 nChanged 12 SP:Iteration 5Q (219.733218 sec): 3 clusters Score: Raw -13098.431459 + Penalty 587.923521 = -12510.507938 nChanged 6 SP:Iteration 6Q (219.733941 sec): 3 clusters Score: Raw -13105.825746 + Penalty 587.978869 = -12517.846877 nChanged 3 SP:Iteration 7Q (219.734630 sec): 3 clusters Score: Raw -13107.683421 + Penalty 588.505937 = -12519.177484 nChanged 2 SP:Iteration 8Q (219.735322 sec): 3 clusters Score: Raw -13109.037265 + Penalty 589.114721 = -12519.922544 nChanged 1 SP:Iteration 9Q (219.736009 sec): 3 clusters Score: Raw -13109.536617 + Penalty 590.548237 = -12518.988380 nChanged 1 SP:Iteration 10F (219.736712 sec): 3 clusters Score: Raw -13109.720249 + Penalty 590.626401 = -12519.093848 nChanged 1 SP:Iteration 11Q (219.737377 sec): 3 clusters Score: Raw -13109.923375 + Penalty 590.626401 = -12519.296974 nChanged 0 SP:Iteration 12F (219.738081 sec): 3 clusters Score: Raw -13109.923375 + Penalty 590.626401 = -12519.296974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 26 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (219.739420 sec): 2 clusters Score: Raw -15952.024134 + Penalty 585.127489 = -15366.896645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (219.740209 sec): 3 clusters Score: Raw -15873.040698 + Penalty 1166.833658 = -14706.207040 nChanged 80 SP:Iteration 1F (219.740985 sec): 3 clusters Score: Raw -15997.802327 + Penalty 1160.843861 = -14836.958466 nChanged 29 SP:Iteration 2F (219.741759 sec): 3 clusters Score: Raw -16041.492918 + Penalty 1156.068367 = -14885.424551 nChanged 20 SP:Iteration 3F (219.742535 sec): 3 clusters Score: Raw -16082.630823 + Penalty 1154.358277 = -14928.272547 nChanged 12 SP:Iteration 4Q (219.743277 sec): 3 clusters Score: Raw -16103.929108 + Penalty 1158.410301 = -14945.518808 nChanged 9 SP:Iteration 5Q (219.744016 sec): 3 clusters Score: Raw -16123.177860 + Penalty 1163.180003 = -14959.997856 nChanged 5 SP:Iteration 6Q (219.744747 sec): 3 clusters Score: Raw -16132.473722 + Penalty 1163.111199 = -14969.362522 nChanged 4 SP:Iteration 7Q (219.745478 sec): 3 clusters Score: Raw -16141.846732 + Penalty 1161.915556 = -14979.931176 nChanged 3 SP:Iteration 8Q (219.746203 sec): 3 clusters Score: Raw -16145.846002 + Penalty 1162.758555 = -14983.087447 nChanged 1 SP:Iteration 9Q (219.746928 sec): 3 clusters Score: Raw -16146.106462 + Penalty 1161.609001 = -14984.497461 nChanged 1 SP:Iteration 10F (219.747700 sec): 3 clusters Score: Raw -16149.681778 + Penalty 1161.509385 = -14988.172393 nChanged 2 SP:Iteration 11Q (219.748425 sec): 3 clusters Score: Raw -16150.852315 + Penalty 1161.509385 = -14989.342931 nChanged 0 SP:Iteration 12F (219.749198 sec): 3 clusters Score: Raw -16150.852315 + Penalty 1161.509385 = -14989.342931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 27 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (219.750200 sec): 2 clusters Score: Raw -9587.087109 + Penalty 274.373260 = -9312.713849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (219.750763 sec): 3 clusters Score: Raw -9532.227755 + Penalty 541.675207 = -8990.552548 nChanged 55 SP:Iteration 1F (219.751318 sec): 3 clusters Score: Raw -9637.646154 + Penalty 542.897318 = -9094.748837 nChanged 19 SP:Iteration 2F (219.751871 sec): 3 clusters Score: Raw -9662.859641 + Penalty 543.985706 = -9118.873936 nChanged 2 SP:Iteration 3Q (219.752410 sec): 3 clusters Score: Raw -9664.863793 + Penalty 543.985706 = -9120.878087 nChanged 0 SP:Iteration 4F (219.752963 sec): 3 clusters Score: Raw -9664.863793 + Penalty 543.985706 = -9120.878087 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 28 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (219.754152 sec): 2 clusters Score: Raw -10845.771429 + Penalty 393.903182 = -10451.868247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (219.754822 sec): 3 clusters Score: Raw -10775.708464 + Penalty 799.514519 = -9976.193944 nChanged 63 SP:Iteration 1F (219.755484 sec): 3 clusters Score: Raw -10869.609802 + Penalty 798.911255 = -10070.698547 nChanged 21 SP:Iteration 2F (219.756173 sec): 3 clusters Score: Raw -10914.628386 + Penalty 797.791064 = -10116.837322 nChanged 12 SP:Iteration 3Q (219.756807 sec): 3 clusters Score: Raw -10940.407295 + Penalty 793.939403 = -10146.467892 nChanged 10 SP:Iteration 4Q (219.757433 sec): 3 clusters Score: Raw -10957.809274 + Penalty 793.011049 = -10164.798225 nChanged 5 SP:Iteration 5Q (219.758048 sec): 3 clusters Score: Raw -10968.577521 + Penalty 793.982637 = -10174.594884 nChanged 3 SP:Iteration 6Q (219.758663 sec): 3 clusters Score: Raw -10978.532154 + Penalty 798.298275 = -10180.233879 nChanged 5 SP:Iteration 7Q (219.759277 sec): 3 clusters Score: Raw -10991.370675 + Penalty 798.319328 = -10193.051347 nChanged 1 SP:Iteration 8Q (219.759885 sec): 3 clusters Score: Raw -10991.988598 + Penalty 798.319328 = -10193.669270 nChanged 0 SP:Iteration 9F (219.760541 sec): 3 clusters Score: Raw -10991.988598 + Penalty 798.319328 = -10193.669270 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 29 (1190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (219.766738 sec): 2 clusters Score: Raw -56096.458666 + Penalty 606.433643 = -55490.025023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (219.768993 sec): 3 clusters Score: Raw -55477.437285 + Penalty 1211.502066 = -54265.935219 nChanged 439 SP:Iteration 1F (219.771208 sec): 3 clusters Score: Raw -55771.437076 + Penalty 1209.145176 = -54562.291900 nChanged 157 SP:Iteration 2F (219.773431 sec): 3 clusters Score: Raw -55911.407193 + Penalty 1207.844146 = -54703.563047 nChanged 101 SP:Iteration 3F (219.775644 sec): 3 clusters Score: Raw -56012.823297 + Penalty 1207.069675 = -54805.753622 nChanged 66 SP:Iteration 4F (219.777855 sec): 3 clusters Score: Raw -56099.657988 + Penalty 1208.914133 = -54890.743855 nChanged 65 SP:Iteration 5F (219.780065 sec): 3 clusters Score: Raw -56155.774356 + Penalty 1210.074396 = -54945.699960 nChanged 38 SP:Iteration 6Q (219.782209 sec): 3 clusters Score: Raw -56182.563277 + Penalty 1210.417853 = -54972.145423 nChanged 29 SP:Iteration 7Q (219.784347 sec): 3 clusters Score: Raw -56202.172586 + Penalty 1210.564825 = -54991.607761 nChanged 16 SP:Iteration 8Q (219.786474 sec): 3 clusters Score: Raw -56210.812078 + Penalty 1210.480922 = -55000.331157 nChanged 14 SP:Iteration 9Q (219.788596 sec): 3 clusters Score: Raw -56217.268513 + Penalty 1210.826616 = -55006.441897 nChanged 13 SP:Iteration 10F (219.790803 sec): 3 clusters Score: Raw -56224.722485 + Penalty 1211.539920 = -55013.182565 nChanged 11 SP:Iteration 11Q (219.792922 sec): 3 clusters Score: Raw -56230.145417 + Penalty 1212.482673 = -55017.662743 nChanged 8 SP:Iteration 12Q (219.795132 sec): 3 clusters Score: Raw -56233.828472 + Penalty 1213.473430 = -55020.355042 nChanged 9 SP:Iteration 13Q (219.797509 sec): 3 clusters Score: Raw -56237.930150 + Penalty 1213.608705 = -55024.321445 nChanged 7 SP:Iteration 14Q (219.799824 sec): 3 clusters Score: Raw -56242.049319 + Penalty 1214.092623 = -55027.956695 nChanged 7 SP:Iteration 15Q (219.802010 sec): 3 clusters Score: Raw -56244.726997 + Penalty 1214.300322 = -55030.426675 nChanged 7 SP:Iteration 16Q (219.804117 sec): 3 clusters Score: Raw -56248.119106 + Penalty 1213.918221 = -55034.200886 nChanged 6 SP:Iteration 17Q (219.806228 sec): 3 clusters Score: Raw -56253.851787 + Penalty 1213.431387 = -55040.420400 nChanged 9 SP:Iteration 18Q (219.808335 sec): 3 clusters Score: Raw -56260.177672 + Penalty 1213.150987 = -55047.026685 nChanged 9 SP:Iteration 19Q (219.810435 sec): 3 clusters Score: Raw -56263.686466 + Penalty 1212.558797 = -55051.127669 nChanged 6 SP:Iteration 20F (219.812639 sec): 3 clusters Score: Raw -56265.660405 + Penalty 1212.261484 = -55053.398922 nChanged 1 SP:Iteration 21Q (219.814741 sec): 3 clusters Score: Raw -56265.962031 + Penalty 1212.177513 = -55053.784519 nChanged 1 SP:Iteration 22Q (219.816843 sec): 3 clusters Score: Raw -56266.147925 + Penalty 1212.177513 = -55053.970412 nChanged 0 SP:Iteration 23F (219.819077 sec): 3 clusters Score: Raw -56266.147925 + Penalty 1212.177513 = -55053.970412 nChanged 0 Memory request: 0.04 GB would take us to total of 0.54 GB. Trying to split cluster 33 (8234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (219.856469 sec): 2 clusters Score: Raw -397036.351554 + Penalty 118.779680 = -396917.571874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (219.871361 sec): 3 clusters Score: Raw -391533.473460 + Penalty 238.044481 = -391295.428978 nChanged 3962 SP:Iteration 1F (219.886045 sec): 3 clusters Score: Raw -394249.436943 + Penalty 238.295394 = -394011.141548 nChanged 904 SP:Iteration 2F (219.900694 sec): 3 clusters Score: Raw -394703.671670 + Penalty 239.231675 = -394464.439994 nChanged 538 SP:Iteration 3F (219.915552 sec): 3 clusters Score: Raw -395047.626837 + Penalty 240.644635 = -394806.982203 nChanged 471 SP:Iteration 4F (219.930184 sec): 3 clusters Score: Raw -395298.814801 + Penalty 242.909179 = -395055.905622 nChanged 357 SP:Iteration 5Q (219.944818 sec): 3 clusters Score: Raw -395481.601606 + Penalty 246.092027 = -395235.509579 nChanged 283 SP:Iteration 6Q (219.959493 sec): 3 clusters Score: Raw -395616.148449 + Penalty 248.903777 = -395367.244672 nChanged 243 SP:Iteration 7Q (219.974062 sec): 3 clusters Score: Raw -395743.362553 + Penalty 251.833722 = -395491.528831 nChanged 205 SP:Iteration 8Q (219.988899 sec): 3 clusters Score: Raw -395859.600401 + Penalty 255.696615 = -395603.903786 nChanged 208 SP:Iteration 9Q (220.003537 sec): 3 clusters Score: Raw -396027.454278 + Penalty 258.081300 = -395769.372978 nChanged 191 SP:Iteration 10F (220.018113 sec): 3 clusters Score: Raw -396191.036095 + Penalty 258.778967 = -395932.257128 nChanged 172 SP:Iteration 11Q (220.032542 sec): 3 clusters Score: Raw -396358.981439 + Penalty 258.393503 = -396100.587936 nChanged 141 SP:Iteration 12Q (220.046485 sec): 3 clusters Score: Raw -396469.931195 + Penalty 255.945156 = -396213.986039 nChanged 123 SP:Iteration 13Q (220.059897 sec): 3 clusters Score: Raw -396534.732582 + Penalty 253.852187 = -396280.880395 nChanged 104 SP:Iteration 14Q (220.073058 sec): 3 clusters Score: Raw -396587.852171 + Penalty 253.942311 = -396333.909860 nChanged 113 SP:Iteration 15Q (220.086021 sec): 3 clusters Score: Raw -396647.740132 + Penalty 252.749236 = -396394.990896 nChanged 82 SP:Iteration 16Q (220.098820 sec): 3 clusters Score: Raw -396693.984016 + Penalty 250.403570 = -396443.580446 nChanged 99 SP:Iteration 17Q (220.111494 sec): 3 clusters Score: Raw -396753.900242 + Penalty 246.844099 = -396507.056143 nChanged 91 SP:Iteration 18Q (220.123961 sec): 3 clusters Score: Raw -396814.878785 + Penalty 244.645797 = -396570.232989 nChanged 71 SP:Iteration 19Q (220.136338 sec): 3 clusters Score: Raw -396857.391799 + Penalty 242.994070 = -396614.397729 nChanged 62 SP:Iteration 20F (220.150858 sec): 3 clusters Score: Raw -396883.501380 + Penalty 243.035975 = -396640.465405 nChanged 50 SP:Iteration 21Q (220.163016 sec): 3 clusters Score: Raw -396900.612847 + Penalty 242.008233 = -396658.604614 nChanged 46 SP:Iteration 22Q (220.175049 sec): 3 clusters Score: Raw -396921.449270 + Penalty 243.202745 = -396678.246525 nChanged 44 SP:Iteration 23Q (220.186999 sec): 3 clusters Score: Raw -396939.228833 + Penalty 241.727924 = -396697.500910 nChanged 37 SP:Iteration 24Q (220.198873 sec): 3 clusters Score: Raw -396951.323172 + Penalty 241.248520 = -396710.074651 nChanged 31 SP:Iteration 25Q (220.211147 sec): 3 clusters Score: Raw -396959.375701 + Penalty 241.744738 = -396717.630962 nChanged 22 SP:Iteration 26Q (220.223097 sec): 3 clusters Score: Raw -396964.610993 + Penalty 242.033808 = -396722.577185 nChanged 22 SP:Iteration 27Q (220.234889 sec): 3 clusters Score: Raw -396970.408200 + Penalty 241.784925 = -396728.623275 nChanged 21 SP:Iteration 28Q (220.246632 sec): 3 clusters Score: Raw -396975.174388 + Penalty 241.540460 = -396733.633928 nChanged 16 SP:Iteration 29Q (220.258392 sec): 3 clusters Score: Raw -396977.911732 + Penalty 242.240881 = -396735.670852 nChanged 15 SP:Iteration 30F (220.272872 sec): 3 clusters Score: Raw -396981.254776 + Penalty 241.993103 = -396739.261673 nChanged 17 SP:Iteration 31Q (220.284595 sec): 3 clusters Score: Raw -396984.205511 + Penalty 242.034694 = -396742.170817 nChanged 14 SP:Iteration 32Q (220.296218 sec): 3 clusters Score: Raw -396987.641672 + Penalty 242.499982 = -396745.141690 nChanged 13 SP:Iteration 33Q (220.307894 sec): 3 clusters Score: Raw -396990.487114 + Penalty 242.642880 = -396747.844234 nChanged 7 SP:Iteration 34Q (220.319581 sec): 3 clusters Score: Raw -396991.553779 + Penalty 241.143839 = -396750.409940 nChanged 9 SP:Iteration 35Q (220.331138 sec): 3 clusters Score: Raw -396993.555529 + Penalty 242.016400 = -396751.539128 nChanged 13 SP:Iteration 36Q (220.342730 sec): 3 clusters Score: Raw -396996.929769 + Penalty 241.174277 = -396755.755492 nChanged 9 SP:Iteration 37Q (220.354428 sec): 3 clusters Score: Raw -396999.186522 + Penalty 241.752864 = -396757.433658 nChanged 11 SP:Iteration 38Q (220.366119 sec): 3 clusters Score: Raw -397002.336109 + Penalty 240.496445 = -396761.839663 nChanged 12 SP:Iteration 39Q (220.377863 sec): 3 clusters Score: Raw -397004.818455 + Penalty 238.711699 = -396766.106756 nChanged 9 SP:Iteration 40F (220.392351 sec): 3 clusters Score: Raw -397006.930146 + Penalty 238.552922 = -396768.377224 nChanged 11 SP:Iteration 41Q (220.404209 sec): 3 clusters Score: Raw -397009.704939 + Penalty 239.025316 = -396770.679623 nChanged 10 SP:Iteration 42Q (220.416228 sec): 3 clusters Score: Raw -397012.920369 + Penalty 237.459496 = -396775.460873 nChanged 7 SP:Iteration 43Q (220.427691 sec): 3 clusters Score: Raw -397017.529959 + Penalty 238.132608 = -396779.397351 nChanged 10 SP:Iteration 44Q (220.439179 sec): 3 clusters Score: Raw -397023.639092 + Penalty 239.369598 = -396784.269493 nChanged 12 SP:Iteration 45Q (220.450634 sec): 3 clusters Score: Raw -397034.348353 + Penalty 240.687083 = -396793.661271 nChanged 12 SP:Iteration 46Q (220.462102 sec): 3 clusters Score: Raw -397039.976352 + Penalty 239.507341 = -396800.469011 nChanged 6 SP:Iteration 47Q (220.473470 sec): 3 clusters Score: Raw -397041.786311 + Penalty 239.663344 = -396802.122967 nChanged 4 SP:Iteration 48Q (220.484835 sec): 3 clusters Score: Raw -397042.358827 + Penalty 240.146582 = -396802.212245 nChanged 2 SP:Iteration 49Q (220.496287 sec): 3 clusters Score: Raw -397042.846993 + Penalty 240.446554 = -396802.400440 nChanged 1 SP:Iteration 50F (220.510835 sec): 3 clusters Score: Raw -397042.952039 + Penalty 240.957361 = -396801.994678 nChanged 2 SP:Iteration 51F (220.525906 sec): 3 clusters Score: Raw -397043.204353 + Penalty 241.115213 = -396802.089140 nChanged 1 SP:Iteration 52Q (220.537307 sec): 3 clusters Score: Raw -397043.799177 + Penalty 240.704577 = -396803.094599 nChanged 4 SP:Iteration 53Q (220.548831 sec): 3 clusters Score: Raw -397046.212873 + Penalty 240.276901 = -396805.935972 nChanged 3 SP:Iteration 54Q (220.561336 sec): 3 clusters Score: Raw -397048.262719 + Penalty 240.707395 = -396807.555324 nChanged 2 SP:Iteration 55Q (220.572693 sec): 3 clusters Score: Raw -397048.801004 + Penalty 241.112373 = -396807.688631 nChanged 4 SP:Iteration 56Q (220.584047 sec): 3 clusters Score: Raw -397049.396914 + Penalty 240.698931 = -396808.697983 nChanged 4 SP:Iteration 57Q (220.595397 sec): 3 clusters Score: Raw -397050.317243 + Penalty 241.027156 = -396809.290087 nChanged 1 SP:Iteration 58Q (220.606738 sec): 3 clusters Score: Raw -397050.422398 + Penalty 240.978148 = -396809.444251 nChanged 1 SP:Iteration 59Q (220.618349 sec): 3 clusters Score: Raw -397050.536273 + Penalty 240.978148 = -396809.558125 nChanged 0 SP:Iteration 60F (220.632928 sec): 3 clusters Score: Raw -397050.536273 + Penalty 240.978148 = -396809.558125 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 34 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (220.638117 sec): 2 clusters Score: Raw -4471.764241 + Penalty 62.308524 = -4409.455717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (220.638511 sec): 3 clusters Score: Raw -4451.024796 + Penalty 138.823439 = -4312.201357 nChanged 25 SP:Iteration 1F (220.638905 sec): 3 clusters Score: Raw -4476.002591 + Penalty 141.060402 = -4334.942189 nChanged 2 SP:Iteration 2Q (220.639279 sec): 3 clusters Score: Raw -4477.167156 + Penalty 141.060402 = -4336.106754 nChanged 0 SP:Iteration 3F (220.639656 sec): 3 clusters Score: Raw -4477.167156 + Penalty 141.060402 = -4336.106754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 35 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (220.640794 sec): 2 clusters Score: Raw -8335.323505 + Penalty 711.513538 = -7623.809967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (220.641403 sec): 3 clusters Score: Raw -8400.786634 + Penalty 1421.887963 = -6978.898671 nChanged 35 SP:Iteration 1F (220.642003 sec): 3 clusters Score: Raw -8478.709922 + Penalty 1421.478798 = -7057.231125 nChanged 8 SP:Iteration 2Q (220.642551 sec): 3 clusters Score: Raw -8504.825506 + Penalty 1421.371779 = -7083.453727 nChanged 5 SP:Iteration 3Q (220.643097 sec): 3 clusters Score: Raw -8513.419865 + Penalty 1421.375924 = -7092.043941 nChanged 6 SP:Iteration 4Q (220.643641 sec): 3 clusters Score: Raw -8534.958173 + Penalty 1421.906030 = -7113.052143 nChanged 2 SP:Iteration 5Q (220.644183 sec): 3 clusters Score: Raw -8539.734317 + Penalty 1422.228368 = -7117.505949 nChanged 1 SP:Iteration 6Q (220.644723 sec): 3 clusters Score: Raw -8540.962546 + Penalty 1422.571594 = -7118.390952 nChanged 1 SP:Iteration 7Q (220.645263 sec): 3 clusters Score: Raw -8542.011342 + Penalty 1422.571594 = -7119.439749 nChanged 0 SP:Iteration 8F (220.645847 sec): 3 clusters Score: Raw -8542.011342 + Penalty 1422.571594 = -7119.439749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 36 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (220.647337 sec): 2 clusters Score: Raw -20187.058788 + Penalty 712.354079 = -19474.704709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (220.648204 sec): 3 clusters Score: Raw -20107.616364 + Penalty 1420.001009 = -18687.615354 nChanged 89 SP:Iteration 1F (220.649058 sec): 3 clusters Score: Raw -20238.837327 + Penalty 1417.969311 = -18820.868016 nChanged 23 SP:Iteration 2F (220.649911 sec): 3 clusters Score: Raw -20279.717373 + Penalty 1416.874129 = -18862.843245 nChanged 11 SP:Iteration 3Q (220.650744 sec): 3 clusters Score: Raw -20297.844551 + Penalty 1415.975760 = -18881.868792 nChanged 6 SP:Iteration 4Q (220.651572 sec): 3 clusters Score: Raw -20306.181011 + Penalty 1414.590770 = -18891.590241 nChanged 5 SP:Iteration 5Q (220.652400 sec): 3 clusters Score: Raw -20309.951172 + Penalty 1414.010788 = -18895.940384 nChanged 2 SP:Iteration 6Q (220.653227 sec): 3 clusters Score: Raw -20311.138129 + Penalty 1413.463866 = -18897.674263 nChanged 2 SP:Iteration 7Q (220.654052 sec): 3 clusters Score: Raw -20313.456819 + Penalty 1412.993724 = -18900.463095 nChanged 1 SP:Iteration 8Q (220.654877 sec): 3 clusters Score: Raw -20313.784172 + Penalty 1412.993724 = -18900.790449 nChanged 0 SP:Iteration 9F (220.655732 sec): 3 clusters Score: Raw -20313.784172 + Penalty 1412.993724 = -18900.790449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 38 (270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (220.656916 sec): 2 clusters Score: Raw -10182.262719 + Penalty 311.469209 = -9870.793509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (220.657604 sec): 3 clusters Score: Raw -10143.435920 + Penalty 623.192436 = -9520.243484 nChanged 64 SP:Iteration 1F (220.658280 sec): 3 clusters Score: Raw -10219.740086 + Penalty 621.206328 = -9598.533757 nChanged 23 SP:Iteration 2F (220.658952 sec): 3 clusters Score: Raw -10254.778228 + Penalty 623.436549 = -9631.341679 nChanged 15 SP:Iteration 3F (220.659656 sec): 3 clusters Score: Raw -10287.348836 + Penalty 623.920363 = -9663.428473 nChanged 3 SP:Iteration 4Q (220.660303 sec): 3 clusters Score: Raw -10290.421682 + Penalty 623.336288 = -9667.085394 nChanged 5 SP:Iteration 5Q (220.660947 sec): 3 clusters Score: Raw -10294.989350 + Penalty 623.537256 = -9671.452094 nChanged 3 SP:Iteration 6Q (220.661589 sec): 3 clusters Score: Raw -10305.437815 + Penalty 624.084968 = -9681.352847 nChanged 2 SP:Iteration 7Q (220.662234 sec): 3 clusters Score: Raw -10308.394382 + Penalty 623.951459 = -9684.442923 nChanged 2 SP:Iteration 8Q (220.662875 sec): 3 clusters Score: Raw -10309.724890 + Penalty 623.951459 = -9685.773431 nChanged 0 SP:Iteration 9F (220.663550 sec): 3 clusters Score: Raw -10309.724890 + Penalty 623.951459 = -9685.773431 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 41 (1106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (220.667014 sec): 2 clusters Score: Raw -53807.794270 + Penalty 93.656526 = -53714.137744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (220.669144 sec): 3 clusters Score: Raw -53149.244381 + Penalty 199.618801 = -52949.625580 nChanged 481 SP:Iteration 1F (220.671213 sec): 3 clusters Score: Raw -53703.864211 + Penalty 201.411445 = -53502.452766 nChanged 67 SP:Iteration 2F (220.673278 sec): 3 clusters Score: Raw -53758.850119 + Penalty 201.942415 = -53556.907704 nChanged 30 SP:Iteration 3Q (220.675222 sec): 3 clusters Score: Raw -53777.027347 + Penalty 202.188821 = -53574.838526 nChanged 26 SP:Iteration 4Q (220.677141 sec): 3 clusters Score: Raw -53793.128535 + Penalty 202.328812 = -53590.799723 nChanged 22 SP:Iteration 5Q (220.679037 sec): 3 clusters Score: Raw -53805.345569 + Penalty 202.544302 = -53602.801267 nChanged 17 SP:Iteration 6Q (220.680919 sec): 3 clusters Score: Raw -53810.592775 + Penalty 203.003155 = -53607.589620 nChanged 13 SP:Iteration 7Q (220.682796 sec): 3 clusters Score: Raw -53814.899033 + Penalty 202.132883 = -53612.766150 nChanged 9 SP:Iteration 8Q (220.684666 sec): 3 clusters Score: Raw -53817.797591 + Penalty 200.976484 = -53616.821107 nChanged 11 SP:Iteration 9Q (220.686530 sec): 3 clusters Score: Raw -53819.714250 + Penalty 201.066211 = -53618.648039 nChanged 6 SP:Iteration 10F (220.688641 sec): 3 clusters Score: Raw -53820.600924 + Penalty 201.178707 = -53619.422217 nChanged 5 SP:Iteration 11Q (220.690526 sec): 3 clusters Score: Raw -53821.457867 + Penalty 201.049936 = -53620.407931 nChanged 8 SP:Iteration 12Q (220.692380 sec): 3 clusters Score: Raw -53823.624404 + Penalty 200.961813 = -53622.662591 nChanged 8 SP:Iteration 13Q (220.694231 sec): 3 clusters Score: Raw -53825.332710 + Penalty 201.063093 = -53624.269617 nChanged 6 SP:Iteration 14Q (220.696081 sec): 3 clusters Score: Raw -53826.288151 + Penalty 200.829967 = -53625.458184 nChanged 3 SP:Iteration 15Q (220.697924 sec): 3 clusters Score: Raw -53826.787137 + Penalty 201.007176 = -53625.779961 nChanged 3 SP:Iteration 16Q (220.699767 sec): 3 clusters Score: Raw -53827.157648 + Penalty 200.877850 = -53626.279798 nChanged 3 SP:Iteration 17Q (220.701618 sec): 3 clusters Score: Raw -53827.595507 + Penalty 201.081394 = -53626.514114 nChanged 1 SP:Iteration 18Q (220.703459 sec): 3 clusters Score: Raw -53827.619489 + Penalty 201.081394 = -53626.538096 nChanged 0 SP:Iteration 19F (220.705522 sec): 3 clusters Score: Raw -53827.619489 + Penalty 201.081394 = -53626.538096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 43 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (220.706203 sec): 2 clusters Score: Raw -2289.673824 + Penalty 75.903070 = -2213.770755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (220.706510 sec): 3 clusters Score: Raw -2273.400937 + Penalty 158.887566 = -2114.513371 nChanged 18 SP:Iteration 1F (220.706803 sec): 3 clusters Score: Raw -2284.584451 + Penalty 158.887566 = -2125.696885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 48 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (220.708084 sec): 2 clusters Score: Raw -14955.632261 + Penalty 625.513657 = -14330.118604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (220.708782 sec): 3 clusters Score: Raw -14887.878819 + Penalty 1250.775988 = -13637.102831 nChanged 62 SP:Iteration 1F (220.709470 sec): 3 clusters Score: Raw -14971.749008 + Penalty 1249.309910 = -13722.439097 nChanged 18 SP:Iteration 2F (220.710154 sec): 3 clusters Score: Raw -14998.067342 + Penalty 1249.912598 = -13748.154743 nChanged 8 SP:Iteration 3Q (220.710824 sec): 3 clusters Score: Raw -15007.681948 + Penalty 1249.656134 = -13758.025813 nChanged 5 SP:Iteration 4Q (220.711491 sec): 3 clusters Score: Raw -15012.066313 + Penalty 1249.439755 = -13762.626558 nChanged 1 SP:Iteration 5Q (220.712160 sec): 3 clusters Score: Raw -15013.206366 + Penalty 1249.439755 = -13763.766611 nChanged 0 SP:Iteration 6F (220.712843 sec): 3 clusters Score: Raw -15013.206366 + Penalty 1249.439755 = -13763.766611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 50 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (220.714043 sec): 2 clusters Score: Raw -8312.634141 + Penalty 84.480769 = -8228.153372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (220.714538 sec): 3 clusters Score: Raw -8229.683653 + Penalty 167.684368 = -8061.999285 nChanged 62 SP:Iteration 1F (220.715024 sec): 3 clusters Score: Raw -8270.600857 + Penalty 166.644836 = -8103.956022 nChanged 9 SP:Iteration 2F (220.715512 sec): 3 clusters Score: Raw -8280.687439 + Penalty 168.995304 = -8111.692135 nChanged 12 SP:Iteration 3F (220.715998 sec): 3 clusters Score: Raw -8294.938822 + Penalty 169.727708 = -8125.211114 nChanged 13 SP:Iteration 4F (220.716501 sec): 3 clusters Score: Raw -8311.589427 + Penalty 170.460432 = -8141.128994 nChanged 7 SP:Iteration 5Q (220.716973 sec): 3 clusters Score: Raw -8318.641607 + Penalty 171.882854 = -8146.758753 nChanged 8 SP:Iteration 6Q (220.717435 sec): 3 clusters Score: Raw -8327.964905 + Penalty 173.202794 = -8154.762111 nChanged 6 SP:Iteration 7Q (220.717887 sec): 3 clusters Score: Raw -8336.365057 + Penalty 173.026938 = -8163.338119 nChanged 6 SP:Iteration 8Q (220.718337 sec): 3 clusters Score: Raw -8341.596140 + Penalty 173.149670 = -8168.446470 nChanged 3 SP:Iteration 9Q (220.718786 sec): 3 clusters Score: Raw -8343.468053 + Penalty 172.931893 = -8170.536161 nChanged 1 SP:Iteration 10F (220.719270 sec): 3 clusters Score: Raw -8343.614634 + Penalty 172.931893 = -8170.682741 nChanged 0 Memory request: 0.02 GB would take us to total of 0.52 GB. Trying to split cluster 55 (2827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (220.732279 sec): 2 clusters Score: Raw -137441.225182 + Penalty 91.510992 = -137349.714190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (220.737478 sec): 3 clusters Score: Raw -135612.869899 + Penalty 203.226713 = -135409.643186 nChanged 1275 SP:Iteration 1F (220.742552 sec): 3 clusters Score: Raw -136713.041026 + Penalty 206.609792 = -136506.431234 nChanged 255 SP:Iteration 2F (220.747620 sec): 3 clusters Score: Raw -136883.450124 + Penalty 220.283966 = -136663.166158 nChanged 170 SP:Iteration 3F (220.752671 sec): 3 clusters Score: Raw -137027.210289 + Penalty 240.574607 = -136786.635682 nChanged 137 SP:Iteration 4Q (220.757751 sec): 3 clusters Score: Raw -137154.861494 + Penalty 261.866855 = -136892.994639 nChanged 111 SP:Iteration 5Q (220.762997 sec): 3 clusters Score: Raw -137274.565527 + Penalty 281.976430 = -136992.589097 nChanged 79 SP:Iteration 6Q (220.768214 sec): 3 clusters Score: Raw -137364.062516 + Penalty 301.862188 = -137062.200328 nChanged 45 SP:Iteration 7Q (220.773210 sec): 3 clusters Score: Raw -137414.221638 + Penalty 355.871804 = -137058.349833 nChanged 26 SP:Iteration 8F (220.778310 sec): 3 clusters Score: Raw -137442.136015 + Penalty 346.478323 = -137095.657692 nChanged 7 SP:Iteration 9Q (220.782686 sec): 3 clusters Score: Raw -137449.344108 + Penalty 325.287341 = -137124.056767 nChanged 4 SP:Iteration 10F (220.787738 sec): 3 clusters Score: Raw -137461.937998 + Penalty 299.637357 = -137162.300641 nChanged 2 SP:Iteration 11Q (220.791736 sec): 3 clusters Score: Raw -137467.396775 + Penalty 299.637357 = -137167.759419 nChanged 0 SP:Iteration 12F (220.796821 sec): 3 clusters Score: Raw -137467.396775 + Penalty 299.637357 = -137167.759419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 81 (513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (220.803812 sec): 2 clusters Score: Raw -25017.179103 + Penalty 54.041435 = -24963.137668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (220.804912 sec): 3 clusters Score: Raw -24696.014377 + Penalty 108.050815 = -24587.963563 nChanged 218 SP:Iteration 1F (220.805994 sec): 3 clusters Score: Raw -24854.242579 + Penalty 106.387678 = -24747.854901 nChanged 52 SP:Iteration 2F (220.807074 sec): 3 clusters Score: Raw -24933.588971 + Penalty 105.261383 = -24828.327588 nChanged 35 SP:Iteration 3F (220.808148 sec): 3 clusters Score: Raw -24958.186084 + Penalty 104.825682 = -24853.360402 nChanged 15 SP:Iteration 4Q (220.809211 sec): 3 clusters Score: Raw -24969.797374 + Penalty 105.289265 = -24864.508109 nChanged 11 SP:Iteration 5Q (220.810258 sec): 3 clusters Score: Raw -24979.393132 + Penalty 105.444575 = -24873.948557 nChanged 9 SP:Iteration 6Q (220.811285 sec): 3 clusters Score: Raw -24983.295386 + Penalty 105.766463 = -24877.528922 nChanged 12 SP:Iteration 7Q (220.812307 sec): 3 clusters Score: Raw -24989.687999 + Penalty 106.392767 = -24883.295232 nChanged 14 SP:Iteration 8Q (220.813325 sec): 3 clusters Score: Raw -25000.679948 + Penalty 107.170718 = -24893.509230 nChanged 13 SP:Iteration 9Q (220.814345 sec): 3 clusters Score: Raw -25013.130910 + Penalty 108.117399 = -24905.013511 nChanged 13 SP:Iteration 10F (220.815419 sec): 3 clusters Score: Raw -25024.048416 + Penalty 109.247655 = -24914.800761 nChanged 16 SP:Iteration 11Q (220.816444 sec): 3 clusters Score: Raw -25034.742412 + Penalty 109.689592 = -24925.052820 nChanged 6 SP:Iteration 12Q (220.817450 sec): 3 clusters Score: Raw -25037.192756 + Penalty 110.128417 = -24927.064339 nChanged 6 SP:Iteration 13Q (220.818446 sec): 3 clusters Score: Raw -25039.260543 + Penalty 110.318907 = -24928.941636 nChanged 2 SP:Iteration 14Q (220.819449 sec): 3 clusters Score: Raw -25041.643224 + Penalty 110.583068 = -24931.060156 nChanged 3 SP:Iteration 15Q (220.820443 sec): 3 clusters Score: Raw -25043.112564 + Penalty 110.836228 = -24932.276336 nChanged 3 SP:Iteration 16Q (220.821432 sec): 3 clusters Score: Raw -25044.258661 + Penalty 111.046857 = -24933.211804 nChanged 2 SP:Iteration 17Q (220.822442 sec): 3 clusters Score: Raw -25044.494113 + Penalty 111.046857 = -24933.447256 nChanged 0 SP:Iteration 18F (220.823541 sec): 3 clusters Score: Raw -25044.494113 + Penalty 111.046857 = -24933.447256 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 93 (1402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (220.830285 sec): 2 clusters Score: Raw -69595.013562 + Penalty 47.191015 = -69547.822547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (220.832887 sec): 3 clusters Score: Raw -68743.167450 + Penalty 95.709277 = -68647.458173 nChanged 611 SP:Iteration 1F (220.835435 sec): 3 clusters Score: Raw -69320.847185 + Penalty 96.686637 = -69224.160549 nChanged 96 SP:Iteration 2F (220.837991 sec): 3 clusters Score: Raw -69363.112322 + Penalty 97.539499 = -69265.572823 nChanged 47 SP:Iteration 3Q (220.840543 sec): 3 clusters Score: Raw -69377.044184 + Penalty 97.979433 = -69279.064750 nChanged 22 SP:Iteration 4Q (220.843091 sec): 3 clusters Score: Raw -69381.989357 + Penalty 98.066225 = -69283.923131 nChanged 17 SP:Iteration 5Q (220.845672 sec): 3 clusters Score: Raw -69385.978065 + Penalty 98.626231 = -69287.351833 nChanged 15 SP:Iteration 6Q (220.848216 sec): 3 clusters Score: Raw -69388.866542 + Penalty 97.587044 = -69291.279498 nChanged 11 SP:Iteration 7Q (220.850759 sec): 3 clusters Score: Raw -69391.266173 + Penalty 97.748916 = -69293.517258 nChanged 17 SP:Iteration 8Q (220.853300 sec): 3 clusters Score: Raw -69395.932394 + Penalty 97.528392 = -69298.404002 nChanged 21 SP:Iteration 9Q (220.855842 sec): 3 clusters Score: Raw -69404.386555 + Penalty 95.777527 = -69308.609028 nChanged 26 SP:Iteration 10F (220.858390 sec): 3 clusters Score: Raw -69418.498444 + Penalty 97.391954 = -69321.106490 nChanged 38 SP:Iteration 11Q (220.860936 sec): 3 clusters Score: Raw -69441.062332 + Penalty 97.788497 = -69343.273835 nChanged 36 SP:Iteration 12Q (220.863565 sec): 3 clusters Score: Raw -69469.673388 + Penalty 98.906968 = -69370.766420 nChanged 46 SP:Iteration 13Q (220.866090 sec): 3 clusters Score: Raw -69507.606128 + Penalty 101.730607 = -69405.875521 nChanged 41 SP:Iteration 14Q (220.868592 sec): 3 clusters Score: Raw -69541.092592 + Penalty 109.595381 = -69431.497211 nChanged 29 SP:Iteration 15Q (220.871088 sec): 3 clusters Score: Raw -69560.840978 + Penalty 101.475830 = -69459.365148 nChanged 17 SP:Iteration 16Q (220.873520 sec): 3 clusters Score: Raw -69577.101444 + Penalty 122.971558 = -69454.129886 nChanged 13 SP:Iteration 17F (220.876019 sec): 3 clusters Score: Raw -69590.089659 + Penalty 149.446832 = -69440.642827 nChanged 4 SP:Iteration 18F (220.878484 sec): 3 clusters Score: Raw -69596.335551 + Penalty 162.692201 = -69433.643350 nChanged 1 SP:Iteration 19F (220.880936 sec): 3 clusters Score: Raw -69599.903177 + Penalty 162.692201 = -69437.210977 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 96 (1076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (220.886012 sec): 2 clusters Score: Raw -55352.444525 + Penalty 447.366610 = -54905.077915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (220.888067 sec): 3 clusters Score: Raw -54798.081585 + Penalty 897.910038 = -53900.171546 nChanged 407 SP:Iteration 1F (220.890094 sec): 3 clusters Score: Raw -55080.970088 + Penalty 904.207844 = -54176.762244 nChanged 140 SP:Iteration 2F (220.892115 sec): 3 clusters Score: Raw -55187.106571 + Penalty 912.471754 = -54274.634817 nChanged 84 SP:Iteration 3F (220.894133 sec): 3 clusters Score: Raw -55268.311263 + Penalty 923.268713 = -54345.042550 nChanged 55 SP:Iteration 4F (220.896158 sec): 3 clusters Score: Raw -55313.083718 + Penalty 930.726174 = -54382.357544 nChanged 36 SP:Iteration 5Q (220.898141 sec): 3 clusters Score: Raw -55338.557870 + Penalty 937.054931 = -54401.502939 nChanged 24 SP:Iteration 6Q (220.900114 sec): 3 clusters Score: Raw -55356.097484 + Penalty 941.540720 = -54414.556764 nChanged 17 SP:Iteration 7Q (220.902083 sec): 3 clusters Score: Raw -55367.580497 + Penalty 947.608808 = -54419.971689 nChanged 17 SP:Iteration 8Q (220.904065 sec): 3 clusters Score: Raw -55377.625477 + Penalty 951.680169 = -54425.945307 nChanged 14 SP:Iteration 9Q (220.906017 sec): 3 clusters Score: Raw -55384.602151 + Penalty 953.975468 = -54430.626683 nChanged 6 SP:Iteration 10F (220.908040 sec): 3 clusters Score: Raw -55386.979437 + Penalty 955.458267 = -54431.521170 nChanged 5 SP:Iteration 11Q (220.909978 sec): 3 clusters Score: Raw -55390.666790 + Penalty 956.050176 = -54434.616614 nChanged 5 SP:Iteration 12Q (220.911912 sec): 3 clusters Score: Raw -55394.836405 + Penalty 957.387517 = -54437.448888 nChanged 5 SP:Iteration 13Q (220.913841 sec): 3 clusters Score: Raw -55398.257585 + Penalty 959.856461 = -54438.401124 nChanged 4 SP:Iteration 14Q (220.915800 sec): 3 clusters Score: Raw -55398.814911 + Penalty 961.175110 = -54437.639801 nChanged 2 SP:Iteration 15F (220.917824 sec): 3 clusters Score: Raw -55399.249294 + Penalty 961.440462 = -54437.808831 nChanged 4 SP:Iteration 16Q (220.919782 sec): 3 clusters Score: Raw -55402.635238 + Penalty 961.954617 = -54440.680621 nChanged 1 SP:Iteration 17Q (220.921757 sec): 3 clusters Score: Raw -55406.453108 + Penalty 963.104273 = -54443.348835 nChanged 3 SP:Iteration 18Q (220.923719 sec): 3 clusters Score: Raw -55413.952162 + Penalty 963.809461 = -54450.142702 nChanged 3 SP:Iteration 19Q (220.925671 sec): 3 clusters Score: Raw -55418.896759 + Penalty 965.588997 = -54453.307762 nChanged 6 SP:Iteration 20F (220.927732 sec): 3 clusters Score: Raw -55423.808604 + Penalty 968.385116 = -54455.423488 nChanged 6 SP:Iteration 21Q (220.929683 sec): 3 clusters Score: Raw -55428.354156 + Penalty 970.638010 = -54457.716146 nChanged 4 SP:Iteration 22Q (220.931581 sec): 3 clusters Score: Raw -55433.461548 + Penalty 975.931903 = -54457.529645 nChanged 7 SP:Iteration 23F (220.933602 sec): 3 clusters Score: Raw -55437.815297 + Penalty 977.150089 = -54460.665208 nChanged 6 SP:Iteration 24Q (220.935490 sec): 3 clusters Score: Raw -55439.960265 + Penalty 979.313522 = -54460.646743 nChanged 6 SP:Iteration 25F (220.937520 sec): 3 clusters Score: Raw -55443.555831 + Penalty 983.555215 = -54460.000616 nChanged 10 SP:Iteration 26F (220.939542 sec): 3 clusters Score: Raw -55447.526955 + Penalty 987.212388 = -54460.314567 nChanged 5 SP:Iteration 27Q (220.941408 sec): 3 clusters Score: Raw -55450.562181 + Penalty 990.376443 = -54460.185738 nChanged 4 SP:Iteration 28F (220.943429 sec): 3 clusters Score: Raw -55454.051587 + Penalty 989.821368 = -54464.230218 nChanged 3 SP:Iteration 29Q (220.945278 sec): 3 clusters Score: Raw -55456.618355 + Penalty 989.388210 = -54467.230146 nChanged 1 SP:Iteration 30F (220.947302 sec): 3 clusters Score: Raw -55457.835090 + Penalty 989.456510 = -54468.378580 nChanged 2 SP:Iteration 31Q (220.949142 sec): 3 clusters Score: Raw -55458.749845 + Penalty 990.262911 = -54468.486934 nChanged 1 SP:Iteration 32Q (220.950977 sec): 3 clusters Score: Raw -55458.884265 + Penalty 990.714902 = -54468.169363 nChanged 1 SP:Iteration 33F (220.952997 sec): 3 clusters Score: Raw -55458.935786 + Penalty 990.714902 = -54468.220883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 110 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (220.954248 sec): 2 clusters Score: Raw -11220.218244 + Penalty 701.588721 = -10518.629523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (220.954934 sec): 3 clusters Score: Raw -11220.761825 + Penalty 1403.141779 = -9817.620046 nChanged 44 SP:Iteration 1F (220.955596 sec): 3 clusters Score: Raw -11298.071408 + Penalty 1403.179760 = -9894.891648 nChanged 10 SP:Iteration 2Q (220.956237 sec): 3 clusters Score: Raw -11324.344877 + Penalty 1403.399057 = -9920.945820 nChanged 5 SP:Iteration 3Q (220.956869 sec): 3 clusters Score: Raw -11340.225291 + Penalty 1404.283836 = -9935.941455 nChanged 5 SP:Iteration 4Q (220.957494 sec): 3 clusters Score: Raw -11356.693749 + Penalty 1404.928687 = -9951.765062 nChanged 3 SP:Iteration 5Q (220.958117 sec): 3 clusters Score: Raw -11361.652415 + Penalty 1404.928687 = -9956.723729 nChanged 0 SP:Iteration 6F (220.958773 sec): 3 clusters Score: Raw -11361.652415 + Penalty 1404.928687 = -9956.723729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 120 (510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (220.960607 sec): 2 clusters Score: Raw -23615.570897 + Penalty 79.220026 = -23536.350871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (220.961705 sec): 3 clusters Score: Raw -23318.976586 + Penalty 173.808122 = -23145.168464 nChanged 234 SP:Iteration 1F (220.962786 sec): 3 clusters Score: Raw -23604.103866 + Penalty 171.606779 = -23432.497087 nChanged 44 SP:Iteration 2F (220.963867 sec): 3 clusters Score: Raw -23636.233195 + Penalty 169.333828 = -23466.899367 nChanged 18 SP:Iteration 3Q (220.964931 sec): 3 clusters Score: Raw -23651.988415 + Penalty 167.777781 = -23484.210634 nChanged 9 SP:Iteration 4Q (220.966033 sec): 3 clusters Score: Raw -23659.325628 + Penalty 165.535108 = -23493.790520 nChanged 2 SP:Iteration 5Q (220.967076 sec): 3 clusters Score: Raw -23660.482031 + Penalty 165.535108 = -23494.946922 nChanged 0 SP:Iteration 6F (220.968157 sec): 3 clusters Score: Raw -23660.482031 + Penalty 165.535108 = -23494.946922 nChanged 0 Time taken for this iteration:219.462815 seconds. 300->39 Clusters: Score -2485729.936065, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 237 (time per iteration =932.604354 ms) Total iterations: 3819 (time per iteration =57.875683 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 12817748750.000000 (time per metric unit =17.243842ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 320443718750.000000 (time per metric unit=689.753673ps) That took 221.027232 seconds. FileBase PeterP-2014-03-27_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 0.40 and 0.60 GB of RAM. Memory request: 0.20 GB would take us to total of 0.20 GB. ---------------------------------------------------------- Loaded 43726 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 43726 points ------ Starting initial clusters from distinct float masks Not enough masks (240) to generate starting clusters (300), so starting with (241) clusters instead. Assigned 241 initial classes from 240 unique masks. Deleting Class 237 (1 points): Lose 11.690559 but Gain 1633.828721 Iteration 0F (6.121163 sec): 240 clusters Score: Raw -1646053.312087 + Penalty 263327.417709 = -1382725.894378 nChanged 8007 Deleting Class 165 (2 points): Lose 27.279192 but Gain 1608.883636 Iteration 1F (11.012539 sec): 239 clusters Score: Raw -1658844.463427 + Penalty 262585.581825 = -1396258.881602 nChanged 1983 Deleting Class 211 (4 points): Lose 67.760901 but Gain 1643.072259 Iteration 2Q (11.738532 sec): 238 clusters Score: Raw -1662218.765906 + Penalty 261068.636786 = -1401150.129120 nChanged 1055 Deleting Class 166 (2 points): Lose 35.709119 but Gain 1575.696511 Iteration 3Q (12.297931 sec): 237 clusters Score: Raw -1663931.351541 + Penalty 259461.034351 = -1404470.317190 nChanged 668 Deleting Class 167 (1 points): Lose 7.023890 but Gain 1541.751706 Iteration 4Q (12.797577 sec): 236 clusters Score: Raw -1664925.760032 + Penalty 258014.464559 = -1406911.295473 nChanged 452 Deleting Class 185 (6 points): Lose 106.192975 but Gain 1638.150170 Iteration 5Q (13.264996 sec): 235 clusters Score: Raw -1665285.661757 + Penalty 256460.540566 = -1408825.121191 nChanged 314 Deleting Class 219 (1 points): Lose 16.529072 but Gain 1535.783886 Iteration 6Q (13.705933 sec): 234 clusters Score: Raw -1665683.515763 + Penalty 255014.554333 = -1410668.961430 nChanged 247 Deleting Class 238 (1 points): Lose 1.864509 but Gain 1520.044453 Iteration 7Q (14.138557 sec): 233 clusters Score: Raw -1665938.452727 + Penalty 253532.447074 = -1412406.005653 nChanged 195 Deleting Class 214 (1 points): Lose 1.708163 but Gain 1517.257464 Iteration 8Q (14.559162 sec): 232 clusters Score: Raw -1666132.677187 + Penalty 252023.333503 = -1414109.343684 nChanged 166 Deleting Class 198 (4 points): Lose 45.671339 but Gain 1557.081939 Iteration 9Q (14.976005 sec): 231 clusters Score: Raw -1666232.586034 + Penalty 250467.272773 = -1415765.313261 nChanged 153 Deleting Class 208 (1 points): Lose 6.475203 but Gain 1496.491038 Iteration 10F (19.596857 sec): 230 clusters Score: Raw -1666490.722140 + Penalty 249221.392768 = -1417269.329373 nChanged 207 Deleting Class 206 (3 points): Lose 42.297048 but Gain 1524.060814 Iteration 11Q (20.021334 sec): 229 clusters Score: Raw -1666738.988135 + Penalty 247594.391086 = -1419144.597049 nChanged 215 Deleting Class 232 (1 points): Lose 4.719170 but Gain 1479.351206 Iteration 12Q (20.443114 sec): 228 clusters Score: Raw -1666977.237960 + Penalty 246071.293381 = -1420905.944579 nChanged 215 Deleting Class 156 (3 points): Lose 48.223337 but Gain 1516.404210 Iteration 13Q (20.867069 sec): 227 clusters Score: Raw -1667147.835535 + Penalty 244548.106176 = -1422599.729358 nChanged 199 Deleting Class 204 (8 points): Lose 104.716353 but Gain 1568.611473 Iteration 14Q (21.284404 sec): 226 clusters Score: Raw -1667223.970489 + Penalty 242937.721830 = -1424286.248660 nChanged 193 Deleting Class 188 (6 points): Lose 94.658083 but Gain 1551.714898 Iteration 15Q (21.699543 sec): 225 clusters Score: Raw -1667288.805904 + Penalty 241357.968400 = -1425930.837504 nChanged 179 Deleting Class 57 (11 points): Lose 217.026246 but Gain 1674.019687 Iteration 16Q (22.110914 sec): 224 clusters Score: Raw -1667225.232984 + Penalty 239961.693831 = -1427263.539153 nChanged 186 Deleting Class 236 (3 points): Lose 35.743395 but Gain 1485.720616 Iteration 17Q (22.521811 sec): 223 clusters Score: Raw -1667423.852294 + Penalty 238544.867437 = -1428878.984858 nChanged 175 Deleting Class 136 (1 points): Lose 2.372123 but Gain 1444.976768 Iteration 18Q (22.931211 sec): 222 clusters Score: Raw -1667562.659145 + Penalty 237069.417210 = -1430493.241935 nChanged 159 Deleting Class 96 (20 points): Lose 226.863515 but Gain 1662.856214 Iteration 19Q (23.343326 sec): 221 clusters Score: Raw -1667428.828547 + Penalty 235647.924804 = -1431780.903743 nChanged 127 Writing temp clu file Memory request: 0.20 GB would take us to total of 0.40 GB. Compute initial score before splitting: Score: Raw -1667428.828547 + Penalty 235647.924804 = -1431780.903743Memory request: 0.03 GB would take us to total of 0.43 GB. Trying to split cluster 1 (5494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.525333 sec): 2 clusters Score: Raw -223872.095945 + Penalty 181.769108 = -223690.326837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.535413 sec): 3 clusters Score: Raw -220301.458238 + Penalty 347.543753 = -219953.914485 nChanged 2563 SP:Iteration 1F (23.545132 sec): 3 clusters Score: Raw -223275.884972 + Penalty 324.958827 = -222950.926145 nChanged 326 SP:Iteration 2F (23.554825 sec): 3 clusters Score: Raw -223509.838214 + Penalty 320.489484 = -223189.348730 nChanged 133 SP:Iteration 3Q (23.564297 sec): 3 clusters Score: Raw -223613.754245 + Penalty 322.340032 = -223291.414213 nChanged 69 SP:Iteration 4Q (23.573500 sec): 3 clusters Score: Raw -223656.247924 + Penalty 323.638098 = -223332.609826 nChanged 47 SP:Iteration 5Q (23.582594 sec): 3 clusters Score: Raw -223684.104917 + Penalty 323.670993 = -223360.433924 nChanged 48 SP:Iteration 6Q (23.591504 sec): 3 clusters Score: Raw -223708.673801 + Penalty 323.070756 = -223385.603045 nChanged 46 SP:Iteration 7Q (23.600309 sec): 3 clusters Score: Raw -223733.738199 + Penalty 323.252081 = -223410.486118 nChanged 51 SP:Iteration 8Q (23.609034 sec): 3 clusters Score: Raw -223764.116244 + Penalty 322.149030 = -223441.967215 nChanged 46 SP:Iteration 9Q (23.617724 sec): 3 clusters Score: Raw -223792.234821 + Penalty 321.051442 = -223471.183379 nChanged 45 SP:Iteration 10F (23.627396 sec): 3 clusters Score: Raw -223813.982800 + Penalty 318.029788 = -223495.953013 nChanged 50 SP:Iteration 11Q (23.635935 sec): 3 clusters Score: Raw -223838.558213 + Penalty 317.105319 = -223521.452894 nChanged 38 SP:Iteration 12Q (23.644384 sec): 3 clusters Score: Raw -223853.240612 + Penalty 314.406743 = -223538.833869 nChanged 34 SP:Iteration 13Q (23.652774 sec): 3 clusters Score: Raw -223863.973062 + Penalty 311.842770 = -223552.130293 nChanged 26 SP:Iteration 14Q (23.661085 sec): 3 clusters Score: Raw -223872.746000 + Penalty 309.027939 = -223563.718061 nChanged 25 SP:Iteration 15Q (23.669375 sec): 3 clusters Score: Raw -223885.835513 + Penalty 307.054093 = -223578.781420 nChanged 24 SP:Iteration 16Q (23.677585 sec): 3 clusters Score: Raw -223892.935614 + Penalty 305.185022 = -223587.750592 nChanged 19 SP:Iteration 17Q (23.685921 sec): 3 clusters Score: Raw -223898.041994 + Penalty 302.630179 = -223595.411815 nChanged 16 SP:Iteration 18Q (23.694467 sec): 3 clusters Score: Raw -223904.757328 + Penalty 300.676321 = -223604.081008 nChanged 8 SP:Iteration 19Q (23.702614 sec): 3 clusters Score: Raw -223906.510383 + Penalty 299.340410 = -223607.169972 nChanged 8 SP:Iteration 20F (23.713036 sec): 3 clusters Score: Raw -223908.513263 + Penalty 297.565588 = -223610.947676 nChanged 5 SP:Iteration 21Q (23.721400 sec): 3 clusters Score: Raw -223910.622178 + Penalty 296.421843 = -223614.200335 nChanged 6 SP:Iteration 22Q (23.729890 sec): 3 clusters Score: Raw -223912.164662 + Penalty 294.957048 = -223617.207615 nChanged 5 SP:Iteration 23Q (23.738022 sec): 3 clusters Score: Raw -223913.463064 + Penalty 292.459973 = -223621.003091 nChanged 8 SP:Iteration 24Q (23.746110 sec): 3 clusters Score: Raw -223915.352628 + Penalty 290.989227 = -223624.363401 nChanged 7 SP:Iteration 25Q (23.754237 sec): 3 clusters Score: Raw -223916.937467 + Penalty 290.978767 = -223625.958700 nChanged 6 SP:Iteration 26Q (23.762273 sec): 3 clusters Score: Raw -223918.318777 + Penalty 290.484283 = -223627.834494 nChanged 4 SP:Iteration 27Q (23.770535 sec): 3 clusters Score: Raw -223920.482403 + Penalty 287.992722 = -223632.489681 nChanged 8 SP:Iteration 28Q (23.778667 sec): 3 clusters Score: Raw -223923.983614 + Penalty 288.331771 = -223635.651844 nChanged 9 SP:Iteration 29Q (23.786762 sec): 3 clusters Score: Raw -223926.622290 + Penalty 288.074642 = -223638.547648 nChanged 8 SP:Iteration 30F (23.796496 sec): 3 clusters Score: Raw -223927.688468 + Penalty 287.357784 = -223640.330685 nChanged 9 SP:Iteration 31Q (23.804493 sec): 3 clusters Score: Raw -223929.443122 + Penalty 285.250712 = -223644.192410 nChanged 8 SP:Iteration 32Q (23.812472 sec): 3 clusters Score: Raw -223930.591179 + Penalty 282.388286 = -223648.202893 nChanged 6 SP:Iteration 33Q (23.820464 sec): 3 clusters Score: Raw -223931.347163 + Penalty 280.824033 = -223650.523130 nChanged 3 SP:Iteration 34Q (23.828426 sec): 3 clusters Score: Raw -223931.572056 + Penalty 280.502658 = -223651.069398 nChanged 2 SP:Iteration 35Q (23.836438 sec): 3 clusters Score: Raw -223931.709501 + Penalty 280.466965 = -223651.242535 nChanged 1 SP:Iteration 36Q (23.844393 sec): 3 clusters Score: Raw -223931.733183 + Penalty 280.466965 = -223651.266218 nChanged 0 SP:Iteration 37F (23.854068 sec): 3 clusters Score: Raw -223931.733183 + Penalty 280.466965 = -223651.266218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 2 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.857782 sec): 2 clusters Score: Raw -6827.491181 + Penalty 228.735727 = -6598.755454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.858315 sec): 3 clusters Score: Raw -6780.862161 + Penalty 458.949944 = -6321.912217 nChanged 43 SP:Iteration 1F (23.858835 sec): 3 clusters Score: Raw -6846.811162 + Penalty 464.293741 = -6382.517421 nChanged 22 SP:Iteration 2F (23.859355 sec): 3 clusters Score: Raw -6892.063978 + Penalty 466.902287 = -6425.161690 nChanged 8 SP:Iteration 3Q (23.859853 sec): 3 clusters Score: Raw -6903.094421 + Penalty 468.064774 = -6435.029648 nChanged 7 SP:Iteration 4Q (23.860342 sec): 3 clusters Score: Raw -6918.017893 + Penalty 467.717194 = -6450.300698 nChanged 7 SP:Iteration 5Q (23.860830 sec): 3 clusters Score: Raw -6941.063277 + Penalty 469.252852 = -6471.810426 nChanged 6 SP:Iteration 6Q (23.861309 sec): 3 clusters Score: Raw -6966.524020 + Penalty 469.269518 = -6497.254502 nChanged 5 SP:Iteration 7Q (23.861777 sec): 3 clusters Score: Raw -6977.214960 + Penalty 470.104855 = -6507.110105 nChanged 1 SP:Iteration 8Q (23.862240 sec): 3 clusters Score: Raw -6979.934023 + Penalty 470.104855 = -6509.829168 nChanged 0 SP:Iteration 9F (23.862753 sec): 3 clusters Score: Raw -6979.934023 + Penalty 470.104855 = -6509.829168 nChanged 0 Memory request: 0.03 GB would take us to total of 0.43 GB. Trying to split cluster 3 (5868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.889886 sec): 2 clusters Score: Raw -231002.193963 + Penalty 138.851068 = -230863.342894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.900790 sec): 3 clusters Score: Raw -227100.119081 + Penalty 300.515562 = -226799.603519 nChanged 2743 SP:Iteration 1F (23.911176 sec): 3 clusters Score: Raw -229853.260241 + Penalty 314.425951 = -229538.834290 nChanged 618 SP:Iteration 2F (23.922002 sec): 3 clusters Score: Raw -230517.417132 + Penalty 319.739640 = -230197.677492 nChanged 226 SP:Iteration 3Q (23.931865 sec): 3 clusters Score: Raw -230648.640408 + Penalty 322.950945 = -230325.689463 nChanged 128 SP:Iteration 4Q (23.941695 sec): 3 clusters Score: Raw -230690.736371 + Penalty 325.999681 = -230364.736690 nChanged 102 SP:Iteration 5Q (23.951444 sec): 3 clusters Score: Raw -230716.659168 + Penalty 328.529537 = -230388.129632 nChanged 78 SP:Iteration 6Q (23.961215 sec): 3 clusters Score: Raw -230730.669840 + Penalty 331.246822 = -230399.423018 nChanged 55 SP:Iteration 7Q (23.970974 sec): 3 clusters Score: Raw -230739.517516 + Penalty 333.227370 = -230406.290146 nChanged 52 SP:Iteration 8Q (23.980677 sec): 3 clusters Score: Raw -230748.237409 + Penalty 334.037088 = -230414.200322 nChanged 38 SP:Iteration 9Q (23.990340 sec): 3 clusters Score: Raw -230754.169544 + Penalty 335.981144 = -230418.188399 nChanged 36 SP:Iteration 10F (24.000777 sec): 3 clusters Score: Raw -230759.766801 + Penalty 337.570119 = -230422.196682 nChanged 42 SP:Iteration 11Q (24.010420 sec): 3 clusters Score: Raw -230768.304969 + Penalty 340.840128 = -230427.464841 nChanged 60 SP:Iteration 12Q (24.020060 sec): 3 clusters Score: Raw -230782.609542 + Penalty 344.632551 = -230437.976991 nChanged 69 SP:Iteration 13Q (24.029635 sec): 3 clusters Score: Raw -230805.381893 + Penalty 348.135007 = -230457.246886 nChanged 71 SP:Iteration 14Q (24.039938 sec): 3 clusters Score: Raw -230831.838643 + Penalty 351.807822 = -230480.030821 nChanged 69 SP:Iteration 15Q (24.049506 sec): 3 clusters Score: Raw -230854.143134 + Penalty 354.278690 = -230499.864444 nChanged 73 SP:Iteration 16Q (24.058944 sec): 3 clusters Score: Raw -230882.269343 + Penalty 357.508247 = -230524.761095 nChanged 72 SP:Iteration 17Q (24.068709 sec): 3 clusters Score: Raw -230905.586976 + Penalty 359.359573 = -230546.227404 nChanged 56 SP:Iteration 18Q (24.078019 sec): 3 clusters Score: Raw -230921.448320 + Penalty 361.430290 = -230560.018029 nChanged 46 SP:Iteration 19Q (24.087307 sec): 3 clusters Score: Raw -230932.534921 + Penalty 360.344540 = -230572.190381 nChanged 38 SP:Iteration 20F (24.097960 sec): 3 clusters Score: Raw -230942.047238 + Penalty 360.289860 = -230581.757378 nChanged 40 SP:Iteration 21Q (24.107161 sec): 3 clusters Score: Raw -230953.428106 + Penalty 361.174212 = -230592.253895 nChanged 37 SP:Iteration 22Q (24.116290 sec): 3 clusters Score: Raw -230961.842750 + Penalty 359.828740 = -230602.014010 nChanged 34 SP:Iteration 23Q (24.125341 sec): 3 clusters Score: Raw -230968.923954 + Penalty 357.792436 = -230611.131518 nChanged 24 SP:Iteration 24Q (24.134335 sec): 3 clusters Score: Raw -230975.439996 + Penalty 357.156152 = -230618.283844 nChanged 23 SP:Iteration 25Q (24.143319 sec): 3 clusters Score: Raw -230980.852735 + Penalty 355.682847 = -230625.169888 nChanged 21 SP:Iteration 26Q (24.152261 sec): 3 clusters Score: Raw -230984.518760 + Penalty 355.077709 = -230629.441052 nChanged 15 SP:Iteration 27Q (24.161163 sec): 3 clusters Score: Raw -230986.621840 + Penalty 355.606870 = -230631.014970 nChanged 14 SP:Iteration 28Q (24.170043 sec): 3 clusters Score: Raw -230988.334861 + Penalty 356.407162 = -230631.927700 nChanged 10 SP:Iteration 29Q (24.178993 sec): 3 clusters Score: Raw -230989.350770 + Penalty 356.609763 = -230632.741007 nChanged 7 SP:Iteration 30F (24.189322 sec): 3 clusters Score: Raw -230989.855186 + Penalty 356.947691 = -230632.907495 nChanged 4 SP:Iteration 31Q (24.198244 sec): 3 clusters Score: Raw -230990.154541 + Penalty 356.947691 = -230633.206850 nChanged 0 SP:Iteration 32F (24.208738 sec): 3 clusters Score: Raw -230990.154541 + Penalty 356.947691 = -230633.206850 nChanged 0 Memory request: 0.04 GB would take us to total of 0.43 GB. Trying to split cluster 4 (7289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.246415 sec): 2 clusters Score: Raw -312579.877238 + Penalty 193.733241 = -312386.143997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.259800 sec): 3 clusters Score: Raw -307715.852175 + Penalty 375.011955 = -307340.840220 nChanged 3483 SP:Iteration 1F (24.272735 sec): 3 clusters Score: Raw -310144.530988 + Penalty 370.199346 = -309774.331641 nChanged 916 SP:Iteration 2F (24.285614 sec): 3 clusters Score: Raw -310952.991353 + Penalty 368.093801 = -310584.897552 nChanged 569 SP:Iteration 3F (24.298523 sec): 3 clusters Score: Raw -311486.175904 + Penalty 372.379239 = -311113.796664 nChanged 356 SP:Iteration 4Q (24.311266 sec): 3 clusters Score: Raw -311754.040461 + Penalty 374.588086 = -311379.452376 nChanged 294 SP:Iteration 5Q (24.323238 sec): 3 clusters Score: Raw -311974.825491 + Penalty 378.646429 = -311596.179062 nChanged 233 SP:Iteration 6Q (24.334877 sec): 3 clusters Score: Raw -312155.329899 + Penalty 384.045935 = -311771.283964 nChanged 177 SP:Iteration 7Q (24.346141 sec): 3 clusters Score: Raw -312288.173844 + Penalty 385.183874 = -311902.989970 nChanged 132 SP:Iteration 8Q (24.357037 sec): 3 clusters Score: Raw -312389.572615 + Penalty 392.765586 = -311996.807029 nChanged 107 SP:Iteration 9Q (24.367685 sec): 3 clusters Score: Raw -312463.626767 + Penalty 389.322070 = -312074.304697 nChanged 69 SP:Iteration 10F (24.380703 sec): 3 clusters Score: Raw -312508.798753 + Penalty 395.408149 = -312113.390603 nChanged 46 SP:Iteration 11Q (24.391205 sec): 3 clusters Score: Raw -312535.676703 + Penalty 411.741154 = -312123.935549 nChanged 34 SP:Iteration 12Q (24.401439 sec): 3 clusters Score: Raw -312555.054912 + Penalty 413.312031 = -312141.742881 nChanged 22 SP:Iteration 13Q (24.411645 sec): 3 clusters Score: Raw -312564.179377 + Penalty 420.494478 = -312143.684900 nChanged 11 SP:Iteration 14Q (24.421945 sec): 3 clusters Score: Raw -312567.355697 + Penalty 419.355545 = -312148.000151 nChanged 8 SP:Iteration 15Q (24.432055 sec): 3 clusters Score: Raw -312571.653841 + Penalty 434.347257 = -312137.306584 nChanged 10 SP:Iteration 16F (24.444904 sec): 3 clusters Score: Raw -312579.028298 + Penalty 465.825840 = -312113.202458 nChanged 12 SP:Iteration 17F (24.457718 sec): 3 clusters Score: Raw -312587.224050 + Penalty 476.869327 = -312110.354724 nChanged 5 SP:Iteration 18F (24.470536 sec): 3 clusters Score: Raw -312588.904729 + Penalty 494.801038 = -312094.103691 nChanged 4 SP:Iteration 19F (24.483395 sec): 3 clusters Score: Raw -312589.820064 + Penalty 508.909812 = -312080.910253 nChanged 3 SP:Iteration 20F (24.496254 sec): 3 clusters Score: Raw -312590.976365 + Penalty 517.639122 = -312073.337243 nChanged 1 SP:Iteration 21F (24.509390 sec): 3 clusters Score: Raw -312591.523824 + Penalty 525.695899 = -312065.827925 nChanged 1 SP:Iteration 22F (24.522199 sec): 3 clusters Score: Raw -312592.750721 + Penalty 525.695899 = -312067.054822 nChanged 0 Memory request: 0.02 GB would take us to total of 0.42 GB. Trying to split cluster 5 (3927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.540545 sec): 2 clusters Score: Raw -156795.530926 + Penalty 151.204366 = -156644.326560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.547699 sec): 3 clusters Score: Raw -154208.197562 + Penalty 304.513956 = -153903.683606 nChanged 1814 SP:Iteration 1F (24.554688 sec): 3 clusters Score: Raw -155632.728460 + Penalty 313.435185 = -155319.293275 nChanged 595 SP:Iteration 2F (24.561641 sec): 3 clusters Score: Raw -156405.842064 + Penalty 321.629954 = -156084.212110 nChanged 370 SP:Iteration 3F (24.568598 sec): 3 clusters Score: Raw -156814.662185 + Penalty 326.743279 = -156487.918905 nChanged 191 SP:Iteration 4Q (24.575396 sec): 3 clusters Score: Raw -156957.683190 + Penalty 331.620253 = -156626.062937 nChanged 127 SP:Iteration 5Q (24.582175 sec): 3 clusters Score: Raw -157058.364970 + Penalty 333.700748 = -156724.664222 nChanged 103 SP:Iteration 6Q (24.588720 sec): 3 clusters Score: Raw -157151.958426 + Penalty 334.891400 = -156817.067026 nChanged 79 SP:Iteration 7Q (24.595010 sec): 3 clusters Score: Raw -157216.690533 + Penalty 333.563462 = -156883.127071 nChanged 52 SP:Iteration 8Q (24.601096 sec): 3 clusters Score: Raw -157252.455972 + Penalty 333.914065 = -156918.541907 nChanged 39 SP:Iteration 9Q (24.607090 sec): 3 clusters Score: Raw -157271.912558 + Penalty 334.815615 = -156937.096943 nChanged 29 SP:Iteration 10F (24.614044 sec): 3 clusters Score: Raw -157280.975402 + Penalty 333.343133 = -156947.632269 nChanged 16 SP:Iteration 11Q (24.619962 sec): 3 clusters Score: Raw -157285.614261 + Penalty 333.063317 = -156952.550944 nChanged 14 SP:Iteration 12Q (24.625864 sec): 3 clusters Score: Raw -157288.147941 + Penalty 332.034914 = -156956.113027 nChanged 11 SP:Iteration 13Q (24.631730 sec): 3 clusters Score: Raw -157289.829597 + Penalty 330.935160 = -156958.894437 nChanged 6 SP:Iteration 14Q (24.637608 sec): 3 clusters Score: Raw -157290.456416 + Penalty 330.514635 = -156959.941781 nChanged 4 SP:Iteration 15Q (24.643451 sec): 3 clusters Score: Raw -157290.757305 + Penalty 329.961395 = -156960.795910 nChanged 2 SP:Iteration 16Q (24.649317 sec): 3 clusters Score: Raw -157290.950251 + Penalty 329.937659 = -156961.012592 nChanged 2 SP:Iteration 17Q (24.655155 sec): 3 clusters Score: Raw -157291.028755 + Penalty 329.673533 = -156961.355222 nChanged 1 SP:Iteration 18Q (24.660984 sec): 3 clusters Score: Raw -157291.082177 + Penalty 329.673533 = -156961.408645 nChanged 0 SP:Iteration 19F (24.667921 sec): 3 clusters Score: Raw -157291.082177 + Penalty 329.673533 = -156961.408645 nChanged 0 Score: Raw -1702681.113600 + Penalty 235878.368578 = -1466802.745021 Splitting cluster 5 changes total score from -1431780.903743 to -1466802.745021 So it's getting split into cluster 57. Memory request: 0.02 GB would take us to total of 0.42 GB. Trying to split cluster 6 (4804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.077566 sec): 2 clusters Score: Raw -199475.315103 + Penalty 161.700739 = -199313.614364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.086498 sec): 3 clusters Score: Raw -196261.138563 + Penalty 332.174417 = -195928.964146 nChanged 2297 SP:Iteration 1F (29.095177 sec): 3 clusters Score: Raw -197695.447922 + Penalty 345.359228 = -197350.088694 nChanged 797 SP:Iteration 2F (29.103797 sec): 3 clusters Score: Raw -198259.290868 + Penalty 364.037738 = -197895.253130 nChanged 484 SP:Iteration 3F (29.112444 sec): 3 clusters Score: Raw -198748.646374 + Penalty 383.897343 = -198364.749031 nChanged 358 SP:Iteration 4F (29.121330 sec): 3 clusters Score: Raw -199113.413550 + Penalty 404.135324 = -198709.278226 nChanged 199 SP:Iteration 5Q (29.129961 sec): 3 clusters Score: Raw -199318.136568 + Penalty 405.820668 = -198912.315900 nChanged 110 SP:Iteration 6Q (29.138632 sec): 3 clusters Score: Raw -199427.851649 + Penalty 407.523691 = -199020.327958 nChanged 55 SP:Iteration 7Q (29.147128 sec): 3 clusters Score: Raw -199486.457503 + Penalty 417.266700 = -199069.190804 nChanged 28 SP:Iteration 8Q (29.154493 sec): 3 clusters Score: Raw -199521.800638 + Penalty 416.688161 = -199105.112477 nChanged 16 SP:Iteration 9Q (29.161457 sec): 3 clusters Score: Raw -199545.112286 + Penalty 407.474892 = -199137.637394 nChanged 11 SP:Iteration 10F (29.170021 sec): 3 clusters Score: Raw -199550.789967 + Penalty 406.155640 = -199144.634327 nChanged 5 SP:Iteration 11Q (29.176888 sec): 3 clusters Score: Raw -199553.114876 + Penalty 405.242709 = -199147.872167 nChanged 2 SP:Iteration 12Q (29.183703 sec): 3 clusters Score: Raw -199553.603195 + Penalty 401.441200 = -199152.161995 nChanged 2 SP:Iteration 13Q (29.190535 sec): 3 clusters Score: Raw -199553.856219 + Penalty 404.901798 = -199148.954421 nChanged 2 SP:Iteration 14F (29.199134 sec): 3 clusters Score: Raw -199554.774729 + Penalty 407.489266 = -199147.285463 nChanged 1 SP:Iteration 15F (29.207744 sec): 3 clusters Score: Raw -199555.091122 + Penalty 407.794382 = -199147.296740 nChanged 1 SP:Iteration 16Q (29.214643 sec): 3 clusters Score: Raw -199555.189955 + Penalty 406.338600 = -199148.851355 nChanged 2 SP:Iteration 17Q (29.221568 sec): 3 clusters Score: Raw -199555.500563 + Penalty 406.935921 = -199148.564641 nChanged 1 SP:Iteration 18F (29.230157 sec): 3 clusters Score: Raw -199555.604726 + Penalty 406.935921 = -199148.668805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 7 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.233563 sec): 2 clusters Score: Raw -1326.618100 + Penalty 281.302902 = -1045.315199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.233844 sec): 3 clusters Score: Raw -1392.009244 + Penalty 561.437614 = -830.571630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 8 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.234432 sec): 2 clusters Score: Raw -1543.971634 + Penalty 207.581160 = -1336.390475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.234698 sec): 3 clusters Score: Raw -1581.805162 + Penalty 415.678634 = -1166.126528 nChanged 4 SP:Iteration 1F (29.234961 sec): 3 clusters Score: Raw -1593.733261 + Penalty 414.592540 = -1179.140721 nChanged 1 SP:Iteration 2Q (29.235217 sec): 3 clusters Score: Raw -1599.416052 + Penalty 414.592540 = -1184.823512 nChanged 0 SP:Iteration 3F (29.235480 sec): 3 clusters Score: Raw -1599.416052 + Penalty 414.592540 = -1184.823512 nChanged 0 Memory request: 0.01 GB would take us to total of 0.41 GB. Trying to split cluster 9 (763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.239919 sec): 2 clusters Score: Raw -34661.603684 + Penalty 536.221058 = -34125.382626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.241460 sec): 3 clusters Score: Raw -34279.487430 + Penalty 1072.565430 = -33206.922000 nChanged 244 SP:Iteration 1F (29.242974 sec): 3 clusters Score: Raw -34414.240432 + Penalty 1072.386067 = -33341.854364 nChanged 76 SP:Iteration 2F (29.244542 sec): 3 clusters Score: Raw -34462.293460 + Penalty 1072.296647 = -33389.996813 nChanged 45 SP:Iteration 3F (29.246111 sec): 3 clusters Score: Raw -34488.839858 + Penalty 1072.448370 = -33416.391488 nChanged 28 SP:Iteration 4Q (29.247646 sec): 3 clusters Score: Raw -34507.937432 + Penalty 1072.330049 = -33435.607383 nChanged 30 SP:Iteration 5Q (29.249166 sec): 3 clusters Score: Raw -34538.624602 + Penalty 1072.809931 = -33465.814671 nChanged 36 SP:Iteration 6Q (29.250669 sec): 3 clusters Score: Raw -34574.643012 + Penalty 1072.934922 = -33501.708090 nChanged 26 SP:Iteration 7Q (29.252198 sec): 3 clusters Score: Raw -34607.513856 + Penalty 1072.127950 = -33535.385906 nChanged 24 SP:Iteration 8Q (29.253711 sec): 3 clusters Score: Raw -34629.893701 + Penalty 1070.313990 = -33559.579711 nChanged 19 SP:Iteration 9Q (29.255194 sec): 3 clusters Score: Raw -34642.538800 + Penalty 1069.523056 = -33573.015743 nChanged 13 SP:Iteration 10F (29.256704 sec): 3 clusters Score: Raw -34656.066292 + Penalty 1068.949472 = -33587.116820 nChanged 11 SP:Iteration 11Q (29.258214 sec): 3 clusters Score: Raw -34667.576325 + Penalty 1067.372207 = -33600.204119 nChanged 12 SP:Iteration 12Q (29.259703 sec): 3 clusters Score: Raw -34676.043418 + Penalty 1067.206329 = -33608.837089 nChanged 13 SP:Iteration 13Q (29.261168 sec): 3 clusters Score: Raw -34686.665988 + Penalty 1066.968684 = -33619.697305 nChanged 9 SP:Iteration 14Q (29.262644 sec): 3 clusters Score: Raw -34691.341314 + Penalty 1066.850591 = -33624.490722 nChanged 3 SP:Iteration 15Q (29.264119 sec): 3 clusters Score: Raw -34693.075524 + Penalty 1066.564698 = -33626.510826 nChanged 5 SP:Iteration 16Q (29.265585 sec): 3 clusters Score: Raw -34699.445886 + Penalty 1066.838678 = -33632.607209 nChanged 9 SP:Iteration 17Q (29.267072 sec): 3 clusters Score: Raw -34706.540377 + Penalty 1066.859666 = -33639.680711 nChanged 9 SP:Iteration 18Q (29.268512 sec): 3 clusters Score: Raw -34716.155088 + Penalty 1066.742731 = -33649.412357 nChanged 13 SP:Iteration 19Q (29.269985 sec): 3 clusters Score: Raw -34725.975339 + Penalty 1067.054800 = -33658.920538 nChanged 8 SP:Iteration 20F (29.271519 sec): 3 clusters Score: Raw -34730.401077 + Penalty 1067.300682 = -33663.100395 nChanged 5 SP:Iteration 21Q (29.272958 sec): 3 clusters Score: Raw -34732.650157 + Penalty 1067.760557 = -33664.889600 nChanged 5 SP:Iteration 22Q (29.274387 sec): 3 clusters Score: Raw -34733.917742 + Penalty 1067.760557 = -33666.157185 nChanged 0 SP:Iteration 23F (29.275932 sec): 3 clusters Score: Raw -34733.917742 + Penalty 1067.760557 = -33666.157185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 10 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.280498 sec): 2 clusters Score: Raw -7810.142226 + Penalty 450.756513 = -7359.385714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.281053 sec): 3 clusters Score: Raw -7801.590443 + Penalty 911.047074 = -6890.543369 nChanged 39 SP:Iteration 1F (29.281579 sec): 3 clusters Score: Raw -7869.510960 + Penalty 917.059496 = -6952.451463 nChanged 8 SP:Iteration 2Q (29.282089 sec): 3 clusters Score: Raw -7881.345520 + Penalty 922.682855 = -6958.662664 nChanged 4 SP:Iteration 3Q (29.282594 sec): 3 clusters Score: Raw -7884.404674 + Penalty 924.112183 = -6960.292490 nChanged 2 SP:Iteration 4Q (29.283097 sec): 3 clusters Score: Raw -7885.662659 + Penalty 925.479119 = -6960.183540 nChanged 3 SP:Iteration 5F (29.283619 sec): 3 clusters Score: Raw -7888.503110 + Penalty 928.801836 = -6959.701273 nChanged 3 SP:Iteration 6F (29.284143 sec): 3 clusters Score: Raw -7893.093212 + Penalty 932.309297 = -6960.783914 nChanged 3 SP:Iteration 7Q (29.284646 sec): 3 clusters Score: Raw -7899.099668 + Penalty 932.309297 = -6966.790371 nChanged 0 SP:Iteration 8F (29.285169 sec): 3 clusters Score: Raw -7899.099668 + Penalty 932.309297 = -6966.790371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 11 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.285750 sec): 2 clusters Score: Raw -1384.518107 + Penalty 229.014331 = -1155.503776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.286022 sec): 3 clusters Score: Raw -1394.143798 + Penalty 462.971546 = -931.172251 nChanged 1 SP:Iteration 1Q (29.286290 sec): 3 clusters Score: Raw -1395.057599 + Penalty 462.971546 = -932.086052 nChanged 0 SP:Iteration 2F (29.286554 sec): 3 clusters Score: Raw -1395.057599 + Penalty 462.971546 = -932.086052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 12 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.287552 sec): 2 clusters Score: Raw -7923.801304 + Penalty 632.168985 = -7291.632319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.288121 sec): 3 clusters Score: Raw -8004.026577 + Penalty 1261.010880 = -6743.015698 nChanged 32 SP:Iteration 1F (29.288660 sec): 3 clusters Score: Raw -8063.934452 + Penalty 1259.994380 = -6803.940073 nChanged 12 SP:Iteration 2F (29.289204 sec): 3 clusters Score: Raw -8112.887485 + Penalty 1258.545945 = -6854.341540 nChanged 5 SP:Iteration 3Q (29.289726 sec): 3 clusters Score: Raw -8121.519060 + Penalty 1257.132630 = -6864.386430 nChanged 2 SP:Iteration 4Q (29.290249 sec): 3 clusters Score: Raw -8126.424275 + Penalty 1257.191021 = -6869.233254 nChanged 2 SP:Iteration 5Q (29.290764 sec): 3 clusters Score: Raw -8129.990673 + Penalty 1257.050514 = -6872.940159 nChanged 2 SP:Iteration 6Q (29.291290 sec): 3 clusters Score: Raw -8150.441123 + Penalty 1257.855681 = -6892.585442 nChanged 3 SP:Iteration 7Q (29.291805 sec): 3 clusters Score: Raw -8162.310872 + Penalty 1256.484379 = -6905.826493 nChanged 3 SP:Iteration 8Q (29.292350 sec): 3 clusters Score: Raw -8171.407164 + Penalty 1257.709919 = -6913.697245 nChanged 3 SP:Iteration 9Q (29.292859 sec): 3 clusters Score: Raw -8181.655456 + Penalty 1257.709919 = -6923.945537 nChanged 0 SP:Iteration 10F (29.293401 sec): 3 clusters Score: Raw -8181.655456 + Penalty 1257.709919 = -6923.945537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 13 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.294231 sec): 2 clusters Score: Raw -2892.292091 + Penalty 411.669141 = -2480.622951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.294563 sec): 3 clusters Score: Raw -2915.073575 + Penalty 822.555895 = -2092.517680 nChanged 3 SP:Iteration 1Q (29.294885 sec): 3 clusters Score: Raw -2924.492766 + Penalty 822.555895 = -2101.936871 nChanged 0 SP:Iteration 2F (29.295212 sec): 3 clusters Score: Raw -2924.492766 + Penalty 822.555895 = -2101.936871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 14 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.295878 sec): 2 clusters Score: Raw -497.554801 + Penalty 303.587776 = -193.967026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.296107 sec): 3 clusters Score: Raw -497.749151 + Penalty 594.789443 = 97.040292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 15 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.296596 sec): 2 clusters Score: Raw -336.889876 + Penalty 171.262932 = -165.626944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.296815 sec): 3 clusters Score: Raw -339.893445 + Penalty 359.380295 = 19.486850 nChanged 0 Memory request: 0.01 GB would take us to total of 0.41 GB. Trying to split cluster 16 (1728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.305530 sec): 2 clusters Score: Raw -67849.353126 + Penalty 64.975041 = -67784.378085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.308754 sec): 3 clusters Score: Raw -66754.354969 + Penalty 136.902552 = -66617.452417 nChanged 804 SP:Iteration 1F (29.311897 sec): 3 clusters Score: Raw -67568.225700 + Penalty 141.412616 = -67426.813083 nChanged 195 SP:Iteration 2F (29.315058 sec): 3 clusters Score: Raw -67743.811245 + Penalty 148.896620 = -67594.914624 nChanged 98 SP:Iteration 3F (29.318313 sec): 3 clusters Score: Raw -67822.448824 + Penalty 147.065399 = -67675.383425 nChanged 47 SP:Iteration 4Q (29.321592 sec): 3 clusters Score: Raw -67861.713125 + Penalty 145.858045 = -67715.855080 nChanged 24 SP:Iteration 5Q (29.324862 sec): 3 clusters Score: Raw -67899.262017 + Penalty 146.224290 = -67753.037727 nChanged 9 SP:Iteration 6Q (29.327957 sec): 3 clusters Score: Raw -67912.992348 + Penalty 148.510823 = -67764.481525 nChanged 6 SP:Iteration 7Q (29.330711 sec): 3 clusters Score: Raw -67915.770314 + Penalty 149.214994 = -67766.555319 nChanged 2 SP:Iteration 8Q (29.333391 sec): 3 clusters Score: Raw -67916.044894 + Penalty 145.000220 = -67771.044675 nChanged 1 SP:Iteration 9Q (29.336020 sec): 3 clusters Score: Raw -67916.239306 + Penalty 145.194111 = -67771.045195 nChanged 1 SP:Iteration 10F (29.339146 sec): 3 clusters Score: Raw -67916.320737 + Penalty 145.541631 = -67770.779106 nChanged 1 SP:Iteration 11F (29.342273 sec): 3 clusters Score: Raw -67916.359166 + Penalty 145.541631 = -67770.817535 nChanged 0 Memory request: 0.01 GB would take us to total of 0.41 GB. Trying to split cluster 17 (1588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.350874 sec): 2 clusters Score: Raw -65809.765327 + Penalty 168.510718 = -65641.254609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.353887 sec): 3 clusters Score: Raw -64800.066352 + Penalty 344.534598 = -64455.531754 nChanged 720 SP:Iteration 1F (29.356827 sec): 3 clusters Score: Raw -65284.873533 + Penalty 349.830169 = -64935.043365 nChanged 183 SP:Iteration 2F (29.359798 sec): 3 clusters Score: Raw -65399.965872 + Penalty 353.413686 = -65046.552185 nChanged 116 SP:Iteration 3F (29.362724 sec): 3 clusters Score: Raw -65496.461431 + Penalty 367.809666 = -65128.651765 nChanged 108 SP:Iteration 4F (29.365668 sec): 3 clusters Score: Raw -65608.213477 + Penalty 395.924974 = -65212.288503 nChanged 80 SP:Iteration 5F (29.368592 sec): 3 clusters Score: Raw -65693.131187 + Penalty 444.274733 = -65248.856454 nChanged 55 SP:Iteration 6Q (29.371520 sec): 3 clusters Score: Raw -65757.503458 + Penalty 504.369390 = -65253.134068 nChanged 33 SP:Iteration 7Q (29.374438 sec): 3 clusters Score: Raw -65798.282990 + Penalty 546.695365 = -65251.587625 nChanged 15 SP:Iteration 8F (29.377356 sec): 3 clusters Score: Raw -65813.223854 + Penalty 551.200155 = -65262.023700 nChanged 5 SP:Iteration 9Q (29.379953 sec): 3 clusters Score: Raw -65819.654108 + Penalty 559.640475 = -65260.013633 nChanged 1 SP:Iteration 10F (29.382981 sec): 3 clusters Score: Raw -65821.706667 + Penalty 561.545394 = -65260.161274 nChanged 1 SP:Iteration 11Q (29.385483 sec): 3 clusters Score: Raw -65822.060376 + Penalty 561.545394 = -65260.514982 nChanged 0 SP:Iteration 12F (29.388398 sec): 3 clusters Score: Raw -65822.060376 + Penalty 561.545394 = -65260.514982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 18 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.389232 sec): 2 clusters Score: Raw -1564.153628 + Penalty 261.365711 = -1302.787917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.389525 sec): 3 clusters Score: Raw -1574.170360 + Penalty 532.900471 = -1041.269889 nChanged 3 SP:Iteration 1F (29.389803 sec): 3 clusters Score: Raw -1580.500823 + Penalty 532.900471 = -1047.600352 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 19 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.390328 sec): 2 clusters Score: Raw -815.303903 + Penalty 201.457560 = -613.846342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.390574 sec): 3 clusters Score: Raw -840.048417 + Penalty 399.715524 = -440.332893 nChanged 0 Memory request: 0.02 GB would take us to total of 0.42 GB. Trying to split cluster 20 (3135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.404966 sec): 2 clusters Score: Raw -134568.603892 + Penalty 167.264650 = -134401.339242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.410752 sec): 3 clusters Score: Raw -132532.180999 + Penalty 338.607423 = -132193.573576 nChanged 1444 SP:Iteration 1F (29.416440 sec): 3 clusters Score: Raw -133549.090032 + Penalty 353.031450 = -133196.058582 nChanged 416 SP:Iteration 2F (29.422288 sec): 3 clusters Score: Raw -133846.075334 + Penalty 366.591716 = -133479.483618 nChanged 278 SP:Iteration 3F (29.428076 sec): 3 clusters Score: Raw -134085.669511 + Penalty 376.475170 = -133709.194340 nChanged 186 SP:Iteration 4F (29.433710 sec): 3 clusters Score: Raw -134266.058741 + Penalty 381.995604 = -133884.063137 nChanged 130 SP:Iteration 5Q (29.439379 sec): 3 clusters Score: Raw -134406.123478 + Penalty 389.648010 = -134016.475468 nChanged 83 SP:Iteration 6Q (29.444815 sec): 3 clusters Score: Raw -134505.812698 + Penalty 401.799696 = -134104.013002 nChanged 35 SP:Iteration 7Q (29.449730 sec): 3 clusters Score: Raw -134546.473364 + Penalty 403.528478 = -134142.944886 nChanged 22 SP:Iteration 8Q (29.454408 sec): 3 clusters Score: Raw -134565.130478 + Penalty 401.047572 = -134164.082906 nChanged 7 SP:Iteration 9Q (29.459010 sec): 3 clusters Score: Raw -134567.798772 + Penalty 402.142935 = -134165.655837 nChanged 5 SP:Iteration 10F (29.464622 sec): 3 clusters Score: Raw -134568.877388 + Penalty 400.281015 = -134168.596373 nChanged 2 SP:Iteration 11Q (29.469293 sec): 3 clusters Score: Raw -134569.032723 + Penalty 401.444146 = -134167.588577 nChanged 2 SP:Iteration 12F (29.474961 sec): 3 clusters Score: Raw -134569.111154 + Penalty 402.095358 = -134167.015796 nChanged 1 SP:Iteration 13F (29.480594 sec): 3 clusters Score: Raw -134569.068753 + Penalty 403.622051 = -134165.446702 nChanged 1 SP:Iteration 14F (29.486211 sec): 3 clusters Score: Raw -134569.033569 + Penalty 403.622051 = -134165.411517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 21 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.490209 sec): 2 clusters Score: Raw -11273.504705 + Penalty 205.909827 = -11067.594878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.490962 sec): 3 clusters Score: Raw -11137.618876 + Penalty 413.417512 = -10724.201364 nChanged 86 SP:Iteration 1F (29.491688 sec): 3 clusters Score: Raw -11204.180808 + Penalty 416.506966 = -10787.673842 nChanged 29 SP:Iteration 2F (29.492414 sec): 3 clusters Score: Raw -11232.595342 + Penalty 421.113113 = -10811.482230 nChanged 12 SP:Iteration 3Q (29.493135 sec): 3 clusters Score: Raw -11241.401568 + Penalty 425.289667 = -10816.111901 nChanged 7 SP:Iteration 4Q (29.493854 sec): 3 clusters Score: Raw -11245.774733 + Penalty 428.747825 = -10817.026908 nChanged 6 SP:Iteration 5Q (29.494568 sec): 3 clusters Score: Raw -11249.552296 + Penalty 431.384085 = -10818.168211 nChanged 3 SP:Iteration 6Q (29.495281 sec): 3 clusters Score: Raw -11251.890190 + Penalty 432.451974 = -10819.438216 nChanged 1 SP:Iteration 7Q (29.495991 sec): 3 clusters Score: Raw -11252.124507 + Penalty 433.359302 = -10818.765205 nChanged 1 SP:Iteration 8F (29.496718 sec): 3 clusters Score: Raw -11252.598112 + Penalty 437.623494 = -10814.974618 nChanged 4 SP:Iteration 9F (29.497444 sec): 3 clusters Score: Raw -11255.760922 + Penalty 440.490814 = -10815.270107 nChanged 5 SP:Iteration 10F (29.498167 sec): 3 clusters Score: Raw -11258.872805 + Penalty 447.749348 = -10811.123457 nChanged 9 SP:Iteration 11F (29.498891 sec): 3 clusters Score: Raw -11264.232144 + Penalty 462.021177 = -10802.210968 nChanged 11 SP:Iteration 12F (29.499616 sec): 3 clusters Score: Raw -11272.566047 + Penalty 480.440221 = -10792.125827 nChanged 12 SP:Iteration 13F (29.500340 sec): 3 clusters Score: Raw -11284.592150 + Penalty 490.785222 = -10793.806928 nChanged 8 SP:Iteration 14Q (29.501041 sec): 3 clusters Score: Raw -11291.468632 + Penalty 510.827807 = -10780.640824 nChanged 12 SP:Iteration 15F (29.501765 sec): 3 clusters Score: Raw -11303.858459 + Penalty 511.548752 = -10792.309707 nChanged 3 SP:Iteration 16Q (29.502464 sec): 3 clusters Score: Raw -11306.704411 + Penalty 509.846814 = -10796.857597 nChanged 3 SP:Iteration 17Q (29.503156 sec): 3 clusters Score: Raw -11311.909447 + Penalty 509.846814 = -10802.062633 nChanged 0 SP:Iteration 18F (29.503877 sec): 3 clusters Score: Raw -11311.909447 + Penalty 509.846814 = -10802.062633 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 22 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.504919 sec): 2 clusters Score: Raw -7632.925370 + Penalty 361.167846 = -7271.757524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.505474 sec): 3 clusters Score: Raw -7568.620643 + Penalty 721.553177 = -6847.067466 nChanged 52 SP:Iteration 1F (29.506019 sec): 3 clusters Score: Raw -7627.396346 + Penalty 717.875905 = -6909.520441 nChanged 23 SP:Iteration 2F (29.506566 sec): 3 clusters Score: Raw -7654.087353 + Penalty 716.616213 = -6937.471140 nChanged 7 SP:Iteration 3Q (29.507100 sec): 3 clusters Score: Raw -7666.825039 + Penalty 715.803532 = -6951.021507 nChanged 6 SP:Iteration 4Q (29.507627 sec): 3 clusters Score: Raw -7677.517961 + Penalty 716.056307 = -6961.461654 nChanged 3 SP:Iteration 5Q (29.508147 sec): 3 clusters Score: Raw -7683.853305 + Penalty 716.454874 = -6967.398432 nChanged 1 SP:Iteration 6Q (29.508670 sec): 3 clusters Score: Raw -7684.800364 + Penalty 717.525135 = -6967.275229 nChanged 2 SP:Iteration 7F (29.509245 sec): 3 clusters Score: Raw -7687.238520 + Penalty 717.666788 = -6969.571733 nChanged 1 SP:Iteration 8Q (29.509762 sec): 3 clusters Score: Raw -7690.179972 + Penalty 716.884922 = -6973.295051 nChanged 1 SP:Iteration 9Q (29.510280 sec): 3 clusters Score: Raw -7692.431502 + Penalty 716.884922 = -6975.546580 nChanged 0 SP:Iteration 10F (29.510822 sec): 3 clusters Score: Raw -7692.431502 + Penalty 716.884922 = -6975.546580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 23 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.511380 sec): 2 clusters Score: Raw -1055.519045 + Penalty 146.906850 = -908.612195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.511640 sec): 3 clusters Score: Raw -1088.554281 + Penalty 293.813700 = -794.740582 nChanged 1 SP:Iteration 1Q (29.511887 sec): 3 clusters Score: Raw -1091.293574 + Penalty 293.813700 = -797.479874 nChanged 0 SP:Iteration 2F (29.512140 sec): 3 clusters Score: Raw -1091.293574 + Penalty 293.813700 = -797.479874 nChanged 0 Memory request: 0.01 GB would take us to total of 0.41 GB. Trying to split cluster 24 (1875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.519105 sec): 2 clusters Score: Raw -83555.757379 + Penalty 328.316706 = -83227.440673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.522656 sec): 3 clusters Score: Raw -82473.964376 + Penalty 647.398948 = -81826.565428 nChanged 777 SP:Iteration 1F (29.526115 sec): 3 clusters Score: Raw -83112.551703 + Penalty 651.568024 = -82460.983679 nChanged 226 SP:Iteration 2F (29.529556 sec): 3 clusters Score: Raw -83291.821231 + Penalty 658.618677 = -82633.202553 nChanged 113 SP:Iteration 3F (29.532986 sec): 3 clusters Score: Raw -83386.679753 + Penalty 681.633078 = -82705.046675 nChanged 82 SP:Iteration 4Q (29.536452 sec): 3 clusters Score: Raw -83456.851106 + Penalty 696.142900 = -82760.708206 nChanged 52 SP:Iteration 5Q (29.539898 sec): 3 clusters Score: Raw -83495.442545 + Penalty 707.761206 = -82787.681339 nChanged 39 SP:Iteration 6Q (29.543286 sec): 3 clusters Score: Raw -83526.309210 + Penalty 717.985741 = -82808.323470 nChanged 33 SP:Iteration 7Q (29.546633 sec): 3 clusters Score: Raw -83546.011133 + Penalty 724.360400 = -82821.650733 nChanged 18 SP:Iteration 8Q (29.549942 sec): 3 clusters Score: Raw -83559.672842 + Penalty 734.485396 = -82825.187447 nChanged 22 SP:Iteration 9Q (29.553195 sec): 3 clusters Score: Raw -83582.370090 + Penalty 741.288705 = -82841.081385 nChanged 22 SP:Iteration 10F (29.556620 sec): 3 clusters Score: Raw -83604.260093 + Penalty 745.896447 = -82858.363647 nChanged 14 SP:Iteration 11Q (29.559654 sec): 3 clusters Score: Raw -83612.050102 + Penalty 749.167848 = -82862.882254 nChanged 13 SP:Iteration 12Q (29.562677 sec): 3 clusters Score: Raw -83620.492923 + Penalty 753.391174 = -82867.101750 nChanged 16 SP:Iteration 13Q (29.565657 sec): 3 clusters Score: Raw -83631.524471 + Penalty 754.810660 = -82876.713812 nChanged 14 SP:Iteration 14Q (29.568642 sec): 3 clusters Score: Raw -83638.621552 + Penalty 756.665697 = -82881.955855 nChanged 10 SP:Iteration 15Q (29.571585 sec): 3 clusters Score: Raw -83645.469479 + Penalty 761.027532 = -82884.441947 nChanged 8 SP:Iteration 16Q (29.574509 sec): 3 clusters Score: Raw -83649.534796 + Penalty 764.873851 = -82884.660946 nChanged 7 SP:Iteration 17Q (29.577421 sec): 3 clusters Score: Raw -83652.972043 + Penalty 763.414721 = -82889.557322 nChanged 2 SP:Iteration 18Q (29.580331 sec): 3 clusters Score: Raw -83653.445393 + Penalty 764.441694 = -82889.003699 nChanged 1 SP:Iteration 19F (29.583773 sec): 3 clusters Score: Raw -83654.233730 + Penalty 768.309403 = -82885.924327 nChanged 2 SP:Iteration 20F (29.587201 sec): 3 clusters Score: Raw -83654.526590 + Penalty 767.015431 = -82887.511159 nChanged 2 SP:Iteration 21Q (29.590102 sec): 3 clusters Score: Raw -83655.132051 + Penalty 769.205060 = -82885.926992 nChanged 2 SP:Iteration 22F (29.593523 sec): 3 clusters Score: Raw -83655.369494 + Penalty 774.040903 = -82881.328591 nChanged 2 SP:Iteration 23F (29.596980 sec): 3 clusters Score: Raw -83655.759555 + Penalty 779.786866 = -82875.972689 nChanged 3 SP:Iteration 24F (29.600397 sec): 3 clusters Score: Raw -83656.523223 + Penalty 783.799868 = -82872.723355 nChanged 2 SP:Iteration 25F (29.603813 sec): 3 clusters Score: Raw -83657.301732 + Penalty 783.799868 = -82873.501864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 25 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.606143 sec): 2 clusters Score: Raw -2114.338299 + Penalty 581.131649 = -1533.206651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.606471 sec): 3 clusters Score: Raw -2298.592652 + Penalty 1161.857320 = -1136.735332 nChanged 1 SP:Iteration 1Q (29.606756 sec): 3 clusters Score: Raw -2306.357954 + Penalty 1161.857320 = -1144.500634 nChanged 0 SP:Iteration 2F (29.607079 sec): 3 clusters Score: Raw -2306.357954 + Penalty 1161.857320 = -1144.500634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 26 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.608966 sec): 2 clusters Score: Raw -12226.339717 + Penalty 275.040880 = -11951.298836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.609747 sec): 3 clusters Score: Raw -12085.195869 + Penalty 557.410207 = -11527.785662 nChanged 101 SP:Iteration 1F (29.610513 sec): 3 clusters Score: Raw -12162.474390 + Penalty 562.607365 = -11599.867025 nChanged 31 SP:Iteration 2F (29.611251 sec): 3 clusters Score: Raw -12194.523702 + Penalty 569.850193 = -11624.673509 nChanged 20 SP:Iteration 3F (29.611988 sec): 3 clusters Score: Raw -12212.079893 + Penalty 569.776660 = -11642.303233 nChanged 15 SP:Iteration 4Q (29.612716 sec): 3 clusters Score: Raw -12228.204799 + Penalty 585.478886 = -11642.725913 nChanged 12 SP:Iteration 5Q (29.613438 sec): 3 clusters Score: Raw -12252.183537 + Penalty 596.568048 = -11655.615488 nChanged 8 SP:Iteration 6Q (29.614151 sec): 3 clusters Score: Raw -12262.748334 + Penalty 602.853788 = -11659.894545 nChanged 4 SP:Iteration 7Q (29.614846 sec): 3 clusters Score: Raw -12270.409018 + Penalty 608.552010 = -11661.857008 nChanged 3 SP:Iteration 8Q (29.615536 sec): 3 clusters Score: Raw -12275.581547 + Penalty 608.552010 = -11667.029537 nChanged 0 SP:Iteration 9F (29.616269 sec): 3 clusters Score: Raw -12275.581547 + Penalty 608.552010 = -11667.029537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 27 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.617524 sec): 2 clusters Score: Raw -2120.477527 + Penalty 290.611115 = -1829.866412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.617834 sec): 3 clusters Score: Raw -2181.219166 + Penalty 581.636880 = -1599.582287 nChanged 2 SP:Iteration 1Q (29.618128 sec): 3 clusters Score: Raw -2188.444956 + Penalty 581.801158 = -1606.643797 nChanged 3 SP:Iteration 2F (29.618432 sec): 3 clusters Score: Raw -2206.478550 + Penalty 581.505599 = -1624.972951 nChanged 1 SP:Iteration 3Q (29.618723 sec): 3 clusters Score: Raw -2209.162348 + Penalty 581.274678 = -1627.887670 nChanged 1 SP:Iteration 4Q (29.619031 sec): 3 clusters Score: Raw -2214.598957 + Penalty 581.274678 = -1633.324279 nChanged 0 SP:Iteration 5F (29.619333 sec): 3 clusters Score: Raw -2214.598957 + Penalty 581.274678 = -1633.324279 nChanged 0 Memory request: 0.01 GB would take us to total of 0.41 GB. Trying to split cluster 28 (751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.623290 sec): 2 clusters Score: Raw -31253.327699 + Penalty 176.703725 = -31076.623974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.624816 sec): 3 clusters Score: Raw -30810.640503 + Penalty 342.281479 = -30468.359025 nChanged 321 SP:Iteration 1F (29.626360 sec): 3 clusters Score: Raw -31031.596229 + Penalty 348.795064 = -30682.801165 nChanged 97 SP:Iteration 2F (29.627920 sec): 3 clusters Score: Raw -31111.731511 + Penalty 370.647481 = -30741.084031 nChanged 63 SP:Iteration 3F (29.629416 sec): 3 clusters Score: Raw -31171.078797 + Penalty 399.573666 = -30771.505131 nChanged 48 SP:Iteration 4F (29.630909 sec): 3 clusters Score: Raw -31218.422652 + Penalty 410.600886 = -30807.821766 nChanged 28 SP:Iteration 5Q (29.632401 sec): 3 clusters Score: Raw -31244.173542 + Penalty 420.098948 = -30824.074594 nChanged 11 SP:Iteration 6Q (29.633891 sec): 3 clusters Score: Raw -31252.194745 + Penalty 418.812146 = -30833.382598 nChanged 10 SP:Iteration 7Q (29.635383 sec): 3 clusters Score: Raw -31260.980832 + Penalty 440.136614 = -30820.844218 nChanged 13 SP:Iteration 8F (29.636920 sec): 3 clusters Score: Raw -31275.814741 + Penalty 438.940752 = -30836.873989 nChanged 6 SP:Iteration 9Q (29.638422 sec): 3 clusters Score: Raw -31283.835445 + Penalty 446.869231 = -30836.966214 nChanged 2 SP:Iteration 10F (29.639928 sec): 3 clusters Score: Raw -31285.546934 + Penalty 446.033657 = -30839.513278 nChanged 1 SP:Iteration 11Q (29.641377 sec): 3 clusters Score: Raw -31286.157695 + Penalty 446.033657 = -30840.124038 nChanged 0 SP:Iteration 12F (29.642877 sec): 3 clusters Score: Raw -31286.157695 + Penalty 446.033657 = -30840.124038 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 29 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.644284 sec): 2 clusters Score: Raw -10531.534575 + Penalty 575.540172 = -9955.994403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.644914 sec): 3 clusters Score: Raw -10511.863244 + Penalty 1151.199951 = -9360.663294 nChanged 44 SP:Iteration 1F (29.645521 sec): 3 clusters Score: Raw -10577.666229 + Penalty 1151.770586 = -9425.895643 nChanged 14 SP:Iteration 2F (29.646125 sec): 3 clusters Score: Raw -10598.787609 + Penalty 1153.098782 = -9445.688827 nChanged 4 SP:Iteration 3Q (29.646714 sec): 3 clusters Score: Raw -10606.815812 + Penalty 1153.114908 = -9453.700903 nChanged 2 SP:Iteration 4Q (29.647298 sec): 3 clusters Score: Raw -10608.787352 + Penalty 1152.817257 = -9455.970094 nChanged 1 SP:Iteration 5Q (29.647881 sec): 3 clusters Score: Raw -10610.445528 + Penalty 1152.817257 = -9457.628270 nChanged 0 SP:Iteration 6F (29.648484 sec): 3 clusters Score: Raw -10610.445528 + Penalty 1152.817257 = -9457.628270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 30 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.649050 sec): 2 clusters Score: Raw -1136.964999 + Penalty 392.251781 = -744.713218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.649312 sec): 3 clusters Score: Raw -1260.085050 + Penalty 770.814415 = -489.270635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 31 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.649828 sec): 2 clusters Score: Raw -738.695760 + Penalty 346.749935 = -391.945825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.650066 sec): 3 clusters Score: Raw -790.786680 + Penalty 671.807487 = -118.979193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 32 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.650612 sec): 2 clusters Score: Raw -1345.853102 + Penalty 340.831242 = -1005.021861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.650875 sec): 3 clusters Score: Raw -1384.873863 + Penalty 679.851758 = -705.022106 nChanged 1 SP:Iteration 1Q (29.651127 sec): 3 clusters Score: Raw -1390.511895 + Penalty 679.851758 = -710.660137 nChanged 0 SP:Iteration 2F (29.651385 sec): 3 clusters Score: Raw -1390.511895 + Penalty 679.851758 = -710.660137 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 33 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.651924 sec): 2 clusters Score: Raw -672.714826 + Penalty 214.040518 = -458.674309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.652163 sec): 3 clusters Score: Raw -686.435062 + Penalty 430.193387 = -256.241676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 34 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.653135 sec): 2 clusters Score: Raw -7581.320016 + Penalty 825.984717 = -6755.335300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.653693 sec): 3 clusters Score: Raw -7654.716085 + Penalty 1649.958167 = -6004.757918 nChanged 31 SP:Iteration 1F (29.654223 sec): 3 clusters Score: Raw -7734.560757 + Penalty 1649.857367 = -6084.703390 nChanged 7 SP:Iteration 2Q (29.654732 sec): 3 clusters Score: Raw -7792.025466 + Penalty 1649.698760 = -6142.326706 nChanged 3 SP:Iteration 3Q (29.655233 sec): 3 clusters Score: Raw -7797.055664 + Penalty 1649.441640 = -6147.614024 nChanged 1 SP:Iteration 4Q (29.655732 sec): 3 clusters Score: Raw -7797.387711 + Penalty 1649.441640 = -6147.946071 nChanged 0 SP:Iteration 5F (29.656269 sec): 3 clusters Score: Raw -7797.387711 + Penalty 1649.441640 = -6147.946071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 35 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.656779 sec): 2 clusters Score: Raw -314.188672 + Penalty 221.073076 = -93.115596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.656998 sec): 3 clusters Score: Raw -315.648512 + Penalty 411.646148 = 95.997636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 36 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.657534 sec): 2 clusters Score: Raw -1125.464710 + Penalty 329.371046 = -796.093664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.657790 sec): 3 clusters Score: Raw -1177.912258 + Penalty 659.080384 = -518.831874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 37 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.658312 sec): 2 clusters Score: Raw -889.676846 + Penalty 176.280572 = -713.396274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.658560 sec): 3 clusters Score: Raw -906.596144 + Penalty 354.878906 = -551.717238 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 38 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.659182 sec): 2 clusters Score: Raw -2245.651398 + Penalty 207.864453 = -2037.786945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.659501 sec): 3 clusters Score: Raw -2245.782033 + Penalty 420.183234 = -1825.598799 nChanged 9 SP:Iteration 1F (29.659813 sec): 3 clusters Score: Raw -2261.797857 + Penalty 426.193521 = -1835.604336 nChanged 3 SP:Iteration 2F (29.660123 sec): 3 clusters Score: Raw -2268.797346 + Penalty 430.239085 = -1838.558261 nChanged 1 SP:Iteration 3Q (29.660429 sec): 3 clusters Score: Raw -2274.636975 + Penalty 434.546706 = -1840.090269 nChanged 1 SP:Iteration 4Q (29.660730 sec): 3 clusters Score: Raw -2278.273799 + Penalty 434.546706 = -1843.727093 nChanged 0 SP:Iteration 5F (29.661042 sec): 3 clusters Score: Raw -2278.273799 + Penalty 434.546706 = -1843.727093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 39 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.661605 sec): 2 clusters Score: Raw -1414.334701 + Penalty 297.178578 = -1117.156122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.661880 sec): 3 clusters Score: Raw -1442.307604 + Penalty 606.913655 = -835.393949 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 40 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.662848 sec): 2 clusters Score: Raw -7725.247856 + Penalty 419.631628 = -7305.616227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.663381 sec): 3 clusters Score: Raw -7659.218661 + Penalty 856.752977 = -6802.465684 nChanged 32 SP:Iteration 1F (29.663906 sec): 3 clusters Score: Raw -7701.112747 + Penalty 872.131737 = -6828.981010 nChanged 16 SP:Iteration 2F (29.664415 sec): 3 clusters Score: Raw -7723.800331 + Penalty 875.085632 = -6848.714700 nChanged 4 SP:Iteration 3Q (29.664922 sec): 3 clusters Score: Raw -7729.468798 + Penalty 881.891655 = -6847.577143 nChanged 5 SP:Iteration 4F (29.665433 sec): 3 clusters Score: Raw -7735.344229 + Penalty 882.506719 = -6852.837510 nChanged 2 SP:Iteration 5Q (29.665935 sec): 3 clusters Score: Raw -7737.365595 + Penalty 885.267856 = -6852.097739 nChanged 2 SP:Iteration 6F (29.666447 sec): 3 clusters Score: Raw -7740.422391 + Penalty 884.452035 = -6855.970356 nChanged 1 SP:Iteration 7Q (29.666944 sec): 3 clusters Score: Raw -7742.005336 + Penalty 885.307606 = -6856.697730 nChanged 1 SP:Iteration 8Q (29.667441 sec): 3 clusters Score: Raw -7743.320271 + Penalty 885.307606 = -6858.012665 nChanged 0 SP:Iteration 9F (29.667950 sec): 3 clusters Score: Raw -7743.320271 + Penalty 885.307606 = -6858.012665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 41 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.668498 sec): 2 clusters Score: Raw -1039.600520 + Penalty 334.954668 = -704.645852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.668750 sec): 3 clusters Score: Raw -1075.033871 + Penalty 662.663214 = -412.370656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 42 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.669268 sec): 2 clusters Score: Raw -850.528901 + Penalty 310.702333 = -539.826568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.669512 sec): 3 clusters Score: Raw -913.738369 + Penalty 611.487461 = -302.250908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 43 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.670032 sec): 2 clusters Score: Raw -866.288868 + Penalty 265.111946 = -601.176922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.670285 sec): 3 clusters Score: Raw -892.365579 + Penalty 534.531108 = -357.834471 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 44 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.670831 sec): 2 clusters Score: Raw -1252.638948 + Penalty 284.679646 = -967.959301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.671095 sec): 3 clusters Score: Raw -1273.587010 + Penalty 573.084338 = -700.502672 nChanged 2 SP:Iteration 1F (29.671354 sec): 3 clusters Score: Raw -1278.774782 + Penalty 573.084338 = -705.690445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 45 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.671831 sec): 2 clusters Score: Raw -147.324572 + Penalty 87.991665 = -59.332907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.672040 sec): 3 clusters Score: Raw -141.276677 + Penalty 175.711844 = 34.435167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 46 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.672606 sec): 2 clusters Score: Raw -1610.663106 + Penalty 226.605098 = -1384.058008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.672884 sec): 3 clusters Score: Raw -1610.528486 + Penalty 457.221143 = -1153.307343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 47 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.673557 sec): 2 clusters Score: Raw -3097.780077 + Penalty 596.695918 = -2501.084159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.673885 sec): 3 clusters Score: Raw -3208.881932 + Penalty 1194.136175 = -2014.745757 nChanged 1 SP:Iteration 1Q (29.674190 sec): 3 clusters Score: Raw -3215.654289 + Penalty 1194.136175 = -2021.518114 nChanged 0 SP:Iteration 2F (29.674514 sec): 3 clusters Score: Raw -3215.654289 + Penalty 1194.136175 = -2021.518114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 48 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.675090 sec): 2 clusters Score: Raw -1745.888005 + Penalty 296.445014 = -1449.442991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.675371 sec): 3 clusters Score: Raw -1749.581484 + Penalty 592.890028 = -1156.691456 nChanged 2 SP:Iteration 1Q (29.675646 sec): 3 clusters Score: Raw -1753.016511 + Penalty 592.890028 = -1160.126483 nChanged 0 SP:Iteration 2F (29.675922 sec): 3 clusters Score: Raw -1753.016511 + Penalty 592.890028 = -1160.126483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 49 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.676425 sec): 2 clusters Score: Raw -615.180367 + Penalty 320.639004 = -294.541363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.676655 sec): 3 clusters Score: Raw -652.532920 + Penalty 641.278008 = -11.254912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 50 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.677171 sec): 2 clusters Score: Raw -922.603211 + Penalty 367.645936 = -554.957275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.677415 sec): 3 clusters Score: Raw -983.499281 + Penalty 734.422549 = -249.076732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 51 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.677908 sec): 2 clusters Score: Raw -441.367006 + Penalty 175.739831 = -265.627175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.678132 sec): 3 clusters Score: Raw -446.357210 + Penalty 333.656621 = -112.700589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 52 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.678880 sec): 2 clusters Score: Raw -4960.319583 + Penalty 517.661259 = -4442.658325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.679283 sec): 3 clusters Score: Raw -4983.936743 + Penalty 1035.306354 = -3948.630389 nChanged 5 SP:Iteration 1Q (29.679673 sec): 3 clusters Score: Raw -4999.385385 + Penalty 1035.163716 = -3964.221668 nChanged 2 SP:Iteration 2Q (29.680060 sec): 3 clusters Score: Raw -5001.001415 + Penalty 1039.277573 = -3961.723842 nChanged 3 SP:Iteration 3F (29.680458 sec): 3 clusters Score: Raw -5009.155993 + Penalty 1042.549662 = -3966.606330 nChanged 2 SP:Iteration 4Q (29.680844 sec): 3 clusters Score: Raw -5013.426931 + Penalty 1044.826202 = -3968.600729 nChanged 2 SP:Iteration 5Q (29.681228 sec): 3 clusters Score: Raw -5015.345341 + Penalty 1044.826202 = -3970.519139 nChanged 0 SP:Iteration 6F (29.681625 sec): 3 clusters Score: Raw -5015.345341 + Penalty 1044.826202 = -3970.519139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 53 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.682155 sec): 2 clusters Score: Raw -1047.064446 + Penalty 373.029214 = -674.035232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.682405 sec): 3 clusters Score: Raw -1124.075061 + Penalty 749.733721 = -374.341339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 54 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.682913 sec): 2 clusters Score: Raw -325.480977 + Penalty 179.551976 = -145.929001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.683134 sec): 3 clusters Score: Raw -331.863625 + Penalty 347.219270 = 15.355644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 55 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.684065 sec): 2 clusters Score: Raw -10443.320904 + Penalty 290.181024 = -10153.139880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.684527 sec): 3 clusters Score: Raw -10356.718636 + Penalty 580.550347 = -9776.168289 nChanged 70 SP:Iteration 1F (29.684978 sec): 3 clusters Score: Raw -10419.169497 + Penalty 580.530563 = -9838.638935 nChanged 11 SP:Iteration 2Q (29.685422 sec): 3 clusters Score: Raw -10431.257486 + Penalty 580.373570 = -9850.883916 nChanged 7 SP:Iteration 3Q (29.685863 sec): 3 clusters Score: Raw -10435.641615 + Penalty 580.335173 = -9855.306442 nChanged 3 SP:Iteration 4Q (29.686305 sec): 3 clusters Score: Raw -10436.934547 + Penalty 580.238074 = -9856.696473 nChanged 7 SP:Iteration 5Q (29.686743 sec): 3 clusters Score: Raw -10441.920546 + Penalty 579.973585 = -9861.946961 nChanged 6 SP:Iteration 6Q (29.687181 sec): 3 clusters Score: Raw -10445.266227 + Penalty 579.973585 = -9865.292642 nChanged 0 SP:Iteration 7F (29.687625 sec): 3 clusters Score: Raw -10445.266227 + Penalty 579.973585 = -9865.292642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 56 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.688323 sec): 2 clusters Score: Raw -3221.781676 + Penalty 316.170689 = -2905.610987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.688694 sec): 3 clusters Score: Raw -3233.330679 + Penalty 630.760031 = -2602.570649 nChanged 9 SP:Iteration 1F (29.689057 sec): 3 clusters Score: Raw -3246.337332 + Penalty 625.349710 = -2620.987622 nChanged 5 SP:Iteration 2F (29.689422 sec): 3 clusters Score: Raw -3261.083056 + Penalty 626.496488 = -2634.586568 nChanged 2 SP:Iteration 3Q (29.689775 sec): 3 clusters Score: Raw -3265.014936 + Penalty 627.714906 = -2637.300029 nChanged 2 SP:Iteration 4Q (29.690125 sec): 3 clusters Score: Raw -3268.586632 + Penalty 626.636928 = -2641.949704 nChanged 1 SP:Iteration 5Q (29.690472 sec): 3 clusters Score: Raw -3269.122721 + Penalty 626.636928 = -2642.485793 nChanged 0 SP:Iteration 6F (29.690836 sec): 3 clusters Score: Raw -3269.122721 + Penalty 626.636928 = -2642.485793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 58 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.691808 sec): 2 clusters Score: Raw -8923.708632 + Penalty 633.196733 = -8290.511899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.692359 sec): 3 clusters Score: Raw -8930.162629 + Penalty 1266.753724 = -7663.408906 nChanged 22 SP:Iteration 1F (29.692881 sec): 3 clusters Score: Raw -8967.872101 + Penalty 1267.345569 = -7700.526532 nChanged 6 SP:Iteration 2Q (29.693398 sec): 3 clusters Score: Raw -8980.067325 + Penalty 1267.520905 = -7712.546420 nChanged 1 SP:Iteration 3Q (29.693911 sec): 3 clusters Score: Raw -8980.484828 + Penalty 1267.520905 = -7712.963923 nChanged 0 SP:Iteration 4F (29.694437 sec): 3 clusters Score: Raw -8980.484828 + Penalty 1267.520905 = -7712.963923 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 59 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.695045 sec): 2 clusters Score: Raw -2017.789642 + Penalty 378.388053 = -1639.401589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.695345 sec): 3 clusters Score: Raw -2081.818519 + Penalty 762.464338 = -1319.354181 nChanged 2 SP:Iteration 1Q (29.695622 sec): 3 clusters Score: Raw -2084.786149 + Penalty 762.464338 = -1322.321811 nChanged 0 SP:Iteration 2F (29.695936 sec): 3 clusters Score: Raw -2084.786149 + Penalty 762.464338 = -1322.321811 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 60 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.696631 sec): 2 clusters Score: Raw -3462.443411 + Penalty 349.540662 = -3112.902749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.696997 sec): 3 clusters Score: Raw -3475.382571 + Penalty 700.864302 = -2774.518270 nChanged 4 SP:Iteration 1Q (29.697351 sec): 3 clusters Score: Raw -3480.568825 + Penalty 700.024013 = -2780.544813 nChanged 2 SP:Iteration 2Q (29.697705 sec): 3 clusters Score: Raw -3482.504319 + Penalty 700.024013 = -2782.480306 nChanged 0 SP:Iteration 3F (29.698065 sec): 3 clusters Score: Raw -3482.504319 + Penalty 700.024013 = -2782.480306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 61 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.698581 sec): 2 clusters Score: Raw -825.146905 + Penalty 390.353217 = -434.793688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.698821 sec): 3 clusters Score: Raw -911.566838 + Penalty 780.178292 = -131.388546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 62 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.699334 sec): 2 clusters Score: Raw -685.996552 + Penalty 184.752590 = -501.243962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.699573 sec): 3 clusters Score: Raw -728.065744 + Penalty 370.699384 = -357.366360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 63 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.700071 sec): 2 clusters Score: Raw -497.617097 + Penalty 105.110826 = -392.506271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.700300 sec): 3 clusters Score: Raw -503.359217 + Penalty 210.221651 = -293.137566 nChanged 1 SP:Iteration 1F (29.700525 sec): 3 clusters Score: Raw -506.739775 + Penalty 210.221651 = -296.518124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 64 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.701113 sec): 2 clusters Score: Raw -2108.438127 + Penalty 393.546387 = -1714.891740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.701409 sec): 3 clusters Score: Raw -2152.082766 + Penalty 787.347102 = -1364.735664 nChanged 1 SP:Iteration 1Q (29.701691 sec): 3 clusters Score: Raw -2153.985411 + Penalty 787.347102 = -1366.638309 nChanged 0 SP:Iteration 2F (29.701981 sec): 3 clusters Score: Raw -2153.985411 + Penalty 787.347102 = -1366.638309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 65 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.702494 sec): 2 clusters Score: Raw -728.571815 + Penalty 302.929016 = -425.642799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.702730 sec): 3 clusters Score: Raw -737.503945 + Penalty 608.425264 = -129.078681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 66 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.703365 sec): 2 clusters Score: Raw -2938.005593 + Penalty 462.706248 = -2475.299345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.703686 sec): 3 clusters Score: Raw -3001.184827 + Penalty 925.412496 = -2075.772331 nChanged 4 SP:Iteration 1F (29.704007 sec): 3 clusters Score: Raw -3015.449575 + Penalty 925.412496 = -2090.037079 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 67 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.705144 sec): 2 clusters Score: Raw -12334.917829 + Penalty 569.536815 = -11765.381014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.705826 sec): 3 clusters Score: Raw -12258.312883 + Penalty 1142.830412 = -11115.482471 nChanged 55 SP:Iteration 1F (29.706517 sec): 3 clusters Score: Raw -12333.389837 + Penalty 1143.510079 = -11189.879757 nChanged 11 SP:Iteration 2Q (29.707180 sec): 3 clusters Score: Raw -12351.386999 + Penalty 1143.145372 = -11208.241628 nChanged 7 SP:Iteration 3Q (29.707836 sec): 3 clusters Score: Raw -12361.312317 + Penalty 1144.073925 = -11217.238392 nChanged 7 SP:Iteration 4Q (29.708489 sec): 3 clusters Score: Raw -12372.539323 + Penalty 1145.627262 = -11226.912062 nChanged 7 SP:Iteration 5Q (29.709139 sec): 3 clusters Score: Raw -12384.276912 + Penalty 1145.072549 = -11239.204364 nChanged 3 SP:Iteration 6Q (29.709785 sec): 3 clusters Score: Raw -12387.546508 + Penalty 1145.072549 = -11242.473959 nChanged 0 SP:Iteration 7F (29.710449 sec): 3 clusters Score: Raw -12387.546508 + Penalty 1145.072549 = -11242.473959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 68 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.710963 sec): 2 clusters Score: Raw -654.696310 + Penalty 362.164889 = -292.531421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.711194 sec): 3 clusters Score: Raw -688.977689 + Penalty 724.259822 = 35.282133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 69 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.712232 sec): 2 clusters Score: Raw -10984.510582 + Penalty 664.854602 = -10319.655980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.712835 sec): 3 clusters Score: Raw -10944.944438 + Penalty 1331.379907 = -9613.564530 nChanged 35 SP:Iteration 1F (29.713428 sec): 3 clusters Score: Raw -10986.291268 + Penalty 1330.927450 = -9655.363819 nChanged 6 SP:Iteration 2Q (29.714013 sec): 3 clusters Score: Raw -10994.710475 + Penalty 1330.393003 = -9664.317471 nChanged 4 SP:Iteration 3Q (29.714582 sec): 3 clusters Score: Raw -10999.277020 + Penalty 1330.287520 = -9668.989500 nChanged 4 SP:Iteration 4Q (29.715168 sec): 3 clusters Score: Raw -11008.383889 + Penalty 1330.107661 = -9678.276228 nChanged 2 SP:Iteration 5Q (29.715730 sec): 3 clusters Score: Raw -11013.855364 + Penalty 1329.822242 = -9684.033122 nChanged 4 SP:Iteration 6Q (29.716299 sec): 3 clusters Score: Raw -11024.728096 + Penalty 1329.709204 = -9695.018892 nChanged 1 SP:Iteration 7Q (29.716860 sec): 3 clusters Score: Raw -11026.140878 + Penalty 1329.573837 = -9696.567041 nChanged 1 SP:Iteration 8Q (29.717422 sec): 3 clusters Score: Raw -11026.618843 + Penalty 1329.413323 = -9697.205520 nChanged 1 SP:Iteration 9Q (29.717984 sec): 3 clusters Score: Raw -11027.168006 + Penalty 1329.017218 = -9698.150789 nChanged 3 SP:Iteration 10F (29.718559 sec): 3 clusters Score: Raw -11029.384667 + Penalty 1328.673713 = -9700.710954 nChanged 2 SP:Iteration 11Q (29.719122 sec): 3 clusters Score: Raw -11030.944193 + Penalty 1328.403616 = -9702.540577 nChanged 3 SP:Iteration 12Q (29.719685 sec): 3 clusters Score: Raw -11033.937562 + Penalty 1328.071224 = -9705.866338 nChanged 1 SP:Iteration 13Q (29.720246 sec): 3 clusters Score: Raw -11034.637672 + Penalty 1328.015815 = -9706.621857 nChanged 2 SP:Iteration 14Q (29.720813 sec): 3 clusters Score: Raw -11037.138886 + Penalty 1327.374470 = -9709.764415 nChanged 1 SP:Iteration 15Q (29.721375 sec): 3 clusters Score: Raw -11040.469552 + Penalty 1327.374470 = -9713.095082 nChanged 0 SP:Iteration 16F (29.721949 sec): 3 clusters Score: Raw -11040.469552 + Penalty 1327.374470 = -9713.095082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 70 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.722460 sec): 2 clusters Score: Raw -262.613462 + Penalty 114.904247 = -147.709215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.722676 sec): 3 clusters Score: Raw -267.915400 + Penalty 243.784395 = -24.131006 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 71 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.723375 sec): 2 clusters Score: Raw -3079.613726 + Penalty 461.223541 = -2618.390184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.723719 sec): 3 clusters Score: Raw -3132.517249 + Penalty 928.398098 = -2204.119151 nChanged 5 SP:Iteration 1F (29.724058 sec): 3 clusters Score: Raw -3156.096433 + Penalty 928.398098 = -2227.698335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 72 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.726132 sec): 2 clusters Score: Raw -14504.301788 + Penalty 488.186080 = -14016.115709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.726927 sec): 3 clusters Score: Raw -14356.992872 + Penalty 976.799354 = -13380.193517 nChanged 102 SP:Iteration 1F (29.727730 sec): 3 clusters Score: Raw -14435.719951 + Penalty 978.066618 = -13457.653332 nChanged 40 SP:Iteration 2F (29.728546 sec): 3 clusters Score: Raw -14493.508875 + Penalty 978.035339 = -13515.473537 nChanged 26 SP:Iteration 3F (29.729358 sec): 3 clusters Score: Raw -14517.118286 + Penalty 980.323750 = -13536.794536 nChanged 11 SP:Iteration 4Q (29.730151 sec): 3 clusters Score: Raw -14526.540664 + Penalty 981.798895 = -13544.741769 nChanged 3 SP:Iteration 5Q (29.730937 sec): 3 clusters Score: Raw -14528.738263 + Penalty 983.112866 = -13545.625397 nChanged 3 SP:Iteration 6Q (29.731723 sec): 3 clusters Score: Raw -14531.303178 + Penalty 983.291240 = -13548.011938 nChanged 1 SP:Iteration 7Q (29.732503 sec): 3 clusters Score: Raw -14532.950220 + Penalty 983.924623 = -13549.025597 nChanged 2 SP:Iteration 8Q (29.733274 sec): 3 clusters Score: Raw -14533.877047 + Penalty 983.924623 = -13549.952423 nChanged 0 SP:Iteration 9F (29.734051 sec): 3 clusters Score: Raw -14533.877047 + Penalty 983.924623 = -13549.952423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 73 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.734951 sec): 2 clusters Score: Raw -4687.286737 + Penalty 514.093772 = -4173.192965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.735342 sec): 3 clusters Score: Raw -4737.641569 + Penalty 1027.712458 = -3709.929111 nChanged 9 SP:Iteration 1F (29.735726 sec): 3 clusters Score: Raw -4762.390480 + Penalty 1027.898109 = -3734.492371 nChanged 3 SP:Iteration 2Q (29.736094 sec): 3 clusters Score: Raw -4777.987573 + Penalty 1028.003244 = -3749.984328 nChanged 1 SP:Iteration 3Q (29.736461 sec): 3 clusters Score: Raw -4779.693182 + Penalty 1028.003244 = -3751.689937 nChanged 0 SP:Iteration 4F (29.736844 sec): 3 clusters Score: Raw -4779.693182 + Penalty 1028.003244 = -3751.689937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 74 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.737368 sec): 2 clusters Score: Raw -622.714139 + Penalty 197.507522 = -425.206617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.737603 sec): 3 clusters Score: Raw -641.970739 + Penalty 401.310714 = -240.660025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 75 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.738117 sec): 2 clusters Score: Raw -900.559417 + Penalty 362.032319 = -538.527097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.738357 sec): 3 clusters Score: Raw -929.040422 + Penalty 723.117707 = -205.922715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 76 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.738936 sec): 2 clusters Score: Raw -1773.544735 + Penalty 400.979897 = -1372.564838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.739248 sec): 3 clusters Score: Raw -1829.894062 + Penalty 804.939272 = -1024.954790 nChanged 1 SP:Iteration 1Q (29.739516 sec): 3 clusters Score: Raw -1834.606417 + Penalty 804.939272 = -1029.667145 nChanged 0 SP:Iteration 2F (29.739796 sec): 3 clusters Score: Raw -1834.606417 + Penalty 804.939272 = -1029.667145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 77 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.740303 sec): 2 clusters Score: Raw -687.278074 + Penalty 268.971960 = -418.306114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.740537 sec): 3 clusters Score: Raw -701.366913 + Penalty 537.943919 = -163.422994 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 78 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.741179 sec): 2 clusters Score: Raw -2343.779536 + Penalty 586.558481 = -1757.221054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.741510 sec): 3 clusters Score: Raw -2528.759788 + Penalty 1171.523272 = -1357.236516 nChanged 1 SP:Iteration 1Q (29.741818 sec): 3 clusters Score: Raw -2537.434390 + Penalty 1171.523272 = -1365.911118 nChanged 0 SP:Iteration 2F (29.742148 sec): 3 clusters Score: Raw -2537.434390 + Penalty 1171.523272 = -1365.911118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 79 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.742670 sec): 2 clusters Score: Raw -743.908452 + Penalty 270.987088 = -472.921364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.742910 sec): 3 clusters Score: Raw -758.859307 + Penalty 530.282599 = -228.576708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 80 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.743458 sec): 2 clusters Score: Raw -1313.724796 + Penalty 350.946709 = -962.778087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.743722 sec): 3 clusters Score: Raw -1380.770929 + Penalty 701.375367 = -679.395562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 81 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.744350 sec): 2 clusters Score: Raw -2566.064002 + Penalty 571.624956 = -1994.439046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.744671 sec): 3 clusters Score: Raw -2682.996814 + Penalty 1143.574225 = -1539.422589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 82 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.745349 sec): 2 clusters Score: Raw -3496.023179 + Penalty 659.534783 = -2836.488396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.745701 sec): 3 clusters Score: Raw -3654.267893 + Penalty 1322.491635 = -2331.776258 nChanged 1 SP:Iteration 1Q (29.746032 sec): 3 clusters Score: Raw -3655.902396 + Penalty 1322.491635 = -2333.410761 nChanged 0 SP:Iteration 2F (29.746382 sec): 3 clusters Score: Raw -3655.902396 + Penalty 1322.491635 = -2333.410761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 83 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.747004 sec): 2 clusters Score: Raw -2555.363568 + Penalty 389.796443 = -2165.567125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.747320 sec): 3 clusters Score: Raw -2596.503997 + Penalty 780.860650 = -1815.643348 nChanged 3 SP:Iteration 1F (29.747629 sec): 3 clusters Score: Raw -2603.610718 + Penalty 780.860650 = -1822.750068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 84 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.748240 sec): 2 clusters Score: Raw -2237.770711 + Penalty 559.133375 = -1678.637336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.748569 sec): 3 clusters Score: Raw -2352.441469 + Penalty 1120.737383 = -1231.704086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 85 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.749068 sec): 2 clusters Score: Raw -465.328556 + Penalty 193.187228 = -272.141328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.749297 sec): 3 clusters Score: Raw -483.233745 + Penalty 375.558642 = -107.675102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 86 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.749787 sec): 2 clusters Score: Raw -417.407007 + Penalty 262.080791 = -155.326215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.750010 sec): 3 clusters Score: Raw -424.065857 + Penalty 508.024905 = 83.959048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 87 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.750505 sec): 2 clusters Score: Raw -535.403419 + Penalty 223.982720 = -311.420700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.750733 sec): 3 clusters Score: Raw -550.930008 + Penalty 438.597093 = -112.332914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 88 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.751228 sec): 2 clusters Score: Raw -517.224921 + Penalty 223.601240 = -293.623682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.751455 sec): 3 clusters Score: Raw -526.815546 + Penalty 455.135227 = -71.680319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 89 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.751927 sec): 2 clusters Score: Raw -100.118597 + Penalty 65.311996 = -34.806601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.752120 sec): 2 clusters Score: Raw -100.118597 + Penalty 65.311996 = -34.806601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 90 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.752689 sec): 2 clusters Score: Raw -1658.904811 + Penalty 223.761318 = -1435.143492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.752971 sec): 3 clusters Score: Raw -1660.898534 + Penalty 449.647217 = -1211.251317 nChanged 4 SP:Iteration 1F (29.753247 sec): 3 clusters Score: Raw -1665.155521 + Penalty 449.647217 = -1215.508304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 91 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.753772 sec): 2 clusters Score: Raw -945.145549 + Penalty 264.405475 = -680.740074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.754023 sec): 3 clusters Score: Raw -977.636981 + Penalty 538.628820 = -439.008162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 92 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.754514 sec): 2 clusters Score: Raw -395.199200 + Penalty 209.964874 = -185.234325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.754736 sec): 3 clusters Score: Raw -408.896028 + Penalty 419.929749 = 11.033721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 93 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.755226 sec): 2 clusters Score: Raw -451.773921 + Penalty 298.290986 = -153.482935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.755445 sec): 3 clusters Score: Raw -443.706513 + Penalty 602.710637 = 159.004124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 94 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.755952 sec): 2 clusters Score: Raw -361.861850 + Penalty 167.498777 = -194.363073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.756177 sec): 3 clusters Score: Raw -372.922180 + Penalty 353.803180 = -19.119000 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 95 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.756655 sec): 2 clusters Score: Raw -206.290584 + Penalty 137.493675 = -68.796909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.756852 sec): 2 clusters Score: Raw -206.290584 + Penalty 137.493675 = -68.796909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 97 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.757364 sec): 2 clusters Score: Raw -696.598758 + Penalty 129.923384 = -566.675374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.757607 sec): 3 clusters Score: Raw -716.832570 + Penalty 268.381392 = -448.451179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 98 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.758141 sec): 2 clusters Score: Raw -1189.212833 + Penalty 386.014569 = -803.198264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.758399 sec): 3 clusters Score: Raw -1251.670998 + Penalty 773.913667 = -477.757332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 99 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.758891 sec): 2 clusters Score: Raw -466.026169 + Penalty 255.910019 = -210.116150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.759115 sec): 3 clusters Score: Raw -479.233191 + Penalty 510.117759 = 30.884567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 100 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.759617 sec): 2 clusters Score: Raw -712.009820 + Penalty 246.125074 = -465.884745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.759849 sec): 3 clusters Score: Raw -713.352016 + Penalty 487.976767 = -225.375249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 101 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.760357 sec): 2 clusters Score: Raw -711.999270 + Penalty 276.425396 = -435.573874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.760594 sec): 3 clusters Score: Raw -726.524406 + Penalty 562.200276 = -164.324129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 102 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.761093 sec): 2 clusters Score: Raw -467.361199 + Penalty 144.138515 = -323.222684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.761321 sec): 3 clusters Score: Raw -478.741361 + Penalty 293.484560 = -185.256801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 103 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.761807 sec): 2 clusters Score: Raw -322.933175 + Penalty 188.537542 = -134.395634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.762027 sec): 3 clusters Score: Raw -333.580332 + Penalty 374.935010 = 41.354678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 104 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.762537 sec): 2 clusters Score: Raw -783.929422 + Penalty 214.915522 = -569.013901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.762777 sec): 3 clusters Score: Raw -789.755705 + Penalty 429.139253 = -360.616453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 105 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.763263 sec): 2 clusters Score: Raw -49.494772 + Penalty 0.000000 = -49.494772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.763453 sec): 2 clusters Score: Raw -49.494772 + Penalty 0.000000 = -49.494772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 106 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.763987 sec): 2 clusters Score: Raw -1107.114711 + Penalty 355.340914 = -751.773797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.764242 sec): 3 clusters Score: Raw -1180.026236 + Penalty 714.888784 = -465.137452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 107 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.764726 sec): 2 clusters Score: Raw -242.724638 + Penalty 152.508276 = -90.216362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.764940 sec): 3 clusters Score: Raw -240.169778 + Penalty 347.561304 = 107.391526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 108 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.765440 sec): 2 clusters Score: Raw -609.293495 + Penalty 298.129009 = -311.164486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.765669 sec): 3 clusters Score: Raw -630.448913 + Penalty 600.161892 = -30.287021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 109 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.766160 sec): 2 clusters Score: Raw -470.501156 + Penalty 266.286031 = -204.215124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.766385 sec): 3 clusters Score: Raw -483.758106 + Penalty 532.264344 = 48.506239 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 110 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.766901 sec): 2 clusters Score: Raw -901.435651 + Penalty 278.808424 = -622.627227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.767144 sec): 3 clusters Score: Raw -930.735719 + Penalty 566.982395 = -363.753323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 111 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.767633 sec): 2 clusters Score: Raw -366.379597 + Penalty 221.981307 = -144.398290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.767852 sec): 3 clusters Score: Raw -368.185432 + Penalty 442.971849 = 74.786417 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 112 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.768354 sec): 2 clusters Score: Raw -664.104115 + Penalty 343.906117 = -320.197997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.768583 sec): 3 clusters Score: Raw -686.416714 + Penalty 677.779584 = -8.637129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 113 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.769071 sec): 2 clusters Score: Raw -398.724604 + Penalty 279.139528 = -119.585076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.769290 sec): 3 clusters Score: Raw -394.235413 + Penalty 557.127961 = 162.892548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 114 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.769783 sec): 2 clusters Score: Raw -474.912001 + Penalty 232.630141 = -242.281860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.770009 sec): 3 clusters Score: Raw -493.623015 + Penalty 457.632784 = -35.990230 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 115 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.770553 sec): 2 clusters Score: Raw -1113.141717 + Penalty 252.687258 = -860.454459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.770806 sec): 3 clusters Score: Raw -1133.478860 + Penalty 496.870793 = -636.608068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 116 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.771292 sec): 2 clusters Score: Raw -306.006916 + Penalty 182.814362 = -123.192554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.771508 sec): 3 clusters Score: Raw -303.236169 + Penalty 368.242924 = 65.006755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 117 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.772030 sec): 2 clusters Score: Raw -1129.371088 + Penalty 353.195570 = -776.175519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.772286 sec): 3 clusters Score: Raw -1165.149295 + Penalty 704.387485 = -460.761810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 118 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.772763 sec): 2 clusters Score: Raw -222.390775 + Penalty 193.394535 = -28.996240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.772977 sec): 3 clusters Score: Raw -214.017764 + Penalty 379.402472 = 165.384707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 119 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.773496 sec): 2 clusters Score: Raw -1031.356838 + Penalty 309.745434 = -721.611404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.773744 sec): 3 clusters Score: Raw -1056.509329 + Penalty 622.298927 = -434.210402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 120 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.774269 sec): 2 clusters Score: Raw -990.478355 + Penalty 264.533640 = -725.944715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.774518 sec): 3 clusters Score: Raw -1026.597752 + Penalty 525.220984 = -501.376768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 121 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.775002 sec): 2 clusters Score: Raw -282.603659 + Penalty 224.656109 = -57.947550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.775217 sec): 3 clusters Score: Raw -275.551695 + Penalty 446.777765 = 171.226070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 122 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.775714 sec): 2 clusters Score: Raw -631.367487 + Penalty 337.678142 = -293.689345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.775942 sec): 3 clusters Score: Raw -630.119001 + Penalty 683.845716 = 53.726715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 123 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.776424 sec): 2 clusters Score: Raw -215.357572 + Penalty 160.288776 = -55.068796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.776637 sec): 3 clusters Score: Raw -208.024860 + Penalty 316.356306 = 108.331446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 124 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.777120 sec): 2 clusters Score: Raw -256.761306 + Penalty 172.869322 = -83.891984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.777353 sec): 3 clusters Score: Raw -252.231358 + Penalty 338.191511 = 85.960154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 125 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.777848 sec): 2 clusters Score: Raw -504.112971 + Penalty 229.783176 = -274.329795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.778074 sec): 3 clusters Score: Raw -507.739273 + Penalty 467.501483 = -40.237790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 126 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.778551 sec): 2 clusters Score: Raw -168.054929 + Penalty 149.858072 = -18.196856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.778763 sec): 3 clusters Score: Raw -156.918082 + Penalty 293.080104 = 136.162022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 127 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.779252 sec): 2 clusters Score: Raw -395.460138 + Penalty 182.245031 = -213.215107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.779475 sec): 3 clusters Score: Raw -423.172348 + Penalty 364.917060 = -58.255288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 128 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.779970 sec): 2 clusters Score: Raw -464.425198 + Penalty 198.851903 = -265.573295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.780195 sec): 3 clusters Score: Raw -485.902184 + Penalty 383.443589 = -102.458595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 129 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.780686 sec): 2 clusters Score: Raw -424.245297 + Penalty 247.413711 = -176.831586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.780909 sec): 3 clusters Score: Raw -455.057775 + Penalty 493.670886 = 38.613111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 130 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.781450 sec): 2 clusters Score: Raw -1257.052147 + Penalty 270.328205 = -986.723941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.781714 sec): 3 clusters Score: Raw -1287.887415 + Penalty 537.980808 = -749.906608 nChanged 1 SP:Iteration 1Q (29.781964 sec): 3 clusters Score: Raw -1291.664401 + Penalty 532.575494 = -759.088907 nChanged 1 SP:Iteration 2Q (29.782214 sec): 3 clusters Score: Raw -1297.368036 + Penalty 532.575494 = -764.792542 nChanged 0 SP:Iteration 3F (29.782472 sec): 3 clusters Score: Raw -1297.368036 + Penalty 532.575494 = -764.792542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 131 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.783134 sec): 2 clusters Score: Raw -3727.180551 + Penalty 499.182763 = -3227.997788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.783477 sec): 3 clusters Score: Raw -3773.261953 + Penalty 999.128369 = -2774.133584 nChanged 1 SP:Iteration 1Q (29.783804 sec): 3 clusters Score: Raw -3774.551282 + Penalty 999.128369 = -2775.422913 nChanged 0 SP:Iteration 2F (29.784143 sec): 3 clusters Score: Raw -3774.551282 + Penalty 999.128369 = -2775.422913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 132 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.784684 sec): 2 clusters Score: Raw -1257.815617 + Penalty 340.464394 = -917.351223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.784943 sec): 3 clusters Score: Raw -1305.935051 + Penalty 684.170654 = -621.764397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 133 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.785458 sec): 2 clusters Score: Raw -450.354138 + Penalty 216.101500 = -234.252638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.785686 sec): 3 clusters Score: Raw -467.439998 + Penalty 432.203000 = -35.236998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 134 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.786181 sec): 2 clusters Score: Raw -449.848041 + Penalty 277.300314 = -172.547727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.786404 sec): 3 clusters Score: Raw -448.720501 + Penalty 553.413819 = 104.693318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 135 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.786900 sec): 2 clusters Score: Raw -456.695640 + Penalty 207.354220 = -249.341420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.787126 sec): 3 clusters Score: Raw -462.135250 + Penalty 412.950139 = -49.185111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 137 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.787610 sec): 2 clusters Score: Raw -287.447768 + Penalty 119.995802 = -167.451966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.787823 sec): 3 clusters Score: Raw -287.429127 + Penalty 237.431944 = -49.997182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 138 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.788323 sec): 2 clusters Score: Raw -562.771790 + Penalty 206.144357 = -356.627433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.788554 sec): 3 clusters Score: Raw -593.785991 + Penalty 414.601105 = -179.184886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 139 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.789053 sec): 2 clusters Score: Raw -660.218674 + Penalty 322.065512 = -338.153162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.789283 sec): 3 clusters Score: Raw -693.330611 + Penalty 644.234506 = -49.096105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 140 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.789802 sec): 2 clusters Score: Raw -836.727067 + Penalty 302.167623 = -534.559444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.790049 sec): 3 clusters Score: Raw -896.274427 + Penalty 594.381188 = -301.893239 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 141 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.790634 sec): 2 clusters Score: Raw -2135.972251 + Penalty 436.764759 = -1699.207492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.790926 sec): 3 clusters Score: Raw -2179.324377 + Penalty 871.876872 = -1307.447505 nChanged 2 SP:Iteration 1Q (29.791203 sec): 3 clusters Score: Raw -2188.054455 + Penalty 871.876872 = -1316.177583 nChanged 0 SP:Iteration 2F (29.791488 sec): 3 clusters Score: Raw -2188.054455 + Penalty 871.876872 = -1316.177583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 142 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.791977 sec): 2 clusters Score: Raw -352.516020 + Penalty 248.643275 = -103.872744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.792195 sec): 3 clusters Score: Raw -339.808212 + Penalty 516.789330 = 176.981118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 143 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.792677 sec): 2 clusters Score: Raw -248.241069 + Penalty 111.913496 = -136.327573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.792910 sec): 3 clusters Score: Raw -243.228686 + Penalty 225.840184 = -17.388502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 144 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.793402 sec): 2 clusters Score: Raw -426.065618 + Penalty 164.149812 = -261.915806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.793626 sec): 3 clusters Score: Raw -434.987584 + Penalty 327.063086 = -107.924498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 145 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.794116 sec): 2 clusters Score: Raw -341.270589 + Penalty 196.359766 = -144.910824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.794337 sec): 3 clusters Score: Raw -351.711001 + Penalty 394.153161 = 42.442160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 146 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.794836 sec): 2 clusters Score: Raw -580.280739 + Penalty 271.772808 = -308.507931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.795066 sec): 3 clusters Score: Raw -610.844717 + Penalty 545.095393 = -65.749325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 147 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.795569 sec): 2 clusters Score: Raw -697.332438 + Penalty 303.698491 = -393.633947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.795800 sec): 3 clusters Score: Raw -717.077686 + Penalty 597.539540 = -119.538146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 148 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.796292 sec): 2 clusters Score: Raw -423.922734 + Penalty 283.395780 = -140.526954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.796514 sec): 3 clusters Score: Raw -436.443335 + Penalty 557.466622 = 121.023287 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 149 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.796991 sec): 2 clusters Score: Raw -158.198017 + Penalty 136.042396 = -22.155620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.797186 sec): 2 clusters Score: Raw -158.198017 + Penalty 136.042396 = -22.155620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 150 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.797660 sec): 2 clusters Score: Raw -95.069587 + Penalty 57.178652 = -37.890935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.797866 sec): 3 clusters Score: Raw -90.286412 + Penalty 114.357304 = 24.070892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 151 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.798363 sec): 2 clusters Score: Raw -567.193013 + Penalty 248.634386 = -318.558627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.798594 sec): 3 clusters Score: Raw -578.138358 + Penalty 506.080493 = -72.057865 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 152 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.799090 sec): 2 clusters Score: Raw -524.667593 + Penalty 209.617341 = -315.050252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.799320 sec): 3 clusters Score: Raw -556.063312 + Penalty 421.235785 = -134.827527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 153 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.799807 sec): 2 clusters Score: Raw -95.652608 + Penalty 58.250917 = -37.401691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.800002 sec): 2 clusters Score: Raw -95.652608 + Penalty 58.250917 = -37.401691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 154 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.800513 sec): 2 clusters Score: Raw -754.482576 + Penalty 280.072016 = -474.410559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.800753 sec): 3 clusters Score: Raw -801.005737 + Penalty 558.737432 = -242.268305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 155 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.801248 sec): 2 clusters Score: Raw -480.723406 + Penalty 226.511732 = -254.211674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.801475 sec): 3 clusters Score: Raw -515.499211 + Penalty 452.832713 = -62.666499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 157 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.801976 sec): 2 clusters Score: Raw -707.908216 + Penalty 315.539393 = -392.368823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.802206 sec): 3 clusters Score: Raw -726.651230 + Penalty 637.284329 = -89.366901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 158 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.802683 sec): 2 clusters Score: Raw -155.325398 + Penalty 126.010512 = -29.314886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.802893 sec): 3 clusters Score: Raw -147.701871 + Penalty 251.088808 = 103.386937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 159 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.803383 sec): 2 clusters Score: Raw -436.384190 + Penalty 211.791086 = -224.593104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.803607 sec): 3 clusters Score: Raw -457.958832 + Penalty 421.982038 = -35.976794 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 160 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.804086 sec): 2 clusters Score: Raw -218.611926 + Penalty 195.944536 = -22.667390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.804298 sec): 3 clusters Score: Raw -211.068100 + Penalty 391.711392 = 180.643292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 161 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.804779 sec): 2 clusters Score: Raw -292.298950 + Penalty 188.546132 = -103.752818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.804996 sec): 3 clusters Score: Raw -293.438495 + Penalty 343.067851 = 49.629356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 162 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.805469 sec): 2 clusters Score: Raw -106.995560 + Penalty 91.990246 = -15.005314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.805663 sec): 2 clusters Score: Raw -106.995560 + Penalty 91.990246 = -15.005314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 163 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.806144 sec): 2 clusters Score: Raw -266.299714 + Penalty 159.930797 = -106.368917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.806362 sec): 3 clusters Score: Raw -262.120116 + Penalty 317.967602 = 55.847486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 164 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.806865 sec): 2 clusters Score: Raw -381.992212 + Penalty 211.151012 = -170.841200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.807085 sec): 3 clusters Score: Raw -372.082649 + Penalty 419.203857 = 47.121208 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 168 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.807630 sec): 2 clusters Score: Raw -1382.149370 + Penalty 416.581553 = -965.567817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.807891 sec): 3 clusters Score: Raw -1461.185840 + Penalty 833.784690 = -627.401150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 169 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.808387 sec): 2 clusters Score: Raw -481.738024 + Penalty 246.657828 = -235.080196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.808612 sec): 3 clusters Score: Raw -508.330601 + Penalty 499.607656 = -8.722945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 170 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.809168 sec): 2 clusters Score: Raw -1329.340250 + Penalty 126.607398 = -1202.732852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.809438 sec): 3 clusters Score: Raw -1333.940815 + Penalty 300.866158 = -1033.074657 nChanged 8 SP:Iteration 1F (29.809700 sec): 3 clusters Score: Raw -1349.005469 + Penalty 323.131572 = -1025.873897 nChanged 1 SP:Iteration 2F (29.809965 sec): 3 clusters Score: Raw -1351.500141 + Penalty 323.131572 = -1028.368568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 171 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.810456 sec): 2 clusters Score: Raw -380.732942 + Penalty 254.032525 = -126.700417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.810677 sec): 3 clusters Score: Raw -379.901382 + Penalty 506.091557 = 126.190175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 172 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.811170 sec): 2 clusters Score: Raw -490.832737 + Penalty 268.717190 = -222.115547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.811395 sec): 3 clusters Score: Raw -513.415711 + Penalty 544.639687 = 31.223976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 173 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.811899 sec): 2 clusters Score: Raw -751.393413 + Penalty 362.732811 = -388.660602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.812132 sec): 3 clusters Score: Raw -793.458163 + Penalty 724.198234 = -69.259929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 174 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.812610 sec): 2 clusters Score: Raw -218.733487 + Penalty 179.351960 = -39.381527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.812823 sec): 3 clusters Score: Raw -210.691392 + Penalty 358.703921 = 148.012529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 175 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.813323 sec): 2 clusters Score: Raw -612.247302 + Penalty 267.258036 = -344.989266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.813552 sec): 3 clusters Score: Raw -630.025606 + Penalty 535.631242 = -94.394364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 176 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.814024 sec): 2 clusters Score: Raw -104.404336 + Penalty 87.939091 = -16.465245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.814233 sec): 2 clusters Score: Raw -104.404336 + Penalty 87.939091 = -16.465245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 177 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.814705 sec): 2 clusters Score: Raw -104.000941 + Penalty 80.432793 = -23.568148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.814898 sec): 2 clusters Score: Raw -104.000941 + Penalty 80.432793 = -23.568148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 178 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.815388 sec): 2 clusters Score: Raw -384.380777 + Penalty 204.970852 = -179.409925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.815611 sec): 3 clusters Score: Raw -394.892074 + Penalty 401.515429 = 6.623356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 179 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.816127 sec): 2 clusters Score: Raw -955.382375 + Penalty 363.451377 = -591.930998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.816374 sec): 3 clusters Score: Raw -1001.384609 + Penalty 725.923320 = -275.461289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 180 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.816859 sec): 2 clusters Score: Raw -297.976763 + Penalty 169.345766 = -128.630997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.817078 sec): 3 clusters Score: Raw -298.699649 + Penalty 338.691532 = 39.991883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 181 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.817555 sec): 2 clusters Score: Raw -209.325222 + Penalty 125.474899 = -83.850323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.817751 sec): 2 clusters Score: Raw -209.325222 + Penalty 125.474899 = -83.850323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 182 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.818227 sec): 2 clusters Score: Raw -152.742530 + Penalty 100.307408 = -52.435121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.818440 sec): 3 clusters Score: Raw -145.365491 + Penalty 192.564955 = 47.199464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 183 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.818924 sec): 2 clusters Score: Raw -274.066376 + Penalty 191.019585 = -83.046791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.819139 sec): 3 clusters Score: Raw -265.117500 + Penalty 372.105112 = 106.987613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 184 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.819653 sec): 2 clusters Score: Raw -762.612758 + Penalty 286.713098 = -475.899660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.819891 sec): 3 clusters Score: Raw -800.543466 + Penalty 573.426197 = -227.117269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 186 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.820381 sec): 2 clusters Score: Raw -395.471437 + Penalty 207.934489 = -187.536948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.820601 sec): 3 clusters Score: Raw -399.046665 + Penalty 415.868979 = 16.822314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 187 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.821097 sec): 2 clusters Score: Raw -616.755974 + Penalty 318.833368 = -297.922606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.821341 sec): 3 clusters Score: Raw -621.558078 + Penalty 636.236372 = 14.678294 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 189 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.821814 sec): 2 clusters Score: Raw -98.615763 + Penalty 66.872238 = -31.743524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.822021 sec): 3 clusters Score: Raw -92.154993 + Penalty 133.744476 = 41.589484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 190 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.822512 sec): 2 clusters Score: Raw -454.001068 + Penalty 278.031782 = -175.969286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.822736 sec): 3 clusters Score: Raw -474.383084 + Penalty 547.575723 = 73.192639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 191 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.823254 sec): 2 clusters Score: Raw -1076.566676 + Penalty 368.861742 = -707.704934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.823498 sec): 3 clusters Score: Raw -1092.188277 + Penalty 735.991116 = -356.197161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 192 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.823990 sec): 2 clusters Score: Raw -458.325340 + Penalty 283.950360 = -174.374979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.824210 sec): 3 clusters Score: Raw -453.388082 + Penalty 567.900720 = 114.512638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 193 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.824681 sec): 2 clusters Score: Raw -100.791404 + Penalty 74.497217 = -26.294187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.824875 sec): 2 clusters Score: Raw -100.791404 + Penalty 74.497217 = -26.294187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 194 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.825349 sec): 2 clusters Score: Raw -153.584481 + Penalty 105.114967 = -48.469514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.825560 sec): 3 clusters Score: Raw -144.822573 + Penalty 219.548834 = 74.726260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 195 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.826038 sec): 2 clusters Score: Raw -107.307199 + Penalty 93.597495 = -13.709704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.826250 sec): 3 clusters Score: Raw -96.998816 + Penalty 187.194990 = 90.196175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 196 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.826727 sec): 2 clusters Score: Raw -214.079667 + Penalty 168.316496 = -45.763171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.826940 sec): 3 clusters Score: Raw -202.120142 + Penalty 336.632992 = 134.512850 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 197 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.827438 sec): 2 clusters Score: Raw -542.464460 + Penalty 257.594691 = -284.869769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.827669 sec): 3 clusters Score: Raw -585.780295 + Penalty 511.908005 = -73.872290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 199 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.828150 sec): 2 clusters Score: Raw -48.575785 + Penalty 0.000000 = -48.575785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.828341 sec): 2 clusters Score: Raw -48.575785 + Penalty 0.000000 = -48.575785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 200 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.828822 sec): 2 clusters Score: Raw -259.354090 + Penalty 148.154895 = -111.199195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.829037 sec): 3 clusters Score: Raw -251.566600 + Penalty 148.154895 = -103.411705 nChanged 1 SP:Iteration 1F (29.829232 sec): 2 clusters Score: Raw -259.354090 + Penalty 148.154895 = -111.199195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 201 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.829699 sec): 2 clusters Score: Raw -47.087163 + Penalty 0.000000 = -47.087163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.829890 sec): 2 clusters Score: Raw -47.087163 + Penalty 0.000000 = -47.087163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 202 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.830362 sec): 2 clusters Score: Raw -48.779638 + Penalty 0.000000 = -48.779638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.830552 sec): 2 clusters Score: Raw -48.779638 + Penalty 0.000000 = -48.779638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 203 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.831025 sec): 2 clusters Score: Raw -105.695854 + Penalty 83.973697 = -21.722157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.831233 sec): 3 clusters Score: Raw -95.786184 + Penalty 167.947394 = 72.161209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 205 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.831710 sec): 2 clusters Score: Raw -215.356648 + Penalty 165.348828 = -50.007820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.831923 sec): 3 clusters Score: Raw -208.922098 + Penalty 332.042624 = 123.120526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 207 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.832398 sec): 2 clusters Score: Raw -159.922555 + Penalty 117.670053 = -42.252502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.832609 sec): 3 clusters Score: Raw -149.708931 + Penalty 229.194794 = 79.485863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 209 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.833085 sec): 2 clusters Score: Raw -207.036305 + Penalty 145.590395 = -61.445910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.833298 sec): 3 clusters Score: Raw -200.997799 + Penalty 291.180789 = 90.182991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 210 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.833774 sec): 2 clusters Score: Raw -158.062879 + Penalty 123.435944 = -34.626936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.833985 sec): 3 clusters Score: Raw -149.195256 + Penalty 261.355132 = 112.159876 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 212 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.834468 sec): 2 clusters Score: Raw -290.669909 + Penalty 153.840007 = -136.829902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.834685 sec): 3 clusters Score: Raw -293.872324 + Penalty 307.680014 = 13.807690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 213 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.835173 sec): 2 clusters Score: Raw -103.924895 + Penalty 82.504286 = -21.420609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.835365 sec): 2 clusters Score: Raw -103.924895 + Penalty 82.504286 = -21.420609 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 215 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.835836 sec): 2 clusters Score: Raw -103.194814 + Penalty 79.257945 = -23.936870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.836044 sec): 3 clusters Score: Raw -94.765031 + Penalty 158.515889 = 63.750858 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 216 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.836538 sec): 2 clusters Score: Raw -373.207140 + Penalty 207.258373 = -165.948767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.836758 sec): 3 clusters Score: Raw -367.810585 + Penalty 413.282975 = 45.472390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 217 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.837228 sec): 2 clusters Score: Raw -106.563924 + Penalty 87.016240 = -19.547684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.837436 sec): 3 clusters Score: Raw -96.856823 + Penalty 174.032481 = 77.175657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 218 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.837912 sec): 2 clusters Score: Raw -157.771620 + Penalty 116.197315 = -41.574305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.838108 sec): 2 clusters Score: Raw -157.771620 + Penalty 116.197315 = -41.574305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 220 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.838575 sec): 2 clusters Score: Raw -47.949023 + Penalty 0.000000 = -47.949023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.838765 sec): 2 clusters Score: Raw -47.949023 + Penalty 0.000000 = -47.949023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 221 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.839231 sec): 2 clusters Score: Raw -46.651071 + Penalty 0.000000 = -46.651071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.839422 sec): 2 clusters Score: Raw -46.651071 + Penalty 0.000000 = -46.651071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 222 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.839906 sec): 2 clusters Score: Raw -308.787857 + Penalty 173.171263 = -135.616594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.840124 sec): 3 clusters Score: Raw -307.030907 + Penalty 346.342526 = 39.311620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 223 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.840595 sec): 2 clusters Score: Raw -95.555710 + Penalty 60.358166 = -35.197545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.840789 sec): 2 clusters Score: Raw -95.555710 + Penalty 60.358166 = -35.197545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 224 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.841262 sec): 2 clusters Score: Raw -160.639626 + Penalty 123.834433 = -36.805194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.841473 sec): 3 clusters Score: Raw -149.887432 + Penalty 246.223360 = 96.335928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 225 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.841975 sec): 2 clusters Score: Raw -332.882170 + Penalty 183.668868 = -149.213302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.842194 sec): 3 clusters Score: Raw -320.087892 + Penalty 367.337736 = 47.249845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 226 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.842666 sec): 2 clusters Score: Raw -103.199961 + Penalty 68.028318 = -35.171643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.842871 sec): 3 clusters Score: Raw -93.893250 + Penalty 136.056636 = 42.163386 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 227 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.843353 sec): 2 clusters Score: Raw -247.653215 + Penalty 138.906265 = -108.746950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.843552 sec): 2 clusters Score: Raw -247.653215 + Penalty 138.906265 = -108.746950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 228 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.844025 sec): 2 clusters Score: Raw -140.223152 + Penalty 100.756328 = -39.466825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.844237 sec): 3 clusters Score: Raw -134.491668 + Penalty 196.096203 = 61.604535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 229 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.844732 sec): 2 clusters Score: Raw -385.066034 + Penalty 210.590143 = -174.475891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.844955 sec): 3 clusters Score: Raw -397.921867 + Penalty 413.869522 = 15.947655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 230 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.845422 sec): 2 clusters Score: Raw -48.804310 + Penalty 0.000000 = -48.804310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.845612 sec): 2 clusters Score: Raw -48.804310 + Penalty 0.000000 = -48.804310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 231 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.846092 sec): 2 clusters Score: Raw -225.211987 + Penalty 187.768851 = -37.443136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.846307 sec): 3 clusters Score: Raw -211.526746 + Penalty 375.537701 = 164.010956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 233 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.846778 sec): 2 clusters Score: Raw -104.775092 + Penalty 83.169786 = -21.605306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.846971 sec): 2 clusters Score: Raw -104.775092 + Penalty 83.169786 = -21.605306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 234 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.847447 sec): 2 clusters Score: Raw -162.225803 + Penalty 146.381319 = -15.844484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.847643 sec): 2 clusters Score: Raw -162.225803 + Penalty 146.381319 = -15.844484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 235 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.848131 sec): 2 clusters Score: Raw -364.645130 + Penalty 214.041212 = -150.603918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.848352 sec): 3 clusters Score: Raw -361.252177 + Penalty 452.935288 = 91.683111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 239 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.848839 sec): 2 clusters Score: Raw -99.869927 + Penalty 79.417319 = -20.452607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.849031 sec): 2 clusters Score: Raw -99.869927 + Penalty 79.417319 = -20.452607 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 240 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.849498 sec): 2 clusters Score: Raw -48.941836 + Penalty 0.000000 = -48.941836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.849688 sec): 2 clusters Score: Raw -48.941836 + Penalty 0.000000 = -48.941836 nChanged 0 Deleting Class 118 (4 points): Lose 60.837569 but Gain 1490.704782 Iteration 20F (34.285577 sec): 221 clusters Score: Raw -1668083.253646 + Penalty 234570.086845 = -1433513.166801 nChanged 220 Deleting Class 126 (3 points): Lose 29.962224 but Gain 1457.600779 Iteration 21Q (34.721725 sec): 220 clusters Score: Raw -1668215.071328 + Penalty 233117.193048 = -1435097.878280 nChanged 124 Deleting Class 121 (5 points): Lose 67.837280 but Gain 1491.581227 Iteration 22Q (35.141234 sec): 219 clusters Score: Raw -1668209.404666 + Penalty 231656.676510 = -1436552.728157 nChanged 108 Deleting Class 195 (2 points): Lose 25.598053 but Gain 1442.918056 Iteration 23Q (35.556876 sec): 218 clusters Score: Raw -1668261.779494 + Penalty 230211.702259 = -1438050.077236 nChanged 110 Deleting Class 113 (7 points): Lose 116.943209 but Gain 1532.856358 Iteration 24Q (35.972824 sec): 217 clusters Score: Raw -1668206.773455 + Penalty 228679.370323 = -1439527.403133 nChanged 114 Deleting Class 93 (8 points): Lose 118.372978 but Gain 1532.838209 Iteration 25Q (36.388276 sec): 216 clusters Score: Raw -1668167.327983 + Penalty 227216.399656 = -1440950.928327 nChanged 92 Deleting Class 142 (6 points): Lose 74.225752 but Gain 1482.859187 Iteration 26Q (36.798083 sec): 215 clusters Score: Raw -1668216.307997 + Penalty 225793.308004 = -1442422.999993 nChanged 111 Deleting Class 68 (12 points): Lose 158.577377 but Gain 1557.396410 Iteration 27Q (37.208756 sec): 214 clusters Score: Raw -1668207.465563 + Penalty 224377.149915 = -1443830.315649 nChanged 118 Deleting Class 162 (2 points): Lose 19.744656 but Gain 1418.140379 Iteration 28Q (37.620724 sec): 213 clusters Score: Raw -1668343.624160 + Penalty 222975.501291 = -1445368.122869 nChanged 100 Deleting Class 160 (4 points): Lose 113.939779 but Gain 1510.360447 Iteration 29Q (38.030361 sec): 212 clusters Score: Raw -1668306.403103 + Penalty 221509.887264 = -1446796.515839 nChanged 98 Deleting Class 231 (4 points): Lose 51.855991 but Gain 1447.341431 Iteration 30F (42.266622 sec): 211 clusters Score: Raw -1668337.654594 + Penalty 220098.368225 = -1448239.286370 nChanged 106 Deleting Class 234 (3 points): Lose 33.306068 but Gain 1423.783994 Iteration 31Q (42.661336 sec): 210 clusters Score: Raw -1668380.914417 + Penalty 218707.956316 = -1449672.958101 nChanged 126 Deleting Class 105 (1 points): Lose 15.587179 but Gain 1391.764592 Iteration 32Q (43.055986 sec): 209 clusters Score: Raw -1668450.468833 + Penalty 217363.228171 = -1451087.240663 nChanged 96 Deleting Class 122 (11 points): Lose 129.475430 but Gain 1504.789114 Iteration 33Q (43.443070 sec): 208 clusters Score: Raw -1668379.854973 + Penalty 215953.916570 = -1452425.938403 nChanged 99 Deleting Class 192 (8 points): Lose 91.225612 but Gain 1459.145537 Iteration 34Q (43.833668 sec): 207 clusters Score: Raw -1668372.470127 + Penalty 214533.324083 = -1453839.146044 nChanged 102 Deleting Class 134 (8 points): Lose 61.817612 but Gain 1424.972714 Iteration 35Q (44.220433 sec): 206 clusters Score: Raw -1668388.395474 + Penalty 213165.979847 = -1455222.415627 nChanged 87 Deleting Class 202 (1 points): Lose 0.393729 but Gain 1359.826923 Iteration 36Q (44.603799 sec): 205 clusters Score: Raw -1668440.478889 + Penalty 211817.683137 = -1456622.795753 nChanged 55 Deleting Class 148 (8 points): Lose 106.571927 but Gain 1456.295697 Iteration 37Q (44.981170 sec): 204 clusters Score: Raw -1668360.904968 + Penalty 210441.368566 = -1457919.536402 nChanged 53 Deleting Class 112 (12 points): Lose 134.822774 but Gain 1478.879285 Iteration 38Q (45.358369 sec): 203 clusters Score: Raw -1668271.946385 + Penalty 209019.297019 = -1459252.649367 nChanged 45 Deleting Class 14 (9 points): Lose 132.645073 but Gain 1476.429570 Iteration 39Q (45.735134 sec): 202 clusters Score: Raw -1668195.419617 + Penalty 207640.106146 = -1460555.313471 nChanged 38 Deleting Class 240 (1 points): Lose 7.140157 but Gain 1350.008848 Iteration 40F (49.786090 sec): 201 clusters Score: Raw -1668246.679529 + Penalty 206323.735329 = -1461922.944200 nChanged 25 Deleting Class 176 (2 points): Lose 23.710037 but Gain 1355.686951 Iteration 41Q (50.158842 sec): 200 clusters Score: Raw -1668247.434151 + Penalty 204980.104486 = -1463267.329665 nChanged 23 Deleting Class 187 (11 points): Lose 95.431782 but Gain 1420.811482 Iteration 42Q (50.530089 sec): 199 clusters Score: Raw -1668170.931334 + Penalty 203588.768602 = -1464582.162732 nChanged 33 Deleting Class 174 (4 points): Lose 57.690202 but Gain 1382.463183 Iteration 43Q (50.903248 sec): 198 clusters Score: Raw -1668164.627359 + Penalty 202263.347182 = -1465901.280177 nChanged 28 Deleting Class 217 (2 points): Lose 20.249182 but Gain 1341.460093 Iteration 44Q (51.274634 sec): 197 clusters Score: Raw -1668195.695693 + Penalty 200940.158197 = -1467255.537496 nChanged 35 Deleting Class 171 (7 points): Lose 75.059205 but Gain 1394.984701 Iteration 45Q (51.646003 sec): 196 clusters Score: Raw -1668147.516679 + Penalty 199679.316437 = -1468468.200242 nChanged 36 Deleting Class 230 (1 points): Lose 28.725931 but Gain 1343.491476 Iteration 46Q (52.017566 sec): 195 clusters Score: Raw -1668171.171205 + Penalty 198381.962738 = -1469789.208467 nChanged 35 Deleting Class 61 (17 points): Lose 160.947607 but Gain 1472.249402 Iteration 47Q (52.386051 sec): 194 clusters Score: Raw -1668049.493886 + Penalty 197003.692198 = -1471045.801688 nChanged 44 Deleting Class 173 (14 points): Lose 182.676983 but Gain 1468.726460 Iteration 48Q (52.755089 sec): 193 clusters Score: Raw -1667951.738719 + Penalty 195708.712331 = -1472243.026388 nChanged 39 Deleting Class 203 (2 points): Lose 10.266676 but Gain 1294.555622 Iteration 49Q (53.121143 sec): 192 clusters Score: Raw -1668028.068007 + Penalty 194453.382249 = -1473574.685758 nChanged 21 Deleting Class 149 (3 points): Lose 42.258606 but Gain 1323.222031 Iteration 50F (57.004873 sec): 191 clusters Score: Raw -1668020.937929 + Penalty 193181.480799 = -1474839.457130 nChanged 25 Deleting Class 233 (2 points): Lose 9.618327 but Gain 1282.162371 Iteration 51Q (57.368624 sec): 190 clusters Score: Raw -1668061.584745 + Penalty 191907.770183 = -1476153.814562 nChanged 23 Deleting Class 75 (17 points): Lose 109.126483 but Gain 1365.434799 Iteration 52Q (57.731874 sec): 189 clusters Score: Raw -1667972.543303 + Penalty 190623.179129 = -1477349.364174 nChanged 25 Deleting Class 196 (4 points): Lose 44.550903 but Gain 1297.400700 Iteration 53Q (58.098873 sec): 188 clusters Score: Raw -1667978.414983 + Penalty 189346.838568 = -1478631.576415 nChanged 12 Deleting Class 213 (2 points): Lose 21.761216 but Gain 1271.902888 Iteration 54Q (58.463041 sec): 187 clusters Score: Raw -1667986.545752 + Penalty 188098.890201 = -1479887.655551 nChanged 14 Deleting Class 25 (51 points): Lose 319.127698 but Gain 1565.127771 Iteration 55Q (58.823433 sec): 186 clusters Score: Raw -1667686.714846 + Penalty 186722.616107 = -1480964.098739 nChanged 56 Deleting Class 199 (1 points): Lose 7.606706 but Gain 1241.422932 Iteration 56Q (59.187451 sec): 185 clusters Score: Raw -1667891.490829 + Penalty 185536.741420 = -1482354.749409 nChanged 17 Deleting Class 49 (13 points): Lose 154.502069 but Gain 1386.934923 Iteration 57Q (59.546354 sec): 184 clusters Score: Raw -1667768.472863 + Penalty 184234.613494 = -1483533.859369 nChanged 24 Deleting Class 108 (13 points): Lose 75.899358 but Gain 1302.427390 Iteration 58Q (59.903075 sec): 183 clusters Score: Raw -1667756.596162 + Penalty 183017.760382 = -1484738.835780 nChanged 21 Deleting Class 139 (13 points): Lose 115.762728 but Gain 1341.739884 Iteration 59Q (60.258666 sec): 182 clusters Score: Raw -1667676.816790 + Penalty 181693.477371 = -1485983.339419 nChanged 24 Deleting Class 86 (8 points): Lose 118.890785 but Gain 1346.763627 Iteration 60F (63.935979 sec): 181 clusters Score: Raw -1667592.420973 + Penalty 180420.867028 = -1487171.553945 nChanged 15 Deleting Class 205 (4 points): Lose 49.605896 but Gain 1274.525612 Iteration 61Q (64.290288 sec): 180 clusters Score: Raw -1667579.644919 + Penalty 179154.822817 = -1488424.822102 nChanged 9 Deleting Class 215 (2 points): Lose 5.626737 but Gain 1221.856622 Iteration 62Q (64.641048 sec): 179 clusters Score: Raw -1667582.049540 + Penalty 177934.245910 = -1489647.803630 nChanged 6 Deleting Class 177 (2 points): Lose 23.949434 but Gain 1239.968326 Iteration 63Q (64.992372 sec): 178 clusters Score: Raw -1667562.016715 + Penalty 176704.312374 = -1490857.704341 nChanged 3 Deleting Class 190 (8 points): Lose 134.217126 but Gain 1345.651792 Iteration 64Q (65.344359 sec): 177 clusters Score: Raw -1667433.882713 + Penalty 175349.961249 = -1492083.921464 nChanged 9 Deleting Class 191 (21 points): Lose 113.758765 but Gain 1324.652562 Iteration 65Q (65.694714 sec): 176 clusters Score: Raw -1667352.196125 + Penalty 174058.971020 = -1493293.225105 nChanged 22 Deleting Class 183 (5 points): Lose 61.833841 but Gain 1268.254972 Iteration 66Q (66.043860 sec): 175 clusters Score: Raw -1667343.315334 + Penalty 172795.625754 = -1494547.689579 nChanged 13 Deleting Class 35 (6 points): Lose 112.967337 but Gain 1318.435987 Iteration 67Q (66.391789 sec): 174 clusters Score: Raw -1667255.668742 + Penalty 171514.184011 = -1495741.484731 nChanged 12 Deleting Class 109 (10 points): Lose 95.335648 but Gain 1299.499454 Iteration 68Q (66.738748 sec): 173 clusters Score: Raw -1667223.277362 + Penalty 170341.963549 = -1496881.313813 nChanged 17 Deleting Class 239 (2 points): Lose 22.352093 but Gain 1224.313576 Iteration 69Q (67.087187 sec): 172 clusters Score: Raw -1667254.247906 + Penalty 169183.340233 = -1498070.907673 nChanged 8 Deleting Class 50 (19 points): Lose 131.572893 but Gain 1334.228196 Iteration 70F (70.530028 sec): 171 clusters Score: Raw -1667147.991190 + Penalty 167940.523475 = -1499207.467715 nChanged 23 Deleting Class 179 (19 points): Lose 126.626025 but Gain 1319.005671 Iteration 71Q (70.873879 sec): 170 clusters Score: Raw -1667109.221222 + Penalty 166670.466233 = -1500438.754989 nChanged 23 Deleting Class 47 (61 points): Lose 345.089501 but Gain 1537.075744 Iteration 72Q (71.216424 sec): 169 clusters Score: Raw -1666828.792997 + Penalty 165301.345811 = -1501527.447186 nChanged 66 Deleting Class 224 (3 points): Lose 14.018799 but Gain 1204.480765 Iteration 73Q (71.563098 sec): 168 clusters Score: Raw -1667028.716333 + Penalty 164189.301455 = -1502839.414878 nChanged 18 Deleting Class 123 (4 points): Lose 56.210417 but Gain 1235.522219 Iteration 74Q (71.904413 sec): 167 clusters Score: Raw -1667032.665247 + Penalty 163059.676749 = -1503972.988498 nChanged 11 Deleting Class 157 (13 points): Lose 136.381455 but Gain 1314.551769 Iteration 75Q (72.242656 sec): 166 clusters Score: Raw -1666937.608409 + Penalty 161804.360992 = -1505133.247416 nChanged 20 Deleting Class 220 (1 points): Lose 3.895819 but Gain 1180.759655 Iteration 76Q (72.580225 sec): 165 clusters Score: Raw -1666991.578350 + Penalty 160668.618407 = -1506322.959943 nChanged 10 Deleting Class 172 (10 points): Lose 70.743827 but Gain 1247.046544 Iteration 77Q (72.915395 sec): 164 clusters Score: Raw -1666945.758367 + Penalty 159454.533231 = -1507491.225136 nChanged 16 Deleting Class 210 (3 points): Lose 25.440000 but Gain 1200.604847 Iteration 78Q (73.253494 sec): 163 clusters Score: Raw -1666952.769590 + Penalty 158269.610067 = -1508683.159523 nChanged 7 Deleting Class 53 (24 points): Lose 145.571016 but Gain 1320.196304 Iteration 79Q (73.586672 sec): 162 clusters Score: Raw -1666817.225202 + Penalty 157038.599288 = -1509778.625914 nChanged 28 Deleting Class 82 (80 points): Lose 424.156180 but Gain 1604.597697 Iteration 80F (76.894967 sec): 161 clusters Score: Raw -1666458.009757 + Penalty 155688.982257 = -1510769.027499 nChanged 85 Deleting Class 168 (35 points): Lose 201.494202 but Gain 1374.367379 Iteration 81Q (77.235739 sec): 160 clusters Score: Raw -1666521.286817 + Penalty 154447.279106 = -1512074.007711 nChanged 52 Deleting Class 158 (3 points): Lose 55.542648 but Gain 1225.646492 Iteration 82Q (77.574275 sec): 159 clusters Score: Raw -1666614.364479 + Penalty 153280.155878 = -1513334.208601 nChanged 16 Deleting Class 201 (1 points): Lose 1.225769 but Gain 1165.771277 Iteration 83Q (77.906857 sec): 158 clusters Score: Raw -1666642.667680 + Penalty 152137.813423 = -1514504.854257 nChanged 13 Deleting Class 235 (9 points): Lose 91.292660 but Gain 1251.284401 Iteration 84Q (78.238171 sec): 157 clusters Score: Raw -1666563.164481 + Penalty 150892.804066 = -1515670.360415 nChanged 17 Deleting Class 81 (56 points): Lose 335.338874 but Gain 1488.359894 Iteration 85Q (78.568244 sec): 156 clusters Score: Raw -1666251.919634 + Penalty 149492.845503 = -1516759.074131 nChanged 59 Deleting Class 99 (9 points): Lose 93.888184 but Gain 1244.559729 Iteration 86Q (78.902064 sec): 155 clusters Score: Raw -1666345.941350 + Penalty 148301.241393 = -1518044.699957 nChanged 24 Deleting Class 147 (13 points): Lose 99.548136 but Gain 1248.804142 Iteration 87Q (79.231008 sec): 154 clusters Score: Raw -1666301.756767 + Penalty 147117.874154 = -1519183.882613 nChanged 24 Deleting Class 31 (16 points): Lose 191.383546 but Gain 1336.391911 Iteration 88Q (79.559270 sec): 153 clusters Score: Raw -1666163.030012 + Penalty 145827.429787 = -1520335.600225 nChanged 23 Deleting Class 111 (7 points): Lose 76.907953 but Gain 1218.979843 Iteration 89Q (79.884946 sec): 152 clusters Score: Raw -1666162.648426 + Penalty 144637.035486 = -1521525.612940 nChanged 22 Deleting Class 30 (30 points): Lose 149.224653 but Gain 1288.080349 Iteration 90F (82.949402 sec): 151 clusters Score: Raw -1666058.178000 + Penalty 143482.866396 = -1522575.311604 nChanged 42 Deleting Class 65 (16 points): Lose 61.106145 but Gain 1199.898318 Iteration 91Q (83.275587 sec): 150 clusters Score: Raw -1666116.102701 + Penalty 142319.587860 = -1523796.514841 nChanged 30 Deleting Class 193 (2 points): Lose 19.003866 but Gain 1148.464277 Iteration 92Q (83.601274 sec): 149 clusters Score: Raw -1666142.817351 + Penalty 141180.091794 = -1524962.725556 nChanged 14 Deleting Class 207 (3 points): Lose 19.648461 but Gain 1144.522667 Iteration 93Q (83.924274 sec): 148 clusters Score: Raw -1666138.206999 + Penalty 140030.630806 = -1526107.576193 nChanged 9 Deleting Class 129 (9 points): Lose 82.422695 but Gain 1203.239882 Iteration 94Q (84.260303 sec): 147 clusters Score: Raw -1666068.160815 + Penalty 138888.358691 = -1527179.802125 nChanged 13 Deleting Class 117 (23 points): Lose 127.780341 but Gain 1239.759576 Iteration 95Q (84.582188 sec): 146 clusters Score: Raw -1665973.614154 + Penalty 137689.583670 = -1528284.030484 nChanged 27 Deleting Class 218 (3 points): Lose 24.806714 but Gain 1130.198025 Iteration 96Q (84.902436 sec): 145 clusters Score: Raw -1666016.665197 + Penalty 136557.981266 = -1529458.683932 nChanged 14 Deleting Class 175 (10 points): Lose 67.234040 but Gain 1167.552387 Iteration 97Q (85.219827 sec): 144 clusters Score: Raw -1665965.350347 + Penalty 135421.060035 = -1530544.290312 nChanged 21 Deleting Class 116 (7 points): Lose 54.468614 but Gain 1154.659298 Iteration 98Q (85.537512 sec): 143 clusters Score: Raw -1665935.542576 + Penalty 134283.643729 = -1531651.898848 nChanged 20 Deleting Class 164 (7 points): Lose 59.499054 but Gain 1159.506763 Iteration 99Q (85.853391 sec): 142 clusters Score: Raw -1665902.451667 + Penalty 133138.011738 = -1532764.439929 nChanged 17 Deleting Class 209 (4 points): Lose 22.812237 but Gain 1122.225595 Iteration 100F (88.711135 sec): 141 clusters Score: Raw -1665906.800058 + Penalty 132031.906301 = -1533874.893757 nChanged 17 Deleting Class 98 (25 points): Lose 171.268842 but Gain 1267.489521 Iteration 101Q (89.028831 sec): 140 clusters Score: Raw -1665761.699735 + Penalty 130825.314300 = -1534936.385435 nChanged 38 Deleting Class 124 (5 points): Lose 52.194638 but Gain 1147.748158 Iteration 102Q (89.348596 sec): 139 clusters Score: Raw -1665800.570958 + Penalty 129706.464632 = -1536094.106326 nChanged 18 Deleting Class 146 (14 points): Lose 116.023641 but Gain 1210.553974 Iteration 103Q (89.661315 sec): 138 clusters Score: Raw -1665709.020896 + Penalty 128550.967428 = -1537158.053468 nChanged 22 Deleting Class 141 (42 points): Lose 167.932536 but Gain 1260.784838 Iteration 104Q (89.976236 sec): 137 clusters Score: Raw -1665589.042005 + Penalty 127373.749168 = -1538215.292837 nChanged 50 Deleting Class 77 (18 points): Lose 97.072928 but Gain 1188.669533 Iteration 105Q (90.290785 sec): 136 clusters Score: Raw -1665582.459242 + Penalty 126233.301413 = -1539349.157829 nChanged 35 Deleting Class 161 (8 points): Lose 62.117136 but Gain 1149.246779 Iteration 106Q (90.604526 sec): 135 clusters Score: Raw -1665570.910795 + Penalty 125115.853620 = -1540455.057175 nChanged 25 Deleting Class 216 (7 points): Lose 61.593738 but Gain 1138.130874 Iteration 107Q (90.914440 sec): 134 clusters Score: Raw -1665551.805648 + Penalty 123982.603050 = -1541569.202599 nChanged 17 Deleting Class 106 (25 points): Lose 139.245430 but Gain 1207.591962 Iteration 108Q (91.221512 sec): 133 clusters Score: Raw -1665450.159450 + Penalty 122831.696263 = -1542618.463187 nChanged 33 Deleting Class 76 (51 points): Lose 200.872665 but Gain 1266.552781 Iteration 109Q (91.529950 sec): 132 clusters Score: Raw -1665324.583520 + Penalty 121716.389148 = -1543608.194372 nChanged 59 Deleting Class 84 (73 points): Lose 453.628799 but Gain 1515.361738 Iteration 110F (94.203866 sec): 131 clusters Score: Raw -1664988.387233 + Penalty 120392.781532 = -1544595.605701 nChanged 85 Deleting Class 197 (13 points): Lose 101.609672 but Gain 1157.947437 Iteration 111Q (94.516187 sec): 130 clusters Score: Raw -1665161.401279 + Penalty 119341.292859 = -1545820.108420 nChanged 30 Deleting Class 169 (10 points): Lose 88.950224 but Gain 1144.674787 Iteration 112Q (94.823079 sec): 129 clusters Score: Raw -1665135.576796 + Penalty 118198.876862 = -1546936.699934 nChanged 21 Deleting Class 41 (22 points): Lose 103.123861 but Gain 1157.934430 Iteration 113Q (95.130425 sec): 128 clusters Score: Raw -1665072.307528 + Penalty 117097.199690 = -1547975.107838 nChanged 27 Deleting Class 186 (11 points): Lose 83.816093 but Gain 1129.557993 Iteration 114Q (95.433343 sec): 127 clusters Score: Raw -1665035.259717 + Penalty 116053.170924 = -1548982.088793 nChanged 20 Deleting Class 42 (22 points): Lose 96.429178 but Gain 1142.061288 Iteration 115Q (95.735094 sec): 126 clusters Score: Raw -1664988.313855 + Penalty 114943.912387 = -1550044.401468 nChanged 28 Deleting Class 54 (9 points): Lose 72.693980 but Gain 1117.782112 Iteration 116Q (96.034753 sec): 125 clusters Score: Raw -1664961.806900 + Penalty 113869.887298 = -1551091.919602 nChanged 19 Deleting Class 154 (20 points): Lose 113.585540 but Gain 1158.593946 Iteration 117Q (96.333039 sec): 124 clusters Score: Raw -1664880.924450 + Penalty 112729.023549 = -1552151.900901 nChanged 27 Deleting Class 114 (10 points): Lose 36.044823 but Gain 1079.575942 Iteration 118Q (96.632357 sec): 123 clusters Score: Raw -1664901.075709 + Penalty 111679.164443 = -1553221.911267 nChanged 20 Writing temp clu file Memory request: 0.20 GB would take us to total of 0.40 GB. Compute initial score before splitting: Score: Raw -1664901.075709 + Penalty 111679.164443 = -1553221.911267Memory request: 0.02 GB would take us to total of 0.42 GB. Trying to split cluster 1 (4617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.789811 sec): 2 clusters Score: Raw -189251.866197 + Penalty 155.099488 = -189096.766709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.798323 sec): 3 clusters Score: Raw -186197.385127 + Penalty 355.518936 = -185841.866191 nChanged 2186 SP:Iteration 1F (96.806835 sec): 3 clusters Score: Raw -188409.687961 + Penalty 391.971366 = -188017.716594 nChanged 478 SP:Iteration 2F (96.814987 sec): 3 clusters Score: Raw -188822.458807 + Penalty 420.353498 = -188402.105310 nChanged 207 SP:Iteration 3Q (96.823189 sec): 3 clusters Score: Raw -189042.070273 + Penalty 448.864735 = -188593.205538 nChanged 118 SP:Iteration 4Q (96.830910 sec): 3 clusters Score: Raw -189164.303829 + Penalty 456.390845 = -188707.912984 nChanged 67 SP:Iteration 5Q (96.838078 sec): 3 clusters Score: Raw -189226.790413 + Penalty 451.508937 = -188775.281476 nChanged 48 SP:Iteration 6Q (96.844793 sec): 3 clusters Score: Raw -189264.767797 + Penalty 439.879515 = -188824.888282 nChanged 22 SP:Iteration 7Q (96.851348 sec): 3 clusters Score: Raw -189282.256370 + Penalty 430.808355 = -188851.448014 nChanged 9 SP:Iteration 8Q (96.857829 sec): 3 clusters Score: Raw -189286.813738 + Penalty 433.750924 = -188853.062814 nChanged 6 SP:Iteration 9Q (96.864289 sec): 3 clusters Score: Raw -189288.379943 + Penalty 441.042529 = -188847.337414 nChanged 4 SP:Iteration 10F (96.872452 sec): 3 clusters Score: Raw -189289.364837 + Penalty 457.449093 = -188831.915743 nChanged 5 SP:Iteration 11F (96.880575 sec): 3 clusters Score: Raw -189290.660864 + Penalty 456.119619 = -188834.541245 nChanged 2 SP:Iteration 12Q (96.887061 sec): 3 clusters Score: Raw -189291.099268 + Penalty 458.794849 = -188832.304419 nChanged 1 SP:Iteration 13F (96.895183 sec): 3 clusters Score: Raw -189291.126506 + Penalty 458.794849 = -188832.331657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 2 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.898482 sec): 2 clusters Score: Raw -6841.822389 + Penalty 232.123524 = -6609.698865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.899028 sec): 3 clusters Score: Raw -6784.722936 + Penalty 464.000201 = -6320.722735 nChanged 46 SP:Iteration 1F (96.899550 sec): 3 clusters Score: Raw -6826.405631 + Penalty 463.829911 = -6362.575721 nChanged 14 SP:Iteration 2F (96.900064 sec): 3 clusters Score: Raw -6844.378125 + Penalty 463.521041 = -6380.857085 nChanged 1 SP:Iteration 3Q (96.900573 sec): 3 clusters Score: Raw -6844.874217 + Penalty 463.521041 = -6381.353177 nChanged 0 SP:Iteration 4F (96.901085 sec): 3 clusters Score: Raw -6844.874217 + Penalty 463.521041 = -6381.353177 nChanged 0 Memory request: 0.03 GB would take us to total of 0.43 GB. Trying to split cluster 3 (5889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.928111 sec): 2 clusters Score: Raw -231644.067933 + Penalty 140.905270 = -231503.162663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.938820 sec): 3 clusters Score: Raw -227737.132994 + Penalty 287.953761 = -227449.179233 nChanged 2764 SP:Iteration 1F (96.949264 sec): 3 clusters Score: Raw -230355.000160 + Penalty 286.620618 = -230068.379543 nChanged 622 SP:Iteration 2F (96.959717 sec): 3 clusters Score: Raw -231065.971899 + Penalty 283.822806 = -230782.149094 nChanged 341 SP:Iteration 3F (96.970179 sec): 3 clusters Score: Raw -231462.911187 + Penalty 281.434557 = -231181.476630 nChanged 152 SP:Iteration 4Q (96.980166 sec): 3 clusters Score: Raw -231520.725676 + Penalty 279.824658 = -231240.901018 nChanged 79 SP:Iteration 5Q (96.990050 sec): 3 clusters Score: Raw -231541.218275 + Penalty 278.501906 = -231262.716369 nChanged 58 SP:Iteration 6Q (96.999838 sec): 3 clusters Score: Raw -231553.715406 + Penalty 277.598677 = -231276.116729 nChanged 42 SP:Iteration 7Q (97.009781 sec): 3 clusters Score: Raw -231560.654083 + Penalty 276.733808 = -231283.920275 nChanged 36 SP:Iteration 8Q (97.019515 sec): 3 clusters Score: Raw -231566.028380 + Penalty 276.276273 = -231289.752107 nChanged 28 SP:Iteration 9Q (97.029259 sec): 3 clusters Score: Raw -231569.552185 + Penalty 275.284669 = -231294.267516 nChanged 26 SP:Iteration 10F (97.039834 sec): 3 clusters Score: Raw -231573.952448 + Penalty 274.592243 = -231299.360205 nChanged 27 SP:Iteration 11Q (97.049564 sec): 3 clusters Score: Raw -231576.995729 + Penalty 273.926114 = -231303.069615 nChanged 18 SP:Iteration 12Q (97.059260 sec): 3 clusters Score: Raw -231578.904368 + Penalty 273.479896 = -231305.424472 nChanged 18 SP:Iteration 13Q (97.068948 sec): 3 clusters Score: Raw -231581.130532 + Penalty 272.894930 = -231308.235602 nChanged 21 SP:Iteration 14Q (97.078691 sec): 3 clusters Score: Raw -231584.796877 + Penalty 272.204828 = -231312.592050 nChanged 21 SP:Iteration 15Q (97.088352 sec): 3 clusters Score: Raw -231587.137932 + Penalty 271.700214 = -231315.437718 nChanged 23 SP:Iteration 16Q (97.098091 sec): 3 clusters Score: Raw -231589.199373 + Penalty 271.403185 = -231317.796188 nChanged 19 SP:Iteration 17Q (97.107823 sec): 3 clusters Score: Raw -231591.335510 + Penalty 271.155004 = -231320.180506 nChanged 16 SP:Iteration 18Q (97.117467 sec): 3 clusters Score: Raw -231592.494918 + Penalty 270.988315 = -231321.506603 nChanged 14 SP:Iteration 19Q (97.127123 sec): 3 clusters Score: Raw -231594.051942 + Penalty 269.934247 = -231324.117695 nChanged 22 SP:Iteration 20F (97.137572 sec): 3 clusters Score: Raw -231599.431272 + Penalty 268.971347 = -231330.459925 nChanged 38 SP:Iteration 21Q (97.147225 sec): 3 clusters Score: Raw -231609.672416 + Penalty 267.421211 = -231342.251205 nChanged 45 SP:Iteration 22Q (97.156817 sec): 3 clusters Score: Raw -231625.046755 + Penalty 265.276994 = -231359.769761 nChanged 53 SP:Iteration 23Q (97.166409 sec): 3 clusters Score: Raw -231647.837947 + Penalty 263.976242 = -231383.861704 nChanged 60 SP:Iteration 24Q (97.175988 sec): 3 clusters Score: Raw -231679.887037 + Penalty 262.361447 = -231417.525590 nChanged 74 SP:Iteration 25Q (97.185475 sec): 3 clusters Score: Raw -231729.795044 + Penalty 260.452328 = -231469.342716 nChanged 97 SP:Iteration 26Q (97.194951 sec): 3 clusters Score: Raw -231835.341953 + Penalty 256.972665 = -231578.369288 nChanged 107 SP:Iteration 27Q (97.204426 sec): 3 clusters Score: Raw -231978.548492 + Penalty 253.334894 = -231725.213598 nChanged 92 SP:Iteration 28Q (97.213768 sec): 3 clusters Score: Raw -232057.208122 + Penalty 249.945630 = -231807.262492 nChanged 53 SP:Iteration 29Q (97.222841 sec): 3 clusters Score: Raw -232104.913238 + Penalty 248.235302 = -231856.677936 nChanged 45 SP:Iteration 30F (97.233318 sec): 3 clusters Score: Raw -232131.252947 + Penalty 246.686832 = -231884.566115 nChanged 30 SP:Iteration 31Q (97.242414 sec): 3 clusters Score: Raw -232147.519926 + Penalty 245.614069 = -231901.905857 nChanged 22 SP:Iteration 32Q (97.251547 sec): 3 clusters Score: Raw -232158.703084 + Penalty 245.232663 = -231913.470421 nChanged 17 SP:Iteration 33Q (97.260461 sec): 3 clusters Score: Raw -232162.633110 + Penalty 245.128965 = -231917.504144 nChanged 9 SP:Iteration 34Q (97.269354 sec): 3 clusters Score: Raw -232163.417582 + Penalty 245.089937 = -231918.327645 nChanged 7 SP:Iteration 35Q (97.278618 sec): 3 clusters Score: Raw -232163.779925 + Penalty 245.044516 = -231918.735409 nChanged 3 SP:Iteration 36Q (97.287537 sec): 3 clusters Score: Raw -232163.983296 + Penalty 245.127699 = -231918.855597 nChanged 4 SP:Iteration 37Q (97.296435 sec): 3 clusters Score: Raw -232164.224494 + Penalty 245.004725 = -231919.219769 nChanged 4 SP:Iteration 38Q (97.305311 sec): 3 clusters Score: Raw -232164.367854 + Penalty 244.993571 = -231919.374283 nChanged 1 SP:Iteration 39Q (97.314435 sec): 3 clusters Score: Raw -232164.372956 + Penalty 244.993571 = -231919.379384 nChanged 0 SP:Iteration 40F (97.324955 sec): 3 clusters Score: Raw -232164.372956 + Penalty 244.993571 = -231919.379384 nChanged 0 Score: Raw -1699193.713981 + Penalty 111807.292133 = -1587386.421849 Splitting cluster 3 changes total score from -1553221.911267 to -1587386.421849 So it's getting split into cluster 14. Memory request: 0.04 GB would take us to total of 0.43 GB. Trying to split cluster 4 (7344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (99.828105 sec): 2 clusters Score: Raw -314782.262486 + Penalty 195.685886 = -314586.576600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (99.842835 sec): 3 clusters Score: Raw -309897.424618 + Penalty 434.842596 = -309462.582022 nChanged 3455 SP:Iteration 1F (99.857072 sec): 3 clusters Score: Raw -312672.280631 + Penalty 466.478079 = -312205.802552 nChanged 1008 SP:Iteration 2F (99.872068 sec): 3 clusters Score: Raw -313471.444249 + Penalty 498.583427 = -312972.860822 nChanged 523 SP:Iteration 3F (99.886927 sec): 3 clusters Score: Raw -314025.237014 + Penalty 521.987686 = -313503.249328 nChanged 326 SP:Iteration 4Q (99.901207 sec): 3 clusters Score: Raw -314357.703195 + Penalty 548.171031 = -313809.532164 nChanged 184 SP:Iteration 5Q (99.914630 sec): 3 clusters Score: Raw -314534.143973 + Penalty 561.681820 = -313972.462153 nChanged 115 SP:Iteration 6Q (99.927514 sec): 3 clusters Score: Raw -314639.511924 + Penalty 556.785300 = -314082.726625 nChanged 78 SP:Iteration 7Q (99.939978 sec): 3 clusters Score: Raw -314698.707596 + Penalty 548.294511 = -314150.413085 nChanged 45 SP:Iteration 8Q (99.952235 sec): 3 clusters Score: Raw -314728.332342 + Penalty 540.965793 = -314187.366550 nChanged 30 SP:Iteration 9Q (99.964352 sec): 3 clusters Score: Raw -314745.629684 + Penalty 537.684923 = -314207.944761 nChanged 20 SP:Iteration 10F (99.979125 sec): 3 clusters Score: Raw -314757.222225 + Penalty 542.461655 = -314214.760571 nChanged 22 SP:Iteration 11Q (99.991274 sec): 3 clusters Score: Raw -314769.748774 + Penalty 546.381200 = -314223.367574 nChanged 20 SP:Iteration 12Q (100.003228 sec): 3 clusters Score: Raw -314779.864187 + Penalty 541.493356 = -314238.370832 nChanged 13 SP:Iteration 13Q (100.015155 sec): 3 clusters Score: Raw -314788.778363 + Penalty 541.351922 = -314247.426441 nChanged 10 SP:Iteration 14Q (100.027100 sec): 3 clusters Score: Raw -314794.733910 + Penalty 549.992671 = -314244.741240 nChanged 5 SP:Iteration 15F (100.041921 sec): 3 clusters Score: Raw -314799.120521 + Penalty 566.396667 = -314232.723854 nChanged 4 SP:Iteration 16F (100.056679 sec): 3 clusters Score: Raw -314805.749688 + Penalty 570.257368 = -314235.492319 nChanged 7 SP:Iteration 17Q (100.068561 sec): 3 clusters Score: Raw -314814.274236 + Penalty 571.872836 = -314242.401400 nChanged 4 SP:Iteration 18Q (100.080713 sec): 3 clusters Score: Raw -314817.902629 + Penalty 570.043302 = -314247.859327 nChanged 4 SP:Iteration 19Q (100.092540 sec): 3 clusters Score: Raw -314823.382148 + Penalty 577.798927 = -314245.583220 nChanged 3 SP:Iteration 20F (100.107405 sec): 3 clusters Score: Raw -314826.577643 + Penalty 581.527763 = -314245.049879 nChanged 1 SP:Iteration 21F (100.122354 sec): 3 clusters Score: Raw -314828.015328 + Penalty 584.575271 = -314243.440057 nChanged 1 SP:Iteration 22F (100.135479 sec): 3 clusters Score: Raw -314829.873083 + Penalty 582.015517 = -314247.857566 nChanged 1 SP:Iteration 23Q (100.145689 sec): 3 clusters Score: Raw -314829.977577 + Penalty 582.015517 = -314247.962060 nChanged 0 SP:Iteration 24F (100.158625 sec): 3 clusters Score: Raw -314829.977577 + Penalty 582.015517 = -314247.962060 nChanged 0 Memory request: 0.02 GB would take us to total of 0.42 GB. Trying to split cluster 5 (3265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.174489 sec): 2 clusters Score: Raw -132190.506236 + Penalty 147.068054 = -132043.438183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.180659 sec): 3 clusters Score: Raw -130083.131934 + Penalty 307.606375 = -129775.525559 nChanged 1501 SP:Iteration 1F (100.186478 sec): 3 clusters Score: Raw -131480.843808 + Penalty 295.718167 = -131185.125641 nChanged 317 SP:Iteration 2F (100.192274 sec): 3 clusters Score: Raw -131858.807831 + Penalty 287.936402 = -131570.871429 nChanged 176 SP:Iteration 3F (100.198093 sec): 3 clusters Score: Raw -132000.231648 + Penalty 279.180424 = -131721.051224 nChanged 125 SP:Iteration 4Q (100.203491 sec): 3 clusters Score: Raw -132092.802192 + Penalty 276.790367 = -131816.011825 nChanged 93 SP:Iteration 5Q (100.208866 sec): 3 clusters Score: Raw -132163.428464 + Penalty 272.597003 = -131890.831461 nChanged 83 SP:Iteration 6Q (100.214146 sec): 3 clusters Score: Raw -132226.582165 + Penalty 271.600272 = -131954.981893 nChanged 69 SP:Iteration 7Q (100.219342 sec): 3 clusters Score: Raw -132268.949971 + Penalty 273.529743 = -131995.420228 nChanged 64 SP:Iteration 8Q (100.224463 sec): 3 clusters Score: Raw -132319.087061 + Penalty 268.469836 = -132050.617225 nChanged 47 SP:Iteration 9Q (100.229554 sec): 3 clusters Score: Raw -132353.722740 + Penalty 263.049148 = -132090.673592 nChanged 39 SP:Iteration 10F (100.235376 sec): 3 clusters Score: Raw -132379.951096 + Penalty 263.664370 = -132116.286727 nChanged 23 SP:Iteration 11Q (100.240313 sec): 3 clusters Score: Raw -132389.700275 + Penalty 262.658663 = -132127.041611 nChanged 22 SP:Iteration 12Q (100.245371 sec): 3 clusters Score: Raw -132397.056015 + Penalty 261.501828 = -132135.554187 nChanged 13 SP:Iteration 13Q (100.250305 sec): 3 clusters Score: Raw -132400.093852 + Penalty 261.756827 = -132138.337025 nChanged 6 SP:Iteration 14Q (100.255157 sec): 3 clusters Score: Raw -132401.166418 + Penalty 262.097848 = -132139.068570 nChanged 2 SP:Iteration 15Q (100.260001 sec): 3 clusters Score: Raw -132401.375743 + Penalty 262.443962 = -132138.931781 nChanged 2 SP:Iteration 16F (100.265793 sec): 3 clusters Score: Raw -132401.515269 + Penalty 262.917324 = -132138.597945 nChanged 3 SP:Iteration 17F (100.271598 sec): 3 clusters Score: Raw -132401.987681 + Penalty 263.710256 = -132138.277425 nChanged 5 SP:Iteration 18F (100.277381 sec): 3 clusters Score: Raw -132402.571584 + Penalty 263.284598 = -132139.286986 nChanged 4 SP:Iteration 19Q (100.282509 sec): 3 clusters Score: Raw -132402.968008 + Penalty 263.468635 = -132139.499372 nChanged 3 SP:Iteration 20F (100.288752 sec): 3 clusters Score: Raw -132403.209932 + Penalty 264.178763 = -132139.031169 nChanged 2 SP:Iteration 21F (100.294526 sec): 3 clusters Score: Raw -132403.397776 + Penalty 264.178763 = -132139.219013 nChanged 0 Score: Raw -1699406.607595 + Penalty 111961.958721 = -1587444.648874 Splitting cluster 5 changes total score from -1553221.911267 to -1587444.648874 So it's getting split into cluster 25. Memory request: 0.02 GB would take us to total of 0.42 GB. Trying to split cluster 6 (4866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.808646 sec): 2 clusters Score: Raw -202091.552745 + Penalty 166.804211 = -201924.748534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.818214 sec): 3 clusters Score: Raw -198901.650575 + Penalty 329.340386 = -198572.310190 nChanged 2284 SP:Iteration 1F (102.827409 sec): 3 clusters Score: Raw -200760.102726 + Penalty 318.511079 = -200441.591648 nChanged 520 SP:Iteration 2F (102.836720 sec): 3 clusters Score: Raw -201294.784505 + Penalty 312.028851 = -200982.755653 nChanged 387 SP:Iteration 3F (102.846355 sec): 3 clusters Score: Raw -201810.745002 + Penalty 312.734131 = -201498.010871 nChanged 206 SP:Iteration 4Q (102.855547 sec): 3 clusters Score: Raw -202089.286787 + Penalty 328.653529 = -201760.633258 nChanged 18 SP:Iteration 5Q (102.863782 sec): 3 clusters Score: Raw -202121.387603 + Penalty 329.717194 = -201791.670410 nChanged 1 SP:Iteration 6Q (102.870622 sec): 3 clusters Score: Raw -202136.943051 + Penalty 355.734260 = -201781.208791 nChanged 4 SP:Iteration 7F (102.879312 sec): 3 clusters Score: Raw -202148.645422 + Penalty 361.885585 = -201786.759837 nChanged 6 SP:Iteration 8Q (102.886040 sec): 3 clusters Score: Raw -202156.964372 + Penalty 375.710111 = -201781.254261 nChanged 4 SP:Iteration 9F (102.895300 sec): 3 clusters Score: Raw -202160.577054 + Penalty 393.479873 = -201767.097181 nChanged 6 SP:Iteration 10F (102.904549 sec): 3 clusters Score: Raw -202167.696715 + Penalty 394.240178 = -201773.456537 nChanged 6 SP:Iteration 11Q (102.911898 sec): 3 clusters Score: Raw -202171.736859 + Penalty 405.578003 = -201766.158856 nChanged 5 SP:Iteration 12F (102.921201 sec): 3 clusters Score: Raw -202178.372867 + Penalty 414.872698 = -201763.500169 nChanged 6 SP:Iteration 13F (102.930466 sec): 3 clusters Score: Raw -202183.152497 + Penalty 416.387934 = -201766.764563 nChanged 6 SP:Iteration 14Q (102.937847 sec): 3 clusters Score: Raw -202187.345976 + Penalty 413.247230 = -201774.098746 nChanged 6 SP:Iteration 15Q (102.945419 sec): 3 clusters Score: Raw -202192.701261 + Penalty 413.012444 = -201779.688817 nChanged 12 SP:Iteration 16Q (102.952806 sec): 3 clusters Score: Raw -202205.747483 + Penalty 413.468341 = -201792.279142 nChanged 14 SP:Iteration 17Q (102.960198 sec): 3 clusters Score: Raw -202217.880654 + Penalty 412.161569 = -201805.719085 nChanged 14 SP:Iteration 18Q (102.967579 sec): 3 clusters Score: Raw -202229.362373 + Penalty 409.410588 = -201819.951784 nChanged 18 SP:Iteration 19Q (102.975046 sec): 3 clusters Score: Raw -202240.863709 + Penalty 399.262027 = -201841.601682 nChanged 20 SP:Iteration 20F (102.984318 sec): 3 clusters Score: Raw -202253.520445 + Penalty 384.562457 = -201868.957988 nChanged 21 SP:Iteration 21Q (102.991863 sec): 3 clusters Score: Raw -202270.070006 + Penalty 383.867643 = -201886.202363 nChanged 24 SP:Iteration 22Q (102.999363 sec): 3 clusters Score: Raw -202292.372815 + Penalty 371.665313 = -201920.707503 nChanged 34 SP:Iteration 23Q (103.006856 sec): 3 clusters Score: Raw -202327.395332 + Penalty 363.207370 = -201964.187962 nChanged 35 SP:Iteration 24Q (103.014326 sec): 3 clusters Score: Raw -202366.156597 + Penalty 359.408797 = -202006.747801 nChanged 48 SP:Iteration 25Q (103.021830 sec): 3 clusters Score: Raw -202427.573724 + Penalty 354.077255 = -202073.496469 nChanged 58 SP:Iteration 26Q (103.029441 sec): 3 clusters Score: Raw -202493.435389 + Penalty 357.859104 = -202135.576285 nChanged 40 SP:Iteration 27Q (103.036883 sec): 3 clusters Score: Raw -202522.070150 + Penalty 363.371805 = -202158.698346 nChanged 21 SP:Iteration 28Q (103.044422 sec): 3 clusters Score: Raw -202540.609312 + Penalty 365.463798 = -202175.145514 nChanged 10 SP:Iteration 29Q (103.052227 sec): 3 clusters Score: Raw -202547.533756 + Penalty 368.462786 = -202179.070970 nChanged 7 SP:Iteration 30F (103.061427 sec): 3 clusters Score: Raw -202583.561927 + Penalty 371.550769 = -202212.011158 nChanged 40 SP:Iteration 31Q (103.068953 sec): 3 clusters Score: Raw -202619.679544 + Penalty 374.853056 = -202244.826488 nChanged 17 SP:Iteration 32Q (103.076457 sec): 3 clusters Score: Raw -202630.576082 + Penalty 378.193945 = -202252.382137 nChanged 13 SP:Iteration 33Q (103.084016 sec): 3 clusters Score: Raw -202634.561038 + Penalty 379.735315 = -202254.825723 nChanged 7 SP:Iteration 34Q (103.091527 sec): 3 clusters Score: Raw -202635.497214 + Penalty 381.038065 = -202254.459149 nChanged 8 SP:Iteration 35F (103.100758 sec): 3 clusters Score: Raw -202636.577621 + Penalty 381.255537 = -202255.322083 nChanged 3 SP:Iteration 36Q (103.108305 sec): 3 clusters Score: Raw -202636.919197 + Penalty 381.009189 = -202255.910007 nChanged 6 SP:Iteration 37Q (103.115894 sec): 3 clusters Score: Raw -202637.491192 + Penalty 381.014861 = -202256.476331 nChanged 4 SP:Iteration 38Q (103.123491 sec): 3 clusters Score: Raw -202638.342111 + Penalty 381.696349 = -202256.645762 nChanged 2 SP:Iteration 39Q (103.131074 sec): 3 clusters Score: Raw -202638.981511 + Penalty 382.822871 = -202256.158640 nChanged 5 SP:Iteration 40F (103.140316 sec): 3 clusters Score: Raw -202640.192976 + Penalty 384.622961 = -202255.570015 nChanged 4 SP:Iteration 41F (103.149757 sec): 3 clusters Score: Raw -202640.824610 + Penalty 384.714147 = -202256.110463 nChanged 6 SP:Iteration 42Q (103.157337 sec): 3 clusters Score: Raw -202641.730875 + Penalty 386.033091 = -202255.697784 nChanged 5 SP:Iteration 43F (103.166534 sec): 3 clusters Score: Raw -202642.246567 + Penalty 387.420411 = -202254.826156 nChanged 4 SP:Iteration 44F (103.175724 sec): 3 clusters Score: Raw -202642.922455 + Penalty 388.640275 = -202254.282180 nChanged 3 SP:Iteration 45F (103.184986 sec): 3 clusters Score: Raw -202643.473767 + Penalty 389.474455 = -202253.999312 nChanged 4 SP:Iteration 46F (103.194173 sec): 3 clusters Score: Raw -202643.815481 + Penalty 389.474455 = -202254.341026 nChanged 0 Score: Raw -1699958.872679 + Penalty 112242.215411 = -1587716.657268 Splitting cluster 6 changes total score from -1553221.911267 to -1587716.657268 So it's getting split into cluster 30. Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 7 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.718925 sec): 2 clusters Score: Raw -1253.544883 + Penalty 272.739298 = -980.805585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.719207 sec): 3 clusters Score: Raw -1305.853624 + Penalty 544.525076 = -761.328549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 8 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.719880 sec): 2 clusters Score: Raw -1543.971634 + Penalty 207.581160 = -1336.390475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.720153 sec): 3 clusters Score: Raw -1599.735591 + Penalty 415.198890 = -1184.536700 nChanged 2 SP:Iteration 1F (105.720430 sec): 3 clusters Score: Raw -1606.564730 + Penalty 415.198890 = -1191.365839 nChanged 0 Memory request: 0.01 GB would take us to total of 0.41 GB. Trying to split cluster 9 (1042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.726300 sec): 2 clusters Score: Raw -47011.085687 + Penalty 587.050051 = -46424.035636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.728318 sec): 3 clusters Score: Raw -46466.378988 + Penalty 1172.583809 = -45293.795180 nChanged 386 SP:Iteration 1F (105.730293 sec): 3 clusters Score: Raw -46695.178633 + Penalty 1168.684663 = -45526.493970 nChanged 120 SP:Iteration 2F (105.732270 sec): 3 clusters Score: Raw -46771.084231 + Penalty 1165.236545 = -45605.847687 nChanged 58 SP:Iteration 3F (105.734243 sec): 3 clusters Score: Raw -46810.994267 + Penalty 1162.488025 = -45648.506241 nChanged 51 SP:Iteration 4Q (105.736215 sec): 3 clusters Score: Raw -46837.931979 + Penalty 1159.991438 = -45677.940541 nChanged 35 SP:Iteration 5Q (105.738183 sec): 3 clusters Score: Raw -46852.522179 + Penalty 1158.743125 = -45693.779055 nChanged 17 SP:Iteration 6Q (105.740148 sec): 3 clusters Score: Raw -46864.464410 + Penalty 1156.814469 = -45707.649941 nChanged 29 SP:Iteration 7Q (105.742112 sec): 3 clusters Score: Raw -46881.011990 + Penalty 1157.470617 = -45723.541373 nChanged 24 SP:Iteration 8Q (105.744077 sec): 3 clusters Score: Raw -46894.307457 + Penalty 1159.441028 = -45734.866429 nChanged 23 SP:Iteration 9Q (105.746040 sec): 3 clusters Score: Raw -46906.136877 + Penalty 1161.006493 = -45745.130384 nChanged 21 SP:Iteration 10F (105.748011 sec): 3 clusters Score: Raw -46918.158368 + Penalty 1160.953813 = -45757.204555 nChanged 16 SP:Iteration 11Q (105.749972 sec): 3 clusters Score: Raw -46923.539559 + Penalty 1161.913247 = -45761.626313 nChanged 11 SP:Iteration 12Q (105.751932 sec): 3 clusters Score: Raw -46927.277238 + Penalty 1162.886765 = -45764.390473 nChanged 12 SP:Iteration 13Q (105.753895 sec): 3 clusters Score: Raw -46931.222343 + Penalty 1163.597352 = -45767.624991 nChanged 11 SP:Iteration 14Q (105.755855 sec): 3 clusters Score: Raw -46935.339731 + Penalty 1163.244030 = -45772.095701 nChanged 7 SP:Iteration 15Q (105.757814 sec): 3 clusters Score: Raw -46938.349545 + Penalty 1163.637966 = -45774.711579 nChanged 6 SP:Iteration 16Q (105.759808 sec): 3 clusters Score: Raw -46939.269170 + Penalty 1163.242723 = -45776.026447 nChanged 5 SP:Iteration 17Q (105.761809 sec): 3 clusters Score: Raw -46941.889839 + Penalty 1163.812445 = -45778.077394 nChanged 5 SP:Iteration 18Q (105.763787 sec): 3 clusters Score: Raw -46945.447598 + Penalty 1163.428513 = -45782.019085 nChanged 6 SP:Iteration 19Q (105.765746 sec): 3 clusters Score: Raw -46946.622782 + Penalty 1163.795932 = -45782.826850 nChanged 4 SP:Iteration 20F (105.767752 sec): 3 clusters Score: Raw -46947.583950 + Penalty 1163.217536 = -45784.366414 nChanged 4 SP:Iteration 21Q (105.769728 sec): 3 clusters Score: Raw -46949.618797 + Penalty 1164.210022 = -45785.408775 nChanged 5 SP:Iteration 22Q (105.771693 sec): 3 clusters Score: Raw -46952.449833 + Penalty 1164.895065 = -45787.554769 nChanged 4 SP:Iteration 23Q (105.773680 sec): 3 clusters Score: Raw -46953.544917 + Penalty 1164.728947 = -45788.815970 nChanged 1 SP:Iteration 24Q (105.775693 sec): 3 clusters Score: Raw -46953.629504 + Penalty 1164.614944 = -45789.014560 nChanged 1 SP:Iteration 25Q (105.777700 sec): 3 clusters Score: Raw -46953.681709 + Penalty 1164.747905 = -45788.933803 nChanged 1 SP:Iteration 26F (105.779693 sec): 3 clusters Score: Raw -46953.930263 + Penalty 1165.243367 = -45788.686896 nChanged 1 SP:Iteration 27F (105.781661 sec): 3 clusters Score: Raw -46954.030263 + Penalty 1165.579739 = -45788.450524 nChanged 2 SP:Iteration 28F (105.783631 sec): 3 clusters Score: Raw -46955.321179 + Penalty 1165.764893 = -45789.556286 nChanged 3 SP:Iteration 29Q (105.785596 sec): 3 clusters Score: Raw -46956.100240 + Penalty 1167.532936 = -45788.567303 nChanged 5 SP:Iteration 30F (105.787564 sec): 3 clusters Score: Raw -46957.074292 + Penalty 1166.745380 = -45790.328912 nChanged 3 SP:Iteration 31Q (105.789534 sec): 3 clusters Score: Raw -46958.127484 + Penalty 1166.994375 = -45791.133109 nChanged 2 SP:Iteration 32Q (105.791498 sec): 3 clusters Score: Raw -46958.412324 + Penalty 1166.994375 = -45791.417948 nChanged 0 SP:Iteration 33F (105.793466 sec): 3 clusters Score: Raw -46958.412324 + Penalty 1166.994375 = -45791.417948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 10 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.797558 sec): 2 clusters Score: Raw -2917.495353 + Penalty 414.878855 = -2502.616498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.797912 sec): 3 clusters Score: Raw -2975.635496 + Penalty 829.282732 = -2146.352764 nChanged 8 SP:Iteration 1F (105.798254 sec): 3 clusters Score: Raw -2991.126250 + Penalty 829.757710 = -2161.368539 nChanged 1 SP:Iteration 2Q (105.798582 sec): 3 clusters Score: Raw -2993.886423 + Penalty 829.757710 = -2164.128713 nChanged 0 SP:Iteration 3F (105.798922 sec): 3 clusters Score: Raw -2993.886423 + Penalty 829.757710 = -2164.128713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 11 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.799496 sec): 2 clusters Score: Raw -1302.221652 + Penalty 239.060623 = -1063.161028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.799762 sec): 3 clusters Score: Raw -1329.890939 + Penalty 481.328618 = -848.562321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 12 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.800638 sec): 2 clusters Score: Raw -6229.422170 + Penalty 616.829676 = -5612.592494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.801129 sec): 3 clusters Score: Raw -6301.674393 + Penalty 1236.786745 = -5064.887648 nChanged 25 SP:Iteration 1F (105.801611 sec): 3 clusters Score: Raw -6352.654599 + Penalty 1235.706059 = -5116.948540 nChanged 9 SP:Iteration 2F (105.802092 sec): 3 clusters Score: Raw -6385.824805 + Penalty 1236.004561 = -5149.820243 nChanged 4 SP:Iteration 3Q (105.802548 sec): 3 clusters Score: Raw -6392.191710 + Penalty 1235.593811 = -5156.597899 nChanged 1 SP:Iteration 4Q (105.802998 sec): 3 clusters Score: Raw -6399.112742 + Penalty 1234.882758 = -5164.229984 nChanged 1 SP:Iteration 5Q (105.803445 sec): 3 clusters Score: Raw -6400.055405 + Penalty 1234.882758 = -5165.172646 nChanged 0 SP:Iteration 6F (105.803925 sec): 3 clusters Score: Raw -6400.055405 + Penalty 1234.882758 = -5165.172646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 13 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.804609 sec): 2 clusters Score: Raw -2842.551586 + Penalty 447.211545 = -2395.340041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.804939 sec): 3 clusters Score: Raw -2874.622790 + Penalty 892.098624 = -1982.524166 nChanged 2 SP:Iteration 1Q (105.805257 sec): 3 clusters Score: Raw -2879.046225 + Penalty 892.098624 = -1986.947600 nChanged 0 SP:Iteration 2F (105.805581 sec): 3 clusters Score: Raw -2879.046225 + Penalty 892.098624 = -1986.947600 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 15 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.806079 sec): 2 clusters Score: Raw -491.948450 + Penalty 218.053423 = -273.895027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.806303 sec): 3 clusters Score: Raw -499.843175 + Penalty 436.106845 = -63.736330 nChanged 0 Memory request: 0.01 GB would take us to total of 0.41 GB. Trying to split cluster 16 (1721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (105.814375 sec): 2 clusters Score: Raw -67533.441341 + Penalty 66.011388 = -67467.429952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.817833 sec): 3 clusters Score: Raw -66439.181908 + Penalty 134.740223 = -66304.441685 nChanged 760 SP:Iteration 1F (105.821107 sec): 3 clusters Score: Raw -67033.618670 + Penalty 129.586647 = -66904.032022 nChanged 260 SP:Iteration 2F (105.824290 sec): 3 clusters Score: Raw -67327.610875 + Penalty 123.335279 = -67204.275596 nChanged 254 SP:Iteration 3F (105.827447 sec): 3 clusters Score: Raw -67658.258845 + Penalty 118.774943 = -67539.483903 nChanged 101 SP:Iteration 4F (105.830647 sec): 3 clusters Score: Raw -67758.944049 + Penalty 117.619919 = -67641.324131 nChanged 42 SP:Iteration 5Q (105.833644 sec): 3 clusters Score: Raw -67794.053284 + Penalty 117.199679 = -67676.853605 nChanged 26 SP:Iteration 6Q (105.836473 sec): 3 clusters Score: Raw -67812.762522 + Penalty 116.930541 = -67695.831980 nChanged 19 SP:Iteration 7Q (105.839134 sec): 3 clusters Score: Raw -67826.966416 + Penalty 116.839973 = -67710.126442 nChanged 11 SP:Iteration 8Q (105.841685 sec): 3 clusters Score: Raw -67833.712202 + Penalty 116.772836 = -67716.939365 nChanged 9 SP:Iteration 9Q (105.844213 sec): 3 clusters Score: Raw -67837.397566 + Penalty 116.756432 = -67720.641134 nChanged 6 SP:Iteration 10F (105.847290 sec): 3 clusters Score: Raw -67838.589604 + Penalty 116.697228 = -67721.892376 nChanged 3 SP:Iteration 11Q (105.849828 sec): 3 clusters Score: Raw -67838.884543 + Penalty 116.665479 = -67722.219064 nChanged 2 SP:Iteration 12Q (105.852362 sec): 3 clusters Score: Raw -67839.091479 + Penalty 116.665479 = -67722.426000 nChanged 0 SP:Iteration 13F (105.855437 sec): 3 clusters Score: Raw -67839.091479 + Penalty 116.665479 = -67722.426000 nChanged 0 Score: Raw -1700264.524251 + Penalty 112314.863239 = -1587949.661013 Splitting cluster 16 changes total score from -1553221.911267 to -1587949.661013 So it's getting split into cluster 31. Memory request: 0.01 GB would take us to total of 0.41 GB. Trying to split cluster 17 (1636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.384931 sec): 2 clusters Score: Raw -67772.762562 + Penalty 176.915829 = -67595.846733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.387971 sec): 3 clusters Score: Raw -66746.134906 + Penalty 386.920605 = -66359.214301 nChanged 739 SP:Iteration 1F (108.391013 sec): 3 clusters Score: Raw -67380.814072 + Penalty 405.489640 = -66975.324431 nChanged 174 SP:Iteration 2F (108.394037 sec): 3 clusters Score: Raw -67462.262847 + Penalty 415.845132 = -67046.417715 nChanged 70 SP:Iteration 3Q (108.397016 sec): 3 clusters Score: Raw -67496.986773 + Penalty 430.467721 = -67066.519051 nChanged 47 SP:Iteration 4Q (108.399998 sec): 3 clusters Score: Raw -67533.562269 + Penalty 446.371898 = -67087.190370 nChanged 42 SP:Iteration 5Q (108.403017 sec): 3 clusters Score: Raw -67575.464872 + Penalty 463.716295 = -67111.748577 nChanged 41 SP:Iteration 6Q (108.406003 sec): 3 clusters Score: Raw -67630.219400 + Penalty 487.786335 = -67142.433065 nChanged 42 SP:Iteration 7Q (108.408974 sec): 3 clusters Score: Raw -67680.774554 + Penalty 506.496183 = -67174.278371 nChanged 29 SP:Iteration 8Q (108.411865 sec): 3 clusters Score: Raw -67721.866608 + Penalty 513.353668 = -67208.512940 nChanged 19 SP:Iteration 9Q (108.414605 sec): 3 clusters Score: Raw -67758.148639 + Penalty 512.156532 = -67245.992107 nChanged 17 SP:Iteration 10F (108.417601 sec): 3 clusters Score: Raw -67764.213111 + Penalty 513.176183 = -67251.036928 nChanged 5 SP:Iteration 11Q (108.420198 sec): 3 clusters Score: Raw -67766.282726 + Penalty 509.504180 = -67256.778546 nChanged 5 SP:Iteration 12Q (108.422789 sec): 3 clusters Score: Raw -67769.645767 + Penalty 506.408691 = -67263.237076 nChanged 6 SP:Iteration 13Q (108.425367 sec): 3 clusters Score: Raw -67772.228494 + Penalty 506.080962 = -67266.147533 nChanged 2 SP:Iteration 14Q (108.427936 sec): 3 clusters Score: Raw -67772.457016 + Penalty 505.973082 = -67266.483933 nChanged 1 SP:Iteration 15Q (108.430506 sec): 3 clusters Score: Raw -67772.520156 + Penalty 503.998497 = -67268.521658 nChanged 2 SP:Iteration 16Q (108.433070 sec): 3 clusters Score: Raw -67773.556864 + Penalty 503.998497 = -67269.558367 nChanged 0 SP:Iteration 17F (108.436037 sec): 3 clusters Score: Raw -67773.556864 + Penalty 503.998497 = -67269.558367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 18 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.436724 sec): 2 clusters Score: Raw -1816.027575 + Penalty 313.338186 = -1502.689388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.437029 sec): 3 clusters Score: Raw -1834.632672 + Penalty 626.015809 = -1208.616863 nChanged 3 SP:Iteration 1F (108.437322 sec): 3 clusters Score: Raw -1842.334989 + Penalty 624.489909 = -1217.845080 nChanged 2 SP:Iteration 2Q (108.437609 sec): 3 clusters Score: Raw -1844.879157 + Penalty 624.489909 = -1220.389248 nChanged 0 SP:Iteration 3F (108.437900 sec): 3 clusters Score: Raw -1844.879157 + Penalty 624.489909 = -1220.389248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 19 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.438431 sec): 2 clusters Score: Raw -939.189206 + Penalty 224.918950 = -714.270256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.438684 sec): 3 clusters Score: Raw -962.820487 + Penalty 465.042191 = -497.778296 nChanged 0 Memory request: 0.02 GB would take us to total of 0.42 GB. Trying to split cluster 20 (3133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.452564 sec): 2 clusters Score: Raw -134482.675431 + Penalty 168.178904 = -134314.496528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.458382 sec): 3 clusters Score: Raw -132466.127499 + Penalty 334.985477 = -132131.142022 nChanged 1457 SP:Iteration 1F (108.463963 sec): 3 clusters Score: Raw -133673.201745 + Penalty 334.933438 = -133338.268307 nChanged 318 SP:Iteration 2F (108.469524 sec): 3 clusters Score: Raw -133982.858141 + Penalty 340.896306 = -133641.961835 nChanged 239 SP:Iteration 3F (108.475175 sec): 3 clusters Score: Raw -134277.493576 + Penalty 353.333366 = -133924.160211 nChanged 111 SP:Iteration 4Q (108.480899 sec): 3 clusters Score: Raw -134415.084383 + Penalty 373.658711 = -134041.425672 nChanged 39 SP:Iteration 5Q (108.485900 sec): 3 clusters Score: Raw -134460.989767 + Penalty 393.775143 = -134067.214624 nChanged 21 SP:Iteration 6Q (108.490508 sec): 3 clusters Score: Raw -134485.316789 + Penalty 403.225117 = -134082.091673 nChanged 9 SP:Iteration 7Q (108.494937 sec): 3 clusters Score: Raw -134491.514513 + Penalty 404.851812 = -134086.662701 nChanged 3 SP:Iteration 8Q (108.499380 sec): 3 clusters Score: Raw -134492.919987 + Penalty 407.299751 = -134085.620236 nChanged 2 SP:Iteration 9F (108.504921 sec): 3 clusters Score: Raw -134493.289828 + Penalty 411.513838 = -134081.775991 nChanged 1 SP:Iteration 10F (108.510583 sec): 3 clusters Score: Raw -134493.244353 + Penalty 411.513838 = -134081.730515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 21 (379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.514775 sec): 2 clusters Score: Raw -14144.824154 + Penalty 241.795717 = -13903.028437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.515657 sec): 3 clusters Score: Raw -13976.836000 + Penalty 489.776220 = -13487.059780 nChanged 116 SP:Iteration 1F (108.516511 sec): 3 clusters Score: Raw -14103.478347 + Penalty 494.268956 = -13609.209391 nChanged 40 SP:Iteration 2F (108.517363 sec): 3 clusters Score: Raw -14184.604490 + Penalty 491.714089 = -13692.890401 nChanged 17 SP:Iteration 3Q (108.518188 sec): 3 clusters Score: Raw -14215.111305 + Penalty 485.466449 = -13729.644856 nChanged 8 SP:Iteration 4Q (108.518988 sec): 3 clusters Score: Raw -14235.357432 + Penalty 481.610018 = -13753.747414 nChanged 7 SP:Iteration 5Q (108.519760 sec): 3 clusters Score: Raw -14241.383666 + Penalty 478.316114 = -13763.067552 nChanged 7 SP:Iteration 6Q (108.520530 sec): 3 clusters Score: Raw -14248.948465 + Penalty 477.312977 = -13771.635488 nChanged 6 SP:Iteration 7Q (108.521296 sec): 3 clusters Score: Raw -14255.444871 + Penalty 478.572953 = -13776.871918 nChanged 2 SP:Iteration 8Q (108.522060 sec): 3 clusters Score: Raw -14258.486790 + Penalty 478.593170 = -13779.893619 nChanged 2 SP:Iteration 9Q (108.522823 sec): 3 clusters Score: Raw -14259.777547 + Penalty 478.480606 = -13781.296942 nChanged 3 SP:Iteration 10F (108.523675 sec): 3 clusters Score: Raw -14261.216572 + Penalty 478.109334 = -13783.107239 nChanged 1 SP:Iteration 11Q (108.524440 sec): 3 clusters Score: Raw -14261.902173 + Penalty 477.790917 = -13784.111256 nChanged 3 SP:Iteration 12Q (108.525206 sec): 3 clusters Score: Raw -14267.046653 + Penalty 476.689978 = -13790.356675 nChanged 5 SP:Iteration 13Q (108.525971 sec): 3 clusters Score: Raw -14276.728705 + Penalty 476.402442 = -13800.326262 nChanged 5 SP:Iteration 14Q (108.526735 sec): 3 clusters Score: Raw -14283.341552 + Penalty 476.402442 = -13806.939110 nChanged 0 SP:Iteration 15F (108.527583 sec): 3 clusters Score: Raw -14283.341552 + Penalty 476.402442 = -13806.939110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 22 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.529070 sec): 2 clusters Score: Raw -7253.304871 + Penalty 431.248474 = -6822.056398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.529640 sec): 3 clusters Score: Raw -7209.037708 + Penalty 861.140397 = -6347.897311 nChanged 32 SP:Iteration 1F (108.530195 sec): 3 clusters Score: Raw -7234.999956 + Penalty 860.202984 = -6374.796973 nChanged 11 SP:Iteration 2F (108.530749 sec): 3 clusters Score: Raw -7248.538672 + Penalty 866.127629 = -6382.411044 nChanged 10 SP:Iteration 3F (108.531301 sec): 3 clusters Score: Raw -7265.135011 + Penalty 870.131575 = -6395.003436 nChanged 6 SP:Iteration 4Q (108.531847 sec): 3 clusters Score: Raw -7276.090131 + Penalty 877.594762 = -6398.495368 nChanged 10 SP:Iteration 5F (108.532399 sec): 3 clusters Score: Raw -7295.434384 + Penalty 895.826297 = -6399.608087 nChanged 9 SP:Iteration 6Q (108.532959 sec): 3 clusters Score: Raw -7315.616216 + Penalty 912.653993 = -6402.962223 nChanged 6 SP:Iteration 7Q (108.533480 sec): 3 clusters Score: Raw -7330.432329 + Penalty 924.316741 = -6406.115588 nChanged 2 SP:Iteration 8Q (108.534002 sec): 3 clusters Score: Raw -7333.871627 + Penalty 924.316741 = -6409.554886 nChanged 0 SP:Iteration 9F (108.534539 sec): 3 clusters Score: Raw -7333.871627 + Penalty 924.316741 = -6409.554886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 23 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.535482 sec): 2 clusters Score: Raw -1101.621008 + Penalty 159.292489 = -942.328519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.535744 sec): 3 clusters Score: Raw -1120.381983 + Penalty 312.720396 = -807.661587 nChanged 2 SP:Iteration 1F (108.536005 sec): 3 clusters Score: Raw -1123.367125 + Penalty 312.720396 = -810.646729 nChanged 0 Memory request: 0.01 GB would take us to total of 0.41 GB. Trying to split cluster 24 (1677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.541238 sec): 2 clusters Score: Raw -75268.376289 + Penalty 306.213093 = -74962.163196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.544336 sec): 3 clusters Score: Raw -74313.677265 + Penalty 630.016861 = -73683.660405 nChanged 697 SP:Iteration 1F (108.547376 sec): 3 clusters Score: Raw -74856.345051 + Penalty 636.278456 = -74220.066595 nChanged 194 SP:Iteration 2F (108.550415 sec): 3 clusters Score: Raw -74983.551830 + Penalty 633.941204 = -74349.610626 nChanged 105 SP:Iteration 3F (108.553452 sec): 3 clusters Score: Raw -75043.511023 + Penalty 633.078366 = -74410.432657 nChanged 66 SP:Iteration 4Q (108.556488 sec): 3 clusters Score: Raw -75073.031969 + Penalty 633.507961 = -74439.524008 nChanged 56 SP:Iteration 5Q (108.559533 sec): 3 clusters Score: Raw -75099.829395 + Penalty 636.052425 = -74463.776970 nChanged 36 SP:Iteration 6Q (108.562679 sec): 3 clusters Score: Raw -75114.614513 + Penalty 637.670535 = -74476.943978 nChanged 31 SP:Iteration 7Q (108.565719 sec): 3 clusters Score: Raw -75126.836892 + Penalty 644.993926 = -74481.842965 nChanged 29 SP:Iteration 8Q (108.568754 sec): 3 clusters Score: Raw -75140.375122 + Penalty 649.195983 = -74491.179140 nChanged 31 SP:Iteration 9Q (108.571794 sec): 3 clusters Score: Raw -75154.749588 + Penalty 656.022638 = -74498.726950 nChanged 30 SP:Iteration 10F (108.574931 sec): 3 clusters Score: Raw -75170.203689 + Penalty 660.401887 = -74509.801802 nChanged 31 SP:Iteration 11Q (108.578167 sec): 3 clusters Score: Raw -75189.786943 + Penalty 671.727683 = -74518.059260 nChanged 25 SP:Iteration 12Q (108.581388 sec): 3 clusters Score: Raw -75203.762476 + Penalty 692.112735 = -74511.649741 nChanged 24 SP:Iteration 13F (108.584455 sec): 3 clusters Score: Raw -75227.527103 + Penalty 716.685489 = -74510.841615 nChanged 23 SP:Iteration 14F (108.587479 sec): 3 clusters Score: Raw -75247.937162 + Penalty 739.521653 = -74508.415509 nChanged 16 SP:Iteration 15F (108.590507 sec): 3 clusters Score: Raw -75268.324412 + Penalty 758.519975 = -74509.804438 nChanged 12 SP:Iteration 16Q (108.593430 sec): 3 clusters Score: Raw -75287.664806 + Penalty 769.555589 = -74518.109217 nChanged 10 SP:Iteration 17Q (108.596207 sec): 3 clusters Score: Raw -75297.801920 + Penalty 774.802764 = -74522.999156 nChanged 6 SP:Iteration 18Q (108.598907 sec): 3 clusters Score: Raw -75302.498200 + Penalty 780.597856 = -74521.900343 nChanged 3 SP:Iteration 19F (108.601934 sec): 3 clusters Score: Raw -75303.156098 + Penalty 781.882491 = -74521.273607 nChanged 1 SP:Iteration 20F (108.604959 sec): 3 clusters Score: Raw -75303.304740 + Penalty 781.882491 = -74521.422249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 26 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.606496 sec): 2 clusters Score: Raw -13521.239890 + Penalty 323.756561 = -13197.483329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.607287 sec): 3 clusters Score: Raw -13378.543884 + Penalty 656.732192 = -12721.811692 nChanged 116 SP:Iteration 1F (108.608081 sec): 3 clusters Score: Raw -13478.360998 + Penalty 659.595479 = -12818.765519 nChanged 42 SP:Iteration 2F (108.608874 sec): 3 clusters Score: Raw -13527.024563 + Penalty 652.940939 = -12874.083624 nChanged 27 SP:Iteration 3F (108.609681 sec): 3 clusters Score: Raw -13572.950962 + Penalty 657.941420 = -12915.009542 nChanged 14 SP:Iteration 4Q (108.610446 sec): 3 clusters Score: Raw -13593.008851 + Penalty 665.118805 = -12927.890046 nChanged 5 SP:Iteration 5Q (108.611207 sec): 3 clusters Score: Raw -13600.678525 + Penalty 663.149353 = -12937.529172 nChanged 2 SP:Iteration 6Q (108.611931 sec): 3 clusters Score: Raw -13602.191692 + Penalty 663.149353 = -12939.042339 nChanged 0 SP:Iteration 7F (108.612705 sec): 3 clusters Score: Raw -13602.191692 + Penalty 663.149353 = -12939.042339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 27 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.613375 sec): 2 clusters Score: Raw -2195.427402 + Penalty 298.181708 = -1897.245694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.613686 sec): 3 clusters Score: Raw -2283.908273 + Penalty 598.012350 = -1685.895923 nChanged 7 SP:Iteration 1F (108.613989 sec): 3 clusters Score: Raw -2308.536695 + Penalty 598.012350 = -1710.524346 nChanged 0 Memory request: 0.01 GB would take us to total of 0.41 GB. Trying to split cluster 28 (1545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.619133 sec): 2 clusters Score: Raw -63771.288191 + Penalty 232.056417 = -63539.231775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.622101 sec): 3 clusters Score: Raw -62835.349440 + Penalty 458.292232 = -62377.057208 nChanged 644 SP:Iteration 1F (108.624938 sec): 3 clusters Score: Raw -63190.633834 + Penalty 455.585005 = -62735.048828 nChanged 157 SP:Iteration 2F (108.627839 sec): 3 clusters Score: Raw -63266.421832 + Penalty 451.171193 = -62815.250639 nChanged 106 SP:Iteration 3F (108.630680 sec): 3 clusters Score: Raw -63330.701143 + Penalty 448.556366 = -62882.144777 nChanged 102 SP:Iteration 4F (108.633496 sec): 3 clusters Score: Raw -63407.610882 + Penalty 447.787879 = -62959.823003 nChanged 105 SP:Iteration 5F (108.636311 sec): 3 clusters Score: Raw -63496.509096 + Penalty 460.613798 = -63035.895298 nChanged 119 SP:Iteration 6F (108.639198 sec): 3 clusters Score: Raw -63612.607190 + Penalty 497.617689 = -63114.989502 nChanged 88 SP:Iteration 7F (108.642068 sec): 3 clusters Score: Raw -63708.950829 + Penalty 527.344970 = -63181.605859 nChanged 45 SP:Iteration 8Q (108.644607 sec): 3 clusters Score: Raw -63759.071894 + Penalty 572.906356 = -63186.165538 nChanged 14 SP:Iteration 9Q (108.647105 sec): 3 clusters Score: Raw -63773.414521 + Penalty 615.645397 = -63157.769124 nChanged 8 SP:Iteration 10F (108.650055 sec): 3 clusters Score: Raw -63784.245907 + Penalty 635.442901 = -63148.803007 nChanged 2 SP:Iteration 11F (108.652999 sec): 3 clusters Score: Raw -63786.164760 + Penalty 627.484728 = -63158.680031 nChanged 1 SP:Iteration 12Q (108.655448 sec): 3 clusters Score: Raw -63786.285066 + Penalty 627.484728 = -63158.800338 nChanged 0 SP:Iteration 13F (108.658424 sec): 3 clusters Score: Raw -63786.285066 + Penalty 627.484728 = -63158.800338 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 29 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.659851 sec): 2 clusters Score: Raw -13958.495837 + Penalty 548.427854 = -13410.067983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.660583 sec): 3 clusters Score: Raw -13907.168414 + Penalty 1099.523421 = -12807.644992 nChanged 69 SP:Iteration 1F (108.661305 sec): 3 clusters Score: Raw -14001.378855 + Penalty 1105.944918 = -12895.433938 nChanged 18 SP:Iteration 2F (108.662033 sec): 3 clusters Score: Raw -14028.859381 + Penalty 1111.435402 = -12917.423979 nChanged 11 SP:Iteration 3Q (108.662736 sec): 3 clusters Score: Raw -14045.495285 + Penalty 1114.416950 = -12931.078335 nChanged 6 SP:Iteration 4Q (108.663432 sec): 3 clusters Score: Raw -14051.787135 + Penalty 1115.283809 = -12936.503326 nChanged 1 SP:Iteration 5Q (108.664159 sec): 3 clusters Score: Raw -14052.780126 + Penalty 1115.586622 = -12937.193504 nChanged 1 SP:Iteration 6Q (108.664857 sec): 3 clusters Score: Raw -14053.401525 + Penalty 1115.814665 = -12937.586861 nChanged 2 SP:Iteration 7Q (108.665552 sec): 3 clusters Score: Raw -14060.458795 + Penalty 1117.421426 = -12943.037370 nChanged 4 SP:Iteration 8Q (108.666247 sec): 3 clusters Score: Raw -14065.519115 + Penalty 1117.421426 = -12948.097690 nChanged 0 SP:Iteration 9F (108.666968 sec): 3 clusters Score: Raw -14065.519115 + Penalty 1117.421426 = -12948.097690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 32 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.667586 sec): 2 clusters Score: Raw -1813.877059 + Penalty 403.354122 = -1410.522937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.667868 sec): 3 clusters Score: Raw -1854.960524 + Penalty 803.567963 = -1051.392561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 33 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.668389 sec): 2 clusters Score: Raw -850.356486 + Penalty 240.284299 = -610.072187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.668631 sec): 3 clusters Score: Raw -872.340745 + Penalty 478.090627 = -394.250118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 34 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.670101 sec): 2 clusters Score: Raw -14696.821705 + Penalty 900.096737 = -13796.724967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.670949 sec): 3 clusters Score: Raw -14704.256752 + Penalty 1800.927059 = -12903.329694 nChanged 69 SP:Iteration 1F (108.671783 sec): 3 clusters Score: Raw -14838.774616 + Penalty 1801.530370 = -13037.244246 nChanged 15 SP:Iteration 2Q (108.672595 sec): 3 clusters Score: Raw -14877.330917 + Penalty 1801.692582 = -13075.638335 nChanged 6 SP:Iteration 3Q (108.673395 sec): 3 clusters Score: Raw -14886.163080 + Penalty 1801.352234 = -13084.810845 nChanged 4 SP:Iteration 4Q (108.674196 sec): 3 clusters Score: Raw -14892.277627 + Penalty 1801.352234 = -13090.925393 nChanged 2 SP:Iteration 5Q (108.675014 sec): 3 clusters Score: Raw -14893.336661 + Penalty 1801.352234 = -13091.984427 nChanged 0 SP:Iteration 6F (108.675847 sec): 3 clusters Score: Raw -14893.336661 + Penalty 1801.352234 = -13091.984427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 36 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.676455 sec): 2 clusters Score: Raw -1663.679727 + Penalty 382.802884 = -1280.876843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.676736 sec): 3 clusters Score: Raw -1711.854684 + Penalty 762.996710 = -948.857974 nChanged 1 SP:Iteration 1Q (108.676999 sec): 3 clusters Score: Raw -1717.760178 + Penalty 762.996710 = -954.763468 nChanged 0 SP:Iteration 2F (108.677270 sec): 3 clusters Score: Raw -1717.760178 + Penalty 762.996710 = -954.763468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 37 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.677791 sec): 2 clusters Score: Raw -718.047648 + Penalty 154.299901 = -563.747746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.678030 sec): 3 clusters Score: Raw -733.190342 + Penalty 325.906635 = -407.283707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 38 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.678740 sec): 2 clusters Score: Raw -3261.553295 + Penalty 321.289331 = -2940.263964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.679117 sec): 3 clusters Score: Raw -3266.039293 + Penalty 631.058390 = -2634.980903 nChanged 15 SP:Iteration 1F (108.679510 sec): 3 clusters Score: Raw -3297.850720 + Penalty 638.683791 = -2659.166928 nChanged 6 SP:Iteration 2F (108.679877 sec): 3 clusters Score: Raw -3307.412957 + Penalty 638.683791 = -2668.729166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 39 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.680544 sec): 2 clusters Score: Raw -2452.482074 + Penalty 442.915221 = -2009.566853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.680862 sec): 3 clusters Score: Raw -2497.671910 + Penalty 885.222746 = -1612.449165 nChanged 3 SP:Iteration 1Q (108.681165 sec): 3 clusters Score: Raw -2507.335137 + Penalty 885.309937 = -1622.025200 nChanged 2 SP:Iteration 2Q (108.681465 sec): 3 clusters Score: Raw -2513.703008 + Penalty 887.495774 = -1626.207234 nChanged 1 SP:Iteration 3Q (108.681764 sec): 3 clusters Score: Raw -2515.158356 + Penalty 887.495774 = -1627.662581 nChanged 0 SP:Iteration 4F (108.682076 sec): 3 clusters Score: Raw -2515.158356 + Penalty 887.495774 = -1627.662581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 40 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.683679 sec): 2 clusters Score: Raw -10722.927427 + Penalty 513.157973 = -10209.769454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.684310 sec): 3 clusters Score: Raw -10636.042132 + Penalty 1033.420413 = -9602.621720 nChanged 53 SP:Iteration 1F (108.684931 sec): 3 clusters Score: Raw -10698.674125 + Penalty 1044.316495 = -9654.357630 nChanged 24 SP:Iteration 2F (108.685562 sec): 3 clusters Score: Raw -10724.562213 + Penalty 1046.101352 = -9678.460861 nChanged 8 SP:Iteration 3Q (108.686177 sec): 3 clusters Score: Raw -10735.967837 + Penalty 1047.778258 = -9688.189579 nChanged 4 SP:Iteration 4Q (108.686787 sec): 3 clusters Score: Raw -10742.173937 + Penalty 1048.649560 = -9693.524378 nChanged 3 SP:Iteration 5Q (108.687394 sec): 3 clusters Score: Raw -10744.868729 + Penalty 1048.649560 = -9696.219169 nChanged 0 SP:Iteration 6F (108.688009 sec): 3 clusters Score: Raw -10744.868729 + Penalty 1048.649560 = -9696.219169 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 43 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.688914 sec): 2 clusters Score: Raw -735.878480 + Penalty 251.572927 = -484.305553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.689162 sec): 3 clusters Score: Raw -773.710233 + Penalty 502.234719 = -271.475513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 44 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.690044 sec): 2 clusters Score: Raw -1738.319622 + Penalty 378.206677 = -1360.112945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.690332 sec): 3 clusters Score: Raw -1777.370868 + Penalty 763.202550 = -1014.168319 nChanged 2 SP:Iteration 1Q (108.690606 sec): 3 clusters Score: Raw -1786.380475 + Penalty 763.202550 = -1023.177925 nChanged 0 SP:Iteration 2F (108.690887 sec): 3 clusters Score: Raw -1786.380475 + Penalty 763.202550 = -1023.177925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 45 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.691665 sec): 2 clusters Score: Raw -147.324572 + Penalty 87.991665 = -59.332907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.691871 sec): 3 clusters Score: Raw -142.138679 + Penalty 164.630548 = 22.491869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 46 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.692721 sec): 2 clusters Score: Raw -1688.900123 + Penalty 242.614307 = -1446.285816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.692999 sec): 3 clusters Score: Raw -1695.565690 + Penalty 486.540518 = -1209.025172 nChanged 4 SP:Iteration 1F (108.693298 sec): 3 clusters Score: Raw -1702.126812 + Penalty 483.157122 = -1218.969690 nChanged 2 SP:Iteration 2F (108.693572 sec): 3 clusters Score: Raw -1704.849052 + Penalty 483.157122 = -1221.691930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 48 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.694496 sec): 2 clusters Score: Raw -2688.526045 + Penalty 404.636950 = -2283.889095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.694816 sec): 3 clusters Score: Raw -2714.461841 + Penalty 811.079361 = -1903.382480 nChanged 2 SP:Iteration 1Q (108.695125 sec): 3 clusters Score: Raw -2719.236349 + Penalty 811.079361 = -1908.156988 nChanged 0 SP:Iteration 2F (108.695438 sec): 3 clusters Score: Raw -2719.236349 + Penalty 811.079361 = -1908.156988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 51 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.696228 sec): 2 clusters Score: Raw -441.367006 + Penalty 175.739831 = -265.627175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.696452 sec): 3 clusters Score: Raw -447.953515 + Penalty 348.898468 = -99.055046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 52 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.697513 sec): 2 clusters Score: Raw -5522.810944 + Penalty 558.251179 = -4964.559765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.697933 sec): 3 clusters Score: Raw -5559.679421 + Penalty 1124.626826 = -4435.052595 nChanged 10 SP:Iteration 1F (108.698344 sec): 3 clusters Score: Raw -5583.087102 + Penalty 1128.138477 = -4454.948625 nChanged 5 SP:Iteration 2Q (108.698748 sec): 3 clusters Score: Raw -5599.424622 + Penalty 1128.138477 = -4471.286145 nChanged 0 SP:Iteration 3F (108.699162 sec): 3 clusters Score: Raw -5599.424622 + Penalty 1128.138477 = -4471.286145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 55 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.700493 sec): 2 clusters Score: Raw -10443.320904 + Penalty 290.181024 = -10153.139880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.700969 sec): 3 clusters Score: Raw -10335.288996 + Penalty 581.569025 = -9753.719971 nChanged 66 SP:Iteration 1F (108.701416 sec): 3 clusters Score: Raw -10396.839242 + Penalty 583.500945 = -9813.338297 nChanged 28 SP:Iteration 2F (108.701884 sec): 3 clusters Score: Raw -10429.717540 + Penalty 584.572615 = -9845.144925 nChanged 17 SP:Iteration 3F (108.702321 sec): 3 clusters Score: Raw -10454.117052 + Penalty 584.642905 = -9869.474148 nChanged 13 SP:Iteration 4F (108.702779 sec): 3 clusters Score: Raw -10473.770801 + Penalty 585.759997 = -9888.010803 nChanged 6 SP:Iteration 5Q (108.703206 sec): 3 clusters Score: Raw -10482.325121 + Penalty 585.928950 = -9896.396171 nChanged 6 SP:Iteration 6Q (108.703653 sec): 3 clusters Score: Raw -10493.119004 + Penalty 587.640748 = -9905.478256 nChanged 5 SP:Iteration 7Q (108.704072 sec): 3 clusters Score: Raw -10496.439559 + Penalty 586.921395 = -9909.518164 nChanged 3 SP:Iteration 8Q (108.704512 sec): 3 clusters Score: Raw -10503.749227 + Penalty 586.563069 = -9917.186158 nChanged 2 SP:Iteration 9Q (108.704926 sec): 3 clusters Score: Raw -10506.901827 + Penalty 587.074520 = -9919.827307 nChanged 1 SP:Iteration 10F (108.705386 sec): 3 clusters Score: Raw -10507.384235 + Penalty 587.074520 = -9920.309715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 56 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.706474 sec): 2 clusters Score: Raw -3470.826199 + Penalty 392.055825 = -3078.770374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.706871 sec): 3 clusters Score: Raw -3474.898969 + Penalty 793.280478 = -2681.618491 nChanged 9 SP:Iteration 1F (108.707235 sec): 3 clusters Score: Raw -3491.826435 + Penalty 791.480104 = -2700.346331 nChanged 2 SP:Iteration 2Q (108.707612 sec): 3 clusters Score: Raw -3494.573362 + Penalty 789.050033 = -2705.523329 nChanged 1 SP:Iteration 3Q (108.707970 sec): 3 clusters Score: Raw -3495.748836 + Penalty 788.365993 = -2707.382843 nChanged 1 SP:Iteration 4Q (108.708327 sec): 3 clusters Score: Raw -3497.825013 + Penalty 788.365993 = -2709.459020 nChanged 0 SP:Iteration 5F (108.708691 sec): 3 clusters Score: Raw -3497.825013 + Penalty 788.365993 = -2709.459020 nChanged 0 Memory request: 0.01 GB would take us to total of 0.41 GB. Trying to split cluster 57 (792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.713234 sec): 2 clusters Score: Raw -32166.779718 + Penalty 167.411609 = -31999.368109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.714851 sec): 3 clusters Score: Raw -31688.237020 + Penalty 337.318236 = -31350.918785 nChanged 322 SP:Iteration 1F (108.716431 sec): 3 clusters Score: Raw -31904.359857 + Penalty 344.815818 = -31559.544039 nChanged 83 SP:Iteration 2F (108.717986 sec): 3 clusters Score: Raw -31954.281631 + Penalty 353.693766 = -31600.587865 nChanged 57 SP:Iteration 3F (108.719552 sec): 3 clusters Score: Raw -32001.405048 + Penalty 358.683668 = -31642.721380 nChanged 48 SP:Iteration 4F (108.721131 sec): 3 clusters Score: Raw -32045.784417 + Penalty 368.207454 = -31677.576963 nChanged 40 SP:Iteration 5F (108.722706 sec): 3 clusters Score: Raw -32088.088385 + Penalty 385.532750 = -31702.555634 nChanged 30 SP:Iteration 6Q (108.724241 sec): 3 clusters Score: Raw -32119.232473 + Penalty 389.732098 = -31729.500375 nChanged 23 SP:Iteration 7Q (108.725700 sec): 3 clusters Score: Raw -32138.702787 + Penalty 398.017830 = -31740.684957 nChanged 18 SP:Iteration 8Q (108.727117 sec): 3 clusters Score: Raw -32155.816118 + Penalty 411.708016 = -31744.108102 nChanged 16 SP:Iteration 9Q (108.728552 sec): 3 clusters Score: Raw -32171.475601 + Penalty 435.084839 = -31736.390761 nChanged 10 SP:Iteration 10F (108.730137 sec): 3 clusters Score: Raw -32180.592103 + Penalty 450.787658 = -31729.804445 nChanged 4 SP:Iteration 11F (108.731693 sec): 3 clusters Score: Raw -32182.282116 + Penalty 456.334206 = -31725.947910 nChanged 1 SP:Iteration 12F (108.733238 sec): 3 clusters Score: Raw -32182.667876 + Penalty 471.902992 = -31710.764884 nChanged 3 SP:Iteration 13F (108.734816 sec): 3 clusters Score: Raw -32184.239550 + Penalty 475.586259 = -31708.653292 nChanged 2 SP:Iteration 14F (108.736388 sec): 3 clusters Score: Raw -32185.987990 + Penalty 490.552676 = -31695.435315 nChanged 3 SP:Iteration 15F (108.737936 sec): 3 clusters Score: Raw -32188.029904 + Penalty 495.306780 = -31692.723124 nChanged 1 SP:Iteration 16F (108.739484 sec): 3 clusters Score: Raw -32188.215788 + Penalty 495.306780 = -31692.909008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 58 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.742287 sec): 2 clusters Score: Raw -12177.220157 + Penalty 698.202992 = -11479.017164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.742943 sec): 3 clusters Score: Raw -12150.020260 + Penalty 1396.426688 = -10753.593572 nChanged 35 SP:Iteration 1F (108.743586 sec): 3 clusters Score: Raw -12210.582246 + Penalty 1396.528878 = -10814.053368 nChanged 12 SP:Iteration 2Q (108.744219 sec): 3 clusters Score: Raw -12234.732608 + Penalty 1398.015619 = -10836.716988 nChanged 8 SP:Iteration 3Q (108.744846 sec): 3 clusters Score: Raw -12247.924680 + Penalty 1398.338973 = -10849.585707 nChanged 3 SP:Iteration 4Q (108.745469 sec): 3 clusters Score: Raw -12251.647648 + Penalty 1398.324895 = -10853.322752 nChanged 1 SP:Iteration 5Q (108.746092 sec): 3 clusters Score: Raw -12254.326552 + Penalty 1397.708783 = -10856.617769 nChanged 3 SP:Iteration 6Q (108.746744 sec): 3 clusters Score: Raw -12261.271073 + Penalty 1397.245063 = -10864.026010 nChanged 3 SP:Iteration 7Q (108.747365 sec): 3 clusters Score: Raw -12267.354905 + Penalty 1397.089091 = -10870.265813 nChanged 1 SP:Iteration 8Q (108.747983 sec): 3 clusters Score: Raw -12268.662099 + Penalty 1397.089091 = -10871.573008 nChanged 0 SP:Iteration 9F (108.748623 sec): 3 clusters Score: Raw -12268.662099 + Penalty 1397.089091 = -10871.573008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 59 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.749270 sec): 2 clusters Score: Raw -2097.110709 + Penalty 418.641567 = -1678.469142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.749569 sec): 3 clusters Score: Raw -2138.666827 + Penalty 837.283134 = -1301.383694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 60 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.750297 sec): 2 clusters Score: Raw -3835.858670 + Penalty 377.738024 = -3458.120646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.750677 sec): 3 clusters Score: Raw -3854.578766 + Penalty 755.601206 = -3098.977559 nChanged 12 SP:Iteration 1F (108.751050 sec): 3 clusters Score: Raw -3869.693517 + Penalty 755.723680 = -3113.969837 nChanged 3 SP:Iteration 2Q (108.751415 sec): 3 clusters Score: Raw -3875.400827 + Penalty 755.723680 = -3119.677147 nChanged 0 SP:Iteration 3F (108.751786 sec): 3 clusters Score: Raw -3875.400827 + Penalty 755.723680 = -3119.677147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 62 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.752309 sec): 2 clusters Score: Raw -719.138013 + Penalty 190.245785 = -528.892228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.752552 sec): 3 clusters Score: Raw -753.208670 + Penalty 391.173107 = -362.035563 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 63 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.753050 sec): 2 clusters Score: Raw -496.523119 + Penalty 126.609186 = -369.913933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.753279 sec): 3 clusters Score: Raw -508.736258 + Penalty 261.927491 = -246.808768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 64 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.753882 sec): 2 clusters Score: Raw -2375.572808 + Penalty 447.668141 = -1927.904668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.754187 sec): 3 clusters Score: Raw -2403.799959 + Penalty 895.549020 = -1508.250939 nChanged 2 SP:Iteration 1Q (108.754482 sec): 3 clusters Score: Raw -2409.856684 + Penalty 895.246139 = -1514.610545 nChanged 1 SP:Iteration 2Q (108.754774 sec): 3 clusters Score: Raw -2415.217989 + Penalty 895.346361 = -1519.871628 nChanged 1 SP:Iteration 3Q (108.755066 sec): 3 clusters Score: Raw -2418.701793 + Penalty 895.424439 = -1523.277354 nChanged 1 SP:Iteration 4Q (108.755356 sec): 3 clusters Score: Raw -2424.640923 + Penalty 895.061679 = -1529.579244 nChanged 1 SP:Iteration 5Q (108.755645 sec): 3 clusters Score: Raw -2431.417403 + Penalty 895.061679 = -1536.355724 nChanged 0 SP:Iteration 6F (108.755945 sec): 3 clusters Score: Raw -2431.417403 + Penalty 895.061679 = -1536.355724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 66 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.756559 sec): 2 clusters Score: Raw -2731.778120 + Penalty 458.644823 = -2273.133297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.756871 sec): 3 clusters Score: Raw -2790.571239 + Penalty 917.640252 = -1872.930987 nChanged 1 SP:Iteration 1Q (108.757166 sec): 3 clusters Score: Raw -2796.678211 + Penalty 917.640252 = -1879.037960 nChanged 0 SP:Iteration 2F (108.757493 sec): 3 clusters Score: Raw -2796.678211 + Penalty 917.640252 = -1879.037960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 67 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.758984 sec): 2 clusters Score: Raw -16602.030227 + Penalty 654.736811 = -15947.293416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.759851 sec): 3 clusters Score: Raw -16491.416647 + Penalty 1310.714370 = -15180.702277 nChanged 86 SP:Iteration 1F (108.760685 sec): 3 clusters Score: Raw -16593.182267 + Penalty 1312.329155 = -15280.853112 nChanged 31 SP:Iteration 2F (108.761519 sec): 3 clusters Score: Raw -16630.519394 + Penalty 1312.132831 = -15318.386563 nChanged 17 SP:Iteration 3Q (108.762337 sec): 3 clusters Score: Raw -16666.696029 + Penalty 1312.935039 = -15353.760991 nChanged 17 SP:Iteration 4Q (108.763150 sec): 3 clusters Score: Raw -16693.510552 + Penalty 1313.190438 = -15380.320114 nChanged 5 SP:Iteration 5Q (108.763954 sec): 3 clusters Score: Raw -16698.953467 + Penalty 1313.509681 = -15385.443785 nChanged 3 SP:Iteration 6Q (108.764754 sec): 3 clusters Score: Raw -16705.810694 + Penalty 1313.743307 = -15392.067387 nChanged 4 SP:Iteration 7Q (108.765550 sec): 3 clusters Score: Raw -16715.584171 + Penalty 1314.346777 = -15401.237394 nChanged 2 SP:Iteration 8Q (108.766342 sec): 3 clusters Score: Raw -16721.852405 + Penalty 1314.204977 = -15407.647428 nChanged 1 SP:Iteration 9Q (108.767131 sec): 3 clusters Score: Raw -16723.796808 + Penalty 1314.072029 = -15409.724779 nChanged 1 SP:Iteration 10F (108.767962 sec): 3 clusters Score: Raw -16731.302234 + Penalty 1313.994010 = -15417.308224 nChanged 2 SP:Iteration 11Q (108.768751 sec): 3 clusters Score: Raw -16737.721990 + Penalty 1313.660694 = -15424.061296 nChanged 3 SP:Iteration 12Q (108.769538 sec): 3 clusters Score: Raw -16742.195632 + Penalty 1313.535334 = -15428.660298 nChanged 1 SP:Iteration 13Q (108.770321 sec): 3 clusters Score: Raw -16743.125397 + Penalty 1313.018518 = -15430.106879 nChanged 1 SP:Iteration 14Q (108.771103 sec): 3 clusters Score: Raw -16745.089001 + Penalty 1313.018518 = -15432.070483 nChanged 0 SP:Iteration 15F (108.771934 sec): 3 clusters Score: Raw -16745.089001 + Penalty 1313.018518 = -15432.070483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 69 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.773175 sec): 2 clusters Score: Raw -14345.169960 + Penalty 706.752462 = -13638.417498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.773938 sec): 3 clusters Score: Raw -14275.215304 + Penalty 1412.194740 = -12863.020564 nChanged 57 SP:Iteration 1F (108.774657 sec): 3 clusters Score: Raw -14341.719803 + Penalty 1412.529271 = -12929.190532 nChanged 21 SP:Iteration 2F (108.775372 sec): 3 clusters Score: Raw -14363.062295 + Penalty 1412.439686 = -12950.622609 nChanged 8 SP:Iteration 3Q (108.776078 sec): 3 clusters Score: Raw -14369.876013 + Penalty 1413.201365 = -12956.674648 nChanged 4 SP:Iteration 4Q (108.776783 sec): 3 clusters Score: Raw -14376.848425 + Penalty 1413.327198 = -12963.521227 nChanged 3 SP:Iteration 5Q (108.777467 sec): 3 clusters Score: Raw -14378.777819 + Penalty 1413.327198 = -12965.450621 nChanged 0 SP:Iteration 6F (108.778184 sec): 3 clusters Score: Raw -14378.777819 + Penalty 1413.327198 = -12965.450621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 70 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.778681 sec): 2 clusters Score: Raw -262.613462 + Penalty 114.904247 = -147.709215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.778898 sec): 3 clusters Score: Raw -270.771180 + Penalty 230.653318 = -40.117862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 71 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.779539 sec): 2 clusters Score: Raw -2195.685683 + Penalty 450.112301 = -1745.573383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.779841 sec): 3 clusters Score: Raw -2275.910321 + Penalty 900.224601 = -1375.685720 nChanged 1 SP:Iteration 1Q (108.780125 sec): 3 clusters Score: Raw -2278.887377 + Penalty 900.224601 = -1378.662776 nChanged 0 SP:Iteration 2F (108.780423 sec): 3 clusters Score: Raw -2278.887377 + Penalty 900.224601 = -1378.662776 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 72 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.782322 sec): 2 clusters Score: Raw -17699.938028 + Penalty 545.363743 = -17154.574285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.783303 sec): 3 clusters Score: Raw -17532.712208 + Penalty 1075.988768 = -16456.723440 nChanged 127 SP:Iteration 1F (108.784265 sec): 3 clusters Score: Raw -17639.467223 + Penalty 1071.762192 = -16567.705031 nChanged 36 SP:Iteration 2F (108.785222 sec): 3 clusters Score: Raw -17674.914536 + Penalty 1071.105777 = -16603.808759 nChanged 15 SP:Iteration 3Q (108.786164 sec): 3 clusters Score: Raw -17688.205910 + Penalty 1072.435365 = -16615.770545 nChanged 5 SP:Iteration 4Q (108.787097 sec): 3 clusters Score: Raw -17692.295298 + Penalty 1072.070904 = -16620.224394 nChanged 5 SP:Iteration 5Q (108.787995 sec): 3 clusters Score: Raw -17698.361473 + Penalty 1071.267560 = -16627.093913 nChanged 5 SP:Iteration 6Q (108.788891 sec): 3 clusters Score: Raw -17701.303150 + Penalty 1072.001428 = -16629.301722 nChanged 6 SP:Iteration 7Q (108.789790 sec): 3 clusters Score: Raw -17704.640182 + Penalty 1070.340755 = -16634.299427 nChanged 3 SP:Iteration 8Q (108.790682 sec): 3 clusters Score: Raw -17707.069775 + Penalty 1069.590635 = -16637.479140 nChanged 1 SP:Iteration 9Q (108.791578 sec): 3 clusters Score: Raw -17708.431874 + Penalty 1069.119934 = -16639.311940 nChanged 1 SP:Iteration 10F (108.792495 sec): 3 clusters Score: Raw -17708.662943 + Penalty 1069.592107 = -16639.070836 nChanged 1 SP:Iteration 11F (108.793410 sec): 3 clusters Score: Raw -17709.783093 + Penalty 1069.592107 = -16640.190986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 73 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.794634 sec): 2 clusters Score: Raw -4687.286737 + Penalty 514.093772 = -4173.192965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.795017 sec): 3 clusters Score: Raw -4726.213532 + Penalty 1026.648176 = -3699.565355 nChanged 9 SP:Iteration 1F (108.795394 sec): 3 clusters Score: Raw -4744.674829 + Penalty 1026.606188 = -3718.068641 nChanged 2 SP:Iteration 2Q (108.795758 sec): 3 clusters Score: Raw -4752.722947 + Penalty 1026.606188 = -3726.116759 nChanged 0 SP:Iteration 3F (108.796132 sec): 3 clusters Score: Raw -4752.722947 + Penalty 1026.606188 = -3726.116759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 74 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.796970 sec): 2 clusters Score: Raw -581.829173 + Penalty 189.591337 = -392.237835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.797206 sec): 3 clusters Score: Raw -587.833106 + Penalty 374.930843 = -212.902264 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 78 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.798214 sec): 2 clusters Score: Raw -3163.714740 + Penalty 630.173498 = -2533.541241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.798592 sec): 3 clusters Score: Raw -3314.218275 + Penalty 1259.722491 = -2054.495784 nChanged 1 SP:Iteration 1Q (108.798939 sec): 3 clusters Score: Raw -3322.306189 + Penalty 1259.722491 = -2062.583698 nChanged 0 SP:Iteration 2F (108.799341 sec): 3 clusters Score: Raw -3322.306189 + Penalty 1259.722491 = -2062.583698 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 79 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.800182 sec): 2 clusters Score: Raw -844.217024 + Penalty 303.680997 = -540.536027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.800426 sec): 3 clusters Score: Raw -862.453035 + Penalty 612.384255 = -250.068780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 80 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.801254 sec): 2 clusters Score: Raw -1109.071441 + Penalty 371.542358 = -737.529083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.801508 sec): 3 clusters Score: Raw -1190.312452 + Penalty 743.496614 = -446.815838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 83 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.802511 sec): 2 clusters Score: Raw -4257.355396 + Penalty 437.215273 = -3820.140123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.802889 sec): 3 clusters Score: Raw -4274.806047 + Penalty 895.050215 = -3379.755833 nChanged 14 SP:Iteration 1F (108.803260 sec): 3 clusters Score: Raw -4317.539484 + Penalty 905.339265 = -3412.200219 nChanged 8 SP:Iteration 2F (108.803631 sec): 3 clusters Score: Raw -4347.026296 + Penalty 905.339265 = -3441.687031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 85 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.804453 sec): 2 clusters Score: Raw -507.892574 + Penalty 203.101351 = -304.791222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.804684 sec): 3 clusters Score: Raw -527.632049 + Penalty 410.348265 = -117.283784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 87 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.805477 sec): 2 clusters Score: Raw -535.403419 + Penalty 223.982720 = -311.420700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.805706 sec): 3 clusters Score: Raw -552.266576 + Penalty 450.077555 = -102.189021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 88 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.806485 sec): 2 clusters Score: Raw -472.886024 + Penalty 218.415888 = -254.470136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.806712 sec): 3 clusters Score: Raw -483.929247 + Penalty 436.831776 = -47.097471 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 89 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.807464 sec): 2 clusters Score: Raw -100.118597 + Penalty 65.311996 = -34.806601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.807672 sec): 3 clusters Score: Raw -92.343165 + Penalty 130.623992 = 38.280827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 90 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.808546 sec): 2 clusters Score: Raw -1876.283836 + Penalty 252.072890 = -1624.210946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.808842 sec): 3 clusters Score: Raw -1892.881467 + Penalty 500.556069 = -1392.325398 nChanged 4 SP:Iteration 1F (108.809134 sec): 3 clusters Score: Raw -1899.589211 + Penalty 500.021075 = -1399.568136 nChanged 1 SP:Iteration 2Q (108.809417 sec): 3 clusters Score: Raw -1905.759804 + Penalty 500.021075 = -1405.738729 nChanged 0 SP:Iteration 3F (108.809704 sec): 3 clusters Score: Raw -1905.759804 + Penalty 500.021075 = -1405.738729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 91 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.810548 sec): 2 clusters Score: Raw -1028.373312 + Penalty 271.226188 = -757.147124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.810800 sec): 3 clusters Score: Raw -1056.627423 + Penalty 524.625905 = -532.001518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 92 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.811577 sec): 2 clusters Score: Raw -395.199200 + Penalty 209.964874 = -185.234325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.811796 sec): 3 clusters Score: Raw -394.197497 + Penalty 484.995244 = 90.797748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 94 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.812572 sec): 2 clusters Score: Raw -408.045496 + Penalty 189.118690 = -218.926806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.812796 sec): 3 clusters Score: Raw -428.328922 + Penalty 370.715941 = -57.612981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 95 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.813552 sec): 2 clusters Score: Raw -206.290584 + Penalty 137.493675 = -68.796909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.813766 sec): 3 clusters Score: Raw -200.376207 + Penalty 280.064515 = 79.688309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 97 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.814548 sec): 2 clusters Score: Raw -586.810662 + Penalty 130.488005 = -456.322657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.814781 sec): 3 clusters Score: Raw -601.405577 + Penalty 256.501904 = -344.903673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 100 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.815566 sec): 2 clusters Score: Raw -710.914950 + Penalty 264.617177 = -446.297773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.815799 sec): 3 clusters Score: Raw -719.545142 + Penalty 523.260577 = -196.284565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 101 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.816597 sec): 2 clusters Score: Raw -947.191552 + Penalty 309.535561 = -637.655991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.816840 sec): 3 clusters Score: Raw -985.450310 + Penalty 620.464450 = -364.985860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 102 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.817618 sec): 2 clusters Score: Raw -467.361199 + Penalty 144.138515 = -323.222684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.817847 sec): 3 clusters Score: Raw -479.319678 + Penalty 286.368715 = -192.950963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 103 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.818613 sec): 2 clusters Score: Raw -278.841019 + Penalty 173.456150 = -105.384869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.818828 sec): 3 clusters Score: Raw -283.854483 + Penalty 347.987946 = 64.133463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 104 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.819646 sec): 2 clusters Score: Raw -983.138818 + Penalty 271.534740 = -711.604078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.819896 sec): 3 clusters Score: Raw -997.968183 + Penalty 543.036153 = -454.932030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 107 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.820683 sec): 2 clusters Score: Raw -242.724638 + Penalty 152.508276 = -90.216362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.820881 sec): 2 clusters Score: Raw -242.724638 + Penalty 152.508276 = -90.216362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 110 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.821696 sec): 2 clusters Score: Raw -1277.813348 + Penalty 330.200957 = -947.612391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.821953 sec): 3 clusters Score: Raw -1313.258795 + Penalty 661.219392 = -652.039403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 115 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.822790 sec): 2 clusters Score: Raw -1534.266008 + Penalty 311.390606 = -1222.875402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.823062 sec): 3 clusters Score: Raw -1566.026406 + Penalty 621.544467 = -944.481939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 119 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.823877 sec): 2 clusters Score: Raw -1132.426662 + Penalty 320.891974 = -811.534688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.824126 sec): 3 clusters Score: Raw -1156.195908 + Penalty 641.776132 = -514.419776 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 120 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.824968 sec): 2 clusters Score: Raw -1456.041224 + Penalty 337.611261 = -1118.429963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.825241 sec): 3 clusters Score: Raw -1504.000118 + Penalty 684.704644 = -819.295474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 125 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.826023 sec): 2 clusters Score: Raw -553.919722 + Penalty 243.875048 = -310.044674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.826250 sec): 3 clusters Score: Raw -559.643324 + Penalty 471.132681 = -88.510644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 127 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.827027 sec): 2 clusters Score: Raw -480.172003 + Penalty 208.704135 = -271.467868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.827254 sec): 3 clusters Score: Raw -511.186643 + Penalty 417.494309 = -93.692334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 128 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.828024 sec): 2 clusters Score: Raw -418.931301 + Penalty 189.984657 = -228.946644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.828248 sec): 3 clusters Score: Raw -437.116075 + Penalty 379.631399 = -57.484677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 130 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.829082 sec): 2 clusters Score: Raw -1443.211878 + Penalty 325.464881 = -1117.746997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.829352 sec): 3 clusters Score: Raw -1496.536382 + Penalty 649.905944 = -846.630438 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 131 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.830325 sec): 2 clusters Score: Raw -4039.817396 + Penalty 524.210814 = -3515.606582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.830701 sec): 3 clusters Score: Raw -4082.109176 + Penalty 1047.844048 = -3034.265129 nChanged 3 SP:Iteration 1Q (108.831043 sec): 3 clusters Score: Raw -4092.057173 + Penalty 1047.080760 = -3044.976413 nChanged 1 SP:Iteration 2Q (108.831384 sec): 3 clusters Score: Raw -4095.330039 + Penalty 1047.080760 = -3048.249279 nChanged 0 SP:Iteration 3F (108.831732 sec): 3 clusters Score: Raw -4095.330039 + Penalty 1047.080760 = -3048.249279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 132 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.832574 sec): 2 clusters Score: Raw -1112.039123 + Penalty 335.413300 = -776.625823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.832825 sec): 3 clusters Score: Raw -1164.614412 + Penalty 670.826600 = -493.787812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 133 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.833607 sec): 2 clusters Score: Raw -450.354138 + Penalty 216.101500 = -234.252638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.833835 sec): 3 clusters Score: Raw -468.092117 + Penalty 432.203000 = -35.889117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 135 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.834628 sec): 2 clusters Score: Raw -502.289496 + Penalty 219.455164 = -282.834331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.834855 sec): 3 clusters Score: Raw -523.017909 + Penalty 437.232319 = -85.785590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 137 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.835626 sec): 2 clusters Score: Raw -287.447768 + Penalty 119.995802 = -167.451966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.835844 sec): 3 clusters Score: Raw -288.045035 + Penalty 239.991604 = -48.053431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 138 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.836639 sec): 2 clusters Score: Raw -782.556274 + Penalty 268.746772 = -513.809502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.836880 sec): 3 clusters Score: Raw -841.319423 + Penalty 529.179475 = -312.139948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 140 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.837690 sec): 2 clusters Score: Raw -949.686712 + Penalty 358.112335 = -591.574376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.837939 sec): 3 clusters Score: Raw -1019.130412 + Penalty 723.833670 = -295.296742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 143 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.838705 sec): 2 clusters Score: Raw -248.241069 + Penalty 111.913496 = -136.327573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.838911 sec): 3 clusters Score: Raw -243.776557 + Penalty 194.813939 = -48.962618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 144 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.839687 sec): 2 clusters Score: Raw -426.065618 + Penalty 164.149812 = -261.915806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.839911 sec): 3 clusters Score: Raw -438.015093 + Penalty 332.737943 = -105.277150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 145 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.840673 sec): 2 clusters Score: Raw -341.270589 + Penalty 196.359766 = -144.910824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.840908 sec): 3 clusters Score: Raw -352.633122 + Penalty 380.164839 = 27.531718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 150 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.841663 sec): 2 clusters Score: Raw -95.069587 + Penalty 57.178652 = -37.890935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.841854 sec): 2 clusters Score: Raw -95.069587 + Penalty 57.178652 = -37.890935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 151 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.842631 sec): 2 clusters Score: Raw -567.193013 + Penalty 248.634386 = -318.558627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.842861 sec): 3 clusters Score: Raw -590.659209 + Penalty 489.702457 = -100.956752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 152 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.843635 sec): 2 clusters Score: Raw -524.667593 + Penalty 209.617341 = -315.050252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.843863 sec): 3 clusters Score: Raw -559.729592 + Penalty 405.156359 = -154.573233 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 153 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.844614 sec): 2 clusters Score: Raw -95.652608 + Penalty 58.250917 = -37.401691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.844821 sec): 3 clusters Score: Raw -89.908237 + Penalty 116.501834 = 26.593598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 155 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.845594 sec): 2 clusters Score: Raw -490.825729 + Penalty 233.029535 = -257.796194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.845822 sec): 3 clusters Score: Raw -522.845250 + Penalty 472.742380 = -50.102870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 159 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.846590 sec): 2 clusters Score: Raw -489.142230 + Penalty 237.169141 = -251.973089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.846816 sec): 3 clusters Score: Raw -504.354349 + Penalty 467.201306 = -37.153043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 163 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.847574 sec): 2 clusters Score: Raw -266.299714 + Penalty 159.930797 = -106.368917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.847791 sec): 3 clusters Score: Raw -256.757113 + Penalty 327.530692 = 70.773580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 170 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.848640 sec): 2 clusters Score: Raw -1573.567925 + Penalty 160.467182 = -1413.100743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.848919 sec): 3 clusters Score: Raw -1578.326740 + Penalty 340.358176 = -1237.968565 nChanged 5 SP:Iteration 1F (108.849199 sec): 3 clusters Score: Raw -1586.621301 + Penalty 351.937491 = -1234.683810 nChanged 1 SP:Iteration 2F (108.849477 sec): 3 clusters Score: Raw -1588.469342 + Penalty 351.937491 = -1236.531852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 178 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.850253 sec): 2 clusters Score: Raw -384.380777 + Penalty 204.970852 = -179.409925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.850473 sec): 3 clusters Score: Raw -394.843915 + Penalty 409.941704 = 15.097790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 180 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.851257 sec): 2 clusters Score: Raw -346.859999 + Penalty 183.286106 = -163.573893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.851475 sec): 3 clusters Score: Raw -350.604266 + Penalty 364.799023 = 14.194756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 181 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.852232 sec): 2 clusters Score: Raw -209.325222 + Penalty 125.474899 = -83.850323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.852426 sec): 2 clusters Score: Raw -209.325222 + Penalty 125.474899 = -83.850323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 182 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.853176 sec): 2 clusters Score: Raw -152.742530 + Penalty 100.307408 = -52.435121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.853382 sec): 3 clusters Score: Raw -145.088063 + Penalty 210.804405 = 65.716342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 184 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.854180 sec): 2 clusters Score: Raw -957.528056 + Penalty 319.367714 = -638.160341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.854423 sec): 3 clusters Score: Raw -999.263150 + Penalty 640.205212 = -359.057938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 189 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.855177 sec): 2 clusters Score: Raw -98.615763 + Penalty 66.872238 = -31.743524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.855369 sec): 2 clusters Score: Raw -98.615763 + Penalty 66.872238 = -31.743524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 194 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.856122 sec): 2 clusters Score: Raw -153.584481 + Penalty 105.114967 = -48.469514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.856331 sec): 3 clusters Score: Raw -144.822573 + Penalty 219.548834 = 74.726260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 200 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.857095 sec): 2 clusters Score: Raw -368.636919 + Penalty 193.678244 = -174.958675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.857313 sec): 3 clusters Score: Raw -364.073127 + Penalty 389.501567 = 25.428440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 212 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.858074 sec): 2 clusters Score: Raw -290.669909 + Penalty 153.840007 = -136.829902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.858290 sec): 3 clusters Score: Raw -290.302574 + Penalty 305.513441 = 15.210867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 221 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.859038 sec): 2 clusters Score: Raw -46.651071 + Penalty 0.000000 = -46.651071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.859227 sec): 2 clusters Score: Raw -46.651071 + Penalty 0.000000 = -46.651071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 222 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.859986 sec): 2 clusters Score: Raw -308.787857 + Penalty 173.171263 = -135.616594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.860204 sec): 3 clusters Score: Raw -307.962471 + Penalty 346.342526 = 38.380055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 223 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.860973 sec): 2 clusters Score: Raw -95.555710 + Penalty 60.358166 = -35.197545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.861175 sec): 3 clusters Score: Raw -89.905458 + Penalty 120.716331 = 30.810874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 225 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.861944 sec): 2 clusters Score: Raw -549.250035 + Penalty 233.206713 = -316.043321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.862171 sec): 3 clusters Score: Raw -539.600792 + Penalty 439.908047 = -99.692745 nChanged 1 SP:Iteration 1F (108.862393 sec): 3 clusters Score: Raw -541.117305 + Penalty 439.908047 = -101.209258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 226 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.863144 sec): 2 clusters Score: Raw -159.479034 + Penalty 108.050794 = -51.428240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.863352 sec): 3 clusters Score: Raw -149.256307 + Penalty 218.920263 = 69.663957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 227 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.864111 sec): 2 clusters Score: Raw -301.517337 + Penalty 167.649139 = -133.868198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.864330 sec): 3 clusters Score: Raw -296.906626 + Penalty 335.298278 = 38.391652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 228 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.865082 sec): 2 clusters Score: Raw -191.820362 + Penalty 142.012629 = -49.807733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.865294 sec): 3 clusters Score: Raw -186.535562 + Penalty 286.903270 = 100.367708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 229 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.866058 sec): 2 clusters Score: Raw -432.314440 + Penalty 224.837563 = -207.476877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.866284 sec): 3 clusters Score: Raw -441.518484 + Penalty 457.223051 = 15.704567 nChanged 0 Deleting Class 163 (5 points): Lose 22.686736 but Gain 1061.844144 Iteration 119Q (109.360277 sec): 126 clusters Score: Raw -1666724.196929 + Penalty 111234.039737 = -1555490.157192 nChanged 436 Deleting Class 184 (20 points): Lose 100.947308 but Gain 1139.176231 Iteration 120F (111.913575 sec): 125 clusters Score: Raw -1666803.603761 + Penalty 110158.679055 = -1556644.924706 nChanged 357 Deleting Class 228 (4 points): Lose 57.976703 but Gain 1094.647812 Iteration 121Q (112.226432 sec): 124 clusters Score: Raw -1666921.108377 + Penalty 109144.536846 = -1557776.571531 nChanged 326 Deleting Class 79 (17 points): Lose 90.862474 but Gain 1145.525799 Iteration 122Q (112.531156 sec): 123 clusters Score: Raw -1666987.847067 + Penalty 108047.533757 = -1558940.313309 nChanged 358 Deleting Class 125 (11 points): Lose 56.325299 but Gain 1086.776051 Iteration 123Q (112.834086 sec): 122 clusters Score: Raw -1667109.900602 + Penalty 106992.715512 = -1560117.185090 nChanged 405 Deleting Class 132 (24 points): Lose 99.194364 but Gain 1127.773624 Iteration 124Q (113.138428 sec): 121 clusters Score: Raw -1667171.737572 + Penalty 105901.418921 = -1561270.318652 nChanged 422 Deleting Class 95 (4 points): Lose 32.690661 but Gain 1059.815251 Iteration 125Q (113.439238 sec): 120 clusters Score: Raw -1667324.187053 + Penalty 104873.741168 = -1562450.445885 nChanged 446 Deleting Class 119 (24 points): Lose 66.158258 but Gain 1091.751425 Iteration 126Q (113.739369 sec): 119 clusters Score: Raw -1667423.375267 + Penalty 103830.185193 = -1563593.190074 nChanged 494 Deleting Class 178 (8 points): Lose 28.416485 but Gain 1053.290807 Iteration 127Q (114.038281 sec): 118 clusters Score: Raw -1667596.100407 + Penalty 102781.126285 = -1564814.974122 nChanged 515 Deleting Class 145 (7 points): Lose 53.425707 but Gain 1078.282670 Iteration 128Q (114.348320 sec): 117 clusters Score: Raw -1667717.954602 + Penalty 101701.217851 = -1566016.736752 nChanged 569 Deleting Class 151 (12 points): Lose 46.689433 but Gain 1069.187853 Iteration 129Q (114.647677 sec): 116 clusters Score: Raw -1667867.440325 + Penalty 100633.402487 = -1567234.037838 nChanged 647 Deleting Class 189 (2 points): Lose 9.215223 but Gain 1030.916049 Iteration 130F (116.984576 sec): 115 clusters Score: Raw -1668078.374978 + Penalty 99631.205114 = -1568447.169864 nChanged 697 Deleting Class 80 (25 points): Lose 215.451276 but Gain 1233.408715 Iteration 131Q (117.288061 sec): 114 clusters Score: Raw -1668118.848445 + Penalty 98394.414295 = -1569724.434150 nChanged 814 Deleting Class 100 (13 points): Lose 58.755201 but Gain 1076.293004 Iteration 132Q (117.598374 sec): 113 clusters Score: Raw -1668431.566300 + Penalty 97318.340606 = -1571113.225693 nChanged 871 Deleting Class 159 (10 points): Lose 83.801294 but Gain 1100.640261 Iteration 133Q (117.910373 sec): 112 clusters Score: Raw -1668720.863971 + Penalty 96213.745058 = -1572507.118913 nChanged 982 Deleting Class 225 (10 points): Lose 65.980547 but Gain 1082.251665 Iteration 134Q (118.221416 sec): 111 clusters Score: Raw -1669044.076798 + Penalty 95096.776514 = -1573947.300284 nChanged 971 Deleting Class 32 (39 points): Lose 173.925595 but Gain 1188.826724 Iteration 135Q (118.527062 sec): 110 clusters Score: Raw -1669207.500228 + Penalty 93987.193953 = -1575220.306276 nChanged 973 Deleting Class 229 (9 points): Lose 79.575098 but Gain 1093.445961 Iteration 136Q (118.829385 sec): 109 clusters Score: Raw -1669508.050618 + Penalty 92435.468511 = -1577072.582107 nChanged 970 Deleting Class 226 (3 points): Lose 41.696968 but Gain 1050.960551 Iteration 137Q (119.127794 sec): 108 clusters Score: Raw -1669796.130129 + Penalty 91385.834107 = -1578410.296023 nChanged 919 Deleting Class 92 (8 points): Lose 70.315103 but Gain 1078.953762 Iteration 138Q (119.421518 sec): 107 clusters Score: Raw -1669993.360807 + Penalty 90297.137946 = -1579696.222861 nChanged 919 Deleting Class 194 (3 points): Lose 20.590325 but Gain 1022.405106 Iteration 139Q (119.713289 sec): 106 clusters Score: Raw -1670252.919944 + Penalty 89258.973051 = -1580993.946893 nChanged 909 Deleting Class 133 (11 points): Lose 70.178478 but Gain 1069.377299 Iteration 140F (121.881527 sec): 105 clusters Score: Raw -1670452.792326 + Penalty 88179.345876 = -1582273.446449 nChanged 895 Deleting Class 131 (81 points): Lose 290.172085 but Gain 1283.502196 Iteration 141Q (122.165954 sec): 104 clusters Score: Raw -1670449.384570 + Penalty 86884.974581 = -1583564.409990 nChanged 950 Deleting Class 36 (40 points): Lose 158.831028 but Gain 1158.047217 Iteration 142Q (122.450646 sec): 103 clusters Score: Raw -1670668.493824 + Penalty 85789.709966 = -1584878.783858 nChanged 904 Deleting Class 59 (46 points): Lose 186.442429 but Gain 1184.591367 Iteration 143Q (122.731692 sec): 102 clusters Score: Raw -1670811.663681 + Penalty 84680.768907 = -1586130.894773 nChanged 885 Deleting Class 66 (61 points): Lose 224.676697 but Gain 1220.929313 Iteration 144Q (123.009548 sec): 101 clusters Score: Raw -1670928.295773 + Penalty 83487.426760 = -1587440.869013 nChanged 891 Deleting Class 200 (7 points): Lose 72.127669 but Gain 1063.557459 Iteration 145Q (123.283102 sec): 100 clusters Score: Raw -1671201.534353 + Penalty 82452.465505 = -1588749.068848 nChanged 796 Deleting Class 101 (20 points): Lose 115.318085 but Gain 1104.105200 Iteration 146Q (123.548443 sec): 99 clusters Score: Raw -1671332.097948 + Penalty 81361.712982 = -1589970.384967 nChanged 810 Deleting Class 222 (6 points): Lose 46.550531 but Gain 1032.759073 Iteration 147Q (123.816378 sec): 98 clusters Score: Raw -1671561.944113 + Penalty 80332.276867 = -1591229.667246 nChanged 718 Deleting Class 103 (6 points): Lose 48.338835 but Gain 1034.458085 Iteration 148Q (124.075173 sec): 97 clusters Score: Raw -1671751.241742 + Penalty 79290.868465 = -1592460.373276 nChanged 671 Deleting Class 89 (2 points): Lose 22.090834 but Gain 1006.863037 Iteration 149Q (124.326379 sec): 96 clusters Score: Raw -1671950.646241 + Penalty 78279.372244 = -1593671.273997 nChanged 594 Deleting Class 107 (5 points): Lose 31.785544 but Gain 1012.563079 Iteration 150F (126.256367 sec): 95 clusters Score: Raw -1672098.809450 + Penalty 77282.946561 = -1594815.862889 nChanged 524 Deleting Class 180 (6 points): Lose 34.364731 but Gain 1012.782024 Iteration 151Q (126.497999 sec): 94 clusters Score: Raw -1672220.275918 + Penalty 76280.233909 = -1595940.042008 nChanged 468 Deleting Class 155 (11 points): Lose 70.523406 but Gain 1038.445383 Iteration 152Q (126.736135 sec): 93 clusters Score: Raw -1672287.893374 + Penalty 75258.911811 = -1597028.981563 nChanged 402 Deleting Class 221 (1 points): Lose 3.379341 but Gain 965.775799 Iteration 153Q (126.969512 sec): 92 clusters Score: Raw -1672413.270825 + Penalty 74330.535077 = -1598082.735748 nChanged 339 Deleting Class 227 (6 points): Lose 38.366426 but Gain 999.826220 Iteration 154Q (127.194963 sec): 91 clusters Score: Raw -1672475.638906 + Penalty 73330.370226 = -1599145.268681 nChanged 283 Deleting Class 140 (23 points): Lose 251.012412 but Gain 1211.839063 Iteration 155Q (127.415268 sec): 90 clusters Score: Raw -1672308.995855 + Penalty 72051.304129 = -1600257.691726 nChanged 256 Deleting Class 87 (11 points): Lose 37.927832 but Gain 998.130220 Iteration 156Q (127.636637 sec): 89 clusters Score: Raw -1672419.333647 + Penalty 71151.323922 = -1601268.009724 nChanged 214 Deleting Class 64 (58 points): Lose 241.528351 but Gain 1196.742214 Iteration 157Q (127.850461 sec): 88 clusters Score: Raw -1672263.117352 + Penalty 70026.938465 = -1602236.178887 nChanged 219 Deleting Class 182 (3 points): Lose 21.589914 but Gain 975.644184 Iteration 158Q (128.065181 sec): 87 clusters Score: Raw -1672409.962836 + Penalty 69087.033525 = -1603322.929311 nChanged 153 Deleting Class 135 (10 points): Lose 49.270233 but Gain 999.973699 Iteration 159Q (128.272998 sec): 86 clusters Score: Raw -1672419.774269 + Penalty 68298.632536 = -1604121.141732 nChanged 142 Deleting Class 39 (79 points): Lose 263.258524 but Gain 1207.945179 Iteration 160F (130.005488 sec): 85 clusters Score: Raw -1672232.393507 + Penalty 67676.161746 = -1604556.231760 nChanged 198 Deleting Class 181 (4 points): Lose 35.025315 but Gain 967.173307 Iteration 161Q (130.212904 sec): 84 clusters Score: Raw -1672412.206787 + Penalty 66878.510500 = -1605533.696287 nChanged 110 Deleting Class 15 (12 points): Lose 77.403120 but Gain 1008.936582 Iteration 162Q (130.415045 sec): 83 clusters Score: Raw -1672383.967042 + Penalty 65928.184992 = -1606455.782050 nChanged 90 Deleting Class 110 (30 points): Lose 135.711463 but Gain 1068.564774 Iteration 163Q (130.614263 sec): 82 clusters Score: Raw -1672294.841215 + Penalty 64994.680328 = -1607300.160888 nChanged 104 Deleting Class 223 (2 points): Lose 7.168736 but Gain 930.493780 Iteration 164Q (130.813902 sec): 81 clusters Score: Raw -1672368.675651 + Penalty 64035.798240 = -1608332.877411 nChanged 65 Deleting Class 44 (42 points): Lose 247.664119 but Gain 1166.939854 Iteration 165Q (131.011175 sec): 80 clusters Score: Raw -1672142.467733 + Penalty 62927.780846 = -1609214.686887 nChanged 79 Deleting Class 88 (9 points): Lose 74.147207 but Gain 992.583029 Iteration 166Q (131.205436 sec): 79 clusters Score: Raw -1672172.096709 + Penalty 61969.268913 = -1610202.827796 nChanged 52 Deleting Class 13 (75 points): Lose 241.431659 but Gain 1148.005052 Iteration 167Q (131.399570 sec): 78 clusters Score: Raw -1671978.145221 + Penalty 60903.206888 = -1611074.938332 nChanged 112 Deleting Class 20 (7 points): Lose 27.633851 but Gain 930.489546 Iteration 168Q (131.593459 sec): 77 clusters Score: Raw -1672105.212255 + Penalty 59979.569411 = -1612125.642844 nChanged 44 Deleting Class 212 (6 points): Lose 19.450802 but Gain 917.471295 Iteration 169Q (131.783399 sec): 76 clusters Score: Raw -1672104.849516 + Penalty 59063.505567 = -1613041.343949 nChanged 32 Deleting Class 33 (25 points): Lose 100.252392 but Gain 995.136393 Iteration 170F (133.353481 sec): 75 clusters Score: Raw -1672021.857948 + Penalty 58043.189864 = -1613978.668084 nChanged 47 Deleting Class 138 (18 points): Lose 100.326233 but Gain 993.556239 Iteration 171Q (133.542595 sec): 74 clusters Score: Raw -1671969.460016 + Penalty 57071.435463 = -1614898.024552 nChanged 46 Deleting Class 153 (3 points): Lose 31.504244 but Gain 922.954641 Iteration 172Q (133.730169 sec): 73 clusters Score: Raw -1671975.916792 + Penalty 56170.950133 = -1615804.966660 nChanged 39 Deleting Class 94 (10 points): Lose 92.061646 but Gain 975.696987 Iteration 173Q (133.919189 sec): 72 clusters Score: Raw -1671909.097335 + Penalty 55198.434577 = -1616710.662758 nChanged 29 Deleting Class 128 (9 points): Lose 40.688577 but Gain 923.946839 Iteration 174Q (134.106794 sec): 71 clusters Score: Raw -1671904.239256 + Penalty 54358.856831 = -1617545.382425 nChanged 25 Deleting Class 104 (26 points): Lose 81.046730 but Gain 962.080728 Iteration 175Q (134.289733 sec): 70 clusters Score: Raw -1671853.593813 + Penalty 53476.920377 = -1618376.673436 nChanged 40 Deleting Class 137 (10 points): Lose 47.740065 but Gain 983.279001 Iteration 176Q (134.475389 sec): 69 clusters Score: Raw -1671852.894840 + Penalty 52604.998523 = -1619247.896317 nChanged 26 Deleting Class 43 (17 points): Lose 101.805620 but Gain 968.009020 Iteration 177Q (134.656356 sec): 68 clusters Score: Raw -1671767.626130 + Penalty 51758.707242 = -1620008.918889 nChanged 29 Deleting Class 127 (10 points): Lose 83.932236 but Gain 932.741094 Iteration 178Q (134.836090 sec): 67 clusters Score: Raw -1671725.535213 + Penalty 50833.828192 = -1620891.707020 nChanged 24 Deleting Class 85 (14 points): Lose 78.176296 but Gain 915.157686 Iteration 179Q (135.015750 sec): 66 clusters Score: Raw -1671678.734891 + Penalty 49932.384343 = -1621746.350549 nChanged 32 Deleting Class 45 (3 points): Lose 20.536354 but Gain 855.854591 Iteration 180F (136.356419 sec): 65 clusters Score: Raw -1671691.385084 + Penalty 49063.022155 = -1622628.362929 nChanged 20 Deleting Class 120 (37 points): Lose 198.664365 but Gain 1031.512834 Iteration 181Q (136.534130 sec): 64 clusters Score: Raw -1671511.143173 + Penalty 48081.706677 = -1623429.436497 nChanged 47 Deleting Class 130 (41 points): Lose 190.451504 but Gain 1015.271049 Iteration 182Q (136.710534 sec): 63 clusters Score: Raw -1671423.500201 + Penalty 47134.123197 = -1624289.377004 nChanged 68 Deleting Class 91 (29 points): Lose 102.695066 but Gain 928.198651 Iteration 183Q (136.885777 sec): 62 clusters Score: Raw -1671441.270261 + Penalty 46243.645415 = -1625197.624845 nChanged 55 Deleting Class 115 (31 points): Lose 133.580664 but Gain 958.056033 Iteration 184Q (137.060121 sec): 61 clusters Score: Raw -1671380.139718 + Penalty 45300.163311 = -1626079.976407 nChanged 54 Deleting Class 144 (7 points): Lose 27.760979 but Gain 837.010814 Iteration 185Q (137.232494 sec): 60 clusters Score: Raw -1671414.239827 + Penalty 44508.435467 = -1626905.804361 nChanged 31 Deleting Class 51 (8 points): Lose 29.206123 but Gain 824.958839 Iteration 186Q (137.403855 sec): 59 clusters Score: Raw -1671404.024626 + Penalty 43746.256435 = -1627657.768191 nChanged 36 Deleting Class 152 (11 points): Lose 88.223580 but Gain 863.913573 Iteration 187Q (137.579179 sec): 58 clusters Score: Raw -1671340.083667 + Penalty 42886.630587 = -1628453.453080 nChanged 38 Deleting Class 74 (10 points): Lose 31.323115 but Gain 805.334306 Iteration 188Q (137.755226 sec): 57 clusters Score: Raw -1671356.374878 + Penalty 42077.811815 = -1629278.563063 nChanged 28 Deleting Class 19 (22 points): Lose 106.048142 but Gain 877.073122 Iteration 189Q (137.929840 sec): 56 clusters Score: Raw -1671269.510984 + Penalty 41227.348430 = -1630042.162554 nChanged 32 Deleting Class 71 (52 points): Lose 457.005130 but Gain 1219.264627 Iteration 190F (139.074197 sec): 55 clusters Score: Raw -1670865.470015 + Penalty 40065.604275 = -1630799.865739 nChanged 63 Deleting Class 11 (34 points): Lose 117.905131 but Gain 868.531497 Iteration 191Q (139.248232 sec): 54 clusters Score: Raw -1671032.499883 + Penalty 39174.067433 = -1631858.432450 nChanged 62 Deleting Class 70 (7 points): Lose 53.819069 but Gain 800.010082 Iteration 192Q (139.420711 sec): 53 clusters Score: Raw -1671086.001131 + Penalty 38387.806206 = -1632698.194925 nChanged 43 Deleting Class 52 (104 points): Lose 552.677256 but Gain 1283.107357 Iteration 193Q (139.590722 sec): 52 clusters Score: Raw -1670573.215147 + Penalty 37143.557838 = -1633429.657309 nChanged 131 Deleting Class 143 (5 points): Lose 35.030942 but Gain 743.038197 Iteration 194Q (139.762107 sec): 51 clusters Score: Raw -1670803.614597 + Penalty 36409.033876 = -1634394.580721 nChanged 49 Deleting Class 46 (41 points): Lose 117.354415 but Gain 743.760697 Iteration 195Q (139.930165 sec): 50 clusters Score: Raw -1670724.266460 + Penalty 35655.865530 = -1635068.400931 nChanged 74 Deleting Class 63 (8 points): Lose 51.615888 but Gain 671.592413 Iteration 196Q (140.099257 sec): 49 clusters Score: Raw -1670749.258351 + Penalty 34968.609861 = -1635780.648489 nChanged 34 Deleting Class 102 (9 points): Lose 40.181554 but Gain 636.639160 Iteration 197Q (140.265316 sec): 48 clusters Score: Raw -1670731.894644 + Penalty 34326.063010 = -1636405.831634 nChanged 29 Deleting Class 37 (18 points): Lose 53.384521 but Gain 647.669899 Iteration 198Q (140.429484 sec): 47 clusters Score: Raw -1670708.607786 + Penalty 33673.501297 = -1637035.106489 nChanged 28 Deleting Class 18 (82 points): Lose 350.472820 but Gain 936.983484 Iteration 199Q (140.592555 sec): 46 clusters Score: Raw -1670388.892997 + Penalty 32800.862012 = -1637588.030985 nChanged 99 Deleting Class 83 (97 points): Lose 483.607324 but Gain 1046.173278 Iteration 200F (141.522725 sec): 45 clusters Score: Raw -1670113.709096 + Penalty 31804.491012 = -1638309.218084 nChanged 145 Deleting Class 62 (19 points): Lose 190.424970 but Gain 729.109363 Iteration 201Q (141.686478 sec): 44 clusters Score: Raw -1670183.372302 + Penalty 30857.817631 = -1639325.554671 nChanged 76 Deleting Class 48 (201 points): Lose 532.966624 but Gain 1049.248589 Iteration 202Q (141.846657 sec): 43 clusters Score: Raw -1669762.896884 + Penalty 30083.923224 = -1639678.973660 nChanged 243 Deleting Class 97 (35 points): Lose 196.019270 but Gain 754.741515 Iteration 203Q (142.009076 sec): 42 clusters Score: Raw -1669931.857527 + Penalty 29337.749367 = -1640594.108161 nChanged 103 Deleting Class 90 (80 points): Lose 349.191849 but Gain 813.129835 Iteration 204Q (142.164481 sec): 41 clusters Score: Raw -1669697.812200 + Penalty 28370.126180 = -1641327.686020 nChanged 131 Deleting Class 10 (82 points): Lose 632.136865 but Gain 1092.368720 Iteration 205Q (142.316328 sec): 40 clusters Score: Raw -1669273.309055 + Penalty 27564.742845 = -1641708.566210 nChanged 147 Deleting Class 58 (295 points): Lose 901.321558 but Gain 1369.308461 Iteration 206Q (142.466748 sec): 39 clusters Score: Raw -1668866.637709 + Penalty 26303.541213 = -1642563.096496 nChanged 345 Deleting Class 23 (28 points): Lose 81.669183 but Gain 538.719901 Iteration 207Q (142.619647 sec): 38 clusters Score: Raw -1669361.091455 + Penalty 25800.481439 = -1643560.610016 nChanged 131 Deleting Class 7 (28 points): Lose 407.504459 but Gain 836.460481 Iteration 208Q (142.766582 sec): 37 clusters Score: Raw -1669065.075080 + Penalty 24776.252017 = -1644288.823063 nChanged 100 Deleting Class 150 (1 points): Lose 14.068717 but Gain 405.146572 Iteration 209Q (142.912666 sec): 36 clusters Score: Raw -1669341.368482 + Penalty 24567.834547 = -1644773.533935 nChanged 51 Deleting Class 4 (66 points): Lose 82.523642 but Gain 353.711122 Iteration 210F (143.656634 sec): 35 clusters Score: Raw -1669333.447729 + Penalty 24276.140003 = -1645057.307727 nChanged 112 Deleting Class 56 (90 points): Lose 681.454994 but Gain 924.275650 Iteration 211Q (143.805582 sec): 34 clusters Score: Raw -1668790.503886 + Penalty 23241.649812 = -1645548.854074 nChanged 116 Deleting Class 170 (50 points): Lose 297.717269 but Gain 528.886775 Iteration 212Q (143.953173 sec): 33 clusters Score: Raw -1668875.817585 + Penalty 22790.065669 = -1646085.751917 nChanged 118 Deleting Class 27 (57 points): Lose 682.193287 but Gain 759.348506 Iteration 213Q (144.098225 sec): 32 clusters Score: Raw -1668425.988119 + Penalty 21648.084278 = -1646777.903841 nChanged 142 Deleting Class 78 (107 points): Lose 1359.201365 but Gain 1382.841728 Iteration 214Q (144.243903 sec): 31 clusters Score: Raw -1667598.116087 + Penalty 20643.521157 = -1646954.594930 nChanged 177 Iteration 215Q (144.391881 sec): 31 clusters Score: Raw -1668388.446279 + Penalty 20703.124687 = -1647685.321592 nChanged 82 Iteration 216Q (144.533589 sec): 31 clusters Score: Raw -1668484.904184 + Penalty 20698.252410 = -1647786.651774 nChanged 47 Iteration 217Q (144.673708 sec): 31 clusters Score: Raw -1668515.397439 + Penalty 20705.925353 = -1647809.472086 nChanged 31 Iteration 218Q (144.814165 sec): 31 clusters Score: Raw -1668537.161207 + Penalty 20708.865791 = -1647828.295416 nChanged 29 Writing temp clu file Memory request: 0.20 GB would take us to total of 0.40 GB. Compute initial score before splitting: Score: Raw -1668537.161207 + Penalty 20708.865791 = -1647828.295416Memory request: 0.01 GB would take us to total of 0.41 GB. Trying to split cluster 1 (1269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.953013 sec): 2 clusters Score: Raw -51979.115720 + Penalty 98.146937 = -51880.968783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.955415 sec): 3 clusters Score: Raw -51182.579078 + Penalty 210.221296 = -50972.357781 nChanged 545 SP:Iteration 1F (144.957776 sec): 3 clusters Score: Raw -51635.860512 + Penalty 218.335636 = -51417.524876 nChanged 108 SP:Iteration 2F (144.960127 sec): 3 clusters Score: Raw -51720.989611 + Penalty 226.535148 = -51494.454462 nChanged 60 SP:Iteration 3Q (144.962462 sec): 3 clusters Score: Raw -51779.117404 + Penalty 229.952167 = -51549.165237 nChanged 47 SP:Iteration 4Q (144.964769 sec): 3 clusters Score: Raw -51818.947886 + Penalty 233.669305 = -51585.278581 nChanged 34 SP:Iteration 5Q (144.967028 sec): 3 clusters Score: Raw -51835.155221 + Penalty 240.980046 = -51594.175175 nChanged 32 SP:Iteration 6Q (144.969255 sec): 3 clusters Score: Raw -51850.194069 + Penalty 251.614749 = -51598.579321 nChanged 39 SP:Iteration 7Q (144.971460 sec): 3 clusters Score: Raw -51874.187253 + Penalty 272.560394 = -51601.626859 nChanged 39 SP:Iteration 8Q (144.973641 sec): 3 clusters Score: Raw -51903.756589 + Penalty 294.464987 = -51609.291601 nChanged 42 SP:Iteration 9Q (144.975785 sec): 3 clusters Score: Raw -51940.034071 + Penalty 327.528172 = -51612.505898 nChanged 30 SP:Iteration 10F (144.978130 sec): 3 clusters Score: Raw -51967.975949 + Penalty 376.462379 = -51591.513570 nChanged 25 SP:Iteration 11F (144.980475 sec): 3 clusters Score: Raw -51991.865852 + Penalty 411.606776 = -51580.259076 nChanged 12 SP:Iteration 12F (144.982817 sec): 3 clusters Score: Raw -52004.601845 + Penalty 458.478900 = -51546.122945 nChanged 9 SP:Iteration 13F (144.985159 sec): 3 clusters Score: Raw -52019.733287 + Penalty 460.786707 = -51558.946580 nChanged 3 SP:Iteration 14Q (144.987095 sec): 3 clusters Score: Raw -52022.741774 + Penalty 464.190318 = -51558.551456 nChanged 2 SP:Iteration 15F (144.989436 sec): 3 clusters Score: Raw -52024.900137 + Penalty 462.832958 = -51562.067179 nChanged 2 SP:Iteration 16Q (144.991349 sec): 3 clusters Score: Raw -52026.718473 + Penalty 463.948377 = -51562.770096 nChanged 2 SP:Iteration 17Q (144.993314 sec): 3 clusters Score: Raw -52030.350769 + Penalty 464.457358 = -51565.893411 nChanged 1 SP:Iteration 18Q (144.995244 sec): 3 clusters Score: Raw -52031.156612 + Penalty 464.154376 = -51567.002236 nChanged 1 SP:Iteration 19Q (144.997139 sec): 3 clusters Score: Raw -52031.577032 + Penalty 464.154376 = -51567.422656 nChanged 0 SP:Iteration 20F (144.999528 sec): 3 clusters Score: Raw -52031.577032 + Penalty 464.154376 = -51567.422656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 2 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.000567 sec): 2 clusters Score: Raw -7075.028024 + Penalty 274.636585 = -6800.391439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.001113 sec): 3 clusters Score: Raw -7051.324857 + Penalty 565.370684 = -6485.954172 nChanged 54 SP:Iteration 1F (145.001683 sec): 3 clusters Score: Raw -7148.067716 + Penalty 581.410777 = -6566.656939 nChanged 12 SP:Iteration 2F (145.002227 sec): 3 clusters Score: Raw -7178.454461 + Penalty 589.025740 = -6589.428721 nChanged 6 SP:Iteration 3Q (145.002751 sec): 3 clusters Score: Raw -7196.296427 + Penalty 589.287318 = -6607.009109 nChanged 2 SP:Iteration 4Q (145.003253 sec): 3 clusters Score: Raw -7199.032897 + Penalty 584.045367 = -6614.987530 nChanged 2 SP:Iteration 5Q (145.003752 sec): 3 clusters Score: Raw -7201.811144 + Penalty 584.045367 = -6617.765778 nChanged 0 SP:Iteration 6F (145.004295 sec): 3 clusters Score: Raw -7201.811144 + Penalty 584.045367 = -6617.765778 nChanged 0 Memory request: 0.02 GB would take us to total of 0.42 GB. Trying to split cluster 3 (3069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.018410 sec): 2 clusters Score: Raw -123275.792124 + Penalty 137.234027 = -123138.558097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.023983 sec): 3 clusters Score: Raw -121273.498785 + Penalty 287.723627 = -120985.775158 nChanged 1430 SP:Iteration 1F (145.029509 sec): 3 clusters Score: Raw -122176.146344 + Penalty 310.732195 = -121865.414149 nChanged 416 SP:Iteration 2F (145.035269 sec): 3 clusters Score: Raw -122456.858830 + Penalty 344.357727 = -122112.501103 nChanged 341 SP:Iteration 3F (145.040767 sec): 3 clusters Score: Raw -122766.419297 + Penalty 372.089292 = -122394.330005 nChanged 248 SP:Iteration 4F (145.046374 sec): 3 clusters Score: Raw -123016.623133 + Penalty 379.984715 = -122636.638419 nChanged 164 SP:Iteration 5F (145.051853 sec): 3 clusters Score: Raw -123204.241231 + Penalty 426.571773 = -122777.669459 nChanged 75 SP:Iteration 6Q (145.057134 sec): 3 clusters Score: Raw -123280.869583 + Penalty 451.669622 = -122829.199961 nChanged 14 SP:Iteration 7Q (145.061907 sec): 3 clusters Score: Raw -123292.582547 + Penalty 458.794594 = -122833.787953 nChanged 7 SP:Iteration 8Q (145.066435 sec): 3 clusters Score: Raw -123300.422434 + Penalty 470.552437 = -122829.869997 nChanged 1 SP:Iteration 9F (145.072022 sec): 3 clusters Score: Raw -123301.061130 + Penalty 483.335450 = -122817.725680 nChanged 1 SP:Iteration 10F (145.077472 sec): 3 clusters Score: Raw -123301.250966 + Penalty 483.335450 = -122817.915516 nChanged 0 Memory request: 0.01 GB would take us to total of 0.41 GB. Trying to split cluster 5 (827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.083073 sec): 2 clusters Score: Raw -34395.106122 + Penalty 94.731313 = -34300.374809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.084757 sec): 3 clusters Score: Raw -33894.919507 + Penalty 195.802107 = -33699.117400 nChanged 361 SP:Iteration 1F (145.086402 sec): 3 clusters Score: Raw -34194.507963 + Penalty 200.393835 = -33994.114128 nChanged 71 SP:Iteration 2F (145.088016 sec): 3 clusters Score: Raw -34234.361710 + Penalty 202.166575 = -34032.195135 nChanged 44 SP:Iteration 3F (145.089624 sec): 3 clusters Score: Raw -34253.030623 + Penalty 202.295529 = -34050.735094 nChanged 22 SP:Iteration 4Q (145.091188 sec): 3 clusters Score: Raw -34266.943133 + Penalty 204.100064 = -34062.843068 nChanged 29 SP:Iteration 5Q (145.092780 sec): 3 clusters Score: Raw -34281.885603 + Penalty 208.078889 = -34073.806714 nChanged 28 SP:Iteration 6Q (145.094348 sec): 3 clusters Score: Raw -34297.422866 + Penalty 209.547480 = -34087.875386 nChanged 17 SP:Iteration 7Q (145.095909 sec): 3 clusters Score: Raw -34304.110109 + Penalty 210.340952 = -34093.769156 nChanged 13 SP:Iteration 8Q (145.097427 sec): 3 clusters Score: Raw -34309.234240 + Penalty 212.021329 = -34097.212911 nChanged 8 SP:Iteration 9Q (145.098937 sec): 3 clusters Score: Raw -34313.639409 + Penalty 215.818134 = -34097.821275 nChanged 12 SP:Iteration 10F (145.100585 sec): 3 clusters Score: Raw -34317.813876 + Penalty 220.709565 = -34097.104311 nChanged 15 SP:Iteration 11F (145.102220 sec): 3 clusters Score: Raw -34324.705572 + Penalty 225.444567 = -34099.261005 nChanged 14 SP:Iteration 12Q (145.103717 sec): 3 clusters Score: Raw -34331.825412 + Penalty 234.505289 = -34097.320123 nChanged 16 SP:Iteration 13F (145.105321 sec): 3 clusters Score: Raw -34340.089046 + Penalty 242.458322 = -34097.630724 nChanged 12 SP:Iteration 14Q (145.106783 sec): 3 clusters Score: Raw -34347.447832 + Penalty 245.069658 = -34102.378174 nChanged 12 SP:Iteration 15Q (145.108230 sec): 3 clusters Score: Raw -34353.571123 + Penalty 249.123664 = -34104.447459 nChanged 12 SP:Iteration 16Q (145.109662 sec): 3 clusters Score: Raw -34359.976252 + Penalty 250.617645 = -34109.358607 nChanged 16 SP:Iteration 17Q (145.111081 sec): 3 clusters Score: Raw -34372.804868 + Penalty 260.014533 = -34112.790335 nChanged 12 SP:Iteration 18Q (145.112513 sec): 3 clusters Score: Raw -34382.596959 + Penalty 265.606675 = -34116.990285 nChanged 9 SP:Iteration 19Q (145.113896 sec): 3 clusters Score: Raw -34387.907145 + Penalty 275.901477 = -34112.005668 nChanged 7 SP:Iteration 20F (145.115520 sec): 3 clusters Score: Raw -34391.626425 + Penalty 282.129507 = -34109.496918 nChanged 6 SP:Iteration 21F (145.117142 sec): 3 clusters Score: Raw -34393.620905 + Penalty 284.720765 = -34108.900139 nChanged 1 SP:Iteration 22F (145.118803 sec): 3 clusters Score: Raw -34393.655711 + Penalty 284.720765 = -34108.934946 nChanged 0 Memory request: 0.01 GB would take us to total of 0.41 GB. Trying to split cluster 6 (992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.123849 sec): 2 clusters Score: Raw -43835.816478 + Penalty 64.188518 = -43771.627960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.125765 sec): 3 clusters Score: Raw -43205.482202 + Penalty 127.380908 = -43078.101294 nChanged 456 SP:Iteration 1F (145.127647 sec): 3 clusters Score: Raw -43447.985827 + Penalty 128.326461 = -43319.659366 nChanged 54 SP:Iteration 2F (145.129523 sec): 3 clusters Score: Raw -43470.288735 + Penalty 128.316473 = -43341.972262 nChanged 46 SP:Iteration 3Q (145.131461 sec): 3 clusters Score: Raw -43495.003156 + Penalty 128.225321 = -43366.777834 nChanged 56 SP:Iteration 4F (145.133374 sec): 3 clusters Score: Raw -43531.882832 + Penalty 128.130230 = -43403.752602 nChanged 64 SP:Iteration 5F (145.135309 sec): 3 clusters Score: Raw -43587.588983 + Penalty 128.223186 = -43459.365797 nChanged 65 SP:Iteration 6F (145.137225 sec): 3 clusters Score: Raw -43637.627420 + Penalty 128.202117 = -43509.425303 nChanged 54 SP:Iteration 7F (145.139185 sec): 3 clusters Score: Raw -43674.862728 + Penalty 128.170143 = -43546.692585 nChanged 33 SP:Iteration 8Q (145.141095 sec): 3 clusters Score: Raw -43687.261696 + Penalty 128.107195 = -43559.154501 nChanged 15 SP:Iteration 9Q (145.142980 sec): 3 clusters Score: Raw -43689.433539 + Penalty 128.166808 = -43561.266731 nChanged 10 SP:Iteration 10F (145.144949 sec): 3 clusters Score: Raw -43692.071486 + Penalty 128.201482 = -43563.870003 nChanged 9 SP:Iteration 11Q (145.146844 sec): 3 clusters Score: Raw -43693.563232 + Penalty 128.233167 = -43565.330064 nChanged 6 SP:Iteration 12Q (145.148777 sec): 3 clusters Score: Raw -43694.860056 + Penalty 128.317638 = -43566.542418 nChanged 8 SP:Iteration 13Q (145.150764 sec): 3 clusters Score: Raw -43698.100102 + Penalty 128.469137 = -43569.630965 nChanged 15 SP:Iteration 14Q (145.152765 sec): 3 clusters Score: Raw -43703.073953 + Penalty 128.609779 = -43574.464174 nChanged 18 SP:Iteration 15Q (145.154646 sec): 3 clusters Score: Raw -43709.478888 + Penalty 128.597309 = -43580.881579 nChanged 11 SP:Iteration 16Q (145.156545 sec): 3 clusters Score: Raw -43712.893341 + Penalty 128.486809 = -43584.406531 nChanged 15 SP:Iteration 17Q (145.158405 sec): 3 clusters Score: Raw -43716.244853 + Penalty 128.573608 = -43587.671245 nChanged 9 SP:Iteration 18Q (145.160252 sec): 3 clusters Score: Raw -43717.810383 + Penalty 128.711880 = -43589.098503 nChanged 10 SP:Iteration 19Q (145.162061 sec): 3 clusters Score: Raw -43720.359358 + Penalty 128.832540 = -43591.526819 nChanged 10 SP:Iteration 20F (145.163937 sec): 3 clusters Score: Raw -43724.142167 + Penalty 128.995720 = -43595.146448 nChanged 16 SP:Iteration 21Q (145.165757 sec): 3 clusters Score: Raw -43731.663022 + Penalty 129.282541 = -43602.380482 nChanged 12 SP:Iteration 22Q (145.167566 sec): 3 clusters Score: Raw -43736.992810 + Penalty 129.208941 = -43607.783869 nChanged 8 SP:Iteration 23Q (145.169371 sec): 3 clusters Score: Raw -43738.965276 + Penalty 129.290347 = -43609.674928 nChanged 8 SP:Iteration 24Q (145.171212 sec): 3 clusters Score: Raw -43740.101893 + Penalty 129.406924 = -43610.694970 nChanged 5 SP:Iteration 25Q (145.173043 sec): 3 clusters Score: Raw -43740.862186 + Penalty 129.309831 = -43611.552356 nChanged 3 SP:Iteration 26Q (145.174833 sec): 3 clusters Score: Raw -43741.151827 + Penalty 129.344422 = -43611.807405 nChanged 1 SP:Iteration 27Q (145.176624 sec): 3 clusters Score: Raw -43741.341184 + Penalty 129.421707 = -43611.919477 nChanged 2 SP:Iteration 28Q (145.178412 sec): 3 clusters Score: Raw -43741.730161 + Penalty 129.295450 = -43612.434711 nChanged 2 SP:Iteration 29Q (145.180196 sec): 3 clusters Score: Raw -43741.964067 + Penalty 129.299625 = -43612.664443 nChanged 3 SP:Iteration 30F (145.182068 sec): 3 clusters Score: Raw -43742.323323 + Penalty 129.325322 = -43612.998001 nChanged 1 SP:Iteration 31Q (145.183859 sec): 3 clusters Score: Raw -43742.428683 + Penalty 129.401542 = -43613.027141 nChanged 2 SP:Iteration 32Q (145.185649 sec): 3 clusters Score: Raw -43742.728698 + Penalty 129.428377 = -43613.300321 nChanged 2 SP:Iteration 33Q (145.187439 sec): 3 clusters Score: Raw -43743.085226 + Penalty 129.555751 = -43613.529475 nChanged 3 SP:Iteration 34Q (145.189229 sec): 3 clusters Score: Raw -43743.373445 + Penalty 129.680753 = -43613.692691 nChanged 3 SP:Iteration 35Q (145.191056 sec): 3 clusters Score: Raw -43743.593809 + Penalty 129.726270 = -43613.867539 nChanged 1 SP:Iteration 36Q (145.192878 sec): 3 clusters Score: Raw -43743.604933 + Penalty 129.726270 = -43613.878663 nChanged 0 SP:Iteration 37F (145.194768 sec): 3 clusters Score: Raw -43743.604933 + Penalty 129.726270 = -43613.878663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 8 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.197338 sec): 2 clusters Score: Raw -3678.072615 + Penalty 329.085358 = -3348.987257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.197732 sec): 3 clusters Score: Raw -3741.658654 + Penalty 651.169960 = -3090.488695 nChanged 15 SP:Iteration 1F (145.198112 sec): 3 clusters Score: Raw -3780.818233 + Penalty 648.013044 = -3132.805188 nChanged 3 SP:Iteration 2Q (145.198479 sec): 3 clusters Score: Raw -3787.745658 + Penalty 647.361774 = -3140.383884 nChanged 1 SP:Iteration 3Q (145.198839 sec): 3 clusters Score: Raw -3788.803503 + Penalty 646.305217 = -3142.498287 nChanged 2 SP:Iteration 4Q (145.199199 sec): 3 clusters Score: Raw -3791.726366 + Penalty 646.305217 = -3145.421149 nChanged 0 SP:Iteration 5F (145.199576 sec): 3 clusters Score: Raw -3791.726366 + Penalty 646.305217 = -3145.421149 nChanged 0 Memory request: 0.01 GB would take us to total of 0.41 GB. Trying to split cluster 9 (1277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.206001 sec): 2 clusters Score: Raw -57957.366609 + Penalty 663.445995 = -57293.920614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.208541 sec): 3 clusters Score: Raw -57298.465086 + Penalty 1326.465500 = -55971.999586 nChanged 450 SP:Iteration 1F (145.210988 sec): 3 clusters Score: Raw -57542.820434 + Penalty 1326.441490 = -56216.378944 nChanged 133 SP:Iteration 2F (145.213404 sec): 3 clusters Score: Raw -57635.069022 + Penalty 1327.647716 = -56307.421306 nChanged 83 SP:Iteration 3F (145.215786 sec): 3 clusters Score: Raw -57696.287908 + Penalty 1330.178029 = -56366.109879 nChanged 64 SP:Iteration 4F (145.218154 sec): 3 clusters Score: Raw -57741.395007 + Penalty 1333.801819 = -56407.593189 nChanged 66 SP:Iteration 5F (145.220522 sec): 3 clusters Score: Raw -57787.202462 + Penalty 1336.330025 = -56450.872437 nChanged 51 SP:Iteration 6Q (145.222889 sec): 3 clusters Score: Raw -57826.172070 + Penalty 1338.740975 = -56487.431094 nChanged 44 SP:Iteration 7Q (145.225248 sec): 3 clusters Score: Raw -57848.152310 + Penalty 1340.253047 = -56507.899263 nChanged 28 SP:Iteration 8Q (145.227602 sec): 3 clusters Score: Raw -57861.283883 + Penalty 1341.280480 = -56520.003402 nChanged 23 SP:Iteration 9Q (145.229952 sec): 3 clusters Score: Raw -57870.098245 + Penalty 1342.399384 = -56527.698862 nChanged 10 SP:Iteration 10F (145.232314 sec): 3 clusters Score: Raw -57876.394436 + Penalty 1343.697947 = -56532.696489 nChanged 12 SP:Iteration 11Q (145.234703 sec): 3 clusters Score: Raw -57880.817670 + Penalty 1346.076528 = -56534.741142 nChanged 15 SP:Iteration 12Q (145.237128 sec): 3 clusters Score: Raw -57885.910609 + Penalty 1347.679738 = -56538.230871 nChanged 12 SP:Iteration 13Q (145.239544 sec): 3 clusters Score: Raw -57891.322293 + Penalty 1351.320621 = -56540.001672 nChanged 14 SP:Iteration 14Q (145.241955 sec): 3 clusters Score: Raw -57896.974071 + Penalty 1354.111915 = -56542.862156 nChanged 11 SP:Iteration 15Q (145.244450 sec): 3 clusters Score: Raw -57901.389560 + Penalty 1355.972964 = -56545.416595 nChanged 7 SP:Iteration 16Q (145.246995 sec): 3 clusters Score: Raw -57903.887471 + Penalty 1358.652310 = -56545.235161 nChanged 10 SP:Iteration 17F (145.249398 sec): 3 clusters Score: Raw -57907.511485 + Penalty 1362.473860 = -56545.037626 nChanged 13 SP:Iteration 18F (145.251763 sec): 3 clusters Score: Raw -57911.281810 + Penalty 1367.038304 = -56544.243506 nChanged 14 SP:Iteration 19F (145.254227 sec): 3 clusters Score: Raw -57916.471886 + Penalty 1369.768745 = -56546.703141 nChanged 10 SP:Iteration 20F (145.256649 sec): 3 clusters Score: Raw -57922.210547 + Penalty 1374.001661 = -56548.208886 nChanged 12 SP:Iteration 21Q (145.258988 sec): 3 clusters Score: Raw -57931.579522 + Penalty 1378.072191 = -56553.507331 nChanged 16 SP:Iteration 22Q (145.261327 sec): 3 clusters Score: Raw -57939.584412 + Penalty 1379.196732 = -56560.387679 nChanged 6 SP:Iteration 23Q (145.263655 sec): 3 clusters Score: Raw -57941.790373 + Penalty 1380.918359 = -56560.872015 nChanged 8 SP:Iteration 24Q (145.265984 sec): 3 clusters Score: Raw -57944.552141 + Penalty 1383.987180 = -56560.564961 nChanged 8 SP:Iteration 25F (145.268343 sec): 3 clusters Score: Raw -57949.128680 + Penalty 1388.181075 = -56560.947605 nChanged 10 SP:Iteration 26Q (145.270668 sec): 3 clusters Score: Raw -57955.639976 + Penalty 1391.765882 = -56563.874094 nChanged 10 SP:Iteration 27Q (145.272981 sec): 3 clusters Score: Raw -57959.637640 + Penalty 1393.338700 = -56566.298940 nChanged 6 SP:Iteration 28Q (145.275292 sec): 3 clusters Score: Raw -57961.130625 + Penalty 1395.303984 = -56565.826642 nChanged 4 SP:Iteration 29F (145.277652 sec): 3 clusters Score: Raw -57962.331052 + Penalty 1396.376226 = -56565.954826 nChanged 4 SP:Iteration 30F (145.280041 sec): 3 clusters Score: Raw -57964.367777 + Penalty 1397.937719 = -56566.430057 nChanged 4 SP:Iteration 31Q (145.282392 sec): 3 clusters Score: Raw -57965.979446 + Penalty 1399.094945 = -56566.884501 nChanged 4 SP:Iteration 32Q (145.284754 sec): 3 clusters Score: Raw -57966.843875 + Penalty 1401.258119 = -56565.585755 nChanged 5 SP:Iteration 33F (145.287107 sec): 3 clusters Score: Raw -57968.059794 + Penalty 1403.547406 = -56564.512388 nChanged 4 SP:Iteration 34F (145.289489 sec): 3 clusters Score: Raw -57969.018201 + Penalty 1406.049806 = -56562.968395 nChanged 5 SP:Iteration 35F (145.291843 sec): 3 clusters Score: Raw -57970.953534 + Penalty 1407.034090 = -56563.919444 nChanged 4 SP:Iteration 36Q (145.294149 sec): 3 clusters Score: Raw -57972.013741 + Penalty 1407.414392 = -56564.599348 nChanged 2 SP:Iteration 37Q (145.296456 sec): 3 clusters Score: Raw -57972.999777 + Penalty 1408.558987 = -56564.440790 nChanged 2 SP:Iteration 38F (145.298813 sec): 3 clusters Score: Raw -57973.339244 + Penalty 1408.558987 = -56564.780257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 12 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.301457 sec): 2 clusters Score: Raw -7122.133061 + Penalty 627.005254 = -6495.127807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.301986 sec): 3 clusters Score: Raw -7204.863516 + Penalty 1254.445872 = -5950.417644 nChanged 31 SP:Iteration 1F (145.302503 sec): 3 clusters Score: Raw -7302.154884 + Penalty 1257.221440 = -6044.933445 nChanged 10 SP:Iteration 2F (145.303021 sec): 3 clusters Score: Raw -7325.767950 + Penalty 1258.813740 = -6066.954210 nChanged 9 SP:Iteration 3F (145.303539 sec): 3 clusters Score: Raw -7358.327853 + Penalty 1260.455837 = -6097.872016 nChanged 10 SP:Iteration 4F (145.304056 sec): 3 clusters Score: Raw -7382.924122 + Penalty 1260.340342 = -6122.583780 nChanged 6 SP:Iteration 5Q (145.304539 sec): 3 clusters Score: Raw -7408.456605 + Penalty 1260.286017 = -6148.170589 nChanged 3 SP:Iteration 6Q (145.305016 sec): 3 clusters Score: Raw -7417.258588 + Penalty 1261.498108 = -6155.760480 nChanged 2 SP:Iteration 7Q (145.305490 sec): 3 clusters Score: Raw -7427.078742 + Penalty 1260.754329 = -6166.324412 nChanged 1 SP:Iteration 8Q (145.305964 sec): 3 clusters Score: Raw -7430.380108 + Penalty 1261.477581 = -6168.902527 nChanged 1 SP:Iteration 9Q (145.306433 sec): 3 clusters Score: Raw -7432.830741 + Penalty 1262.421429 = -6170.409312 nChanged 1 SP:Iteration 10F (145.306947 sec): 3 clusters Score: Raw -7436.392017 + Penalty 1262.421429 = -6173.970589 nChanged 0 Memory request: 0.01 GB would take us to total of 0.41 GB. Trying to split cluster 14 (1508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.314161 sec): 2 clusters Score: Raw -60567.538014 + Penalty 79.636319 = -60487.901695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.316964 sec): 3 clusters Score: Raw -59612.265218 + Penalty 166.136438 = -59446.128780 nChanged 698 SP:Iteration 1F (145.319714 sec): 3 clusters Score: Raw -60215.330991 + Penalty 170.367658 = -60044.963333 nChanged 148 SP:Iteration 2F (145.322464 sec): 3 clusters Score: Raw -60346.069963 + Penalty 178.615769 = -60167.454193 nChanged 91 SP:Iteration 3F (145.325209 sec): 3 clusters Score: Raw -60424.598777 + Penalty 186.883568 = -60237.715209 nChanged 71 SP:Iteration 4Q (145.327936 sec): 3 clusters Score: Raw -60483.089889 + Penalty 194.145144 = -60288.944745 nChanged 42 SP:Iteration 5Q (145.330641 sec): 3 clusters Score: Raw -60526.571364 + Penalty 200.648231 = -60325.923133 nChanged 28 SP:Iteration 6Q (145.333319 sec): 3 clusters Score: Raw -60565.326734 + Penalty 205.076571 = -60360.250163 nChanged 20 SP:Iteration 7Q (145.335974 sec): 3 clusters Score: Raw -60604.872188 + Penalty 209.790862 = -60395.081326 nChanged 12 SP:Iteration 8Q (145.338414 sec): 3 clusters Score: Raw -60618.979084 + Penalty 213.954503 = -60405.024580 nChanged 8 SP:Iteration 9Q (145.340892 sec): 3 clusters Score: Raw -60622.172259 + Penalty 216.402159 = -60405.770099 nChanged 6 SP:Iteration 10F (145.343684 sec): 3 clusters Score: Raw -60623.948129 + Penalty 217.468683 = -60406.479446 nChanged 3 SP:Iteration 11Q (145.346011 sec): 3 clusters Score: Raw -60624.407421 + Penalty 218.064897 = -60406.342524 nChanged 1 SP:Iteration 12F (145.348766 sec): 3 clusters Score: Raw -60624.509585 + Penalty 218.267555 = -60406.242029 nChanged 1 SP:Iteration 13F (145.351552 sec): 3 clusters Score: Raw -60624.565673 + Penalty 218.267555 = -60406.298118 nChanged 0 Memory request: 0.11 GB would take us to total of 0.51 GB. Trying to split cluster 16 (24220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.460243 sec): 2 clusters Score: Raw -980117.803349 + Penalty 222.162485 = -979895.640864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.506005 sec): 3 clusters Score: Raw -963719.167109 + Penalty 444.023291 = -963275.143818 nChanged 11597 SP:Iteration 1F (145.551141 sec): 3 clusters Score: Raw -970185.389213 + Penalty 446.349789 = -969739.039424 nChanged 3244 SP:Iteration 2F (145.595901 sec): 3 clusters Score: Raw -972747.590735 + Penalty 446.856653 = -972300.734083 nChanged 1282 SP:Iteration 3F (145.641120 sec): 3 clusters Score: Raw -973467.728779 + Penalty 448.551791 = -973019.176988 nChanged 1013 SP:Iteration 4Q (145.688792 sec): 3 clusters Score: Raw -974433.289175 + Penalty 451.172955 = -973982.116220 nChanged 1098 SP:Iteration 5Q (145.736028 sec): 3 clusters Score: Raw -976053.591921 + Penalty 447.893782 = -975605.698139 nChanged 866 SP:Iteration 6Q (145.782410 sec): 3 clusters Score: Raw -977026.849318 + Penalty 446.043879 = -976580.805439 nChanged 638 SP:Iteration 7Q (145.823809 sec): 3 clusters Score: Raw -977396.781590 + Penalty 443.893352 = -976952.888238 nChanged 535 SP:Iteration 8Q (145.864969 sec): 3 clusters Score: Raw -977631.791090 + Penalty 440.992983 = -977190.798107 nChanged 495 SP:Iteration 9Q (145.906060 sec): 3 clusters Score: Raw -977843.627923 + Penalty 439.853564 = -977403.774359 nChanged 505 SP:Iteration 10F (145.950816 sec): 3 clusters Score: Raw -978061.366062 + Penalty 438.394964 = -977622.971098 nChanged 529 SP:Iteration 11Q (145.990859 sec): 3 clusters Score: Raw -978311.341594 + Penalty 435.141340 = -977876.200254 nChanged 513 SP:Iteration 12Q (146.030286 sec): 3 clusters Score: Raw -978550.366248 + Penalty 433.544855 = -978116.821392 nChanged 513 SP:Iteration 13Q (146.069955 sec): 3 clusters Score: Raw -978789.345197 + Penalty 432.120162 = -978357.225035 nChanged 475 SP:Iteration 14Q (146.108891 sec): 3 clusters Score: Raw -979011.232706 + Penalty 432.838076 = -978578.394630 nChanged 417 SP:Iteration 15Q (146.147427 sec): 3 clusters Score: Raw -979204.713790 + Penalty 433.452494 = -978771.261296 nChanged 367 SP:Iteration 16Q (146.185885 sec): 3 clusters Score: Raw -979374.706251 + Penalty 431.901457 = -978942.804795 nChanged 333 SP:Iteration 17Q (146.224148 sec): 3 clusters Score: Raw -979532.817673 + Penalty 429.669632 = -979103.148040 nChanged 275 SP:Iteration 18Q (146.262314 sec): 3 clusters Score: Raw -979667.184060 + Penalty 432.314257 = -979234.869803 nChanged 235 SP:Iteration 19Q (146.299517 sec): 3 clusters Score: Raw -979778.026519 + Penalty 430.052367 = -979347.974152 nChanged 172 SP:Iteration 20F (146.343653 sec): 3 clusters Score: Raw -979861.377201 + Penalty 435.609096 = -979425.768105 nChanged 146 SP:Iteration 21Q (146.379946 sec): 3 clusters Score: Raw -979938.344210 + Penalty 442.339212 = -979496.004998 nChanged 88 SP:Iteration 22Q (146.415906 sec): 3 clusters Score: Raw -979980.143784 + Penalty 446.763537 = -979533.380247 nChanged 68 SP:Iteration 23Q (146.451541 sec): 3 clusters Score: Raw -980010.521340 + Penalty 453.666582 = -979556.854758 nChanged 53 SP:Iteration 24Q (146.487510 sec): 3 clusters Score: Raw -980030.781998 + Penalty 459.817171 = -979570.964826 nChanged 37 SP:Iteration 25Q (146.522852 sec): 3 clusters Score: Raw -980043.615744 + Penalty 478.248190 = -979565.367554 nChanged 38 SP:Iteration 26F (146.567009 sec): 3 clusters Score: Raw -980056.767823 + Penalty 518.736814 = -979538.031009 nChanged 34 SP:Iteration 27F (146.611158 sec): 3 clusters Score: Raw -980074.335813 + Penalty 582.193398 = -979492.142415 nChanged 34 SP:Iteration 28F (146.655201 sec): 3 clusters Score: Raw -980099.247200 + Penalty 624.044684 = -979475.202516 nChanged 17 SP:Iteration 29F (146.699405 sec): 3 clusters Score: Raw -980113.957806 + Penalty 596.888014 = -979517.069792 nChanged 6 SP:Iteration 30F (146.740137 sec): 3 clusters Score: Raw -980116.701254 + Penalty 671.369727 = -979445.331527 nChanged 1 SP:Iteration 31F (146.781195 sec): 3 clusters Score: Raw -980115.782568 + Penalty 222.162485 = -979893.620083 nChanged 1 SP:Iteration 32Q (146.815353 sec): 2 clusters Score: Raw -980117.803349 + Penalty 222.162485 = -979895.640864 nChanged 0 SP:Iteration 33F (146.848418 sec): 2 clusters Score: Raw -980117.803349 + Penalty 222.162485 = -979895.640864 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 17 (664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.863090 sec): 2 clusters Score: Raw -27570.642256 + Penalty 119.910800 = -27450.731457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.864484 sec): 3 clusters Score: Raw -27154.173806 + Penalty 236.166176 = -26918.007629 nChanged 285 SP:Iteration 1F (146.865834 sec): 3 clusters Score: Raw -27361.274999 + Penalty 250.611557 = -27110.663442 nChanged 98 SP:Iteration 2F (146.867188 sec): 3 clusters Score: Raw -27467.961666 + Penalty 279.259668 = -27188.701997 nChanged 69 SP:Iteration 3F (146.868558 sec): 3 clusters Score: Raw -27537.588436 + Penalty 316.036893 = -27221.551543 nChanged 46 SP:Iteration 4F (146.869906 sec): 3 clusters Score: Raw -27582.544474 + Penalty 334.630477 = -27247.913997 nChanged 21 SP:Iteration 5Q (146.871257 sec): 3 clusters Score: Raw -27599.072790 + Penalty 344.536882 = -27254.535908 nChanged 7 SP:Iteration 6Q (146.872524 sec): 3 clusters Score: Raw -27602.184838 + Penalty 348.071563 = -27254.113275 nChanged 5 SP:Iteration 7F (146.873871 sec): 3 clusters Score: Raw -27604.183782 + Penalty 357.309194 = -27246.874588 nChanged 3 SP:Iteration 8F (146.875217 sec): 3 clusters Score: Raw -27605.004181 + Penalty 361.038880 = -27243.965301 nChanged 3 SP:Iteration 9F (146.876612 sec): 3 clusters Score: Raw -27606.813384 + Penalty 368.617622 = -27238.195762 nChanged 2 SP:Iteration 10F (146.877963 sec): 3 clusters Score: Raw -27607.984925 + Penalty 368.815807 = -27239.169118 nChanged 1 SP:Iteration 11Q (146.879165 sec): 3 clusters Score: Raw -27608.540820 + Penalty 375.418467 = -27233.122353 nChanged 2 SP:Iteration 12F (146.880532 sec): 3 clusters Score: Raw -27609.250266 + Penalty 385.479117 = -27223.771149 nChanged 2 SP:Iteration 13F (146.881879 sec): 3 clusters Score: Raw -27610.573939 + Penalty 369.911396 = -27240.662542 nChanged 3 SP:Iteration 14Q (146.883064 sec): 3 clusters Score: Raw -27614.253906 + Penalty 371.839759 = -27242.414148 nChanged 1 SP:Iteration 15Q (146.884249 sec): 3 clusters Score: Raw -27615.509931 + Penalty 371.839759 = -27243.670172 nChanged 0 SP:Iteration 16F (146.885599 sec): 3 clusters Score: Raw -27615.509931 + Penalty 371.839759 = -27243.670172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 21 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.887838 sec): 2 clusters Score: Raw -12788.736460 + Penalty 334.710484 = -12454.025976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.888699 sec): 3 clusters Score: Raw -12690.852098 + Penalty 702.403250 = -11988.448848 nChanged 127 SP:Iteration 1F (146.889542 sec): 3 clusters Score: Raw -12884.364329 + Penalty 722.616533 = -12161.747796 nChanged 33 SP:Iteration 2F (146.890383 sec): 3 clusters Score: Raw -12938.902577 + Penalty 738.915503 = -12199.987075 nChanged 18 SP:Iteration 3Q (146.891186 sec): 3 clusters Score: Raw -12969.224525 + Penalty 750.874626 = -12218.349899 nChanged 13 SP:Iteration 4Q (146.891976 sec): 3 clusters Score: Raw -12993.267974 + Penalty 753.107433 = -12240.160541 nChanged 7 SP:Iteration 5Q (146.892768 sec): 3 clusters Score: Raw -13005.172426 + Penalty 753.164494 = -12252.007931 nChanged 7 SP:Iteration 6Q (146.893551 sec): 3 clusters Score: Raw -13012.769207 + Penalty 753.164494 = -12259.604713 nChanged 0 SP:Iteration 7F (146.894422 sec): 3 clusters Score: Raw -13012.769207 + Penalty 753.164494 = -12259.604713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 22 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.896674 sec): 2 clusters Score: Raw -12602.681628 + Penalty 531.056246 = -12071.625381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.897466 sec): 3 clusters Score: Raw -12504.271819 + Penalty 1065.475104 = -11438.796716 nChanged 85 SP:Iteration 1F (146.898244 sec): 3 clusters Score: Raw -12593.920811 + Penalty 1078.722353 = -11515.198457 nChanged 40 SP:Iteration 2F (146.899019 sec): 3 clusters Score: Raw -12661.668560 + Penalty 1087.138222 = -11574.530337 nChanged 21 SP:Iteration 3F (146.899793 sec): 3 clusters Score: Raw -12702.547407 + Penalty 1090.323902 = -11612.223505 nChanged 10 SP:Iteration 4Q (146.900546 sec): 3 clusters Score: Raw -12721.854272 + Penalty 1093.402877 = -11628.451394 nChanged 6 SP:Iteration 5Q (146.901292 sec): 3 clusters Score: Raw -12730.516992 + Penalty 1095.996207 = -11634.520786 nChanged 6 SP:Iteration 6Q (146.902028 sec): 3 clusters Score: Raw -12737.098822 + Penalty 1094.603616 = -11642.495206 nChanged 3 SP:Iteration 7Q (146.902757 sec): 3 clusters Score: Raw -12741.916962 + Penalty 1093.153155 = -11648.763807 nChanged 2 SP:Iteration 8Q (146.903483 sec): 3 clusters Score: Raw -12743.312585 + Penalty 1093.508910 = -11649.803676 nChanged 1 SP:Iteration 9Q (146.904209 sec): 3 clusters Score: Raw -12745.222954 + Penalty 1093.420100 = -11651.802855 nChanged 1 SP:Iteration 10F (146.904985 sec): 3 clusters Score: Raw -12745.980050 + Penalty 1093.420100 = -11652.559950 nChanged 0 Memory request: 0.01 GB would take us to total of 0.41 GB. Trying to split cluster 24 (1499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.910127 sec): 2 clusters Score: Raw -68031.284908 + Penalty 301.375455 = -67729.909453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.912912 sec): 3 clusters Score: Raw -67148.566327 + Penalty 604.628285 = -66543.938043 nChanged 596 SP:Iteration 1F (146.915648 sec): 3 clusters Score: Raw -67478.802136 + Penalty 606.586440 = -66872.215695 nChanged 159 SP:Iteration 2F (146.918383 sec): 3 clusters Score: Raw -67564.179118 + Penalty 615.820405 = -66948.358713 nChanged 121 SP:Iteration 3F (146.921106 sec): 3 clusters Score: Raw -67654.842853 + Penalty 633.054462 = -67021.788391 nChanged 128 SP:Iteration 4F (146.923831 sec): 3 clusters Score: Raw -67780.505223 + Penalty 659.300500 = -67121.204723 nChanged 125 SP:Iteration 5F (146.926557 sec): 3 clusters Score: Raw -67930.160819 + Penalty 673.819337 = -67256.341482 nChanged 78 SP:Iteration 6F (146.929276 sec): 3 clusters Score: Raw -68020.351418 + Penalty 675.400594 = -67344.950824 nChanged 34 SP:Iteration 7Q (146.931839 sec): 3 clusters Score: Raw -68047.547918 + Penalty 674.288608 = -67373.259311 nChanged 22 SP:Iteration 8Q (146.934307 sec): 3 clusters Score: Raw -68066.598527 + Penalty 674.627292 = -67391.971234 nChanged 14 SP:Iteration 9Q (146.936734 sec): 3 clusters Score: Raw -68079.065832 + Penalty 670.581727 = -67408.484105 nChanged 7 SP:Iteration 10F (146.939450 sec): 3 clusters Score: Raw -68082.172564 + Penalty 667.848518 = -67414.324046 nChanged 6 SP:Iteration 11Q (146.941812 sec): 3 clusters Score: Raw -68085.491004 + Penalty 668.005304 = -67417.485700 nChanged 6 SP:Iteration 12Q (146.944160 sec): 3 clusters Score: Raw -68091.389550 + Penalty 667.809483 = -67423.580067 nChanged 6 SP:Iteration 13Q (146.946493 sec): 3 clusters Score: Raw -68095.018000 + Penalty 669.202458 = -67425.815543 nChanged 7 SP:Iteration 14Q (146.948817 sec): 3 clusters Score: Raw -68098.184423 + Penalty 670.931648 = -67427.252775 nChanged 6 SP:Iteration 15Q (146.951130 sec): 3 clusters Score: Raw -68101.944081 + Penalty 674.717319 = -67427.226762 nChanged 4 SP:Iteration 16F (146.953848 sec): 3 clusters Score: Raw -68103.568517 + Penalty 674.717319 = -67428.851199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 25 (453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.964276 sec): 2 clusters Score: Raw -18303.148047 + Penalty 89.079885 = -18214.068162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.965270 sec): 3 clusters Score: Raw -18043.925354 + Penalty 198.456602 = -17845.468751 nChanged 192 SP:Iteration 1F (146.966257 sec): 3 clusters Score: Raw -18206.227848 + Penalty 223.155819 = -17983.072029 nChanged 48 SP:Iteration 2F (146.967241 sec): 3 clusters Score: Raw -18271.892426 + Penalty 256.380519 = -18015.511907 nChanged 27 SP:Iteration 3F (146.968240 sec): 3 clusters Score: Raw -18310.450671 + Penalty 270.536079 = -18039.914592 nChanged 15 SP:Iteration 4Q (146.969158 sec): 3 clusters Score: Raw -18332.763375 + Penalty 274.706706 = -18058.056669 nChanged 3 SP:Iteration 5Q (146.970020 sec): 3 clusters Score: Raw -18336.469277 + Penalty 272.566716 = -18063.902560 nChanged 2 SP:Iteration 6Q (146.970882 sec): 3 clusters Score: Raw -18336.798672 + Penalty 272.566716 = -18064.231956 nChanged 0 SP:Iteration 7F (146.971862 sec): 3 clusters Score: Raw -18336.798672 + Penalty 272.566716 = -18064.231956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 26 (441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.974411 sec): 2 clusters Score: Raw -17587.432414 + Penalty 376.184366 = -17211.248048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.975391 sec): 3 clusters Score: Raw -17383.957356 + Penalty 752.530724 = -16631.426632 nChanged 143 SP:Iteration 1F (146.976361 sec): 3 clusters Score: Raw -17462.288835 + Penalty 756.785474 = -16705.503360 nChanged 51 SP:Iteration 2F (146.977323 sec): 3 clusters Score: Raw -17504.499308 + Penalty 770.395838 = -16734.103470 nChanged 34 SP:Iteration 3F (146.978304 sec): 3 clusters Score: Raw -17536.336729 + Penalty 782.303291 = -16754.033438 nChanged 26 SP:Iteration 4F (146.979264 sec): 3 clusters Score: Raw -17562.620163 + Penalty 798.422120 = -16764.198043 nChanged 23 SP:Iteration 5F (146.980223 sec): 3 clusters Score: Raw -17590.830972 + Penalty 809.661235 = -16781.169737 nChanged 18 SP:Iteration 6Q (146.981173 sec): 3 clusters Score: Raw -17611.512264 + Penalty 814.384749 = -16797.127514 nChanged 14 SP:Iteration 7Q (146.982122 sec): 3 clusters Score: Raw -17633.938668 + Penalty 816.889144 = -16817.049524 nChanged 14 SP:Iteration 8Q (146.983069 sec): 3 clusters Score: Raw -17670.643219 + Penalty 813.981571 = -16856.661648 nChanged 11 SP:Iteration 9Q (146.984010 sec): 3 clusters Score: Raw -17699.618127 + Penalty 813.585942 = -16886.032185 nChanged 10 SP:Iteration 10F (146.984968 sec): 3 clusters Score: Raw -17712.738159 + Penalty 815.279634 = -16897.458525 nChanged 5 SP:Iteration 11Q (146.985889 sec): 3 clusters Score: Raw -17717.697783 + Penalty 818.577316 = -16899.120467 nChanged 4 SP:Iteration 12Q (146.986802 sec): 3 clusters Score: Raw -17721.026065 + Penalty 816.284582 = -16904.741483 nChanged 4 SP:Iteration 13Q (146.987707 sec): 3 clusters Score: Raw -17725.066501 + Penalty 817.081885 = -16907.984616 nChanged 3 SP:Iteration 14Q (146.988611 sec): 3 clusters Score: Raw -17727.284219 + Penalty 814.396419 = -16912.887800 nChanged 3 SP:Iteration 15Q (146.989509 sec): 3 clusters Score: Raw -17730.877918 + Penalty 814.808904 = -16916.069014 nChanged 1 SP:Iteration 16Q (146.990399 sec): 3 clusters Score: Raw -17731.420069 + Penalty 811.619519 = -16919.800550 nChanged 1 SP:Iteration 17Q (146.991291 sec): 3 clusters Score: Raw -17732.439852 + Penalty 807.246781 = -16925.193071 nChanged 3 SP:Iteration 18Q (146.992182 sec): 3 clusters Score: Raw -17736.426310 + Penalty 799.477977 = -16936.948334 nChanged 5 SP:Iteration 19Q (146.993073 sec): 3 clusters Score: Raw -17743.171923 + Penalty 796.534015 = -16946.637908 nChanged 3 SP:Iteration 20F (146.994029 sec): 3 clusters Score: Raw -17749.830060 + Penalty 790.421293 = -16959.408767 nChanged 2 SP:Iteration 21Q (146.994940 sec): 3 clusters Score: Raw -17757.070024 + Penalty 789.667899 = -16967.402125 nChanged 2 SP:Iteration 22Q (146.995807 sec): 3 clusters Score: Raw -17761.679525 + Penalty 789.667899 = -16972.011626 nChanged 0 SP:Iteration 23F (146.996766 sec): 3 clusters Score: Raw -17761.679525 + Penalty 789.667899 = -16972.011626 nChanged 0 Memory request: 0.01 GB would take us to total of 0.41 GB. Trying to split cluster 28 (910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.000329 sec): 2 clusters Score: Raw -37672.211659 + Penalty 183.641259 = -37488.570400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.002105 sec): 3 clusters Score: Raw -37116.602360 + Penalty 362.966223 = -36753.636136 nChanged 389 SP:Iteration 1F (147.003846 sec): 3 clusters Score: Raw -37346.994352 + Penalty 357.482173 = -36989.512179 nChanged 119 SP:Iteration 2F (147.005587 sec): 3 clusters Score: Raw -37397.344388 + Penalty 356.428551 = -37040.915837 nChanged 63 SP:Iteration 3F (147.007332 sec): 3 clusters Score: Raw -37431.818533 + Penalty 362.688864 = -37069.129669 nChanged 70 SP:Iteration 4F (147.009115 sec): 3 clusters Score: Raw -37493.261940 + Penalty 385.824009 = -37107.437932 nChanged 83 SP:Iteration 5F (147.010895 sec): 3 clusters Score: Raw -37587.882229 + Penalty 426.811101 = -37161.071128 nChanged 55 SP:Iteration 6F (147.012636 sec): 3 clusters Score: Raw -37645.519812 + Penalty 438.342915 = -37207.176897 nChanged 25 SP:Iteration 7Q (147.014373 sec): 3 clusters Score: Raw -37672.257836 + Penalty 445.017376 = -37227.240460 nChanged 13 SP:Iteration 8Q (147.016102 sec): 3 clusters Score: Raw -37691.250713 + Penalty 460.136723 = -37231.113990 nChanged 9 SP:Iteration 9Q (147.017823 sec): 3 clusters Score: Raw -37704.757617 + Penalty 466.962571 = -37237.795047 nChanged 2 SP:Iteration 10F (147.019563 sec): 3 clusters Score: Raw -37713.541661 + Penalty 466.962571 = -37246.579091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 29 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.021550 sec): 2 clusters Score: Raw -15689.302231 + Penalty 586.807770 = -15102.494460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.022388 sec): 3 clusters Score: Raw -15655.499149 + Penalty 1180.150894 = -14475.348255 nChanged 93 SP:Iteration 1F (147.023217 sec): 3 clusters Score: Raw -15792.296399 + Penalty 1195.849725 = -14596.446674 nChanged 39 SP:Iteration 2F (147.024041 sec): 3 clusters Score: Raw -15861.920242 + Penalty 1218.066801 = -14643.853442 nChanged 28 SP:Iteration 3F (147.024862 sec): 3 clusters Score: Raw -15934.512553 + Penalty 1227.543070 = -14706.969483 nChanged 13 SP:Iteration 4Q (147.025651 sec): 3 clusters Score: Raw -15959.227226 + Penalty 1232.733041 = -14726.494185 nChanged 2 SP:Iteration 5Q (147.026431 sec): 3 clusters Score: Raw -15961.067485 + Penalty 1237.245224 = -14723.822261 nChanged 2 SP:Iteration 6F (147.027251 sec): 3 clusters Score: Raw -15964.068605 + Penalty 1240.045894 = -14724.022711 nChanged 3 SP:Iteration 7Q (147.028029 sec): 3 clusters Score: Raw -15967.146529 + Penalty 1240.554785 = -14726.591743 nChanged 1 SP:Iteration 8Q (147.028802 sec): 3 clusters Score: Raw -15968.422056 + Penalty 1243.608450 = -14724.813606 nChanged 1 SP:Iteration 9F (147.029623 sec): 3 clusters Score: Raw -15969.344205 + Penalty 1245.088698 = -14724.255507 nChanged 1 SP:Iteration 10F (147.030442 sec): 3 clusters Score: Raw -15970.193222 + Penalty 1247.368957 = -14722.824265 nChanged 1 SP:Iteration 11F (147.031266 sec): 3 clusters Score: Raw -15970.866043 + Penalty 1247.368957 = -14723.497086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 30 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.032749 sec): 2 clusters Score: Raw -10319.402973 + Penalty 139.226593 = -10180.176380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.033409 sec): 3 clusters Score: Raw -10200.766669 + Penalty 284.501727 = -9916.264942 nChanged 79 SP:Iteration 1F (147.034029 sec): 3 clusters Score: Raw -10275.102271 + Penalty 310.586431 = -9964.515840 nChanged 34 SP:Iteration 2F (147.034648 sec): 3 clusters Score: Raw -10315.441790 + Penalty 333.362848 = -9982.078942 nChanged 18 SP:Iteration 3F (147.035267 sec): 3 clusters Score: Raw -10331.998957 + Penalty 346.220833 = -9985.778124 nChanged 5 SP:Iteration 4Q (147.035862 sec): 3 clusters Score: Raw -10336.340899 + Penalty 364.751717 = -9971.589182 nChanged 4 SP:Iteration 5F (147.036481 sec): 3 clusters Score: Raw -10339.850503 + Penalty 390.637979 = -9949.212524 nChanged 5 SP:Iteration 6F (147.037097 sec): 3 clusters Score: Raw -10344.179443 + Penalty 390.637979 = -9953.541464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 31 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.039205 sec): 2 clusters Score: Raw -16855.432610 + Penalty 45.093043 = -16810.339567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.040151 sec): 3 clusters Score: Raw -16596.461086 + Penalty 108.935275 = -16487.525811 nChanged 193 SP:Iteration 1F (147.041078 sec): 3 clusters Score: Raw -16827.367179 + Penalty 130.018690 = -16697.348490 nChanged 30 SP:Iteration 2F (147.042005 sec): 3 clusters Score: Raw -16855.393983 + Penalty 140.422569 = -16714.971414 nChanged 9 SP:Iteration 3Q (147.042923 sec): 3 clusters Score: Raw -16877.482788 + Penalty 144.605454 = -16732.877334 nChanged 4 SP:Iteration 4Q (147.043823 sec): 3 clusters Score: Raw -16899.516741 + Penalty 143.023387 = -16756.493354 nChanged 1 SP:Iteration 5Q (147.044607 sec): 3 clusters Score: Raw -16900.183045 + Penalty 141.506760 = -16758.676285 nChanged 1 SP:Iteration 6Q (147.045391 sec): 3 clusters Score: Raw -16904.565205 + Penalty 139.366809 = -16765.198396 nChanged 4 SP:Iteration 7Q (147.046173 sec): 3 clusters Score: Raw -16915.878040 + Penalty 137.814049 = -16778.063991 nChanged 7 SP:Iteration 8Q (147.046961 sec): 3 clusters Score: Raw -16928.827809 + Penalty 135.980114 = -16792.847695 nChanged 3 SP:Iteration 9Q (147.047744 sec): 3 clusters Score: Raw -16929.829417 + Penalty 134.952045 = -16794.877372 nChanged 1 SP:Iteration 10F (147.048670 sec): 3 clusters Score: Raw -16935.929586 + Penalty 134.929247 = -16801.000338 nChanged 2 SP:Iteration 11Q (147.049454 sec): 3 clusters Score: Raw -16941.680601 + Penalty 134.929247 = -16806.751354 nChanged 0 SP:Iteration 12F (147.050380 sec): 3 clusters Score: Raw -16941.680601 + Penalty 134.929247 = -16806.751354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 34 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.053889 sec): 2 clusters Score: Raw -21350.899452 + Penalty 916.546855 = -20434.352596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.055039 sec): 3 clusters Score: Raw -21223.238430 + Penalty 1833.827484 = -19389.410946 nChanged 146 SP:Iteration 1F (147.056182 sec): 3 clusters Score: Raw -21406.622377 + Penalty 1833.528925 = -19573.093452 nChanged 42 SP:Iteration 2F (147.057310 sec): 3 clusters Score: Raw -21464.289067 + Penalty 1832.884925 = -19631.404143 nChanged 17 SP:Iteration 3Q (147.058401 sec): 3 clusters Score: Raw -21494.716910 + Penalty 1832.265441 = -19662.451469 nChanged 11 SP:Iteration 4Q (147.059478 sec): 3 clusters Score: Raw -21510.388428 + Penalty 1831.521555 = -19678.866873 nChanged 12 SP:Iteration 5Q (147.060548 sec): 3 clusters Score: Raw -21521.008079 + Penalty 1831.370353 = -19689.637726 nChanged 3 SP:Iteration 6Q (147.061629 sec): 3 clusters Score: Raw -21523.323115 + Penalty 1831.370353 = -19691.952762 nChanged 0 SP:Iteration 7F (147.062750 sec): 3 clusters Score: Raw -21523.323115 + Penalty 1831.370353 = -19691.952762 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 38 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.065632 sec): 2 clusters Score: Raw -14615.147412 + Penalty 460.803097 = -14154.344315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.066568 sec): 3 clusters Score: Raw -14461.353026 + Penalty 940.558049 = -13520.794977 nChanged 122 SP:Iteration 1F (147.067483 sec): 3 clusters Score: Raw -14656.820510 + Penalty 959.510670 = -13697.309840 nChanged 54 SP:Iteration 2F (147.068415 sec): 3 clusters Score: Raw -14742.567345 + Penalty 966.007445 = -13776.559900 nChanged 21 SP:Iteration 3F (147.069328 sec): 3 clusters Score: Raw -14767.781820 + Penalty 967.791032 = -13799.990788 nChanged 7 SP:Iteration 4Q (147.070198 sec): 3 clusters Score: Raw -14773.860446 + Penalty 972.241536 = -13801.618910 nChanged 6 SP:Iteration 5Q (147.071060 sec): 3 clusters Score: Raw -14779.882869 + Penalty 970.777973 = -13809.104896 nChanged 1 SP:Iteration 6Q (147.071916 sec): 3 clusters Score: Raw -14780.675080 + Penalty 970.777973 = -13809.897107 nChanged 0 SP:Iteration 7F (147.072827 sec): 3 clusters Score: Raw -14780.675080 + Penalty 970.777973 = -13809.897107 nChanged 0 Memory request: 0.01 GB would take us to total of 0.41 GB. Trying to split cluster 40 (901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.076462 sec): 2 clusters Score: Raw -37604.288319 + Penalty 690.300567 = -36913.987752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.078314 sec): 3 clusters Score: Raw -37128.030226 + Penalty 1381.559761 = -35746.470465 nChanged 287 SP:Iteration 1F (147.080165 sec): 3 clusters Score: Raw -37292.070232 + Penalty 1383.602664 = -35908.467568 nChanged 107 SP:Iteration 2F (147.081918 sec): 3 clusters Score: Raw -37383.968898 + Penalty 1389.416354 = -35994.552544 nChanged 73 SP:Iteration 3F (147.083736 sec): 3 clusters Score: Raw -37464.219106 + Penalty 1400.724348 = -36063.494758 nChanged 63 SP:Iteration 4F (147.085582 sec): 3 clusters Score: Raw -37524.647931 + Penalty 1413.221271 = -36111.426659 nChanged 47 SP:Iteration 5F (147.087464 sec): 3 clusters Score: Raw -37575.691220 + Penalty 1427.333586 = -36148.357635 nChanged 43 SP:Iteration 6Q (147.089375 sec): 3 clusters Score: Raw -37625.332255 + Penalty 1444.362698 = -36180.969557 nChanged 44 SP:Iteration 7Q (147.091412 sec): 3 clusters Score: Raw -37669.405094 + Penalty 1460.634492 = -36208.770602 nChanged 32 SP:Iteration 8Q (147.093334 sec): 3 clusters Score: Raw -37696.771831 + Penalty 1472.422335 = -36224.349496 nChanged 26 SP:Iteration 9Q (147.095110 sec): 3 clusters Score: Raw -37721.568664 + Penalty 1482.853059 = -36238.715606 nChanged 18 SP:Iteration 10F (147.096972 sec): 3 clusters Score: Raw -37750.387257 + Penalty 1488.854440 = -36261.532817 nChanged 11 SP:Iteration 11Q (147.098699 sec): 3 clusters Score: Raw -37765.791035 + Penalty 1495.362847 = -36270.428188 nChanged 13 SP:Iteration 12Q (147.100396 sec): 3 clusters Score: Raw -37779.355785 + Penalty 1500.558890 = -36278.796896 nChanged 8 SP:Iteration 13Q (147.102075 sec): 3 clusters Score: Raw -37786.232532 + Penalty 1503.819012 = -36282.413520 nChanged 7 SP:Iteration 14Q (147.103752 sec): 3 clusters Score: Raw -37794.072058 + Penalty 1507.220418 = -36286.851640 nChanged 6 SP:Iteration 15Q (147.105447 sec): 3 clusters Score: Raw -37800.096517 + Penalty 1510.725491 = -36289.371026 nChanged 3 SP:Iteration 16Q (147.107179 sec): 3 clusters Score: Raw -37801.493705 + Penalty 1511.682066 = -36289.811638 nChanged 1 SP:Iteration 17Q (147.108909 sec): 3 clusters Score: Raw -37801.817307 + Penalty 1511.682066 = -36290.135241 nChanged 0 SP:Iteration 18F (147.110861 sec): 3 clusters Score: Raw -37801.817307 + Penalty 1511.682066 = -36290.135241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 55 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.112071 sec): 2 clusters Score: Raw -10848.408889 + Penalty 290.631898 = -10557.776991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.112582 sec): 3 clusters Score: Raw -10757.415980 + Penalty 581.315126 = -10176.100854 nChanged 76 SP:Iteration 1F (147.113047 sec): 3 clusters Score: Raw -10841.382751 + Penalty 581.278392 = -10260.104360 nChanged 20 SP:Iteration 2F (147.113512 sec): 3 clusters Score: Raw -10861.831775 + Penalty 581.263796 = -10280.567979 nChanged 11 SP:Iteration 3Q (147.113973 sec): 3 clusters Score: Raw -10878.456600 + Penalty 581.247388 = -10297.209211 nChanged 5 SP:Iteration 4Q (147.114426 sec): 3 clusters Score: Raw -10883.050217 + Penalty 581.217622 = -10301.832595 nChanged 3 SP:Iteration 5Q (147.114894 sec): 3 clusters Score: Raw -10889.416356 + Penalty 581.169029 = -10308.247327 nChanged 7 SP:Iteration 6Q (147.115344 sec): 3 clusters Score: Raw -10896.328563 + Penalty 581.314306 = -10315.014257 nChanged 6 SP:Iteration 7Q (147.115789 sec): 3 clusters Score: Raw -10900.113942 + Penalty 581.290950 = -10318.822992 nChanged 2 SP:Iteration 8Q (147.116235 sec): 3 clusters Score: Raw -10901.306110 + Penalty 581.290950 = -10320.015160 nChanged 0 SP:Iteration 9F (147.116698 sec): 3 clusters Score: Raw -10901.306110 + Penalty 581.290950 = -10320.015160 nChanged 0 Memory request: 0.01 GB would take us to total of 0.41 GB. Trying to split cluster 57 (753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.119364 sec): 2 clusters Score: Raw -30302.117123 + Penalty 162.353866 = -30139.763257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.121005 sec): 3 clusters Score: Raw -29834.771544 + Penalty 322.137528 = -29512.634016 nChanged 304 SP:Iteration 1F (147.122597 sec): 3 clusters Score: Raw -30014.137108 + Penalty 320.864866 = -29693.272242 nChanged 106 SP:Iteration 2F (147.124113 sec): 3 clusters Score: Raw -30119.084933 + Penalty 316.799256 = -29802.285677 nChanged 76 SP:Iteration 3F (147.125631 sec): 3 clusters Score: Raw -30216.067895 + Penalty 317.998420 = -29898.069475 nChanged 36 SP:Iteration 4Q (147.127090 sec): 3 clusters Score: Raw -30233.453363 + Penalty 318.224215 = -29915.229148 nChanged 12 SP:Iteration 5Q (147.128563 sec): 3 clusters Score: Raw -30237.699213 + Penalty 320.579906 = -29917.119307 nChanged 6 SP:Iteration 6Q (147.130008 sec): 3 clusters Score: Raw -30242.363481 + Penalty 320.890495 = -29921.472986 nChanged 7 SP:Iteration 7Q (147.131442 sec): 3 clusters Score: Raw -30244.924619 + Penalty 321.558572 = -29923.366047 nChanged 4 SP:Iteration 8Q (147.132858 sec): 3 clusters Score: Raw -30245.352311 + Penalty 321.394834 = -29923.957477 nChanged 1 SP:Iteration 9Q (147.134308 sec): 3 clusters Score: Raw -30245.685384 + Penalty 321.394834 = -29924.290550 nChanged 0 SP:Iteration 10F (147.135817 sec): 3 clusters Score: Raw -30245.685384 + Penalty 321.394834 = -29924.290550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 60 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.137465 sec): 2 clusters Score: Raw -9033.998683 + Penalty 502.520040 = -8531.478643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.138098 sec): 3 clusters Score: Raw -8990.942806 + Penalty 1004.507618 = -7986.435187 nChanged 41 SP:Iteration 1F (147.138717 sec): 3 clusters Score: Raw -9038.993519 + Penalty 1006.073933 = -8032.919586 nChanged 17 SP:Iteration 2F (147.139337 sec): 3 clusters Score: Raw -9069.762693 + Penalty 1010.266483 = -8059.496210 nChanged 14 SP:Iteration 3F (147.139956 sec): 3 clusters Score: Raw -9099.785800 + Penalty 1013.097542 = -8086.688259 nChanged 11 SP:Iteration 4Q (147.140562 sec): 3 clusters Score: Raw -9120.515927 + Penalty 1014.558409 = -8105.957518 nChanged 3 SP:Iteration 5Q (147.141161 sec): 3 clusters Score: Raw -9123.973707 + Penalty 1016.483291 = -8107.490415 nChanged 4 SP:Iteration 6Q (147.141760 sec): 3 clusters Score: Raw -9130.173809 + Penalty 1018.948675 = -8111.225134 nChanged 2 SP:Iteration 7Q (147.142359 sec): 3 clusters Score: Raw -9132.291818 + Penalty 1020.411203 = -8111.880615 nChanged 2 SP:Iteration 8Q (147.142987 sec): 3 clusters Score: Raw -9133.930991 + Penalty 1022.154999 = -8111.775992 nChanged 1 SP:Iteration 9F (147.143606 sec): 3 clusters Score: Raw -9135.611563 + Penalty 1023.764348 = -8111.847215 nChanged 1 SP:Iteration 10F (147.144223 sec): 3 clusters Score: Raw -9136.779755 + Penalty 1023.894700 = -8112.885055 nChanged 2 SP:Iteration 11Q (147.144825 sec): 3 clusters Score: Raw -9141.636745 + Penalty 1026.345641 = -8115.291104 nChanged 2 SP:Iteration 12Q (147.145422 sec): 3 clusters Score: Raw -9145.000295 + Penalty 1027.946903 = -8117.053392 nChanged 1 SP:Iteration 13Q (147.146017 sec): 3 clusters Score: Raw -9146.034151 + Penalty 1027.946903 = -8118.087248 nChanged 0 SP:Iteration 14F (147.146639 sec): 3 clusters Score: Raw -9146.034151 + Penalty 1027.946903 = -8118.087248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 67 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.148845 sec): 2 clusters Score: Raw -19148.810254 + Penalty 686.509884 = -18462.300370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.149811 sec): 3 clusters Score: Raw -19012.410327 + Penalty 1374.570132 = -17637.840195 nChanged 106 SP:Iteration 1F (147.150760 sec): 3 clusters Score: Raw -19120.701980 + Penalty 1375.534904 = -17745.167076 nChanged 27 SP:Iteration 2F (147.151707 sec): 3 clusters Score: Raw -19153.432465 + Penalty 1375.687477 = -17777.744988 nChanged 14 SP:Iteration 3Q (147.152642 sec): 3 clusters Score: Raw -19175.056872 + Penalty 1376.657393 = -17798.399479 nChanged 7 SP:Iteration 4Q (147.153573 sec): 3 clusters Score: Raw -19186.339382 + Penalty 1378.049995 = -17808.289387 nChanged 7 SP:Iteration 5Q (147.154502 sec): 3 clusters Score: Raw -19193.925738 + Penalty 1379.064308 = -17814.861430 nChanged 6 SP:Iteration 6Q (147.155429 sec): 3 clusters Score: Raw -19199.596805 + Penalty 1379.705106 = -17819.891699 nChanged 2 SP:Iteration 7Q (147.156359 sec): 3 clusters Score: Raw -19204.366084 + Penalty 1380.479340 = -17823.886744 nChanged 2 SP:Iteration 8Q (147.157284 sec): 3 clusters Score: Raw -19205.127576 + Penalty 1380.479340 = -17824.648236 nChanged 0 SP:Iteration 9F (147.158228 sec): 3 clusters Score: Raw -19205.127576 + Penalty 1380.479340 = -17824.648236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 69 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.160191 sec): 2 clusters Score: Raw -16033.578277 + Penalty 716.313860 = -15317.264417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.160964 sec): 3 clusters Score: Raw -15932.010386 + Penalty 1433.031037 = -14498.979349 nChanged 80 SP:Iteration 1F (147.161724 sec): 3 clusters Score: Raw -16033.604628 + Penalty 1433.413140 = -14600.191489 nChanged 30 SP:Iteration 2F (147.162484 sec): 3 clusters Score: Raw -16076.507306 + Penalty 1433.905288 = -14642.602018 nChanged 19 SP:Iteration 3F (147.163243 sec): 3 clusters Score: Raw -16102.109490 + Penalty 1432.382108 = -14669.727382 nChanged 13 SP:Iteration 4Q (147.163984 sec): 3 clusters Score: Raw -16116.716366 + Penalty 1433.332235 = -14683.384131 nChanged 5 SP:Iteration 5Q (147.164721 sec): 3 clusters Score: Raw -16123.244420 + Penalty 1433.600329 = -14689.644091 nChanged 3 SP:Iteration 6Q (147.165456 sec): 3 clusters Score: Raw -16125.602027 + Penalty 1434.086247 = -14691.515780 nChanged 4 SP:Iteration 7Q (147.166190 sec): 3 clusters Score: Raw -16129.079738 + Penalty 1434.485321 = -14694.594417 nChanged 2 SP:Iteration 8Q (147.166926 sec): 3 clusters Score: Raw -16130.368398 + Penalty 1434.872465 = -14695.495933 nChanged 3 SP:Iteration 9Q (147.167658 sec): 3 clusters Score: Raw -16134.378858 + Penalty 1434.872465 = -14699.506393 nChanged 0 SP:Iteration 10F (147.168417 sec): 3 clusters Score: Raw -16134.378858 + Penalty 1434.872465 = -14699.506393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 72 (448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.170689 sec): 2 clusters Score: Raw -18698.987685 + Penalty 545.629306 = -18153.358379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.171681 sec): 3 clusters Score: Raw -18497.655151 + Penalty 1091.241181 = -17406.413970 nChanged 136 SP:Iteration 1F (147.172658 sec): 3 clusters Score: Raw -18585.276673 + Penalty 1092.048181 = -17493.228492 nChanged 49 SP:Iteration 2F (147.173631 sec): 3 clusters Score: Raw -18630.543841 + Penalty 1095.912502 = -17534.631338 nChanged 33 SP:Iteration 3F (147.174604 sec): 3 clusters Score: Raw -18689.083207 + Penalty 1103.261953 = -17585.821254 nChanged 30 SP:Iteration 4F (147.175577 sec): 3 clusters Score: Raw -18718.115054 + Penalty 1108.902508 = -17609.212546 nChanged 20 SP:Iteration 5Q (147.176535 sec): 3 clusters Score: Raw -18741.972426 + Penalty 1112.936435 = -17629.035991 nChanged 14 SP:Iteration 6Q (147.177503 sec): 3 clusters Score: Raw -18750.121725 + Penalty 1117.225616 = -17632.896109 nChanged 9 SP:Iteration 7Q (147.178469 sec): 3 clusters Score: Raw -18758.037405 + Penalty 1122.560700 = -17635.476705 nChanged 12 SP:Iteration 8Q (147.179418 sec): 3 clusters Score: Raw -18766.745552 + Penalty 1130.167244 = -17636.578308 nChanged 14 SP:Iteration 9Q (147.180360 sec): 3 clusters Score: Raw -18779.463789 + Penalty 1137.283641 = -17642.180148 nChanged 9 SP:Iteration 10F (147.181333 sec): 3 clusters Score: Raw -18789.605393 + Penalty 1147.866051 = -17641.739342 nChanged 13 SP:Iteration 11F (147.182303 sec): 3 clusters Score: Raw -18803.086009 + Penalty 1164.800445 = -17638.285564 nChanged 14 SP:Iteration 12F (147.183277 sec): 3 clusters Score: Raw -18822.421619 + Penalty 1195.555515 = -17626.866104 nChanged 11 SP:Iteration 13F (147.184255 sec): 3 clusters Score: Raw -18850.425168 + Penalty 1221.240210 = -17629.184957 nChanged 7 SP:Iteration 14Q (147.185163 sec): 3 clusters Score: Raw -18869.124769 + Penalty 1243.256680 = -17625.868088 nChanged 9 SP:Iteration 15F (147.186136 sec): 3 clusters Score: Raw -18884.350206 + Penalty 1259.096792 = -17625.253414 nChanged 4 SP:Iteration 16F (147.187110 sec): 3 clusters Score: Raw -18893.969202 + Penalty 1259.096792 = -17634.872409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 73 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.188726 sec): 2 clusters Score: Raw -5078.869740 + Penalty 503.445501 = -4575.424239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.189145 sec): 3 clusters Score: Raw -5137.604060 + Penalty 1003.897322 = -4133.706738 nChanged 17 SP:Iteration 1F (147.189558 sec): 3 clusters Score: Raw -5205.757088 + Penalty 999.530152 = -4206.226936 nChanged 5 SP:Iteration 2Q (147.189954 sec): 3 clusters Score: Raw -5247.910951 + Penalty 994.471289 = -4253.439662 nChanged 4 SP:Iteration 3Q (147.190346 sec): 3 clusters Score: Raw -5258.350923 + Penalty 990.411224 = -4267.939698 nChanged 3 SP:Iteration 4Q (147.190735 sec): 3 clusters Score: Raw -5266.155594 + Penalty 990.411224 = -4275.744370 nChanged 0 SP:Iteration 5F (147.191149 sec): 3 clusters Score: Raw -5266.155594 + Penalty 990.411224 = -4275.744370 nChanged 0 Iteration 219Q (147.349645 sec): 31 clusters Score: Raw -1668551.861786 + Penalty 20708.666466 = -1647843.195321 nChanged 27 Iteration 220F (147.994080 sec): 31 clusters Score: Raw -1668571.375232 + Penalty 20750.294069 = -1647821.081163 nChanged 26 Iteration 221F (148.636928 sec): 31 clusters Score: Raw -1668626.236398 + Penalty 20757.862549 = -1647868.373849 nChanged 22 Iteration 222Q (148.778129 sec): 31 clusters Score: Raw -1668632.573983 + Penalty 20761.806580 = -1647870.767403 nChanged 11 Iteration 223Q (148.919632 sec): 31 clusters Score: Raw -1668635.910387 + Penalty 20763.836154 = -1647872.074233 nChanged 7 Iteration 224Q (149.061570 sec): 31 clusters Score: Raw -1668638.272556 + Penalty 20766.129062 = -1647872.143494 nChanged 7 Iteration 225Q (149.202488 sec): 31 clusters Score: Raw -1668640.186106 + Penalty 20766.721111 = -1647873.464995 nChanged 5 Iteration 226Q (149.344563 sec): 31 clusters Score: Raw -1668640.716880 + Penalty 20766.374591 = -1647874.342289 nChanged 5 Iteration 227Q (149.485451 sec): 31 clusters Score: Raw -1668641.139264 + Penalty 20766.500495 = -1647874.638769 nChanged 5 Iteration 228Q (149.626218 sec): 31 clusters Score: Raw -1668641.617417 + Penalty 20766.544266 = -1647875.073151 nChanged 2 Iteration 229Q (149.766983 sec): 31 clusters Score: Raw -1668641.715161 + Penalty 20766.353664 = -1647875.361497 nChanged 4 Iteration 230F (150.410228 sec): 31 clusters Score: Raw -1668641.871614 + Penalty 20766.310936 = -1647875.560678 nChanged 1 Iteration 231Q (150.551128 sec): 31 clusters Score: Raw -1668641.916291 + Penalty 20766.278257 = -1647875.638034 nChanged 1 Iteration 232Q (150.691826 sec): 31 clusters Score: Raw -1668641.949913 + Penalty 20766.317941 = -1647875.631972 nChanged 1 Iteration 233F (151.333024 sec): 31 clusters Score: Raw -1668641.964661 + Penalty 20766.357726 = -1647875.606935 nChanged 1 Iteration 234F (151.974344 sec): 31 clusters Score: Raw -1668641.994810 + Penalty 20766.357726 = -1647875.637085 nChanged 0 Writing temp clu file Memory request: 0.20 GB would take us to total of 0.40 GB. Compute initial score before splitting: Score: Raw -1668641.994810 + Penalty 20766.357726 = -1647875.637085Memory request: 0.01 GB would take us to total of 0.41 GB. Trying to split cluster 1 (1270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.126207 sec): 2 clusters Score: Raw -52011.599351 + Penalty 98.358504 = -51913.240847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.128662 sec): 3 clusters Score: Raw -51212.218740 + Penalty 185.648951 = -51026.569789 nChanged 561 SP:Iteration 1F (152.131080 sec): 3 clusters Score: Raw -51768.925422 + Penalty 184.356360 = -51584.569063 nChanged 126 SP:Iteration 2F (152.133497 sec): 3 clusters Score: Raw -51872.764412 + Penalty 183.915533 = -51688.848879 nChanged 62 SP:Iteration 3Q (152.135794 sec): 3 clusters Score: Raw -51914.439022 + Penalty 184.296128 = -51730.142894 nChanged 31 SP:Iteration 4Q (152.138050 sec): 3 clusters Score: Raw -51936.146758 + Penalty 184.669752 = -51751.477006 nChanged 24 SP:Iteration 5Q (152.140266 sec): 3 clusters Score: Raw -51941.539774 + Penalty 184.790940 = -51756.748834 nChanged 13 SP:Iteration 6Q (152.142464 sec): 3 clusters Score: Raw -51944.553637 + Penalty 185.334963 = -51759.218674 nChanged 15 SP:Iteration 7Q (152.144661 sec): 3 clusters Score: Raw -51948.490051 + Penalty 185.587341 = -51762.902711 nChanged 21 SP:Iteration 8Q (152.146876 sec): 3 clusters Score: Raw -51956.005470 + Penalty 185.749273 = -51770.256197 nChanged 22 SP:Iteration 9Q (152.149077 sec): 3 clusters Score: Raw -51964.212474 + Penalty 185.392225 = -51778.820249 nChanged 24 SP:Iteration 10F (152.151512 sec): 3 clusters Score: Raw -51972.612441 + Penalty 188.903869 = -51783.708573 nChanged 25 SP:Iteration 11Q (152.153697 sec): 3 clusters Score: Raw -51983.516620 + Penalty 188.220084 = -51795.296536 nChanged 28 SP:Iteration 12Q (152.155877 sec): 3 clusters Score: Raw -51994.818863 + Penalty 188.104084 = -51806.714779 nChanged 19 SP:Iteration 13Q (152.158056 sec): 3 clusters Score: Raw -52001.120472 + Penalty 192.034366 = -51809.086106 nChanged 17 SP:Iteration 14Q (152.160226 sec): 3 clusters Score: Raw -52008.376359 + Penalty 192.248584 = -51816.127775 nChanged 23 SP:Iteration 15Q (152.162390 sec): 3 clusters Score: Raw -52020.704165 + Penalty 190.049443 = -51830.654722 nChanged 17 SP:Iteration 16Q (152.164542 sec): 3 clusters Score: Raw -52031.478540 + Penalty 192.056698 = -51839.421842 nChanged 18 SP:Iteration 17Q (152.166697 sec): 3 clusters Score: Raw -52044.726987 + Penalty 192.393962 = -51852.333025 nChanged 10 SP:Iteration 18Q (152.168821 sec): 3 clusters Score: Raw -52049.080686 + Penalty 195.736652 = -51853.344034 nChanged 6 SP:Iteration 19Q (152.170898 sec): 3 clusters Score: Raw -52050.731431 + Penalty 199.248180 = -51851.483251 nChanged 5 SP:Iteration 20F (152.173385 sec): 3 clusters Score: Raw -52052.128798 + Penalty 204.824991 = -51847.303807 nChanged 8 SP:Iteration 21F (152.175834 sec): 3 clusters Score: Raw -52055.103140 + Penalty 207.901279 = -51847.201862 nChanged 7 SP:Iteration 22F (152.178303 sec): 3 clusters Score: Raw -52057.393773 + Penalty 209.898625 = -51847.495148 nChanged 2 SP:Iteration 23Q (152.180349 sec): 3 clusters Score: Raw -52057.613779 + Penalty 212.910475 = -51844.703303 nChanged 2 SP:Iteration 24F (152.182793 sec): 3 clusters Score: Raw -52057.841712 + Penalty 216.191943 = -51841.649769 nChanged 2 SP:Iteration 25F (152.185238 sec): 3 clusters Score: Raw -52058.275853 + Penalty 217.891314 = -51840.384538 nChanged 1 SP:Iteration 26F (152.187710 sec): 3 clusters Score: Raw -52058.324428 + Penalty 217.891314 = -51840.433113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 2 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.188729 sec): 2 clusters Score: Raw -6870.991911 + Penalty 275.479415 = -6595.512496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.189265 sec): 3 clusters Score: Raw -6849.773709 + Penalty 617.916328 = -6231.857381 nChanged 57 SP:Iteration 1F (152.189829 sec): 3 clusters Score: Raw -6991.409732 + Penalty 668.475484 = -6322.934248 nChanged 17 SP:Iteration 2F (152.190364 sec): 3 clusters Score: Raw -7036.547431 + Penalty 683.561680 = -6352.985751 nChanged 5 SP:Iteration 3Q (152.190842 sec): 3 clusters Score: Raw -7053.713314 + Penalty 683.293284 = -6370.420030 nChanged 2 SP:Iteration 4Q (152.191313 sec): 3 clusters Score: Raw -7060.811903 + Penalty 683.293284 = -6377.518618 nChanged 0 SP:Iteration 5F (152.191845 sec): 3 clusters Score: Raw -7060.811903 + Penalty 683.293284 = -6377.518618 nChanged 0 Memory request: 0.02 GB would take us to total of 0.42 GB. Trying to split cluster 3 (3072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.206668 sec): 2 clusters Score: Raw -123398.036125 + Penalty 137.627615 = -123260.408510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.212268 sec): 3 clusters Score: Raw -121423.158580 + Penalty 299.319751 = -121123.838829 nChanged 1404 SP:Iteration 1F (152.217797 sec): 3 clusters Score: Raw -122534.042070 + Penalty 318.972728 = -122215.069341 nChanged 348 SP:Iteration 2F (152.223405 sec): 3 clusters Score: Raw -122746.639660 + Penalty 334.964122 = -122411.675537 nChanged 211 SP:Iteration 3F (152.229027 sec): 3 clusters Score: Raw -122932.009091 + Penalty 348.814629 = -122583.194462 nChanged 176 SP:Iteration 4F (152.234623 sec): 3 clusters Score: Raw -123147.532434 + Penalty 352.567469 = -122794.964965 nChanged 96 SP:Iteration 5Q (152.239896 sec): 3 clusters Score: Raw -123267.119531 + Penalty 349.016910 = -122918.102620 nChanged 60 SP:Iteration 6Q (152.244746 sec): 3 clusters Score: Raw -123316.023058 + Penalty 345.235042 = -122970.788016 nChanged 43 SP:Iteration 7Q (152.249411 sec): 3 clusters Score: Raw -123343.312580 + Penalty 335.562260 = -123007.750320 nChanged 33 SP:Iteration 8Q (152.253955 sec): 3 clusters Score: Raw -123362.874293 + Penalty 336.727977 = -123026.146316 nChanged 21 SP:Iteration 9Q (152.258441 sec): 3 clusters Score: Raw -123372.560855 + Penalty 344.433526 = -123028.127329 nChanged 17 SP:Iteration 10F (152.263861 sec): 3 clusters Score: Raw -123381.617402 + Penalty 346.834820 = -123034.782582 nChanged 13 SP:Iteration 11Q (152.268330 sec): 3 clusters Score: Raw -123387.110178 + Penalty 344.736298 = -123042.373880 nChanged 11 SP:Iteration 12Q (152.272791 sec): 3 clusters Score: Raw -123391.168930 + Penalty 344.040574 = -123047.128356 nChanged 9 SP:Iteration 13Q (152.277168 sec): 3 clusters Score: Raw -123396.894193 + Penalty 343.499064 = -123053.395129 nChanged 8 SP:Iteration 14Q (152.281558 sec): 3 clusters Score: Raw -123402.299857 + Penalty 349.624176 = -123052.675680 nChanged 11 SP:Iteration 15F (152.287020 sec): 3 clusters Score: Raw -123406.463642 + Penalty 345.626582 = -123060.837060 nChanged 7 SP:Iteration 16Q (152.291357 sec): 3 clusters Score: Raw -123408.738833 + Penalty 346.087287 = -123062.651545 nChanged 5 SP:Iteration 17Q (152.295680 sec): 3 clusters Score: Raw -123410.739356 + Penalty 349.243025 = -123061.496331 nChanged 6 SP:Iteration 18F (152.301131 sec): 3 clusters Score: Raw -123413.114915 + Penalty 353.334532 = -123059.780383 nChanged 4 SP:Iteration 19F (152.306555 sec): 3 clusters Score: Raw -123414.905197 + Penalty 353.887270 = -123061.017927 nChanged 4 SP:Iteration 20F (152.312296 sec): 3 clusters Score: Raw -123418.046949 + Penalty 359.016275 = -123059.030674 nChanged 3 SP:Iteration 21F (152.318016 sec): 3 clusters Score: Raw -123419.385228 + Penalty 359.016275 = -123060.368953 nChanged 0 Memory request: 0.01 GB would take us to total of 0.41 GB. Trying to split cluster 5 (827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.322451 sec): 2 clusters Score: Raw -34395.106122 + Penalty 94.731313 = -34300.374809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.324173 sec): 3 clusters Score: Raw -33896.939963 + Penalty 236.548425 = -33660.391538 nChanged 345 SP:Iteration 1F (152.325850 sec): 3 clusters Score: Raw -34252.264714 + Penalty 253.400183 = -33998.864531 nChanged 70 SP:Iteration 2F (152.327588 sec): 3 clusters Score: Raw -34334.345182 + Penalty 259.526334 = -34074.818848 nChanged 29 SP:Iteration 3Q (152.329186 sec): 3 clusters Score: Raw -34356.154213 + Penalty 262.591308 = -34093.562905 nChanged 15 SP:Iteration 4Q (152.330699 sec): 3 clusters Score: Raw -34364.701866 + Penalty 262.849751 = -34101.852114 nChanged 8 SP:Iteration 5Q (152.332226 sec): 3 clusters Score: Raw -34369.544112 + Penalty 268.942429 = -34100.601683 nChanged 9 SP:Iteration 6F (152.333954 sec): 3 clusters Score: Raw -34372.976281 + Penalty 275.510608 = -34097.465673 nChanged 7 SP:Iteration 7F (152.335618 sec): 3 clusters Score: Raw -34375.387136 + Penalty 281.234702 = -34094.152433 nChanged 6 SP:Iteration 8F (152.337229 sec): 3 clusters Score: Raw -34377.754468 + Penalty 290.044092 = -34087.710376 nChanged 9 SP:Iteration 9F (152.338881 sec): 3 clusters Score: Raw -34382.331184 + Penalty 298.150566 = -34084.180618 nChanged 6 SP:Iteration 10F (152.340520 sec): 3 clusters Score: Raw -34384.361566 + Penalty 301.499468 = -34082.862098 nChanged 2 SP:Iteration 11F (152.342125 sec): 3 clusters Score: Raw -34384.527739 + Penalty 301.499468 = -34083.028270 nChanged 0 Memory request: 0.01 GB would take us to total of 0.41 GB. Trying to split cluster 6 (951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.345014 sec): 2 clusters Score: Raw -42060.103513 + Penalty 63.171602 = -41996.931911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.346896 sec): 3 clusters Score: Raw -41465.749652 + Penalty 125.854380 = -41339.895272 nChanged 431 SP:Iteration 1F (152.348739 sec): 3 clusters Score: Raw -41859.760158 + Penalty 119.534107 = -41740.226052 nChanged 89 SP:Iteration 2F (152.350535 sec): 3 clusters Score: Raw -41994.563526 + Penalty 120.225615 = -41874.337911 nChanged 32 SP:Iteration 3Q (152.352248 sec): 3 clusters Score: Raw -42031.590924 + Penalty 118.491510 = -41913.099415 nChanged 16 SP:Iteration 4Q (152.353808 sec): 3 clusters Score: Raw -42039.079353 + Penalty 131.045623 = -41908.033730 nChanged 8 SP:Iteration 5F (152.355611 sec): 3 clusters Score: Raw -42042.929549 + Penalty 116.812982 = -41926.116566 nChanged 8 SP:Iteration 6Q (152.357109 sec): 3 clusters Score: Raw -42043.532122 + Penalty 99.158962 = -41944.373160 nChanged 7 SP:Iteration 7Q (152.358664 sec): 3 clusters Score: Raw -42047.421336 + Penalty 63.171602 = -41984.249735 nChanged 10 SP:Iteration 8Q (152.360088 sec): 2 clusters Score: Raw -42060.103513 + Penalty 63.171602 = -41996.931911 nChanged 0 SP:Iteration 9F (152.361496 sec): 2 clusters Score: Raw -42060.103513 + Penalty 63.171602 = -41996.931911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 8 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.362323 sec): 2 clusters Score: Raw -3769.579848 + Penalty 330.898474 = -3438.681375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.362711 sec): 3 clusters Score: Raw -3798.080584 + Penalty 673.435137 = -3124.645447 nChanged 13 SP:Iteration 1F (152.363091 sec): 3 clusters Score: Raw -3821.480789 + Penalty 673.512623 = -3147.968165 nChanged 5 SP:Iteration 2F (152.363485 sec): 3 clusters Score: Raw -3835.956503 + Penalty 676.255123 = -3159.701380 nChanged 5 SP:Iteration 3F (152.363869 sec): 3 clusters Score: Raw -3854.039079 + Penalty 672.479793 = -3181.559287 nChanged 4 SP:Iteration 4Q (152.364222 sec): 3 clusters Score: Raw -3875.774441 + Penalty 670.663610 = -3205.110831 nChanged 2 SP:Iteration 5Q (152.364571 sec): 3 clusters Score: Raw -3890.736365 + Penalty 669.623065 = -3221.113300 nChanged 1 SP:Iteration 6Q (152.364917 sec): 3 clusters Score: Raw -3897.446904 + Penalty 668.561194 = -3228.885710 nChanged 1 SP:Iteration 7Q (152.365263 sec): 3 clusters Score: Raw -3906.021210 + Penalty 668.561194 = -3237.460016 nChanged 0 SP:Iteration 8F (152.365646 sec): 3 clusters Score: Raw -3906.021210 + Penalty 668.561194 = -3237.460016 nChanged 0 Memory request: 0.01 GB would take us to total of 0.41 GB. Trying to split cluster 9 (1270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.369740 sec): 2 clusters Score: Raw -57689.419643 + Penalty 664.131332 = -57025.288311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.372197 sec): 3 clusters Score: Raw -57011.602038 + Penalty 1327.746479 = -55683.855559 nChanged 458 SP:Iteration 1F (152.374564 sec): 3 clusters Score: Raw -57303.686935 + Penalty 1326.937830 = -55976.749105 nChanged 142 SP:Iteration 2F (152.376918 sec): 3 clusters Score: Raw -57409.207532 + Penalty 1325.090840 = -56084.116692 nChanged 97 SP:Iteration 3F (152.379271 sec): 3 clusters Score: Raw -57482.798863 + Penalty 1324.212197 = -56158.586666 nChanged 71 SP:Iteration 4F (152.381650 sec): 3 clusters Score: Raw -57532.358306 + Penalty 1323.997449 = -56208.360857 nChanged 41 SP:Iteration 5Q (152.383994 sec): 3 clusters Score: Raw -57559.458394 + Penalty 1323.616628 = -56235.841766 nChanged 34 SP:Iteration 6Q (152.386322 sec): 3 clusters Score: Raw -57579.395890 + Penalty 1323.299400 = -56256.096490 nChanged 30 SP:Iteration 7Q (152.388771 sec): 3 clusters Score: Raw -57595.111688 + Penalty 1322.634530 = -56272.477159 nChanged 24 SP:Iteration 8Q (152.391152 sec): 3 clusters Score: Raw -57612.572305 + Penalty 1321.748135 = -56290.824170 nChanged 20 SP:Iteration 9Q (152.393463 sec): 3 clusters Score: Raw -57621.477844 + Penalty 1322.449028 = -56299.028816 nChanged 13 SP:Iteration 10F (152.395809 sec): 3 clusters Score: Raw -57627.470093 + Penalty 1322.531398 = -56304.938694 nChanged 11 SP:Iteration 11Q (152.398118 sec): 3 clusters Score: Raw -57631.895871 + Penalty 1322.531604 = -56309.364267 nChanged 4 SP:Iteration 12Q (152.400419 sec): 3 clusters Score: Raw -57633.190143 + Penalty 1322.656303 = -56310.533840 nChanged 4 SP:Iteration 13Q (152.402783 sec): 3 clusters Score: Raw -57636.233887 + Penalty 1322.542501 = -56313.691386 nChanged 4 SP:Iteration 14Q (152.405134 sec): 3 clusters Score: Raw -57639.467253 + Penalty 1322.249339 = -56317.217914 nChanged 6 SP:Iteration 15Q (152.407494 sec): 3 clusters Score: Raw -57641.418861 + Penalty 1321.897837 = -56319.521023 nChanged 5 SP:Iteration 16Q (152.409809 sec): 3 clusters Score: Raw -57643.108024 + Penalty 1321.730538 = -56321.377486 nChanged 5 SP:Iteration 17Q (152.412136 sec): 3 clusters Score: Raw -57644.800793 + Penalty 1322.055042 = -56322.745751 nChanged 3 SP:Iteration 18Q (152.414530 sec): 3 clusters Score: Raw -57645.738792 + Penalty 1322.489554 = -56323.249238 nChanged 4 SP:Iteration 19Q (152.416888 sec): 3 clusters Score: Raw -57647.817397 + Penalty 1322.618364 = -56325.199032 nChanged 4 SP:Iteration 20F (152.419324 sec): 3 clusters Score: Raw -57649.459317 + Penalty 1322.736758 = -56326.722559 nChanged 2 SP:Iteration 21Q (152.421642 sec): 3 clusters Score: Raw -57650.131653 + Penalty 1322.838080 = -56327.293573 nChanged 1 SP:Iteration 22Q (152.423936 sec): 3 clusters Score: Raw -57650.630736 + Penalty 1322.919205 = -56327.711530 nChanged 2 SP:Iteration 23Q (152.426261 sec): 3 clusters Score: Raw -57651.152482 + Penalty 1322.946814 = -56328.205667 nChanged 1 SP:Iteration 24Q (152.428558 sec): 3 clusters Score: Raw -57651.332058 + Penalty 1322.946814 = -56328.385244 nChanged 0 SP:Iteration 25F (152.430906 sec): 3 clusters Score: Raw -57651.332058 + Penalty 1322.946814 = -56328.385244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 12 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.431929 sec): 2 clusters Score: Raw -7108.519308 + Penalty 627.106329 = -6481.412979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.432456 sec): 3 clusters Score: Raw -7182.595271 + Penalty 1253.780550 = -5928.814721 nChanged 32 SP:Iteration 1F (152.432973 sec): 3 clusters Score: Raw -7267.367544 + Penalty 1254.117087 = -6013.250457 nChanged 5 SP:Iteration 2Q (152.433462 sec): 3 clusters Score: Raw -7284.249899 + Penalty 1254.532069 = -6029.717830 nChanged 6 SP:Iteration 3Q (152.433950 sec): 3 clusters Score: Raw -7304.684945 + Penalty 1255.819849 = -6048.865096 nChanged 9 SP:Iteration 4F (152.434466 sec): 3 clusters Score: Raw -7324.765727 + Penalty 1256.528139 = -6068.237588 nChanged 3 SP:Iteration 5Q (152.434951 sec): 3 clusters Score: Raw -7326.697466 + Penalty 1256.678469 = -6070.018997 nChanged 1 SP:Iteration 6Q (152.435436 sec): 3 clusters Score: Raw -7328.046971 + Penalty 1256.593893 = -6071.453078 nChanged 1 SP:Iteration 7Q (152.435920 sec): 3 clusters Score: Raw -7332.930728 + Penalty 1256.940103 = -6075.990625 nChanged 1 SP:Iteration 8Q (152.436401 sec): 3 clusters Score: Raw -7334.125986 + Penalty 1256.940103 = -6077.185883 nChanged 0 SP:Iteration 9F (152.436920 sec): 3 clusters Score: Raw -7334.125986 + Penalty 1256.940103 = -6077.185883 nChanged 0 Memory request: 0.01 GB would take us to total of 0.41 GB. Trying to split cluster 14 (1508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.444261 sec): 2 clusters Score: Raw -60565.453574 + Penalty 79.887601 = -60485.565973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.447060 sec): 3 clusters Score: Raw -59605.701979 + Penalty 161.134480 = -59444.567499 nChanged 697 SP:Iteration 1F (152.449810 sec): 3 clusters Score: Raw -60132.608028 + Penalty 162.503048 = -59970.104980 nChanged 146 SP:Iteration 2F (152.452555 sec): 3 clusters Score: Raw -60264.975411 + Penalty 163.992001 = -60100.983410 nChanged 108 SP:Iteration 3F (152.455300 sec): 3 clusters Score: Raw -60327.325059 + Penalty 165.340451 = -60161.984608 nChanged 69 SP:Iteration 4Q (152.458032 sec): 3 clusters Score: Raw -60362.341419 + Penalty 166.144431 = -60196.196987 nChanged 34 SP:Iteration 5Q (152.460806 sec): 3 clusters Score: Raw -60372.163366 + Penalty 166.613034 = -60205.550332 nChanged 33 SP:Iteration 6Q (152.463560 sec): 3 clusters Score: Raw -60382.679573 + Penalty 167.826158 = -60214.853416 nChanged 29 SP:Iteration 7Q (152.466236 sec): 3 clusters Score: Raw -60393.577836 + Penalty 168.973809 = -60224.604027 nChanged 34 SP:Iteration 8Q (152.468872 sec): 3 clusters Score: Raw -60410.687400 + Penalty 172.152023 = -60238.535377 nChanged 52 SP:Iteration 9Q (152.471515 sec): 3 clusters Score: Raw -60436.518832 + Penalty 175.192598 = -60261.326234 nChanged 43 SP:Iteration 10F (152.474275 sec): 3 clusters Score: Raw -60456.916717 + Penalty 179.524729 = -60277.391988 nChanged 40 SP:Iteration 11Q (152.476830 sec): 3 clusters Score: Raw -60474.551738 + Penalty 183.721536 = -60290.830201 nChanged 37 SP:Iteration 12Q (152.479370 sec): 3 clusters Score: Raw -60495.294607 + Penalty 190.475646 = -60304.818961 nChanged 43 SP:Iteration 13Q (152.481921 sec): 3 clusters Score: Raw -60519.679951 + Penalty 200.020349 = -60319.659602 nChanged 39 SP:Iteration 14Q (152.484421 sec): 3 clusters Score: Raw -60545.192086 + Penalty 207.916300 = -60337.275786 nChanged 34 SP:Iteration 15Q (152.486878 sec): 3 clusters Score: Raw -60573.676053 + Penalty 212.990000 = -60360.686053 nChanged 23 SP:Iteration 16Q (152.489310 sec): 3 clusters Score: Raw -60593.361298 + Penalty 216.638689 = -60376.722609 nChanged 15 SP:Iteration 17Q (152.491771 sec): 3 clusters Score: Raw -60610.041359 + Penalty 216.917429 = -60393.123930 nChanged 11 SP:Iteration 18Q (152.494153 sec): 3 clusters Score: Raw -60618.217614 + Penalty 218.597818 = -60399.619796 nChanged 8 SP:Iteration 19Q (152.496459 sec): 3 clusters Score: Raw -60620.486103 + Penalty 220.006488 = -60400.479615 nChanged 2 SP:Iteration 20F (152.499204 sec): 3 clusters Score: Raw -60620.755196 + Penalty 220.006488 = -60400.748708 nChanged 0 Memory request: 0.11 GB would take us to total of 0.51 GB. Trying to split cluster 16 (24270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.614768 sec): 2 clusters Score: Raw -982090.689872 + Penalty 222.323513 = -981868.366359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.660407 sec): 3 clusters Score: Raw -965575.330317 + Penalty 444.520534 = -965130.809784 nChanged 11714 SP:Iteration 1F (152.705429 sec): 3 clusters Score: Raw -970546.290029 + Penalty 444.115305 = -970102.174724 nChanged 4855 SP:Iteration 2F (152.750666 sec): 3 clusters Score: Raw -973226.621049 + Penalty 440.295001 = -972786.326048 nChanged 2171 SP:Iteration 3F (152.795512 sec): 3 clusters Score: Raw -974487.102066 + Penalty 435.526116 = -974051.575950 nChanged 1402 SP:Iteration 4F (152.840589 sec): 3 clusters Score: Raw -975430.599558 + Penalty 430.429598 = -975000.169960 nChanged 1099 SP:Iteration 5Q (152.887664 sec): 3 clusters Score: Raw -976045.356906 + Penalty 424.998384 = -975620.358522 nChanged 1062 SP:Iteration 6Q (152.934798 sec): 3 clusters Score: Raw -976590.038960 + Penalty 420.931363 = -976169.107596 nChanged 1174 SP:Iteration 7Q (152.981946 sec): 3 clusters Score: Raw -977348.260611 + Penalty 423.807324 = -976924.453287 nChanged 1364 SP:Iteration 8F (153.026570 sec): 3 clusters Score: Raw -978480.867984 + Penalty 428.912311 = -978051.955673 nChanged 1375 SP:Iteration 9F (153.071387 sec): 3 clusters Score: Raw -979832.218827 + Penalty 443.379258 = -979388.839569 nChanged 1051 SP:Iteration 10F (153.115940 sec): 3 clusters Score: Raw -981003.090416 + Penalty 511.380442 = -980491.709974 nChanged 677 SP:Iteration 11Q (153.154808 sec): 3 clusters Score: Raw -981815.541907 + Penalty 682.313324 = -981133.228584 nChanged 241 SP:Iteration 12Q (153.191970 sec): 3 clusters Score: Raw -982094.268914 + Penalty 515.181778 = -981579.087136 nChanged 31 SP:Iteration 13Q (153.227345 sec): 3 clusters Score: Raw -982136.922950 + Penalty 449.837389 = -981687.085561 nChanged 10 SP:Iteration 14Q (153.262282 sec): 3 clusters Score: Raw -982150.401125 + Penalty 423.153449 = -981727.247676 nChanged 5 SP:Iteration 15Q (153.297022 sec): 3 clusters Score: Raw -982158.807174 + Penalty 410.070541 = -981748.736633 nChanged 4 SP:Iteration 16Q (153.332085 sec): 3 clusters Score: Raw -982177.492169 + Penalty 396.046816 = -981781.445353 nChanged 7 SP:Iteration 17Q (153.367000 sec): 3 clusters Score: Raw -982182.471471 + Penalty 381.075752 = -981801.395719 nChanged 2 SP:Iteration 18Q (153.401917 sec): 3 clusters Score: Raw -982184.001275 + Penalty 378.781866 = -981805.219409 nChanged 1 SP:Iteration 19Q (153.436631 sec): 3 clusters Score: Raw -982184.057889 + Penalty 379.110485 = -981804.947404 nChanged 1 SP:Iteration 20F (153.481021 sec): 3 clusters Score: Raw -982184.144814 + Penalty 379.110485 = -981805.034329 nChanged 0 Memory request: 0.01 GB would take us to total of 0.40 GB. Trying to split cluster 17 (661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.496724 sec): 2 clusters Score: Raw -27467.521467 + Penalty 118.523913 = -27348.997554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.498082 sec): 3 clusters Score: Raw -27062.264936 + Penalty 234.384055 = -26827.880881 nChanged 298 SP:Iteration 1F (153.499410 sec): 3 clusters Score: Raw -27352.125040 + Penalty 256.678678 = -27095.446361 nChanged 87 SP:Iteration 2F (153.500758 sec): 3 clusters Score: Raw -27459.551335 + Penalty 272.298548 = -27187.252787 nChanged 30 SP:Iteration 3Q (153.502084 sec): 3 clusters Score: Raw -27495.041284 + Penalty 282.939735 = -27212.101549 nChanged 8 SP:Iteration 4Q (153.503293 sec): 3 clusters Score: Raw -27498.936775 + Penalty 290.808526 = -27208.128249 nChanged 3 SP:Iteration 5F (153.504642 sec): 3 clusters Score: Raw -27500.843907 + Penalty 295.851138 = -27204.992769 nChanged 4 SP:Iteration 6F (153.505960 sec): 3 clusters Score: Raw -27513.487940 + Penalty 301.174088 = -27212.313852 nChanged 7 SP:Iteration 7Q (153.507104 sec): 3 clusters Score: Raw -27528.046332 + Penalty 295.863064 = -27232.183268 nChanged 8 SP:Iteration 8Q (153.508273 sec): 3 clusters Score: Raw -27540.307604 + Penalty 311.806899 = -27228.500705 nChanged 5 SP:Iteration 9F (153.509617 sec): 3 clusters Score: Raw -27550.706968 + Penalty 316.926632 = -27233.780336 nChanged 3 SP:Iteration 10F (153.510967 sec): 3 clusters Score: Raw -27556.160010 + Penalty 316.926632 = -27239.233378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 21 (379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.513671 sec): 2 clusters Score: Raw -13060.715217 + Penalty 337.759488 = -12722.955729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.514566 sec): 3 clusters Score: Raw -12946.313534 + Penalty 673.598465 = -12272.715070 nChanged 109 SP:Iteration 1F (153.515423 sec): 3 clusters Score: Raw -13058.399418 + Penalty 671.416288 = -12386.983130 nChanged 26 SP:Iteration 2F (153.516277 sec): 3 clusters Score: Raw -13078.634209 + Penalty 668.258004 = -12410.376206 nChanged 13 SP:Iteration 3Q (153.517118 sec): 3 clusters Score: Raw -13091.025295 + Penalty 666.739428 = -12424.285867 nChanged 7 SP:Iteration 4Q (153.517960 sec): 3 clusters Score: Raw -13100.825582 + Penalty 664.988995 = -12435.836586 nChanged 8 SP:Iteration 5Q (153.518796 sec): 3 clusters Score: Raw -13111.374386 + Penalty 663.785639 = -12447.588747 nChanged 4 SP:Iteration 6Q (153.519632 sec): 3 clusters Score: Raw -13115.136797 + Penalty 663.235831 = -12451.900966 nChanged 3 SP:Iteration 7Q (153.520467 sec): 3 clusters Score: Raw -13117.420720 + Penalty 661.666316 = -12455.754404 nChanged 3 SP:Iteration 8Q (153.521303 sec): 3 clusters Score: Raw -13119.205355 + Penalty 659.063989 = -12460.141366 nChanged 3 SP:Iteration 9Q (153.522137 sec): 3 clusters Score: Raw -13122.541358 + Penalty 657.354622 = -12465.186736 nChanged 1 SP:Iteration 10F (153.522988 sec): 3 clusters Score: Raw -13123.916994 + Penalty 657.152042 = -12466.764952 nChanged 1 SP:Iteration 11Q (153.523823 sec): 3 clusters Score: Raw -13124.532343 + Penalty 657.152042 = -12467.380301 nChanged 0 SP:Iteration 12F (153.524675 sec): 3 clusters Score: Raw -13124.532343 + Penalty 657.152042 = -12467.380301 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 22 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.526017 sec): 2 clusters Score: Raw -11980.583278 + Penalty 534.550426 = -11446.032852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.526780 sec): 3 clusters Score: Raw -11904.735242 + Penalty 1077.492636 = -10827.242606 nChanged 75 SP:Iteration 1F (153.527530 sec): 3 clusters Score: Raw -12070.626150 + Penalty 1093.157589 = -10977.468560 nChanged 34 SP:Iteration 2F (153.528275 sec): 3 clusters Score: Raw -12134.945085 + Penalty 1094.606248 = -11040.338837 nChanged 20 SP:Iteration 3F (153.529016 sec): 3 clusters Score: Raw -12177.508156 + Penalty 1099.526185 = -11077.981971 nChanged 6 SP:Iteration 4Q (153.529741 sec): 3 clusters Score: Raw -12186.987843 + Penalty 1097.820585 = -11089.167258 nChanged 1 SP:Iteration 5Q (153.530428 sec): 3 clusters Score: Raw -12193.568163 + Penalty 1097.820585 = -11095.747579 nChanged 0 SP:Iteration 6F (153.531168 sec): 3 clusters Score: Raw -12193.568163 + Penalty 1097.820585 = -11095.747579 nChanged 0 Memory request: 0.01 GB would take us to total of 0.41 GB. Trying to split cluster 24 (1499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.536357 sec): 2 clusters Score: Raw -68031.284908 + Penalty 301.375455 = -67729.909453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.539153 sec): 3 clusters Score: Raw -67157.237068 + Penalty 596.122726 = -66561.114342 nChanged 654 SP:Iteration 1F (153.541893 sec): 3 clusters Score: Raw -67756.049789 + Penalty 616.772523 = -67139.277266 nChanged 175 SP:Iteration 2F (153.544637 sec): 3 clusters Score: Raw -67935.648348 + Penalty 634.296113 = -67301.352235 nChanged 101 SP:Iteration 3F (153.547369 sec): 3 clusters Score: Raw -68051.325435 + Penalty 641.491759 = -67409.833676 nChanged 52 SP:Iteration 4Q (153.549986 sec): 3 clusters Score: Raw -68112.473204 + Penalty 642.670054 = -67469.803149 nChanged 35 SP:Iteration 5Q (153.552498 sec): 3 clusters Score: Raw -68145.227210 + Penalty 641.613474 = -67503.613736 nChanged 15 SP:Iteration 6Q (153.554927 sec): 3 clusters Score: Raw -68153.463246 + Penalty 639.161619 = -67514.301627 nChanged 10 SP:Iteration 7Q (153.557363 sec): 3 clusters Score: Raw -68158.605385 + Penalty 639.445872 = -67519.159513 nChanged 6 SP:Iteration 8Q (153.559779 sec): 3 clusters Score: Raw -68161.262913 + Penalty 639.662759 = -67521.600155 nChanged 7 SP:Iteration 9Q (153.562189 sec): 3 clusters Score: Raw -68164.434063 + Penalty 640.363633 = -67524.070430 nChanged 9 SP:Iteration 10F (153.564918 sec): 3 clusters Score: Raw -68168.003597 + Penalty 640.225472 = -67527.778125 nChanged 4 SP:Iteration 11Q (153.567334 sec): 3 clusters Score: Raw -68169.305733 + Penalty 639.446368 = -67529.859366 nChanged 4 SP:Iteration 12Q (153.569751 sec): 3 clusters Score: Raw -68170.538029 + Penalty 638.560616 = -67531.977413 nChanged 5 SP:Iteration 13Q (153.572161 sec): 3 clusters Score: Raw -68172.944336 + Penalty 636.732358 = -67536.211977 nChanged 11 SP:Iteration 14Q (153.574570 sec): 3 clusters Score: Raw -68176.988973 + Penalty 636.375342 = -67540.613631 nChanged 11 SP:Iteration 15Q (153.576987 sec): 3 clusters Score: Raw -68180.414761 + Penalty 634.421952 = -67545.992809 nChanged 9 SP:Iteration 16Q (153.579389 sec): 3 clusters Score: Raw -68182.955432 + Penalty 633.054360 = -67549.901072 nChanged 7 SP:Iteration 17Q (153.581790 sec): 3 clusters Score: Raw -68184.416445 + Penalty 631.469838 = -67552.946606 nChanged 7 SP:Iteration 18Q (153.584189 sec): 3 clusters Score: Raw -68186.024268 + Penalty 630.786659 = -67555.237609 nChanged 6 SP:Iteration 19Q (153.586602 sec): 3 clusters Score: Raw -68188.066558 + Penalty 629.060789 = -67559.005769 nChanged 9 SP:Iteration 20F (153.589334 sec): 3 clusters Score: Raw -68190.275396 + Penalty 628.034868 = -67562.240528 nChanged 4 SP:Iteration 21Q (153.591786 sec): 3 clusters Score: Raw -68190.854840 + Penalty 626.638888 = -67564.215952 nChanged 5 SP:Iteration 22Q (153.594211 sec): 3 clusters Score: Raw -68192.383838 + Penalty 624.667025 = -67567.716813 nChanged 6 SP:Iteration 23Q (153.596634 sec): 3 clusters Score: Raw -68194.004299 + Penalty 622.890182 = -67571.114118 nChanged 10 SP:Iteration 24Q (153.599061 sec): 3 clusters Score: Raw -68198.919924 + Penalty 619.086143 = -67579.833781 nChanged 19 SP:Iteration 25Q (153.601482 sec): 3 clusters Score: Raw -68211.826823 + Penalty 617.570506 = -67594.256318 nChanged 21 SP:Iteration 26Q (153.603914 sec): 3 clusters Score: Raw -68222.504532 + Penalty 615.857078 = -67606.647454 nChanged 17 SP:Iteration 27Q (153.606324 sec): 3 clusters Score: Raw -68229.379506 + Penalty 615.327121 = -67614.052385 nChanged 10 SP:Iteration 28Q (153.608776 sec): 3 clusters Score: Raw -68232.664588 + Penalty 614.970472 = -67617.694116 nChanged 10 SP:Iteration 29Q (153.611171 sec): 3 clusters Score: Raw -68235.269639 + Penalty 614.313449 = -67620.956190 nChanged 10 SP:Iteration 30F (153.613907 sec): 3 clusters Score: Raw -68239.971440 + Penalty 613.824387 = -67626.147053 nChanged 10 SP:Iteration 31Q (153.616342 sec): 3 clusters Score: Raw -68243.333258 + Penalty 613.322731 = -67630.010527 nChanged 8 SP:Iteration 32Q (153.618755 sec): 3 clusters Score: Raw -68245.962653 + Penalty 612.866469 = -67633.096184 nChanged 5 SP:Iteration 33Q (153.621155 sec): 3 clusters Score: Raw -68246.662270 + Penalty 612.629485 = -67634.032784 nChanged 3 SP:Iteration 34Q (153.623553 sec): 3 clusters Score: Raw -68248.160995 + Penalty 612.343765 = -67635.817230 nChanged 4 SP:Iteration 35Q (153.625953 sec): 3 clusters Score: Raw -68249.471619 + Penalty 612.082518 = -67637.389101 nChanged 3 SP:Iteration 36Q (153.628352 sec): 3 clusters Score: Raw -68250.002970 + Penalty 611.881665 = -67638.121305 nChanged 1 SP:Iteration 37Q (153.630776 sec): 3 clusters Score: Raw -68250.054151 + Penalty 611.881665 = -67638.172486 nChanged 0 SP:Iteration 38F (153.633507 sec): 3 clusters Score: Raw -68250.054151 + Penalty 611.881665 = -67638.172486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 25 (453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.644698 sec): 2 clusters Score: Raw -18303.148047 + Penalty 89.079885 = -18214.068162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.645718 sec): 3 clusters Score: Raw -18048.277036 + Penalty 176.979814 = -17871.297222 nChanged 188 SP:Iteration 1F (153.646702 sec): 3 clusters Score: Raw -18178.131328 + Penalty 171.401924 = -18006.729404 nChanged 45 SP:Iteration 2F (153.647688 sec): 3 clusters Score: Raw -18209.637360 + Penalty 168.655429 = -18040.981931 nChanged 19 SP:Iteration 3Q (153.648640 sec): 3 clusters Score: Raw -18217.935331 + Penalty 167.068783 = -18050.866549 nChanged 10 SP:Iteration 4Q (153.649585 sec): 3 clusters Score: Raw -18221.280373 + Penalty 164.623987 = -18056.656385 nChanged 14 SP:Iteration 5Q (153.650529 sec): 3 clusters Score: Raw -18225.869119 + Penalty 161.897285 = -18063.971834 nChanged 9 SP:Iteration 6Q (153.651470 sec): 3 clusters Score: Raw -18229.020606 + Penalty 159.693043 = -18069.327563 nChanged 12 SP:Iteration 7Q (153.652407 sec): 3 clusters Score: Raw -18234.799211 + Penalty 157.182128 = -18077.617083 nChanged 11 SP:Iteration 8Q (153.653335 sec): 3 clusters Score: Raw -18242.082585 + Penalty 153.449521 = -18088.633064 nChanged 19 SP:Iteration 9Q (153.654259 sec): 3 clusters Score: Raw -18260.733524 + Penalty 151.400025 = -18109.333499 nChanged 18 SP:Iteration 10F (153.655241 sec): 3 clusters Score: Raw -18278.904058 + Penalty 153.823816 = -18125.080242 nChanged 11 SP:Iteration 11Q (153.656139 sec): 3 clusters Score: Raw -18286.786152 + Penalty 153.418079 = -18133.368073 nChanged 9 SP:Iteration 12Q (153.657015 sec): 3 clusters Score: Raw -18289.813265 + Penalty 156.501325 = -18133.311940 nChanged 6 SP:Iteration 13F (153.657998 sec): 3 clusters Score: Raw -18291.963168 + Penalty 156.253944 = -18135.709223 nChanged 6 SP:Iteration 14Q (153.658862 sec): 3 clusters Score: Raw -18293.841006 + Penalty 157.473219 = -18136.367787 nChanged 4 SP:Iteration 15Q (153.659721 sec): 3 clusters Score: Raw -18295.989486 + Penalty 162.943415 = -18133.046071 nChanged 6 SP:Iteration 16F (153.660705 sec): 3 clusters Score: Raw -18299.139915 + Penalty 167.008801 = -18132.131114 nChanged 4 SP:Iteration 17F (153.661685 sec): 3 clusters Score: Raw -18301.623246 + Penalty 175.079804 = -18126.543442 nChanged 7 SP:Iteration 18F (153.662664 sec): 3 clusters Score: Raw -18307.213557 + Penalty 217.235463 = -18089.978093 nChanged 8 SP:Iteration 19F (153.663642 sec): 3 clusters Score: Raw -18315.118203 + Penalty 243.763890 = -18071.354313 nChanged 2 SP:Iteration 20F (153.664652 sec): 3 clusters Score: Raw -18316.887829 + Penalty 288.368796 = -18028.519033 nChanged 2 SP:Iteration 21F (153.665629 sec): 3 clusters Score: Raw -18320.423335 + Penalty 288.368796 = -18032.054539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 26 (437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.668163 sec): 2 clusters Score: Raw -17394.457378 + Penalty 372.763220 = -17021.694158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.669134 sec): 3 clusters Score: Raw -17184.965116 + Penalty 752.002203 = -16432.962913 nChanged 152 SP:Iteration 1F (153.670088 sec): 3 clusters Score: Raw -17298.211759 + Penalty 777.571123 = -16520.640636 nChanged 58 SP:Iteration 2F (153.671040 sec): 3 clusters Score: Raw -17374.474969 + Penalty 828.177015 = -16546.297954 nChanged 37 SP:Iteration 3F (153.671990 sec): 3 clusters Score: Raw -17428.675055 + Penalty 860.093233 = -16568.581822 nChanged 19 SP:Iteration 4Q (153.672916 sec): 3 clusters Score: Raw -17444.107646 + Penalty 881.313592 = -16562.794054 nChanged 13 SP:Iteration 5F (153.673865 sec): 3 clusters Score: Raw -17456.253453 + Penalty 898.430655 = -16557.822798 nChanged 13 SP:Iteration 6F (153.674814 sec): 3 clusters Score: Raw -17468.214091 + Penalty 902.394847 = -16565.819244 nChanged 5 SP:Iteration 7Q (153.675726 sec): 3 clusters Score: Raw -17471.946557 + Penalty 906.280366 = -16565.666191 nChanged 3 SP:Iteration 8F (153.676677 sec): 3 clusters Score: Raw -17475.554521 + Penalty 909.927602 = -16565.626919 nChanged 1 SP:Iteration 9F (153.677625 sec): 3 clusters Score: Raw -17477.016852 + Penalty 909.927602 = -16567.089250 nChanged 0 Memory request: 0.01 GB would take us to total of 0.41 GB. Trying to split cluster 28 (917 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.681215 sec): 2 clusters Score: Raw -37957.344231 + Penalty 183.553701 = -37773.790530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.683045 sec): 3 clusters Score: Raw -37427.085450 + Penalty 370.206207 = -37056.879243 nChanged 379 SP:Iteration 1F (153.684842 sec): 3 clusters Score: Raw -37650.613784 + Penalty 380.650182 = -37269.963602 nChanged 119 SP:Iteration 2F (153.686595 sec): 3 clusters Score: Raw -37725.038538 + Penalty 391.024083 = -37334.014455 nChanged 74 SP:Iteration 3F (153.688360 sec): 3 clusters Score: Raw -37782.144151 + Penalty 400.575437 = -37381.568714 nChanged 52 SP:Iteration 4F (153.690118 sec): 3 clusters Score: Raw -37811.472716 + Penalty 408.901571 = -37402.571144 nChanged 31 SP:Iteration 5Q (153.691901 sec): 3 clusters Score: Raw -37833.304719 + Penalty 421.465769 = -37411.838951 nChanged 33 SP:Iteration 6Q (153.693674 sec): 3 clusters Score: Raw -37856.788283 + Penalty 436.940066 = -37419.848217 nChanged 29 SP:Iteration 7Q (153.695463 sec): 3 clusters Score: Raw -37875.869728 + Penalty 446.677632 = -37429.192096 nChanged 27 SP:Iteration 8Q (153.697248 sec): 3 clusters Score: Raw -37891.074743 + Penalty 458.897931 = -37432.176812 nChanged 28 SP:Iteration 9Q (153.699004 sec): 3 clusters Score: Raw -37907.220572 + Penalty 464.224243 = -37442.996329 nChanged 20 SP:Iteration 10F (153.700762 sec): 3 clusters Score: Raw -37922.198927 + Penalty 473.889156 = -37448.309770 nChanged 18 SP:Iteration 11Q (153.702524 sec): 3 clusters Score: Raw -37937.283630 + Penalty 481.357622 = -37455.926008 nChanged 15 SP:Iteration 12Q (153.704306 sec): 3 clusters Score: Raw -37947.752848 + Penalty 486.038511 = -37461.714337 nChanged 13 SP:Iteration 13Q (153.706042 sec): 3 clusters Score: Raw -37955.054023 + Penalty 491.706934 = -37463.347089 nChanged 9 SP:Iteration 14Q (153.707763 sec): 3 clusters Score: Raw -37958.607508 + Penalty 495.583000 = -37463.024508 nChanged 8 SP:Iteration 15F (153.709520 sec): 3 clusters Score: Raw -37961.740359 + Penalty 505.996933 = -37455.743426 nChanged 11 SP:Iteration 16F (153.711275 sec): 3 clusters Score: Raw -37966.310654 + Penalty 512.688843 = -37453.621811 nChanged 9 SP:Iteration 17F (153.713135 sec): 3 clusters Score: Raw -37972.696223 + Penalty 521.935109 = -37450.761114 nChanged 10 SP:Iteration 18F (153.714932 sec): 3 clusters Score: Raw -37978.200916 + Penalty 534.262424 = -37443.938492 nChanged 8 SP:Iteration 19F (153.716694 sec): 3 clusters Score: Raw -37982.612304 + Penalty 539.326430 = -37443.285873 nChanged 6 SP:Iteration 20F (153.718470 sec): 3 clusters Score: Raw -37985.990222 + Penalty 545.304713 = -37440.685509 nChanged 3 SP:Iteration 21F (153.720227 sec): 3 clusters Score: Raw -37987.563740 + Penalty 546.481838 = -37441.081903 nChanged 4 SP:Iteration 22Q (153.721888 sec): 3 clusters Score: Raw -37989.967089 + Penalty 549.954156 = -37440.012933 nChanged 2 SP:Iteration 23F (153.723644 sec): 3 clusters Score: Raw -37990.850106 + Penalty 549.103563 = -37441.746543 nChanged 1 SP:Iteration 24Q (153.725286 sec): 3 clusters Score: Raw -37991.030484 + Penalty 555.636427 = -37435.394057 nChanged 2 SP:Iteration 25F (153.727094 sec): 3 clusters Score: Raw -37991.890547 + Penalty 558.071555 = -37433.818992 nChanged 3 SP:Iteration 26F (153.728891 sec): 3 clusters Score: Raw -37994.633409 + Penalty 559.462732 = -37435.170677 nChanged 2 SP:Iteration 27Q (153.730532 sec): 3 clusters Score: Raw -37995.498286 + Penalty 559.462732 = -37436.035554 nChanged 0 SP:Iteration 28F (153.732316 sec): 3 clusters Score: Raw -37995.498286 + Penalty 559.462732 = -37436.035554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 29 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.734299 sec): 2 clusters Score: Raw -15689.302231 + Penalty 586.807770 = -15102.494460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.735134 sec): 3 clusters Score: Raw -15609.356275 + Penalty 1174.062292 = -14435.293982 nChanged 86 SP:Iteration 1F (153.735954 sec): 3 clusters Score: Raw -15695.190042 + Penalty 1174.744983 = -14520.445059 nChanged 30 SP:Iteration 2F (153.736781 sec): 3 clusters Score: Raw -15731.289869 + Penalty 1177.301744 = -14553.988125 nChanged 19 SP:Iteration 3F (153.737596 sec): 3 clusters Score: Raw -15762.076274 + Penalty 1181.142285 = -14580.933989 nChanged 17 SP:Iteration 4Q (153.738397 sec): 3 clusters Score: Raw -15784.303923 + Penalty 1182.915238 = -14601.388685 nChanged 14 SP:Iteration 5Q (153.739185 sec): 3 clusters Score: Raw -15809.189393 + Penalty 1193.075090 = -14616.114304 nChanged 15 SP:Iteration 6Q (153.739966 sec): 3 clusters Score: Raw -15860.575912 + Penalty 1216.346825 = -14644.229087 nChanged 22 SP:Iteration 7F (153.740783 sec): 3 clusters Score: Raw -15964.147537 + Penalty 1244.003205 = -14720.144332 nChanged 19 SP:Iteration 8F (153.741598 sec): 3 clusters Score: Raw -16004.986675 + Penalty 1275.915222 = -14729.071453 nChanged 14 SP:Iteration 9Q (153.742357 sec): 3 clusters Score: Raw -16038.643782 + Penalty 1291.391400 = -14747.252382 nChanged 7 SP:Iteration 10F (153.743176 sec): 3 clusters Score: Raw -16052.576579 + Penalty 1291.862195 = -14760.714384 nChanged 1 SP:Iteration 11Q (153.743909 sec): 3 clusters Score: Raw -16054.106591 + Penalty 1291.862195 = -14762.244396 nChanged 0 SP:Iteration 12F (153.744724 sec): 3 clusters Score: Raw -16054.106591 + Penalty 1291.862195 = -14762.244396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 30 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.746221 sec): 2 clusters Score: Raw -10319.402973 + Penalty 139.226593 = -10180.176380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.746848 sec): 3 clusters Score: Raw -10201.207531 + Penalty 302.733555 = -9898.473977 nChanged 83 SP:Iteration 1F (153.747464 sec): 3 clusters Score: Raw -10288.937464 + Penalty 320.407634 = -9968.529830 nChanged 25 SP:Iteration 2F (153.748083 sec): 3 clusters Score: Raw -10312.156557 + Penalty 350.226526 = -9961.930031 nChanged 13 SP:Iteration 3F (153.748696 sec): 3 clusters Score: Raw -10330.553608 + Penalty 362.075475 = -9968.478133 nChanged 5 SP:Iteration 4Q (153.749337 sec): 3 clusters Score: Raw -10335.436079 + Penalty 380.102946 = -9955.333133 nChanged 3 SP:Iteration 5F (153.749949 sec): 3 clusters Score: Raw -10338.082763 + Penalty 380.102946 = -9957.979817 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 31 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.752040 sec): 2 clusters Score: Raw -16855.432610 + Penalty 45.093043 = -16810.339567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.752988 sec): 3 clusters Score: Raw -16612.720506 + Penalty 95.092447 = -16517.628060 nChanged 191 SP:Iteration 1F (153.753919 sec): 3 clusters Score: Raw -16715.148439 + Penalty 102.778988 = -16612.369451 nChanged 42 SP:Iteration 2F (153.754850 sec): 3 clusters Score: Raw -16760.351960 + Penalty 137.337952 = -16623.014008 nChanged 62 SP:Iteration 3F (153.755785 sec): 3 clusters Score: Raw -16834.857331 + Penalty 174.636752 = -16660.220578 nChanged 23 SP:Iteration 4F (153.756714 sec): 3 clusters Score: Raw -16860.811600 + Penalty 213.498603 = -16647.312998 nChanged 11 SP:Iteration 5F (153.757642 sec): 3 clusters Score: Raw -16877.528702 + Penalty 264.240841 = -16613.287860 nChanged 8 SP:Iteration 6F (153.758574 sec): 3 clusters Score: Raw -16897.162378 + Penalty 305.454467 = -16591.707911 nChanged 3 SP:Iteration 7F (153.759508 sec): 3 clusters Score: Raw -16901.953956 + Penalty 393.048690 = -16508.905266 nChanged 4 SP:Iteration 8F (153.760443 sec): 3 clusters Score: Raw -16910.778685 + Penalty 465.770858 = -16445.007827 nChanged 2 SP:Iteration 9F (153.761370 sec): 3 clusters Score: Raw -16918.028245 + Penalty 465.770858 = -16452.257387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 34 (536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.764984 sec): 2 clusters Score: Raw -21314.019296 + Penalty 915.890770 = -20398.128526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.766142 sec): 3 clusters Score: Raw -21204.012805 + Penalty 1832.430157 = -19371.582649 nChanged 123 SP:Iteration 1F (153.767268 sec): 3 clusters Score: Raw -21327.633845 + Penalty 1832.452243 = -19495.181602 nChanged 36 SP:Iteration 2F (153.768391 sec): 3 clusters Score: Raw -21370.840056 + Penalty 1832.819348 = -19538.020708 nChanged 19 SP:Iteration 3Q (153.769490 sec): 3 clusters Score: Raw -21395.867413 + Penalty 1832.550424 = -19563.316988 nChanged 11 SP:Iteration 4Q (153.770584 sec): 3 clusters Score: Raw -21411.403175 + Penalty 1832.052296 = -19579.350878 nChanged 6 SP:Iteration 5Q (153.771672 sec): 3 clusters Score: Raw -21420.766268 + Penalty 1832.103074 = -19588.663193 nChanged 1 SP:Iteration 6Q (153.772761 sec): 3 clusters Score: Raw -21421.026738 + Penalty 1832.103074 = -19588.923664 nChanged 0 SP:Iteration 7F (153.773878 sec): 3 clusters Score: Raw -21421.026738 + Penalty 1832.103074 = -19588.923664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 38 (414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.776786 sec): 2 clusters Score: Raw -14685.398146 + Penalty 462.525905 = -14222.872241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.777725 sec): 3 clusters Score: Raw -14549.704119 + Penalty 925.350008 = -13624.354112 nChanged 116 SP:Iteration 1F (153.778645 sec): 3 clusters Score: Raw -14672.479059 + Penalty 926.169258 = -13746.309801 nChanged 51 SP:Iteration 2F (153.779559 sec): 3 clusters Score: Raw -14727.422538 + Penalty 931.108638 = -13796.313900 nChanged 18 SP:Iteration 3Q (153.780453 sec): 3 clusters Score: Raw -14746.492872 + Penalty 931.935984 = -13814.556888 nChanged 10 SP:Iteration 4Q (153.781348 sec): 3 clusters Score: Raw -14758.858757 + Penalty 931.476426 = -13827.382331 nChanged 11 SP:Iteration 5Q (153.782235 sec): 3 clusters Score: Raw -14769.230966 + Penalty 932.515080 = -13836.715886 nChanged 8 SP:Iteration 6Q (153.783156 sec): 3 clusters Score: Raw -14788.134058 + Penalty 935.903782 = -13852.230276 nChanged 10 SP:Iteration 7Q (153.784040 sec): 3 clusters Score: Raw -14808.366854 + Penalty 936.346150 = -13872.020704 nChanged 8 SP:Iteration 8Q (153.784917 sec): 3 clusters Score: Raw -14815.065431 + Penalty 937.177885 = -13877.887546 nChanged 4 SP:Iteration 9Q (153.785793 sec): 3 clusters Score: Raw -14816.560496 + Penalty 937.622999 = -13878.937497 nChanged 5 SP:Iteration 10F (153.786703 sec): 3 clusters Score: Raw -14819.318516 + Penalty 937.622999 = -13881.695517 nChanged 0 Memory request: 0.01 GB would take us to total of 0.41 GB. Trying to split cluster 40 (904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.790324 sec): 2 clusters Score: Raw -37722.714187 + Penalty 689.981784 = -37032.732403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.792090 sec): 3 clusters Score: Raw -37295.549505 + Penalty 1379.313423 = -35916.236082 nChanged 297 SP:Iteration 1F (153.793850 sec): 3 clusters Score: Raw -37512.525066 + Penalty 1379.953888 = -36132.571178 nChanged 94 SP:Iteration 2F (153.795594 sec): 3 clusters Score: Raw -37586.036731 + Penalty 1379.875756 = -36206.160975 nChanged 50 SP:Iteration 3F (153.797355 sec): 3 clusters Score: Raw -37627.525419 + Penalty 1379.962980 = -36247.562438 nChanged 37 SP:Iteration 4Q (153.799120 sec): 3 clusters Score: Raw -37653.558982 + Penalty 1377.739476 = -36275.819506 nChanged 29 SP:Iteration 5Q (153.800902 sec): 3 clusters Score: Raw -37680.800007 + Penalty 1378.967761 = -36301.832246 nChanged 24 SP:Iteration 6Q (153.802657 sec): 3 clusters Score: Raw -37714.173852 + Penalty 1375.080310 = -36339.093542 nChanged 21 SP:Iteration 7Q (153.804367 sec): 3 clusters Score: Raw -37732.954915 + Penalty 1374.569571 = -36358.385344 nChanged 12 SP:Iteration 8Q (153.806092 sec): 3 clusters Score: Raw -37741.864935 + Penalty 1372.639650 = -36369.225284 nChanged 7 SP:Iteration 9Q (153.807792 sec): 3 clusters Score: Raw -37748.405998 + Penalty 1371.466575 = -36376.939422 nChanged 6 SP:Iteration 10F (153.809518 sec): 3 clusters Score: Raw -37753.720577 + Penalty 1371.213099 = -36382.507477 nChanged 8 SP:Iteration 11Q (153.811201 sec): 3 clusters Score: Raw -37760.106485 + Penalty 1369.951819 = -36390.154666 nChanged 4 SP:Iteration 12Q (153.812931 sec): 3 clusters Score: Raw -37764.304850 + Penalty 1371.094705 = -36393.210145 nChanged 2 SP:Iteration 13Q (153.814633 sec): 3 clusters Score: Raw -37766.020619 + Penalty 1370.788347 = -36395.232272 nChanged 1 SP:Iteration 14Q (153.816313 sec): 3 clusters Score: Raw -37766.182303 + Penalty 1369.969939 = -36396.212364 nChanged 1 SP:Iteration 15Q (153.817982 sec): 3 clusters Score: Raw -37767.296827 + Penalty 1368.858759 = -36398.438069 nChanged 2 SP:Iteration 16Q (153.819644 sec): 3 clusters Score: Raw -37769.846210 + Penalty 1369.242335 = -36400.603875 nChanged 6 SP:Iteration 17Q (153.821303 sec): 3 clusters Score: Raw -37774.744346 + Penalty 1370.536436 = -36404.207910 nChanged 4 SP:Iteration 18Q (153.822959 sec): 3 clusters Score: Raw -37778.074276 + Penalty 1369.974757 = -36408.099519 nChanged 6 SP:Iteration 19Q (153.824602 sec): 3 clusters Score: Raw -37783.707910 + Penalty 1369.285014 = -36414.422896 nChanged 7 SP:Iteration 20F (153.826327 sec): 3 clusters Score: Raw -37789.370370 + Penalty 1369.466685 = -36419.903685 nChanged 3 SP:Iteration 21Q (153.827976 sec): 3 clusters Score: Raw -37791.010294 + Penalty 1369.611360 = -36421.398934 nChanged 1 SP:Iteration 22Q (153.829598 sec): 3 clusters Score: Raw -37791.265948 + Penalty 1368.940048 = -36422.325900 nChanged 1 SP:Iteration 23Q (153.831232 sec): 3 clusters Score: Raw -37791.434098 + Penalty 1369.110346 = -36422.323751 nChanged 1 SP:Iteration 24F (153.832990 sec): 3 clusters Score: Raw -37792.041411 + Penalty 1368.519426 = -36423.521985 nChanged 2 SP:Iteration 25Q (153.834630 sec): 3 clusters Score: Raw -37797.311943 + Penalty 1367.884355 = -36429.427588 nChanged 1 SP:Iteration 26Q (153.836255 sec): 3 clusters Score: Raw -37798.357208 + Penalty 1367.884355 = -36430.472852 nChanged 0 SP:Iteration 27F (153.837986 sec): 3 clusters Score: Raw -37798.357208 + Penalty 1367.884355 = -36430.472852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 55 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.839202 sec): 2 clusters Score: Raw -10848.408889 + Penalty 290.631898 = -10557.776991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.839669 sec): 3 clusters Score: Raw -10779.426565 + Penalty 579.783018 = -10199.643547 nChanged 67 SP:Iteration 1F (153.840123 sec): 3 clusters Score: Raw -10851.960093 + Penalty 578.807225 = -10273.152868 nChanged 20 SP:Iteration 2F (153.840574 sec): 3 clusters Score: Raw -10872.056708 + Penalty 578.724300 = -10293.332408 nChanged 7 SP:Iteration 3Q (153.841017 sec): 3 clusters Score: Raw -10881.911404 + Penalty 578.531524 = -10303.379880 nChanged 8 SP:Iteration 4Q (153.841455 sec): 3 clusters Score: Raw -10893.561094 + Penalty 577.810681 = -10315.750413 nChanged 7 SP:Iteration 5Q (153.841892 sec): 3 clusters Score: Raw -10902.584352 + Penalty 577.700134 = -10324.884219 nChanged 2 SP:Iteration 6Q (153.842327 sec): 3 clusters Score: Raw -10903.645451 + Penalty 577.700134 = -10325.945317 nChanged 0 SP:Iteration 7F (153.842775 sec): 3 clusters Score: Raw -10903.645451 + Penalty 577.700134 = -10325.945317 nChanged 0 Memory request: 0.01 GB would take us to total of 0.41 GB. Trying to split cluster 57 (754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.845392 sec): 2 clusters Score: Raw -30336.922567 + Penalty 161.839859 = -30175.082709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.846934 sec): 3 clusters Score: Raw -29872.231534 + Penalty 327.406712 = -29544.824821 nChanged 309 SP:Iteration 1F (153.848462 sec): 3 clusters Score: Raw -30133.339810 + Penalty 333.436785 = -29799.903025 nChanged 95 SP:Iteration 2F (153.849971 sec): 3 clusters Score: Raw -30232.190823 + Penalty 342.629494 = -29889.561329 nChanged 48 SP:Iteration 3F (153.851468 sec): 3 clusters Score: Raw -30270.362933 + Penalty 356.428130 = -29913.934804 nChanged 32 SP:Iteration 4Q (153.852890 sec): 3 clusters Score: Raw -30293.081773 + Penalty 367.482718 = -29925.599055 nChanged 25 SP:Iteration 5Q (153.854312 sec): 3 clusters Score: Raw -30304.274318 + Penalty 373.289372 = -29930.984946 nChanged 15 SP:Iteration 6Q (153.855711 sec): 3 clusters Score: Raw -30309.831201 + Penalty 383.011219 = -29926.819982 nChanged 12 SP:Iteration 7F (153.857216 sec): 3 clusters Score: Raw -30312.892118 + Penalty 385.463753 = -29927.428365 nChanged 9 SP:Iteration 8Q (153.858619 sec): 3 clusters Score: Raw -30315.798927 + Penalty 391.681701 = -29924.117226 nChanged 9 SP:Iteration 9F (153.860127 sec): 3 clusters Score: Raw -30320.320127 + Penalty 397.037867 = -29923.282259 nChanged 7 SP:Iteration 10F (153.861618 sec): 3 clusters Score: Raw -30322.389443 + Penalty 404.196935 = -29918.192508 nChanged 7 SP:Iteration 11F (153.863105 sec): 3 clusters Score: Raw -30324.373515 + Penalty 406.026090 = -29918.347424 nChanged 6 SP:Iteration 12Q (153.864490 sec): 3 clusters Score: Raw -30326.635799 + Penalty 408.657458 = -29917.978341 nChanged 7 SP:Iteration 13F (153.865996 sec): 3 clusters Score: Raw -30330.725615 + Penalty 422.095591 = -29908.630024 nChanged 14 SP:Iteration 14F (153.867490 sec): 3 clusters Score: Raw -30338.153787 + Penalty 442.021821 = -29896.131966 nChanged 10 SP:Iteration 15F (153.868993 sec): 3 clusters Score: Raw -30344.020134 + Penalty 472.747190 = -29871.272944 nChanged 14 SP:Iteration 16F (153.870514 sec): 3 clusters Score: Raw -30354.028428 + Penalty 492.833738 = -29861.194690 nChanged 9 SP:Iteration 17F (153.872019 sec): 3 clusters Score: Raw -30359.320734 + Penalty 503.533977 = -29855.786757 nChanged 4 SP:Iteration 18F (153.873516 sec): 3 clusters Score: Raw -30361.690733 + Penalty 508.793555 = -29852.897178 nChanged 4 SP:Iteration 19F (153.875028 sec): 3 clusters Score: Raw -30363.615735 + Penalty 515.183283 = -29848.432452 nChanged 6 SP:Iteration 20F (153.876551 sec): 3 clusters Score: Raw -30366.975568 + Penalty 522.943151 = -29844.032416 nChanged 5 SP:Iteration 21F (153.878059 sec): 3 clusters Score: Raw -30373.742347 + Penalty 517.656271 = -29856.086076 nChanged 2 SP:Iteration 22Q (153.879380 sec): 3 clusters Score: Raw -30376.257110 + Penalty 509.827611 = -29866.429499 nChanged 2 SP:Iteration 23Q (153.880682 sec): 3 clusters Score: Raw -30377.956426 + Penalty 509.827611 = -29868.128815 nChanged 0 SP:Iteration 24F (153.882192 sec): 3 clusters Score: Raw -30377.956426 + Penalty 509.827611 = -29868.128815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 60 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.883858 sec): 2 clusters Score: Raw -9033.998683 + Penalty 502.520040 = -8531.478643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.884491 sec): 3 clusters Score: Raw -8994.633042 + Penalty 1000.781985 = -7993.851057 nChanged 55 SP:Iteration 1F (153.885110 sec): 3 clusters Score: Raw -9079.633322 + Penalty 998.666597 = -8080.966725 nChanged 13 SP:Iteration 2F (153.885728 sec): 3 clusters Score: Raw -9098.403352 + Penalty 998.002630 = -8100.400722 nChanged 11 SP:Iteration 3Q (153.886329 sec): 3 clusters Score: Raw -9112.588299 + Penalty 999.258206 = -8113.330093 nChanged 5 SP:Iteration 4Q (153.886927 sec): 3 clusters Score: Raw -9118.335738 + Penalty 1001.371468 = -8116.964270 nChanged 4 SP:Iteration 5Q (153.887521 sec): 3 clusters Score: Raw -9123.165013 + Penalty 1000.474168 = -8122.690845 nChanged 1 SP:Iteration 6Q (153.888120 sec): 3 clusters Score: Raw -9124.255284 + Penalty 1002.224188 = -8122.031096 nChanged 1 SP:Iteration 7F (153.888737 sec): 3 clusters Score: Raw -9125.187223 + Penalty 1004.848345 = -8120.338878 nChanged 2 SP:Iteration 8F (153.889353 sec): 3 clusters Score: Raw -9126.438134 + Penalty 1006.414900 = -8120.023234 nChanged 1 SP:Iteration 9F (153.889971 sec): 3 clusters Score: Raw -9131.448247 + Penalty 1007.204344 = -8124.243903 nChanged 1 SP:Iteration 10F (153.890587 sec): 3 clusters Score: Raw -9137.085371 + Penalty 1007.204344 = -8129.881028 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 67 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.892809 sec): 2 clusters Score: Raw -19148.810254 + Penalty 686.509884 = -18462.300370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.893765 sec): 3 clusters Score: Raw -19003.832173 + Penalty 1371.994179 = -17631.837994 nChanged 100 SP:Iteration 1F (153.894706 sec): 3 clusters Score: Raw -19097.969122 + Penalty 1371.648297 = -17726.320824 nChanged 24 SP:Iteration 2F (153.895644 sec): 3 clusters Score: Raw -19120.430621 + Penalty 1371.553937 = -17748.876684 nChanged 12 SP:Iteration 3Q (153.896600 sec): 3 clusters Score: Raw -19137.012671 + Penalty 1371.430448 = -17765.582223 nChanged 10 SP:Iteration 4Q (153.897530 sec): 3 clusters Score: Raw -19147.611291 + Penalty 1371.722331 = -17775.888960 nChanged 9 SP:Iteration 5Q (153.898461 sec): 3 clusters Score: Raw -19157.118167 + Penalty 1372.182621 = -17784.935546 nChanged 5 SP:Iteration 6Q (153.899387 sec): 3 clusters Score: Raw -19168.631359 + Penalty 1372.205262 = -17796.426097 nChanged 2 SP:Iteration 7Q (153.900313 sec): 3 clusters Score: Raw -19170.145619 + Penalty 1372.039991 = -17798.105628 nChanged 1 SP:Iteration 8Q (153.901238 sec): 3 clusters Score: Raw -19171.540012 + Penalty 1371.901019 = -17799.638994 nChanged 1 SP:Iteration 9Q (153.902162 sec): 3 clusters Score: Raw -19172.794281 + Penalty 1371.672218 = -17801.122063 nChanged 2 SP:Iteration 10F (153.903099 sec): 3 clusters Score: Raw -19174.964483 + Penalty 1371.585033 = -17803.379450 nChanged 3 SP:Iteration 11Q (153.904021 sec): 3 clusters Score: Raw -19177.369809 + Penalty 1371.767353 = -17805.602456 nChanged 1 SP:Iteration 12Q (153.904975 sec): 3 clusters Score: Raw -19182.480983 + Penalty 1371.831715 = -17810.649268 nChanged 2 SP:Iteration 13Q (153.905910 sec): 3 clusters Score: Raw -19184.464726 + Penalty 1371.951962 = -17812.512764 nChanged 1 SP:Iteration 14Q (153.906878 sec): 3 clusters Score: Raw -19185.807405 + Penalty 1371.956866 = -17813.850540 nChanged 2 SP:Iteration 15Q (153.907844 sec): 3 clusters Score: Raw -19187.105921 + Penalty 1372.228293 = -17814.877628 nChanged 2 SP:Iteration 16Q (153.908805 sec): 3 clusters Score: Raw -19189.145994 + Penalty 1372.450139 = -17816.695855 nChanged 2 SP:Iteration 17Q (153.909765 sec): 3 clusters Score: Raw -19190.288464 + Penalty 1372.681339 = -17817.607125 nChanged 2 SP:Iteration 18Q (153.910726 sec): 3 clusters Score: Raw -19191.824982 + Penalty 1372.785103 = -17819.039879 nChanged 1 SP:Iteration 19Q (153.911685 sec): 3 clusters Score: Raw -19192.730284 + Penalty 1372.900097 = -17819.830187 nChanged 1 SP:Iteration 20F (153.912668 sec): 3 clusters Score: Raw -19193.442183 + Penalty 1373.019768 = -17820.422415 nChanged 1 SP:Iteration 21Q (153.913629 sec): 3 clusters Score: Raw -19193.677066 + Penalty 1373.019768 = -17820.657298 nChanged 0 SP:Iteration 22F (153.914605 sec): 3 clusters Score: Raw -19193.677066 + Penalty 1373.019768 = -17820.657298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 69 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.916421 sec): 2 clusters Score: Raw -16033.578277 + Penalty 716.313860 = -15317.264417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.917209 sec): 3 clusters Score: Raw -15935.188847 + Penalty 1453.078198 = -14482.110650 nChanged 78 SP:Iteration 1F (153.917968 sec): 3 clusters Score: Raw -16033.428436 + Penalty 1467.825566 = -14565.602870 nChanged 30 SP:Iteration 2F (153.918722 sec): 3 clusters Score: Raw -16098.778315 + Penalty 1474.818799 = -14623.959517 nChanged 19 SP:Iteration 3F (153.919476 sec): 3 clusters Score: Raw -16135.375023 + Penalty 1479.568203 = -14655.806820 nChanged 13 SP:Iteration 4Q (153.920197 sec): 3 clusters Score: Raw -16163.627728 + Penalty 1480.889876 = -14682.737853 nChanged 10 SP:Iteration 5Q (153.920898 sec): 3 clusters Score: Raw -16184.771255 + Penalty 1485.818861 = -14698.952394 nChanged 5 SP:Iteration 6Q (153.921593 sec): 3 clusters Score: Raw -16196.757655 + Penalty 1485.767931 = -14710.989724 nChanged 3 SP:Iteration 7Q (153.922285 sec): 3 clusters Score: Raw -16200.393418 + Penalty 1485.161369 = -14715.232049 nChanged 1 SP:Iteration 8Q (153.922973 sec): 3 clusters Score: Raw -16204.115846 + Penalty 1485.161369 = -14718.954476 nChanged 0 SP:Iteration 9F (153.923740 sec): 3 clusters Score: Raw -16204.115846 + Penalty 1485.161369 = -14718.954476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 72 (452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.925839 sec): 2 clusters Score: Raw -18838.522713 + Penalty 545.059210 = -18293.463502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.926838 sec): 3 clusters Score: Raw -18663.534873 + Penalty 1115.932024 = -17547.602849 nChanged 153 SP:Iteration 1F (153.927825 sec): 3 clusters Score: Raw -18878.949612 + Penalty 1173.822739 = -17705.126873 nChanged 65 SP:Iteration 2F (153.928805 sec): 3 clusters Score: Raw -19007.969470 + Penalty 1215.468584 = -17792.500886 nChanged 27 SP:Iteration 3F (153.929784 sec): 3 clusters Score: Raw -19061.655972 + Penalty 1232.118359 = -17829.537613 nChanged 9 SP:Iteration 4Q (153.930711 sec): 3 clusters Score: Raw -19076.944405 + Penalty 1241.315763 = -17835.628642 nChanged 4 SP:Iteration 5Q (153.931634 sec): 3 clusters Score: Raw -19085.850396 + Penalty 1247.548707 = -17838.301690 nChanged 4 SP:Iteration 6Q (153.932548 sec): 3 clusters Score: Raw -19094.627251 + Penalty 1257.014674 = -17837.612577 nChanged 3 SP:Iteration 7F (153.933525 sec): 3 clusters Score: Raw -19101.472781 + Penalty 1258.417877 = -17843.054904 nChanged 1 SP:Iteration 8Q (153.934451 sec): 3 clusters Score: Raw -19103.052656 + Penalty 1258.417877 = -17844.634779 nChanged 0 SP:Iteration 9F (153.935432 sec): 3 clusters Score: Raw -19103.052656 + Penalty 1258.417877 = -17844.634779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.40 GB. Trying to split cluster 73 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.936952 sec): 2 clusters Score: Raw -5078.869740 + Penalty 503.445501 = -4575.424239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.937363 sec): 3 clusters Score: Raw -5125.207950 + Penalty 1007.402492 = -4117.805458 nChanged 7 SP:Iteration 1F (153.937780 sec): 3 clusters Score: Raw -5145.122601 + Penalty 1005.024693 = -4140.097907 nChanged 5 SP:Iteration 2Q (153.938175 sec): 3 clusters Score: Raw -5158.577139 + Penalty 1003.813021 = -4154.764118 nChanged 3 SP:Iteration 3Q (153.938566 sec): 3 clusters Score: Raw -5167.158731 + Penalty 1003.120999 = -4164.037732 nChanged 2 SP:Iteration 4Q (153.938955 sec): 3 clusters Score: Raw -5181.065679 + Penalty 1003.236857 = -4177.828823 nChanged 1 SP:Iteration 5Q (153.939340 sec): 3 clusters Score: Raw -5182.110870 + Penalty 1003.236857 = -4178.874014 nChanged 0 SP:Iteration 6F (153.939749 sec): 3 clusters Score: Raw -5182.110870 + Penalty 1003.236857 = -4178.874014 nChanged 0 Time taken for this iteration:152.756372 seconds. 300->31 Clusters: Score -1647875.637085, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 235 (time per iteration =655.269306 ms) Total iterations: 2757 (time per iteration =55.853568 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 9045879375.000000 (time per metric unit =17.023031ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 226146984375.000000 (time per metric unit=680.921249ps) That took 153.988287 seconds. FileBase PeterP-2014-03-27_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 0.37 and 0.55 GB of RAM. Memory request: 0.18 GB would take us to total of 0.18 GB. ---------------------------------------------------------- Loaded 40144 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 40144 points ------ Starting initial clusters from distinct float masks Not enough masks (226) to generate starting clusters (300), so starting with (227) clusters instead. Assigned 227 initial classes from 226 unique masks. Deleting Class 204 (1 points): Lose 16.685114 but Gain 1721.833706 Iteration 0F (5.307017 sec): 226 clusters Score: Raw -1745227.403625 + Penalty 231063.814065 = -1514163.589559 nChanged 7192 Deleting Class 221 (1 points): Lose 8.847758 but Gain 1671.554729 Iteration 1F (9.418534 sec): 225 clusters Score: Raw -1761278.870975 + Penalty 228933.073581 = -1532345.797394 nChanged 2207 Deleting Class 176 (2 points): Lose 63.411406 but Gain 1636.729683 Iteration 2F (13.547536 sec): 223 clusters Score: Raw -1765663.713205 + Penalty 227675.412482 = -1537988.300723 nChanged 1263 Deleting Class 226 (1 points): Lose 20.855087 but Gain 1590.896203 Iteration 3Q (14.044402 sec): 222 clusters Score: Raw -1767733.291396 + Penalty 226145.794259 = -1541587.497137 nChanged 849 Deleting Class 205 (3 points): Lose 56.858414 but Gain 1614.557766 Iteration 4Q (14.477548 sec): 221 clusters Score: Raw -1768964.324545 + Penalty 224506.342993 = -1544457.981553 nChanged 575 Deleting Class 173 (2 points): Lose 28.777514 but Gain 1585.708779 Iteration 5Q (14.869712 sec): 220 clusters Score: Raw -1769855.582398 + Penalty 223048.331445 = -1546807.250953 nChanged 450 Deleting Class 208 (1 points): Lose 16.972271 but Gain 1541.705712 Iteration 6Q (15.241905 sec): 219 clusters Score: Raw -1770459.567747 + Penalty 221490.821753 = -1548968.745994 nChanged 332 Deleting Class 183 (1 points): Lose 7.682137 but Gain 1511.737434 Iteration 7Q (15.596392 sec): 218 clusters Score: Raw -1770779.296547 + Penalty 219954.607961 = -1550824.688586 nChanged 276 Deleting Class 214 (1 points): Lose 21.172786 but Gain 1518.528413 Iteration 8Q (15.939761 sec): 217 clusters Score: Raw -1771062.630076 + Penalty 218430.478427 = -1552632.151649 nChanged 204 Deleting Class 222 (1 points): Lose 24.228523 but Gain 1516.349303 Iteration 9Q (16.272858 sec): 216 clusters Score: Raw -1771297.430442 + Penalty 216932.813673 = -1554364.616769 nChanged 159 Deleting Class 197 (2 points): Lose 40.835780 but Gain 1500.510502 Iteration 10F (20.238375 sec): 215 clusters Score: Raw -1771480.938674 + Penalty 215386.989848 = -1556093.948827 nChanged 151 Deleting Class 196 (2 points): Lose 46.435425 but Gain 1491.992859 Iteration 11Q (20.570098 sec): 214 clusters Score: Raw -1771672.590962 + Penalty 213945.952393 = -1557726.638569 nChanged 123 Deleting Class 188 (1 points): Lose 4.632179 but Gain 1438.017444 Iteration 12Q (20.897283 sec): 213 clusters Score: Raw -1771836.253548 + Penalty 212558.344004 = -1559277.909545 nChanged 108 Deleting Class 190 (2 points): Lose 27.057023 but Gain 1451.408498 Iteration 13Q (21.219178 sec): 212 clusters Score: Raw -1771981.993183 + Penalty 211126.635982 = -1560855.357200 nChanged 107 Deleting Class 157 (1 points): Lose 14.786434 but Gain 1437.900389 Iteration 14Q (21.554991 sec): 211 clusters Score: Raw -1772138.172651 + Penalty 209697.869838 = -1562440.302813 nChanged 101 Deleting Class 159 (12 points): Lose 231.103565 but Gain 1636.039507 Iteration 15Q (21.887262 sec): 210 clusters Score: Raw -1772039.504148 + Penalty 208197.446947 = -1563842.057202 nChanged 79 Deleting Class 225 (3 points): Lose 46.376764 but Gain 1478.934968 Iteration 16Q (22.216741 sec): 209 clusters Score: Raw -1772155.729697 + Penalty 206823.779099 = -1565331.950598 nChanged 65 Deleting Class 206 (1 points): Lose 6.262477 but Gain 1399.319314 Iteration 17Q (22.543567 sec): 208 clusters Score: Raw -1772230.847378 + Penalty 205505.872671 = -1566724.974706 nChanged 58 Deleting Class 215 (2 points): Lose 72.469696 but Gain 1434.518521 Iteration 18Q (22.867110 sec): 207 clusters Score: Raw -1772219.128708 + Penalty 204236.924721 = -1567982.203987 nChanged 53 Deleting Class 167 (5 points): Lose 65.421275 but Gain 1410.899306 Iteration 19Q (23.188233 sec): 206 clusters Score: Raw -1772210.401210 + Penalty 202874.845989 = -1569335.555221 nChanged 50 Writing temp clu file Memory request: 0.18 GB would take us to total of 0.37 GB. Compute initial score before splitting: Score: Raw -1772210.401210 + Penalty 202874.845989 = -1569335.555221Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 1 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.325051 sec): 2 clusters Score: Raw -20708.296535 + Penalty 457.917403 = -20250.379133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.326027 sec): 3 clusters Score: Raw -20517.956025 + Penalty 915.811893 = -19602.144132 nChanged 120 SP:Iteration 1F (23.326974 sec): 3 clusters Score: Raw -20587.147219 + Penalty 915.808843 = -19671.338376 nChanged 35 SP:Iteration 2F (23.327947 sec): 3 clusters Score: Raw -20608.508475 + Penalty 915.882751 = -19692.625724 nChanged 15 SP:Iteration 3Q (23.328916 sec): 3 clusters Score: Raw -20618.035434 + Penalty 916.152179 = -19701.883255 nChanged 9 SP:Iteration 4Q (23.329881 sec): 3 clusters Score: Raw -20625.613460 + Penalty 916.661024 = -19708.952436 nChanged 11 SP:Iteration 5Q (23.330827 sec): 3 clusters Score: Raw -20635.521840 + Penalty 916.550298 = -19718.971542 nChanged 6 SP:Iteration 6Q (23.331756 sec): 3 clusters Score: Raw -20642.100797 + Penalty 916.755035 = -19725.345762 nChanged 11 SP:Iteration 7Q (23.332681 sec): 3 clusters Score: Raw -20656.162380 + Penalty 917.623585 = -19738.538795 nChanged 13 SP:Iteration 8Q (23.333603 sec): 3 clusters Score: Raw -20674.082841 + Penalty 919.134283 = -19754.948558 nChanged 11 SP:Iteration 9Q (23.334522 sec): 3 clusters Score: Raw -20686.674762 + Penalty 921.712654 = -19764.962107 nChanged 12 SP:Iteration 10F (23.335451 sec): 3 clusters Score: Raw -20701.523485 + Penalty 925.065316 = -19776.458169 nChanged 9 SP:Iteration 11Q (23.336366 sec): 3 clusters Score: Raw -20718.030719 + Penalty 928.088146 = -19789.942573 nChanged 7 SP:Iteration 12Q (23.337273 sec): 3 clusters Score: Raw -20723.701739 + Penalty 929.839822 = -19793.861917 nChanged 3 SP:Iteration 13Q (23.338173 sec): 3 clusters Score: Raw -20724.745201 + Penalty 930.354758 = -19794.390442 nChanged 1 SP:Iteration 14Q (23.339073 sec): 3 clusters Score: Raw -20725.156883 + Penalty 930.354758 = -19794.802125 nChanged 0 SP:Iteration 15F (23.340001 sec): 3 clusters Score: Raw -20725.156883 + Penalty 930.354758 = -19794.802125 nChanged 0 Memory request: 0.03 GB would take us to total of 0.40 GB. Trying to split cluster 2 (6815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.369087 sec): 2 clusters Score: Raw -320522.731550 + Penalty 89.390325 = -320433.341225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.381510 sec): 3 clusters Score: Raw -315976.578588 + Penalty 183.640162 = -315792.938425 nChanged 3267 SP:Iteration 1F (23.393722 sec): 3 clusters Score: Raw -319066.415242 + Penalty 189.325851 = -318877.089391 nChanged 855 SP:Iteration 2F (23.405779 sec): 3 clusters Score: Raw -319837.152257 + Penalty 194.494378 = -319642.657878 nChanged 393 SP:Iteration 3F (23.417788 sec): 3 clusters Score: Raw -320324.075662 + Penalty 195.645776 = -320128.429887 nChanged 203 SP:Iteration 4Q (23.430034 sec): 3 clusters Score: Raw -320514.514492 + Penalty 196.315487 = -320318.199005 nChanged 96 SP:Iteration 5Q (23.441764 sec): 3 clusters Score: Raw -320554.984816 + Penalty 197.033955 = -320357.950861 nChanged 77 SP:Iteration 6Q (23.453280 sec): 3 clusters Score: Raw -320582.388788 + Penalty 197.229521 = -320385.159266 nChanged 62 SP:Iteration 7Q (23.464794 sec): 3 clusters Score: Raw -320602.196799 + Penalty 197.888160 = -320404.308640 nChanged 57 SP:Iteration 8Q (23.476129 sec): 3 clusters Score: Raw -320617.289726 + Penalty 198.023695 = -320419.266031 nChanged 42 SP:Iteration 9Q (23.487388 sec): 3 clusters Score: Raw -320625.979611 + Penalty 198.160664 = -320427.818947 nChanged 30 SP:Iteration 10F (23.500084 sec): 3 clusters Score: Raw -320629.960572 + Penalty 197.763930 = -320432.196643 nChanged 20 SP:Iteration 11Q (23.511349 sec): 3 clusters Score: Raw -320633.011539 + Penalty 197.546566 = -320435.464972 nChanged 20 SP:Iteration 12Q (23.522479 sec): 3 clusters Score: Raw -320635.387336 + Penalty 197.772466 = -320437.614869 nChanged 20 SP:Iteration 13Q (23.533765 sec): 3 clusters Score: Raw -320637.689457 + Penalty 198.114011 = -320439.575446 nChanged 19 SP:Iteration 14Q (23.544924 sec): 3 clusters Score: Raw -320639.431762 + Penalty 198.238693 = -320441.193069 nChanged 15 SP:Iteration 15Q (23.556046 sec): 3 clusters Score: Raw -320640.510210 + Penalty 198.483895 = -320442.026315 nChanged 16 SP:Iteration 16Q (23.567204 sec): 3 clusters Score: Raw -320641.882522 + Penalty 198.647113 = -320443.235409 nChanged 12 SP:Iteration 17Q (23.578568 sec): 3 clusters Score: Raw -320642.613540 + Penalty 198.133953 = -320444.479587 nChanged 13 SP:Iteration 18Q (23.589588 sec): 3 clusters Score: Raw -320643.713446 + Penalty 198.258401 = -320445.455045 nChanged 13 SP:Iteration 19Q (23.600647 sec): 3 clusters Score: Raw -320644.855476 + Penalty 198.347555 = -320446.507920 nChanged 11 SP:Iteration 20F (23.613280 sec): 3 clusters Score: Raw -320645.785921 + Penalty 198.652186 = -320447.133735 nChanged 15 SP:Iteration 21Q (23.624222 sec): 3 clusters Score: Raw -320647.043484 + Penalty 198.596078 = -320448.447406 nChanged 15 SP:Iteration 22Q (23.635200 sec): 3 clusters Score: Raw -320649.237037 + Penalty 198.757995 = -320450.479042 nChanged 18 SP:Iteration 23Q (23.646121 sec): 3 clusters Score: Raw -320651.191025 + Penalty 198.717370 = -320452.473655 nChanged 15 SP:Iteration 24Q (23.657014 sec): 3 clusters Score: Raw -320653.291204 + Penalty 199.052737 = -320454.238467 nChanged 15 SP:Iteration 25Q (23.668045 sec): 3 clusters Score: Raw -320654.600964 + Penalty 199.016370 = -320455.584594 nChanged 16 SP:Iteration 26Q (23.678999 sec): 3 clusters Score: Raw -320656.100525 + Penalty 198.701362 = -320457.399163 nChanged 12 SP:Iteration 27Q (23.689990 sec): 3 clusters Score: Raw -320657.693304 + Penalty 198.819497 = -320458.873807 nChanged 19 SP:Iteration 28Q (23.700941 sec): 3 clusters Score: Raw -320660.431471 + Penalty 197.936444 = -320462.495027 nChanged 19 SP:Iteration 29Q (23.711879 sec): 3 clusters Score: Raw -320663.002654 + Penalty 198.440235 = -320464.562420 nChanged 10 SP:Iteration 30F (23.724453 sec): 3 clusters Score: Raw -320663.567307 + Penalty 198.495885 = -320465.071422 nChanged 7 SP:Iteration 31Q (23.735320 sec): 3 clusters Score: Raw -320663.843128 + Penalty 198.610014 = -320465.233113 nChanged 3 SP:Iteration 32Q (23.746153 sec): 3 clusters Score: Raw -320663.972984 + Penalty 198.564705 = -320465.408279 nChanged 4 SP:Iteration 33Q (23.756962 sec): 3 clusters Score: Raw -320664.120600 + Penalty 198.410728 = -320465.709872 nChanged 4 SP:Iteration 34Q (23.767935 sec): 3 clusters Score: Raw -320664.312821 + Penalty 198.380260 = -320465.932560 nChanged 7 SP:Iteration 35Q (23.779031 sec): 3 clusters Score: Raw -320664.658087 + Penalty 198.753915 = -320465.904172 nChanged 9 SP:Iteration 36F (23.791841 sec): 3 clusters Score: Raw -320665.074153 + Penalty 198.998623 = -320466.075529 nChanged 5 SP:Iteration 37Q (23.802653 sec): 3 clusters Score: Raw -320665.322976 + Penalty 198.940576 = -320466.382400 nChanged 8 SP:Iteration 38Q (23.813447 sec): 3 clusters Score: Raw -320665.952393 + Penalty 198.127482 = -320467.824911 nChanged 6 SP:Iteration 39Q (23.824268 sec): 3 clusters Score: Raw -320666.795850 + Penalty 197.960875 = -320468.834975 nChanged 4 SP:Iteration 40F (23.836916 sec): 3 clusters Score: Raw -320667.123379 + Penalty 198.138359 = -320468.985020 nChanged 3 SP:Iteration 41Q (23.847796 sec): 3 clusters Score: Raw -320667.186779 + Penalty 198.120856 = -320469.065923 nChanged 2 SP:Iteration 42Q (23.858583 sec): 3 clusters Score: Raw -320667.222794 + Penalty 198.205246 = -320469.017548 nChanged 2 SP:Iteration 43F (23.871117 sec): 3 clusters Score: Raw -320667.253562 + Penalty 198.325925 = -320468.927637 nChanged 2 SP:Iteration 44F (23.883948 sec): 3 clusters Score: Raw -320667.299532 + Penalty 198.373135 = -320468.926397 nChanged 3 SP:Iteration 45F (23.896663 sec): 3 clusters Score: Raw -320667.368231 + Penalty 198.218672 = -320469.149558 nChanged 4 SP:Iteration 46Q (23.907440 sec): 3 clusters Score: Raw -320667.566458 + Penalty 197.591641 = -320469.974817 nChanged 6 SP:Iteration 47Q (23.918194 sec): 3 clusters Score: Raw -320667.782677 + Penalty 197.648532 = -320470.134145 nChanged 2 SP:Iteration 48Q (23.928987 sec): 3 clusters Score: Raw -320667.948332 + Penalty 197.648532 = -320470.299800 nChanged 0 SP:Iteration 49F (23.941683 sec): 3 clusters Score: Raw -320667.948332 + Penalty 197.648532 = -320470.299800 nChanged 0 Score: Raw -1806269.067276 + Penalty 203004.853595 = -1603264.213681 Splitting cluster 2 changes total score from -1569335.555221 to -1603264.213681 So it's getting split into cluster 157. Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 3 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.741720 sec): 2 clusters Score: Raw -7619.604422 + Penalty 391.552299 = -7228.052123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.742258 sec): 3 clusters Score: Raw -7652.030443 + Penalty 783.501114 = -6868.529329 nChanged 39 SP:Iteration 1F (27.742783 sec): 3 clusters Score: Raw -7731.255505 + Penalty 780.066981 = -6951.188525 nChanged 14 SP:Iteration 2F (27.743314 sec): 3 clusters Score: Raw -7769.041351 + Penalty 776.954071 = -6992.087280 nChanged 6 SP:Iteration 3Q (27.743799 sec): 3 clusters Score: Raw -7783.144880 + Penalty 778.476134 = -7004.668745 nChanged 2 SP:Iteration 4Q (27.744280 sec): 3 clusters Score: Raw -7787.924625 + Penalty 779.360777 = -7008.563848 nChanged 1 SP:Iteration 5Q (27.744758 sec): 3 clusters Score: Raw -7789.326751 + Penalty 780.250514 = -7009.076237 nChanged 1 SP:Iteration 6Q (27.745236 sec): 3 clusters Score: Raw -7789.779264 + Penalty 780.250514 = -7009.528750 nChanged 0 SP:Iteration 7F (27.745754 sec): 3 clusters Score: Raw -7789.779264 + Penalty 780.250514 = -7009.528750 nChanged 0 Memory request: 0.03 GB would take us to total of 0.39 GB. Trying to split cluster 4 (5116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.760914 sec): 2 clusters Score: Raw -243404.035656 + Penalty 98.272730 = -243305.762925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.770521 sec): 3 clusters Score: Raw -240047.843036 + Penalty 205.791798 = -239842.051238 nChanged 2448 SP:Iteration 1F (27.779939 sec): 3 clusters Score: Raw -242012.768630 + Penalty 202.932505 = -241809.836126 nChanged 456 SP:Iteration 2F (27.789089 sec): 3 clusters Score: Raw -242529.801664 + Penalty 203.501037 = -242326.300627 nChanged 404 SP:Iteration 3F (27.798220 sec): 3 clusters Score: Raw -243077.706786 + Penalty 199.027985 = -242878.678802 nChanged 208 SP:Iteration 4Q (27.807350 sec): 3 clusters Score: Raw -243293.055404 + Penalty 189.802159 = -243103.253245 nChanged 102 SP:Iteration 5Q (27.816517 sec): 3 clusters Score: Raw -243408.387316 + Penalty 194.475964 = -243213.911353 nChanged 47 SP:Iteration 6Q (27.825606 sec): 3 clusters Score: Raw -243457.979794 + Penalty 192.879942 = -243265.099852 nChanged 11 SP:Iteration 7Q (27.833036 sec): 3 clusters Score: Raw -243470.564111 + Penalty 188.047158 = -243282.516954 nChanged 2 SP:Iteration 8Q (27.840200 sec): 3 clusters Score: Raw -243475.321361 + Penalty 188.047158 = -243287.274203 nChanged 0 SP:Iteration 9F (27.849225 sec): 3 clusters Score: Raw -243475.321361 + Penalty 188.047158 = -243287.274203 nChanged 0 Memory request: 0.03 GB would take us to total of 0.39 GB. Trying to split cluster 5 (5047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.867983 sec): 2 clusters Score: Raw -242950.059486 + Penalty 251.244266 = -242698.815220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.877279 sec): 3 clusters Score: Raw -239689.022624 + Penalty 508.258157 = -239180.764467 nChanged 2330 SP:Iteration 1F (27.886282 sec): 3 clusters Score: Raw -241704.498381 + Penalty 527.383854 = -241177.114527 nChanged 643 SP:Iteration 2F (27.895265 sec): 3 clusters Score: Raw -242233.685507 + Penalty 544.327899 = -241689.357608 nChanged 331 SP:Iteration 3F (27.904244 sec): 3 clusters Score: Raw -242441.785108 + Penalty 556.534136 = -241885.250972 nChanged 197 SP:Iteration 4Q (27.912958 sec): 3 clusters Score: Raw -242534.435816 + Penalty 568.143567 = -241966.292250 nChanged 134 SP:Iteration 5Q (27.921580 sec): 3 clusters Score: Raw -242590.784801 + Penalty 578.321561 = -242012.463240 nChanged 94 SP:Iteration 6Q (27.930074 sec): 3 clusters Score: Raw -242626.679559 + Penalty 584.189032 = -242042.490527 nChanged 80 SP:Iteration 7Q (27.938485 sec): 3 clusters Score: Raw -242654.576848 + Penalty 590.497762 = -242064.079086 nChanged 85 SP:Iteration 8Q (27.946920 sec): 3 clusters Score: Raw -242686.369858 + Penalty 597.467787 = -242088.902072 nChanged 70 SP:Iteration 9Q (27.955243 sec): 3 clusters Score: Raw -242709.687650 + Penalty 603.393862 = -242106.293788 nChanged 61 SP:Iteration 10F (27.964234 sec): 3 clusters Score: Raw -242729.979511 + Penalty 610.041325 = -242119.938186 nChanged 63 SP:Iteration 11Q (27.972411 sec): 3 clusters Score: Raw -242748.081639 + Penalty 611.226767 = -242136.854872 nChanged 50 SP:Iteration 12Q (27.980924 sec): 3 clusters Score: Raw -242762.338972 + Penalty 612.619549 = -242149.719423 nChanged 36 SP:Iteration 13Q (27.988966 sec): 3 clusters Score: Raw -242772.164415 + Penalty 613.646409 = -242158.518005 nChanged 36 SP:Iteration 14Q (27.996988 sec): 3 clusters Score: Raw -242781.480121 + Penalty 614.589054 = -242166.891067 nChanged 41 SP:Iteration 15Q (28.004952 sec): 3 clusters Score: Raw -242791.919030 + Penalty 617.490439 = -242174.428590 nChanged 43 SP:Iteration 16Q (28.012916 sec): 3 clusters Score: Raw -242801.835939 + Penalty 618.415595 = -242183.420344 nChanged 35 SP:Iteration 17Q (28.020849 sec): 3 clusters Score: Raw -242812.520645 + Penalty 617.208812 = -242195.311833 nChanged 34 SP:Iteration 18Q (28.028698 sec): 3 clusters Score: Raw -242823.871229 + Penalty 613.565191 = -242210.306037 nChanged 32 SP:Iteration 19Q (28.036499 sec): 3 clusters Score: Raw -242834.551882 + Penalty 614.267035 = -242220.284847 nChanged 29 SP:Iteration 20F (28.045443 sec): 3 clusters Score: Raw -242843.667064 + Penalty 609.070053 = -242234.597010 nChanged 31 SP:Iteration 21Q (28.053171 sec): 3 clusters Score: Raw -242852.025501 + Penalty 607.392758 = -242244.632743 nChanged 24 SP:Iteration 22Q (28.060886 sec): 3 clusters Score: Raw -242861.732001 + Penalty 598.255943 = -242263.476059 nChanged 30 SP:Iteration 23Q (28.068543 sec): 3 clusters Score: Raw -242878.862545 + Penalty 593.001435 = -242285.861110 nChanged 43 SP:Iteration 24Q (28.076240 sec): 3 clusters Score: Raw -242900.158471 + Penalty 585.331350 = -242314.827121 nChanged 32 SP:Iteration 25Q (28.083825 sec): 3 clusters Score: Raw -242913.353367 + Penalty 581.462821 = -242331.890546 nChanged 24 SP:Iteration 26Q (28.091317 sec): 3 clusters Score: Raw -242920.369124 + Penalty 579.538057 = -242340.831067 nChanged 21 SP:Iteration 27Q (28.098767 sec): 3 clusters Score: Raw -242926.496309 + Penalty 578.930378 = -242347.565930 nChanged 19 SP:Iteration 28Q (28.106179 sec): 3 clusters Score: Raw -242933.184795 + Penalty 578.154297 = -242355.030498 nChanged 21 SP:Iteration 29Q (28.113595 sec): 3 clusters Score: Raw -242940.694280 + Penalty 574.658738 = -242366.035542 nChanged 18 SP:Iteration 30F (28.122603 sec): 3 clusters Score: Raw -242946.895029 + Penalty 573.173714 = -242373.721315 nChanged 17 SP:Iteration 31Q (28.130031 sec): 3 clusters Score: Raw -242954.282632 + Penalty 570.950100 = -242383.332532 nChanged 15 SP:Iteration 32Q (28.137330 sec): 3 clusters Score: Raw -242959.753210 + Penalty 573.104336 = -242386.648874 nChanged 9 SP:Iteration 33Q (28.144610 sec): 3 clusters Score: Raw -242963.183727 + Penalty 575.123647 = -242388.060080 nChanged 7 SP:Iteration 34Q (28.151852 sec): 3 clusters Score: Raw -242964.978857 + Penalty 574.794354 = -242390.184503 nChanged 3 SP:Iteration 35Q (28.159155 sec): 3 clusters Score: Raw -242965.317542 + Penalty 574.828561 = -242390.488981 nChanged 4 SP:Iteration 36Q (28.166517 sec): 3 clusters Score: Raw -242966.038247 + Penalty 574.810390 = -242391.227858 nChanged 3 SP:Iteration 37Q (28.173799 sec): 3 clusters Score: Raw -242966.706696 + Penalty 575.423003 = -242391.283693 nChanged 5 SP:Iteration 38Q (28.181268 sec): 3 clusters Score: Raw -242967.398114 + Penalty 576.675186 = -242390.722928 nChanged 3 SP:Iteration 39F (28.190635 sec): 3 clusters Score: Raw -242968.057055 + Penalty 576.914256 = -242391.142799 nChanged 2 SP:Iteration 40F (28.199577 sec): 3 clusters Score: Raw -242968.937457 + Penalty 580.675985 = -242388.261472 nChanged 4 SP:Iteration 41F (28.208522 sec): 3 clusters Score: Raw -242969.749734 + Penalty 584.976138 = -242384.773596 nChanged 5 SP:Iteration 42F (28.217502 sec): 3 clusters Score: Raw -242970.925110 + Penalty 590.182171 = -242380.742939 nChanged 5 SP:Iteration 43F (28.226431 sec): 3 clusters Score: Raw -242971.915661 + Penalty 592.142434 = -242379.773227 nChanged 5 SP:Iteration 44F (28.235362 sec): 3 clusters Score: Raw -242973.175914 + Penalty 595.509223 = -242377.666691 nChanged 6 SP:Iteration 45F (28.244310 sec): 3 clusters Score: Raw -242974.308644 + Penalty 597.350316 = -242376.958327 nChanged 5 SP:Iteration 46F (28.253244 sec): 3 clusters Score: Raw -242975.084593 + Penalty 593.616500 = -242381.468092 nChanged 2 SP:Iteration 47Q (28.260452 sec): 3 clusters Score: Raw -242976.319485 + Penalty 594.943237 = -242381.376248 nChanged 2 SP:Iteration 48F (28.269569 sec): 3 clusters Score: Raw -242977.017311 + Penalty 593.583969 = -242383.433342 nChanged 1 SP:Iteration 49Q (28.276738 sec): 3 clusters Score: Raw -242977.237523 + Penalty 593.583969 = -242383.653554 nChanged 0 SP:Iteration 50F (28.285749 sec): 3 clusters Score: Raw -242977.237523 + Penalty 593.583969 = -242383.653554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 6 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.290948 sec): 2 clusters Score: Raw -26910.828850 + Penalty 355.892221 = -26554.936629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.292119 sec): 3 clusters Score: Raw -26646.411733 + Penalty 741.716998 = -25904.694735 nChanged 191 SP:Iteration 1F (28.293273 sec): 3 clusters Score: Raw -26822.886665 + Penalty 776.899625 = -26045.987040 nChanged 70 SP:Iteration 2F (28.294419 sec): 3 clusters Score: Raw -26901.209989 + Penalty 791.897852 = -26109.312136 nChanged 29 SP:Iteration 3F (28.295564 sec): 3 clusters Score: Raw -26940.051033 + Penalty 793.018815 = -26147.032218 nChanged 11 SP:Iteration 4Q (28.296715 sec): 3 clusters Score: Raw -26949.918995 + Penalty 788.111067 = -26161.807928 nChanged 9 SP:Iteration 5Q (28.297819 sec): 3 clusters Score: Raw -26961.779217 + Penalty 785.254570 = -26176.524647 nChanged 7 SP:Iteration 6Q (28.298919 sec): 3 clusters Score: Raw -26970.110930 + Penalty 782.225212 = -26187.885718 nChanged 5 SP:Iteration 7Q (28.300016 sec): 3 clusters Score: Raw -26973.781069 + Penalty 779.817114 = -26193.963955 nChanged 5 SP:Iteration 8Q (28.301109 sec): 3 clusters Score: Raw -26981.527524 + Penalty 780.766048 = -26200.761476 nChanged 3 SP:Iteration 9Q (28.302196 sec): 3 clusters Score: Raw -26984.851631 + Penalty 781.763276 = -26203.088354 nChanged 1 SP:Iteration 10F (28.303344 sec): 3 clusters Score: Raw -26985.226562 + Penalty 781.763276 = -26203.463285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 7 (448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.304970 sec): 2 clusters Score: Raw -22894.847318 + Penalty 143.907524 = -22750.939794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.305968 sec): 3 clusters Score: Raw -22642.154954 + Penalty 288.369331 = -22353.785623 nChanged 182 SP:Iteration 1F (28.306947 sec): 3 clusters Score: Raw -22759.327340 + Penalty 290.439445 = -22468.887895 nChanged 45 SP:Iteration 2F (28.307926 sec): 3 clusters Score: Raw -22788.393586 + Penalty 294.100765 = -22494.292821 nChanged 25 SP:Iteration 3F (28.308905 sec): 3 clusters Score: Raw -22803.804759 + Penalty 296.631141 = -22507.173618 nChanged 18 SP:Iteration 4Q (28.309878 sec): 3 clusters Score: Raw -22814.447013 + Penalty 301.867078 = -22512.579935 nChanged 21 SP:Iteration 5Q (28.310850 sec): 3 clusters Score: Raw -22832.536856 + Penalty 307.596622 = -22524.940234 nChanged 21 SP:Iteration 6Q (28.311824 sec): 3 clusters Score: Raw -22845.120613 + Penalty 312.601183 = -22532.519430 nChanged 16 SP:Iteration 7Q (28.312784 sec): 3 clusters Score: Raw -22854.602985 + Penalty 318.031246 = -22536.571739 nChanged 13 SP:Iteration 8Q (28.313755 sec): 3 clusters Score: Raw -22860.774078 + Penalty 327.514490 = -22533.259588 nChanged 12 SP:Iteration 9F (28.314730 sec): 3 clusters Score: Raw -22871.843088 + Penalty 336.936264 = -22534.906824 nChanged 11 SP:Iteration 10F (28.315706 sec): 3 clusters Score: Raw -22882.247843 + Penalty 349.910247 = -22532.337596 nChanged 13 SP:Iteration 11F (28.316682 sec): 3 clusters Score: Raw -22892.656996 + Penalty 354.500896 = -22538.156101 nChanged 10 SP:Iteration 12Q (28.317626 sec): 3 clusters Score: Raw -22902.083270 + Penalty 369.704442 = -22532.378828 nChanged 9 SP:Iteration 13F (28.318605 sec): 3 clusters Score: Raw -22911.714102 + Penalty 368.187247 = -22543.526855 nChanged 5 SP:Iteration 14Q (28.319524 sec): 3 clusters Score: Raw -22918.083159 + Penalty 371.313906 = -22546.769253 nChanged 2 SP:Iteration 15Q (28.320408 sec): 3 clusters Score: Raw -22920.794910 + Penalty 371.313906 = -22549.481004 nChanged 0 SP:Iteration 16F (28.321384 sec): 3 clusters Score: Raw -22920.794910 + Penalty 371.313906 = -22549.481004 nChanged 0 Memory request: 0.03 GB would take us to total of 0.40 GB. Trying to split cluster 8 (5965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.339282 sec): 2 clusters Score: Raw -281912.960713 + Penalty 130.030465 = -281782.930248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.350237 sec): 3 clusters Score: Raw -277926.191269 + Penalty 257.626117 = -277668.565152 nChanged 2822 SP:Iteration 1F (28.360989 sec): 3 clusters Score: Raw -280458.517901 + Penalty 252.590799 = -280205.927102 nChanged 797 SP:Iteration 2F (28.372150 sec): 3 clusters Score: Raw -281064.201383 + Penalty 248.717566 = -280815.483817 nChanged 417 SP:Iteration 3F (28.383150 sec): 3 clusters Score: Raw -281367.789694 + Penalty 243.991059 = -281123.798635 nChanged 230 SP:Iteration 4Q (28.393713 sec): 3 clusters Score: Raw -281548.987921 + Penalty 239.522364 = -281309.465557 nChanged 157 SP:Iteration 5Q (28.404378 sec): 3 clusters Score: Raw -281762.730613 + Penalty 232.620145 = -281530.110467 nChanged 109 SP:Iteration 6Q (28.415062 sec): 3 clusters Score: Raw -282029.555727 + Penalty 229.691141 = -281799.864586 nChanged 78 SP:Iteration 7Q (28.425068 sec): 3 clusters Score: Raw -282175.512788 + Penalty 226.756582 = -281948.756206 nChanged 53 SP:Iteration 8Q (28.434686 sec): 3 clusters Score: Raw -282303.223371 + Penalty 225.108344 = -282078.115028 nChanged 41 SP:Iteration 9Q (28.443674 sec): 3 clusters Score: Raw -282323.390174 + Penalty 224.736731 = -282098.653443 nChanged 21 SP:Iteration 10F (28.454229 sec): 3 clusters Score: Raw -282328.458694 + Penalty 224.586842 = -282103.871851 nChanged 10 SP:Iteration 11Q (28.463379 sec): 3 clusters Score: Raw -282329.706964 + Penalty 224.371704 = -282105.335261 nChanged 8 SP:Iteration 12Q (28.472293 sec): 3 clusters Score: Raw -282330.260984 + Penalty 224.350977 = -282105.910007 nChanged 1 SP:Iteration 13Q (28.481267 sec): 3 clusters Score: Raw -282330.274180 + Penalty 224.350977 = -282105.923203 nChanged 0 SP:Iteration 14F (28.492149 sec): 3 clusters Score: Raw -282330.274180 + Penalty 224.350977 = -282105.923203 nChanged 0 Score: Raw -1806686.385466 + Penalty 203119.859065 = -1603566.526401 Splitting cluster 8 changes total score from -1569335.555221 to -1603566.526401 So it's getting split into cluster 159. Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 9 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.269943 sec): 2 clusters Score: Raw -1231.317673 + Penalty 218.288365 = -1013.029308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.270222 sec): 3 clusters Score: Raw -1288.587284 + Penalty 434.236118 = -854.351166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 10 (349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.271675 sec): 2 clusters Score: Raw -17740.204823 + Penalty 572.694849 = -17167.509974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.272493 sec): 3 clusters Score: Raw -17617.725956 + Penalty 1144.952185 = -16472.773771 nChanged 87 SP:Iteration 1F (32.273324 sec): 3 clusters Score: Raw -17698.722455 + Penalty 1147.001269 = -16551.721187 nChanged 21 SP:Iteration 2F (32.274141 sec): 3 clusters Score: Raw -17726.599789 + Penalty 1146.824874 = -16579.774915 nChanged 11 SP:Iteration 3Q (32.274945 sec): 3 clusters Score: Raw -17738.348578 + Penalty 1147.568283 = -16590.780295 nChanged 10 SP:Iteration 4Q (32.275745 sec): 3 clusters Score: Raw -17752.868502 + Penalty 1148.890307 = -16603.978195 nChanged 5 SP:Iteration 5Q (32.276542 sec): 3 clusters Score: Raw -17758.732818 + Penalty 1150.244094 = -16608.488724 nChanged 5 SP:Iteration 6Q (32.277335 sec): 3 clusters Score: Raw -17762.754269 + Penalty 1149.928968 = -16612.825300 nChanged 1 SP:Iteration 7Q (32.278198 sec): 3 clusters Score: Raw -17763.429949 + Penalty 1149.928968 = -16613.500981 nChanged 0 SP:Iteration 8F (32.279046 sec): 3 clusters Score: Raw -17763.429949 + Penalty 1149.928968 = -16613.500981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 11 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.280323 sec): 2 clusters Score: Raw -12935.043620 + Penalty 192.685183 = -12742.358438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.281089 sec): 3 clusters Score: Raw -12811.910349 + Penalty 386.911370 = -12424.998979 nChanged 106 SP:Iteration 1F (32.281837 sec): 3 clusters Score: Raw -12910.824998 + Penalty 387.921976 = -12522.903022 nChanged 26 SP:Iteration 2F (32.282569 sec): 3 clusters Score: Raw -12941.088964 + Penalty 389.809440 = -12551.279524 nChanged 9 SP:Iteration 3Q (32.283290 sec): 3 clusters Score: Raw -12946.011484 + Penalty 391.973166 = -12554.038319 nChanged 6 SP:Iteration 4Q (32.283989 sec): 3 clusters Score: Raw -12948.550167 + Penalty 392.255382 = -12556.294784 nChanged 9 SP:Iteration 5Q (32.284723 sec): 3 clusters Score: Raw -12956.793103 + Penalty 391.585750 = -12565.207353 nChanged 5 SP:Iteration 6Q (32.285422 sec): 3 clusters Score: Raw -12962.286455 + Penalty 390.520004 = -12571.766451 nChanged 8 SP:Iteration 7Q (32.286118 sec): 3 clusters Score: Raw -12970.144059 + Penalty 387.988672 = -12582.155387 nChanged 6 SP:Iteration 8Q (32.286812 sec): 3 clusters Score: Raw -12972.057282 + Penalty 387.514204 = -12584.543078 nChanged 3 SP:Iteration 9Q (32.287506 sec): 3 clusters Score: Raw -12973.289043 + Penalty 386.451285 = -12586.837759 nChanged 4 SP:Iteration 10F (32.288223 sec): 3 clusters Score: Raw -12975.121514 + Penalty 386.189008 = -12588.932506 nChanged 2 SP:Iteration 11Q (32.288920 sec): 3 clusters Score: Raw -12975.851100 + Penalty 386.901353 = -12588.949747 nChanged 3 SP:Iteration 12Q (32.289617 sec): 3 clusters Score: Raw -12977.484577 + Penalty 387.564887 = -12589.919690 nChanged 5 SP:Iteration 13Q (32.290317 sec): 3 clusters Score: Raw -12981.373983 + Penalty 388.747853 = -12592.626130 nChanged 6 SP:Iteration 14Q (32.291013 sec): 3 clusters Score: Raw -12990.779002 + Penalty 389.598931 = -12601.180071 nChanged 7 SP:Iteration 15Q (32.291703 sec): 3 clusters Score: Raw -13000.160894 + Penalty 390.554371 = -12609.606523 nChanged 9 SP:Iteration 16Q (32.292393 sec): 3 clusters Score: Raw -13021.764843 + Penalty 393.173552 = -12628.591290 nChanged 14 SP:Iteration 17Q (32.293079 sec): 3 clusters Score: Raw -13076.979438 + Penalty 396.051307 = -12680.928131 nChanged 15 SP:Iteration 18F (32.293797 sec): 3 clusters Score: Raw -13118.210005 + Penalty 396.363822 = -12721.846183 nChanged 4 SP:Iteration 19Q (32.294432 sec): 3 clusters Score: Raw -13133.957533 + Penalty 396.363822 = -12737.593711 nChanged 0 SP:Iteration 20F (32.295151 sec): 3 clusters Score: Raw -13134.823889 + Penalty 397.246791 = -12737.577098 nChanged 1 SP:Iteration 21F (32.295869 sec): 3 clusters Score: Raw -13150.632830 + Penalty 398.457093 = -12752.175738 nChanged 2 SP:Iteration 22Q (32.296496 sec): 3 clusters Score: Raw -13171.505557 + Penalty 399.025778 = -12772.479779 nChanged 2 SP:Iteration 23Q (32.297120 sec): 3 clusters Score: Raw -13174.623059 + Penalty 399.025778 = -12775.597281 nChanged 0 SP:Iteration 24F (32.297837 sec): 3 clusters Score: Raw -13174.623059 + Penalty 399.025778 = -12775.597281 nChanged 0 Score: Raw -1806925.961669 + Penalty 203504.467275 = -1603421.494394 Splitting cluster 11 changes total score from -1569335.555221 to -1603421.494394 So it's getting split into cluster 167. Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 12 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.088153 sec): 2 clusters Score: Raw -4071.993717 + Penalty 392.250637 = -3679.743080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.088540 sec): 3 clusters Score: Raw -4093.210306 + Penalty 784.346323 = -3308.863983 nChanged 8 SP:Iteration 1F (36.088900 sec): 3 clusters Score: Raw -4107.914521 + Penalty 784.027864 = -3323.886658 nChanged 1 SP:Iteration 2Q (36.089248 sec): 3 clusters Score: Raw -4108.892361 + Penalty 783.530640 = -3325.361722 nChanged 1 SP:Iteration 3Q (36.089595 sec): 3 clusters Score: Raw -4111.477276 + Penalty 783.530640 = -3327.946637 nChanged 0 SP:Iteration 4F (36.089951 sec): 3 clusters Score: Raw -4111.477276 + Penalty 783.530640 = -3327.946637 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 13 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.090457 sec): 2 clusters Score: Raw -762.710617 + Penalty 306.006183 = -456.704434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.090690 sec): 3 clusters Score: Raw -819.768954 + Penalty 605.450284 = -214.318670 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 14 (2106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.100794 sec): 2 clusters Score: Raw -101314.739626 + Penalty 179.912395 = -101134.827232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.104667 sec): 3 clusters Score: Raw -99953.105200 + Penalty 364.616801 = -99588.488399 nChanged 911 SP:Iteration 1F (36.108451 sec): 3 clusters Score: Raw -100544.543570 + Penalty 357.961791 = -100186.581779 nChanged 291 SP:Iteration 2F (36.112247 sec): 3 clusters Score: Raw -100728.544470 + Penalty 341.832514 = -100386.711957 nChanged 132 SP:Iteration 3F (36.116017 sec): 3 clusters Score: Raw -100857.352040 + Penalty 326.142429 = -100531.209612 nChanged 88 SP:Iteration 4Q (36.119768 sec): 3 clusters Score: Raw -100951.561433 + Penalty 311.510041 = -100640.051392 nChanged 73 SP:Iteration 5Q (36.123413 sec): 3 clusters Score: Raw -101043.068330 + Penalty 302.499254 = -100740.569077 nChanged 51 SP:Iteration 6Q (36.126944 sec): 3 clusters Score: Raw -101086.334447 + Penalty 299.471097 = -100786.863350 nChanged 35 SP:Iteration 7Q (36.130398 sec): 3 clusters Score: Raw -101103.301624 + Penalty 298.013033 = -100805.288591 nChanged 25 SP:Iteration 8Q (36.133827 sec): 3 clusters Score: Raw -101110.425748 + Penalty 295.558007 = -100814.867741 nChanged 26 SP:Iteration 9Q (36.137285 sec): 3 clusters Score: Raw -101118.240487 + Penalty 293.826376 = -100824.414112 nChanged 26 SP:Iteration 10F (36.141130 sec): 3 clusters Score: Raw -101124.889054 + Penalty 292.305493 = -100832.583561 nChanged 28 SP:Iteration 11Q (36.144515 sec): 3 clusters Score: Raw -101137.863719 + Penalty 289.783935 = -100848.079784 nChanged 20 SP:Iteration 12Q (36.147866 sec): 3 clusters Score: Raw -101149.445440 + Penalty 288.509564 = -100860.935876 nChanged 26 SP:Iteration 13Q (36.151149 sec): 3 clusters Score: Raw -101163.513243 + Penalty 285.411692 = -100878.101551 nChanged 33 SP:Iteration 14Q (36.154416 sec): 3 clusters Score: Raw -101183.239356 + Penalty 281.264636 = -100901.974720 nChanged 39 SP:Iteration 15Q (36.157631 sec): 3 clusters Score: Raw -101208.608326 + Penalty 278.776859 = -100929.831467 nChanged 40 SP:Iteration 16Q (36.160787 sec): 3 clusters Score: Raw -101235.534765 + Penalty 275.569501 = -100959.965264 nChanged 34 SP:Iteration 17Q (36.163894 sec): 3 clusters Score: Raw -101259.273132 + Penalty 279.866839 = -100979.406294 nChanged 37 SP:Iteration 18Q (36.166995 sec): 3 clusters Score: Raw -101289.760762 + Penalty 302.658731 = -100987.102032 nChanged 27 SP:Iteration 19Q (36.170183 sec): 3 clusters Score: Raw -101317.472329 + Penalty 421.610226 = -100895.862103 nChanged 27 SP:Iteration 20F (36.174146 sec): 3 clusters Score: Raw -101349.443390 + Penalty 493.278093 = -100856.165297 nChanged 6 SP:Iteration 21F (36.177899 sec): 3 clusters Score: Raw -101353.545002 + Penalty 493.278093 = -100860.266910 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 15 (2260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.190559 sec): 2 clusters Score: Raw -109147.110705 + Penalty 221.492406 = -108925.618299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.194757 sec): 3 clusters Score: Raw -107725.054516 + Penalty 484.233762 = -107240.820755 nChanged 1009 SP:Iteration 1F (36.198921 sec): 3 clusters Score: Raw -108680.772535 + Penalty 509.095280 = -108171.677254 nChanged 277 SP:Iteration 2F (36.202971 sec): 3 clusters Score: Raw -108910.604869 + Penalty 529.270133 = -108381.334736 nChanged 132 SP:Iteration 3F (36.207008 sec): 3 clusters Score: Raw -108983.255069 + Penalty 544.567206 = -108438.687863 nChanged 74 SP:Iteration 4Q (36.210917 sec): 3 clusters Score: Raw -109023.825232 + Penalty 558.465814 = -108465.359418 nChanged 53 SP:Iteration 5Q (36.214778 sec): 3 clusters Score: Raw -109050.329924 + Penalty 567.943956 = -108482.385968 nChanged 45 SP:Iteration 6Q (36.218591 sec): 3 clusters Score: Raw -109075.531257 + Penalty 581.042201 = -108494.489056 nChanged 49 SP:Iteration 7Q (36.222389 sec): 3 clusters Score: Raw -109106.495117 + Penalty 591.416815 = -108515.078301 nChanged 49 SP:Iteration 8Q (36.226152 sec): 3 clusters Score: Raw -109139.468764 + Penalty 602.092115 = -108537.376649 nChanged 41 SP:Iteration 9Q (36.229829 sec): 3 clusters Score: Raw -109164.307361 + Penalty 619.706601 = -108544.600760 nChanged 37 SP:Iteration 10F (36.233862 sec): 3 clusters Score: Raw -109183.540583 + Penalty 625.661899 = -108557.878684 nChanged 21 SP:Iteration 11Q (36.237442 sec): 3 clusters Score: Raw -109193.150234 + Penalty 634.460413 = -108558.689821 nChanged 22 SP:Iteration 12Q (36.240987 sec): 3 clusters Score: Raw -109209.289461 + Penalty 645.776358 = -108563.513103 nChanged 17 SP:Iteration 13Q (36.244501 sec): 3 clusters Score: Raw -109220.051139 + Penalty 653.159195 = -108566.891944 nChanged 14 SP:Iteration 14Q (36.247974 sec): 3 clusters Score: Raw -109228.691324 + Penalty 665.657606 = -108563.033718 nChanged 11 SP:Iteration 15F (36.252000 sec): 3 clusters Score: Raw -109241.788179 + Penalty 670.455406 = -108571.332773 nChanged 7 SP:Iteration 16Q (36.255439 sec): 3 clusters Score: Raw -109248.362558 + Penalty 670.838917 = -108577.523641 nChanged 3 SP:Iteration 17Q (36.258816 sec): 3 clusters Score: Raw -109250.071376 + Penalty 666.982636 = -108583.088740 nChanged 3 SP:Iteration 18Q (36.262184 sec): 3 clusters Score: Raw -109251.072730 + Penalty 666.982636 = -108584.090094 nChanged 0 SP:Iteration 19F (36.266210 sec): 3 clusters Score: Raw -109251.072730 + Penalty 666.982636 = -108584.090094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 16 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.271400 sec): 2 clusters Score: Raw -13395.247252 + Penalty 454.380840 = -12940.866412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.272100 sec): 3 clusters Score: Raw -13323.634764 + Penalty 909.281201 = -12414.353563 nChanged 62 SP:Iteration 1F (36.272778 sec): 3 clusters Score: Raw -13382.075908 + Penalty 911.066393 = -12471.009514 nChanged 20 SP:Iteration 2F (36.273455 sec): 3 clusters Score: Raw -13422.536763 + Penalty 912.423443 = -12510.113319 nChanged 20 SP:Iteration 3F (36.274131 sec): 3 clusters Score: Raw -13458.729257 + Penalty 916.247276 = -12542.481981 nChanged 15 SP:Iteration 4F (36.274808 sec): 3 clusters Score: Raw -13478.354177 + Penalty 919.539231 = -12558.814946 nChanged 10 SP:Iteration 5Q (36.275457 sec): 3 clusters Score: Raw -13496.410090 + Penalty 922.657258 = -12573.752832 nChanged 5 SP:Iteration 6Q (36.276105 sec): 3 clusters Score: Raw -13500.770510 + Penalty 925.090137 = -12575.680373 nChanged 4 SP:Iteration 7Q (36.276749 sec): 3 clusters Score: Raw -13504.857091 + Penalty 930.702044 = -12574.155046 nChanged 7 SP:Iteration 8F (36.277425 sec): 3 clusters Score: Raw -13510.710292 + Penalty 933.885674 = -12576.824618 nChanged 4 SP:Iteration 9Q (36.278065 sec): 3 clusters Score: Raw -13514.802481 + Penalty 936.532770 = -12578.269712 nChanged 4 SP:Iteration 10F (36.278741 sec): 3 clusters Score: Raw -13517.164320 + Penalty 939.682881 = -12577.481439 nChanged 3 SP:Iteration 11F (36.279416 sec): 3 clusters Score: Raw -13518.000641 + Penalty 941.322397 = -12576.678244 nChanged 2 SP:Iteration 12F (36.280092 sec): 3 clusters Score: Raw -13518.630496 + Penalty 941.322397 = -12577.308099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 17 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.280618 sec): 2 clusters Score: Raw -389.785433 + Penalty 193.899944 = -195.885490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.280819 sec): 2 clusters Score: Raw -389.785433 + Penalty 193.899944 = -195.885490 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 18 (1227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.285252 sec): 2 clusters Score: Raw -59502.026332 + Penalty 196.074092 = -59305.952240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.287615 sec): 3 clusters Score: Raw -58761.855852 + Penalty 416.237213 = -58345.618639 nChanged 547 SP:Iteration 1F (36.289906 sec): 3 clusters Score: Raw -59251.648892 + Penalty 433.226111 = -58818.422781 nChanged 157 SP:Iteration 2F (36.292199 sec): 3 clusters Score: Raw -59423.594761 + Penalty 442.142749 = -58981.452013 nChanged 84 SP:Iteration 3F (36.294490 sec): 3 clusters Score: Raw -59530.849710 + Penalty 456.370624 = -59074.479086 nChanged 41 SP:Iteration 4Q (36.296796 sec): 3 clusters Score: Raw -59591.028154 + Penalty 462.065810 = -59128.962344 nChanged 11 SP:Iteration 5Q (36.298865 sec): 3 clusters Score: Raw -59599.610025 + Penalty 465.049017 = -59134.561008 nChanged 8 SP:Iteration 6Q (36.300892 sec): 3 clusters Score: Raw -59602.278978 + Penalty 469.142899 = -59133.136079 nChanged 4 SP:Iteration 7F (36.303176 sec): 3 clusters Score: Raw -59603.991908 + Penalty 473.516426 = -59130.475482 nChanged 5 SP:Iteration 8F (36.305457 sec): 3 clusters Score: Raw -59606.010716 + Penalty 480.440087 = -59125.570629 nChanged 4 SP:Iteration 9F (36.307744 sec): 3 clusters Score: Raw -59608.683624 + Penalty 489.796866 = -59118.886758 nChanged 7 SP:Iteration 10F (36.310022 sec): 3 clusters Score: Raw -59612.709965 + Penalty 493.790838 = -59118.919127 nChanged 4 SP:Iteration 11Q (36.311975 sec): 3 clusters Score: Raw -59614.810174 + Penalty 491.831502 = -59122.978673 nChanged 2 SP:Iteration 12Q (36.313914 sec): 3 clusters Score: Raw -59616.686752 + Penalty 493.164974 = -59123.521778 nChanged 2 SP:Iteration 13Q (36.315845 sec): 3 clusters Score: Raw -59619.223454 + Penalty 496.269484 = -59122.953970 nChanged 2 SP:Iteration 14F (36.318127 sec): 3 clusters Score: Raw -59619.783883 + Penalty 497.970923 = -59121.812959 nChanged 1 SP:Iteration 15F (36.320408 sec): 3 clusters Score: Raw -59620.425695 + Penalty 500.715622 = -59119.710073 nChanged 1 SP:Iteration 16F (36.322691 sec): 3 clusters Score: Raw -59622.366534 + Penalty 502.922641 = -59119.443894 nChanged 1 SP:Iteration 17F (36.324994 sec): 3 clusters Score: Raw -59622.605508 + Penalty 506.617039 = -59115.988469 nChanged 2 SP:Iteration 18F (36.327276 sec): 3 clusters Score: Raw -59622.904188 + Penalty 506.626471 = -59116.277717 nChanged 1 SP:Iteration 19Q (36.329182 sec): 3 clusters Score: Raw -59623.144374 + Penalty 506.626471 = -59116.517903 nChanged 0 SP:Iteration 20F (36.331466 sec): 3 clusters Score: Raw -59623.144374 + Penalty 506.626471 = -59116.517903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 19 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.332246 sec): 2 clusters Score: Raw -3241.390541 + Penalty 437.241468 = -2804.149073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.332580 sec): 3 clusters Score: Raw -3305.492376 + Penalty 877.625519 = -2427.866857 nChanged 2 SP:Iteration 1Q (36.332896 sec): 3 clusters Score: Raw -3307.529396 + Penalty 877.625519 = -2429.903877 nChanged 0 SP:Iteration 2F (36.333242 sec): 3 clusters Score: Raw -3307.529396 + Penalty 877.625519 = -2429.903877 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 20 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.336837 sec): 2 clusters Score: Raw -28180.697961 + Penalty 276.980247 = -27903.717714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.338017 sec): 3 clusters Score: Raw -27903.760194 + Penalty 548.537790 = -27355.222404 nChanged 214 SP:Iteration 1F (36.339174 sec): 3 clusters Score: Raw -28137.664756 + Penalty 548.040725 = -27589.624031 nChanged 75 SP:Iteration 2F (36.340330 sec): 3 clusters Score: Raw -28204.072212 + Penalty 548.858588 = -27655.213624 nChanged 33 SP:Iteration 3F (36.341514 sec): 3 clusters Score: Raw -28258.838166 + Penalty 551.133587 = -27707.704579 nChanged 27 SP:Iteration 4Q (36.342669 sec): 3 clusters Score: Raw -28304.393374 + Penalty 553.132877 = -27751.260497 nChanged 24 SP:Iteration 5Q (36.343836 sec): 3 clusters Score: Raw -28335.263125 + Penalty 555.448785 = -27779.814340 nChanged 22 SP:Iteration 6Q (36.344965 sec): 3 clusters Score: Raw -28372.571923 + Penalty 555.558250 = -27817.013674 nChanged 14 SP:Iteration 7Q (36.346082 sec): 3 clusters Score: Raw -28384.689386 + Penalty 557.284475 = -27827.404911 nChanged 15 SP:Iteration 8Q (36.347204 sec): 3 clusters Score: Raw -28399.749274 + Penalty 560.366910 = -27839.382365 nChanged 13 SP:Iteration 9Q (36.348321 sec): 3 clusters Score: Raw -28412.401900 + Penalty 562.257295 = -27850.144605 nChanged 17 SP:Iteration 10F (36.349491 sec): 3 clusters Score: Raw -28423.782482 + Penalty 564.524198 = -27859.258284 nChanged 11 SP:Iteration 11Q (36.350602 sec): 3 clusters Score: Raw -28428.789224 + Penalty 564.893608 = -27863.895616 nChanged 3 SP:Iteration 12Q (36.351715 sec): 3 clusters Score: Raw -28429.583906 + Penalty 565.545843 = -27864.038063 nChanged 2 SP:Iteration 13Q (36.352825 sec): 3 clusters Score: Raw -28429.986002 + Penalty 566.259973 = -27863.726029 nChanged 2 SP:Iteration 14F (36.353993 sec): 3 clusters Score: Raw -28430.577565 + Penalty 566.928822 = -27863.648743 nChanged 3 SP:Iteration 15F (36.355145 sec): 3 clusters Score: Raw -28431.815864 + Penalty 567.423526 = -27864.392338 nChanged 1 SP:Iteration 16Q (36.356263 sec): 3 clusters Score: Raw -28432.009785 + Penalty 568.290564 = -27863.719221 nChanged 2 SP:Iteration 17F (36.357447 sec): 3 clusters Score: Raw -28432.918452 + Penalty 569.126001 = -27863.792450 nChanged 1 SP:Iteration 18Q (36.358555 sec): 3 clusters Score: Raw -28434.024137 + Penalty 569.459374 = -27864.564763 nChanged 1 SP:Iteration 19Q (36.359664 sec): 3 clusters Score: Raw -28434.997047 + Penalty 569.459374 = -27865.537673 nChanged 0 SP:Iteration 20F (36.360832 sec): 3 clusters Score: Raw -28434.997047 + Penalty 569.459374 = -27865.537673 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 21 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.363326 sec): 2 clusters Score: Raw -26566.152841 + Penalty 214.620054 = -26351.532787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.364508 sec): 3 clusters Score: Raw -26255.664361 + Penalty 431.457387 = -25824.206974 nChanged 222 SP:Iteration 1F (36.365671 sec): 3 clusters Score: Raw -26403.884897 + Penalty 442.639383 = -25961.245514 nChanged 88 SP:Iteration 2F (36.366831 sec): 3 clusters Score: Raw -26578.939515 + Penalty 451.284786 = -26127.654729 nChanged 49 SP:Iteration 3F (36.367994 sec): 3 clusters Score: Raw -26675.068413 + Penalty 450.817844 = -26224.250569 nChanged 23 SP:Iteration 4Q (36.369061 sec): 3 clusters Score: Raw -26719.374358 + Penalty 451.199723 = -26268.174635 nChanged 12 SP:Iteration 5Q (36.370116 sec): 3 clusters Score: Raw -26734.068194 + Penalty 450.962338 = -26283.105856 nChanged 3 SP:Iteration 6Q (36.371165 sec): 3 clusters Score: Raw -26736.606358 + Penalty 450.635390 = -26285.970968 nChanged 1 SP:Iteration 7Q (36.372207 sec): 3 clusters Score: Raw -26738.229365 + Penalty 450.635390 = -26287.593975 nChanged 0 SP:Iteration 8F (36.373367 sec): 3 clusters Score: Raw -26738.229365 + Penalty 450.635390 = -26287.593975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 22 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.374600 sec): 2 clusters Score: Raw -4219.508102 + Penalty 148.538303 = -4070.969799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.374993 sec): 3 clusters Score: Raw -4203.364966 + Penalty 289.619278 = -3913.745687 nChanged 21 SP:Iteration 1F (36.375376 sec): 3 clusters Score: Raw -4219.876513 + Penalty 293.603397 = -3926.273116 nChanged 10 SP:Iteration 2F (36.375757 sec): 3 clusters Score: Raw -4233.908883 + Penalty 293.167428 = -3940.741455 nChanged 4 SP:Iteration 3Q (36.376136 sec): 3 clusters Score: Raw -4237.379331 + Penalty 295.348045 = -3942.031286 nChanged 7 SP:Iteration 4F (36.376518 sec): 3 clusters Score: Raw -4245.505133 + Penalty 296.664503 = -3948.840630 nChanged 5 SP:Iteration 5F (36.376929 sec): 3 clusters Score: Raw -4254.587475 + Penalty 296.904946 = -3957.682528 nChanged 3 SP:Iteration 6Q (36.377297 sec): 3 clusters Score: Raw -4263.347626 + Penalty 296.873297 = -3966.474329 nChanged 4 SP:Iteration 7Q (36.377660 sec): 3 clusters Score: Raw -4280.462048 + Penalty 296.850757 = -3983.611291 nChanged 2 SP:Iteration 8Q (36.378013 sec): 3 clusters Score: Raw -4290.142470 + Penalty 296.251914 = -3993.890556 nChanged 3 SP:Iteration 9Q (36.378363 sec): 3 clusters Score: Raw -4314.797712 + Penalty 296.251914 = -4018.545798 nChanged 0 SP:Iteration 10F (36.378744 sec): 3 clusters Score: Raw -4314.797712 + Penalty 296.251914 = -4018.545798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 23 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.380239 sec): 2 clusters Score: Raw -6559.559098 + Penalty 181.151428 = -6378.407670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.380698 sec): 3 clusters Score: Raw -6501.333403 + Penalty 367.747909 = -6133.585494 nChanged 42 SP:Iteration 1F (36.381168 sec): 3 clusters Score: Raw -6540.045315 + Penalty 374.280790 = -6165.764525 nChanged 12 SP:Iteration 2F (36.381620 sec): 3 clusters Score: Raw -6559.132406 + Penalty 383.065356 = -6176.067050 nChanged 11 SP:Iteration 3F (36.382074 sec): 3 clusters Score: Raw -6575.322569 + Penalty 387.431176 = -6187.891393 nChanged 7 SP:Iteration 4Q (36.382511 sec): 3 clusters Score: Raw -6587.781865 + Penalty 392.860212 = -6194.921653 nChanged 7 SP:Iteration 5Q (36.382944 sec): 3 clusters Score: Raw -6600.604950 + Penalty 394.246826 = -6206.358124 nChanged 3 SP:Iteration 6Q (36.383368 sec): 3 clusters Score: Raw -6604.350861 + Penalty 396.138366 = -6208.212495 nChanged 1 SP:Iteration 7Q (36.383789 sec): 3 clusters Score: Raw -6605.577667 + Penalty 398.419909 = -6207.157757 nChanged 1 SP:Iteration 8F (36.384240 sec): 3 clusters Score: Raw -6606.504686 + Penalty 396.803537 = -6209.701148 nChanged 1 SP:Iteration 9Q (36.384657 sec): 3 clusters Score: Raw -6606.918694 + Penalty 396.803537 = -6210.115156 nChanged 0 SP:Iteration 10F (36.385107 sec): 3 clusters Score: Raw -6606.918694 + Penalty 396.803537 = -6210.115156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 24 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.386386 sec): 2 clusters Score: Raw -5991.803603 + Penalty 446.851123 = -5544.952480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.386803 sec): 3 clusters Score: Raw -5993.296912 + Penalty 895.304787 = -5097.992125 nChanged 11 SP:Iteration 1F (36.387214 sec): 3 clusters Score: Raw -6007.377457 + Penalty 893.997381 = -5113.380077 nChanged 2 SP:Iteration 2Q (36.387619 sec): 3 clusters Score: Raw -6009.883225 + Penalty 893.997381 = -5115.885845 nChanged 0 SP:Iteration 3F (36.388029 sec): 3 clusters Score: Raw -6009.883225 + Penalty 893.997381 = -5115.885845 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 25 (1858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.393823 sec): 2 clusters Score: Raw -89905.286564 + Penalty 156.639895 = -89748.646668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.397228 sec): 3 clusters Score: Raw -88698.346812 + Penalty 313.663143 = -88384.683669 nChanged 842 SP:Iteration 1F (36.400606 sec): 3 clusters Score: Raw -89300.094072 + Penalty 320.595586 = -88979.498486 nChanged 250 SP:Iteration 2F (36.403978 sec): 3 clusters Score: Raw -89486.196670 + Penalty 329.748356 = -89156.448314 nChanged 170 SP:Iteration 3F (36.407326 sec): 3 clusters Score: Raw -89641.746217 + Penalty 335.940047 = -89305.806170 nChanged 86 SP:Iteration 4Q (36.410638 sec): 3 clusters Score: Raw -89696.175947 + Penalty 340.403753 = -89355.772193 nChanged 52 SP:Iteration 5Q (36.413920 sec): 3 clusters Score: Raw -89711.171073 + Penalty 344.516346 = -89366.654727 nChanged 36 SP:Iteration 6Q (36.417215 sec): 3 clusters Score: Raw -89721.984588 + Penalty 349.045725 = -89372.938862 nChanged 36 SP:Iteration 7Q (36.420454 sec): 3 clusters Score: Raw -89731.569142 + Penalty 352.545447 = -89379.023695 nChanged 25 SP:Iteration 8Q (36.423671 sec): 3 clusters Score: Raw -89738.492128 + Penalty 356.113697 = -89382.378431 nChanged 26 SP:Iteration 9Q (36.426869 sec): 3 clusters Score: Raw -89746.234339 + Penalty 360.390909 = -89385.843430 nChanged 27 SP:Iteration 10F (36.430234 sec): 3 clusters Score: Raw -89753.316084 + Penalty 362.644443 = -89390.671641 nChanged 21 SP:Iteration 11Q (36.433424 sec): 3 clusters Score: Raw -89759.269161 + Penalty 365.188402 = -89394.080759 nChanged 22 SP:Iteration 12Q (36.436589 sec): 3 clusters Score: Raw -89763.813562 + Penalty 367.596905 = -89396.216657 nChanged 20 SP:Iteration 13Q (36.439735 sec): 3 clusters Score: Raw -89767.634209 + Penalty 370.420429 = -89397.213780 nChanged 20 SP:Iteration 14Q (36.442874 sec): 3 clusters Score: Raw -89772.912172 + Penalty 373.691192 = -89399.220980 nChanged 21 SP:Iteration 15Q (36.445986 sec): 3 clusters Score: Raw -89779.574212 + Penalty 376.298838 = -89403.275374 nChanged 21 SP:Iteration 16Q (36.449088 sec): 3 clusters Score: Raw -89790.549457 + Penalty 378.927354 = -89411.622103 nChanged 25 SP:Iteration 17Q (36.452171 sec): 3 clusters Score: Raw -89804.323983 + Penalty 381.165861 = -89423.158122 nChanged 28 SP:Iteration 18Q (36.455283 sec): 3 clusters Score: Raw -89818.751887 + Penalty 385.004636 = -89433.747251 nChanged 31 SP:Iteration 19Q (36.458409 sec): 3 clusters Score: Raw -89833.283411 + Penalty 389.684013 = -89443.599398 nChanged 25 SP:Iteration 20F (36.461750 sec): 3 clusters Score: Raw -89842.981461 + Penalty 394.566036 = -89448.415425 nChanged 26 SP:Iteration 21Q (36.464742 sec): 3 clusters Score: Raw -89854.971670 + Penalty 398.612412 = -89456.359259 nChanged 23 SP:Iteration 22Q (36.467694 sec): 3 clusters Score: Raw -89863.331213 + Penalty 404.111032 = -89459.220180 nChanged 25 SP:Iteration 23Q (36.470622 sec): 3 clusters Score: Raw -89872.786291 + Penalty 408.477927 = -89464.308363 nChanged 21 SP:Iteration 24Q (36.473553 sec): 3 clusters Score: Raw -89880.005537 + Penalty 411.314968 = -89468.690569 nChanged 18 SP:Iteration 25Q (36.476463 sec): 3 clusters Score: Raw -89886.518842 + Penalty 413.139827 = -89473.379016 nChanged 11 SP:Iteration 26Q (36.479328 sec): 3 clusters Score: Raw -89889.617716 + Penalty 415.326879 = -89474.290837 nChanged 10 SP:Iteration 27Q (36.482200 sec): 3 clusters Score: Raw -89892.746306 + Penalty 417.719192 = -89475.027114 nChanged 6 SP:Iteration 28Q (36.485040 sec): 3 clusters Score: Raw -89894.089979 + Penalty 419.499448 = -89474.590531 nChanged 3 SP:Iteration 29F (36.488374 sec): 3 clusters Score: Raw -89894.478917 + Penalty 420.585351 = -89473.893566 nChanged 5 SP:Iteration 30F (36.491704 sec): 3 clusters Score: Raw -89895.472678 + Penalty 420.032042 = -89475.440636 nChanged 4 SP:Iteration 31Q (36.494670 sec): 3 clusters Score: Raw -89896.787111 + Penalty 423.250895 = -89473.536216 nChanged 6 SP:Iteration 32F (36.498153 sec): 3 clusters Score: Raw -89898.457860 + Penalty 423.881058 = -89474.576802 nChanged 3 SP:Iteration 33Q (36.501051 sec): 3 clusters Score: Raw -89898.912001 + Penalty 425.085987 = -89473.826013 nChanged 3 SP:Iteration 34F (36.504527 sec): 3 clusters Score: Raw -89899.234935 + Penalty 428.711227 = -89470.523707 nChanged 4 SP:Iteration 35F (36.508013 sec): 3 clusters Score: Raw -89899.564333 + Penalty 430.422280 = -89469.142053 nChanged 3 SP:Iteration 36F (36.511429 sec): 3 clusters Score: Raw -89899.870522 + Penalty 431.303656 = -89468.566866 nChanged 4 SP:Iteration 37F (36.514780 sec): 3 clusters Score: Raw -89900.216503 + Penalty 431.303656 = -89468.912847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 26 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.515954 sec): 2 clusters Score: Raw -2217.218897 + Penalty 411.436150 = -1805.782747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.516250 sec): 3 clusters Score: Raw -2300.010851 + Penalty 825.678667 = -1474.332184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 27 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.517291 sec): 2 clusters Score: Raw -3960.389225 + Penalty 553.175163 = -3407.214062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.517663 sec): 3 clusters Score: Raw -4082.838918 + Penalty 1106.652661 = -2976.186258 nChanged 4 SP:Iteration 1Q (36.518010 sec): 3 clusters Score: Raw -4090.563482 + Penalty 1106.652661 = -2983.910821 nChanged 0 SP:Iteration 2F (36.518374 sec): 3 clusters Score: Raw -4090.563482 + Penalty 1106.652661 = -2983.910821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 28 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.519307 sec): 2 clusters Score: Raw -2463.693737 + Penalty 301.565096 = -2162.128641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.519620 sec): 3 clusters Score: Raw -2491.776553 + Penalty 623.856210 = -1867.920343 nChanged 3 SP:Iteration 1F (36.519927 sec): 3 clusters Score: Raw -2498.102153 + Penalty 623.856210 = -1874.245943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 29 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.520773 sec): 2 clusters Score: Raw -1630.395481 + Penalty 403.453823 = -1226.941657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.521035 sec): 3 clusters Score: Raw -1716.584532 + Penalty 807.564195 = -909.020337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 30 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.522355 sec): 2 clusters Score: Raw -10152.078287 + Penalty 447.047548 = -9705.030739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.522938 sec): 3 clusters Score: Raw -10110.264014 + Penalty 894.048303 = -9216.215712 nChanged 39 SP:Iteration 1F (36.523495 sec): 3 clusters Score: Raw -10143.599290 + Penalty 894.683970 = -9248.915319 nChanged 13 SP:Iteration 2F (36.524054 sec): 3 clusters Score: Raw -10156.963617 + Penalty 894.507183 = -9262.456434 nChanged 9 SP:Iteration 3Q (36.524601 sec): 3 clusters Score: Raw -10171.125975 + Penalty 895.997341 = -9275.128634 nChanged 6 SP:Iteration 4Q (36.525146 sec): 3 clusters Score: Raw -10177.246960 + Penalty 897.319372 = -9279.927587 nChanged 4 SP:Iteration 5Q (36.525690 sec): 3 clusters Score: Raw -10180.349408 + Penalty 896.357169 = -9283.992239 nChanged 4 SP:Iteration 6Q (36.526233 sec): 3 clusters Score: Raw -10186.697367 + Penalty 898.370720 = -9288.326647 nChanged 3 SP:Iteration 7Q (36.526775 sec): 3 clusters Score: Raw -10188.451009 + Penalty 904.513474 = -9283.937535 nChanged 4 SP:Iteration 8F (36.527330 sec): 3 clusters Score: Raw -10190.686076 + Penalty 906.384367 = -9284.301709 nChanged 1 SP:Iteration 9Q (36.527873 sec): 3 clusters Score: Raw -10191.378039 + Penalty 910.538877 = -9280.839162 nChanged 3 SP:Iteration 10F (36.528427 sec): 3 clusters Score: Raw -10194.803975 + Penalty 916.183619 = -9278.620356 nChanged 4 SP:Iteration 11F (36.528983 sec): 3 clusters Score: Raw -10197.568560 + Penalty 928.786581 = -9268.781979 nChanged 6 SP:Iteration 12F (36.529539 sec): 3 clusters Score: Raw -10208.208354 + Penalty 928.786581 = -9279.421773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 31 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.531349 sec): 2 clusters Score: Raw -17941.936899 + Penalty 415.149930 = -17526.786968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.532197 sec): 3 clusters Score: Raw -17837.871997 + Penalty 832.345545 = -17005.526451 nChanged 105 SP:Iteration 1F (36.533059 sec): 3 clusters Score: Raw -17964.441142 + Penalty 833.425970 = -17131.015171 nChanged 56 SP:Iteration 2F (36.533886 sec): 3 clusters Score: Raw -18117.829114 + Penalty 833.684489 = -17284.144625 nChanged 33 SP:Iteration 3F (36.534713 sec): 3 clusters Score: Raw -18201.435522 + Penalty 828.752190 = -17372.683331 nChanged 21 SP:Iteration 4F (36.535539 sec): 3 clusters Score: Raw -18253.949065 + Penalty 829.227364 = -17424.721701 nChanged 12 SP:Iteration 5Q (36.536284 sec): 3 clusters Score: Raw -18280.757176 + Penalty 827.783440 = -17452.973736 nChanged 9 SP:Iteration 6Q (36.537020 sec): 3 clusters Score: Raw -18295.710882 + Penalty 828.095764 = -17467.615118 nChanged 12 SP:Iteration 7Q (36.537754 sec): 3 clusters Score: Raw -18322.664331 + Penalty 827.768132 = -17494.896198 nChanged 7 SP:Iteration 8Q (36.538481 sec): 3 clusters Score: Raw -18332.072776 + Penalty 827.641434 = -17504.431341 nChanged 1 SP:Iteration 9Q (36.539205 sec): 3 clusters Score: Raw -18332.619974 + Penalty 827.704144 = -17504.915830 nChanged 1 SP:Iteration 10F (36.540035 sec): 3 clusters Score: Raw -18333.428833 + Penalty 827.704144 = -17505.724689 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 32 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.541272 sec): 2 clusters Score: Raw -5872.326060 + Penalty 545.577010 = -5326.749050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.541697 sec): 3 clusters Score: Raw -5910.287517 + Penalty 1093.725005 = -4816.562513 nChanged 12 SP:Iteration 1F (36.542117 sec): 3 clusters Score: Raw -5932.829844 + Penalty 1094.897641 = -4837.932203 nChanged 4 SP:Iteration 2Q (36.542520 sec): 3 clusters Score: Raw -5945.034962 + Penalty 1095.469930 = -4849.565032 nChanged 2 SP:Iteration 3Q (36.542918 sec): 3 clusters Score: Raw -5951.696855 + Penalty 1095.539142 = -4856.157713 nChanged 3 SP:Iteration 4Q (36.543315 sec): 3 clusters Score: Raw -5958.684098 + Penalty 1095.690289 = -4862.993809 nChanged 1 SP:Iteration 5Q (36.543710 sec): 3 clusters Score: Raw -5962.628124 + Penalty 1095.690289 = -4866.937835 nChanged 0 SP:Iteration 6F (36.544127 sec): 3 clusters Score: Raw -5962.628124 + Penalty 1095.690289 = -4866.937835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 33 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.545620 sec): 2 clusters Score: Raw -12650.257634 + Penalty 716.933147 = -11933.324487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.546304 sec): 3 clusters Score: Raw -12677.744008 + Penalty 1433.070039 = -11244.673970 nChanged 65 SP:Iteration 1F (36.546977 sec): 3 clusters Score: Raw -12804.785114 + Penalty 1431.378174 = -11373.406940 nChanged 18 SP:Iteration 2F (36.547650 sec): 3 clusters Score: Raw -12846.378141 + Penalty 1428.875458 = -11417.502684 nChanged 12 SP:Iteration 3Q (36.548291 sec): 3 clusters Score: Raw -12870.702772 + Penalty 1429.262454 = -11441.440318 nChanged 10 SP:Iteration 4Q (36.548927 sec): 3 clusters Score: Raw -12885.348753 + Penalty 1429.040208 = -11456.308545 nChanged 7 SP:Iteration 5Q (36.549562 sec): 3 clusters Score: Raw -12896.183946 + Penalty 1430.115951 = -11466.067995 nChanged 4 SP:Iteration 6Q (36.550196 sec): 3 clusters Score: Raw -12901.642881 + Penalty 1429.425441 = -11472.217440 nChanged 1 SP:Iteration 7Q (36.550827 sec): 3 clusters Score: Raw -12903.463667 + Penalty 1429.425441 = -11474.038226 nChanged 0 SP:Iteration 8F (36.551499 sec): 3 clusters Score: Raw -12903.463667 + Penalty 1429.425441 = -11474.038226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 34 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.552867 sec): 2 clusters Score: Raw -9812.043515 + Penalty 387.252109 = -9424.791406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.553426 sec): 3 clusters Score: Raw -9750.486293 + Penalty 777.810557 = -8972.675735 nChanged 46 SP:Iteration 1F (36.554004 sec): 3 clusters Score: Raw -9798.247741 + Penalty 780.655870 = -9017.591870 nChanged 27 SP:Iteration 2F (36.554555 sec): 3 clusters Score: Raw -9832.371509 + Penalty 785.081540 = -9047.289969 nChanged 9 SP:Iteration 3Q (36.555101 sec): 3 clusters Score: Raw -9840.983018 + Penalty 782.253084 = -9058.729934 nChanged 3 SP:Iteration 4Q (36.555644 sec): 3 clusters Score: Raw -9845.292656 + Penalty 783.423699 = -9061.868957 nChanged 3 SP:Iteration 5Q (36.556187 sec): 3 clusters Score: Raw -9847.947966 + Penalty 790.686743 = -9057.261222 nChanged 4 SP:Iteration 6F (36.556738 sec): 3 clusters Score: Raw -9852.517200 + Penalty 795.192977 = -9057.324223 nChanged 2 SP:Iteration 7Q (36.557282 sec): 3 clusters Score: Raw -9856.165389 + Penalty 797.909824 = -9058.255566 nChanged 2 SP:Iteration 8Q (36.557816 sec): 3 clusters Score: Raw -9861.758822 + Penalty 797.691548 = -9064.067274 nChanged 2 SP:Iteration 9Q (36.558348 sec): 3 clusters Score: Raw -9865.133719 + Penalty 797.460719 = -9067.672999 nChanged 1 SP:Iteration 10F (36.558898 sec): 3 clusters Score: Raw -9866.656333 + Penalty 797.460719 = -9069.195614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 35 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.559763 sec): 2 clusters Score: Raw -708.394644 + Penalty 232.579221 = -475.815423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.560001 sec): 3 clusters Score: Raw -726.471472 + Penalty 461.012906 = -265.458566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 36 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.560814 sec): 2 clusters Score: Raw -997.613542 + Penalty 246.946920 = -750.666622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.561059 sec): 3 clusters Score: Raw -1046.515460 + Penalty 498.429846 = -548.085615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 37 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.561942 sec): 2 clusters Score: Raw -1870.353860 + Penalty 614.174574 = -1256.179286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.562247 sec): 3 clusters Score: Raw -2171.820684 + Penalty 1227.377831 = -944.442853 nChanged 1 SP:Iteration 1Q (36.562523 sec): 3 clusters Score: Raw -2187.660730 + Penalty 1227.377831 = -960.282898 nChanged 0 SP:Iteration 2F (36.562820 sec): 3 clusters Score: Raw -2187.660730 + Penalty 1227.377831 = -960.282898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 38 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.563630 sec): 2 clusters Score: Raw -898.822524 + Penalty 184.660576 = -714.161948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.563872 sec): 3 clusters Score: Raw -917.935402 + Penalty 362.075500 = -555.859902 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 39 (817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.568510 sec): 2 clusters Score: Raw -38941.940206 + Penalty 349.958609 = -38591.981597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.570166 sec): 3 clusters Score: Raw -38519.142615 + Penalty 710.275517 = -37808.867099 nChanged 303 SP:Iteration 1F (36.571786 sec): 3 clusters Score: Raw -38839.402650 + Penalty 724.486817 = -38114.915834 nChanged 108 SP:Iteration 2F (36.573377 sec): 3 clusters Score: Raw -38946.650994 + Penalty 740.373085 = -38206.277910 nChanged 59 SP:Iteration 3F (36.574985 sec): 3 clusters Score: Raw -39005.165541 + Penalty 753.282346 = -38251.883195 nChanged 30 SP:Iteration 4Q (36.576522 sec): 3 clusters Score: Raw -39041.098488 + Penalty 760.890965 = -38280.207523 nChanged 26 SP:Iteration 5Q (36.578087 sec): 3 clusters Score: Raw -39059.060346 + Penalty 765.133014 = -38293.927332 nChanged 12 SP:Iteration 6Q (36.579755 sec): 3 clusters Score: Raw -39066.083432 + Penalty 770.482381 = -38295.601052 nChanged 9 SP:Iteration 7Q (36.581351 sec): 3 clusters Score: Raw -39072.271664 + Penalty 770.838838 = -38301.432826 nChanged 4 SP:Iteration 8Q (36.582851 sec): 3 clusters Score: Raw -39074.355198 + Penalty 773.041565 = -38301.313632 nChanged 3 SP:Iteration 9F (36.584453 sec): 3 clusters Score: Raw -39076.102834 + Penalty 775.915096 = -38300.187738 nChanged 6 SP:Iteration 10F (36.586076 sec): 3 clusters Score: Raw -39079.375065 + Penalty 777.134877 = -38302.240188 nChanged 4 SP:Iteration 11Q (36.587564 sec): 3 clusters Score: Raw -39081.098459 + Penalty 776.833616 = -38304.264843 nChanged 2 SP:Iteration 12Q (36.589037 sec): 3 clusters Score: Raw -39081.587955 + Penalty 776.833616 = -38304.754339 nChanged 0 SP:Iteration 13F (36.590614 sec): 3 clusters Score: Raw -39081.587955 + Penalty 776.833616 = -38304.754339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 40 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.593440 sec): 2 clusters Score: Raw -8721.180845 + Penalty 551.876476 = -8169.304370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.593937 sec): 3 clusters Score: Raw -8719.812552 + Penalty 1103.925490 = -7615.887062 nChanged 17 SP:Iteration 1F (36.594431 sec): 3 clusters Score: Raw -8756.698529 + Penalty 1104.031349 = -7652.667180 nChanged 6 SP:Iteration 2Q (36.594923 sec): 3 clusters Score: Raw -8775.701845 + Penalty 1104.182563 = -7671.519282 nChanged 4 SP:Iteration 3Q (36.595397 sec): 3 clusters Score: Raw -8790.582709 + Penalty 1105.733901 = -7684.848809 nChanged 3 SP:Iteration 4Q (36.595867 sec): 3 clusters Score: Raw -8797.588921 + Penalty 1105.733901 = -7691.855020 nChanged 0 SP:Iteration 5F (36.596353 sec): 3 clusters Score: Raw -8797.588921 + Penalty 1105.733901 = -7691.855020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 41 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.597754 sec): 2 clusters Score: Raw -10427.120716 + Penalty 361.436616 = -10065.684101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.598326 sec): 3 clusters Score: Raw -10364.855542 + Penalty 720.628136 = -9644.227405 nChanged 49 SP:Iteration 1F (36.598888 sec): 3 clusters Score: Raw -10410.962802 + Penalty 721.380879 = -9689.581922 nChanged 13 SP:Iteration 2F (36.599451 sec): 3 clusters Score: Raw -10427.403140 + Penalty 720.359191 = -9707.043950 nChanged 7 SP:Iteration 3Q (36.600006 sec): 3 clusters Score: Raw -10436.902815 + Penalty 720.896112 = -9716.006703 nChanged 7 SP:Iteration 4Q (36.600560 sec): 3 clusters Score: Raw -10448.144553 + Penalty 719.452982 = -9728.691571 nChanged 9 SP:Iteration 5Q (36.601112 sec): 3 clusters Score: Raw -10459.223308 + Penalty 719.111697 = -9740.111611 nChanged 5 SP:Iteration 6Q (36.601661 sec): 3 clusters Score: Raw -10472.543735 + Penalty 719.549308 = -9752.994428 nChanged 5 SP:Iteration 7Q (36.602215 sec): 3 clusters Score: Raw -10478.903528 + Penalty 720.076891 = -9758.826637 nChanged 1 SP:Iteration 8Q (36.602757 sec): 3 clusters Score: Raw -10479.785761 + Penalty 720.076891 = -9759.708870 nChanged 0 SP:Iteration 9F (36.603318 sec): 3 clusters Score: Raw -10479.785761 + Penalty 720.076891 = -9759.708870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 42 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.604162 sec): 2 clusters Score: Raw -363.908518 + Penalty 168.454679 = -195.453838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.604388 sec): 3 clusters Score: Raw -371.155258 + Penalty 357.403722 = -13.751536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 43 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.605545 sec): 2 clusters Score: Raw -5631.110099 + Penalty 680.279592 = -4950.830507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.606021 sec): 3 clusters Score: Raw -5731.699416 + Penalty 1361.702988 = -4369.996427 nChanged 22 SP:Iteration 1F (36.606489 sec): 3 clusters Score: Raw -5806.980774 + Penalty 1364.129562 = -4442.851212 nChanged 8 SP:Iteration 2F (36.606955 sec): 3 clusters Score: Raw -5840.930413 + Penalty 1367.597973 = -4473.332440 nChanged 3 SP:Iteration 3Q (36.607380 sec): 3 clusters Score: Raw -5858.042992 + Penalty 1367.985705 = -4490.057287 nChanged 1 SP:Iteration 4Q (36.607801 sec): 3 clusters Score: Raw -5870.792353 + Penalty 1367.985705 = -4502.806648 nChanged 0 SP:Iteration 5F (36.608266 sec): 3 clusters Score: Raw -5870.792353 + Penalty 1367.985705 = -4502.806648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 44 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.609127 sec): 2 clusters Score: Raw -861.945652 + Penalty 257.507665 = -604.437987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.609382 sec): 3 clusters Score: Raw -887.640146 + Penalty 515.481669 = -372.158477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 45 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.610261 sec): 2 clusters Score: Raw -1295.302117 + Penalty 340.215977 = -955.086140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.610523 sec): 3 clusters Score: Raw -1401.980729 + Penalty 674.904619 = -727.076111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 46 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.611325 sec): 2 clusters Score: Raw -984.700780 + Penalty 291.568592 = -693.132188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.611569 sec): 3 clusters Score: Raw -1059.752840 + Penalty 583.137185 = -476.615655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 47 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.612364 sec): 2 clusters Score: Raw -933.238578 + Penalty 438.589021 = -494.649557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.612607 sec): 3 clusters Score: Raw -1118.917032 + Penalty 877.798358 = -241.118673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 48 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.613626 sec): 2 clusters Score: Raw -5074.108397 + Penalty 596.757002 = -4477.351396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.614013 sec): 3 clusters Score: Raw -5169.771725 + Penalty 1192.666715 = -3977.105010 nChanged 5 SP:Iteration 1F (36.614393 sec): 3 clusters Score: Raw -5185.951692 + Penalty 1192.666715 = -3993.284977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 49 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.615923 sec): 2 clusters Score: Raw -12683.729721 + Penalty 106.198408 = -12577.531313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.616626 sec): 3 clusters Score: Raw -12532.433797 + Penalty 224.416010 = -12308.017787 nChanged 112 SP:Iteration 1F (36.617338 sec): 3 clusters Score: Raw -12661.546868 + Penalty 255.811086 = -12405.735782 nChanged 55 SP:Iteration 2F (36.618032 sec): 3 clusters Score: Raw -12726.647909 + Penalty 262.515441 = -12464.132469 nChanged 11 SP:Iteration 3Q (36.618719 sec): 3 clusters Score: Raw -12742.247163 + Penalty 266.640174 = -12475.606988 nChanged 3 SP:Iteration 4Q (36.619403 sec): 3 clusters Score: Raw -12745.126020 + Penalty 257.831096 = -12487.294924 nChanged 2 SP:Iteration 5Q (36.620082 sec): 3 clusters Score: Raw -12747.839885 + Penalty 262.325085 = -12485.514800 nChanged 1 SP:Iteration 6F (36.620796 sec): 3 clusters Score: Raw -12749.441780 + Penalty 262.143405 = -12487.298375 nChanged 1 SP:Iteration 7Q (36.621467 sec): 3 clusters Score: Raw -12750.221348 + Penalty 262.143405 = -12488.077944 nChanged 0 SP:Iteration 8F (36.622160 sec): 3 clusters Score: Raw -12750.221348 + Penalty 262.143405 = -12488.077944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 50 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.623063 sec): 2 clusters Score: Raw -562.357857 + Penalty 165.245477 = -397.112380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.623298 sec): 3 clusters Score: Raw -593.022985 + Penalty 328.900339 = -264.122647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 51 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.624311 sec): 2 clusters Score: Raw -4927.914810 + Penalty 237.652329 = -4690.262481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.624695 sec): 3 clusters Score: Raw -4900.179337 + Penalty 466.932471 = -4433.246866 nChanged 24 SP:Iteration 1F (36.625073 sec): 3 clusters Score: Raw -4926.559540 + Penalty 463.859933 = -4462.699607 nChanged 4 SP:Iteration 2Q (36.625449 sec): 3 clusters Score: Raw -4932.187892 + Penalty 461.020795 = -4471.167097 nChanged 2 SP:Iteration 3Q (36.625825 sec): 3 clusters Score: Raw -4934.474416 + Penalty 461.686881 = -4472.787535 nChanged 2 SP:Iteration 4Q (36.626200 sec): 3 clusters Score: Raw -4936.165431 + Penalty 460.021707 = -4476.143724 nChanged 1 SP:Iteration 5Q (36.626573 sec): 3 clusters Score: Raw -4938.079611 + Penalty 460.021707 = -4478.057903 nChanged 0 SP:Iteration 6F (36.626949 sec): 3 clusters Score: Raw -4938.079611 + Penalty 460.021707 = -4478.057903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 52 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.627776 sec): 2 clusters Score: Raw -998.416696 + Penalty 336.222363 = -662.194333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.628016 sec): 3 clusters Score: Raw -1043.160650 + Penalty 673.107146 = -370.053504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 53 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.628781 sec): 2 clusters Score: Raw -425.327435 + Penalty 178.439027 = -246.888408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.629003 sec): 3 clusters Score: Raw -439.997471 + Penalty 354.321855 = -85.675616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 54 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.629816 sec): 2 clusters Score: Raw -734.940629 + Penalty 201.602578 = -533.338052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.630071 sec): 3 clusters Score: Raw -771.741017 + Penalty 401.276095 = -370.464922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 55 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.630882 sec): 2 clusters Score: Raw -1082.842358 + Penalty 262.547362 = -820.294996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.631131 sec): 3 clusters Score: Raw -1127.621646 + Penalty 524.117555 = -603.504091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 56 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.632175 sec): 2 clusters Score: Raw -5237.259995 + Penalty 442.455174 = -4794.804821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.632587 sec): 3 clusters Score: Raw -5275.519518 + Penalty 885.089112 = -4390.430406 nChanged 17 SP:Iteration 1F (36.632993 sec): 3 clusters Score: Raw -5332.076196 + Penalty 885.140493 = -4446.935703 nChanged 4 SP:Iteration 2Q (36.633399 sec): 3 clusters Score: Raw -5339.851236 + Penalty 885.493352 = -4454.357884 nChanged 1 SP:Iteration 3Q (36.633785 sec): 3 clusters Score: Raw -5342.638559 + Penalty 885.910992 = -4456.727567 nChanged 1 SP:Iteration 4Q (36.634169 sec): 3 clusters Score: Raw -5344.039991 + Penalty 885.910992 = -4458.128999 nChanged 0 SP:Iteration 5F (36.634574 sec): 3 clusters Score: Raw -5344.039991 + Penalty 885.910992 = -4458.128999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 57 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.635387 sec): 2 clusters Score: Raw -689.112521 + Penalty 259.973149 = -429.139372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.635616 sec): 3 clusters Score: Raw -711.174225 + Penalty 524.294645 = -186.879580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 58 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.636393 sec): 2 clusters Score: Raw -546.449908 + Penalty 148.209894 = -398.240014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.636620 sec): 3 clusters Score: Raw -577.421757 + Penalty 292.008956 = -285.412801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 59 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.637414 sec): 2 clusters Score: Raw -642.267250 + Penalty 216.884698 = -425.382552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.637661 sec): 3 clusters Score: Raw -661.520504 + Penalty 436.030960 = -225.489543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 60 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.638896 sec): 2 clusters Score: Raw -8908.404688 + Penalty 341.230671 = -8567.174017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.639410 sec): 3 clusters Score: Raw -8841.724813 + Penalty 706.081378 = -8135.643435 nChanged 40 SP:Iteration 1F (36.639913 sec): 3 clusters Score: Raw -8893.037870 + Penalty 725.690921 = -8167.346950 nChanged 13 SP:Iteration 2F (36.640417 sec): 3 clusters Score: Raw -8911.628907 + Penalty 739.656410 = -8171.972497 nChanged 5 SP:Iteration 3Q (36.640915 sec): 3 clusters Score: Raw -8922.845780 + Penalty 748.349247 = -8174.496533 nChanged 4 SP:Iteration 4Q (36.641408 sec): 3 clusters Score: Raw -8929.751162 + Penalty 755.920861 = -8173.830301 nChanged 2 SP:Iteration 5F (36.641911 sec): 3 clusters Score: Raw -8932.001283 + Penalty 755.920861 = -8176.080422 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 61 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.642814 sec): 2 clusters Score: Raw -1781.921788 + Penalty 295.146362 = -1486.775426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.643085 sec): 3 clusters Score: Raw -1815.594211 + Penalty 585.100693 = -1230.493518 nChanged 1 SP:Iteration 1Q (36.643345 sec): 3 clusters Score: Raw -1818.469313 + Penalty 585.100693 = -1233.368619 nChanged 0 SP:Iteration 2F (36.643627 sec): 3 clusters Score: Raw -1818.469313 + Penalty 585.100693 = -1233.368619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 62 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.644500 sec): 2 clusters Score: Raw -1415.577148 + Penalty 263.428226 = -1152.148922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.644761 sec): 3 clusters Score: Raw -1446.232866 + Penalty 525.604416 = -920.628449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 63 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.645577 sec): 2 clusters Score: Raw -942.168773 + Penalty 235.666414 = -706.502359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.645859 sec): 3 clusters Score: Raw -975.367727 + Penalty 471.699187 = -503.668541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 64 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.646692 sec): 2 clusters Score: Raw -587.486646 + Penalty 210.214009 = -377.272637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.646937 sec): 3 clusters Score: Raw -608.875656 + Penalty 418.080246 = -190.795411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 65 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.647773 sec): 2 clusters Score: Raw -1103.297229 + Penalty 214.950336 = -888.346894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.648023 sec): 3 clusters Score: Raw -1126.925225 + Penalty 430.279549 = -696.645676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 66 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.649216 sec): 2 clusters Score: Raw -7745.906681 + Penalty 665.314245 = -7080.592435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.649716 sec): 3 clusters Score: Raw -7784.946944 + Penalty 1332.045464 = -6452.901480 nChanged 25 SP:Iteration 1F (36.650208 sec): 3 clusters Score: Raw -7855.895563 + Penalty 1333.239809 = -6522.655754 nChanged 8 SP:Iteration 2Q (36.650673 sec): 3 clusters Score: Raw -7875.545421 + Penalty 1333.542302 = -6542.003120 nChanged 1 SP:Iteration 3Q (36.651129 sec): 3 clusters Score: Raw -7876.849182 + Penalty 1332.202230 = -6544.646953 nChanged 1 SP:Iteration 4Q (36.651584 sec): 3 clusters Score: Raw -7891.173836 + Penalty 1332.524211 = -6558.649624 nChanged 1 SP:Iteration 5Q (36.652044 sec): 3 clusters Score: Raw -7894.683469 + Penalty 1332.348747 = -6562.334722 nChanged 1 SP:Iteration 6Q (36.652500 sec): 3 clusters Score: Raw -7895.239230 + Penalty 1332.348747 = -6562.890483 nChanged 0 SP:Iteration 7F (36.652980 sec): 3 clusters Score: Raw -7895.239230 + Penalty 1332.348747 = -6562.890483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 67 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.653842 sec): 2 clusters Score: Raw -903.349795 + Penalty 232.274959 = -671.074836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.654082 sec): 3 clusters Score: Raw -924.861051 + Penalty 472.680471 = -452.180580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 68 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.654894 sec): 2 clusters Score: Raw -475.914713 + Penalty 178.427934 = -297.486779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.655137 sec): 3 clusters Score: Raw -488.912843 + Penalty 341.617810 = -147.295033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 69 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.655987 sec): 2 clusters Score: Raw -1838.341117 + Penalty 362.719384 = -1475.621733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.656254 sec): 3 clusters Score: Raw -1911.705438 + Penalty 725.168806 = -1186.536632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 70 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.657020 sec): 2 clusters Score: Raw -357.432561 + Penalty 146.977815 = -210.454746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.657238 sec): 3 clusters Score: Raw -371.261200 + Penalty 288.207921 = -83.053279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 71 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.658071 sec): 2 clusters Score: Raw -740.455897 + Penalty 210.886335 = -529.569562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.658344 sec): 3 clusters Score: Raw -762.704202 + Penalty 422.354498 = -340.349704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 72 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.659117 sec): 2 clusters Score: Raw -536.644682 + Penalty 224.033394 = -312.611288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.659341 sec): 3 clusters Score: Raw -567.348797 + Penalty 457.232565 = -110.116232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 73 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.660184 sec): 2 clusters Score: Raw -837.273432 + Penalty 223.964989 = -613.308443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.660440 sec): 3 clusters Score: Raw -864.035114 + Penalty 453.592643 = -410.442472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 74 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.661204 sec): 2 clusters Score: Raw -480.777165 + Penalty 197.368447 = -283.408718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.661427 sec): 3 clusters Score: Raw -499.400226 + Penalty 378.871986 = -120.528240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 75 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.662206 sec): 2 clusters Score: Raw -707.552694 + Penalty 213.475986 = -494.076708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.662438 sec): 3 clusters Score: Raw -729.076908 + Penalty 433.334362 = -295.742547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 76 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.663213 sec): 2 clusters Score: Raw -615.790223 + Penalty 342.144880 = -273.645343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.663456 sec): 3 clusters Score: Raw -644.111334 + Penalty 684.458655 = 40.347322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 77 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.664301 sec): 2 clusters Score: Raw -909.887461 + Penalty 329.222260 = -580.665202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.664543 sec): 3 clusters Score: Raw -974.690928 + Penalty 657.093997 = -317.596931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 78 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.665473 sec): 2 clusters Score: Raw -3624.686770 + Penalty 383.594899 = -3241.091871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.665809 sec): 3 clusters Score: Raw -3627.382376 + Penalty 773.062420 = -2854.319956 nChanged 3 SP:Iteration 1Q (36.666135 sec): 3 clusters Score: Raw -3632.993050 + Penalty 773.062420 = -2859.930630 nChanged 0 SP:Iteration 2F (36.666481 sec): 3 clusters Score: Raw -3632.993050 + Penalty 773.062420 = -2859.930630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 79 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.667335 sec): 2 clusters Score: Raw -847.232816 + Penalty 301.170188 = -546.062628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.667572 sec): 3 clusters Score: Raw -904.987856 + Penalty 605.596758 = -299.391099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 80 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.668331 sec): 2 clusters Score: Raw -282.744840 + Penalty 88.076064 = -194.668776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.668546 sec): 3 clusters Score: Raw -283.864175 + Penalty 215.717844 = -68.146332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 81 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.669362 sec): 2 clusters Score: Raw -1224.459292 + Penalty 242.020853 = -982.438439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.669607 sec): 3 clusters Score: Raw -1237.961729 + Penalty 486.009365 = -751.952364 nChanged 1 SP:Iteration 1Q (36.669852 sec): 3 clusters Score: Raw -1241.111552 + Penalty 486.009365 = -755.102186 nChanged 0 SP:Iteration 2F (36.670099 sec): 3 clusters Score: Raw -1241.111552 + Penalty 486.009365 = -755.102186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 82 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.670919 sec): 2 clusters Score: Raw -769.311929 + Penalty 238.296418 = -531.015511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.671175 sec): 3 clusters Score: Raw -848.749647 + Penalty 477.785283 = -370.964364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 83 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.671976 sec): 2 clusters Score: Raw -1272.388145 + Penalty 273.630110 = -998.758035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.672229 sec): 3 clusters Score: Raw -1300.620075 + Penalty 546.096266 = -754.523809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 84 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.673002 sec): 2 clusters Score: Raw -791.004019 + Penalty 329.526348 = -461.477671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.673232 sec): 3 clusters Score: Raw -817.139232 + Penalty 660.610209 = -156.529023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 85 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.674005 sec): 2 clusters Score: Raw -680.179641 + Penalty 241.630525 = -438.549116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.674232 sec): 3 clusters Score: Raw -690.314146 + Penalty 469.780019 = -220.534127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 86 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.674999 sec): 2 clusters Score: Raw -544.460366 + Penalty 229.089175 = -315.371192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.675221 sec): 3 clusters Score: Raw -544.214915 + Penalty 530.136220 = -14.078695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 87 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.675978 sec): 2 clusters Score: Raw -360.531204 + Penalty 159.615492 = -200.915712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.676196 sec): 3 clusters Score: Raw -378.052762 + Penalty 313.705140 = -64.347622 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 88 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.677049 sec): 2 clusters Score: Raw -976.719105 + Penalty 346.145911 = -630.573195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.677310 sec): 3 clusters Score: Raw -1063.027571 + Penalty 695.231185 = -367.796385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 89 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.678093 sec): 2 clusters Score: Raw -715.219019 + Penalty 259.505024 = -455.713995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.678325 sec): 3 clusters Score: Raw -746.864216 + Penalty 519.010048 = -227.854168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 90 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.679154 sec): 2 clusters Score: Raw -1463.035144 + Penalty 289.362337 = -1173.672807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.679415 sec): 3 clusters Score: Raw -1496.184127 + Penalty 588.798625 = -907.385502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 91 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.680192 sec): 2 clusters Score: Raw -481.704861 + Penalty 213.275755 = -268.429106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.680415 sec): 3 clusters Score: Raw -510.664651 + Penalty 424.843433 = -85.821218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 92 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.681193 sec): 2 clusters Score: Raw -677.212118 + Penalty 252.736631 = -424.475487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.681421 sec): 3 clusters Score: Raw -688.576788 + Penalty 508.304075 = -180.272713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 93 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.682190 sec): 2 clusters Score: Raw -323.639509 + Penalty 133.748466 = -189.891043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.682421 sec): 3 clusters Score: Raw -327.400389 + Penalty 264.388362 = -63.012027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 94 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.683265 sec): 2 clusters Score: Raw -792.270700 + Penalty 191.797496 = -600.473204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.683504 sec): 3 clusters Score: Raw -811.121563 + Penalty 393.563866 = -417.557697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 95 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.684323 sec): 2 clusters Score: Raw -1538.631051 + Penalty 412.981985 = -1125.649066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.684587 sec): 3 clusters Score: Raw -1651.158908 + Penalty 827.260160 = -823.898748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 96 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.685348 sec): 2 clusters Score: Raw -403.926021 + Penalty 168.440359 = -235.485662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.685563 sec): 3 clusters Score: Raw -400.992441 + Penalty 297.368572 = -103.623869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 97 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.686370 sec): 2 clusters Score: Raw -1068.258953 + Penalty 300.089831 = -768.169122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.686630 sec): 3 clusters Score: Raw -1105.718694 + Penalty 603.622180 = -502.096514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 98 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.687465 sec): 2 clusters Score: Raw -1135.742099 + Penalty 415.522014 = -720.220085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.687718 sec): 3 clusters Score: Raw -1305.982088 + Penalty 829.128445 = -476.853643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 99 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.688569 sec): 2 clusters Score: Raw -1597.250614 + Penalty 391.503711 = -1205.746903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.688855 sec): 3 clusters Score: Raw -1708.414594 + Penalty 782.637883 = -925.776711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 100 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.689708 sec): 2 clusters Score: Raw -880.604227 + Penalty 385.268321 = -495.335906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.689947 sec): 3 clusters Score: Raw -1001.707931 + Penalty 769.402730 = -232.305202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 101 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.690751 sec): 2 clusters Score: Raw -458.432764 + Penalty 187.716223 = -270.716541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.690993 sec): 3 clusters Score: Raw -483.757661 + Penalty 365.678456 = -118.079205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 102 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.691817 sec): 2 clusters Score: Raw -1200.909534 + Penalty 188.193043 = -1012.716491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.692076 sec): 3 clusters Score: Raw -1230.043121 + Penalty 377.795521 = -852.247600 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 103 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.692862 sec): 2 clusters Score: Raw -118.929973 + Penalty 85.980327 = -32.949646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.693087 sec): 3 clusters Score: Raw -109.950038 + Penalty 171.960654 = 62.010616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 104 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.693916 sec): 2 clusters Score: Raw -717.147748 + Penalty 252.246525 = -464.901223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.694165 sec): 3 clusters Score: Raw -737.736862 + Penalty 505.561337 = -232.175525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 105 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.694927 sec): 2 clusters Score: Raw -420.431864 + Penalty 141.038706 = -279.393158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.695144 sec): 3 clusters Score: Raw -428.461557 + Penalty 282.077412 = -146.384145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 106 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.695906 sec): 2 clusters Score: Raw -500.882690 + Penalty 204.927416 = -295.955274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.696128 sec): 3 clusters Score: Raw -516.783166 + Penalty 407.731183 = -109.051983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 107 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.696919 sec): 2 clusters Score: Raw -289.747028 + Penalty 153.460602 = -136.286426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.697152 sec): 3 clusters Score: Raw -289.587559 + Penalty 309.796964 = 20.209405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 108 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.697951 sec): 2 clusters Score: Raw -781.787880 + Penalty 233.284081 = -548.503800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.698185 sec): 3 clusters Score: Raw -838.035880 + Penalty 466.568161 = -371.467719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 109 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.698977 sec): 2 clusters Score: Raw -940.160464 + Penalty 338.050542 = -602.109922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.699217 sec): 3 clusters Score: Raw -1037.876952 + Penalty 678.592969 = -359.283983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 110 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.700235 sec): 2 clusters Score: Raw -4149.845464 + Penalty 264.834364 = -3885.011100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.700612 sec): 3 clusters Score: Raw -4158.217340 + Penalty 527.175715 = -3631.041625 nChanged 17 SP:Iteration 1F (36.700982 sec): 3 clusters Score: Raw -4181.496062 + Penalty 530.114898 = -3651.381163 nChanged 4 SP:Iteration 2Q (36.701343 sec): 3 clusters Score: Raw -4187.305391 + Penalty 531.294360 = -3656.011031 nChanged 1 SP:Iteration 3Q (36.701700 sec): 3 clusters Score: Raw -4188.783168 + Penalty 532.740444 = -3656.042724 nChanged 1 SP:Iteration 4Q (36.702062 sec): 3 clusters Score: Raw -4189.246636 + Penalty 534.316482 = -3654.930155 nChanged 1 SP:Iteration 5F (36.702431 sec): 3 clusters Score: Raw -4189.565048 + Penalty 536.347841 = -3653.217207 nChanged 1 SP:Iteration 6F (36.702818 sec): 3 clusters Score: Raw -4189.905465 + Penalty 536.347841 = -3653.557624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 111 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.703647 sec): 2 clusters Score: Raw -365.371050 + Penalty 210.860322 = -154.510727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.703864 sec): 3 clusters Score: Raw -364.417486 + Penalty 421.720645 = 57.303159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 112 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.705035 sec): 2 clusters Score: Raw -8344.816250 + Penalty 407.290529 = -7937.525722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.705529 sec): 3 clusters Score: Raw -8305.608037 + Penalty 814.680226 = -7490.927811 nChanged 26 SP:Iteration 1F (36.706014 sec): 3 clusters Score: Raw -8336.298037 + Penalty 817.166236 = -7519.131801 nChanged 8 SP:Iteration 2F (36.706498 sec): 3 clusters Score: Raw -8349.844720 + Penalty 818.000395 = -7531.844325 nChanged 3 SP:Iteration 3Q (36.706980 sec): 3 clusters Score: Raw -8352.890957 + Penalty 819.098233 = -7533.792724 nChanged 4 SP:Iteration 4Q (36.707457 sec): 3 clusters Score: Raw -8363.002015 + Penalty 819.160992 = -7543.841022 nChanged 4 SP:Iteration 5Q (36.707933 sec): 3 clusters Score: Raw -8373.424280 + Penalty 819.229764 = -7554.194516 nChanged 2 SP:Iteration 6Q (36.708412 sec): 3 clusters Score: Raw -8375.899748 + Penalty 819.256056 = -7556.643692 nChanged 1 SP:Iteration 7Q (36.708873 sec): 3 clusters Score: Raw -8376.367608 + Penalty 819.455045 = -7556.912563 nChanged 1 SP:Iteration 8Q (36.709333 sec): 3 clusters Score: Raw -8376.997287 + Penalty 819.455045 = -7557.542242 nChanged 0 SP:Iteration 9F (36.709805 sec): 3 clusters Score: Raw -8376.997287 + Penalty 819.455045 = -7557.542242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 113 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.710667 sec): 2 clusters Score: Raw -1043.537888 + Penalty 288.655806 = -754.882082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.710919 sec): 3 clusters Score: Raw -1111.392650 + Penalty 580.131500 = -531.261150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 114 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.711719 sec): 2 clusters Score: Raw -989.367666 + Penalty 331.552290 = -657.815377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.711960 sec): 3 clusters Score: Raw -1067.227027 + Penalty 657.158934 = -410.068093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 115 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.712755 sec): 2 clusters Score: Raw -918.646005 + Penalty 279.710668 = -638.935337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.713016 sec): 3 clusters Score: Raw -951.055858 + Penalty 560.593229 = -390.462628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 116 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.713821 sec): 2 clusters Score: Raw -473.797936 + Penalty 173.592960 = -300.204976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.714064 sec): 3 clusters Score: Raw -493.568108 + Penalty 341.359876 = -152.208232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 117 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.714838 sec): 2 clusters Score: Raw -244.982537 + Penalty 171.688042 = -73.294494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.715049 sec): 3 clusters Score: Raw -237.977952 + Penalty 328.381635 = 90.403683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 118 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.715809 sec): 2 clusters Score: Raw -413.639898 + Penalty 195.986515 = -217.653383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.716027 sec): 3 clusters Score: Raw -414.824141 + Penalty 394.705279 = -20.118862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 119 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.716833 sec): 2 clusters Score: Raw -660.463810 + Penalty 276.708528 = -383.755282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.717080 sec): 3 clusters Score: Raw -676.278161 + Penalty 549.491471 = -126.786690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 120 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.717848 sec): 2 clusters Score: Raw -224.591059 + Penalty 97.717281 = -126.873778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.718060 sec): 3 clusters Score: Raw -216.505284 + Penalty 205.179453 = -11.325831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 121 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.718846 sec): 2 clusters Score: Raw -229.695421 + Penalty 129.475484 = -100.219937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.719076 sec): 3 clusters Score: Raw -223.721469 + Penalty 242.771817 = 19.050348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 122 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.719841 sec): 2 clusters Score: Raw -177.595542 + Penalty 125.742751 = -51.852791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.720051 sec): 3 clusters Score: Raw -169.305121 + Penalty 267.743094 = 98.437973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 123 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.720794 sec): 2 clusters Score: Raw -116.861280 + Penalty 86.594018 = -30.267261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.721000 sec): 3 clusters Score: Raw -109.092862 + Penalty 173.188037 = 64.095175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 124 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.721792 sec): 2 clusters Score: Raw -1049.866285 + Penalty 272.865075 = -777.001210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.722043 sec): 3 clusters Score: Raw -1098.106192 + Penalty 548.392610 = -549.713581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 125 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.722836 sec): 2 clusters Score: Raw -907.565854 + Penalty 228.404068 = -679.161785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.723097 sec): 3 clusters Score: Raw -943.520088 + Penalty 454.173780 = -489.346308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 126 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.723874 sec): 2 clusters Score: Raw -596.667440 + Penalty 225.321194 = -371.346247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.724102 sec): 3 clusters Score: Raw -659.040960 + Penalty 455.664101 = -203.376859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 127 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.724897 sec): 2 clusters Score: Raw -327.504682 + Penalty 145.668297 = -181.836385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.725131 sec): 3 clusters Score: Raw -323.790549 + Penalty 271.664636 = -52.125913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 128 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.725899 sec): 2 clusters Score: Raw -304.441411 + Penalty 195.076793 = -109.364618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.726113 sec): 3 clusters Score: Raw -299.339253 + Penalty 389.497360 = 90.158106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 129 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.726889 sec): 2 clusters Score: Raw -754.577498 + Penalty 312.292953 = -442.284545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.727121 sec): 3 clusters Score: Raw -817.075892 + Penalty 624.585906 = -192.489986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 130 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.727911 sec): 2 clusters Score: Raw -976.742802 + Penalty 334.793089 = -641.949714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.728150 sec): 3 clusters Score: Raw -1039.009794 + Penalty 666.637467 = -372.372328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 131 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.728916 sec): 2 clusters Score: Raw -501.805666 + Penalty 162.486833 = -339.318833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.729139 sec): 3 clusters Score: Raw -521.600049 + Penalty 324.973667 = -196.626382 nChanged 1 SP:Iteration 1F (36.729361 sec): 3 clusters Score: Raw -526.933332 + Penalty 324.973667 = -201.959666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 132 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.730118 sec): 2 clusters Score: Raw -413.442345 + Penalty 219.568800 = -193.873545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.730336 sec): 3 clusters Score: Raw -418.007770 + Penalty 441.506570 = 23.498800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 133 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.731087 sec): 2 clusters Score: Raw -213.656828 + Penalty 109.987962 = -103.668866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.731296 sec): 3 clusters Score: Raw -212.617984 + Penalty 194.136797 = -18.481187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 134 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.732044 sec): 2 clusters Score: Raw -55.099116 + Penalty 0.000000 = -55.099116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.732233 sec): 2 clusters Score: Raw -55.099116 + Penalty 0.000000 = -55.099116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 135 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.733002 sec): 2 clusters Score: Raw -286.957441 + Penalty 160.360128 = -126.597313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.733216 sec): 3 clusters Score: Raw -285.466944 + Penalty 328.980876 = 43.513932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 136 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.734031 sec): 2 clusters Score: Raw -449.349795 + Penalty 198.254464 = -251.095331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.734272 sec): 3 clusters Score: Raw -460.821131 + Penalty 390.284681 = -70.536450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 137 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.735020 sec): 2 clusters Score: Raw -183.520258 + Penalty 137.046875 = -46.473383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.735214 sec): 2 clusters Score: Raw -183.520258 + Penalty 137.046875 = -46.473383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 138 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.735963 sec): 2 clusters Score: Raw -183.697671 + Penalty 140.752681 = -42.944990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.736171 sec): 3 clusters Score: Raw -173.827127 + Penalty 278.348441 = 104.521314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 139 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.736971 sec): 2 clusters Score: Raw -173.160195 + Penalty 97.082912 = -76.077283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.737199 sec): 3 clusters Score: Raw -165.366249 + Penalty 206.490638 = 41.124389 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 140 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.737957 sec): 2 clusters Score: Raw -391.057696 + Penalty 162.844161 = -228.213535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.738173 sec): 3 clusters Score: Raw -390.114932 + Penalty 341.947826 = -48.167106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 141 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.738938 sec): 2 clusters Score: Raw -605.035122 + Penalty 295.133018 = -309.902104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.739164 sec): 3 clusters Score: Raw -628.353108 + Penalty 590.353975 = -37.999133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 142 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.739952 sec): 2 clusters Score: Raw -269.755136 + Penalty 135.349618 = -134.405517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.740189 sec): 3 clusters Score: Raw -273.699516 + Penalty 271.526251 = -2.173266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 143 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.740947 sec): 2 clusters Score: Raw -291.434132 + Penalty 168.872845 = -122.561287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.741160 sec): 3 clusters Score: Raw -289.179663 + Penalty 364.586006 = 75.406342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 144 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.741974 sec): 2 clusters Score: Raw -431.733200 + Penalty 203.638783 = -228.094417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.742214 sec): 3 clusters Score: Raw -446.403258 + Penalty 407.277567 = -39.125691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 145 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.742979 sec): 2 clusters Score: Raw -174.770212 + Penalty 103.311539 = -71.458673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.743188 sec): 3 clusters Score: Raw -167.282330 + Penalty 208.508473 = 41.226143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 146 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.743998 sec): 2 clusters Score: Raw -333.577279 + Penalty 175.493932 = -158.083347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.744234 sec): 3 clusters Score: Raw -336.145349 + Penalty 350.987865 = 14.842515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 147 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.744976 sec): 2 clusters Score: Raw -54.492619 + Penalty 0.000000 = -54.492619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.745165 sec): 2 clusters Score: Raw -54.492619 + Penalty 0.000000 = -54.492619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 148 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.745978 sec): 2 clusters Score: Raw -461.979654 + Penalty 190.148842 = -271.830812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.746217 sec): 3 clusters Score: Raw -468.628249 + Penalty 380.297683 = -88.330566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 149 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.746959 sec): 2 clusters Score: Raw -113.718290 + Penalty 68.247019 = -45.471271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.747165 sec): 3 clusters Score: Raw -106.561695 + Penalty 136.494038 = 29.932343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 150 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.747971 sec): 2 clusters Score: Raw -302.948782 + Penalty 218.535092 = -84.413689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.748203 sec): 3 clusters Score: Raw -302.143682 + Penalty 437.492526 = 135.348844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 151 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.748953 sec): 2 clusters Score: Raw -233.637577 + Penalty 147.893734 = -85.743843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.749162 sec): 3 clusters Score: Raw -226.167328 + Penalty 281.147142 = 54.979815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 152 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.749949 sec): 2 clusters Score: Raw -296.267795 + Penalty 159.449812 = -136.817983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.750182 sec): 3 clusters Score: Raw -291.256717 + Penalty 317.487873 = 26.231156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 153 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.750957 sec): 2 clusters Score: Raw -757.972995 + Penalty 302.993907 = -454.979088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.751186 sec): 3 clusters Score: Raw -787.635583 + Penalty 611.248191 = -176.387392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 154 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.751937 sec): 2 clusters Score: Raw -232.912733 + Penalty 115.849754 = -117.062979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.752151 sec): 3 clusters Score: Raw -225.943043 + Penalty 231.699509 = 5.756465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 155 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.752926 sec): 2 clusters Score: Raw -362.146056 + Penalty 162.571571 = -199.574484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.753144 sec): 3 clusters Score: Raw -384.136105 + Penalty 334.466778 = -49.669327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 156 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.753893 sec): 2 clusters Score: Raw -229.866412 + Penalty 147.837961 = -82.028451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.754104 sec): 3 clusters Score: Raw -225.911071 + Penalty 266.715119 = 40.804047 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 158 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.754868 sec): 2 clusters Score: Raw -505.723274 + Penalty 234.828715 = -270.894559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.755088 sec): 3 clusters Score: Raw -519.864845 + Penalty 462.082017 = -57.782828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 160 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.755836 sec): 2 clusters Score: Raw -242.661993 + Penalty 153.817347 = -88.844645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.756044 sec): 3 clusters Score: Raw -233.209068 + Penalty 298.414282 = 65.205213 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 161 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.756823 sec): 2 clusters Score: Raw -115.075555 + Penalty 75.420842 = -39.654713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.757048 sec): 3 clusters Score: Raw -107.472963 + Penalty 150.841684 = 43.368720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 162 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.757826 sec): 2 clusters Score: Raw -505.455352 + Penalty 214.325921 = -291.129431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.758049 sec): 3 clusters Score: Raw -521.148165 + Penalty 423.862504 = -97.285662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 163 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.758851 sec): 2 clusters Score: Raw -601.040957 + Penalty 280.052727 = -320.988231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.759093 sec): 3 clusters Score: Raw -614.896405 + Penalty 562.392369 = -52.504036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 164 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.759868 sec): 2 clusters Score: Raw -361.285454 + Penalty 221.382380 = -139.903074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.760083 sec): 3 clusters Score: Raw -361.624068 + Penalty 431.992243 = 70.368174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 165 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.760831 sec): 2 clusters Score: Raw -222.752444 + Penalty 136.427713 = -86.324731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.761042 sec): 3 clusters Score: Raw -220.954766 + Penalty 312.011685 = 91.056919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 166 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.761848 sec): 2 clusters Score: Raw -657.263976 + Penalty 206.666411 = -450.597564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.762099 sec): 3 clusters Score: Raw -676.640951 + Penalty 417.422248 = -259.218703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 168 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.762876 sec): 2 clusters Score: Raw -118.571102 + Penalty 88.950513 = -29.620589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.763070 sec): 2 clusters Score: Raw -118.571102 + Penalty 88.950513 = -29.620589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 169 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.763863 sec): 2 clusters Score: Raw -414.595253 + Penalty 201.364660 = -213.230593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.764104 sec): 3 clusters Score: Raw -416.295235 + Penalty 406.338961 = -9.956274 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 170 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.764866 sec): 2 clusters Score: Raw -54.445235 + Penalty 0.000000 = -54.445235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.765055 sec): 2 clusters Score: Raw -54.445235 + Penalty 0.000000 = -54.445235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 171 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.765813 sec): 2 clusters Score: Raw -414.092255 + Penalty 239.186327 = -174.905928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.766031 sec): 3 clusters Score: Raw -423.032585 + Penalty 480.247039 = 57.214454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 172 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.766809 sec): 2 clusters Score: Raw -55.299146 + Penalty 0.000000 = -55.299146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.767017 sec): 2 clusters Score: Raw -55.299146 + Penalty 0.000000 = -55.299146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 174 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.767780 sec): 2 clusters Score: Raw -236.614921 + Penalty 143.049299 = -93.565622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.767992 sec): 3 clusters Score: Raw -231.202352 + Penalty 286.098598 = 54.896246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 175 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.768747 sec): 2 clusters Score: Raw -295.346251 + Penalty 169.781000 = -125.565251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.768961 sec): 3 clusters Score: Raw -290.195978 + Penalty 339.609784 = 49.413807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 177 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.769714 sec): 2 clusters Score: Raw -300.719216 + Penalty 186.121024 = -114.598193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.769927 sec): 3 clusters Score: Raw -293.061868 + Penalty 372.895069 = 79.833201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 178 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.770672 sec): 2 clusters Score: Raw -119.621236 + Penalty 85.557107 = -34.064129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.770879 sec): 3 clusters Score: Raw -110.528387 + Penalty 171.114215 = 60.585827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 179 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.771652 sec): 2 clusters Score: Raw -233.810916 + Penalty 166.932787 = -66.878129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.771898 sec): 3 clusters Score: Raw -228.630400 + Penalty 326.238383 = 97.607983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 180 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.772727 sec): 2 clusters Score: Raw -606.641999 + Penalty 249.878734 = -356.763264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.772953 sec): 3 clusters Score: Raw -608.135795 + Penalty 489.537700 = -118.598095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 181 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.773715 sec): 2 clusters Score: Raw -427.140802 + Penalty 179.873000 = -247.267802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.773937 sec): 3 clusters Score: Raw -441.188108 + Penalty 369.607811 = -71.580298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 182 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.774678 sec): 2 clusters Score: Raw -55.795084 + Penalty 0.000000 = -55.795084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.774867 sec): 2 clusters Score: Raw -55.795084 + Penalty 0.000000 = -55.795084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 184 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.775608 sec): 2 clusters Score: Raw -114.053848 + Penalty 74.044346 = -40.009502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.775815 sec): 3 clusters Score: Raw -108.378794 + Penalty 148.088693 = 39.709899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 185 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.776551 sec): 2 clusters Score: Raw -53.390431 + Penalty 0.000000 = -53.390431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.776740 sec): 2 clusters Score: Raw -53.390431 + Penalty 0.000000 = -53.390431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 186 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.777499 sec): 2 clusters Score: Raw -54.733490 + Penalty 0.000000 = -54.733490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.777707 sec): 2 clusters Score: Raw -54.733490 + Penalty 0.000000 = -54.733490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 187 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.778488 sec): 2 clusters Score: Raw -174.014586 + Penalty 116.229846 = -57.784740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.778698 sec): 3 clusters Score: Raw -167.508844 + Penalty 241.196434 = 73.687590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 189 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.779444 sec): 2 clusters Score: Raw -55.030893 + Penalty 0.000000 = -55.030893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.779633 sec): 2 clusters Score: Raw -55.030893 + Penalty 0.000000 = -55.030893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 191 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.780403 sec): 2 clusters Score: Raw -233.859205 + Penalty 127.209405 = -106.649800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.780633 sec): 3 clusters Score: Raw -227.167297 + Penalty 254.418810 = 27.251513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 192 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.781420 sec): 2 clusters Score: Raw -295.043097 + Penalty 165.419992 = -129.623105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.781648 sec): 3 clusters Score: Raw -289.372587 + Penalty 329.029621 = 39.657035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 193 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.782421 sec): 2 clusters Score: Raw -171.531377 + Penalty 98.756838 = -72.774539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.782649 sec): 3 clusters Score: Raw -164.056315 + Penalty 200.346338 = 36.290023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 194 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.783458 sec): 2 clusters Score: Raw -109.443068 + Penalty 43.103956 = -66.339112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.783688 sec): 3 clusters Score: Raw -102.785700 + Penalty 86.207912 = -16.577788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 195 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.784508 sec): 2 clusters Score: Raw -54.653104 + Penalty 0.000000 = -54.653104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.784696 sec): 2 clusters Score: Raw -54.653104 + Penalty 0.000000 = -54.653104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 198 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.785443 sec): 2 clusters Score: Raw -54.352699 + Penalty 0.000000 = -54.352699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.785632 sec): 2 clusters Score: Raw -54.352699 + Penalty 0.000000 = -54.352699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 199 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.786398 sec): 2 clusters Score: Raw -173.351265 + Penalty 99.821810 = -73.529455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.786609 sec): 3 clusters Score: Raw -166.353222 + Penalty 197.841340 = 31.488117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 200 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.787384 sec): 2 clusters Score: Raw -55.926556 + Penalty 0.000000 = -55.926556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.787573 sec): 2 clusters Score: Raw -55.926556 + Penalty 0.000000 = -55.926556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 201 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.788326 sec): 2 clusters Score: Raw -311.655288 + Penalty 190.396908 = -121.258380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.788540 sec): 3 clusters Score: Raw -303.652652 + Penalty 379.621367 = 75.968715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 202 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.789292 sec): 2 clusters Score: Raw -302.920865 + Penalty 210.768249 = -92.152616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.789506 sec): 3 clusters Score: Raw -300.843017 + Penalty 420.939435 = 120.096418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 203 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.790269 sec): 2 clusters Score: Raw -551.722690 + Penalty 293.134632 = -258.588058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.790491 sec): 3 clusters Score: Raw -568.323966 + Penalty 586.399948 = 18.075983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 207 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.791233 sec): 2 clusters Score: Raw -53.198503 + Penalty 0.000000 = -53.198503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.791441 sec): 2 clusters Score: Raw -53.198503 + Penalty 0.000000 = -53.198503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 209 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.792192 sec): 2 clusters Score: Raw -121.090955 + Penalty 90.544996 = -30.545959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.792384 sec): 2 clusters Score: Raw -121.090955 + Penalty 90.544996 = -30.545959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 210 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.793133 sec): 2 clusters Score: Raw -118.650632 + Penalty 73.803660 = -44.846972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.793325 sec): 2 clusters Score: Raw -118.650632 + Penalty 73.803660 = -44.846972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 211 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.794066 sec): 2 clusters Score: Raw -112.603520 + Penalty 64.962706 = -47.640814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.794258 sec): 2 clusters Score: Raw -112.603520 + Penalty 64.962706 = -47.640814 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 212 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.794998 sec): 2 clusters Score: Raw -54.702696 + Penalty 0.000000 = -54.702696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.795186 sec): 2 clusters Score: Raw -54.702696 + Penalty 0.000000 = -54.702696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 213 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.795937 sec): 2 clusters Score: Raw -271.987837 + Penalty 108.967203 = -163.020634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.796150 sec): 3 clusters Score: Raw -268.642041 + Penalty 251.031982 = -17.610059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 216 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.796906 sec): 2 clusters Score: Raw -337.333943 + Penalty 156.725553 = -180.608390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.797120 sec): 3 clusters Score: Raw -332.726691 + Penalty 347.140193 = 14.413502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 217 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.797859 sec): 2 clusters Score: Raw -53.340713 + Penalty 0.000000 = -53.340713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.798048 sec): 2 clusters Score: Raw -53.340713 + Penalty 0.000000 = -53.340713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 218 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.798793 sec): 2 clusters Score: Raw -187.992922 + Penalty 146.668495 = -41.324426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.798987 sec): 2 clusters Score: Raw -187.992922 + Penalty 146.668495 = -41.324426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 219 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.799727 sec): 2 clusters Score: Raw -53.269276 + Penalty 0.000000 = -53.269276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.799917 sec): 2 clusters Score: Raw -53.269276 + Penalty 0.000000 = -53.269276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 220 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.800664 sec): 2 clusters Score: Raw -229.471020 + Penalty 134.925789 = -94.545231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.800888 sec): 3 clusters Score: Raw -222.775430 + Penalty 271.092240 = 48.316810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 223 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.801629 sec): 2 clusters Score: Raw -57.051477 + Penalty 0.000000 = -57.051477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.801816 sec): 2 clusters Score: Raw -57.051477 + Penalty 0.000000 = -57.051477 nChanged 0 Deleting Class 218 (3 points): Lose 71.923227 but Gain 1415.166703 Iteration 20F (40.634092 sec): 208 clusters Score: Raw -1773098.861063 + Penalty 202115.656391 = -1570983.204672 nChanged 226 Deleting Class 209 (2 points): Lose 42.523295 but Gain 1384.695272 Iteration 21Q (40.967270 sec): 207 clusters Score: Raw -1773182.641614 + Penalty 200756.715589 = -1572425.926025 nChanged 110 Deleting Class 76 (10 points): Lose 237.411477 but Gain 1575.105231 Iteration 22Q (41.285457 sec): 206 clusters Score: Raw -1773043.465920 + Penalty 199345.634231 = -1573697.831689 nChanged 94 Deleting Class 178 (3 points): Lose 54.919557 but Gain 1432.349764 Iteration 23Q (41.599673 sec): 205 clusters Score: Raw -1773105.021268 + Penalty 197987.952187 = -1575117.069081 nChanged 72 Deleting Class 150 (5 points): Lose 104.370509 but Gain 1439.335959 Iteration 24Q (41.910270 sec): 204 clusters Score: Raw -1773060.022064 + Penalty 196558.014868 = -1576502.007196 nChanged 60 Deleting Class 223 (1 points): Lose 13.672065 but Gain 1337.934694 Iteration 25Q (42.216878 sec): 203 clusters Score: Raw -1773116.526338 + Penalty 195243.248529 = -1577873.277809 nChanged 41 Deleting Class 138 (3 points): Lose 36.838301 but Gain 1358.086527 Iteration 26Q (42.521172 sec): 202 clusters Score: Raw -1773122.651215 + Penalty 193890.809588 = -1579231.841628 nChanged 53 Deleting Class 202 (5 points): Lose 72.002645 but Gain 1388.181258 Iteration 27Q (42.825570 sec): 201 clusters Score: Raw -1773091.410802 + Penalty 192638.131005 = -1580453.279797 nChanged 71 Deleting Class 168 (2 points): Lose 45.430246 but Gain 1360.311004 Iteration 28Q (43.132061 sec): 200 clusters Score: Raw -1773122.095943 + Penalty 191365.403654 = -1581756.692289 nChanged 90 Deleting Class 182 (1 points): Lose 3.322017 but Gain 1299.605144 Iteration 29Q (43.438694 sec): 199 clusters Score: Raw -1773202.995091 + Penalty 190092.832198 = -1583110.162893 nChanged 99 Deleting Class 103 (2 points): Lose 18.649698 but Gain 1314.888264 Iteration 30F (47.105319 sec): 198 clusters Score: Raw -1773253.646966 + Penalty 188884.784868 = -1584368.862097 nChanged 94 Deleting Class 200 (1 points): Lose 26.814517 but Gain 1319.268927 Iteration 31Q (47.414629 sec): 197 clusters Score: Raw -1773282.783967 + Penalty 187594.265558 = -1585688.518409 nChanged 114 Deleting Class 123 (2 points): Lose 34.704328 but Gain 1324.273382 Iteration 32Q (47.724817 sec): 196 clusters Score: Raw -1773319.174415 + Penalty 186441.291490 = -1586877.882926 nChanged 125 Deleting Class 134 (1 points): Lose 16.984053 but Gain 1299.271282 Iteration 33Q (48.033848 sec): 195 clusters Score: Raw -1773363.066800 + Penalty 185039.168633 = -1588323.898167 nChanged 152 Deleting Class 47 (19 points): Lose 297.641170 but Gain 1578.957410 Iteration 34Q (48.344845 sec): 194 clusters Score: Raw -1773154.593231 + Penalty 183673.968341 = -1589480.624890 nChanged 191 Deleting Class 203 (9 points): Lose 133.144250 but Gain 1414.190449 Iteration 35Q (48.656935 sec): 193 clusters Score: Raw -1773190.479643 + Penalty 182317.779927 = -1590872.699716 nChanged 202 Deleting Class 137 (3 points): Lose 50.029505 but Gain 1322.330157 Iteration 36Q (48.989135 sec): 192 clusters Score: Raw -1773252.450910 + Penalty 181063.294554 = -1592189.156356 nChanged 203 Deleting Class 170 (1 points): Lose 18.828786 but Gain 1289.850889 Iteration 37Q (49.301182 sec): 191 clusters Score: Raw -1773298.270243 + Penalty 179795.488352 = -1593502.781892 nChanged 199 Deleting Class 84 (13 points): Lose 142.904239 but Gain 1361.841512 Iteration 38Q (49.609540 sec): 190 clusters Score: Raw -1773209.690701 + Penalty 178521.319529 = -1594688.371173 nChanged 195 Deleting Class 128 (5 points): Lose 72.588710 but Gain 1284.832750 Iteration 39Q (49.916063 sec): 189 clusters Score: Raw -1773236.328086 + Penalty 177222.713594 = -1596013.614493 nChanged 229 Deleting Class 164 (6 points): Lose 97.198135 but Gain 1309.720308 Iteration 40F (53.372520 sec): 188 clusters Score: Raw -1773212.426488 + Penalty 175931.545108 = -1597280.881380 nChanged 236 Deleting Class 171 (7 points): Lose 92.949229 but Gain 1302.953103 Iteration 41Q (53.681984 sec): 187 clusters Score: Raw -1773191.821463 + Penalty 174657.252686 = -1598534.568777 nChanged 248 Deleting Class 141 (10 points): Lose 149.543778 but Gain 1358.680457 Iteration 42Q (53.991155 sec): 186 clusters Score: Raw -1773124.722986 + Penalty 173507.580364 = -1599617.142622 nChanged 256 Deleting Class 100 (17 points): Lose 241.462482 but Gain 1441.448861 Iteration 43Q (54.299484 sec): 185 clusters Score: Raw -1772993.452980 + Penalty 172169.930994 = -1600823.521987 nChanged 264 Deleting Class 179 (4 points): Lose 81.517075 but Gain 1276.442941 Iteration 44Q (54.608422 sec): 184 clusters Score: Raw -1773038.010110 + Penalty 170950.886932 = -1602087.123178 nChanged 266 Deleting Class 117 (4 points): Lose 118.310764 but Gain 1312.803754 Iteration 45Q (54.917615 sec): 183 clusters Score: Raw -1773023.445481 + Penalty 169624.889143 = -1603398.556338 nChanged 301 Deleting Class 195 (1 points): Lose 6.061668 but Gain 1183.104245 Iteration 46Q (55.225686 sec): 182 clusters Score: Raw -1773135.455074 + Penalty 168453.620647 = -1604681.834427 nChanged 297 Deleting Class 177 (5 points): Lose 49.273253 but Gain 1225.847434 Iteration 47Q (55.530714 sec): 181 clusters Score: Raw -1773198.933733 + Penalty 167276.054362 = -1605922.879371 nChanged 330 Deleting Class 122 (3 points): Lose 38.387417 but Gain 1213.259565 Iteration 48Q (55.838705 sec): 180 clusters Score: Raw -1773289.843377 + Penalty 166073.263533 = -1607216.579843 nChanged 336 Deleting Class 111 (6 points): Lose 75.798791 but Gain 1247.470762 Iteration 49Q (56.144099 sec): 179 clusters Score: Raw -1773330.010833 + Penalty 164834.877004 = -1608495.133829 nChanged 349 Deleting Class 201 (5 points): Lose 83.329435 but Gain 1254.009657 Iteration 50F (59.441202 sec): 178 clusters Score: Raw -1773364.485046 + Penalty 163589.440094 = -1609775.044952 nChanged 324 Deleting Class 163 (11 points): Lose 127.566210 but Gain 1290.302728 Iteration 51Q (59.744952 sec): 177 clusters Score: Raw -1773363.546671 + Penalty 162318.882975 = -1611044.663696 nChanged 325 Deleting Class 212 (1 points): Lose 6.191052 but Gain 1167.022170 Iteration 52Q (60.048642 sec): 176 clusters Score: Raw -1773474.156312 + Penalty 161088.463462 = -1612385.692850 nChanged 288 Deleting Class 95 (29 points): Lose 167.881376 but Gain 1321.498556 Iteration 53Q (60.358758 sec): 175 clusters Score: Raw -1773384.083438 + Penalty 159839.501424 = -1613544.582015 nChanged 284 Deleting Class 129 (14 points): Lose 102.344743 but Gain 1254.378429 Iteration 54Q (60.651809 sec): 174 clusters Score: Raw -1773411.789873 + Penalty 158681.419271 = -1614730.370602 nChanged 237 Deleting Class 153 (14 points): Lose 126.845803 but Gain 1272.196871 Iteration 55Q (60.939544 sec): 173 clusters Score: Raw -1773380.315772 + Penalty 157484.765805 = -1615895.549967 nChanged 207 Deleting Class 185 (1 points): Lose 27.660573 but Gain 1167.230772 Iteration 56Q (61.222209 sec): 172 clusters Score: Raw -1773423.589674 + Penalty 156311.976862 = -1617111.612812 nChanged 176 Deleting Class 161 (2 points): Lose 15.672273 but Gain 1153.403148 Iteration 57Q (61.499673 sec): 171 clusters Score: Raw -1773444.320270 + Penalty 155178.713241 = -1618265.607030 nChanged 167 Deleting Class 52 (18 points): Lose 98.743328 but Gain 1233.071071 Iteration 58Q (61.774699 sec): 170 clusters Score: Raw -1773386.160125 + Penalty 153998.598463 = -1619387.561663 nChanged 171 Deleting Class 13 (14 points): Lose 104.649975 but Gain 1229.126535 Iteration 59Q (62.048834 sec): 169 clusters Score: Raw -1773343.498745 + Penalty 152848.861367 = -1620494.637379 nChanged 149 Deleting Class 147 (1 points): Lose 8.021584 but Gain 1122.391270 Iteration 60F (65.149526 sec): 168 clusters Score: Raw -1773388.738685 + Penalty 151721.504209 = -1621667.234476 nChanged 116 Deleting Class 109 (17 points): Lose 132.825296 but Gain 1245.636052 Iteration 61Q (65.417313 sec): 167 clusters Score: Raw -1773276.682354 + Penalty 150529.711990 = -1622746.970364 nChanged 108 Deleting Class 172 (1 points): Lose 1.000414 but Gain 1112.112992 Iteration 62Q (65.682352 sec): 166 clusters Score: Raw -1773334.412152 + Penalty 149442.318128 = -1623892.094025 nChanged 73 Deleting Class 210 (2 points): Lose 18.158277 but Gain 1128.671754 Iteration 63Q (65.941658 sec): 165 clusters Score: Raw -1773327.954128 + Penalty 148319.335463 = -1625008.618665 nChanged 66 Deleting Class 160 (4 points): Lose 66.167167 but Gain 1176.156406 Iteration 64Q (66.201612 sec): 164 clusters Score: Raw -1773271.129899 + Penalty 147165.225872 = -1626105.904026 nChanged 68 Deleting Class 130 (19 points): Lose 120.564552 but Gain 1230.567842 Iteration 65Q (66.458571 sec): 163 clusters Score: Raw -1773174.962419 + Penalty 145997.933332 = -1627177.029087 nChanged 83 Deleting Class 88 (24 points): Lose 175.708220 but Gain 1284.164346 Iteration 66Q (66.717511 sec): 162 clusters Score: Raw -1773063.636738 + Penalty 144836.819075 = -1628226.817662 nChanged 90 Deleting Class 132 (8 points): Lose 106.846600 but Gain 1207.611712 Iteration 67Q (66.974743 sec): 161 clusters Score: Raw -1773039.705135 + Penalty 143658.631187 = -1629381.073948 nChanged 73 Deleting Class 143 (6 points): Lose 62.946849 but Gain 1162.540044 Iteration 68Q (67.231557 sec): 160 clusters Score: Raw -1773035.059931 + Penalty 142533.145938 = -1630501.913993 nChanged 71 Deleting Class 174 (5 points): Lose 54.885607 but Gain 1154.168028 Iteration 69Q (67.485659 sec): 159 clusters Score: Raw -1773018.885116 + Penalty 141389.793343 = -1631629.091773 nChanged 65 Deleting Class 98 (24 points): Lose 290.254237 but Gain 1385.951415 Iteration 70F (70.415918 sec): 158 clusters Score: Raw -1772752.408019 + Penalty 140146.711113 = -1632605.696906 nChanged 76 Deleting Class 189 (1 points): Lose 3.157177 but Gain 1093.346168 Iteration 71Q (70.671677 sec): 157 clusters Score: Raw -1772880.646525 + Penalty 139085.914555 = -1633794.731970 nChanged 53 Deleting Class 158 (10 points): Lose 62.520176 but Gain 1149.661551 Iteration 72Q (70.921950 sec): 156 clusters Score: Raw -1772890.098702 + Penalty 137983.825600 = -1634906.273103 nChanged 45 Deleting Class 184 (2 points): Lose 46.072698 but Gain 1132.352545 Iteration 73Q (71.170923 sec): 155 clusters Score: Raw -1772882.573090 + Penalty 136878.265022 = -1636004.308068 nChanged 31 Deleting Class 151 (4 points): Lose 44.789808 but Gain 1130.861800 Iteration 74Q (71.417798 sec): 154 clusters Score: Raw -1772862.027270 + Penalty 135747.034893 = -1637114.992377 nChanged 26 Deleting Class 192 (7 points): Lose 67.514871 but Gain 1152.505583 Iteration 75Q (71.664069 sec): 153 clusters Score: Raw -1772808.251886 + Penalty 134627.374136 = -1638180.877750 nChanged 25 Deleting Class 29 (31 points): Lose 175.198997 but Gain 1259.841694 Iteration 76Q (71.909512 sec): 152 clusters Score: Raw -1772654.804713 + Penalty 133414.630537 = -1639240.174175 nChanged 44 Deleting Class 119 (12 points): Lose 100.440026 but Gain 1180.395876 Iteration 77Q (72.154866 sec): 151 clusters Score: Raw -1772625.949248 + Penalty 132286.203763 = -1640339.745485 nChanged 30 Deleting Class 187 (3 points): Lose 41.740884 but Gain 1121.471980 Iteration 78Q (72.397320 sec): 150 clusters Score: Raw -1772624.754718 + Penalty 131179.223302 = -1641445.531415 nChanged 22 Deleting Class 156 (4 points): Lose 68.227871 but Gain 1130.435335 Iteration 79Q (72.640419 sec): 149 clusters Score: Raw -1772576.700068 + Penalty 130055.888480 = -1642520.811589 nChanged 25 Deleting Class 114 (18 points): Lose 133.419485 but Gain 1191.302552 Iteration 80F (75.362506 sec): 148 clusters Score: Raw -1772468.275785 + Penalty 128943.585577 = -1643524.690208 nChanged 38 Deleting Class 175 (5 points): Lose 61.901668 but Gain 1118.227265 Iteration 81Q (75.603950 sec): 147 clusters Score: Raw -1772477.716012 + Penalty 127840.014851 = -1644637.701162 nChanged 28 Deleting Class 180 (10 points): Lose 95.688464 but Gain 1150.346899 Iteration 82Q (75.843785 sec): 146 clusters Score: Raw -1772407.901295 + Penalty 126764.476635 = -1645643.424659 nChanged 26 Deleting Class 146 (5 points): Lose 47.636674 but Gain 1101.378076 Iteration 83Q (76.081119 sec): 145 clusters Score: Raw -1772403.739193 + Penalty 125644.905824 = -1646758.833369 nChanged 17 Deleting Class 79 (16 points): Lose 97.987541 but Gain 1151.441149 Iteration 84Q (76.318396 sec): 144 clusters Score: Raw -1772322.811603 + Penalty 124511.393585 = -1647811.418019 nChanged 31 Deleting Class 92 (14 points): Lose 79.984849 but Gain 1128.437225 Iteration 85Q (76.557251 sec): 143 clusters Score: Raw -1772277.583400 + Penalty 123420.167959 = -1648857.415440 nChanged 35 Deleting Class 97 (20 points): Lose 88.616472 but Gain 1127.400076 Iteration 86Q (76.794648 sec): 142 clusters Score: Raw -1772226.215267 + Penalty 122300.983580 = -1649925.231688 nChanged 44 Deleting Class 169 (7 points): Lose 58.432589 but Gain 1096.921848 Iteration 87Q (77.031218 sec): 141 clusters Score: Raw -1772216.077949 + Penalty 121198.266829 = -1651017.811120 nChanged 26 Deleting Class 77 (18 points): Lose 172.058170 but Gain 1207.398700 Iteration 88Q (77.264739 sec): 140 clusters Score: Raw -1772061.204522 + Penalty 120048.911031 = -1652012.293491 nChanged 39 Deleting Class 57 (18 points): Lose 124.394840 but Gain 1154.966818 Iteration 89Q (77.499723 sec): 139 clusters Score: Raw -1772008.368804 + Penalty 118802.780265 = -1653205.588539 nChanged 37 Deleting Class 149 (2 points): Lose 17.146096 but Gain 1043.694616 Iteration 90F (80.059812 sec): 138 clusters Score: Raw -1772054.711185 + Penalty 117785.069612 = -1654269.641573 nChanged 15 Deleting Class 152 (5 points): Lose 33.544057 but Gain 1050.183040 Iteration 91Q (80.290460 sec): 137 clusters Score: Raw -1772044.094242 + Penalty 116723.984597 = -1655320.109644 nChanged 16 Deleting Class 186 (1 points): Lose 11.243315 but Gain 1022.936927 Iteration 92Q (80.520235 sec): 136 clusters Score: Raw -1772051.421798 + Penalty 115701.615271 = -1656349.806527 nChanged 11 Deleting Class 118 (8 points): Lose 66.962220 but Gain 1078.359013 Iteration 93Q (80.749394 sec): 135 clusters Score: Raw -1772005.170316 + Penalty 114652.575933 = -1657352.594384 nChanged 16 Deleting Class 162 (10 points): Lose 78.642674 but Gain 1088.060579 Iteration 94Q (80.977732 sec): 134 clusters Score: Raw -1771948.073390 + Penalty 113630.712083 = -1658317.361306 nChanged 14 Deleting Class 220 (6 points): Lose 45.235434 but Gain 1072.289807 Iteration 95Q (81.204302 sec): 133 clusters Score: Raw -1771933.882668 + Penalty 112604.931103 = -1659328.951564 nChanged 10 Deleting Class 165 (4 points): Lose 34.518238 but Gain 1043.187466 Iteration 96Q (81.430385 sec): 132 clusters Score: Raw -1771919.748433 + Penalty 111594.160832 = -1660325.587601 nChanged 8 Deleting Class 115 (18 points): Lose 95.683792 but Gain 1092.341126 Iteration 97Q (81.655867 sec): 131 clusters Score: Raw -1771846.073002 + Penalty 110539.224095 = -1661306.848907 nChanged 25 Deleting Class 45 (22 points): Lose 160.346959 but Gain 1155.331154 Iteration 98Q (81.880859 sec): 130 clusters Score: Raw -1771716.715845 + Penalty 109453.308812 = -1662263.407033 nChanged 26 Deleting Class 135 (5 points): Lose 68.612839 but Gain 1056.178650 Iteration 99Q (82.105801 sec): 129 clusters Score: Raw -1771715.222850 + Penalty 108479.200568 = -1663236.022282 nChanged 11 Deleting Class 17 (7 points): Lose 69.885719 but Gain 1056.258258 Iteration 100F (84.486352 sec): 128 clusters Score: Raw -1771691.831193 + Penalty 107416.464192 = -1664275.367001 nChanged 9 Deleting Class 144 (7 points): Lose 55.420024 but Gain 1035.223373 Iteration 101Q (84.710994 sec): 127 clusters Score: Raw -1771656.403838 + Penalty 106398.111018 = -1665258.292820 nChanged 9 Deleting Class 211 (3 points): Lose 41.814893 but Gain 1021.415082 Iteration 102Q (84.933794 sec): 126 clusters Score: Raw -1771626.461364 + Penalty 105386.922774 = -1666239.538591 nChanged 4 Deleting Class 219 (1 points): Lose 12.233694 but Gain 991.101649 Iteration 103Q (85.153757 sec): 125 clusters Score: Raw -1771621.005101 + Penalty 104403.332233 = -1667217.672868 nChanged 3 Deleting Class 85 (16 points): Lose 120.571883 but Gain 1096.278881 Iteration 104Q (85.373472 sec): 124 clusters Score: Raw -1771518.101275 + Penalty 103415.022061 = -1668103.079214 nChanged 19 Deleting Class 104 (13 points): Lose 71.027503 but Gain 1042.465318 Iteration 105Q (85.593942 sec): 123 clusters Score: Raw -1771490.387013 + Penalty 102454.185089 = -1669036.201924 nChanged 20 Deleting Class 166 (12 points): Lose 70.618998 but Gain 1084.154987 Iteration 106Q (85.813517 sec): 122 clusters Score: Raw -1771455.255518 + Penalty 101406.566731 = -1670048.688786 nChanged 23 Deleting Class 86 (10 points): Lose 87.178673 but Gain 1054.639653 Iteration 107Q (86.031549 sec): 121 clusters Score: Raw -1771392.584190 + Penalty 100373.318418 = -1671019.265772 nChanged 21 Deleting Class 107 (5 points): Lose 47.340397 but Gain 1010.736356 Iteration 108Q (86.249123 sec): 120 clusters Score: Raw -1771367.487516 + Penalty 99408.946898 = -1671958.540618 nChanged 20 Deleting Class 91 (9 points): Lose 73.833429 but Gain 1028.921536 Iteration 109Q (86.465866 sec): 119 clusters Score: Raw -1771307.900553 + Penalty 98409.780752 = -1672898.119801 nChanged 18 Deleting Class 145 (3 points): Lose 46.669103 but Gain 996.826551 Iteration 110F (88.662311 sec): 118 clusters Score: Raw -1771283.422769 + Penalty 97443.975543 = -1673839.447226 nChanged 12 Deleting Class 72 (8 points): Lose 56.365287 but Gain 1002.540118 Iteration 111Q (88.877623 sec): 117 clusters Score: Raw -1771243.630808 + Penalty 96461.471434 = -1674782.159375 nChanged 13 Deleting Class 191 (5 points): Lose 47.921664 but Gain 993.516299 Iteration 112Q (89.092284 sec): 116 clusters Score: Raw -1771218.767756 + Penalty 95475.465793 = -1675743.301963 nChanged 14 Deleting Class 136 (8 points): Lose 66.425558 but Gain 1010.628350 Iteration 113Q (89.305590 sec): 115 clusters Score: Raw -1771170.746981 + Penalty 94481.039701 = -1676689.707280 nChanged 24 Deleting Class 46 (20 points): Lose 107.241633 but Gain 1049.028457 Iteration 114Q (89.519068 sec): 114 clusters Score: Raw -1771084.638737 + Penalty 93444.033090 = -1677640.605647 nChanged 37 Deleting Class 26 (45 points): Lose 217.839574 but Gain 1157.170680 Iteration 115Q (89.732260 sec): 113 clusters Score: Raw -1770903.326087 + Penalty 92333.398420 = -1678569.927667 nChanged 55 Deleting Class 121 (4 points): Lose 50.988887 but Gain 990.027605 Iteration 116Q (89.945814 sec): 112 clusters Score: Raw -1770950.561185 + Penalty 91389.736342 = -1679560.824843 nChanged 27 Deleting Class 44 (18 points): Lose 74.405408 but Gain 1011.153561 Iteration 117Q (90.157585 sec): 111 clusters Score: Raw -1770911.623751 + Penalty 90418.579593 = -1680493.044158 nChanged 33 Deleting Class 69 (40 points): Lose 173.098709 but Gain 1108.929127 Iteration 118Q (90.369375 sec): 110 clusters Score: Raw -1770772.215552 + Penalty 89392.678571 = -1681379.536981 nChanged 48 Writing temp clu file Memory request: 0.18 GB would take us to total of 0.37 GB. Compute initial score before splitting: Score: Raw -1770772.215552 + Penalty 89392.678571 = -1681379.536981Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 1 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.498189 sec): 2 clusters Score: Raw -19875.455953 + Penalty 530.120529 = -19345.335424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.499111 sec): 3 clusters Score: Raw -19722.959587 + Penalty 1063.902903 = -18659.056684 nChanged 108 SP:Iteration 1F (90.500003 sec): 3 clusters Score: Raw -19819.533420 + Penalty 1068.007914 = -18751.525506 nChanged 32 SP:Iteration 2F (90.500905 sec): 3 clusters Score: Raw -19850.972262 + Penalty 1070.371181 = -18780.601081 nChanged 17 SP:Iteration 3Q (90.501825 sec): 3 clusters Score: Raw -19869.256122 + Penalty 1074.279551 = -18794.976571 nChanged 8 SP:Iteration 4Q (90.502707 sec): 3 clusters Score: Raw -19876.339902 + Penalty 1083.153768 = -18793.186134 nChanged 11 SP:Iteration 5F (90.503603 sec): 3 clusters Score: Raw -19886.397587 + Penalty 1091.984640 = -18794.412947 nChanged 11 SP:Iteration 6Q (90.504476 sec): 3 clusters Score: Raw -19897.721925 + Penalty 1105.194452 = -18792.527473 nChanged 8 SP:Iteration 7F (90.505365 sec): 3 clusters Score: Raw -19904.385531 + Penalty 1113.056014 = -18791.329517 nChanged 7 SP:Iteration 8F (90.506256 sec): 3 clusters Score: Raw -19908.766530 + Penalty 1119.122639 = -18789.643892 nChanged 4 SP:Iteration 9F (90.507144 sec): 3 clusters Score: Raw -19912.393497 + Penalty 1120.732471 = -18791.661026 nChanged 3 SP:Iteration 10F (90.508034 sec): 3 clusters Score: Raw -19919.680532 + Penalty 1122.979508 = -18796.701023 nChanged 1 SP:Iteration 11Q (90.508877 sec): 3 clusters Score: Raw -19921.119706 + Penalty 1124.780075 = -18796.339631 nChanged 3 SP:Iteration 12F (90.509769 sec): 3 clusters Score: Raw -19925.303822 + Penalty 1124.131939 = -18801.171882 nChanged 2 SP:Iteration 13Q (90.510613 sec): 3 clusters Score: Raw -19927.865415 + Penalty 1128.676521 = -18799.188894 nChanged 3 SP:Iteration 14F (90.511568 sec): 3 clusters Score: Raw -19932.420422 + Penalty 1129.985517 = -18802.434905 nChanged 2 SP:Iteration 15Q (90.512459 sec): 3 clusters Score: Raw -19938.677951 + Penalty 1131.579498 = -18807.098453 nChanged 4 SP:Iteration 16Q (90.513326 sec): 3 clusters Score: Raw -19945.412816 + Penalty 1138.710420 = -18806.702395 nChanged 7 SP:Iteration 17F (90.514255 sec): 3 clusters Score: Raw -19956.978143 + Penalty 1137.028628 = -18819.949515 nChanged 1 SP:Iteration 18Q (90.515111 sec): 3 clusters Score: Raw -19960.692828 + Penalty 1135.103021 = -18825.589807 nChanged 1 SP:Iteration 19Q (90.515947 sec): 3 clusters Score: Raw -19961.728081 + Penalty 1135.103021 = -18826.625060 nChanged 0 SP:Iteration 20F (90.516835 sec): 3 clusters Score: Raw -19961.728081 + Penalty 1135.103021 = -18826.625060 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 2 (1042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.521057 sec): 2 clusters Score: Raw -50081.429642 + Penalty 90.548021 = -49990.881621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.523101 sec): 3 clusters Score: Raw -49408.787498 + Penalty 182.845912 = -49225.941586 nChanged 476 SP:Iteration 1F (90.525085 sec): 3 clusters Score: Raw -49799.536188 + Penalty 184.306909 = -49615.229278 nChanged 114 SP:Iteration 2F (90.527070 sec): 3 clusters Score: Raw -49884.574454 + Penalty 186.649602 = -49697.924852 nChanged 65 SP:Iteration 3F (90.529042 sec): 3 clusters Score: Raw -49942.108166 + Penalty 188.033825 = -49754.074341 nChanged 51 SP:Iteration 4Q (90.530970 sec): 3 clusters Score: Raw -49972.488998 + Penalty 188.291494 = -49784.197504 nChanged 37 SP:Iteration 5Q (90.532881 sec): 3 clusters Score: Raw -49993.735596 + Penalty 190.964788 = -49802.770808 nChanged 34 SP:Iteration 6Q (90.534776 sec): 3 clusters Score: Raw -50008.204530 + Penalty 193.034574 = -49815.169956 nChanged 21 SP:Iteration 7Q (90.536652 sec): 3 clusters Score: Raw -50016.779336 + Penalty 194.000126 = -49822.779210 nChanged 28 SP:Iteration 8Q (90.538518 sec): 3 clusters Score: Raw -50033.960093 + Penalty 192.871804 = -49841.088289 nChanged 23 SP:Iteration 9Q (90.540428 sec): 3 clusters Score: Raw -50051.725173 + Penalty 193.041387 = -49858.683786 nChanged 21 SP:Iteration 10F (90.542432 sec): 3 clusters Score: Raw -50063.612170 + Penalty 192.028201 = -49871.583969 nChanged 21 SP:Iteration 11Q (90.544315 sec): 3 clusters Score: Raw -50075.301159 + Penalty 190.293370 = -49885.007789 nChanged 16 SP:Iteration 12Q (90.546120 sec): 3 clusters Score: Raw -50082.849776 + Penalty 189.339267 = -49893.510509 nChanged 7 SP:Iteration 13Q (90.547904 sec): 3 clusters Score: Raw -50085.549891 + Penalty 185.847220 = -49899.702672 nChanged 8 SP:Iteration 14Q (90.549755 sec): 3 clusters Score: Raw -50091.722859 + Penalty 187.625348 = -49904.097511 nChanged 9 SP:Iteration 15Q (90.551558 sec): 3 clusters Score: Raw -50094.214776 + Penalty 187.146841 = -49907.067935 nChanged 9 SP:Iteration 16Q (90.553322 sec): 3 clusters Score: Raw -50098.297377 + Penalty 187.283618 = -49911.013759 nChanged 11 SP:Iteration 17Q (90.555082 sec): 3 clusters Score: Raw -50102.058293 + Penalty 183.968887 = -49918.089407 nChanged 8 SP:Iteration 18Q (90.556822 sec): 3 clusters Score: Raw -50106.014784 + Penalty 182.449075 = -49923.565708 nChanged 6 SP:Iteration 19Q (90.558550 sec): 3 clusters Score: Raw -50109.357902 + Penalty 183.766317 = -49925.591585 nChanged 8 SP:Iteration 20F (90.560510 sec): 3 clusters Score: Raw -50111.536532 + Penalty 181.833019 = -49929.703513 nChanged 6 SP:Iteration 21Q (90.562241 sec): 3 clusters Score: Raw -50114.659767 + Penalty 181.642804 = -49933.016964 nChanged 5 SP:Iteration 22Q (90.564019 sec): 3 clusters Score: Raw -50116.666457 + Penalty 181.106337 = -49935.560121 nChanged 6 SP:Iteration 23Q (90.565752 sec): 3 clusters Score: Raw -50118.301121 + Penalty 181.145089 = -49937.156032 nChanged 4 SP:Iteration 24Q (90.567450 sec): 3 clusters Score: Raw -50119.286867 + Penalty 182.722835 = -49936.564032 nChanged 5 SP:Iteration 25F (90.569403 sec): 3 clusters Score: Raw -50120.793400 + Penalty 184.210211 = -49936.583188 nChanged 4 SP:Iteration 26Q (90.571184 sec): 3 clusters Score: Raw -50121.631442 + Penalty 184.951878 = -49936.679564 nChanged 6 SP:Iteration 27Q (90.572865 sec): 3 clusters Score: Raw -50123.144889 + Penalty 186.724134 = -49936.420754 nChanged 4 SP:Iteration 28F (90.574820 sec): 3 clusters Score: Raw -50123.860972 + Penalty 185.593201 = -49938.267771 nChanged 3 SP:Iteration 29Q (90.576488 sec): 3 clusters Score: Raw -50124.542356 + Penalty 186.068295 = -49938.474062 nChanged 1 SP:Iteration 30F (90.578440 sec): 3 clusters Score: Raw -50124.641178 + Penalty 187.020266 = -49937.620912 nChanged 2 SP:Iteration 31F (90.580393 sec): 3 clusters Score: Raw -50125.029410 + Penalty 189.647610 = -49935.381801 nChanged 5 SP:Iteration 32F (90.582345 sec): 3 clusters Score: Raw -50127.405112 + Penalty 192.864081 = -49934.541031 nChanged 7 SP:Iteration 33F (90.584298 sec): 3 clusters Score: Raw -50131.076052 + Penalty 194.514222 = -49936.561830 nChanged 4 SP:Iteration 34Q (90.585945 sec): 3 clusters Score: Raw -50132.532103 + Penalty 194.521545 = -49938.010558 nChanged 2 SP:Iteration 35Q (90.587631 sec): 3 clusters Score: Raw -50133.390273 + Penalty 194.855644 = -49938.534629 nChanged 1 SP:Iteration 36Q (90.589290 sec): 3 clusters Score: Raw -50134.422173 + Penalty 196.290670 = -49938.131503 nChanged 4 SP:Iteration 37F (90.591249 sec): 3 clusters Score: Raw -50135.543498 + Penalty 197.055666 = -49938.487833 nChanged 1 SP:Iteration 38Q (90.592915 sec): 3 clusters Score: Raw -50135.630907 + Penalty 197.055666 = -49938.575242 nChanged 0 SP:Iteration 39F (90.594903 sec): 3 clusters Score: Raw -50135.630907 + Penalty 197.055666 = -49938.575242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 3 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.595961 sec): 2 clusters Score: Raw -8057.901470 + Penalty 440.643797 = -7617.257673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.596529 sec): 3 clusters Score: Raw -8074.426561 + Penalty 887.053060 = -7187.373501 nChanged 55 SP:Iteration 1F (90.597078 sec): 3 clusters Score: Raw -8149.276950 + Penalty 893.303114 = -7255.973836 nChanged 10 SP:Iteration 2F (90.597623 sec): 3 clusters Score: Raw -8165.443241 + Penalty 898.605681 = -7266.837560 nChanged 12 SP:Iteration 3F (90.598189 sec): 3 clusters Score: Raw -8197.738173 + Penalty 903.040718 = -7294.697455 nChanged 11 SP:Iteration 4F (90.598754 sec): 3 clusters Score: Raw -8233.173002 + Penalty 905.296247 = -7327.876755 nChanged 5 SP:Iteration 5Q (90.599277 sec): 3 clusters Score: Raw -8259.677503 + Penalty 903.457618 = -7356.219885 nChanged 1 SP:Iteration 6Q (90.599819 sec): 3 clusters Score: Raw -8262.231507 + Penalty 903.457618 = -7358.773889 nChanged 0 SP:Iteration 7F (90.600385 sec): 3 clusters Score: Raw -8262.231507 + Penalty 903.457618 = -7358.773889 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 4 (4153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.620035 sec): 2 clusters Score: Raw -198937.939241 + Penalty 82.926449 = -198855.012792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.627720 sec): 3 clusters Score: Raw -196257.929820 + Penalty 175.711166 = -196082.218654 nChanged 1978 SP:Iteration 1F (90.635163 sec): 3 clusters Score: Raw -197896.059554 + Penalty 181.976646 = -197714.082908 nChanged 377 SP:Iteration 2F (90.642915 sec): 3 clusters Score: Raw -198138.308382 + Penalty 185.201690 = -197953.106692 nChanged 287 SP:Iteration 3F (90.650725 sec): 3 clusters Score: Raw -198385.523553 + Penalty 189.992477 = -198195.531077 nChanged 253 SP:Iteration 4F (90.658037 sec): 3 clusters Score: Raw -198647.727486 + Penalty 194.965496 = -198452.761990 nChanged 172 SP:Iteration 5Q (90.665427 sec): 3 clusters Score: Raw -198819.545945 + Penalty 183.790173 = -198635.755772 nChanged 91 SP:Iteration 6Q (90.672664 sec): 3 clusters Score: Raw -198918.705866 + Penalty 185.956922 = -198732.748944 nChanged 34 SP:Iteration 7Q (90.680446 sec): 3 clusters Score: Raw -198961.052385 + Penalty 189.107242 = -198771.945143 nChanged 10 SP:Iteration 8Q (90.687397 sec): 3 clusters Score: Raw -198968.371085 + Penalty 189.706758 = -198778.664327 nChanged 2 SP:Iteration 9Q (90.694233 sec): 3 clusters Score: Raw -198968.777470 + Penalty 191.182837 = -198777.594633 nChanged 1 SP:Iteration 10F (90.702651 sec): 3 clusters Score: Raw -198968.965193 + Penalty 191.182837 = -198777.782356 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 5 (4274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.723951 sec): 2 clusters Score: Raw -206405.275748 + Penalty 243.048166 = -206162.227582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.731793 sec): 3 clusters Score: Raw -203676.265927 + Penalty 505.811247 = -203170.454680 nChanged 1948 SP:Iteration 1F (90.739406 sec): 3 clusters Score: Raw -205501.505188 + Penalty 505.204394 = -204996.300795 nChanged 458 SP:Iteration 2F (90.747029 sec): 3 clusters Score: Raw -205770.856838 + Penalty 504.906653 = -205265.950186 nChanged 213 SP:Iteration 3Q (90.754699 sec): 3 clusters Score: Raw -205906.264237 + Penalty 510.802938 = -205395.461299 nChanged 146 SP:Iteration 4Q (90.762364 sec): 3 clusters Score: Raw -206012.204637 + Penalty 514.154151 = -205498.050486 nChanged 130 SP:Iteration 5Q (90.770085 sec): 3 clusters Score: Raw -206097.327018 + Penalty 513.366483 = -205583.960535 nChanged 121 SP:Iteration 6Q (90.777667 sec): 3 clusters Score: Raw -206184.115293 + Penalty 507.135705 = -205676.979587 nChanged 110 SP:Iteration 7Q (90.785226 sec): 3 clusters Score: Raw -206266.984076 + Penalty 509.008345 = -205757.975731 nChanged 89 SP:Iteration 8Q (90.792792 sec): 3 clusters Score: Raw -206339.294654 + Penalty 516.828732 = -205822.465922 nChanged 53 SP:Iteration 9Q (90.800057 sec): 3 clusters Score: Raw -206386.337053 + Penalty 533.846686 = -205852.490367 nChanged 40 SP:Iteration 10F (90.807724 sec): 3 clusters Score: Raw -206422.795323 + Penalty 561.709867 = -205861.085455 nChanged 22 SP:Iteration 11Q (90.814844 sec): 3 clusters Score: Raw -206443.698847 + Penalty 571.063910 = -205872.634937 nChanged 9 SP:Iteration 12Q (90.821481 sec): 3 clusters Score: Raw -206449.562327 + Penalty 568.603077 = -205880.959250 nChanged 3 SP:Iteration 13Q (90.828027 sec): 3 clusters Score: Raw -206451.277697 + Penalty 571.261406 = -205880.016292 nChanged 1 SP:Iteration 14F (90.835748 sec): 3 clusters Score: Raw -206451.844934 + Penalty 570.113233 = -205881.731701 nChanged 1 SP:Iteration 15Q (90.842451 sec): 3 clusters Score: Raw -206452.922784 + Penalty 570.113233 = -205882.809550 nChanged 0 SP:Iteration 16F (90.850516 sec): 3 clusters Score: Raw -206452.922784 + Penalty 570.113233 = -205882.809550 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 6 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.856064 sec): 2 clusters Score: Raw -27291.247474 + Penalty 366.472476 = -26924.774998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.857280 sec): 3 clusters Score: Raw -27012.330929 + Penalty 734.763519 = -26277.567410 nChanged 175 SP:Iteration 1F (90.858457 sec): 3 clusters Score: Raw -27121.315600 + Penalty 754.019003 = -26367.296598 nChanged 61 SP:Iteration 2F (90.859628 sec): 3 clusters Score: Raw -27201.404294 + Penalty 791.577491 = -26409.826804 nChanged 55 SP:Iteration 3F (90.860799 sec): 3 clusters Score: Raw -27281.304554 + Penalty 844.498259 = -26436.806294 nChanged 39 SP:Iteration 4F (90.862118 sec): 3 clusters Score: Raw -27338.774869 + Penalty 890.067929 = -26448.706940 nChanged 17 SP:Iteration 5Q (90.863378 sec): 3 clusters Score: Raw -27369.604273 + Penalty 916.727132 = -26452.877141 nChanged 4 SP:Iteration 6Q (90.864573 sec): 3 clusters Score: Raw -27376.583770 + Penalty 932.695592 = -26443.888178 nChanged 3 SP:Iteration 7F (90.865898 sec): 3 clusters Score: Raw -27381.001934 + Penalty 932.695592 = -26448.306342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 7 (405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.868577 sec): 2 clusters Score: Raw -20757.585275 + Penalty 143.705243 = -20613.880031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.869501 sec): 3 clusters Score: Raw -20548.376090 + Penalty 285.233223 = -20263.142868 nChanged 152 SP:Iteration 1F (90.870412 sec): 3 clusters Score: Raw -20640.568068 + Penalty 283.165693 = -20357.402376 nChanged 45 SP:Iteration 2F (90.871326 sec): 3 clusters Score: Raw -20681.541825 + Penalty 282.057082 = -20399.484743 nChanged 32 SP:Iteration 3F (90.872235 sec): 3 clusters Score: Raw -20707.581813 + Penalty 281.175992 = -20426.405821 nChanged 21 SP:Iteration 4F (90.873143 sec): 3 clusters Score: Raw -20723.480873 + Penalty 281.815661 = -20441.665212 nChanged 16 SP:Iteration 5Q (90.874026 sec): 3 clusters Score: Raw -20734.742040 + Penalty 282.478792 = -20452.263249 nChanged 10 SP:Iteration 6Q (90.874903 sec): 3 clusters Score: Raw -20739.919741 + Penalty 283.666055 = -20456.253685 nChanged 6 SP:Iteration 7Q (90.875779 sec): 3 clusters Score: Raw -20741.944697 + Penalty 284.825963 = -20457.118734 nChanged 6 SP:Iteration 8Q (90.876652 sec): 3 clusters Score: Raw -20744.580465 + Penalty 286.034191 = -20458.546274 nChanged 6 SP:Iteration 9Q (90.877525 sec): 3 clusters Score: Raw -20747.422147 + Penalty 287.097765 = -20460.324381 nChanged 5 SP:Iteration 10F (90.878430 sec): 3 clusters Score: Raw -20748.317539 + Penalty 287.732116 = -20460.585423 nChanged 3 SP:Iteration 11Q (90.879308 sec): 3 clusters Score: Raw -20748.950302 + Penalty 287.949059 = -20461.001243 nChanged 1 SP:Iteration 12Q (90.880185 sec): 3 clusters Score: Raw -20748.997515 + Penalty 287.949059 = -20461.048457 nChanged 0 SP:Iteration 13F (90.881089 sec): 3 clusters Score: Raw -20748.997515 + Penalty 287.949059 = -20461.048457 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 8 (3962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.892988 sec): 2 clusters Score: Raw -190746.349985 + Penalty 116.568485 = -190629.781500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.900240 sec): 3 clusters Score: Raw -188195.709559 + Penalty 253.399241 = -187942.310318 nChanged 1846 SP:Iteration 1F (90.907330 sec): 3 clusters Score: Raw -189637.328670 + Penalty 269.035428 = -189368.293242 nChanged 422 SP:Iteration 2F (90.914468 sec): 3 clusters Score: Raw -189982.328943 + Penalty 285.160569 = -189697.168374 nChanged 289 SP:Iteration 3F (90.921559 sec): 3 clusters Score: Raw -190285.192875 + Penalty 313.501105 = -189971.691770 nChanged 206 SP:Iteration 4F (90.928561 sec): 3 clusters Score: Raw -190535.811037 + Penalty 363.337486 = -190172.473551 nChanged 129 SP:Iteration 5Q (90.935588 sec): 3 clusters Score: Raw -190686.150795 + Penalty 448.876365 = -190237.274430 nChanged 54 SP:Iteration 6Q (90.943705 sec): 3 clusters Score: Raw -190747.412987 + Penalty 507.927969 = -190239.485018 nChanged 18 SP:Iteration 7Q (90.949899 sec): 3 clusters Score: Raw -190767.275033 + Penalty 546.437085 = -190220.837948 nChanged 4 SP:Iteration 8F (90.958015 sec): 3 clusters Score: Raw -190775.411124 + Penalty 596.497902 = -190178.913222 nChanged 3 SP:Iteration 9F (90.966010 sec): 3 clusters Score: Raw -190787.711506 + Penalty 596.497902 = -190191.213604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 9 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.968667 sec): 2 clusters Score: Raw -1055.157687 + Penalty 251.838612 = -803.319075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.968938 sec): 3 clusters Score: Raw -1131.065059 + Penalty 506.587759 = -624.477300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 10 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.970683 sec): 2 clusters Score: Raw -19823.773018 + Penalty 599.692244 = -19224.080774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.971588 sec): 3 clusters Score: Raw -19693.923091 + Penalty 1195.989783 = -18497.933308 nChanged 86 SP:Iteration 1F (90.972475 sec): 3 clusters Score: Raw -19775.930689 + Penalty 1195.555321 = -18580.375369 nChanged 30 SP:Iteration 2F (90.973365 sec): 3 clusters Score: Raw -19820.684475 + Penalty 1197.856530 = -18622.827945 nChanged 27 SP:Iteration 3F (90.974252 sec): 3 clusters Score: Raw -19860.644347 + Penalty 1202.033628 = -18658.610720 nChanged 23 SP:Iteration 4F (90.975135 sec): 3 clusters Score: Raw -19893.759972 + Penalty 1202.076661 = -18691.683312 nChanged 13 SP:Iteration 5Q (90.975994 sec): 3 clusters Score: Raw -19917.800658 + Penalty 1202.682129 = -18715.118529 nChanged 12 SP:Iteration 6Q (90.976846 sec): 3 clusters Score: Raw -19934.439420 + Penalty 1202.782859 = -18731.656561 nChanged 9 SP:Iteration 7Q (90.977694 sec): 3 clusters Score: Raw -19944.755670 + Penalty 1203.962636 = -18740.793034 nChanged 7 SP:Iteration 8Q (90.978535 sec): 3 clusters Score: Raw -19951.814739 + Penalty 1204.152873 = -18747.661867 nChanged 2 SP:Iteration 9Q (90.979371 sec): 3 clusters Score: Raw -19954.574106 + Penalty 1204.152873 = -18750.421234 nChanged 0 SP:Iteration 10F (90.980251 sec): 3 clusters Score: Raw -19954.574106 + Penalty 1204.152873 = -18750.421234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 11 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.981080 sec): 2 clusters Score: Raw -5804.807907 + Penalty 159.343923 = -5645.463984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.981540 sec): 3 clusters Score: Raw -5764.706170 + Penalty 327.540090 = -5437.166081 nChanged 36 SP:Iteration 1F (90.982042 sec): 3 clusters Score: Raw -5821.247518 + Penalty 336.994210 = -5484.253308 nChanged 16 SP:Iteration 2F (90.982488 sec): 3 clusters Score: Raw -5850.091305 + Penalty 336.828529 = -5513.262776 nChanged 1 SP:Iteration 3Q (90.982962 sec): 3 clusters Score: Raw -5853.193084 + Penalty 336.828529 = -5516.364556 nChanged 0 SP:Iteration 4F (90.983442 sec): 3 clusters Score: Raw -5853.193084 + Penalty 336.828529 = -5516.364556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 12 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.984439 sec): 2 clusters Score: Raw -5014.752046 + Penalty 439.869901 = -4574.882145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.984885 sec): 3 clusters Score: Raw -5042.418467 + Penalty 876.954735 = -4165.463732 nChanged 10 SP:Iteration 1F (90.985273 sec): 3 clusters Score: Raw -5062.490453 + Penalty 876.146249 = -4186.344204 nChanged 2 SP:Iteration 2Q (90.985672 sec): 3 clusters Score: Raw -5070.926464 + Penalty 876.146249 = -4194.780215 nChanged 0 SP:Iteration 3F (90.986065 sec): 3 clusters Score: Raw -5070.926464 + Penalty 876.146249 = -4194.780215 nChanged 0 Memory request: 0.04 GB would take us to total of 0.41 GB. Trying to split cluster 14 (9196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.026377 sec): 2 clusters Score: Raw -431647.472857 + Penalty 255.658828 = -431391.814029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.043300 sec): 3 clusters Score: Raw -425555.834969 + Penalty 518.767087 = -425037.067882 nChanged 4238 SP:Iteration 1F (91.060320 sec): 3 clusters Score: Raw -429320.820321 + Penalty 510.234320 = -428810.586001 nChanged 1628 SP:Iteration 2F (91.077145 sec): 3 clusters Score: Raw -430863.134853 + Penalty 472.797295 = -430390.337558 nChanged 443 SP:Iteration 3Q (91.094283 sec): 3 clusters Score: Raw -431358.179952 + Penalty 432.616593 = -430925.563359 nChanged 216 SP:Iteration 4Q (91.110982 sec): 3 clusters Score: Raw -431779.353013 + Penalty 418.831821 = -431360.521192 nChanged 71 SP:Iteration 5Q (91.125187 sec): 3 clusters Score: Raw -431866.180206 + Penalty 413.043890 = -431453.136316 nChanged 43 SP:Iteration 6Q (91.139112 sec): 3 clusters Score: Raw -431879.811448 + Penalty 411.975042 = -431467.836406 nChanged 31 SP:Iteration 7Q (91.153035 sec): 3 clusters Score: Raw -431887.252211 + Penalty 410.035644 = -431477.216567 nChanged 35 SP:Iteration 8Q (91.167035 sec): 3 clusters Score: Raw -431895.198526 + Penalty 408.057228 = -431487.141298 nChanged 34 SP:Iteration 9Q (91.180824 sec): 3 clusters Score: Raw -431903.340098 + Penalty 407.421991 = -431495.918106 nChanged 32 SP:Iteration 10F (91.197474 sec): 3 clusters Score: Raw -431908.837053 + Penalty 407.360024 = -431501.477029 nChanged 19 SP:Iteration 11Q (91.211431 sec): 3 clusters Score: Raw -431911.210547 + Penalty 406.984550 = -431504.225998 nChanged 13 SP:Iteration 12Q (91.225265 sec): 3 clusters Score: Raw -431912.148223 + Penalty 407.107404 = -431505.040818 nChanged 5 SP:Iteration 13Q (91.239043 sec): 3 clusters Score: Raw -431912.352903 + Penalty 406.731303 = -431505.621600 nChanged 4 SP:Iteration 14Q (91.253135 sec): 3 clusters Score: Raw -431912.608526 + Penalty 405.960669 = -431506.647856 nChanged 5 SP:Iteration 15Q (91.267187 sec): 3 clusters Score: Raw -431913.336761 + Penalty 405.314070 = -431508.022691 nChanged 8 SP:Iteration 16Q (91.281506 sec): 3 clusters Score: Raw -431913.808450 + Penalty 405.424874 = -431508.383576 nChanged 2 SP:Iteration 17Q (91.295188 sec): 3 clusters Score: Raw -431913.849057 + Penalty 405.540860 = -431508.308197 nChanged 1 SP:Iteration 18F (91.312102 sec): 3 clusters Score: Raw -431913.856128 + Penalty 405.661979 = -431508.194150 nChanged 2 SP:Iteration 19F (91.328879 sec): 3 clusters Score: Raw -431913.889012 + Penalty 405.694713 = -431508.194299 nChanged 1 SP:Iteration 20F (91.345751 sec): 3 clusters Score: Raw -431913.892168 + Penalty 405.694713 = -431508.197456 nChanged 0 Score: Raw -1803109.476342 + Penalty 89566.941483 = -1713542.534859 Splitting cluster 14 changes total score from -1681379.536981 to -1713542.534859 So it's getting split into cluster 13. Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 15 (694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.388941 sec): 2 clusters Score: Raw -33947.736618 + Penalty 149.697317 = -33798.039301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.390433 sec): 3 clusters Score: Raw -33539.806079 + Penalty 324.480851 = -33215.325228 nChanged 294 SP:Iteration 1F (93.391920 sec): 3 clusters Score: Raw -33887.201031 + Penalty 331.233230 = -33555.967800 nChanged 62 SP:Iteration 2F (93.393470 sec): 3 clusters Score: Raw -33936.852143 + Penalty 331.537839 = -33605.314304 nChanged 18 SP:Iteration 3Q (93.394956 sec): 3 clusters Score: Raw -33951.672374 + Penalty 335.575178 = -33616.097196 nChanged 11 SP:Iteration 4Q (93.396384 sec): 3 clusters Score: Raw -33960.735199 + Penalty 340.106633 = -33620.628566 nChanged 12 SP:Iteration 5Q (93.397791 sec): 3 clusters Score: Raw -33967.320803 + Penalty 343.747753 = -33623.573051 nChanged 9 SP:Iteration 6Q (93.399225 sec): 3 clusters Score: Raw -33972.331911 + Penalty 349.251805 = -33623.080106 nChanged 8 SP:Iteration 7F (93.400746 sec): 3 clusters Score: Raw -33976.338043 + Penalty 355.975538 = -33620.362505 nChanged 8 SP:Iteration 8F (93.402251 sec): 3 clusters Score: Raw -33980.687255 + Penalty 364.545043 = -33616.142212 nChanged 7 SP:Iteration 9F (93.403744 sec): 3 clusters Score: Raw -33983.864590 + Penalty 367.056054 = -33616.808536 nChanged 2 SP:Iteration 10F (93.405288 sec): 3 clusters Score: Raw -33983.988473 + Penalty 367.056054 = -33616.932419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 16 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.407756 sec): 2 clusters Score: Raw -14655.842136 + Penalty 469.210333 = -14186.631803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.408587 sec): 3 clusters Score: Raw -14557.352076 + Penalty 937.793148 = -13619.558928 nChanged 86 SP:Iteration 1F (93.409389 sec): 3 clusters Score: Raw -14652.981500 + Penalty 937.738589 = -13715.242911 nChanged 23 SP:Iteration 2F (93.410189 sec): 3 clusters Score: Raw -14679.986049 + Penalty 938.642010 = -13741.344039 nChanged 16 SP:Iteration 3F (93.410989 sec): 3 clusters Score: Raw -14700.512655 + Penalty 939.011395 = -13761.501260 nChanged 16 SP:Iteration 4F (93.411790 sec): 3 clusters Score: Raw -14721.269575 + Penalty 940.612769 = -13780.656806 nChanged 12 SP:Iteration 5Q (93.412585 sec): 3 clusters Score: Raw -14733.464046 + Penalty 941.047636 = -13792.416410 nChanged 9 SP:Iteration 6Q (93.413368 sec): 3 clusters Score: Raw -14739.862936 + Penalty 942.290968 = -13797.571968 nChanged 9 SP:Iteration 7Q (93.414152 sec): 3 clusters Score: Raw -14747.835963 + Penalty 941.637270 = -13806.198694 nChanged 7 SP:Iteration 8Q (93.414938 sec): 3 clusters Score: Raw -14755.958399 + Penalty 941.208120 = -13814.750279 nChanged 6 SP:Iteration 9Q (93.415718 sec): 3 clusters Score: Raw -14761.626190 + Penalty 946.004700 = -13815.621490 nChanged 8 SP:Iteration 10F (93.416528 sec): 3 clusters Score: Raw -14770.749679 + Penalty 951.403450 = -13819.346230 nChanged 7 SP:Iteration 11Q (93.417308 sec): 3 clusters Score: Raw -14778.668115 + Penalty 959.887982 = -13818.780134 nChanged 7 SP:Iteration 12F (93.418116 sec): 3 clusters Score: Raw -14784.667517 + Penalty 964.148538 = -13820.518980 nChanged 6 SP:Iteration 13Q (93.418888 sec): 3 clusters Score: Raw -14795.107984 + Penalty 977.602991 = -13817.504993 nChanged 8 SP:Iteration 14F (93.419701 sec): 3 clusters Score: Raw -14810.572365 + Penalty 986.153920 = -13824.418446 nChanged 3 SP:Iteration 15Q (93.420431 sec): 3 clusters Score: Raw -14813.435059 + Penalty 987.234274 = -13826.200785 nChanged 1 SP:Iteration 16Q (93.421168 sec): 3 clusters Score: Raw -14814.360169 + Penalty 987.349015 = -13827.011154 nChanged 1 SP:Iteration 17Q (93.421884 sec): 3 clusters Score: Raw -14816.030213 + Penalty 987.349015 = -13828.681198 nChanged 0 SP:Iteration 18F (93.422714 sec): 3 clusters Score: Raw -14816.030213 + Penalty 987.349015 = -13828.681198 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 18 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.423720 sec): 2 clusters Score: Raw -9447.128360 + Penalty 186.533621 = -9260.594739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.424318 sec): 3 clusters Score: Raw -9359.764635 + Penalty 377.977147 = -8981.787488 nChanged 60 SP:Iteration 1F (93.424941 sec): 3 clusters Score: Raw -9413.106254 + Penalty 376.693687 = -9036.412567 nChanged 19 SP:Iteration 2F (93.425529 sec): 3 clusters Score: Raw -9425.070195 + Penalty 372.939708 = -9052.130486 nChanged 8 SP:Iteration 3Q (93.426090 sec): 3 clusters Score: Raw -9429.076359 + Penalty 372.207006 = -9056.869353 nChanged 3 SP:Iteration 4Q (93.426647 sec): 3 clusters Score: Raw -9430.732284 + Penalty 372.207006 = -9058.525278 nChanged 0 SP:Iteration 5F (93.427221 sec): 3 clusters Score: Raw -9430.732284 + Penalty 372.207006 = -9058.525278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 19 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.428013 sec): 2 clusters Score: Raw -3278.349489 + Penalty 436.489019 = -2841.860470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.428345 sec): 3 clusters Score: Raw -3335.364273 + Penalty 875.910006 = -2459.454267 nChanged 6 SP:Iteration 1F (93.428665 sec): 3 clusters Score: Raw -3352.681702 + Penalty 875.910006 = -2476.771696 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 20 (572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.430713 sec): 2 clusters Score: Raw -28324.098172 + Penalty 281.778887 = -28042.319285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.432022 sec): 3 clusters Score: Raw -28065.545715 + Penalty 560.727525 = -27504.818190 nChanged 220 SP:Iteration 1F (93.433267 sec): 3 clusters Score: Raw -28286.003769 + Penalty 558.039402 = -27727.964368 nChanged 70 SP:Iteration 2F (93.434484 sec): 3 clusters Score: Raw -28384.077551 + Penalty 557.941206 = -27826.136346 nChanged 50 SP:Iteration 3F (93.435702 sec): 3 clusters Score: Raw -28457.848217 + Penalty 561.790341 = -27896.057877 nChanged 34 SP:Iteration 4F (93.436950 sec): 3 clusters Score: Raw -28513.244416 + Penalty 563.861250 = -27949.383166 nChanged 22 SP:Iteration 5Q (93.438130 sec): 3 clusters Score: Raw -28534.345128 + Penalty 568.396713 = -27965.948415 nChanged 18 SP:Iteration 6Q (93.439305 sec): 3 clusters Score: Raw -28548.963602 + Penalty 571.847595 = -27977.116007 nChanged 10 SP:Iteration 7Q (93.440468 sec): 3 clusters Score: Raw -28557.136239 + Penalty 573.439478 = -27983.696761 nChanged 12 SP:Iteration 8Q (93.441631 sec): 3 clusters Score: Raw -28566.780863 + Penalty 578.286292 = -27988.494571 nChanged 10 SP:Iteration 9Q (93.442792 sec): 3 clusters Score: Raw -28573.686011 + Penalty 580.936810 = -27992.749201 nChanged 8 SP:Iteration 10F (93.444017 sec): 3 clusters Score: Raw -28578.293335 + Penalty 583.305307 = -27994.988029 nChanged 3 SP:Iteration 11Q (93.445188 sec): 3 clusters Score: Raw -28581.568496 + Penalty 585.146862 = -27996.421633 nChanged 2 SP:Iteration 12Q (93.446338 sec): 3 clusters Score: Raw -28583.799427 + Penalty 586.556051 = -27997.243376 nChanged 1 SP:Iteration 13Q (93.447586 sec): 3 clusters Score: Raw -28584.955998 + Penalty 587.409618 = -27997.546381 nChanged 1 SP:Iteration 14Q (93.448763 sec): 3 clusters Score: Raw -28585.831097 + Penalty 587.409618 = -27998.421479 nChanged 0 SP:Iteration 15F (93.449989 sec): 3 clusters Score: Raw -28585.831097 + Penalty 587.409618 = -27998.421479 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 21 (575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.451984 sec): 2 clusters Score: Raw -27190.753892 + Penalty 208.281850 = -26982.472042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.453266 sec): 3 clusters Score: Raw -26905.077981 + Penalty 417.580059 = -26487.497923 nChanged 229 SP:Iteration 1F (93.454562 sec): 3 clusters Score: Raw -27089.636602 + Penalty 417.463444 = -26672.173158 nChanged 58 SP:Iteration 2F (93.456101 sec): 3 clusters Score: Raw -27146.733616 + Penalty 417.676721 = -26729.056896 nChanged 36 SP:Iteration 3F (93.457338 sec): 3 clusters Score: Raw -27212.123496 + Penalty 414.098383 = -26798.025113 nChanged 28 SP:Iteration 4Q (93.458598 sec): 3 clusters Score: Raw -27271.751574 + Penalty 412.733760 = -26859.017814 nChanged 20 SP:Iteration 5Q (93.459782 sec): 3 clusters Score: Raw -27314.937933 + Penalty 412.373620 = -26902.564313 nChanged 20 SP:Iteration 6Q (93.460954 sec): 3 clusters Score: Raw -27339.965619 + Penalty 414.117641 = -26925.847978 nChanged 19 SP:Iteration 7Q (93.462115 sec): 3 clusters Score: Raw -27358.191871 + Penalty 416.670774 = -26941.521097 nChanged 13 SP:Iteration 8Q (93.463274 sec): 3 clusters Score: Raw -27371.441909 + Penalty 418.248772 = -26953.193138 nChanged 7 SP:Iteration 9Q (93.464432 sec): 3 clusters Score: Raw -27375.424034 + Penalty 419.387051 = -26956.036983 nChanged 5 SP:Iteration 10F (93.465683 sec): 3 clusters Score: Raw -27376.963820 + Penalty 419.915401 = -26957.048418 nChanged 2 SP:Iteration 11Q (93.466845 sec): 3 clusters Score: Raw -27377.662512 + Penalty 419.915401 = -26957.747111 nChanged 0 SP:Iteration 12F (93.468093 sec): 3 clusters Score: Raw -27377.662512 + Penalty 419.915401 = -26957.747111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 22 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.468938 sec): 2 clusters Score: Raw -4810.049880 + Penalty 202.098304 = -4607.951575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.469380 sec): 3 clusters Score: Raw -4787.881865 + Penalty 393.196040 = -4394.685825 nChanged 28 SP:Iteration 1F (93.469814 sec): 3 clusters Score: Raw -4839.803016 + Penalty 390.716697 = -4449.086318 nChanged 6 SP:Iteration 2F (93.470263 sec): 3 clusters Score: Raw -4856.225182 + Penalty 390.014963 = -4466.210219 nChanged 3 SP:Iteration 3Q (93.470690 sec): 3 clusters Score: Raw -4863.984653 + Penalty 392.453373 = -4471.531280 nChanged 2 SP:Iteration 4Q (93.471110 sec): 3 clusters Score: Raw -4872.289058 + Penalty 392.623247 = -4479.665811 nChanged 1 SP:Iteration 5Q (93.471527 sec): 3 clusters Score: Raw -4876.682321 + Penalty 392.071039 = -4484.611281 nChanged 1 SP:Iteration 6Q (93.471944 sec): 3 clusters Score: Raw -4880.163333 + Penalty 392.071039 = -4488.092293 nChanged 0 SP:Iteration 7F (93.472383 sec): 3 clusters Score: Raw -4880.163333 + Penalty 392.071039 = -4488.092293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 23 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.473317 sec): 2 clusters Score: Raw -8262.942827 + Penalty 179.229404 = -8083.713424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.473875 sec): 3 clusters Score: Raw -8189.032840 + Penalty 369.130514 = -7819.902326 nChanged 54 SP:Iteration 1F (93.474447 sec): 3 clusters Score: Raw -8233.790819 + Penalty 377.701475 = -7856.089344 nChanged 14 SP:Iteration 2F (93.475015 sec): 3 clusters Score: Raw -8250.515605 + Penalty 385.738355 = -7864.777250 nChanged 10 SP:Iteration 3F (93.475578 sec): 3 clusters Score: Raw -8262.843283 + Penalty 393.817600 = -7869.025683 nChanged 7 SP:Iteration 4Q (93.476128 sec): 3 clusters Score: Raw -8270.331922 + Penalty 398.851261 = -7871.480661 nChanged 3 SP:Iteration 5Q (93.476679 sec): 3 clusters Score: Raw -8273.917255 + Penalty 406.975831 = -7866.941424 nChanged 4 SP:Iteration 6F (93.477243 sec): 3 clusters Score: Raw -8280.073452 + Penalty 415.134603 = -7864.938849 nChanged 4 SP:Iteration 7F (93.477801 sec): 3 clusters Score: Raw -8292.007284 + Penalty 416.955700 = -7875.051585 nChanged 1 SP:Iteration 8Q (93.478317 sec): 3 clusters Score: Raw -8293.594833 + Penalty 418.412493 = -7875.182341 nChanged 1 SP:Iteration 9Q (93.478830 sec): 3 clusters Score: Raw -8294.527779 + Penalty 418.412493 = -7876.115286 nChanged 0 SP:Iteration 10F (93.479382 sec): 3 clusters Score: Raw -8294.527779 + Penalty 418.412493 = -7876.115286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 24 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.480194 sec): 2 clusters Score: Raw -5985.186235 + Penalty 480.647745 = -5504.538490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.480619 sec): 3 clusters Score: Raw -5997.957447 + Penalty 961.480794 = -5036.476654 nChanged 7 SP:Iteration 1F (93.481030 sec): 3 clusters Score: Raw -6010.676516 + Penalty 961.566728 = -5049.109788 nChanged 3 SP:Iteration 2Q (93.481432 sec): 3 clusters Score: Raw -6018.190842 + Penalty 961.295490 = -5056.895352 nChanged 1 SP:Iteration 3Q (93.481833 sec): 3 clusters Score: Raw -6019.362405 + Penalty 961.067207 = -5058.295197 nChanged 1 SP:Iteration 4Q (93.482234 sec): 3 clusters Score: Raw -6021.592820 + Penalty 960.778606 = -5060.814214 nChanged 1 SP:Iteration 5Q (93.482634 sec): 3 clusters Score: Raw -6023.454575 + Penalty 960.778606 = -5062.675969 nChanged 0 SP:Iteration 6F (93.483043 sec): 3 clusters Score: Raw -6023.454575 + Penalty 960.778606 = -5062.675969 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 25 (739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.487031 sec): 2 clusters Score: Raw -35959.863395 + Penalty 104.591814 = -35855.271581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.488603 sec): 3 clusters Score: Raw -35565.114946 + Penalty 273.766365 = -35291.348581 nChanged 306 SP:Iteration 1F (93.490186 sec): 3 clusters Score: Raw -35974.919517 + Penalty 281.805184 = -35693.114333 nChanged 36 SP:Iteration 2Q (93.491767 sec): 3 clusters Score: Raw -36002.591069 + Penalty 281.109897 = -35721.481172 nChanged 3 SP:Iteration 3Q (93.493261 sec): 3 clusters Score: Raw -36003.847701 + Penalty 281.109897 = -35722.737804 nChanged 0 SP:Iteration 4F (93.495066 sec): 3 clusters Score: Raw -36003.847701 + Penalty 281.109897 = -35722.737804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 27 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.499862 sec): 2 clusters Score: Raw -4317.401216 + Penalty 570.148969 = -3747.252247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.500290 sec): 3 clusters Score: Raw -4442.529620 + Penalty 1139.762000 = -3302.767620 nChanged 5 SP:Iteration 1Q (93.500669 sec): 3 clusters Score: Raw -4455.659417 + Penalty 1138.654192 = -3317.005225 nChanged 5 SP:Iteration 2Q (93.501046 sec): 3 clusters Score: Raw -4474.102258 + Penalty 1137.747351 = -3336.354907 nChanged 2 SP:Iteration 3Q (93.501422 sec): 3 clusters Score: Raw -4481.909288 + Penalty 1140.285782 = -3341.623507 nChanged 2 SP:Iteration 4Q (93.501795 sec): 3 clusters Score: Raw -4487.168698 + Penalty 1140.285782 = -3346.882916 nChanged 0 SP:Iteration 5F (93.502192 sec): 3 clusters Score: Raw -4487.168698 + Penalty 1140.285782 = -3346.882916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 28 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.502860 sec): 2 clusters Score: Raw -2547.001652 + Penalty 328.115326 = -2218.886326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.503186 sec): 3 clusters Score: Raw -2591.545380 + Penalty 674.991244 = -1916.554136 nChanged 5 SP:Iteration 1F (93.503507 sec): 3 clusters Score: Raw -2608.073571 + Penalty 683.156688 = -1924.916883 nChanged 2 SP:Iteration 2Q (93.503811 sec): 3 clusters Score: Raw -2618.650614 + Penalty 683.156688 = -1935.493926 nChanged 0 SP:Iteration 3F (93.504133 sec): 3 clusters Score: Raw -2618.650614 + Penalty 683.156688 = -1935.493926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 30 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.505570 sec): 2 clusters Score: Raw -10206.486428 + Penalty 449.744191 = -9756.742237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.506181 sec): 3 clusters Score: Raw -10165.508046 + Penalty 898.825854 = -9266.682192 nChanged 46 SP:Iteration 1F (93.506811 sec): 3 clusters Score: Raw -10233.883209 + Penalty 903.323238 = -9330.559971 nChanged 18 SP:Iteration 2F (93.507402 sec): 3 clusters Score: Raw -10269.017673 + Penalty 911.135911 = -9357.881762 nChanged 10 SP:Iteration 3Q (93.507976 sec): 3 clusters Score: Raw -10283.624631 + Penalty 919.959012 = -9363.665619 nChanged 6 SP:Iteration 4Q (93.508547 sec): 3 clusters Score: Raw -10292.499554 + Penalty 923.467426 = -9369.032128 nChanged 4 SP:Iteration 5Q (93.509112 sec): 3 clusters Score: Raw -10296.309756 + Penalty 927.901628 = -9368.408128 nChanged 3 SP:Iteration 6F (93.509698 sec): 3 clusters Score: Raw -10303.686074 + Penalty 931.067488 = -9372.618586 nChanged 3 SP:Iteration 7Q (93.510287 sec): 3 clusters Score: Raw -10305.839519 + Penalty 933.332236 = -9372.507283 nChanged 2 SP:Iteration 8F (93.510891 sec): 3 clusters Score: Raw -10309.690125 + Penalty 936.023427 = -9373.666699 nChanged 1 SP:Iteration 9Q (93.511459 sec): 3 clusters Score: Raw -10310.404846 + Penalty 936.023427 = -9374.381419 nChanged 0 SP:Iteration 10F (93.512061 sec): 3 clusters Score: Raw -10310.404846 + Penalty 936.023427 = -9374.381419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 31 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.513588 sec): 2 clusters Score: Raw -18008.305357 + Penalty 416.903570 = -17591.401787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.514527 sec): 3 clusters Score: Raw -17910.661033 + Penalty 833.988962 = -17076.672071 nChanged 92 SP:Iteration 1F (93.515447 sec): 3 clusters Score: Raw -17980.283046 + Penalty 835.728407 = -17144.554638 nChanged 25 SP:Iteration 2F (93.516359 sec): 3 clusters Score: Raw -17999.286268 + Penalty 837.819680 = -17161.466587 nChanged 17 SP:Iteration 3Q (93.517256 sec): 3 clusters Score: Raw -18009.843124 + Penalty 841.199438 = -17168.643687 nChanged 16 SP:Iteration 4Q (93.518123 sec): 3 clusters Score: Raw -18024.074878 + Penalty 845.434298 = -17178.640580 nChanged 17 SP:Iteration 5Q (93.518978 sec): 3 clusters Score: Raw -18043.917790 + Penalty 848.208882 = -17195.708908 nChanged 20 SP:Iteration 6F (93.519842 sec): 3 clusters Score: Raw -18083.527781 + Penalty 853.462587 = -17230.065194 nChanged 26 SP:Iteration 7F (93.520705 sec): 3 clusters Score: Raw -18163.420864 + Penalty 852.341719 = -17311.079144 nChanged 18 SP:Iteration 8Q (93.521543 sec): 3 clusters Score: Raw -18221.889801 + Penalty 850.016462 = -17371.873339 nChanged 15 SP:Iteration 9Q (93.522347 sec): 3 clusters Score: Raw -18271.709451 + Penalty 843.636794 = -17428.072657 nChanged 17 SP:Iteration 10F (93.523209 sec): 3 clusters Score: Raw -18319.265756 + Penalty 838.417290 = -17480.848466 nChanged 13 SP:Iteration 11Q (93.523988 sec): 3 clusters Score: Raw -18348.547767 + Penalty 836.812443 = -17511.735324 nChanged 10 SP:Iteration 12Q (93.524766 sec): 3 clusters Score: Raw -18365.352869 + Penalty 834.095210 = -17531.257659 nChanged 7 SP:Iteration 13Q (93.525537 sec): 3 clusters Score: Raw -18372.792028 + Penalty 832.618193 = -17540.173835 nChanged 5 SP:Iteration 14Q (93.526305 sec): 3 clusters Score: Raw -18379.064249 + Penalty 831.985948 = -17547.078301 nChanged 4 SP:Iteration 15Q (93.527072 sec): 3 clusters Score: Raw -18382.866592 + Penalty 832.064980 = -17550.801612 nChanged 4 SP:Iteration 16Q (93.527837 sec): 3 clusters Score: Raw -18386.747064 + Penalty 831.802308 = -17554.944756 nChanged 2 SP:Iteration 17Q (93.528603 sec): 3 clusters Score: Raw -18388.217599 + Penalty 831.802308 = -17556.415291 nChanged 0 SP:Iteration 18F (93.529472 sec): 3 clusters Score: Raw -18388.217599 + Penalty 831.802308 = -17556.415291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 32 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.530340 sec): 2 clusters Score: Raw -6060.987287 + Penalty 548.896524 = -5512.090764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.530813 sec): 3 clusters Score: Raw -6106.281487 + Penalty 1098.883053 = -5007.398434 nChanged 7 SP:Iteration 1F (93.531254 sec): 3 clusters Score: Raw -6119.479730 + Penalty 1098.238575 = -5021.241155 nChanged 3 SP:Iteration 2Q (93.531683 sec): 3 clusters Score: Raw -6125.580367 + Penalty 1098.238575 = -5027.341792 nChanged 0 SP:Iteration 3F (93.532123 sec): 3 clusters Score: Raw -6125.580367 + Penalty 1098.238575 = -5027.341792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 33 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.533494 sec): 2 clusters Score: Raw -15378.472271 + Penalty 745.826835 = -14632.645435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.534325 sec): 3 clusters Score: Raw -15359.665094 + Penalty 1493.583412 = -13866.081682 nChanged 64 SP:Iteration 1F (93.535148 sec): 3 clusters Score: Raw -15445.480347 + Penalty 1495.439735 = -13950.040612 nChanged 20 SP:Iteration 2F (93.535969 sec): 3 clusters Score: Raw -15486.448452 + Penalty 1496.523548 = -13989.924903 nChanged 10 SP:Iteration 3Q (93.536759 sec): 3 clusters Score: Raw -15501.192233 + Penalty 1497.835978 = -14003.356256 nChanged 7 SP:Iteration 4Q (93.537547 sec): 3 clusters Score: Raw -15511.874731 + Penalty 1498.959560 = -14012.915171 nChanged 7 SP:Iteration 5Q (93.538330 sec): 3 clusters Score: Raw -15538.664363 + Penalty 1499.420736 = -14039.243626 nChanged 7 SP:Iteration 6Q (93.539111 sec): 3 clusters Score: Raw -15549.321781 + Penalty 1500.624432 = -14048.697349 nChanged 3 SP:Iteration 7Q (93.539892 sec): 3 clusters Score: Raw -15554.923874 + Penalty 1500.624432 = -14054.299442 nChanged 0 SP:Iteration 8F (93.540714 sec): 3 clusters Score: Raw -15554.923874 + Penalty 1500.624432 = -14054.299442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 34 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.541820 sec): 2 clusters Score: Raw -11827.336217 + Penalty 497.064624 = -11330.271593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.542484 sec): 3 clusters Score: Raw -11764.100001 + Penalty 993.985874 = -10770.114128 nChanged 47 SP:Iteration 1F (93.543136 sec): 3 clusters Score: Raw -11803.105730 + Penalty 993.494422 = -10809.611307 nChanged 16 SP:Iteration 2F (93.543788 sec): 3 clusters Score: Raw -11820.798890 + Penalty 994.939024 = -10825.859866 nChanged 8 SP:Iteration 3Q (93.544430 sec): 3 clusters Score: Raw -11826.789394 + Penalty 997.581595 = -10829.207798 nChanged 4 SP:Iteration 4Q (93.545073 sec): 3 clusters Score: Raw -11832.957368 + Penalty 998.419362 = -10834.538006 nChanged 5 SP:Iteration 5Q (93.545713 sec): 3 clusters Score: Raw -11840.672002 + Penalty 1000.342869 = -10840.329133 nChanged 5 SP:Iteration 6Q (93.546350 sec): 3 clusters Score: Raw -11845.728585 + Penalty 1006.107672 = -10839.620912 nChanged 5 SP:Iteration 7F (93.546996 sec): 3 clusters Score: Raw -11848.823928 + Penalty 1007.842689 = -10840.981239 nChanged 2 SP:Iteration 8Q (93.547634 sec): 3 clusters Score: Raw -11849.972569 + Penalty 1007.166705 = -10842.805864 nChanged 1 SP:Iteration 9Q (93.548272 sec): 3 clusters Score: Raw -11850.784674 + Penalty 1007.166705 = -10843.617969 nChanged 0 SP:Iteration 10F (93.548916 sec): 3 clusters Score: Raw -11850.784674 + Penalty 1007.166705 = -10843.617969 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 35 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.549433 sec): 2 clusters Score: Raw -708.394644 + Penalty 232.579221 = -475.815423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.549671 sec): 3 clusters Score: Raw -717.974179 + Penalty 465.535691 = -252.438488 nChanged 1 SP:Iteration 1F (93.549906 sec): 3 clusters Score: Raw -726.575088 + Penalty 465.535691 = -261.039397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 36 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.550454 sec): 2 clusters Score: Raw -956.135400 + Penalty 245.264533 = -710.870867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.550698 sec): 3 clusters Score: Raw -989.449298 + Penalty 488.334824 = -501.114473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 37 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.551325 sec): 2 clusters Score: Raw -2169.552014 + Penalty 613.053771 = -1556.498242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.551654 sec): 3 clusters Score: Raw -2409.081278 + Penalty 1228.952809 = -1180.128470 nChanged 1 SP:Iteration 1Q (93.551958 sec): 3 clusters Score: Raw -2420.411589 + Penalty 1228.952809 = -1191.458780 nChanged 0 SP:Iteration 2F (93.552281 sec): 3 clusters Score: Raw -2420.411589 + Penalty 1228.952809 = -1191.458780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 38 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.552803 sec): 2 clusters Score: Raw -883.907269 + Penalty 230.852420 = -653.054850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.553047 sec): 3 clusters Score: Raw -932.344483 + Penalty 471.244646 = -461.099837 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 39 (684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.555641 sec): 2 clusters Score: Raw -32031.393190 + Penalty 363.048472 = -31668.344717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.557148 sec): 3 clusters Score: Raw -31678.710672 + Penalty 724.617273 = -30954.093399 nChanged 246 SP:Iteration 1F (93.558608 sec): 3 clusters Score: Raw -31927.025348 + Penalty 742.885127 = -31184.140221 nChanged 77 SP:Iteration 2F (93.560067 sec): 3 clusters Score: Raw -32001.663924 + Penalty 752.527869 = -31249.136056 nChanged 32 SP:Iteration 3Q (93.561497 sec): 3 clusters Score: Raw -32029.628597 + Penalty 756.687174 = -31272.941423 nChanged 26 SP:Iteration 4Q (93.562914 sec): 3 clusters Score: Raw -32060.658522 + Penalty 758.748316 = -31301.910206 nChanged 27 SP:Iteration 5Q (93.564305 sec): 3 clusters Score: Raw -32088.397269 + Penalty 766.778445 = -31321.618823 nChanged 23 SP:Iteration 6Q (93.565685 sec): 3 clusters Score: Raw -32103.794257 + Penalty 769.242107 = -31334.552150 nChanged 11 SP:Iteration 7Q (93.567092 sec): 3 clusters Score: Raw -32110.165327 + Penalty 772.459498 = -31337.705830 nChanged 5 SP:Iteration 8Q (93.568478 sec): 3 clusters Score: Raw -32115.744012 + Penalty 774.982062 = -31340.761950 nChanged 7 SP:Iteration 9Q (93.569853 sec): 3 clusters Score: Raw -32119.539962 + Penalty 774.982062 = -31344.557900 nChanged 0 SP:Iteration 10F (93.571319 sec): 3 clusters Score: Raw -32119.539962 + Penalty 774.982062 = -31344.557900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 40 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.572258 sec): 2 clusters Score: Raw -8541.877461 + Penalty 567.148502 = -7974.728959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.572770 sec): 3 clusters Score: Raw -8542.931861 + Penalty 1134.297005 = -7408.634856 nChanged 16 SP:Iteration 1F (93.573274 sec): 3 clusters Score: Raw -8572.343059 + Penalty 1134.297005 = -7438.046054 nChanged 6 SP:Iteration 2Q (93.573771 sec): 3 clusters Score: Raw -8587.015648 + Penalty 1134.297005 = -7452.718643 nChanged 6 SP:Iteration 3Q (93.574264 sec): 3 clusters Score: Raw -8597.361049 + Penalty 1134.297005 = -7463.064044 nChanged 0 SP:Iteration 4F (93.574769 sec): 3 clusters Score: Raw -8597.361049 + Penalty 1134.297005 = -7463.064044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 41 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.575980 sec): 2 clusters Score: Raw -13248.577636 + Penalty 415.583748 = -12832.993888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.576688 sec): 3 clusters Score: Raw -13149.348084 + Penalty 832.047408 = -12317.300677 nChanged 62 SP:Iteration 1F (93.577383 sec): 3 clusters Score: Raw -13198.803054 + Penalty 832.811044 = -12365.992010 nChanged 16 SP:Iteration 2F (93.578077 sec): 3 clusters Score: Raw -13215.031324 + Penalty 831.197736 = -12383.833587 nChanged 9 SP:Iteration 3Q (93.578765 sec): 3 clusters Score: Raw -13227.773257 + Penalty 832.589916 = -12395.183341 nChanged 7 SP:Iteration 4Q (93.579450 sec): 3 clusters Score: Raw -13233.212238 + Penalty 834.053058 = -12399.159181 nChanged 6 SP:Iteration 5Q (93.580131 sec): 3 clusters Score: Raw -13242.580924 + Penalty 835.515731 = -12407.065193 nChanged 9 SP:Iteration 6Q (93.580812 sec): 3 clusters Score: Raw -13256.483782 + Penalty 838.508500 = -12417.975282 nChanged 6 SP:Iteration 7Q (93.581486 sec): 3 clusters Score: Raw -13266.450756 + Penalty 842.572947 = -12423.877809 nChanged 7 SP:Iteration 8Q (93.582154 sec): 3 clusters Score: Raw -13275.857132 + Penalty 849.242267 = -12426.614865 nChanged 7 SP:Iteration 9Q (93.582815 sec): 3 clusters Score: Raw -13282.426484 + Penalty 855.049567 = -12427.376916 nChanged 6 SP:Iteration 10F (93.583499 sec): 3 clusters Score: Raw -13288.040860 + Penalty 860.556237 = -12427.484624 nChanged 6 SP:Iteration 11Q (93.584147 sec): 3 clusters Score: Raw -13295.292739 + Penalty 865.079654 = -12430.213086 nChanged 4 SP:Iteration 12Q (93.584795 sec): 3 clusters Score: Raw -13301.044771 + Penalty 869.307206 = -12431.737564 nChanged 3 SP:Iteration 13Q (93.585434 sec): 3 clusters Score: Raw -13304.948926 + Penalty 871.012146 = -12433.936780 nChanged 1 SP:Iteration 14Q (93.586070 sec): 3 clusters Score: Raw -13305.443357 + Penalty 871.012146 = -12434.431211 nChanged 0 SP:Iteration 15F (93.586754 sec): 3 clusters Score: Raw -13305.443357 + Penalty 871.012146 = -12434.431211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 42 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.587255 sec): 2 clusters Score: Raw -261.816970 + Penalty 135.105610 = -126.711360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.587480 sec): 3 clusters Score: Raw -264.325897 + Penalty 273.460643 = 9.134746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 43 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.588384 sec): 2 clusters Score: Raw -6060.389063 + Penalty 682.037626 = -5378.351437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.588918 sec): 3 clusters Score: Raw -6138.282275 + Penalty 1366.641262 = -4771.641013 nChanged 25 SP:Iteration 1F (93.589444 sec): 3 clusters Score: Raw -6237.860336 + Penalty 1365.464995 = -4872.395341 nChanged 9 SP:Iteration 2F (93.589970 sec): 3 clusters Score: Raw -6269.827850 + Penalty 1365.029260 = -4904.798590 nChanged 3 SP:Iteration 3Q (93.590457 sec): 3 clusters Score: Raw -6282.170482 + Penalty 1364.950320 = -4917.220162 nChanged 2 SP:Iteration 4Q (93.590939 sec): 3 clusters Score: Raw -6287.931682 + Penalty 1364.735938 = -4923.195743 nChanged 1 SP:Iteration 5Q (93.591419 sec): 3 clusters Score: Raw -6289.949747 + Penalty 1364.735938 = -4925.213809 nChanged 0 SP:Iteration 6F (93.591931 sec): 3 clusters Score: Raw -6289.949747 + Penalty 1364.735938 = -4925.213809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 48 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.592714 sec): 2 clusters Score: Raw -5801.256114 + Penalty 616.975424 = -5184.280690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.593130 sec): 3 clusters Score: Raw -5867.732272 + Penalty 1234.665228 = -4633.067043 nChanged 10 SP:Iteration 1F (93.593541 sec): 3 clusters Score: Raw -5899.895701 + Penalty 1234.926464 = -4664.969237 nChanged 3 SP:Iteration 2Q (93.593952 sec): 3 clusters Score: Raw -5909.181584 + Penalty 1235.049349 = -4674.132234 nChanged 1 SP:Iteration 3Q (93.594339 sec): 3 clusters Score: Raw -5911.973312 + Penalty 1235.049349 = -4676.923963 nChanged 0 SP:Iteration 4F (93.594750 sec): 3 clusters Score: Raw -5911.973312 + Penalty 1235.049349 = -4676.923963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 49 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.595963 sec): 2 clusters Score: Raw -13208.002154 + Penalty 104.728163 = -13103.273991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.596731 sec): 3 clusters Score: Raw -13072.212082 + Penalty 237.832369 = -12834.379713 nChanged 101 SP:Iteration 1F (93.597492 sec): 3 clusters Score: Raw -13183.431492 + Penalty 239.311126 = -12944.120366 nChanged 31 SP:Iteration 2F (93.598255 sec): 3 clusters Score: Raw -13220.482968 + Penalty 239.230967 = -12981.252001 nChanged 12 SP:Iteration 3Q (93.599001 sec): 3 clusters Score: Raw -13236.648541 + Penalty 237.550973 = -12999.097568 nChanged 5 SP:Iteration 4Q (93.599743 sec): 3 clusters Score: Raw -13241.961369 + Penalty 236.190570 = -13005.770799 nChanged 6 SP:Iteration 5Q (93.600483 sec): 3 clusters Score: Raw -13246.089290 + Penalty 235.757812 = -13010.331477 nChanged 2 SP:Iteration 6Q (93.601224 sec): 3 clusters Score: Raw -13247.629404 + Penalty 234.539539 = -13013.089865 nChanged 3 SP:Iteration 7Q (93.601961 sec): 3 clusters Score: Raw -13249.936565 + Penalty 234.539539 = -13015.397026 nChanged 0 SP:Iteration 8F (93.602722 sec): 3 clusters Score: Raw -13249.936565 + Penalty 234.539539 = -13015.397026 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 50 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.603239 sec): 2 clusters Score: Raw -566.083845 + Penalty 171.644555 = -394.439290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.603474 sec): 3 clusters Score: Raw -587.539792 + Penalty 345.555539 = -241.984253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 51 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.604350 sec): 2 clusters Score: Raw -7729.007536 + Penalty 239.222389 = -7489.785147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.604867 sec): 3 clusters Score: Raw -7672.663418 + Penalty 499.317076 = -7173.346342 nChanged 49 SP:Iteration 1F (93.605377 sec): 3 clusters Score: Raw -7730.267340 + Penalty 520.199370 = -7210.067969 nChanged 15 SP:Iteration 2F (93.605889 sec): 3 clusters Score: Raw -7751.965540 + Penalty 534.914483 = -7217.051058 nChanged 5 SP:Iteration 3Q (93.606391 sec): 3 clusters Score: Raw -7757.306553 + Penalty 541.756707 = -7215.549846 nChanged 2 SP:Iteration 4F (93.606903 sec): 3 clusters Score: Raw -7758.921366 + Penalty 546.328792 = -7212.592574 nChanged 3 SP:Iteration 5F (93.607415 sec): 3 clusters Score: Raw -7763.994721 + Penalty 553.994757 = -7209.999964 nChanged 2 SP:Iteration 6F (93.607913 sec): 3 clusters Score: Raw -7767.466138 + Penalty 553.994757 = -7213.471380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 53 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.608420 sec): 2 clusters Score: Raw -425.327435 + Penalty 178.439027 = -246.888408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.608652 sec): 3 clusters Score: Raw -437.601486 + Penalty 366.923729 = -70.677756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 54 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.609165 sec): 2 clusters Score: Raw -833.324453 + Penalty 223.068077 = -610.256375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.609405 sec): 3 clusters Score: Raw -859.202812 + Penalty 441.252009 = -417.950803 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 55 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.609951 sec): 2 clusters Score: Raw -979.862611 + Penalty 261.304540 = -718.558070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.610194 sec): 3 clusters Score: Raw -1024.134123 + Penalty 520.652032 = -503.482091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 56 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.610954 sec): 2 clusters Score: Raw -5363.717890 + Penalty 468.357821 = -4895.360069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.611379 sec): 3 clusters Score: Raw -5411.898793 + Penalty 936.256250 = -4475.642543 nChanged 8 SP:Iteration 1F (93.611797 sec): 3 clusters Score: Raw -5427.075409 + Penalty 936.727505 = -4490.347904 nChanged 2 SP:Iteration 2Q (93.612198 sec): 3 clusters Score: Raw -5434.552796 + Penalty 936.727505 = -4497.825291 nChanged 0 SP:Iteration 3F (93.612613 sec): 3 clusters Score: Raw -5434.552796 + Penalty 936.727505 = -4497.825291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 58 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.613112 sec): 2 clusters Score: Raw -498.999809 + Penalty 144.282542 = -354.717268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.613343 sec): 3 clusters Score: Raw -531.430472 + Penalty 295.199400 = -236.231072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 59 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.613844 sec): 2 clusters Score: Raw -745.540483 + Penalty 239.757303 = -505.783180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.614078 sec): 3 clusters Score: Raw -763.755360 + Penalty 484.340257 = -279.415103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 60 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.615034 sec): 2 clusters Score: Raw -9716.209638 + Penalty 349.445877 = -9366.763761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.615604 sec): 3 clusters Score: Raw -9650.143838 + Penalty 707.010964 = -8943.132873 nChanged 40 SP:Iteration 1F (93.616164 sec): 3 clusters Score: Raw -9697.579789 + Penalty 723.102247 = -8974.477542 nChanged 20 SP:Iteration 2F (93.616764 sec): 3 clusters Score: Raw -9726.615752 + Penalty 730.018281 = -8996.597472 nChanged 5 SP:Iteration 3Q (93.617327 sec): 3 clusters Score: Raw -9731.592883 + Penalty 744.188985 = -8987.403897 nChanged 10 SP:Iteration 4F (93.617894 sec): 3 clusters Score: Raw -9747.135124 + Penalty 747.514871 = -8999.620253 nChanged 3 SP:Iteration 5Q (93.618448 sec): 3 clusters Score: Raw -9750.140373 + Penalty 747.514871 = -9002.625503 nChanged 0 SP:Iteration 6F (93.619019 sec): 3 clusters Score: Raw -9750.140373 + Penalty 747.514871 = -9002.625503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 61 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.619587 sec): 2 clusters Score: Raw -1923.727203 + Penalty 306.646627 = -1617.080576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.619864 sec): 3 clusters Score: Raw -1970.304998 + Penalty 616.641008 = -1353.663990 nChanged 3 SP:Iteration 1F (93.620139 sec): 3 clusters Score: Raw -1984.159699 + Penalty 616.641008 = -1367.518692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 62 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.620678 sec): 2 clusters Score: Raw -1366.854658 + Penalty 254.204834 = -1112.649824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.620938 sec): 3 clusters Score: Raw -1411.205411 + Penalty 510.112198 = -901.093213 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 63 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.621460 sec): 2 clusters Score: Raw -703.373719 + Penalty 236.363182 = -467.010536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.621694 sec): 3 clusters Score: Raw -728.984803 + Penalty 472.726365 = -256.258439 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 64 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.622189 sec): 2 clusters Score: Raw -535.018892 + Penalty 195.354363 = -339.664528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.622418 sec): 3 clusters Score: Raw -550.126252 + Penalty 391.472402 = -158.653850 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 65 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.622984 sec): 2 clusters Score: Raw -1781.010656 + Penalty 287.754914 = -1493.255742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.623263 sec): 3 clusters Score: Raw -1810.188942 + Penalty 575.509828 = -1234.679115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 66 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.624089 sec): 2 clusters Score: Raw -6703.526242 + Penalty 658.617461 = -6044.908780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.624572 sec): 3 clusters Score: Raw -6764.234189 + Penalty 1317.558682 = -5446.675507 nChanged 13 SP:Iteration 1F (93.625058 sec): 3 clusters Score: Raw -6812.092365 + Penalty 1317.265448 = -5494.826917 nChanged 4 SP:Iteration 2Q (93.625509 sec): 3 clusters Score: Raw -6817.603231 + Penalty 1317.200576 = -5500.402655 nChanged 1 SP:Iteration 3Q (93.625957 sec): 3 clusters Score: Raw -6819.181978 + Penalty 1317.162226 = -5502.019752 nChanged 1 SP:Iteration 4Q (93.626405 sec): 3 clusters Score: Raw -6819.925422 + Penalty 1317.095440 = -5502.829982 nChanged 1 SP:Iteration 5Q (93.626854 sec): 3 clusters Score: Raw -6827.003145 + Penalty 1317.215600 = -5509.787545 nChanged 1 SP:Iteration 6Q (93.627302 sec): 3 clusters Score: Raw -6830.019976 + Penalty 1317.215600 = -5512.804376 nChanged 0 SP:Iteration 7F (93.627777 sec): 3 clusters Score: Raw -6830.019976 + Penalty 1317.215600 = -5512.804376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 67 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.628288 sec): 2 clusters Score: Raw -800.916263 + Penalty 234.656036 = -566.260227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.628525 sec): 3 clusters Score: Raw -824.350737 + Penalty 465.913394 = -358.437343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 68 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.629011 sec): 2 clusters Score: Raw -424.652658 + Penalty 168.993727 = -255.658931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.629233 sec): 3 clusters Score: Raw -427.747761 + Penalty 371.162016 = -56.585745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 70 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.629712 sec): 2 clusters Score: Raw -257.486879 + Penalty 119.634904 = -137.851975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.629931 sec): 3 clusters Score: Raw -263.873384 + Penalty 230.681432 = -33.191952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 71 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.630444 sec): 2 clusters Score: Raw -928.727881 + Penalty 258.044994 = -670.682887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.630704 sec): 3 clusters Score: Raw -965.566292 + Penalty 508.660411 = -456.905881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 73 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.631219 sec): 2 clusters Score: Raw -935.442808 + Penalty 241.079767 = -694.363041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.631461 sec): 3 clusters Score: Raw -980.029005 + Penalty 460.462178 = -519.566828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 74 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.631947 sec): 2 clusters Score: Raw -424.964481 + Penalty 180.709081 = -244.255400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.632165 sec): 3 clusters Score: Raw -432.669249 + Penalty 326.928460 = -105.740789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 75 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.632660 sec): 2 clusters Score: Raw -566.661678 + Penalty 198.750083 = -367.911595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.632888 sec): 3 clusters Score: Raw -582.585933 + Penalty 396.215308 = -186.370625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 78 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.633515 sec): 2 clusters Score: Raw -3193.516889 + Penalty 378.225781 = -2815.291108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.633836 sec): 3 clusters Score: Raw -3212.658835 + Penalty 755.342329 = -2457.316506 nChanged 2 SP:Iteration 1Q (93.634147 sec): 3 clusters Score: Raw -3219.926549 + Penalty 755.342329 = -2464.584220 nChanged 0 SP:Iteration 2F (93.634465 sec): 3 clusters Score: Raw -3219.926549 + Penalty 755.342329 = -2464.584220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 80 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.634951 sec): 2 clusters Score: Raw -282.744840 + Penalty 88.076064 = -194.668776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.635172 sec): 3 clusters Score: Raw -294.774490 + Penalty 176.152129 = -118.622361 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 81 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.635702 sec): 2 clusters Score: Raw -1390.592109 + Penalty 280.170202 = -1110.421907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.635956 sec): 3 clusters Score: Raw -1407.756356 + Penalty 562.420969 = -845.335387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 82 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.636466 sec): 2 clusters Score: Raw -815.705037 + Penalty 256.840181 = -558.864857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.636705 sec): 3 clusters Score: Raw -896.085203 + Penalty 511.163167 = -384.922036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 83 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.637233 sec): 2 clusters Score: Raw -1382.384483 + Penalty 291.596316 = -1090.788166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.637488 sec): 3 clusters Score: Raw -1402.935765 + Penalty 583.359206 = -819.576559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 87 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.637971 sec): 2 clusters Score: Raw -360.531204 + Penalty 159.615492 = -200.915712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.638193 sec): 3 clusters Score: Raw -379.996835 + Penalty 313.740692 = -66.256143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 89 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.638713 sec): 2 clusters Score: Raw -757.013051 + Penalty 264.140304 = -492.872747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.638951 sec): 3 clusters Score: Raw -802.057402 + Penalty 522.711036 = -279.346366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 90 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.639493 sec): 2 clusters Score: Raw -1632.497255 + Penalty 312.734402 = -1319.762853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.639762 sec): 3 clusters Score: Raw -1678.481533 + Penalty 623.728341 = -1054.753192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 93 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.640247 sec): 2 clusters Score: Raw -437.651289 + Penalty 172.793555 = -264.857734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.640471 sec): 3 clusters Score: Raw -449.550845 + Penalty 345.587111 = -103.963734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 94 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.640985 sec): 2 clusters Score: Raw -882.649109 + Penalty 244.778594 = -637.870515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.641229 sec): 3 clusters Score: Raw -922.397581 + Penalty 485.305860 = -437.091721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 96 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.641712 sec): 2 clusters Score: Raw -403.926021 + Penalty 168.440359 = -235.485662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.641934 sec): 3 clusters Score: Raw -398.451280 + Penalty 342.441211 = -56.010068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 99 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.642490 sec): 2 clusters Score: Raw -1697.409692 + Penalty 394.426109 = -1302.983583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.642764 sec): 3 clusters Score: Raw -1805.882873 + Penalty 789.378499 = -1016.504374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 101 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.643255 sec): 2 clusters Score: Raw -459.488838 + Penalty 190.220983 = -269.267855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.643482 sec): 3 clusters Score: Raw -469.914069 + Penalty 380.314923 = -89.599146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 102 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.644018 sec): 2 clusters Score: Raw -1289.274934 + Penalty 200.517627 = -1088.757307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.644280 sec): 3 clusters Score: Raw -1321.654634 + Penalty 407.195754 = -914.458880 nChanged 1 SP:Iteration 1Q (93.644528 sec): 3 clusters Score: Raw -1324.608525 + Penalty 407.195754 = -917.412771 nChanged 0 SP:Iteration 2F (93.644789 sec): 3 clusters Score: Raw -1324.608525 + Penalty 407.195754 = -917.412771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 105 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.645272 sec): 2 clusters Score: Raw -371.873420 + Penalty 136.168599 = -235.704821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.645489 sec): 3 clusters Score: Raw -372.900400 + Penalty 247.811176 = -125.089224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 106 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.645994 sec): 2 clusters Score: Raw -500.882690 + Penalty 204.927416 = -295.955274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.646224 sec): 3 clusters Score: Raw -519.425307 + Penalty 407.432147 = -111.993159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 108 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.646734 sec): 2 clusters Score: Raw -833.910512 + Penalty 248.717911 = -585.192601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.646974 sec): 3 clusters Score: Raw -868.159731 + Penalty 489.888959 = -378.270772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 110 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.647779 sec): 2 clusters Score: Raw -5852.200504 + Penalty 337.560243 = -5514.640261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.648247 sec): 3 clusters Score: Raw -5865.414563 + Penalty 678.138123 = -5187.276441 nChanged 19 SP:Iteration 1F (93.648710 sec): 3 clusters Score: Raw -5893.114805 + Penalty 687.403372 = -5205.711433 nChanged 5 SP:Iteration 2Q (93.649164 sec): 3 clusters Score: Raw -5899.493054 + Penalty 698.711171 = -5200.781883 nChanged 4 SP:Iteration 3F (93.649627 sec): 3 clusters Score: Raw -5913.238115 + Penalty 704.201263 = -5209.036852 nChanged 2 SP:Iteration 4Q (93.650080 sec): 3 clusters Score: Raw -5916.582155 + Penalty 714.885856 = -5201.696299 nChanged 4 SP:Iteration 5F (93.650545 sec): 3 clusters Score: Raw -5923.816055 + Penalty 716.754316 = -5207.061739 nChanged 1 SP:Iteration 6Q (93.650993 sec): 3 clusters Score: Raw -5924.525183 + Penalty 722.918382 = -5201.606801 nChanged 2 SP:Iteration 7F (93.651459 sec): 3 clusters Score: Raw -5926.442966 + Penalty 722.918382 = -5203.524584 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 112 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.652379 sec): 2 clusters Score: Raw -9203.259330 + Penalty 427.122754 = -8776.136576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.652926 sec): 3 clusters Score: Raw -9163.553785 + Penalty 854.026471 = -8309.527314 nChanged 30 SP:Iteration 1F (93.653447 sec): 3 clusters Score: Raw -9202.598324 + Penalty 854.707110 = -8347.891214 nChanged 11 SP:Iteration 2F (93.653973 sec): 3 clusters Score: Raw -9217.742147 + Penalty 854.633265 = -8363.108882 nChanged 4 SP:Iteration 3Q (93.654490 sec): 3 clusters Score: Raw -9223.773274 + Penalty 854.653536 = -8369.119738 nChanged 4 SP:Iteration 4Q (93.655008 sec): 3 clusters Score: Raw -9230.931484 + Penalty 854.560870 = -8376.370614 nChanged 2 SP:Iteration 5Q (93.655523 sec): 3 clusters Score: Raw -9234.283892 + Penalty 854.718659 = -8379.565233 nChanged 1 SP:Iteration 6Q (93.656038 sec): 3 clusters Score: Raw -9235.363195 + Penalty 854.792462 = -8380.570732 nChanged 1 SP:Iteration 7Q (93.656551 sec): 3 clusters Score: Raw -9236.614416 + Penalty 855.227254 = -8381.387161 nChanged 2 SP:Iteration 8Q (93.657062 sec): 3 clusters Score: Raw -9238.543410 + Penalty 855.591675 = -8382.951735 nChanged 1 SP:Iteration 9Q (93.657575 sec): 3 clusters Score: Raw -9239.085750 + Penalty 856.112741 = -8382.973008 nChanged 1 SP:Iteration 10F (93.658099 sec): 3 clusters Score: Raw -9239.423530 + Penalty 856.415541 = -8383.007989 nChanged 1 SP:Iteration 11Q (93.658612 sec): 3 clusters Score: Raw -9240.309089 + Penalty 856.415541 = -8383.893548 nChanged 0 SP:Iteration 12F (93.659134 sec): 3 clusters Score: Raw -9240.309089 + Penalty 856.415541 = -8383.893548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 113 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.659674 sec): 2 clusters Score: Raw -1043.537888 + Penalty 288.655806 = -754.882082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.659927 sec): 3 clusters Score: Raw -1114.965818 + Penalty 576.707993 = -538.257825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 116 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.660445 sec): 2 clusters Score: Raw -578.814691 + Penalty 209.833428 = -368.981264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.660672 sec): 3 clusters Score: Raw -603.140656 + Penalty 420.840385 = -182.300271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 120 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.661151 sec): 2 clusters Score: Raw -224.591059 + Penalty 97.717281 = -126.873778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.661363 sec): 3 clusters Score: Raw -217.815249 + Penalty 195.147672 = -22.667577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 124 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.661885 sec): 2 clusters Score: Raw -1046.939894 + Penalty 280.001270 = -766.938624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.662131 sec): 3 clusters Score: Raw -1092.097643 + Penalty 549.757485 = -542.340158 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 125 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.662647 sec): 2 clusters Score: Raw -873.789443 + Penalty 241.904982 = -631.884461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.662889 sec): 3 clusters Score: Raw -930.160868 + Penalty 485.163803 = -444.997066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 126 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.663383 sec): 2 clusters Score: Raw -552.636230 + Penalty 215.463431 = -337.172798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.663611 sec): 3 clusters Score: Raw -599.682093 + Penalty 443.059548 = -156.622545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 127 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.664091 sec): 2 clusters Score: Raw -327.504682 + Penalty 145.668297 = -181.836385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.664309 sec): 3 clusters Score: Raw -331.071231 + Penalty 290.424019 = -40.647212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 131 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.664803 sec): 2 clusters Score: Raw -455.842878 + Penalty 164.904275 = -290.938604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.665031 sec): 3 clusters Score: Raw -473.277908 + Penalty 325.534265 = -147.743643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 133 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.665505 sec): 2 clusters Score: Raw -162.900604 + Penalty 97.401909 = -65.498695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.665715 sec): 3 clusters Score: Raw -160.873354 + Penalty 215.089624 = 54.216269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 139 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.666187 sec): 2 clusters Score: Raw -173.160195 + Penalty 97.082912 = -76.077283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.666399 sec): 3 clusters Score: Raw -165.366249 + Penalty 206.490638 = 41.124389 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 140 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.666879 sec): 2 clusters Score: Raw -336.416850 + Penalty 149.433292 = -186.983558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.667094 sec): 2 clusters Score: Raw -336.416850 + Penalty 149.433292 = -186.983558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 142 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.667573 sec): 2 clusters Score: Raw -269.755136 + Penalty 135.349618 = -134.405517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.667787 sec): 3 clusters Score: Raw -267.896796 + Penalty 258.382887 = -9.513908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 148 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.668272 sec): 2 clusters Score: Raw -461.979654 + Penalty 190.148842 = -271.830812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.668496 sec): 3 clusters Score: Raw -463.728523 + Penalty 387.790082 = -75.938442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 154 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.668970 sec): 2 clusters Score: Raw -232.912733 + Penalty 115.849754 = -117.062979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.669182 sec): 3 clusters Score: Raw -226.420429 + Penalty 222.380101 = -4.040328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 155 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.669665 sec): 2 clusters Score: Raw -362.146056 + Penalty 162.571571 = -199.574484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.669887 sec): 3 clusters Score: Raw -378.119037 + Penalty 323.201725 = -54.917312 nChanged 0 Memory request: 0.03 GB would take us to total of 0.39 GB. Trying to split cluster 157 (5555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.693270 sec): 2 clusters Score: Raw -263855.752521 + Penalty 80.849030 = -263774.903491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.704198 sec): 3 clusters Score: Raw -260135.770943 + Penalty 165.619531 = -259970.151412 nChanged 2639 SP:Iteration 1F (93.714421 sec): 3 clusters Score: Raw -262788.844222 + Penalty 166.462891 = -262622.381331 nChanged 527 SP:Iteration 2F (93.724756 sec): 3 clusters Score: Raw -263210.838569 + Penalty 167.195959 = -263043.642610 nChanged 271 SP:Iteration 3Q (93.734830 sec): 3 clusters Score: Raw -263472.203256 + Penalty 165.820294 = -263306.382961 nChanged 164 SP:Iteration 4Q (93.744815 sec): 3 clusters Score: Raw -263696.498215 + Penalty 164.790139 = -263531.708076 nChanged 71 SP:Iteration 5Q (93.753836 sec): 3 clusters Score: Raw -263787.796490 + Penalty 165.930131 = -263621.866360 nChanged 42 SP:Iteration 6Q (93.762229 sec): 3 clusters Score: Raw -263816.723630 + Penalty 164.707819 = -263652.015811 nChanged 25 SP:Iteration 7Q (93.770603 sec): 3 clusters Score: Raw -263826.838144 + Penalty 166.538252 = -263660.299893 nChanged 24 SP:Iteration 8Q (93.778742 sec): 3 clusters Score: Raw -263834.554146 + Penalty 167.777099 = -263666.777046 nChanged 22 SP:Iteration 9Q (93.786925 sec): 3 clusters Score: Raw -263841.317387 + Penalty 167.368148 = -263673.949239 nChanged 22 SP:Iteration 10F (93.796881 sec): 3 clusters Score: Raw -263852.561356 + Penalty 167.528498 = -263685.032858 nChanged 16 SP:Iteration 11Q (93.804933 sec): 3 clusters Score: Raw -263858.499275 + Penalty 167.932460 = -263690.566814 nChanged 17 SP:Iteration 12Q (93.812952 sec): 3 clusters Score: Raw -263864.756873 + Penalty 168.737173 = -263696.019700 nChanged 15 SP:Iteration 13Q (93.820946 sec): 3 clusters Score: Raw -263868.339677 + Penalty 168.654720 = -263699.684957 nChanged 10 SP:Iteration 14Q (93.829053 sec): 3 clusters Score: Raw -263869.547294 + Penalty 168.899544 = -263700.647749 nChanged 3 SP:Iteration 15Q (93.836975 sec): 3 clusters Score: Raw -263869.950426 + Penalty 169.293579 = -263700.656847 nChanged 2 SP:Iteration 16Q (93.844890 sec): 3 clusters Score: Raw -263870.060132 + Penalty 169.293579 = -263700.766554 nChanged 0 SP:Iteration 17F (93.854851 sec): 3 clusters Score: Raw -263870.060132 + Penalty 169.293579 = -263700.766554 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 159 (1051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.862921 sec): 2 clusters Score: Raw -50305.936131 + Penalty 68.508419 = -50237.427712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.865052 sec): 3 clusters Score: Raw -49622.323244 + Penalty 141.226026 = -49481.097219 nChanged 486 SP:Iteration 1F (93.867165 sec): 3 clusters Score: Raw -50024.375353 + Penalty 141.214622 = -49883.160731 nChanged 69 SP:Iteration 2F (93.869267 sec): 3 clusters Score: Raw -50074.845128 + Penalty 141.581505 = -49933.263623 nChanged 49 SP:Iteration 3Q (93.871318 sec): 3 clusters Score: Raw -50106.613234 + Penalty 141.596946 = -49965.016288 nChanged 39 SP:Iteration 4Q (93.873375 sec): 3 clusters Score: Raw -50146.966367 + Penalty 141.815383 = -50005.150984 nChanged 49 SP:Iteration 5Q (93.875410 sec): 3 clusters Score: Raw -50173.521411 + Penalty 141.638057 = -50031.883354 nChanged 37 SP:Iteration 6Q (93.877425 sec): 3 clusters Score: Raw -50189.094774 + Penalty 141.006057 = -50048.088717 nChanged 24 SP:Iteration 7Q (93.879428 sec): 3 clusters Score: Raw -50202.956582 + Penalty 141.167124 = -50061.789458 nChanged 10 SP:Iteration 8Q (93.881421 sec): 3 clusters Score: Raw -50207.646116 + Penalty 140.963860 = -50066.682256 nChanged 17 SP:Iteration 9Q (93.883407 sec): 3 clusters Score: Raw -50215.675363 + Penalty 141.040045 = -50074.635318 nChanged 15 SP:Iteration 10F (93.885467 sec): 3 clusters Score: Raw -50218.442222 + Penalty 141.444083 = -50076.998139 nChanged 6 SP:Iteration 11Q (93.887454 sec): 3 clusters Score: Raw -50219.902727 + Penalty 141.391476 = -50078.511251 nChanged 6 SP:Iteration 12Q (93.889434 sec): 3 clusters Score: Raw -50220.085696 + Penalty 141.325623 = -50078.760072 nChanged 3 SP:Iteration 13Q (93.891415 sec): 3 clusters Score: Raw -50220.160705 + Penalty 141.360617 = -50078.800088 nChanged 2 SP:Iteration 14Q (93.893393 sec): 3 clusters Score: Raw -50220.305938 + Penalty 141.301417 = -50079.004521 nChanged 3 SP:Iteration 15Q (93.895374 sec): 3 clusters Score: Raw -50222.651968 + Penalty 141.196407 = -50081.455561 nChanged 8 SP:Iteration 16Q (93.897356 sec): 3 clusters Score: Raw -50226.998908 + Penalty 141.562068 = -50085.436840 nChanged 9 SP:Iteration 17Q (93.899318 sec): 3 clusters Score: Raw -50231.202230 + Penalty 141.778956 = -50089.423274 nChanged 12 SP:Iteration 18Q (93.901278 sec): 3 clusters Score: Raw -50237.123326 + Penalty 141.979262 = -50095.144064 nChanged 10 SP:Iteration 19Q (93.903229 sec): 3 clusters Score: Raw -50240.002442 + Penalty 142.232184 = -50097.770258 nChanged 3 SP:Iteration 20F (93.905286 sec): 3 clusters Score: Raw -50244.593932 + Penalty 142.641322 = -50101.952611 nChanged 11 SP:Iteration 21Q (93.907230 sec): 3 clusters Score: Raw -50246.994092 + Penalty 142.788373 = -50104.205719 nChanged 6 SP:Iteration 22Q (93.909170 sec): 3 clusters Score: Raw -50247.995532 + Penalty 143.161454 = -50104.834078 nChanged 7 SP:Iteration 23Q (93.911104 sec): 3 clusters Score: Raw -50248.971195 + Penalty 143.441029 = -50105.530166 nChanged 4 SP:Iteration 24Q (93.913059 sec): 3 clusters Score: Raw -50249.586934 + Penalty 143.546204 = -50106.040730 nChanged 8 SP:Iteration 25Q (93.914996 sec): 3 clusters Score: Raw -50251.040233 + Penalty 143.606063 = -50107.434169 nChanged 2 SP:Iteration 26Q (93.916922 sec): 3 clusters Score: Raw -50251.084704 + Penalty 143.662476 = -50107.422228 nChanged 1 SP:Iteration 27F (93.918970 sec): 3 clusters Score: Raw -50251.094487 + Penalty 143.662476 = -50107.432011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 167 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.920836 sec): 2 clusters Score: Raw -9531.820171 + Penalty 221.065511 = -9310.754660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.921457 sec): 3 clusters Score: Raw -9441.159700 + Penalty 446.039609 = -8995.120091 nChanged 62 SP:Iteration 1F (93.922035 sec): 3 clusters Score: Raw -9518.632555 + Penalty 459.031113 = -9059.601442 nChanged 31 SP:Iteration 2F (93.922609 sec): 3 clusters Score: Raw -9561.106741 + Penalty 473.273328 = -9087.833413 nChanged 12 SP:Iteration 3F (93.923182 sec): 3 clusters Score: Raw -9571.591115 + Penalty 478.898581 = -9092.692534 nChanged 3 SP:Iteration 4Q (93.923766 sec): 3 clusters Score: Raw -9573.770453 + Penalty 478.898581 = -9094.871872 nChanged 0 SP:Iteration 5F (93.924338 sec): 3 clusters Score: Raw -9573.770453 + Penalty 478.898581 = -9094.871872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 181 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.924852 sec): 2 clusters Score: Raw -427.140802 + Penalty 179.873000 = -247.267802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.925085 sec): 3 clusters Score: Raw -443.153354 + Penalty 357.009120 = -86.144234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 193 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.925563 sec): 2 clusters Score: Raw -171.531377 + Penalty 98.756838 = -72.774539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.925775 sec): 3 clusters Score: Raw -164.902347 + Penalty 211.718766 = 46.816419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 194 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.926246 sec): 2 clusters Score: Raw -109.443068 + Penalty 43.103956 = -66.339112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.926453 sec): 3 clusters Score: Raw -102.785700 + Penalty 86.207912 = -16.577788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 198 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.926918 sec): 2 clusters Score: Raw -54.352699 + Penalty 0.000000 = -54.352699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.927109 sec): 2 clusters Score: Raw -54.352699 + Penalty 0.000000 = -54.352699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 199 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.927581 sec): 2 clusters Score: Raw -173.351265 + Penalty 99.821810 = -73.529455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.927793 sec): 3 clusters Score: Raw -166.701287 + Penalty 203.669886 = 36.968600 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 207 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.928258 sec): 2 clusters Score: Raw -53.198503 + Penalty 0.000000 = -53.198503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.928449 sec): 2 clusters Score: Raw -53.198503 + Penalty 0.000000 = -53.198503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 213 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.928928 sec): 2 clusters Score: Raw -271.987837 + Penalty 108.967203 = -163.020634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.929146 sec): 3 clusters Score: Raw -273.744895 + Penalty 213.716613 = -60.028282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 216 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.929625 sec): 2 clusters Score: Raw -337.333943 + Penalty 156.725553 = -180.608390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.929844 sec): 3 clusters Score: Raw -336.104679 + Penalty 327.428480 = -8.676200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 217 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.930324 sec): 2 clusters Score: Raw -53.340713 + Penalty 0.000000 = -53.340713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.930516 sec): 2 clusters Score: Raw -53.340713 + Penalty 0.000000 = -53.340713 nChanged 0 Deleting Class 48 (112 points): Lose 453.716501 but Gain 1386.051053 Iteration 119Q (94.660391 sec): 110 clusters Score: Raw -1770535.840137 + Penalty 88364.694545 = -1682171.145592 nChanged 155 Deleting Class 193 (3 points): Lose 20.501227 but Gain 952.879407 Iteration 120F (96.690586 sec): 109 clusters Score: Raw -1770800.638371 + Penalty 87448.930042 = -1683351.708329 nChanged 135 Deleting Class 199 (3 points): Lose 35.574035 but Gain 963.155045 Iteration 121Q (96.907360 sec): 108 clusters Score: Raw -1770827.453198 + Penalty 86503.119140 = -1684324.334058 nChanged 89 Deleting Class 106 (9 points): Lose 61.934445 but Gain 988.646045 Iteration 122Q (97.120094 sec): 107 clusters Score: Raw -1770795.809964 + Penalty 85525.023625 = -1685270.786339 nChanged 81 Deleting Class 99 (35 points): Lose 263.143525 but Gain 1175.976786 Iteration 123Q (97.330949 sec): 106 clusters Score: Raw -1770553.704418 + Penalty 84363.631412 = -1686190.073006 nChanged 97 Deleting Class 89 (15 points): Lose 122.070926 but Gain 1033.934863 Iteration 124Q (97.541285 sec): 105 clusters Score: Raw -1770578.633698 + Penalty 83326.361460 = -1687252.272237 nChanged 80 Deleting Class 148 (8 points): Lose 59.703635 but Gain 969.308867 Iteration 125Q (97.749997 sec): 104 clusters Score: Raw -1770585.557297 + Penalty 82376.636457 = -1688208.920840 nChanged 62 Deleting Class 216 (6 points): Lose 18.517916 but Gain 927.204052 Iteration 126Q (97.955416 sec): 103 clusters Score: Raw -1770596.638846 + Penalty 81447.282506 = -1689149.356341 nChanged 64 Deleting Class 139 (3 points): Lose 31.014217 but Gain 936.728122 Iteration 127Q (98.161068 sec): 102 clusters Score: Raw -1770579.123560 + Penalty 80522.006957 = -1690057.116603 nChanged 58 Deleting Class 198 (1 points): Lose 19.308380 but Gain 921.270029 Iteration 128Q (98.364432 sec): 101 clusters Score: Raw -1770571.959111 + Penalty 79609.416637 = -1690962.542474 nChanged 41 Deleting Class 35 (13 points): Lose 67.815166 but Gain 961.185774 Iteration 129Q (98.566669 sec): 100 clusters Score: Raw -1770514.940526 + Penalty 78658.664572 = -1691856.275954 nChanged 46 Deleting Class 74 (8 points): Lose 30.825192 but Gain 921.188439 Iteration 130F (100.420508 sec): 99 clusters Score: Raw -1770510.682132 + Penalty 77770.149002 = -1692740.533130 nChanged 48 Deleting Class 133 (3 points): Lose 53.775386 but Gain 939.806044 Iteration 131Q (100.623281 sec): 98 clusters Score: Raw -1770483.451510 + Penalty 76885.356953 = -1693598.094557 nChanged 38 Deleting Class 59 (14 points): Lose 77.525787 but Gain 963.026498 Iteration 132Q (100.823905 sec): 97 clusters Score: Raw -1770441.272018 + Penalty 75906.348600 = -1694534.923418 nChanged 42 Deleting Class 83 (25 points): Lose 77.464637 but Gain 960.269263 Iteration 133Q (101.021631 sec): 96 clusters Score: Raw -1770389.298601 + Penalty 74955.568717 = -1695433.729885 nChanged 54 Deleting Class 181 (8 points): Lose 36.068312 but Gain 916.926405 Iteration 134Q (101.219090 sec): 95 clusters Score: Raw -1770390.212588 + Penalty 74005.861904 = -1696384.350684 nChanged 30 Deleting Class 67 (16 points): Lose 57.692626 but Gain 937.776821 Iteration 135Q (101.415523 sec): 94 clusters Score: Raw -1770353.266127 + Penalty 73068.498619 = -1697284.767508 nChanged 29 Deleting Class 96 (7 points): Lose 37.440064 but Gain 917.568705 Iteration 136Q (101.611984 sec): 93 clusters Score: Raw -1770339.984911 + Penalty 72153.295265 = -1698186.689646 nChanged 28 Deleting Class 90 (30 points): Lose 96.856872 but Gain 973.134918 Iteration 137Q (101.806439 sec): 92 clusters Score: Raw -1770254.313768 + Penalty 71196.096190 = -1699058.217578 nChanged 48 Deleting Class 116 (10 points): Lose 61.494791 but Gain 934.288599 Iteration 138Q (102.001615 sec): 91 clusters Score: Raw -1770235.080625 + Penalty 70284.593859 = -1699950.486766 nChanged 23 Deleting Class 126 (11 points): Lose 79.810160 but Gain 952.485949 Iteration 139Q (102.193287 sec): 90 clusters Score: Raw -1770188.837466 + Penalty 69339.957475 = -1700848.879990 nChanged 29 Deleting Class 101 (9 points): Lose 46.069057 but Gain 917.696746 Iteration 140F (103.894039 sec): 89 clusters Score: Raw -1770171.380464 + Penalty 68448.599358 = -1701722.781106 nChanged 32 Deleting Class 19 (65 points): Lose 240.014336 but Gain 1109.925828 Iteration 141Q (104.085755 sec): 88 clusters Score: Raw -1769952.856198 + Penalty 67313.881563 = -1702638.974635 nChanged 85 Deleting Class 124 (21 points): Lose 105.476627 but Gain 974.890950 Iteration 142Q (104.277918 sec): 87 clusters Score: Raw -1769972.100282 + Penalty 66353.144263 = -1703618.956019 nChanged 49 Deleting Class 154 (4 points): Lose 22.530785 but Gain 885.839165 Iteration 143Q (104.468658 sec): 86 clusters Score: Raw -1769992.081340 + Penalty 65474.741467 = -1704517.339873 nChanged 23 Deleting Class 108 (16 points): Lose 71.160840 but Gain 934.087435 Iteration 144Q (104.658826 sec): 85 clusters Score: Raw -1769934.718417 + Penalty 64554.968784 = -1705379.749633 nChanged 28 Deleting Class 71 (26 points): Lose 151.319779 but Gain 1012.272407 Iteration 145Q (104.846175 sec): 84 clusters Score: Raw -1769816.826316 + Penalty 63668.977272 = -1706147.849045 nChanged 36 Deleting Class 140 (6 points): Lose 23.535544 but Gain 884.062304 Iteration 146Q (105.033252 sec): 83 clusters Score: Raw -1769852.064249 + Penalty 62843.243034 = -1707008.821215 nChanged 22 Deleting Class 42 (5 points): Lose 34.010455 but Gain 889.845019 Iteration 147Q (105.218942 sec): 82 clusters Score: Raw -1769849.314627 + Penalty 61955.084922 = -1707894.229704 nChanged 8 Deleting Class 53 (8 points): Lose 57.516723 but Gain 909.616541 Iteration 148Q (105.402100 sec): 81 clusters Score: Raw -1769801.434112 + Penalty 61049.956691 = -1708751.477421 nChanged 16 Deleting Class 63 (14 points): Lose 102.306031 but Gain 949.393429 Iteration 149Q (105.584470 sec): 80 clusters Score: Raw -1769718.234886 + Penalty 60115.694906 = -1709602.539981 nChanged 15 Deleting Class 142 (5 points): Lose 44.795628 but Gain 891.452127 Iteration 150F (107.080919 sec): 79 clusters Score: Raw -1769722.493700 + Penalty 59269.298389 = -1710453.195311 nChanged 11 Deleting Class 68 (8 points): Lose 40.014752 but Gain 919.890788 Iteration 151Q (107.262298 sec): 78 clusters Score: Raw -1769702.738163 + Penalty 58353.805335 = -1711348.932828 nChanged 8 Deleting Class 55 (19 points): Lose 94.747912 but Gain 940.718348 Iteration 152Q (107.443152 sec): 77 clusters Score: Raw -1769619.081138 + Penalty 57425.824480 = -1712193.256658 nChanged 21 Deleting Class 217 (1 points): Lose 8.018834 but Gain 852.014347 Iteration 153Q (107.622964 sec): 76 clusters Score: Raw -1769639.137341 + Penalty 56573.560701 = -1713065.576640 nChanged 10 Deleting Class 64 (10 points): Lose 59.430221 but Gain 899.337379 Iteration 154Q (107.804916 sec): 75 clusters Score: Raw -1769584.451235 + Penalty 55679.029961 = -1713905.421274 nChanged 15 Deleting Class 93 (8 points): Lose 43.206397 but Gain 880.838001 Iteration 155Q (107.983229 sec): 74 clusters Score: Raw -1769556.181184 + Penalty 54801.642772 = -1714754.538412 nChanged 13 Deleting Class 75 (9 points): Lose 38.051195 but Gain 859.890374 Iteration 156Q (108.160288 sec): 73 clusters Score: Raw -1769529.663020 + Penalty 53944.317590 = -1715585.345430 nChanged 18 Deleting Class 36 (19 points): Lose 68.285440 but Gain 882.972971 Iteration 157Q (108.338267 sec): 72 clusters Score: Raw -1769475.892577 + Penalty 53076.607424 = -1716399.285153 nChanged 28 Deleting Class 127 (6 points): Lose 60.164474 but Gain 861.788216 Iteration 158Q (108.515865 sec): 71 clusters Score: Raw -1769447.728475 + Penalty 52227.231225 = -1717220.497250 nChanged 21 Deleting Class 81 (28 points): Lose 150.276417 but Gain 947.823752 Iteration 159Q (108.692555 sec): 70 clusters Score: Raw -1769314.532312 + Penalty 51364.941036 = -1717949.591276 nChanged 42 Deleting Class 37 (68 points): Lose 743.283527 but Gain 1544.011257 Iteration 160F (110.008755 sec): 69 clusters Score: Raw -1768634.746857 + Penalty 50368.785203 = -1718265.961654 nChanged 88 Deleting Class 87 (7 points): Lose 75.299223 but Gain 869.495772 Iteration 161Q (110.184624 sec): 68 clusters Score: Raw -1768981.648309 + Penalty 49473.854322 = -1719507.793988 nChanged 49 Deleting Class 155 (7 points): Lose 97.535684 but Gain 885.598838 Iteration 162Q (110.359290 sec): 67 clusters Score: Raw -1768953.934655 + Penalty 48598.067002 = -1720355.867653 nChanged 33 Deleting Class 61 (38 points): Lose 119.360814 but Gain 900.698655 Iteration 163Q (110.532087 sec): 66 clusters Score: Raw -1768858.930791 + Penalty 47705.030233 = -1721153.900558 nChanged 55 Deleting Class 207 (1 points): Lose 3.174922 but Gain 776.001390 Iteration 164Q (110.705079 sec): 65 clusters Score: Raw -1768910.784814 + Penalty 46933.779895 = -1721977.004919 nChanged 20 Deleting Class 54 (17 points): Lose 65.806201 but Gain 834.590358 Iteration 165Q (110.874594 sec): 64 clusters Score: Raw -1768858.125153 + Penalty 46113.281087 = -1722744.844066 nChanged 32 Deleting Class 78 (67 points): Lose 209.848747 but Gain 969.008177 Iteration 166Q (111.043694 sec): 63 clusters Score: Raw -1768690.802611 + Penalty 45150.223955 = -1723540.578656 nChanged 83 Deleting Class 113 (26 points): Lose 323.933920 but Gain 1070.601664 Iteration 167Q (111.212632 sec): 62 clusters Score: Raw -1768478.008394 + Penalty 44108.259396 = -1724369.748998 nChanged 48 Deleting Class 62 (31 points): Lose 124.947174 but Gain 853.540030 Iteration 168Q (111.381184 sec): 61 clusters Score: Raw -1768478.522643 + Penalty 43287.901919 = -1725190.620724 nChanged 59 Deleting Class 125 (19 points): Lose 144.413521 but Gain 870.878304 Iteration 169Q (111.548028 sec): 60 clusters Score: Raw -1768426.493793 + Penalty 42475.858550 = -1725950.635242 nChanged 45 Deleting Class 24 (120 points): Lose 356.112574 but Gain 1082.493518 Iteration 170F (112.675993 sec): 59 clusters Score: Raw -1768176.835476 + Penalty 41463.898046 = -1726712.937430 nChanged 154 Deleting Class 38 (18 points): Lose 110.419037 but Gain 835.526169 Iteration 171Q (112.845632 sec): 58 clusters Score: Raw -1768304.957895 + Penalty 40647.085719 = -1727657.872175 nChanged 66 Deleting Class 73 (19 points): Lose 147.921063 but Gain 867.907461 Iteration 172Q (113.010860 sec): 57 clusters Score: Raw -1768231.757910 + Penalty 39789.159533 = -1728442.598377 nChanged 57 Deleting Class 70 (5 points): Lose 73.204316 but Gain 787.950427 Iteration 173Q (113.175754 sec): 56 clusters Score: Raw -1768238.132782 + Penalty 39012.431020 = -1729225.701762 nChanged 41 Deleting Class 120 (4 points): Lose 41.437437 but Gain 747.190144 Iteration 174Q (113.337928 sec): 55 clusters Score: Raw -1768232.726448 + Penalty 38275.693531 = -1729957.032918 nChanged 23 Deleting Class 105 (7 points): Lose 40.871116 but Gain 741.770238 Iteration 175Q (113.499344 sec): 54 clusters Score: Raw -1768212.673795 + Penalty 37532.327018 = -1730680.346777 nChanged 26 Deleting Class 82 (17 points): Lose 270.781503 but Gain 968.070201 Iteration 176Q (113.659749 sec): 53 clusters Score: Raw -1767964.138500 + Penalty 36587.348507 = -1731376.789993 nChanged 34 Deleting Class 213 (5 points): Lose 29.292313 but Gain 717.689833 Iteration 177Q (113.819353 sec): 52 clusters Score: Raw -1768054.685963 + Penalty 35874.334711 = -1732180.351252 nChanged 29 Deleting Class 65 (44 points): Lose 183.344549 but Gain 868.555671 Iteration 178Q (113.976879 sec): 51 clusters Score: Raw -1767892.833516 + Penalty 35007.570074 = -1732885.263442 nChanged 59 Deleting Class 58 (10 points): Lose 70.687176 but Gain 754.642885 Iteration 179Q (114.134743 sec): 50 clusters Score: Raw -1767894.198023 + Penalty 34267.853253 = -1733626.344769 nChanged 40 Deleting Class 131 (12 points): Lose 76.226595 but Gain 758.530282 Iteration 180F (115.088206 sec): 49 clusters Score: Raw -1767855.375563 + Penalty 33565.911346 = -1734289.464217 nChanged 37 Deleting Class 12 (119 points): Lose 351.060948 but Gain 1031.275195 Iteration 181Q (115.246261 sec): 48 clusters Score: Raw -1767542.890404 + Penalty 32554.940797 = -1734987.949607 nChanged 146 Deleting Class 194 (2 points): Lose 6.900757 but Gain 659.184352 Iteration 182Q (115.405539 sec): 47 clusters Score: Raw -1767748.602451 + Penalty 31903.078334 = -1735845.524117 nChanged 54 Deleting Class 50 (17 points): Lose 136.626562 but Gain 785.559889 Iteration 183Q (115.560110 sec): 46 clusters Score: Raw -1767650.803833 + Penalty 31130.573941 = -1736520.229892 nChanged 51 Deleting Class 56 (116 points): Lose 473.134911 but Gain 1068.341975 Iteration 184Q (115.713930 sec): 45 clusters Score: Raw -1767245.537252 + Penalty 30068.354485 = -1737177.182766 nChanged 153 Deleting Class 9 (24 points): Lose 287.082347 but Gain 868.825212 Iteration 185Q (115.868762 sec): 44 clusters Score: Raw -1767229.017170 + Penalty 29233.098468 = -1737995.918702 nChanged 85 Deleting Class 66 (141 points): Lose 873.575489 but Gain 1426.973356 Iteration 186Q (116.020994 sec): 43 clusters Score: Raw -1766525.156191 + Penalty 27915.594668 = -1738609.561523 nChanged 189 Deleting Class 94 (47 points): Lose 495.785065 but Gain 1018.465019 Iteration 187Q (116.176415 sec): 42 clusters Score: Raw -1766550.861689 + Penalty 26975.138223 = -1739575.723465 nChanged 120 Deleting Class 102 (31 points): Lose 174.052724 but Gain 670.441575 Iteration 188Q (116.326306 sec): 41 clusters Score: Raw -1766687.625075 + Penalty 26402.848307 = -1740284.776768 nChanged 107 Deleting Class 80 (6 points): Lose 54.733100 but Gain 521.066808 Iteration 189Q (116.476403 sec): 40 clusters Score: Raw -1766817.552667 + Penalty 25892.018286 = -1740925.534381 nChanged 81 Deleting Class 40 (186 points): Lose 835.251685 but Gain 1166.589120 Iteration 190F (117.243557 sec): 39 clusters Score: Raw -1766102.728258 + Penalty 24981.070822 = -1741121.657436 nChanged 232 Deleting Class 32 (179 points): Lose 1019.749222 but Gain 1275.299254 Iteration 191Q (117.394360 sec): 38 clusters Score: Raw -1765617.341110 + Penalty 23827.259198 = -1741790.081912 nChanged 264 Deleting Class 28 (67 points): Lose 841.896465 but Gain 951.056819 Iteration 192Q (117.545390 sec): 37 clusters Score: Raw -1765617.577985 + Penalty 23002.771946 = -1742614.806039 nChanged 177 Iteration 193Q (117.692177 sec): 37 clusters Score: Raw -1766265.415423 + Penalty 23125.667958 = -1743139.747464 nChanged 96 Iteration 194Q (117.837407 sec): 37 clusters Score: Raw -1766355.022710 + Penalty 23162.388807 = -1743192.633903 nChanged 69 Iteration 195Q (117.981071 sec): 37 clusters Score: Raw -1766400.394108 + Penalty 23176.701440 = -1743223.692668 nChanged 45 Iteration 196Q (118.125134 sec): 37 clusters Score: Raw -1766422.768690 + Penalty 23188.089869 = -1743234.678821 nChanged 38 Iteration 197Q (118.268299 sec): 37 clusters Score: Raw -1766436.208071 + Penalty 23192.675306 = -1743243.532765 nChanged 28 Iteration 198Q (118.411255 sec): 37 clusters Score: Raw -1766444.546018 + Penalty 23196.651971 = -1743247.894047 nChanged 16 Iteration 199Q (118.553840 sec): 37 clusters Score: Raw -1766449.209924 + Penalty 23199.614912 = -1743249.595012 nChanged 10 Deleting Class 27 (175 points): Lose 1243.315366 but Gain 1259.106055 Iteration 200F (119.262193 sec): 36 clusters Score: Raw -1765210.973574 + Penalty 22021.122077 = -1743189.851497 nChanged 183 Iteration 201F (119.951812 sec): 36 clusters Score: Raw -1765885.665349 + Penalty 22095.113371 = -1743790.551978 nChanged 55 Iteration 202Q (120.095448 sec): 36 clusters Score: Raw -1765966.140756 + Penalty 22111.027118 = -1743855.113638 nChanged 39 Iteration 203Q (120.238492 sec): 36 clusters Score: Raw -1765994.520871 + Penalty 22134.532589 = -1743859.988283 nChanged 23 Iteration 204Q (120.381394 sec): 36 clusters Score: Raw -1766010.185592 + Penalty 22144.848486 = -1743865.337106 nChanged 17 Iteration 205Q (120.523927 sec): 36 clusters Score: Raw -1766019.393147 + Penalty 22149.717524 = -1743869.675622 nChanged 12 Iteration 206Q (120.666709 sec): 36 clusters Score: Raw -1766022.299159 + Penalty 22155.420333 = -1743866.878825 nChanged 11 Iteration 207F (121.355947 sec): 36 clusters Score: Raw -1766025.734020 + Penalty 22163.688013 = -1743862.046008 nChanged 11 Iteration 208F (122.045538 sec): 36 clusters Score: Raw -1766030.149959 + Penalty 22177.729012 = -1743852.420947 nChanged 14 Iteration 209F (122.735994 sec): 36 clusters Score: Raw -1766042.388806 + Penalty 22200.713221 = -1743841.675585 nChanged 17 Iteration 210F (123.423148 sec): 36 clusters Score: Raw -1766056.469419 + Penalty 22215.447690 = -1743841.021729 nChanged 19 Iteration 211F (124.108969 sec): 36 clusters Score: Raw -1766073.232973 + Penalty 22234.571415 = -1743838.661558 nChanged 14 Iteration 212F (124.798025 sec): 36 clusters Score: Raw -1766080.138179 + Penalty 22254.959282 = -1743825.178897 nChanged 14 Iteration 213F (125.485924 sec): 36 clusters Score: Raw -1766087.502836 + Penalty 22255.895182 = -1743831.607654 nChanged 5 Iteration 214Q (125.628499 sec): 36 clusters Score: Raw -1766088.434698 + Penalty 22255.968038 = -1743832.466660 nChanged 1 Iteration 215Q (125.771063 sec): 36 clusters Score: Raw -1766088.682600 + Penalty 22256.798743 = -1743831.883856 nChanged 3 Iteration 216F (126.460105 sec): 36 clusters Score: Raw -1766089.546776 + Penalty 22256.798743 = -1743832.748033 nChanged 0 Writing temp clu file Memory request: 0.18 GB would take us to total of 0.37 GB. Compute initial score before splitting: Score: Raw -1766089.546776 + Penalty 22256.798743 = -1743832.748033Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 1 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.584894 sec): 2 clusters Score: Raw -18407.910981 + Penalty 577.501312 = -17830.409669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.585788 sec): 3 clusters Score: Raw -18278.790817 + Penalty 1154.231287 = -17124.559530 nChanged 93 SP:Iteration 1F (126.586639 sec): 3 clusters Score: Raw -18347.944086 + Penalty 1154.025993 = -17193.918093 nChanged 15 SP:Iteration 2Q (126.587482 sec): 3 clusters Score: Raw -18368.447437 + Penalty 1152.355244 = -17216.092193 nChanged 16 SP:Iteration 3Q (126.588321 sec): 3 clusters Score: Raw -18402.880312 + Penalty 1150.203438 = -17252.676873 nChanged 19 SP:Iteration 4F (126.589176 sec): 3 clusters Score: Raw -18425.744956 + Penalty 1150.518377 = -17275.226580 nChanged 10 SP:Iteration 5Q (126.590023 sec): 3 clusters Score: Raw -18442.320468 + Penalty 1151.884995 = -17290.435473 nChanged 6 SP:Iteration 6Q (126.590848 sec): 3 clusters Score: Raw -18446.897130 + Penalty 1152.254009 = -17294.643120 nChanged 3 SP:Iteration 7Q (126.591671 sec): 3 clusters Score: Raw -18448.773872 + Penalty 1152.417607 = -17296.356265 nChanged 1 SP:Iteration 8Q (126.592494 sec): 3 clusters Score: Raw -18449.665631 + Penalty 1152.691195 = -17296.974436 nChanged 1 SP:Iteration 9Q (126.593316 sec): 3 clusters Score: Raw -18450.880012 + Penalty 1152.691195 = -17298.188817 nChanged 0 SP:Iteration 10F (126.594163 sec): 3 clusters Score: Raw -18450.880012 + Penalty 1152.691195 = -17298.188817 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 2 (1150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.598634 sec): 2 clusters Score: Raw -54951.871547 + Penalty 95.899162 = -54855.972385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.600832 sec): 3 clusters Score: Raw -54223.307289 + Penalty 187.805423 = -54035.501866 nChanged 531 SP:Iteration 1F (126.602995 sec): 3 clusters Score: Raw -54574.466163 + Penalty 181.883699 = -54392.582464 nChanged 107 SP:Iteration 2F (126.605154 sec): 3 clusters Score: Raw -54675.999218 + Penalty 181.748291 = -54494.250928 nChanged 136 SP:Iteration 3F (126.607314 sec): 3 clusters Score: Raw -54846.912231 + Penalty 182.153043 = -54664.759188 nChanged 80 SP:Iteration 4F (126.609473 sec): 3 clusters Score: Raw -54956.939183 + Penalty 188.906932 = -54768.032251 nChanged 50 SP:Iteration 5Q (126.611416 sec): 3 clusters Score: Raw -55004.195420 + Penalty 192.129141 = -54812.066279 nChanged 25 SP:Iteration 6Q (126.613354 sec): 3 clusters Score: Raw -55019.724249 + Penalty 194.041145 = -54825.683104 nChanged 8 SP:Iteration 7Q (126.615226 sec): 3 clusters Score: Raw -55022.378058 + Penalty 195.391336 = -54826.986722 nChanged 6 SP:Iteration 8Q (126.617056 sec): 3 clusters Score: Raw -55025.099585 + Penalty 195.874033 = -54829.225551 nChanged 6 SP:Iteration 9Q (126.618886 sec): 3 clusters Score: Raw -55027.300943 + Penalty 194.458918 = -54832.842025 nChanged 3 SP:Iteration 10F (126.621041 sec): 3 clusters Score: Raw -55028.069579 + Penalty 194.373765 = -54833.695814 nChanged 3 SP:Iteration 11Q (126.622872 sec): 3 clusters Score: Raw -55028.764591 + Penalty 195.994020 = -54832.770571 nChanged 2 SP:Iteration 12F (126.625029 sec): 3 clusters Score: Raw -55029.710811 + Penalty 195.994020 = -54833.716791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 3 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.626244 sec): 2 clusters Score: Raw -10237.923404 + Penalty 503.899893 = -9734.023510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.626911 sec): 3 clusters Score: Raw -10215.916528 + Penalty 1009.434530 = -9206.481998 nChanged 51 SP:Iteration 1F (126.627576 sec): 3 clusters Score: Raw -10297.870752 + Penalty 1010.473819 = -9287.396933 nChanged 25 SP:Iteration 2F (126.628228 sec): 3 clusters Score: Raw -10359.715333 + Penalty 1011.255436 = -9348.459897 nChanged 16 SP:Iteration 3F (126.628881 sec): 3 clusters Score: Raw -10410.554007 + Penalty 1009.489923 = -9401.064085 nChanged 11 SP:Iteration 4Q (126.629487 sec): 3 clusters Score: Raw -10460.151873 + Penalty 1009.911739 = -9450.240134 nChanged 7 SP:Iteration 5Q (126.630080 sec): 3 clusters Score: Raw -10486.126102 + Penalty 1009.110441 = -9477.015661 nChanged 4 SP:Iteration 6Q (126.630671 sec): 3 clusters Score: Raw -10516.589890 + Penalty 1008.847850 = -9507.742039 nChanged 3 SP:Iteration 7Q (126.631256 sec): 3 clusters Score: Raw -10531.686534 + Penalty 1007.743920 = -9523.942615 nChanged 8 SP:Iteration 8Q (126.631838 sec): 3 clusters Score: Raw -10572.429222 + Penalty 1007.543543 = -9564.885679 nChanged 4 SP:Iteration 9Q (126.632410 sec): 3 clusters Score: Raw -10595.197091 + Penalty 1007.373637 = -9587.823454 nChanged 4 SP:Iteration 10F (126.633059 sec): 3 clusters Score: Raw -10613.276465 + Penalty 1007.196811 = -9606.079654 nChanged 2 SP:Iteration 11Q (126.633629 sec): 3 clusters Score: Raw -10616.279001 + Penalty 1007.005583 = -9609.273419 nChanged 1 SP:Iteration 12Q (126.634196 sec): 3 clusters Score: Raw -10617.555025 + Penalty 1007.005583 = -9610.549443 nChanged 0 SP:Iteration 13F (126.634846 sec): 3 clusters Score: Raw -10617.555025 + Penalty 1007.005583 = -9610.549443 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 4 (3954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.651711 sec): 2 clusters Score: Raw -189579.416510 + Penalty 78.371280 = -189501.045230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.658893 sec): 3 clusters Score: Raw -186979.790164 + Penalty 157.662959 = -186822.127206 nChanged 1872 SP:Iteration 1F (126.665949 sec): 3 clusters Score: Raw -188571.481483 + Penalty 156.586062 = -188414.895421 nChanged 300 SP:Iteration 2F (126.673258 sec): 3 clusters Score: Raw -188924.080410 + Penalty 155.919582 = -188768.160828 nChanged 168 SP:Iteration 3Q (126.680684 sec): 3 clusters Score: Raw -189126.897465 + Penalty 154.535344 = -188972.362121 nChanged 130 SP:Iteration 4Q (126.687501 sec): 3 clusters Score: Raw -189197.680035 + Penalty 153.860246 = -189043.819789 nChanged 80 SP:Iteration 5Q (126.694267 sec): 3 clusters Score: Raw -189233.804875 + Penalty 153.058140 = -189080.746735 nChanged 56 SP:Iteration 6Q (126.700799 sec): 3 clusters Score: Raw -189256.111439 + Penalty 152.601264 = -189103.510174 nChanged 41 SP:Iteration 7Q (126.707268 sec): 3 clusters Score: Raw -189273.395115 + Penalty 152.331736 = -189121.063379 nChanged 39 SP:Iteration 8Q (126.713749 sec): 3 clusters Score: Raw -189287.786540 + Penalty 152.181935 = -189135.604605 nChanged 30 SP:Iteration 9Q (126.720164 sec): 3 clusters Score: Raw -189298.280622 + Penalty 152.252267 = -189146.028355 nChanged 29 SP:Iteration 10F (126.727155 sec): 3 clusters Score: Raw -189309.615967 + Penalty 151.648293 = -189157.967673 nChanged 34 SP:Iteration 11Q (126.733538 sec): 3 clusters Score: Raw -189323.345205 + Penalty 151.305810 = -189172.039395 nChanged 37 SP:Iteration 12Q (126.739940 sec): 3 clusters Score: Raw -189338.756213 + Penalty 150.809311 = -189187.946902 nChanged 28 SP:Iteration 13Q (126.746276 sec): 3 clusters Score: Raw -189353.328805 + Penalty 149.562558 = -189203.766247 nChanged 29 SP:Iteration 14Q (126.752581 sec): 3 clusters Score: Raw -189366.904433 + Penalty 147.702214 = -189219.202220 nChanged 32 SP:Iteration 15Q (126.758863 sec): 3 clusters Score: Raw -189386.501042 + Penalty 147.576875 = -189238.924167 nChanged 35 SP:Iteration 16Q (126.765244 sec): 3 clusters Score: Raw -189402.814705 + Penalty 146.512421 = -189256.302284 nChanged 36 SP:Iteration 17Q (126.771474 sec): 3 clusters Score: Raw -189418.606804 + Penalty 145.755322 = -189272.851482 nChanged 29 SP:Iteration 18Q (126.777804 sec): 3 clusters Score: Raw -189434.005953 + Penalty 144.866072 = -189289.139881 nChanged 22 SP:Iteration 19Q (126.784035 sec): 3 clusters Score: Raw -189441.522300 + Penalty 143.921114 = -189297.601185 nChanged 18 SP:Iteration 20F (126.791265 sec): 3 clusters Score: Raw -189446.041371 + Penalty 143.380621 = -189302.660750 nChanged 11 SP:Iteration 21Q (126.797868 sec): 3 clusters Score: Raw -189448.960479 + Penalty 143.183118 = -189305.777361 nChanged 11 SP:Iteration 22Q (126.804069 sec): 3 clusters Score: Raw -189452.579466 + Penalty 142.428998 = -189310.150468 nChanged 11 SP:Iteration 23Q (126.810237 sec): 3 clusters Score: Raw -189457.410343 + Penalty 141.901163 = -189315.509179 nChanged 15 SP:Iteration 24Q (126.816391 sec): 3 clusters Score: Raw -189462.449326 + Penalty 140.739402 = -189321.709923 nChanged 15 SP:Iteration 25Q (126.822521 sec): 3 clusters Score: Raw -189467.268878 + Penalty 140.472211 = -189326.796667 nChanged 13 SP:Iteration 26Q (126.828643 sec): 3 clusters Score: Raw -189472.428946 + Penalty 140.138773 = -189332.290173 nChanged 16 SP:Iteration 27Q (126.834754 sec): 3 clusters Score: Raw -189477.965996 + Penalty 139.415388 = -189338.550608 nChanged 13 SP:Iteration 28Q (126.840852 sec): 3 clusters Score: Raw -189481.159148 + Penalty 139.047415 = -189342.111734 nChanged 11 SP:Iteration 29Q (126.847071 sec): 3 clusters Score: Raw -189483.232160 + Penalty 138.077746 = -189345.154414 nChanged 8 SP:Iteration 30F (126.854117 sec): 3 clusters Score: Raw -189485.041030 + Penalty 138.021566 = -189347.019464 nChanged 9 SP:Iteration 31Q (126.860202 sec): 3 clusters Score: Raw -189486.160225 + Penalty 137.437146 = -189348.723078 nChanged 8 SP:Iteration 32Q (126.866528 sec): 3 clusters Score: Raw -189487.182703 + Penalty 137.457295 = -189349.725408 nChanged 12 SP:Iteration 33Q (126.872607 sec): 3 clusters Score: Raw -189490.388399 + Penalty 137.455592 = -189352.932807 nChanged 13 SP:Iteration 34Q (126.878878 sec): 3 clusters Score: Raw -189491.766237 + Penalty 137.081908 = -189354.684329 nChanged 7 SP:Iteration 35Q (126.884933 sec): 3 clusters Score: Raw -189492.579287 + Penalty 136.929261 = -189355.650026 nChanged 4 SP:Iteration 36Q (126.890975 sec): 3 clusters Score: Raw -189492.752779 + Penalty 136.816644 = -189355.936135 nChanged 5 SP:Iteration 37Q (126.897196 sec): 3 clusters Score: Raw -189493.063318 + Penalty 136.836938 = -189356.226381 nChanged 3 SP:Iteration 38Q (126.903340 sec): 3 clusters Score: Raw -189493.209897 + Penalty 136.482846 = -189356.727050 nChanged 3 SP:Iteration 39Q (126.909372 sec): 3 clusters Score: Raw -189493.422244 + Penalty 136.525361 = -189356.896883 nChanged 5 SP:Iteration 40F (126.916365 sec): 3 clusters Score: Raw -189493.744539 + Penalty 135.809156 = -189357.935383 nChanged 6 SP:Iteration 41Q (126.922426 sec): 3 clusters Score: Raw -189494.304528 + Penalty 135.713262 = -189358.591266 nChanged 5 SP:Iteration 42Q (126.928452 sec): 3 clusters Score: Raw -189494.466495 + Penalty 135.637505 = -189358.828990 nChanged 4 SP:Iteration 43Q (126.934475 sec): 3 clusters Score: Raw -189495.202232 + Penalty 135.644148 = -189359.558084 nChanged 2 SP:Iteration 44Q (126.940490 sec): 3 clusters Score: Raw -189495.995144 + Penalty 135.478260 = -189360.516884 nChanged 3 SP:Iteration 45Q (126.946531 sec): 3 clusters Score: Raw -189497.161439 + Penalty 135.461915 = -189361.699525 nChanged 4 SP:Iteration 46Q (126.952544 sec): 3 clusters Score: Raw -189497.787269 + Penalty 135.331005 = -189362.456264 nChanged 4 SP:Iteration 47Q (126.958585 sec): 3 clusters Score: Raw -189499.400654 + Penalty 134.940507 = -189364.460147 nChanged 4 SP:Iteration 48Q (126.964737 sec): 3 clusters Score: Raw -189500.157787 + Penalty 134.768821 = -189365.388966 nChanged 4 SP:Iteration 49Q (126.971019 sec): 3 clusters Score: Raw -189501.176994 + Penalty 134.719606 = -189366.457388 nChanged 1 SP:Iteration 50F (126.978334 sec): 3 clusters Score: Raw -189501.314603 + Penalty 134.725136 = -189366.589467 nChanged 1 SP:Iteration 51Q (126.984350 sec): 3 clusters Score: Raw -189501.713438 + Penalty 134.586533 = -189367.126905 nChanged 4 SP:Iteration 52Q (126.990351 sec): 3 clusters Score: Raw -189502.870297 + Penalty 134.253509 = -189368.616787 nChanged 4 SP:Iteration 53Q (126.996576 sec): 3 clusters Score: Raw -189504.035416 + Penalty 133.857101 = -189370.178315 nChanged 5 SP:Iteration 54Q (127.003068 sec): 3 clusters Score: Raw -189504.502608 + Penalty 133.766738 = -189370.735870 nChanged 8 SP:Iteration 55Q (127.009240 sec): 3 clusters Score: Raw -189506.332362 + Penalty 133.696572 = -189372.635789 nChanged 9 SP:Iteration 56Q (127.015258 sec): 3 clusters Score: Raw -189508.130419 + Penalty 133.442348 = -189374.688071 nChanged 9 SP:Iteration 57Q (127.021227 sec): 3 clusters Score: Raw -189509.144598 + Penalty 133.343843 = -189375.800754 nChanged 6 SP:Iteration 58Q (127.027223 sec): 3 clusters Score: Raw -189510.097362 + Penalty 133.351727 = -189376.745635 nChanged 4 SP:Iteration 59Q (127.033170 sec): 3 clusters Score: Raw -189510.930274 + Penalty 133.373549 = -189377.556725 nChanged 2 SP:Iteration 60F (127.040203 sec): 3 clusters Score: Raw -189511.200352 + Penalty 133.373549 = -189377.826803 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 5 (4076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.060671 sec): 2 clusters Score: Raw -197193.410457 + Penalty 236.286854 = -196957.123603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.068153 sec): 3 clusters Score: Raw -194608.127418 + Penalty 479.201977 = -194128.925440 nChanged 1879 SP:Iteration 1F (127.075495 sec): 3 clusters Score: Raw -196300.188905 + Penalty 484.921741 = -195815.267163 nChanged 459 SP:Iteration 2F (127.082923 sec): 3 clusters Score: Raw -196696.176043 + Penalty 487.821572 = -196208.354471 nChanged 228 SP:Iteration 3F (127.090344 sec): 3 clusters Score: Raw -196811.470111 + Penalty 489.353021 = -196322.117090 nChanged 106 SP:Iteration 4Q (127.097557 sec): 3 clusters Score: Raw -196840.150338 + Penalty 490.692944 = -196349.457394 nChanged 55 SP:Iteration 5Q (127.104760 sec): 3 clusters Score: Raw -196854.630317 + Penalty 492.351589 = -196362.278728 nChanged 44 SP:Iteration 6Q (127.111909 sec): 3 clusters Score: Raw -196862.776567 + Penalty 493.675995 = -196369.100572 nChanged 23 SP:Iteration 7Q (127.119051 sec): 3 clusters Score: Raw -196868.730949 + Penalty 494.991412 = -196373.739536 nChanged 25 SP:Iteration 8Q (127.126218 sec): 3 clusters Score: Raw -196874.118751 + Penalty 496.118987 = -196377.999765 nChanged 21 SP:Iteration 9Q (127.133346 sec): 3 clusters Score: Raw -196877.795986 + Penalty 497.047070 = -196380.748916 nChanged 18 SP:Iteration 10F (127.140629 sec): 3 clusters Score: Raw -196880.526975 + Penalty 498.128640 = -196382.398334 nChanged 19 SP:Iteration 11Q (127.147810 sec): 3 clusters Score: Raw -196884.549023 + Penalty 499.038871 = -196385.510152 nChanged 22 SP:Iteration 12Q (127.154957 sec): 3 clusters Score: Raw -196889.391653 + Penalty 500.165634 = -196389.226019 nChanged 29 SP:Iteration 13Q (127.162089 sec): 3 clusters Score: Raw -196897.229883 + Penalty 501.897870 = -196395.332012 nChanged 34 SP:Iteration 14Q (127.169276 sec): 3 clusters Score: Raw -196904.568777 + Penalty 504.050997 = -196400.517780 nChanged 41 SP:Iteration 15Q (127.176395 sec): 3 clusters Score: Raw -196917.101514 + Penalty 505.227680 = -196411.873834 nChanged 37 SP:Iteration 16Q (127.183799 sec): 3 clusters Score: Raw -196930.646072 + Penalty 506.501462 = -196424.144610 nChanged 37 SP:Iteration 17Q (127.190908 sec): 3 clusters Score: Raw -196947.499111 + Penalty 507.844049 = -196439.655062 nChanged 41 SP:Iteration 18Q (127.197956 sec): 3 clusters Score: Raw -196965.122341 + Penalty 508.806043 = -196456.316299 nChanged 45 SP:Iteration 19Q (127.205054 sec): 3 clusters Score: Raw -196983.679917 + Penalty 509.512031 = -196474.167886 nChanged 47 SP:Iteration 20F (127.212450 sec): 3 clusters Score: Raw -196999.981577 + Penalty 508.894697 = -196491.086880 nChanged 37 SP:Iteration 21Q (127.219416 sec): 3 clusters Score: Raw -197010.066894 + Penalty 507.967994 = -196502.098901 nChanged 35 SP:Iteration 22Q (127.226339 sec): 3 clusters Score: Raw -197018.579734 + Penalty 507.553851 = -196511.025883 nChanged 29 SP:Iteration 23Q (127.233274 sec): 3 clusters Score: Raw -197026.121107 + Penalty 507.469561 = -196518.651546 nChanged 34 SP:Iteration 24Q (127.240142 sec): 3 clusters Score: Raw -197037.801499 + Penalty 505.707718 = -196532.093781 nChanged 40 SP:Iteration 25Q (127.246967 sec): 3 clusters Score: Raw -197053.426630 + Penalty 505.245393 = -196548.181237 nChanged 40 SP:Iteration 26Q (127.253737 sec): 3 clusters Score: Raw -197064.521129 + Penalty 504.029287 = -196560.491842 nChanged 30 SP:Iteration 27Q (127.260467 sec): 3 clusters Score: Raw -197073.234557 + Penalty 502.374408 = -196570.860149 nChanged 26 SP:Iteration 28Q (127.267157 sec): 3 clusters Score: Raw -197078.807988 + Penalty 501.282374 = -196577.525614 nChanged 28 SP:Iteration 29Q (127.273851 sec): 3 clusters Score: Raw -197085.165534 + Penalty 500.690697 = -196584.474838 nChanged 23 SP:Iteration 30F (127.281159 sec): 3 clusters Score: Raw -197090.674280 + Penalty 500.964599 = -196589.709681 nChanged 24 SP:Iteration 31Q (127.287818 sec): 3 clusters Score: Raw -197094.309052 + Penalty 501.114077 = -196593.194975 nChanged 16 SP:Iteration 32Q (127.294448 sec): 3 clusters Score: Raw -197096.478670 + Penalty 500.248529 = -196596.230140 nChanged 15 SP:Iteration 33Q (127.301072 sec): 3 clusters Score: Raw -197100.283269 + Penalty 500.691159 = -196599.592110 nChanged 16 SP:Iteration 34Q (127.307879 sec): 3 clusters Score: Raw -197102.635946 + Penalty 501.161981 = -196601.473964 nChanged 14 SP:Iteration 35Q (127.314599 sec): 3 clusters Score: Raw -197105.326387 + Penalty 500.333160 = -196604.993227 nChanged 14 SP:Iteration 36Q (127.321319 sec): 3 clusters Score: Raw -197109.302933 + Penalty 499.954658 = -196609.348275 nChanged 17 SP:Iteration 37Q (127.327877 sec): 3 clusters Score: Raw -197112.541630 + Penalty 500.676185 = -196611.865444 nChanged 12 SP:Iteration 38Q (127.334462 sec): 3 clusters Score: Raw -197114.365177 + Penalty 501.463262 = -196612.901914 nChanged 17 SP:Iteration 39Q (127.340984 sec): 3 clusters Score: Raw -197116.744245 + Penalty 501.567204 = -196615.177041 nChanged 16 SP:Iteration 40F (127.348248 sec): 3 clusters Score: Raw -197119.268130 + Penalty 503.027909 = -196616.240221 nChanged 16 SP:Iteration 41Q (127.354797 sec): 3 clusters Score: Raw -197121.702441 + Penalty 504.225540 = -196617.476901 nChanged 17 SP:Iteration 42Q (127.361310 sec): 3 clusters Score: Raw -197125.137583 + Penalty 504.729673 = -196620.407910 nChanged 22 SP:Iteration 43Q (127.367791 sec): 3 clusters Score: Raw -197131.294623 + Penalty 505.389812 = -196625.904811 nChanged 10 SP:Iteration 44Q (127.374285 sec): 3 clusters Score: Raw -197132.241890 + Penalty 505.447409 = -196626.794482 nChanged 9 SP:Iteration 45Q (127.380754 sec): 3 clusters Score: Raw -197133.359263 + Penalty 505.776451 = -196627.582812 nChanged 8 SP:Iteration 46Q (127.387320 sec): 3 clusters Score: Raw -197134.367064 + Penalty 506.207224 = -196628.159840 nChanged 10 SP:Iteration 47Q (127.393748 sec): 3 clusters Score: Raw -197136.385046 + Penalty 506.297546 = -196630.087500 nChanged 12 SP:Iteration 48Q (127.400194 sec): 3 clusters Score: Raw -197138.047639 + Penalty 506.906494 = -196631.141146 nChanged 16 SP:Iteration 49Q (127.406636 sec): 3 clusters Score: Raw -197141.668363 + Penalty 508.557674 = -196633.110689 nChanged 19 SP:Iteration 50F (127.414392 sec): 3 clusters Score: Raw -197145.154726 + Penalty 509.990191 = -196635.164535 nChanged 20 SP:Iteration 51Q (127.420756 sec): 3 clusters Score: Raw -197149.621458 + Penalty 512.046018 = -196637.575441 nChanged 19 SP:Iteration 52Q (127.427099 sec): 3 clusters Score: Raw -197152.663716 + Penalty 512.712886 = -196639.950830 nChanged 12 SP:Iteration 53Q (127.433465 sec): 3 clusters Score: Raw -197154.124056 + Penalty 512.715043 = -196641.409013 nChanged 12 SP:Iteration 54Q (127.439775 sec): 3 clusters Score: Raw -197155.881889 + Penalty 511.798454 = -196644.083434 nChanged 14 SP:Iteration 55Q (127.446078 sec): 3 clusters Score: Raw -197158.265841 + Penalty 512.211214 = -196646.054628 nChanged 14 SP:Iteration 56Q (127.452369 sec): 3 clusters Score: Raw -197159.874467 + Penalty 512.566021 = -196647.308446 nChanged 11 SP:Iteration 57Q (127.458635 sec): 3 clusters Score: Raw -197161.402585 + Penalty 512.673507 = -196648.729079 nChanged 13 SP:Iteration 58Q (127.464989 sec): 3 clusters Score: Raw -197163.858425 + Penalty 512.707223 = -196651.151202 nChanged 11 SP:Iteration 59Q (127.471275 sec): 3 clusters Score: Raw -197165.968395 + Penalty 511.105202 = -196654.863193 nChanged 14 SP:Iteration 60F (127.478540 sec): 3 clusters Score: Raw -197168.422769 + Penalty 510.476453 = -196657.946316 nChanged 9 SP:Iteration 61Q (127.484799 sec): 3 clusters Score: Raw -197169.732349 + Penalty 510.503323 = -196659.229026 nChanged 11 SP:Iteration 62Q (127.491012 sec): 3 clusters Score: Raw -197170.777838 + Penalty 510.896282 = -196659.881556 nChanged 5 SP:Iteration 63Q (127.497211 sec): 3 clusters Score: Raw -197171.312338 + Penalty 511.070580 = -196660.241758 nChanged 3 SP:Iteration 64Q (127.503460 sec): 3 clusters Score: Raw -197171.644426 + Penalty 511.460419 = -196660.184007 nChanged 7 SP:Iteration 65F (127.511087 sec): 3 clusters Score: Raw -197172.405886 + Penalty 512.141351 = -196660.264535 nChanged 5 SP:Iteration 66Q (127.517538 sec): 3 clusters Score: Raw -197172.801567 + Penalty 512.550502 = -196660.251065 nChanged 5 SP:Iteration 67F (127.524922 sec): 3 clusters Score: Raw -197173.337178 + Penalty 512.631311 = -196660.705867 nChanged 5 SP:Iteration 68Q (127.531218 sec): 3 clusters Score: Raw -197174.084718 + Penalty 511.664906 = -196662.419812 nChanged 4 SP:Iteration 69Q (127.537430 sec): 3 clusters Score: Raw -197174.793000 + Penalty 511.277046 = -196663.515954 nChanged 1 SP:Iteration 70F (127.544703 sec): 3 clusters Score: Raw -197175.039850 + Penalty 510.875560 = -196664.164290 nChanged 1 SP:Iteration 71Q (127.550998 sec): 3 clusters Score: Raw -197175.101491 + Penalty 511.120058 = -196663.981433 nChanged 1 SP:Iteration 72F (127.558375 sec): 3 clusters Score: Raw -197175.138207 + Penalty 511.120058 = -196664.018149 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 6 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.564184 sec): 2 clusters Score: Raw -30589.741080 + Penalty 382.749021 = -30206.992060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.565511 sec): 3 clusters Score: Raw -30283.671582 + Penalty 782.598379 = -29501.073202 nChanged 210 SP:Iteration 1F (127.566799 sec): 3 clusters Score: Raw -30451.895582 + Penalty 806.650658 = -29645.244924 nChanged 79 SP:Iteration 2F (127.568080 sec): 3 clusters Score: Raw -30548.826664 + Penalty 818.206254 = -29730.620410 nChanged 46 SP:Iteration 3F (127.569358 sec): 3 clusters Score: Raw -30604.420920 + Penalty 828.375506 = -29776.045414 nChanged 24 SP:Iteration 4Q (127.570617 sec): 3 clusters Score: Raw -30628.163006 + Penalty 835.662903 = -29792.500103 nChanged 19 SP:Iteration 5Q (127.571881 sec): 3 clusters Score: Raw -30660.947352 + Penalty 836.743937 = -29824.203414 nChanged 17 SP:Iteration 6Q (127.573103 sec): 3 clusters Score: Raw -30682.912064 + Penalty 832.708767 = -29850.203297 nChanged 11 SP:Iteration 7Q (127.574314 sec): 3 clusters Score: Raw -30690.806086 + Penalty 831.981900 = -29858.824186 nChanged 2 SP:Iteration 8Q (127.575525 sec): 3 clusters Score: Raw -30691.627478 + Penalty 832.519610 = -29859.107868 nChanged 3 SP:Iteration 9Q (127.576734 sec): 3 clusters Score: Raw -30694.055781 + Penalty 832.519610 = -29861.536171 nChanged 0 SP:Iteration 10F (127.577982 sec): 3 clusters Score: Raw -30694.055781 + Penalty 832.519610 = -29861.536171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 7 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.580677 sec): 2 clusters Score: Raw -20570.610745 + Penalty 144.922447 = -20425.688298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.581587 sec): 3 clusters Score: Raw -20367.589597 + Penalty 299.532764 = -20068.056833 nChanged 150 SP:Iteration 1F (127.582480 sec): 3 clusters Score: Raw -20460.577744 + Penalty 301.843329 = -20158.734415 nChanged 33 SP:Iteration 2F (127.583373 sec): 3 clusters Score: Raw -20489.875848 + Penalty 308.987728 = -20180.888120 nChanged 26 SP:Iteration 3F (127.584264 sec): 3 clusters Score: Raw -20518.395087 + Penalty 323.080814 = -20195.314273 nChanged 22 SP:Iteration 4F (127.585155 sec): 3 clusters Score: Raw -20547.615691 + Penalty 327.562928 = -20220.052763 nChanged 16 SP:Iteration 5Q (127.586030 sec): 3 clusters Score: Raw -20569.542378 + Penalty 332.398673 = -20237.143705 nChanged 12 SP:Iteration 6Q (127.586849 sec): 3 clusters Score: Raw -20580.215867 + Penalty 348.334849 = -20231.881018 nChanged 7 SP:Iteration 7F (127.587739 sec): 3 clusters Score: Raw -20587.463798 + Penalty 353.925162 = -20233.538635 nChanged 4 SP:Iteration 8Q (127.588526 sec): 3 clusters Score: Raw -20594.334865 + Penalty 368.369476 = -20225.965389 nChanged 3 SP:Iteration 9F (127.589419 sec): 3 clusters Score: Raw -20598.286367 + Penalty 372.526930 = -20225.759436 nChanged 1 SP:Iteration 10F (127.590308 sec): 3 clusters Score: Raw -20599.323175 + Penalty 388.690018 = -20210.633157 nChanged 2 SP:Iteration 11F (127.591195 sec): 3 clusters Score: Raw -20601.384984 + Penalty 388.690018 = -20212.694966 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 8 (3795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.602535 sec): 2 clusters Score: Raw -182862.670508 + Penalty 111.405411 = -182751.265097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.609682 sec): 3 clusters Score: Raw -180336.677092 + Penalty 223.393655 = -180113.283437 nChanged 1823 SP:Iteration 1F (127.616870 sec): 3 clusters Score: Raw -181740.124206 + Penalty 228.010713 = -181512.113493 nChanged 426 SP:Iteration 2F (127.623769 sec): 3 clusters Score: Raw -182195.167015 + Penalty 231.690997 = -181963.476019 nChanged 209 SP:Iteration 3F (127.630550 sec): 3 clusters Score: Raw -182494.864791 + Penalty 234.496860 = -182260.367931 nChanged 100 SP:Iteration 4Q (127.637216 sec): 3 clusters Score: Raw -182669.968754 + Penalty 233.949061 = -182436.019693 nChanged 50 SP:Iteration 5Q (127.643054 sec): 3 clusters Score: Raw -182701.947610 + Penalty 233.309516 = -182468.638094 nChanged 26 SP:Iteration 6Q (127.648828 sec): 3 clusters Score: Raw -182725.099710 + Penalty 235.233881 = -182489.865829 nChanged 27 SP:Iteration 7Q (127.654535 sec): 3 clusters Score: Raw -182737.609173 + Penalty 234.478160 = -182503.131013 nChanged 19 SP:Iteration 8Q (127.660161 sec): 3 clusters Score: Raw -182746.541466 + Penalty 233.946565 = -182512.594901 nChanged 20 SP:Iteration 9Q (127.665769 sec): 3 clusters Score: Raw -182757.100566 + Penalty 235.399380 = -182521.701185 nChanged 24 SP:Iteration 10F (127.672614 sec): 3 clusters Score: Raw -182768.829464 + Penalty 238.585853 = -182530.243610 nChanged 25 SP:Iteration 11Q (127.678291 sec): 3 clusters Score: Raw -182779.340913 + Penalty 239.822808 = -182539.518105 nChanged 25 SP:Iteration 12Q (127.683821 sec): 3 clusters Score: Raw -182791.645412 + Penalty 237.844526 = -182553.800886 nChanged 24 SP:Iteration 13Q (127.689491 sec): 3 clusters Score: Raw -182805.277303 + Penalty 237.216256 = -182568.061047 nChanged 22 SP:Iteration 14Q (127.695075 sec): 3 clusters Score: Raw -182817.119512 + Penalty 239.141890 = -182577.977622 nChanged 14 SP:Iteration 15Q (127.700529 sec): 3 clusters Score: Raw -182823.016867 + Penalty 242.674180 = -182580.342688 nChanged 13 SP:Iteration 16Q (127.705959 sec): 3 clusters Score: Raw -182828.288176 + Penalty 244.367482 = -182583.920694 nChanged 10 SP:Iteration 17Q (127.711430 sec): 3 clusters Score: Raw -182831.355179 + Penalty 240.174976 = -182591.180202 nChanged 9 SP:Iteration 18Q (127.717178 sec): 3 clusters Score: Raw -182838.316806 + Penalty 234.941081 = -182603.375725 nChanged 8 SP:Iteration 19Q (127.722896 sec): 3 clusters Score: Raw -182849.778720 + Penalty 231.863186 = -182617.915534 nChanged 5 SP:Iteration 20F (127.729665 sec): 3 clusters Score: Raw -182851.724896 + Penalty 232.256462 = -182619.468434 nChanged 9 SP:Iteration 21Q (127.735042 sec): 3 clusters Score: Raw -182854.087351 + Penalty 235.200294 = -182618.887057 nChanged 6 SP:Iteration 22F (127.741838 sec): 3 clusters Score: Raw -182855.106694 + Penalty 236.040650 = -182619.066044 nChanged 3 SP:Iteration 23Q (127.747197 sec): 3 clusters Score: Raw -182855.187183 + Penalty 234.529971 = -182620.657212 nChanged 1 SP:Iteration 24Q (127.752563 sec): 3 clusters Score: Raw -182855.868884 + Penalty 231.545092 = -182624.323792 nChanged 1 SP:Iteration 25Q (127.757920 sec): 3 clusters Score: Raw -182856.027269 + Penalty 231.545092 = -182624.482177 nChanged 0 SP:Iteration 26F (127.764677 sec): 3 clusters Score: Raw -182856.027269 + Penalty 231.545092 = -182624.482177 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 10 (675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.770325 sec): 2 clusters Score: Raw -32847.516720 + Penalty 721.447534 = -32126.069186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.771754 sec): 3 clusters Score: Raw -32581.475827 + Penalty 1443.027394 = -31138.448434 nChanged 221 SP:Iteration 1F (127.773125 sec): 3 clusters Score: Raw -32754.639828 + Penalty 1443.672280 = -31310.967548 nChanged 57 SP:Iteration 2F (127.774533 sec): 3 clusters Score: Raw -32820.692188 + Penalty 1444.991299 = -31375.700889 nChanged 36 SP:Iteration 3F (127.775901 sec): 3 clusters Score: Raw -32859.241726 + Penalty 1445.632083 = -31413.609643 nChanged 31 SP:Iteration 4Q (127.777244 sec): 3 clusters Score: Raw -32894.134508 + Penalty 1446.783872 = -31447.350636 nChanged 20 SP:Iteration 5Q (127.778599 sec): 3 clusters Score: Raw -32917.040906 + Penalty 1447.820592 = -31469.220314 nChanged 16 SP:Iteration 6Q (127.779924 sec): 3 clusters Score: Raw -32930.590186 + Penalty 1447.638337 = -31482.951850 nChanged 8 SP:Iteration 7Q (127.781240 sec): 3 clusters Score: Raw -32942.680440 + Penalty 1447.953384 = -31494.727056 nChanged 16 SP:Iteration 8Q (127.782576 sec): 3 clusters Score: Raw -32965.335720 + Penalty 1449.064942 = -31516.270778 nChanged 17 SP:Iteration 9Q (127.783914 sec): 3 clusters Score: Raw -32994.718325 + Penalty 1449.079317 = -31545.639008 nChanged 17 SP:Iteration 10F (127.785352 sec): 3 clusters Score: Raw -33017.957409 + Penalty 1447.380229 = -31570.577180 nChanged 14 SP:Iteration 11Q (127.786644 sec): 3 clusters Score: Raw -33042.166830 + Penalty 1446.400109 = -31595.766721 nChanged 11 SP:Iteration 12Q (127.787886 sec): 3 clusters Score: Raw -33063.477805 + Penalty 1446.010584 = -31617.467220 nChanged 9 SP:Iteration 13Q (127.789125 sec): 3 clusters Score: Raw -33077.113544 + Penalty 1445.940297 = -31631.173247 nChanged 4 SP:Iteration 14Q (127.790389 sec): 3 clusters Score: Raw -33081.268910 + Penalty 1445.506663 = -31635.762247 nChanged 4 SP:Iteration 15Q (127.791629 sec): 3 clusters Score: Raw -33087.644195 + Penalty 1445.078183 = -31642.566011 nChanged 4 SP:Iteration 16Q (127.792865 sec): 3 clusters Score: Raw -33091.355090 + Penalty 1444.846884 = -31646.508206 nChanged 1 SP:Iteration 17Q (127.794103 sec): 3 clusters Score: Raw -33091.562582 + Penalty 1444.759330 = -31646.803252 nChanged 1 SP:Iteration 18Q (127.795335 sec): 3 clusters Score: Raw -33091.920127 + Penalty 1444.542821 = -31647.377306 nChanged 2 SP:Iteration 19Q (127.796568 sec): 3 clusters Score: Raw -33093.453959 + Penalty 1444.327400 = -31649.126559 nChanged 3 SP:Iteration 20F (127.797910 sec): 3 clusters Score: Raw -33094.744709 + Penalty 1444.083726 = -31650.660983 nChanged 1 SP:Iteration 21Q (127.799128 sec): 3 clusters Score: Raw -33095.180292 + Penalty 1444.188352 = -31650.991940 nChanged 1 SP:Iteration 22Q (127.800377 sec): 3 clusters Score: Raw -33096.016255 + Penalty 1443.935628 = -31652.080628 nChanged 1 SP:Iteration 23Q (127.801606 sec): 3 clusters Score: Raw -33097.000449 + Penalty 1443.773949 = -31653.226500 nChanged 1 SP:Iteration 24Q (127.802834 sec): 3 clusters Score: Raw -33097.951625 + Penalty 1443.773949 = -31654.177676 nChanged 0 SP:Iteration 25F (127.804196 sec): 3 clusters Score: Raw -33097.951625 + Penalty 1443.773949 = -31654.177676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 11 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.806691 sec): 2 clusters Score: Raw -5728.484842 + Penalty 314.986209 = -5413.498633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.807155 sec): 3 clusters Score: Raw -5714.457811 + Penalty 640.554010 = -5073.903801 nChanged 27 SP:Iteration 1F (127.807609 sec): 3 clusters Score: Raw -5760.170999 + Penalty 665.429193 = -5094.741806 nChanged 13 SP:Iteration 2F (127.808061 sec): 3 clusters Score: Raw -5784.843607 + Penalty 692.864724 = -5091.978883 nChanged 9 SP:Iteration 3F (127.808512 sec): 3 clusters Score: Raw -5825.291839 + Penalty 720.975215 = -5104.316624 nChanged 6 SP:Iteration 4Q (127.808941 sec): 3 clusters Score: Raw -5852.522870 + Penalty 736.774289 = -5115.748581 nChanged 3 SP:Iteration 5Q (127.809356 sec): 3 clusters Score: Raw -5856.379963 + Penalty 746.733566 = -5109.646397 nChanged 2 SP:Iteration 6F (127.809808 sec): 3 clusters Score: Raw -5859.290347 + Penalty 757.235843 = -5102.054504 nChanged 2 SP:Iteration 7F (127.810260 sec): 3 clusters Score: Raw -5861.517739 + Penalty 761.900153 = -5099.617586 nChanged 1 SP:Iteration 8F (127.810710 sec): 3 clusters Score: Raw -5867.295867 + Penalty 767.473700 = -5099.822167 nChanged 1 SP:Iteration 9Q (127.811118 sec): 3 clusters Score: Raw -5873.964178 + Penalty 767.473700 = -5106.490478 nChanged 0 SP:Iteration 10F (127.811568 sec): 3 clusters Score: Raw -5873.964178 + Penalty 767.473700 = -5106.490478 nChanged 0 Memory request: 0.05 GB would take us to total of 0.41 GB. Trying to split cluster 13 (9519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.853028 sec): 2 clusters Score: Raw -446941.730493 + Penalty 272.716403 = -446669.014090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.870483 sec): 3 clusters Score: Raw -440668.516659 + Penalty 544.422964 = -440124.093695 nChanged 4390 SP:Iteration 1F (127.887991 sec): 3 clusters Score: Raw -442930.980831 + Penalty 544.920005 = -442386.060826 nChanged 1132 SP:Iteration 2F (127.905325 sec): 3 clusters Score: Raw -443297.598553 + Penalty 546.412659 = -442751.185893 nChanged 556 SP:Iteration 3F (127.923180 sec): 3 clusters Score: Raw -443466.966780 + Penalty 549.951656 = -442917.015125 nChanged 472 SP:Iteration 4Q (127.940519 sec): 3 clusters Score: Raw -443686.054304 + Penalty 559.415578 = -443126.638726 nChanged 654 SP:Iteration 5F (127.957655 sec): 3 clusters Score: Raw -444193.657156 + Penalty 577.009111 = -443616.648045 nChanged 781 SP:Iteration 6F (127.974610 sec): 3 clusters Score: Raw -444879.890664 + Penalty 591.827986 = -444288.062678 nChanged 658 SP:Iteration 7F (127.992664 sec): 3 clusters Score: Raw -445436.195911 + Penalty 600.732556 = -444835.463355 nChanged 464 SP:Iteration 8Q (128.009913 sec): 3 clusters Score: Raw -445764.198803 + Penalty 605.825749 = -445158.373053 nChanged 374 SP:Iteration 9Q (128.027041 sec): 3 clusters Score: Raw -445989.270106 + Penalty 609.505726 = -445379.764380 nChanged 283 SP:Iteration 10F (128.043938 sec): 3 clusters Score: Raw -446147.903635 + Penalty 615.333300 = -445532.570335 nChanged 254 SP:Iteration 11Q (128.059649 sec): 3 clusters Score: Raw -446306.626614 + Penalty 627.871028 = -445678.755586 nChanged 240 SP:Iteration 12Q (128.074736 sec): 3 clusters Score: Raw -446483.261355 + Penalty 651.379304 = -445831.882051 nChanged 191 SP:Iteration 13Q (128.089432 sec): 3 clusters Score: Raw -446688.732025 + Penalty 661.434728 = -446027.297298 nChanged 104 SP:Iteration 14Q (128.103746 sec): 3 clusters Score: Raw -446871.482029 + Penalty 658.447463 = -446213.034566 nChanged 31 SP:Iteration 15Q (128.117367 sec): 3 clusters Score: Raw -446940.452343 + Penalty 655.677947 = -446284.774395 nChanged 15 SP:Iteration 16Q (128.130958 sec): 3 clusters Score: Raw -446957.016524 + Penalty 652.105981 = -446304.910542 nChanged 9 SP:Iteration 17Q (128.144414 sec): 3 clusters Score: Raw -446967.607381 + Penalty 646.506368 = -446321.101013 nChanged 13 SP:Iteration 18Q (128.157907 sec): 3 clusters Score: Raw -446980.262381 + Penalty 645.131764 = -446335.130617 nChanged 11 SP:Iteration 19Q (128.171325 sec): 3 clusters Score: Raw -446986.562657 + Penalty 645.373599 = -446341.189058 nChanged 14 SP:Iteration 20F (128.188538 sec): 3 clusters Score: Raw -446992.118265 + Penalty 640.874252 = -446351.244013 nChanged 9 SP:Iteration 21Q (128.202004 sec): 3 clusters Score: Raw -446995.101377 + Penalty 642.140269 = -446352.961107 nChanged 7 SP:Iteration 22Q (128.215424 sec): 3 clusters Score: Raw -446998.136252 + Penalty 639.292678 = -446358.843574 nChanged 5 SP:Iteration 23Q (128.229108 sec): 3 clusters Score: Raw -447001.072579 + Penalty 637.904145 = -446363.168434 nChanged 4 SP:Iteration 24Q (128.242649 sec): 3 clusters Score: Raw -447002.752544 + Penalty 637.458990 = -446365.293554 nChanged 3 SP:Iteration 25Q (128.256088 sec): 3 clusters Score: Raw -447003.167835 + Penalty 639.784319 = -446363.383515 nChanged 3 SP:Iteration 26F (128.273011 sec): 3 clusters Score: Raw -447003.417798 + Penalty 640.964927 = -446362.452871 nChanged 1 SP:Iteration 27F (128.290005 sec): 3 clusters Score: Raw -447003.502095 + Penalty 641.700379 = -446361.801716 nChanged 2 SP:Iteration 28F (128.306913 sec): 3 clusters Score: Raw -447003.822820 + Penalty 640.876062 = -446362.946758 nChanged 1 SP:Iteration 29Q (128.320310 sec): 3 clusters Score: Raw -447004.010768 + Penalty 640.876062 = -446363.134706 nChanged 0 SP:Iteration 30F (128.337409 sec): 3 clusters Score: Raw -447004.010768 + Penalty 640.876062 = -446363.134706 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 14 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.345621 sec): 2 clusters Score: Raw -28756.924874 + Penalty 95.564278 = -28661.360596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.346864 sec): 3 clusters Score: Raw -28416.120288 + Penalty 191.073169 = -28225.047119 nChanged 264 SP:Iteration 1F (128.348113 sec): 3 clusters Score: Raw -28607.503644 + Penalty 199.941693 = -28407.561951 nChanged 81 SP:Iteration 2F (128.349385 sec): 3 clusters Score: Raw -28692.250287 + Penalty 206.341222 = -28485.909065 nChanged 44 SP:Iteration 3F (128.350620 sec): 3 clusters Score: Raw -28729.100499 + Penalty 219.882002 = -28509.218497 nChanged 24 SP:Iteration 4Q (128.351850 sec): 3 clusters Score: Raw -28746.270930 + Penalty 223.071447 = -28523.199483 nChanged 15 SP:Iteration 5Q (128.353363 sec): 3 clusters Score: Raw -28761.154874 + Penalty 247.189475 = -28513.965399 nChanged 18 SP:Iteration 6F (128.354582 sec): 3 clusters Score: Raw -28780.128499 + Penalty 253.019947 = -28527.108552 nChanged 4 SP:Iteration 7Q (128.355730 sec): 3 clusters Score: Raw -28783.312053 + Penalty 254.188138 = -28529.123915 nChanged 2 SP:Iteration 8Q (128.356851 sec): 3 clusters Score: Raw -28784.022847 + Penalty 265.703745 = -28518.319102 nChanged 4 SP:Iteration 9F (128.358097 sec): 3 clusters Score: Raw -28786.554856 + Penalty 264.569360 = -28521.985495 nChanged 2 SP:Iteration 10F (128.359333 sec): 3 clusters Score: Raw -28788.586171 + Penalty 266.220566 = -28522.365605 nChanged 1 SP:Iteration 11Q (128.360420 sec): 3 clusters Score: Raw -28789.348254 + Penalty 266.220566 = -28523.127688 nChanged 0 SP:Iteration 12F (128.361638 sec): 3 clusters Score: Raw -28789.348254 + Penalty 266.220566 = -28523.127688 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 15 (652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.364354 sec): 2 clusters Score: Raw -31916.294077 + Penalty 145.140279 = -31771.153798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.365711 sec): 3 clusters Score: Raw -31541.499013 + Penalty 305.997404 = -31235.501609 nChanged 284 SP:Iteration 1F (128.367052 sec): 3 clusters Score: Raw -31793.173878 + Penalty 325.448258 = -31467.725621 nChanged 77 SP:Iteration 2F (128.368408 sec): 3 clusters Score: Raw -31889.278550 + Penalty 343.199048 = -31546.079502 nChanged 51 SP:Iteration 3F (128.369749 sec): 3 clusters Score: Raw -31937.207444 + Penalty 354.852274 = -31582.355170 nChanged 23 SP:Iteration 4Q (128.371062 sec): 3 clusters Score: Raw -31952.293026 + Penalty 366.962721 = -31585.330305 nChanged 14 SP:Iteration 5Q (128.372351 sec): 3 clusters Score: Raw -31965.221297 + Penalty 382.418698 = -31582.802599 nChanged 12 SP:Iteration 6F (128.373688 sec): 3 clusters Score: Raw -31973.076041 + Penalty 388.301061 = -31584.774980 nChanged 7 SP:Iteration 7Q (128.374911 sec): 3 clusters Score: Raw -31975.631180 + Penalty 390.898912 = -31584.732268 nChanged 2 SP:Iteration 8F (128.376265 sec): 3 clusters Score: Raw -31976.006982 + Penalty 392.862114 = -31583.144868 nChanged 1 SP:Iteration 9F (128.377598 sec): 3 clusters Score: Raw -31976.049439 + Penalty 392.862114 = -31583.187325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 16 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.379005 sec): 2 clusters Score: Raw -15435.884128 + Penalty 479.571187 = -14956.312942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.379810 sec): 3 clusters Score: Raw -15326.389444 + Penalty 959.142373 = -14367.247071 nChanged 99 SP:Iteration 1F (128.380581 sec): 3 clusters Score: Raw -15437.616480 + Penalty 958.833394 = -14478.783086 nChanged 21 SP:Iteration 2F (128.381351 sec): 3 clusters Score: Raw -15465.669648 + Penalty 959.083303 = -14506.586345 nChanged 19 SP:Iteration 3F (128.382120 sec): 3 clusters Score: Raw -15489.572101 + Penalty 962.433389 = -14527.138713 nChanged 19 SP:Iteration 4F (128.382888 sec): 3 clusters Score: Raw -15518.086709 + Penalty 974.407612 = -14543.679098 nChanged 29 SP:Iteration 5F (128.383657 sec): 3 clusters Score: Raw -15561.287562 + Penalty 984.126574 = -14577.160988 nChanged 18 SP:Iteration 6F (128.384424 sec): 3 clusters Score: Raw -15582.679396 + Penalty 993.159814 = -14589.519582 nChanged 11 SP:Iteration 7Q (128.385172 sec): 3 clusters Score: Raw -15596.957488 + Penalty 1001.320606 = -14595.636882 nChanged 8 SP:Iteration 8Q (128.385943 sec): 3 clusters Score: Raw -15609.668124 + Penalty 1019.343970 = -14590.324153 nChanged 7 SP:Iteration 9F (128.386709 sec): 3 clusters Score: Raw -15629.495999 + Penalty 1036.763899 = -14592.732100 nChanged 6 SP:Iteration 10F (128.387474 sec): 3 clusters Score: Raw -15640.880821 + Penalty 1044.236321 = -14596.644500 nChanged 3 SP:Iteration 11Q (128.388188 sec): 3 clusters Score: Raw -15644.702745 + Penalty 1046.872829 = -14597.829916 nChanged 2 SP:Iteration 12Q (128.388896 sec): 3 clusters Score: Raw -15652.165974 + Penalty 1050.800932 = -14601.365042 nChanged 1 SP:Iteration 13Q (128.389601 sec): 3 clusters Score: Raw -15653.089744 + Penalty 1050.800932 = -14602.288812 nChanged 0 SP:Iteration 14F (128.390366 sec): 3 clusters Score: Raw -15653.089744 + Penalty 1050.800932 = -14602.288812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 18 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.391802 sec): 2 clusters Score: Raw -9998.882308 + Penalty 212.252286 = -9786.630023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.392379 sec): 3 clusters Score: Raw -9909.266538 + Penalty 422.952031 = -9486.314506 nChanged 63 SP:Iteration 1F (128.392946 sec): 3 clusters Score: Raw -9973.340376 + Penalty 421.913462 = -9551.426914 nChanged 21 SP:Iteration 2F (128.393511 sec): 3 clusters Score: Raw -10007.021932 + Penalty 420.292312 = -9586.729620 nChanged 4 SP:Iteration 3Q (128.394064 sec): 3 clusters Score: Raw -10009.486532 + Penalty 421.329171 = -9588.157360 nChanged 1 SP:Iteration 4Q (128.394618 sec): 3 clusters Score: Raw -10009.801658 + Penalty 422.042725 = -9587.758933 nChanged 1 SP:Iteration 5F (128.395182 sec): 3 clusters Score: Raw -10010.178902 + Penalty 422.734440 = -9587.444462 nChanged 1 SP:Iteration 6F (128.395776 sec): 3 clusters Score: Raw -10010.699082 + Penalty 422.734440 = -9587.964642 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 20 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.398357 sec): 2 clusters Score: Raw -28106.103316 + Penalty 281.514618 = -27824.588699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.399588 sec): 3 clusters Score: Raw -27882.407813 + Penalty 575.139377 = -27307.268437 nChanged 212 SP:Iteration 1F (128.400773 sec): 3 clusters Score: Raw -28160.185583 + Penalty 592.301600 = -27567.883984 nChanged 72 SP:Iteration 2F (128.401955 sec): 3 clusters Score: Raw -28280.588353 + Penalty 600.518264 = -27680.070089 nChanged 36 SP:Iteration 3F (128.403137 sec): 3 clusters Score: Raw -28327.989756 + Penalty 598.273667 = -27729.716089 nChanged 16 SP:Iteration 4Q (128.404285 sec): 3 clusters Score: Raw -28348.646400 + Penalty 597.214725 = -27751.431674 nChanged 10 SP:Iteration 5Q (128.405424 sec): 3 clusters Score: Raw -28355.711376 + Penalty 595.957018 = -27759.754357 nChanged 6 SP:Iteration 6Q (128.406551 sec): 3 clusters Score: Raw -28358.492810 + Penalty 594.740998 = -27763.751812 nChanged 3 SP:Iteration 7Q (128.407664 sec): 3 clusters Score: Raw -28361.427660 + Penalty 593.807959 = -27767.619701 nChanged 2 SP:Iteration 8Q (128.408777 sec): 3 clusters Score: Raw -28362.613588 + Penalty 593.107492 = -27769.506096 nChanged 1 SP:Iteration 9Q (128.409914 sec): 3 clusters Score: Raw -28362.832884 + Penalty 593.107492 = -27769.725392 nChanged 0 SP:Iteration 10F (128.411092 sec): 3 clusters Score: Raw -28362.832884 + Penalty 593.107492 = -27769.725392 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 21 (584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.413109 sec): 2 clusters Score: Raw -27516.251017 + Penalty 202.287571 = -27313.963446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.414340 sec): 3 clusters Score: Raw -27199.547151 + Penalty 405.920224 = -26793.626927 nChanged 236 SP:Iteration 1F (128.415551 sec): 3 clusters Score: Raw -27388.950484 + Penalty 408.094760 = -26980.855725 nChanged 63 SP:Iteration 2F (128.416793 sec): 3 clusters Score: Raw -27432.883549 + Penalty 409.432844 = -27023.450705 nChanged 33 SP:Iteration 3F (128.418005 sec): 3 clusters Score: Raw -27455.854442 + Penalty 411.496365 = -27044.358078 nChanged 20 SP:Iteration 4Q (128.419208 sec): 3 clusters Score: Raw -27474.496832 + Penalty 413.182103 = -27061.314730 nChanged 13 SP:Iteration 5Q (128.420396 sec): 3 clusters Score: Raw -27487.167768 + Penalty 414.382808 = -27072.784960 nChanged 14 SP:Iteration 6Q (128.421580 sec): 3 clusters Score: Raw -27496.105349 + Penalty 414.151635 = -27081.953714 nChanged 13 SP:Iteration 7Q (128.422762 sec): 3 clusters Score: Raw -27505.960511 + Penalty 414.206607 = -27091.753904 nChanged 10 SP:Iteration 8Q (128.423943 sec): 3 clusters Score: Raw -27508.927436 + Penalty 413.034237 = -27095.893199 nChanged 4 SP:Iteration 9Q (128.425121 sec): 3 clusters Score: Raw -27509.665635 + Penalty 411.765819 = -27097.899816 nChanged 7 SP:Iteration 10F (128.426328 sec): 3 clusters Score: Raw -27513.101438 + Penalty 410.521202 = -27102.580237 nChanged 9 SP:Iteration 11Q (128.427510 sec): 3 clusters Score: Raw -27520.139103 + Penalty 409.134328 = -27111.004775 nChanged 11 SP:Iteration 12Q (128.428687 sec): 3 clusters Score: Raw -27529.074114 + Penalty 408.055342 = -27121.018772 nChanged 7 SP:Iteration 13Q (128.429897 sec): 3 clusters Score: Raw -27533.981873 + Penalty 406.509072 = -27127.472802 nChanged 10 SP:Iteration 14Q (128.431208 sec): 3 clusters Score: Raw -27546.519431 + Penalty 404.575141 = -27141.944290 nChanged 13 SP:Iteration 15Q (128.432379 sec): 3 clusters Score: Raw -27575.007456 + Penalty 404.188873 = -27170.818583 nChanged 10 SP:Iteration 16Q (128.433634 sec): 3 clusters Score: Raw -27582.408097 + Penalty 404.041304 = -27178.366793 nChanged 9 SP:Iteration 17Q (128.434852 sec): 3 clusters Score: Raw -27589.614936 + Penalty 403.345053 = -27186.269883 nChanged 4 SP:Iteration 18Q (128.436067 sec): 3 clusters Score: Raw -27589.990310 + Penalty 402.986112 = -27187.004198 nChanged 2 SP:Iteration 19Q (128.437280 sec): 3 clusters Score: Raw -27590.194435 + Penalty 402.808493 = -27187.385942 nChanged 1 SP:Iteration 20F (128.438546 sec): 3 clusters Score: Raw -27590.348641 + Penalty 402.833069 = -27187.515572 nChanged 2 SP:Iteration 21Q (128.439722 sec): 3 clusters Score: Raw -27591.513648 + Penalty 402.644282 = -27188.869366 nChanged 1 SP:Iteration 22Q (128.440883 sec): 3 clusters Score: Raw -27591.755457 + Penalty 401.827121 = -27189.928336 nChanged 5 SP:Iteration 23Q (128.442045 sec): 3 clusters Score: Raw -27593.503078 + Penalty 400.124810 = -27193.378268 nChanged 11 SP:Iteration 24Q (128.443215 sec): 3 clusters Score: Raw -27598.331216 + Penalty 398.008255 = -27200.322962 nChanged 14 SP:Iteration 25Q (128.444375 sec): 3 clusters Score: Raw -27604.497751 + Penalty 396.113570 = -27208.384181 nChanged 17 SP:Iteration 26Q (128.445537 sec): 3 clusters Score: Raw -27614.653314 + Penalty 394.252288 = -27220.401026 nChanged 17 SP:Iteration 27Q (128.446697 sec): 3 clusters Score: Raw -27623.419415 + Penalty 392.415395 = -27231.004020 nChanged 15 SP:Iteration 28Q (128.447857 sec): 3 clusters Score: Raw -27630.082595 + Penalty 391.633878 = -27238.448716 nChanged 10 SP:Iteration 29Q (128.449017 sec): 3 clusters Score: Raw -27636.788568 + Penalty 391.973112 = -27244.815455 nChanged 7 SP:Iteration 30F (128.450227 sec): 3 clusters Score: Raw -27639.833155 + Penalty 391.851614 = -27247.981541 nChanged 5 SP:Iteration 31Q (128.451389 sec): 3 clusters Score: Raw -27641.309316 + Penalty 390.791536 = -27250.517781 nChanged 4 SP:Iteration 32Q (128.452552 sec): 3 clusters Score: Raw -27643.199887 + Penalty 390.986967 = -27252.212920 nChanged 1 SP:Iteration 33Q (128.453695 sec): 3 clusters Score: Raw -27643.265467 + Penalty 390.986967 = -27252.278501 nChanged 0 SP:Iteration 34F (128.454889 sec): 3 clusters Score: Raw -27643.265467 + Penalty 390.986967 = -27252.278501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 22 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.455873 sec): 2 clusters Score: Raw -6422.578792 + Penalty 278.363300 = -6144.215492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.456377 sec): 3 clusters Score: Raw -6446.390436 + Penalty 561.559253 = -5884.831183 nChanged 36 SP:Iteration 1F (128.456874 sec): 3 clusters Score: Raw -6517.219928 + Penalty 566.159837 = -5951.060090 nChanged 12 SP:Iteration 2F (128.457367 sec): 3 clusters Score: Raw -6540.868811 + Penalty 566.450448 = -5974.418363 nChanged 2 SP:Iteration 3Q (128.457836 sec): 3 clusters Score: Raw -6545.964046 + Penalty 566.450448 = -5979.513598 nChanged 0 SP:Iteration 4F (128.458327 sec): 3 clusters Score: Raw -6545.964046 + Penalty 566.450448 = -5979.513598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 23 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.459306 sec): 2 clusters Score: Raw -8827.324047 + Penalty 204.955527 = -8622.368520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.459866 sec): 3 clusters Score: Raw -8751.859221 + Penalty 442.343373 = -8309.515848 nChanged 59 SP:Iteration 1F (128.460421 sec): 3 clusters Score: Raw -8838.231865 + Penalty 500.589710 = -8337.642155 nChanged 30 SP:Iteration 2F (128.460973 sec): 3 clusters Score: Raw -8906.856948 + Penalty 551.526840 = -8355.330108 nChanged 11 SP:Iteration 3F (128.461523 sec): 3 clusters Score: Raw -8946.642220 + Penalty 554.255170 = -8392.387050 nChanged 1 SP:Iteration 4Q (128.462030 sec): 3 clusters Score: Raw -8947.909136 + Penalty 554.255170 = -8393.653966 nChanged 0 SP:Iteration 5F (128.462579 sec): 3 clusters Score: Raw -8947.909136 + Penalty 554.255170 = -8393.653966 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 25 (745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.466341 sec): 2 clusters Score: Raw -36241.068134 + Penalty 104.730014 = -36136.338120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.467838 sec): 3 clusters Score: Raw -35792.451980 + Penalty 209.926499 = -35582.525481 nChanged 344 SP:Iteration 1F (128.469312 sec): 3 clusters Score: Raw -36092.390961 + Penalty 209.630102 = -35882.760859 nChanged 123 SP:Iteration 2F (128.470808 sec): 3 clusters Score: Raw -36242.650534 + Penalty 213.701815 = -36028.948719 nChanged 65 SP:Iteration 3F (128.472297 sec): 3 clusters Score: Raw -36298.665657 + Penalty 216.344196 = -36082.321461 nChanged 35 SP:Iteration 4Q (128.473743 sec): 3 clusters Score: Raw -36327.709622 + Penalty 218.321320 = -36109.388302 nChanged 27 SP:Iteration 5Q (128.475181 sec): 3 clusters Score: Raw -36350.637086 + Penalty 219.784634 = -36130.852452 nChanged 15 SP:Iteration 6Q (128.476661 sec): 3 clusters Score: Raw -36356.787777 + Penalty 220.704824 = -36136.082952 nChanged 6 SP:Iteration 7Q (128.478118 sec): 3 clusters Score: Raw -36357.782072 + Penalty 220.766672 = -36137.015400 nChanged 5 SP:Iteration 8Q (128.479567 sec): 3 clusters Score: Raw -36358.655523 + Penalty 221.929804 = -36136.725719 nChanged 4 SP:Iteration 9F (128.481031 sec): 3 clusters Score: Raw -36359.160806 + Penalty 222.000248 = -36137.160558 nChanged 6 SP:Iteration 10F (128.482537 sec): 3 clusters Score: Raw -36360.215519 + Penalty 223.046530 = -36137.168989 nChanged 4 SP:Iteration 11Q (128.484020 sec): 3 clusters Score: Raw -36361.208659 + Penalty 224.295761 = -36136.912898 nChanged 4 SP:Iteration 12F (128.485508 sec): 3 clusters Score: Raw -36362.589899 + Penalty 225.506603 = -36137.083296 nChanged 4 SP:Iteration 13Q (128.486970 sec): 3 clusters Score: Raw -36363.909098 + Penalty 225.863909 = -36138.045189 nChanged 2 SP:Iteration 14Q (128.488432 sec): 3 clusters Score: Raw -36364.258996 + Penalty 226.072079 = -36138.186917 nChanged 2 SP:Iteration 15Q (128.489899 sec): 3 clusters Score: Raw -36364.545754 + Penalty 226.216266 = -36138.329488 nChanged 3 SP:Iteration 16Q (128.491389 sec): 3 clusters Score: Raw -36366.257975 + Penalty 226.162916 = -36140.095060 nChanged 4 SP:Iteration 17Q (128.492827 sec): 3 clusters Score: Raw -36367.399261 + Penalty 226.915005 = -36140.484256 nChanged 3 SP:Iteration 18Q (128.494261 sec): 3 clusters Score: Raw -36367.805631 + Penalty 227.698201 = -36140.107430 nChanged 2 SP:Iteration 19F (128.495739 sec): 3 clusters Score: Raw -36367.857004 + Penalty 227.698201 = -36140.158803 nChanged 0 Score: Raw -1797169.913710 + Penalty 22453.897658 = -1774716.016052 Splitting cluster 25 changes total score from -1743832.748033 to -1774716.016052 So it's getting split into cluster 9. Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 30 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.210674 sec): 2 clusters Score: Raw -13973.296473 + Penalty 517.469599 = -13455.826874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.211394 sec): 3 clusters Score: Raw -13906.384789 + Penalty 1049.037583 = -12857.347206 nChanged 79 SP:Iteration 1F (129.212131 sec): 3 clusters Score: Raw -14053.649758 + Penalty 1060.713720 = -12992.936038 nChanged 24 SP:Iteration 2F (129.212842 sec): 3 clusters Score: Raw -14109.558860 + Penalty 1073.285477 = -13036.273383 nChanged 17 SP:Iteration 3F (129.213553 sec): 3 clusters Score: Raw -14148.288542 + Penalty 1081.122737 = -13067.165805 nChanged 8 SP:Iteration 4Q (129.214225 sec): 3 clusters Score: Raw -14161.501484 + Penalty 1084.565497 = -13076.935987 nChanged 4 SP:Iteration 5Q (129.214890 sec): 3 clusters Score: Raw -14168.454290 + Penalty 1085.429087 = -13083.025203 nChanged 2 SP:Iteration 6Q (129.215553 sec): 3 clusters Score: Raw -14170.917209 + Penalty 1085.429087 = -13085.488122 nChanged 0 SP:Iteration 7F (129.216265 sec): 3 clusters Score: Raw -14170.917209 + Penalty 1085.429087 = -13085.488122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 31 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.217710 sec): 2 clusters Score: Raw -17950.047668 + Penalty 415.485025 = -17534.562643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.218561 sec): 3 clusters Score: Raw -17836.962019 + Penalty 830.757365 = -17006.204654 nChanged 106 SP:Iteration 1F (129.219404 sec): 3 clusters Score: Raw -17914.691181 + Penalty 830.007116 = -17084.684065 nChanged 28 SP:Iteration 2F (129.220237 sec): 3 clusters Score: Raw -17941.685869 + Penalty 829.276317 = -17112.409551 nChanged 23 SP:Iteration 3F (129.221071 sec): 3 clusters Score: Raw -17971.181044 + Penalty 828.045123 = -17143.135921 nChanged 29 SP:Iteration 4F (129.221902 sec): 3 clusters Score: Raw -18029.179231 + Penalty 826.474151 = -17202.705080 nChanged 30 SP:Iteration 5F (129.222736 sec): 3 clusters Score: Raw -18108.480787 + Penalty 827.530265 = -17280.950522 nChanged 24 SP:Iteration 6F (129.223567 sec): 3 clusters Score: Raw -18164.939419 + Penalty 831.733516 = -17333.205903 nChanged 21 SP:Iteration 7F (129.224398 sec): 3 clusters Score: Raw -18219.803703 + Penalty 835.063478 = -17384.740225 nChanged 13 SP:Iteration 8Q (129.225162 sec): 3 clusters Score: Raw -18269.714874 + Penalty 833.729903 = -17435.984971 nChanged 9 SP:Iteration 9Q (129.225905 sec): 3 clusters Score: Raw -18289.797985 + Penalty 832.806125 = -17456.991860 nChanged 7 SP:Iteration 10F (129.226735 sec): 3 clusters Score: Raw -18307.269982 + Penalty 831.646228 = -17475.623754 nChanged 4 SP:Iteration 11Q (129.227470 sec): 3 clusters Score: Raw -18311.826089 + Penalty 830.881015 = -17480.945075 nChanged 5 SP:Iteration 12Q (129.228202 sec): 3 clusters Score: Raw -18318.343531 + Penalty 830.430940 = -17487.912591 nChanged 3 SP:Iteration 13Q (129.228932 sec): 3 clusters Score: Raw -18322.806553 + Penalty 830.395769 = -17492.410785 nChanged 4 SP:Iteration 14Q (129.229663 sec): 3 clusters Score: Raw -18330.129915 + Penalty 830.159458 = -17499.970456 nChanged 4 SP:Iteration 15Q (129.230419 sec): 3 clusters Score: Raw -18334.565104 + Penalty 830.241372 = -17504.323732 nChanged 4 SP:Iteration 16Q (129.231141 sec): 3 clusters Score: Raw -18339.267699 + Penalty 830.223883 = -17509.043816 nChanged 2 SP:Iteration 17Q (129.231857 sec): 3 clusters Score: Raw -18340.597680 + Penalty 830.281268 = -17510.316412 nChanged 2 SP:Iteration 18Q (129.232571 sec): 3 clusters Score: Raw -18343.887117 + Penalty 830.589126 = -17513.297991 nChanged 5 SP:Iteration 19Q (129.233284 sec): 3 clusters Score: Raw -18359.591541 + Penalty 831.300533 = -17528.291008 nChanged 8 SP:Iteration 20F (129.234118 sec): 3 clusters Score: Raw -18389.826581 + Penalty 832.255002 = -17557.571578 nChanged 6 SP:Iteration 21Q (129.234816 sec): 3 clusters Score: Raw -18410.000382 + Penalty 832.255002 = -17577.745379 nChanged 0 SP:Iteration 22F (129.235650 sec): 3 clusters Score: Raw -18410.000382 + Penalty 832.255002 = -17577.745379 nChanged 0 Score: Raw -1797629.860566 + Penalty 23202.352907 = -1774427.507659 Splitting cluster 31 changes total score from -1743832.748033 to -1774427.507659 So it's getting split into cluster 12. Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 33 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.949382 sec): 2 clusters Score: Raw -14441.859936 + Penalty 734.236234 = -13707.623702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.950187 sec): 3 clusters Score: Raw -14422.728729 + Penalty 1471.172702 = -12951.556028 nChanged 63 SP:Iteration 1F (129.950939 sec): 3 clusters Score: Raw -14540.333436 + Penalty 1471.657377 = -13068.676060 nChanged 20 SP:Iteration 2F (129.951689 sec): 3 clusters Score: Raw -14578.703287 + Penalty 1474.048852 = -13104.654435 nChanged 9 SP:Iteration 3Q (129.952411 sec): 3 clusters Score: Raw -14597.159622 + Penalty 1473.992625 = -13123.166996 nChanged 6 SP:Iteration 4Q (129.953131 sec): 3 clusters Score: Raw -14608.918536 + Penalty 1473.895584 = -13135.022952 nChanged 5 SP:Iteration 5Q (129.953850 sec): 3 clusters Score: Raw -14627.611131 + Penalty 1474.684135 = -13152.926997 nChanged 4 SP:Iteration 6Q (129.954563 sec): 3 clusters Score: Raw -14633.065956 + Penalty 1475.847672 = -13157.218283 nChanged 3 SP:Iteration 7Q (129.955279 sec): 3 clusters Score: Raw -14638.541500 + Penalty 1475.847672 = -13162.693828 nChanged 0 SP:Iteration 8F (129.956026 sec): 3 clusters Score: Raw -14638.541500 + Penalty 1475.847672 = -13162.693828 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 34 (576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.958112 sec): 2 clusters Score: Raw -27217.287501 + Penalty 682.625373 = -26534.662128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.959334 sec): 3 clusters Score: Raw -27002.722411 + Penalty 1366.350420 = -25636.371992 nChanged 155 SP:Iteration 1F (129.960541 sec): 3 clusters Score: Raw -27121.424157 + Penalty 1369.364250 = -25752.059907 nChanged 34 SP:Iteration 2F (129.961724 sec): 3 clusters Score: Raw -27156.748342 + Penalty 1373.029346 = -25783.718996 nChanged 25 SP:Iteration 3Q (129.962899 sec): 3 clusters Score: Raw -27180.229385 + Penalty 1380.253499 = -25799.975886 nChanged 28 SP:Iteration 4Q (129.964099 sec): 3 clusters Score: Raw -27210.377463 + Penalty 1387.498032 = -25822.879432 nChanged 23 SP:Iteration 5Q (129.965404 sec): 3 clusters Score: Raw -27240.058735 + Penalty 1396.156008 = -25843.902727 nChanged 27 SP:Iteration 6Q (129.966641 sec): 3 clusters Score: Raw -27277.798417 + Penalty 1405.400682 = -25872.397734 nChanged 20 SP:Iteration 7Q (129.967814 sec): 3 clusters Score: Raw -27297.606973 + Penalty 1409.517932 = -25888.089041 nChanged 9 SP:Iteration 8Q (129.969009 sec): 3 clusters Score: Raw -27305.722857 + Penalty 1410.372566 = -25895.350291 nChanged 6 SP:Iteration 9Q (129.970193 sec): 3 clusters Score: Raw -27314.385498 + Penalty 1410.874663 = -25903.510835 nChanged 4 SP:Iteration 10F (129.971427 sec): 3 clusters Score: Raw -27319.836357 + Penalty 1412.993637 = -25906.842720 nChanged 4 SP:Iteration 11Q (129.972594 sec): 3 clusters Score: Raw -27323.590350 + Penalty 1413.236860 = -25910.353490 nChanged 1 SP:Iteration 12Q (129.973751 sec): 3 clusters Score: Raw -27323.912534 + Penalty 1412.227407 = -25911.685127 nChanged 3 SP:Iteration 13Q (129.974907 sec): 3 clusters Score: Raw -27325.528061 + Penalty 1411.982196 = -25913.545865 nChanged 1 SP:Iteration 14Q (129.976082 sec): 3 clusters Score: Raw -27326.400421 + Penalty 1411.982196 = -25914.418225 nChanged 0 SP:Iteration 15F (129.977274 sec): 3 clusters Score: Raw -27326.400421 + Penalty 1411.982196 = -25914.418225 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 39 (574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.979328 sec): 2 clusters Score: Raw -26435.210449 + Penalty 367.110152 = -26068.100297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.980589 sec): 3 clusters Score: Raw -26137.620625 + Penalty 733.598859 = -25404.021766 nChanged 186 SP:Iteration 1F (129.981796 sec): 3 clusters Score: Raw -26290.431363 + Penalty 730.276313 = -25560.155050 nChanged 70 SP:Iteration 2F (129.983004 sec): 3 clusters Score: Raw -26364.001568 + Penalty 727.464427 = -25636.537141 nChanged 42 SP:Iteration 3F (129.984225 sec): 3 clusters Score: Raw -26410.749888 + Penalty 723.866986 = -25686.882902 nChanged 29 SP:Iteration 4F (129.985423 sec): 3 clusters Score: Raw -26435.575912 + Penalty 720.029849 = -25715.546063 nChanged 24 SP:Iteration 5Q (129.986602 sec): 3 clusters Score: Raw -26455.907888 + Penalty 719.445848 = -25736.462040 nChanged 18 SP:Iteration 6Q (129.987768 sec): 3 clusters Score: Raw -26473.299463 + Penalty 719.088099 = -25754.211364 nChanged 10 SP:Iteration 7Q (129.988932 sec): 3 clusters Score: Raw -26478.012239 + Penalty 718.231594 = -25759.780645 nChanged 3 SP:Iteration 8Q (129.990093 sec): 3 clusters Score: Raw -26481.819169 + Penalty 717.700763 = -25764.118406 nChanged 4 SP:Iteration 9Q (129.991255 sec): 3 clusters Score: Raw -26484.867843 + Penalty 715.976054 = -25768.891789 nChanged 7 SP:Iteration 10F (129.992457 sec): 3 clusters Score: Raw -26488.599366 + Penalty 713.768827 = -25774.830539 nChanged 7 SP:Iteration 11Q (129.993619 sec): 3 clusters Score: Raw -26490.626437 + Penalty 712.886473 = -25777.739963 nChanged 3 SP:Iteration 12Q (129.994775 sec): 3 clusters Score: Raw -26491.974083 + Penalty 711.679141 = -25780.294943 nChanged 2 SP:Iteration 13Q (129.995936 sec): 3 clusters Score: Raw -26493.267106 + Penalty 711.036044 = -25782.231062 nChanged 1 SP:Iteration 14Q (129.997091 sec): 3 clusters Score: Raw -26493.924288 + Penalty 709.283528 = -25784.640760 nChanged 2 SP:Iteration 15Q (129.998251 sec): 3 clusters Score: Raw -26497.550585 + Penalty 707.318645 = -25790.231940 nChanged 4 SP:Iteration 16Q (129.999407 sec): 3 clusters Score: Raw -26500.089210 + Penalty 706.637357 = -25793.451853 nChanged 1 SP:Iteration 17Q (130.000569 sec): 3 clusters Score: Raw -26501.059568 + Penalty 704.269214 = -25796.790354 nChanged 5 SP:Iteration 18Q (130.001708 sec): 3 clusters Score: Raw -26507.445532 + Penalty 702.831490 = -25804.614043 nChanged 6 SP:Iteration 19Q (130.002852 sec): 3 clusters Score: Raw -26511.436333 + Penalty 700.495382 = -25810.940951 nChanged 3 SP:Iteration 20F (130.004077 sec): 3 clusters Score: Raw -26514.285650 + Penalty 699.328820 = -25814.956830 nChanged 2 SP:Iteration 21Q (130.005256 sec): 3 clusters Score: Raw -26517.790402 + Penalty 697.276273 = -25820.514129 nChanged 3 SP:Iteration 22Q (130.006431 sec): 3 clusters Score: Raw -26521.944403 + Penalty 697.690994 = -25824.253409 nChanged 2 SP:Iteration 23Q (130.007589 sec): 3 clusters Score: Raw -26523.002292 + Penalty 697.145678 = -25825.856614 nChanged 1 SP:Iteration 24Q (130.008760 sec): 3 clusters Score: Raw -26523.301750 + Penalty 697.145678 = -25826.156072 nChanged 0 SP:Iteration 25F (130.010124 sec): 3 clusters Score: Raw -26523.301750 + Penalty 697.145678 = -25826.156072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 41 (450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.011962 sec): 2 clusters Score: Raw -22064.529225 + Penalty 508.496234 = -21556.032991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.013040 sec): 3 clusters Score: Raw -21876.050376 + Penalty 1017.882587 = -20858.167788 nChanged 117 SP:Iteration 1F (130.014042 sec): 3 clusters Score: Raw -21960.088778 + Penalty 1019.061322 = -20941.027456 nChanged 37 SP:Iteration 2F (130.015040 sec): 3 clusters Score: Raw -21995.817381 + Penalty 1018.482933 = -20977.334448 nChanged 20 SP:Iteration 3Q (130.016027 sec): 3 clusters Score: Raw -22012.073067 + Penalty 1017.512823 = -20994.560244 nChanged 15 SP:Iteration 4Q (130.016999 sec): 3 clusters Score: Raw -22033.104114 + Penalty 1018.082314 = -21015.021800 nChanged 13 SP:Iteration 5Q (130.017974 sec): 3 clusters Score: Raw -22057.353114 + Penalty 1017.795710 = -21039.557404 nChanged 8 SP:Iteration 6Q (130.018960 sec): 3 clusters Score: Raw -22068.026533 + Penalty 1016.520682 = -21051.505851 nChanged 5 SP:Iteration 7Q (130.019950 sec): 3 clusters Score: Raw -22071.792174 + Penalty 1017.174021 = -21054.618153 nChanged 1 SP:Iteration 8Q (130.020937 sec): 3 clusters Score: Raw -22073.591339 + Penalty 1017.860914 = -21055.730425 nChanged 2 SP:Iteration 9Q (130.021921 sec): 3 clusters Score: Raw -22077.800525 + Penalty 1018.332656 = -21059.467869 nChanged 5 SP:Iteration 10F (130.022919 sec): 3 clusters Score: Raw -22082.448820 + Penalty 1018.401607 = -21064.047213 nChanged 1 SP:Iteration 11Q (130.023904 sec): 3 clusters Score: Raw -22083.715932 + Penalty 1017.249296 = -21066.466636 nChanged 2 SP:Iteration 12Q (130.024868 sec): 3 clusters Score: Raw -22087.434890 + Penalty 1017.190365 = -21070.244525 nChanged 3 SP:Iteration 13Q (130.025837 sec): 3 clusters Score: Raw -22089.204140 + Penalty 1017.651631 = -21071.552509 nChanged 3 SP:Iteration 14Q (130.026795 sec): 3 clusters Score: Raw -22092.870865 + Penalty 1018.005508 = -21074.865357 nChanged 2 SP:Iteration 15Q (130.027753 sec): 3 clusters Score: Raw -22093.939217 + Penalty 1017.733804 = -21076.205413 nChanged 3 SP:Iteration 16Q (130.028708 sec): 3 clusters Score: Raw -22095.829503 + Penalty 1017.842009 = -21077.987494 nChanged 1 SP:Iteration 17Q (130.029664 sec): 3 clusters Score: Raw -22095.879543 + Penalty 1018.048414 = -21077.831129 nChanged 2 SP:Iteration 18F (130.030641 sec): 3 clusters Score: Raw -22098.237460 + Penalty 1019.422936 = -21078.814524 nChanged 2 SP:Iteration 19Q (130.031599 sec): 3 clusters Score: Raw -22099.551150 + Penalty 1020.084830 = -21079.466320 nChanged 1 SP:Iteration 20F (130.032573 sec): 3 clusters Score: Raw -22099.838608 + Penalty 1020.441381 = -21079.397227 nChanged 1 SP:Iteration 21F (130.033548 sec): 3 clusters Score: Raw -22100.505606 + Penalty 1021.364270 = -21079.141336 nChanged 1 SP:Iteration 22F (130.034522 sec): 3 clusters Score: Raw -22100.656872 + Penalty 1022.112853 = -21078.544019 nChanged 2 SP:Iteration 23F (130.035496 sec): 3 clusters Score: Raw -22101.714498 + Penalty 1023.367728 = -21078.346771 nChanged 1 SP:Iteration 24F (130.036468 sec): 3 clusters Score: Raw -22101.905831 + Penalty 1023.037547 = -21078.868284 nChanged 1 SP:Iteration 25Q (130.037424 sec): 3 clusters Score: Raw -22102.500289 + Penalty 1024.069314 = -21078.430975 nChanged 1 SP:Iteration 26F (130.038398 sec): 3 clusters Score: Raw -22103.212723 + Penalty 1027.309457 = -21075.903266 nChanged 4 SP:Iteration 27F (130.039374 sec): 3 clusters Score: Raw -22106.200851 + Penalty 1029.797245 = -21076.403605 nChanged 3 SP:Iteration 28Q (130.040332 sec): 3 clusters Score: Raw -22107.997470 + Penalty 1033.659877 = -21074.337593 nChanged 3 SP:Iteration 29F (130.041307 sec): 3 clusters Score: Raw -22110.128014 + Penalty 1038.663956 = -21071.464058 nChanged 6 SP:Iteration 30F (130.042280 sec): 3 clusters Score: Raw -22118.070914 + Penalty 1041.774874 = -21076.296039 nChanged 4 SP:Iteration 31Q (130.043254 sec): 3 clusters Score: Raw -22122.459277 + Penalty 1046.164875 = -21076.294402 nChanged 3 SP:Iteration 32F (130.044227 sec): 3 clusters Score: Raw -22124.743781 + Penalty 1049.219287 = -21075.524494 nChanged 3 SP:Iteration 33F (130.045201 sec): 3 clusters Score: Raw -22127.251713 + Penalty 1053.209290 = -21074.042422 nChanged 2 SP:Iteration 34F (130.046175 sec): 3 clusters Score: Raw -22128.553797 + Penalty 1055.088218 = -21073.465579 nChanged 2 SP:Iteration 35F (130.047148 sec): 3 clusters Score: Raw -22131.266130 + Penalty 1061.150222 = -21070.115908 nChanged 3 SP:Iteration 36F (130.048120 sec): 3 clusters Score: Raw -22136.463774 + Penalty 1069.162709 = -21067.301065 nChanged 6 SP:Iteration 37F (130.049094 sec): 3 clusters Score: Raw -22144.743420 + Penalty 1072.929332 = -21071.814089 nChanged 2 SP:Iteration 38Q (130.050017 sec): 3 clusters Score: Raw -22147.520695 + Penalty 1075.435593 = -21072.085102 nChanged 4 SP:Iteration 39Q (130.050933 sec): 3 clusters Score: Raw -22150.973324 + Penalty 1076.050397 = -21074.922927 nChanged 1 SP:Iteration 40F (130.051906 sec): 3 clusters Score: Raw -22151.913776 + Penalty 1076.050397 = -21075.863378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 43 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.053014 sec): 2 clusters Score: Raw -8226.066815 + Penalty 734.416933 = -7491.649882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.053642 sec): 3 clusters Score: Raw -8282.739579 + Penalty 1471.425448 = -6811.314131 nChanged 46 SP:Iteration 1F (130.054260 sec): 3 clusters Score: Raw -8370.559464 + Penalty 1473.000483 = -6897.558981 nChanged 14 SP:Iteration 2F (130.054874 sec): 3 clusters Score: Raw -8422.507340 + Penalty 1473.069556 = -6949.437783 nChanged 13 SP:Iteration 3F (130.055490 sec): 3 clusters Score: Raw -8471.930304 + Penalty 1471.559795 = -7000.370509 nChanged 9 SP:Iteration 4Q (130.056056 sec): 3 clusters Score: Raw -8505.796752 + Penalty 1471.018304 = -7034.778448 nChanged 8 SP:Iteration 5Q (130.056617 sec): 3 clusters Score: Raw -8531.977422 + Penalty 1470.623890 = -7061.353532 nChanged 2 SP:Iteration 6Q (130.057174 sec): 3 clusters Score: Raw -8536.268775 + Penalty 1470.446404 = -7065.822371 nChanged 1 SP:Iteration 7Q (130.057729 sec): 3 clusters Score: Raw -8537.525447 + Penalty 1470.446404 = -7067.079044 nChanged 0 SP:Iteration 8F (130.058345 sec): 3 clusters Score: Raw -8537.525447 + Penalty 1470.446404 = -7067.079044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 49 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.059595 sec): 2 clusters Score: Raw -12798.127008 + Penalty 211.598240 = -12586.528768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.060353 sec): 3 clusters Score: Raw -12697.785399 + Penalty 422.921948 = -12274.863451 nChanged 110 SP:Iteration 1F (130.061091 sec): 3 clusters Score: Raw -12840.674975 + Penalty 446.108987 = -12394.565988 nChanged 34 SP:Iteration 2F (130.061829 sec): 3 clusters Score: Raw -12908.262593 + Penalty 474.753939 = -12433.508654 nChanged 22 SP:Iteration 3F (130.062564 sec): 3 clusters Score: Raw -12965.057863 + Penalty 514.460110 = -12450.597752 nChanged 14 SP:Iteration 4Q (130.063288 sec): 3 clusters Score: Raw -12992.842560 + Penalty 557.281332 = -12435.561229 nChanged 10 SP:Iteration 5F (130.064024 sec): 3 clusters Score: Raw -13015.442865 + Penalty 598.579402 = -12416.863462 nChanged 6 SP:Iteration 6F (130.064762 sec): 3 clusters Score: Raw -13028.785367 + Penalty 619.617755 = -12409.167612 nChanged 3 SP:Iteration 7F (130.065500 sec): 3 clusters Score: Raw -13034.147387 + Penalty 620.750580 = -12413.396807 nChanged 1 SP:Iteration 8Q (130.066147 sec): 3 clusters Score: Raw -13035.773243 + Penalty 620.750580 = -12415.022663 nChanged 0 SP:Iteration 9F (130.066881 sec): 3 clusters Score: Raw -13035.773243 + Penalty 620.750580 = -12415.022663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 51 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.068445 sec): 2 clusters Score: Raw -10992.238567 + Penalty 295.107970 = -10697.130597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.069071 sec): 3 clusters Score: Raw -10905.255125 + Penalty 608.870373 = -10296.384753 nChanged 68 SP:Iteration 1F (130.069688 sec): 3 clusters Score: Raw -10971.460792 + Penalty 624.392923 = -10347.067869 nChanged 16 SP:Iteration 2F (130.070303 sec): 3 clusters Score: Raw -10988.317933 + Penalty 645.155945 = -10343.161988 nChanged 12 SP:Iteration 3F (130.070917 sec): 3 clusters Score: Raw -11003.223136 + Penalty 666.698021 = -10336.525115 nChanged 12 SP:Iteration 4F (130.071523 sec): 3 clusters Score: Raw -11018.159575 + Penalty 681.450021 = -10336.709554 nChanged 7 SP:Iteration 5Q (130.072097 sec): 3 clusters Score: Raw -11025.887995 + Penalty 689.079895 = -10336.808099 nChanged 5 SP:Iteration 6Q (130.072664 sec): 3 clusters Score: Raw -11032.636910 + Penalty 696.886492 = -10335.750418 nChanged 3 SP:Iteration 7F (130.073259 sec): 3 clusters Score: Raw -11035.312468 + Penalty 698.572421 = -10336.740048 nChanged 1 SP:Iteration 8Q (130.073814 sec): 3 clusters Score: Raw -11036.993872 + Penalty 698.572421 = -10338.421451 nChanged 0 SP:Iteration 9F (130.074415 sec): 3 clusters Score: Raw -11036.993872 + Penalty 698.572421 = -10338.421451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 60 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.075709 sec): 2 clusters Score: Raw -15280.131485 + Penalty 457.116391 = -14823.015094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.076442 sec): 3 clusters Score: Raw -15165.155086 + Penalty 914.969630 = -14250.185455 nChanged 64 SP:Iteration 1F (130.077162 sec): 3 clusters Score: Raw -15211.751583 + Penalty 923.461762 = -14288.289821 nChanged 31 SP:Iteration 2F (130.077881 sec): 3 clusters Score: Raw -15245.883092 + Penalty 938.094354 = -14307.788738 nChanged 20 SP:Iteration 3F (130.078600 sec): 3 clusters Score: Raw -15271.019086 + Penalty 956.772641 = -14314.246445 nChanged 18 SP:Iteration 4F (130.079315 sec): 3 clusters Score: Raw -15291.593826 + Penalty 970.207628 = -14321.386198 nChanged 12 SP:Iteration 5Q (130.080055 sec): 3 clusters Score: Raw -15304.251830 + Penalty 975.857177 = -14328.394653 nChanged 8 SP:Iteration 6Q (130.080761 sec): 3 clusters Score: Raw -15316.545469 + Penalty 976.166006 = -14340.379462 nChanged 1 SP:Iteration 7Q (130.081457 sec): 3 clusters Score: Raw -15317.142376 + Penalty 976.166006 = -14340.976370 nChanged 0 SP:Iteration 8F (130.082207 sec): 3 clusters Score: Raw -15317.142376 + Penalty 976.166006 = -14340.976370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 110 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.083637 sec): 2 clusters Score: Raw -14359.416948 + Penalty 462.280003 = -13897.136945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.084488 sec): 3 clusters Score: Raw -14244.984628 + Penalty 938.573644 = -13306.410984 nChanged 82 SP:Iteration 1F (130.085305 sec): 3 clusters Score: Raw -14357.159559 + Penalty 949.813189 = -13407.346370 nChanged 34 SP:Iteration 2F (130.086107 sec): 3 clusters Score: Raw -14412.039171 + Penalty 961.009320 = -13451.029851 nChanged 22 SP:Iteration 3F (130.086908 sec): 3 clusters Score: Raw -14449.373394 + Penalty 967.498956 = -13481.874438 nChanged 7 SP:Iteration 4Q (130.087680 sec): 3 clusters Score: Raw -14458.859780 + Penalty 968.749532 = -13490.110248 nChanged 5 SP:Iteration 5Q (130.088447 sec): 3 clusters Score: Raw -14464.729977 + Penalty 968.749532 = -13495.980445 nChanged 0 SP:Iteration 6F (130.089244 sec): 3 clusters Score: Raw -14464.729977 + Penalty 968.749532 = -13495.980445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 112 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.090446 sec): 2 clusters Score: Raw -13748.924943 + Penalty 523.286002 = -13225.638941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.091121 sec): 3 clusters Score: Raw -13689.996946 + Penalty 1045.929356 = -12644.067590 nChanged 54 SP:Iteration 1F (130.091787 sec): 3 clusters Score: Raw -13741.373227 + Penalty 1044.746570 = -12696.626657 nChanged 14 SP:Iteration 2F (130.092449 sec): 3 clusters Score: Raw -13756.744018 + Penalty 1044.375553 = -12712.368465 nChanged 4 SP:Iteration 3Q (130.093106 sec): 3 clusters Score: Raw -13762.549971 + Penalty 1044.206326 = -12718.343645 nChanged 3 SP:Iteration 4Q (130.093762 sec): 3 clusters Score: Raw -13766.814579 + Penalty 1043.615829 = -12723.198750 nChanged 2 SP:Iteration 5Q (130.094416 sec): 3 clusters Score: Raw -13769.145887 + Penalty 1043.949751 = -12725.196136 nChanged 3 SP:Iteration 6Q (130.095068 sec): 3 clusters Score: Raw -13773.311520 + Penalty 1043.471167 = -12729.840353 nChanged 4 SP:Iteration 7Q (130.095720 sec): 3 clusters Score: Raw -13779.686487 + Penalty 1043.584807 = -12736.101680 nChanged 4 SP:Iteration 8Q (130.096373 sec): 3 clusters Score: Raw -13784.526992 + Penalty 1044.487634 = -12740.039358 nChanged 4 SP:Iteration 9Q (130.097024 sec): 3 clusters Score: Raw -13801.634484 + Penalty 1045.297758 = -12756.336725 nChanged 4 SP:Iteration 10F (130.097686 sec): 3 clusters Score: Raw -13807.612034 + Penalty 1045.340239 = -12762.271795 nChanged 3 SP:Iteration 11Q (130.098330 sec): 3 clusters Score: Raw -13811.493369 + Penalty 1045.324310 = -12766.169059 nChanged 4 SP:Iteration 12Q (130.098974 sec): 3 clusters Score: Raw -13818.209585 + Penalty 1046.206343 = -12772.003242 nChanged 6 SP:Iteration 13Q (130.099616 sec): 3 clusters Score: Raw -13834.107806 + Penalty 1047.729737 = -12786.378069 nChanged 6 SP:Iteration 14Q (130.100254 sec): 3 clusters Score: Raw -13850.736452 + Penalty 1048.985051 = -12801.751401 nChanged 8 SP:Iteration 15Q (130.100882 sec): 3 clusters Score: Raw -13872.752325 + Penalty 1050.065329 = -12822.686995 nChanged 4 SP:Iteration 16Q (130.101506 sec): 3 clusters Score: Raw -13882.625263 + Penalty 1051.281983 = -12831.343280 nChanged 4 SP:Iteration 17Q (130.102123 sec): 3 clusters Score: Raw -13889.311245 + Penalty 1053.101157 = -12836.210088 nChanged 4 SP:Iteration 18Q (130.102737 sec): 3 clusters Score: Raw -13895.251750 + Penalty 1053.929261 = -12841.322489 nChanged 1 SP:Iteration 19Q (130.103351 sec): 3 clusters Score: Raw -13895.989071 + Penalty 1054.799202 = -12841.189868 nChanged 1 SP:Iteration 20F (130.104014 sec): 3 clusters Score: Raw -13896.810096 + Penalty 1054.799202 = -12842.010893 nChanged 0 Memory request: 0.03 GB would take us to total of 0.39 GB. Trying to split cluster 157 (5547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.128324 sec): 2 clusters Score: Raw -263336.981451 + Penalty 81.581357 = -263255.400094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.138381 sec): 3 clusters Score: Raw -259624.093763 + Penalty 170.293100 = -259453.800663 nChanged 2672 SP:Iteration 1F (130.148304 sec): 3 clusters Score: Raw -261922.361808 + Penalty 172.008876 = -261750.352932 nChanged 649 SP:Iteration 2F (130.158207 sec): 3 clusters Score: Raw -262422.568087 + Penalty 176.907117 = -262245.660970 nChanged 408 SP:Iteration 3F (130.168116 sec): 3 clusters Score: Raw -262767.832318 + Penalty 178.581423 = -262589.250895 nChanged 239 SP:Iteration 4Q (130.178393 sec): 3 clusters Score: Raw -262955.070276 + Penalty 179.322457 = -262775.747819 nChanged 162 SP:Iteration 5Q (130.187778 sec): 3 clusters Score: Raw -263066.327908 + Penalty 180.107848 = -262886.220060 nChanged 138 SP:Iteration 6Q (130.196904 sec): 3 clusters Score: Raw -263161.650475 + Penalty 180.741563 = -262980.908912 nChanged 110 SP:Iteration 7Q (130.205790 sec): 3 clusters Score: Raw -263245.987619 + Penalty 178.318848 = -263067.668770 nChanged 73 SP:Iteration 8Q (130.214425 sec): 3 clusters Score: Raw -263291.124827 + Penalty 177.985426 = -263113.139401 nChanged 45 SP:Iteration 9Q (130.222959 sec): 3 clusters Score: Raw -263314.051605 + Penalty 176.465134 = -263137.586471 nChanged 36 SP:Iteration 10F (130.232917 sec): 3 clusters Score: Raw -263333.171752 + Penalty 178.021540 = -263155.150211 nChanged 22 SP:Iteration 11Q (130.241179 sec): 3 clusters Score: Raw -263350.012905 + Penalty 173.278280 = -263176.734625 nChanged 24 SP:Iteration 12Q (130.249339 sec): 3 clusters Score: Raw -263366.761700 + Penalty 172.882744 = -263193.878956 nChanged 19 SP:Iteration 13Q (130.257431 sec): 3 clusters Score: Raw -263373.718083 + Penalty 172.316620 = -263201.401464 nChanged 10 SP:Iteration 14Q (130.265489 sec): 3 clusters Score: Raw -263375.695690 + Penalty 172.693993 = -263203.001698 nChanged 6 SP:Iteration 15Q (130.273947 sec): 3 clusters Score: Raw -263376.771491 + Penalty 173.198590 = -263203.572901 nChanged 3 SP:Iteration 16Q (130.282265 sec): 3 clusters Score: Raw -263377.154729 + Penalty 171.572096 = -263205.582633 nChanged 1 SP:Iteration 17Q (130.290437 sec): 3 clusters Score: Raw -263377.323809 + Penalty 171.572096 = -263205.751713 nChanged 0 SP:Iteration 18F (130.300413 sec): 3 clusters Score: Raw -263377.323809 + Penalty 171.572096 = -263205.751713 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 159 (1058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.308415 sec): 2 clusters Score: Raw -50593.125159 + Penalty 70.041037 = -50523.084121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.310459 sec): 3 clusters Score: Raw -49957.854584 + Penalty 140.689066 = -49817.165518 nChanged 473 SP:Iteration 1F (130.312450 sec): 3 clusters Score: Raw -50384.539210 + Penalty 137.037854 = -50247.501356 nChanged 81 SP:Iteration 2F (130.314439 sec): 3 clusters Score: Raw -50456.781738 + Penalty 135.380585 = -50321.401153 nChanged 45 SP:Iteration 3Q (130.316436 sec): 3 clusters Score: Raw -50513.968682 + Penalty 135.135868 = -50378.832815 nChanged 32 SP:Iteration 4Q (130.318450 sec): 3 clusters Score: Raw -50549.119053 + Penalty 134.656517 = -50414.462535 nChanged 25 SP:Iteration 5Q (130.320433 sec): 3 clusters Score: Raw -50570.840037 + Penalty 134.138148 = -50436.701888 nChanged 15 SP:Iteration 6Q (130.322341 sec): 3 clusters Score: Raw -50593.009563 + Penalty 134.189508 = -50458.820055 nChanged 8 SP:Iteration 7Q (130.324219 sec): 3 clusters Score: Raw -50607.651324 + Penalty 134.190386 = -50473.460938 nChanged 12 SP:Iteration 8Q (130.326107 sec): 3 clusters Score: Raw -50624.145849 + Penalty 133.865927 = -50490.279922 nChanged 14 SP:Iteration 9Q (130.327984 sec): 3 clusters Score: Raw -50636.641712 + Penalty 133.307552 = -50503.334159 nChanged 11 SP:Iteration 10F (130.329993 sec): 3 clusters Score: Raw -50642.262970 + Penalty 133.351840 = -50508.911130 nChanged 7 SP:Iteration 11Q (130.331818 sec): 3 clusters Score: Raw -50644.532180 + Penalty 133.299122 = -50511.233059 nChanged 6 SP:Iteration 12Q (130.333622 sec): 3 clusters Score: Raw -50648.210678 + Penalty 132.889596 = -50515.321082 nChanged 5 SP:Iteration 13Q (130.335416 sec): 3 clusters Score: Raw -50649.935328 + Penalty 132.858320 = -50517.077008 nChanged 6 SP:Iteration 14Q (130.337204 sec): 3 clusters Score: Raw -50652.456456 + Penalty 132.851497 = -50519.604960 nChanged 5 SP:Iteration 15Q (130.338989 sec): 3 clusters Score: Raw -50659.775243 + Penalty 132.789325 = -50526.985918 nChanged 6 SP:Iteration 16Q (130.340752 sec): 3 clusters Score: Raw -50661.499114 + Penalty 132.868852 = -50528.630263 nChanged 2 SP:Iteration 17Q (130.342503 sec): 3 clusters Score: Raw -50661.622659 + Penalty 132.868852 = -50528.753807 nChanged 0 SP:Iteration 18F (130.344487 sec): 3 clusters Score: Raw -50661.622659 + Penalty 132.868852 = -50528.753807 nChanged 0 Score: Raw -1797698.356668 + Penalty 23297.984183 = -1774400.372485 Splitting cluster 159 changes total score from -1743832.748033 to -1774400.372485 So it's getting split into cluster 17. Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 167 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.074992 sec): 2 clusters Score: Raw -12571.446370 + Penalty 268.650623 = -12302.795747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.075700 sec): 3 clusters Score: Raw -12450.634502 + Penalty 536.781396 = -11913.853107 nChanged 75 SP:Iteration 1F (131.076376 sec): 3 clusters Score: Raw -12518.023043 + Penalty 533.107345 = -11984.915698 nChanged 39 SP:Iteration 2F (131.077050 sec): 3 clusters Score: Raw -12565.274090 + Penalty 536.154853 = -12029.119237 nChanged 25 SP:Iteration 3F (131.077723 sec): 3 clusters Score: Raw -12594.008012 + Penalty 533.799159 = -12060.208853 nChanged 19 SP:Iteration 4F (131.078394 sec): 3 clusters Score: Raw -12619.567315 + Penalty 537.370717 = -12082.196598 nChanged 8 SP:Iteration 5Q (131.079049 sec): 3 clusters Score: Raw -12627.281430 + Penalty 540.453447 = -12086.827984 nChanged 6 SP:Iteration 6Q (131.079705 sec): 3 clusters Score: Raw -12636.625701 + Penalty 543.651603 = -12092.974098 nChanged 4 SP:Iteration 7Q (131.080359 sec): 3 clusters Score: Raw -12640.739358 + Penalty 552.965134 = -12087.774225 nChanged 4 SP:Iteration 8F (131.081034 sec): 3 clusters Score: Raw -12645.713984 + Penalty 568.807593 = -12076.906391 nChanged 5 SP:Iteration 9F (131.081708 sec): 3 clusters Score: Raw -12650.371206 + Penalty 583.771947 = -12066.599258 nChanged 6 SP:Iteration 10F (131.082384 sec): 3 clusters Score: Raw -12656.329943 + Penalty 581.213144 = -12075.116799 nChanged 1 SP:Iteration 11Q (131.083024 sec): 3 clusters Score: Raw -12657.583824 + Penalty 580.929326 = -12076.654498 nChanged 1 SP:Iteration 12Q (131.083664 sec): 3 clusters Score: Raw -12659.631352 + Penalty 580.929326 = -12078.702026 nChanged 0 SP:Iteration 13F (131.084340 sec): 3 clusters Score: Raw -12659.631352 + Penalty 580.929326 = -12078.702026 nChanged 0 Iteration 217F (131.846496 sec): 39 clusters Score: Raw -1766835.437433 + Penalty 23297.151373 = -1743538.286061 nChanged 93 Iteration 218F (132.589928 sec): 39 clusters Score: Raw -1766879.832299 + Penalty 23300.642459 = -1743579.189839 nChanged 47 Writing temp clu file Memory request: 0.18 GB would take us to total of 0.37 GB. Compute initial score before splitting: Score: Raw -1766879.832299 + Penalty 23300.642459 = -1743579.189839Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 1 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.714482 sec): 2 clusters Score: Raw -18407.910981 + Penalty 577.501312 = -17830.409669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.715362 sec): 3 clusters Score: Raw -18292.055264 + Penalty 1158.526092 = -17133.529172 nChanged 105 SP:Iteration 1F (132.716219 sec): 3 clusters Score: Raw -18375.009126 + Penalty 1159.288241 = -17215.720885 nChanged 19 SP:Iteration 2F (132.717066 sec): 3 clusters Score: Raw -18400.756642 + Penalty 1160.025835 = -17240.730807 nChanged 12 SP:Iteration 3Q (132.717903 sec): 3 clusters Score: Raw -18414.496448 + Penalty 1161.231087 = -17253.265361 nChanged 8 SP:Iteration 4Q (132.718739 sec): 3 clusters Score: Raw -18431.760872 + Penalty 1162.876505 = -17268.884367 nChanged 10 SP:Iteration 5Q (132.719572 sec): 3 clusters Score: Raw -18444.501378 + Penalty 1165.898475 = -17278.602903 nChanged 9 SP:Iteration 6Q (132.720406 sec): 3 clusters Score: Raw -18458.353001 + Penalty 1165.631025 = -17292.721976 nChanged 7 SP:Iteration 7Q (132.721240 sec): 3 clusters Score: Raw -18469.409974 + Penalty 1166.540980 = -17302.868994 nChanged 8 SP:Iteration 8Q (132.722066 sec): 3 clusters Score: Raw -18479.029039 + Penalty 1168.496199 = -17310.532840 nChanged 6 SP:Iteration 9Q (132.722890 sec): 3 clusters Score: Raw -18487.920679 + Penalty 1171.003336 = -17316.917343 nChanged 6 SP:Iteration 10F (132.723769 sec): 3 clusters Score: Raw -18496.895835 + Penalty 1178.199050 = -17318.696785 nChanged 8 SP:Iteration 11Q (132.724591 sec): 3 clusters Score: Raw -18504.298862 + Penalty 1189.444185 = -17314.854677 nChanged 9 SP:Iteration 12F (132.725436 sec): 3 clusters Score: Raw -18514.069687 + Penalty 1202.568544 = -17311.501144 nChanged 12 SP:Iteration 13F (132.726280 sec): 3 clusters Score: Raw -18537.619260 + Penalty 1223.672119 = -17313.947141 nChanged 15 SP:Iteration 14Q (132.727118 sec): 3 clusters Score: Raw -18578.469155 + Penalty 1250.422127 = -17328.047028 nChanged 20 SP:Iteration 15F (132.727983 sec): 3 clusters Score: Raw -18631.692752 + Penalty 1273.411443 = -17358.281309 nChanged 12 SP:Iteration 16Q (132.728825 sec): 3 clusters Score: Raw -18671.479808 + Penalty 1283.653959 = -17387.825849 nChanged 8 SP:Iteration 17Q (132.729594 sec): 3 clusters Score: Raw -18696.275767 + Penalty 1286.021914 = -17410.253853 nChanged 1 SP:Iteration 18Q (132.730373 sec): 3 clusters Score: Raw -18704.600340 + Penalty 1284.763054 = -17419.837286 nChanged 1 SP:Iteration 19Q (132.731135 sec): 3 clusters Score: Raw -18705.078269 + Penalty 1284.763054 = -17420.315215 nChanged 0 SP:Iteration 20F (132.731982 sec): 3 clusters Score: Raw -18705.078269 + Penalty 1284.763054 = -17420.315215 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 2 (1150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.736509 sec): 2 clusters Score: Raw -54951.871547 + Penalty 95.899162 = -54855.972385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.738776 sec): 3 clusters Score: Raw -54237.985333 + Penalty 193.958196 = -54044.027138 nChanged 520 SP:Iteration 1F (132.740993 sec): 3 clusters Score: Raw -54629.722317 + Penalty 202.589470 = -54427.132847 nChanged 117 SP:Iteration 2F (132.743146 sec): 3 clusters Score: Raw -54674.602905 + Penalty 210.870549 = -54463.732355 nChanged 57 SP:Iteration 3Q (132.745288 sec): 3 clusters Score: Raw -54698.545265 + Penalty 216.072772 = -54482.472493 nChanged 44 SP:Iteration 4Q (132.747429 sec): 3 clusters Score: Raw -54720.857026 + Penalty 221.955924 = -54498.901102 nChanged 53 SP:Iteration 5Q (132.749567 sec): 3 clusters Score: Raw -54762.816645 + Penalty 236.035349 = -54526.781296 nChanged 69 SP:Iteration 6F (132.751712 sec): 3 clusters Score: Raw -54809.634344 + Penalty 245.698498 = -54563.935846 nChanged 35 SP:Iteration 7Q (132.753857 sec): 3 clusters Score: Raw -54833.400027 + Penalty 264.789593 = -54568.610434 nChanged 44 SP:Iteration 8Q (132.755999 sec): 3 clusters Score: Raw -54870.232410 + Penalty 292.742790 = -54577.489620 nChanged 34 SP:Iteration 9Q (132.758138 sec): 3 clusters Score: Raw -54902.856197 + Penalty 327.175996 = -54575.680202 nChanged 29 SP:Iteration 10F (132.760280 sec): 3 clusters Score: Raw -54929.993653 + Penalty 357.931401 = -54572.062253 nChanged 13 SP:Iteration 11F (132.762424 sec): 3 clusters Score: Raw -54943.603011 + Penalty 425.688497 = -54517.914514 nChanged 11 SP:Iteration 12F (132.764556 sec): 3 clusters Score: Raw -54957.466663 + Penalty 488.450815 = -54469.015848 nChanged 8 SP:Iteration 13F (132.766691 sec): 3 clusters Score: Raw -54972.542069 + Penalty 532.054023 = -54440.488046 nChanged 5 SP:Iteration 14F (132.768827 sec): 3 clusters Score: Raw -54982.818140 + Penalty 532.054023 = -54450.764118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 3 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.770042 sec): 2 clusters Score: Raw -10237.923404 + Penalty 503.899893 = -9734.023510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.770705 sec): 3 clusters Score: Raw -10251.473152 + Penalty 1025.600259 = -9225.872894 nChanged 60 SP:Iteration 1F (132.771378 sec): 3 clusters Score: Raw -10393.346238 + Penalty 1044.099617 = -9349.246620 nChanged 26 SP:Iteration 2F (132.772030 sec): 3 clusters Score: Raw -10477.105198 + Penalty 1044.938478 = -9432.166720 nChanged 11 SP:Iteration 3Q (132.772656 sec): 3 clusters Score: Raw -10526.878854 + Penalty 1041.930823 = -9484.948031 nChanged 7 SP:Iteration 4Q (132.773244 sec): 3 clusters Score: Raw -10566.377698 + Penalty 1039.989364 = -9526.388335 nChanged 6 SP:Iteration 5Q (132.773827 sec): 3 clusters Score: Raw -10586.926932 + Penalty 1036.961859 = -9549.965073 nChanged 7 SP:Iteration 6Q (132.774409 sec): 3 clusters Score: Raw -10596.151887 + Penalty 1034.272767 = -9561.879120 nChanged 3 SP:Iteration 7Q (132.774988 sec): 3 clusters Score: Raw -10598.290287 + Penalty 1034.272767 = -9564.017520 nChanged 0 SP:Iteration 8F (132.775637 sec): 3 clusters Score: Raw -10598.290287 + Penalty 1034.272767 = -9564.017520 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 4 (3954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.792320 sec): 2 clusters Score: Raw -189579.416510 + Penalty 78.371280 = -189501.045230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.799509 sec): 3 clusters Score: Raw -186971.604015 + Penalty 156.200750 = -186815.403265 nChanged 1872 SP:Iteration 1F (132.806553 sec): 3 clusters Score: Raw -188855.035130 + Penalty 154.266089 = -188700.769041 nChanged 291 SP:Iteration 2F (132.813591 sec): 3 clusters Score: Raw -189070.561459 + Penalty 154.170592 = -188916.390867 nChanged 165 SP:Iteration 3Q (132.820527 sec): 3 clusters Score: Raw -189156.984858 + Penalty 153.919584 = -189003.065274 nChanged 97 SP:Iteration 4Q (132.827343 sec): 3 clusters Score: Raw -189194.697238 + Penalty 153.485775 = -189041.211462 nChanged 74 SP:Iteration 5Q (132.834414 sec): 3 clusters Score: Raw -189225.400046 + Penalty 152.769848 = -189072.630198 nChanged 60 SP:Iteration 6Q (132.841471 sec): 3 clusters Score: Raw -189245.755512 + Penalty 152.717591 = -189093.037921 nChanged 42 SP:Iteration 7Q (132.848135 sec): 3 clusters Score: Raw -189260.559072 + Penalty 152.293022 = -189108.266049 nChanged 36 SP:Iteration 8Q (132.854764 sec): 3 clusters Score: Raw -189271.656917 + Penalty 152.269288 = -189119.387629 nChanged 38 SP:Iteration 9Q (132.861394 sec): 3 clusters Score: Raw -189283.140122 + Penalty 151.939407 = -189131.200716 nChanged 38 SP:Iteration 10F (132.868648 sec): 3 clusters Score: Raw -189293.707114 + Penalty 151.998045 = -189141.709070 nChanged 33 SP:Iteration 11Q (132.875518 sec): 3 clusters Score: Raw -189302.931969 + Penalty 151.726653 = -189151.205316 nChanged 33 SP:Iteration 12Q (132.882081 sec): 3 clusters Score: Raw -189310.944255 + Penalty 151.696737 = -189159.247518 nChanged 36 SP:Iteration 13Q (132.888586 sec): 3 clusters Score: Raw -189322.331879 + Penalty 150.980153 = -189171.351726 nChanged 41 SP:Iteration 14Q (132.895163 sec): 3 clusters Score: Raw -189344.426848 + Penalty 151.043677 = -189193.383171 nChanged 34 SP:Iteration 15Q (132.901577 sec): 3 clusters Score: Raw -189360.859342 + Penalty 149.689810 = -189211.169531 nChanged 29 SP:Iteration 16Q (132.907957 sec): 3 clusters Score: Raw -189377.261839 + Penalty 148.230219 = -189229.031620 nChanged 21 SP:Iteration 17Q (132.914305 sec): 3 clusters Score: Raw -189392.333926 + Penalty 147.836091 = -189244.497834 nChanged 26 SP:Iteration 18Q (132.920623 sec): 3 clusters Score: Raw -189404.510016 + Penalty 147.403549 = -189257.106467 nChanged 24 SP:Iteration 19Q (132.926919 sec): 3 clusters Score: Raw -189416.250339 + Penalty 147.004608 = -189269.245731 nChanged 23 SP:Iteration 20F (132.933938 sec): 3 clusters Score: Raw -189426.816932 + Penalty 146.255881 = -189280.561051 nChanged 17 SP:Iteration 21Q (132.940410 sec): 3 clusters Score: Raw -189433.054867 + Penalty 146.143839 = -189286.911028 nChanged 19 SP:Iteration 22Q (132.946948 sec): 3 clusters Score: Raw -189437.408207 + Penalty 145.155046 = -189292.253160 nChanged 18 SP:Iteration 23Q (132.953517 sec): 3 clusters Score: Raw -189441.302360 + Penalty 144.559997 = -189296.742364 nChanged 16 SP:Iteration 24Q (132.959949 sec): 3 clusters Score: Raw -189444.586133 + Penalty 143.933468 = -189300.652666 nChanged 12 SP:Iteration 25Q (132.966251 sec): 3 clusters Score: Raw -189449.504113 + Penalty 143.204390 = -189306.299723 nChanged 18 SP:Iteration 26Q (132.972459 sec): 3 clusters Score: Raw -189455.430689 + Penalty 142.252052 = -189313.178637 nChanged 18 SP:Iteration 27Q (132.978784 sec): 3 clusters Score: Raw -189460.218697 + Penalty 141.474808 = -189318.743889 nChanged 15 SP:Iteration 28Q (132.984958 sec): 3 clusters Score: Raw -189463.786349 + Penalty 140.951259 = -189322.835090 nChanged 15 SP:Iteration 29Q (132.991113 sec): 3 clusters Score: Raw -189467.617999 + Penalty 140.949643 = -189326.668355 nChanged 11 SP:Iteration 30F (132.998123 sec): 3 clusters Score: Raw -189471.733048 + Penalty 140.363489 = -189331.369559 nChanged 16 SP:Iteration 31Q (133.004253 sec): 3 clusters Score: Raw -189477.229611 + Penalty 139.407883 = -189337.821728 nChanged 14 SP:Iteration 32Q (133.010468 sec): 3 clusters Score: Raw -189481.107674 + Penalty 139.047415 = -189342.060259 nChanged 12 SP:Iteration 33Q (133.016720 sec): 3 clusters Score: Raw -189483.232160 + Penalty 138.077746 = -189345.154414 nChanged 8 SP:Iteration 34Q (133.022828 sec): 3 clusters Score: Raw -189485.041030 + Penalty 138.021566 = -189347.019464 nChanged 9 SP:Iteration 35Q (133.029041 sec): 3 clusters Score: Raw -189486.160225 + Penalty 137.437146 = -189348.723078 nChanged 8 SP:Iteration 36Q (133.035124 sec): 3 clusters Score: Raw -189487.182703 + Penalty 137.457295 = -189349.725408 nChanged 12 SP:Iteration 37Q (133.041353 sec): 3 clusters Score: Raw -189490.388399 + Penalty 137.455592 = -189352.932807 nChanged 13 SP:Iteration 38Q (133.047888 sec): 3 clusters Score: Raw -189491.766237 + Penalty 137.081908 = -189354.684329 nChanged 7 SP:Iteration 39Q (133.053952 sec): 3 clusters Score: Raw -189492.579287 + Penalty 136.929261 = -189355.650026 nChanged 4 SP:Iteration 40F (133.061050 sec): 3 clusters Score: Raw -189492.752779 + Penalty 136.816644 = -189355.936135 nChanged 5 SP:Iteration 41Q (133.067453 sec): 3 clusters Score: Raw -189493.063318 + Penalty 136.836938 = -189356.226381 nChanged 3 SP:Iteration 42Q (133.073754 sec): 3 clusters Score: Raw -189493.209897 + Penalty 136.482846 = -189356.727050 nChanged 3 SP:Iteration 43Q (133.079925 sec): 3 clusters Score: Raw -189493.422244 + Penalty 136.525361 = -189356.896883 nChanged 5 SP:Iteration 44Q (133.085978 sec): 3 clusters Score: Raw -189493.744539 + Penalty 135.809156 = -189357.935383 nChanged 6 SP:Iteration 45Q (133.092046 sec): 3 clusters Score: Raw -189494.304528 + Penalty 135.713262 = -189358.591266 nChanged 5 SP:Iteration 46Q (133.098111 sec): 3 clusters Score: Raw -189494.466495 + Penalty 135.637505 = -189358.828990 nChanged 4 SP:Iteration 47Q (133.104142 sec): 3 clusters Score: Raw -189495.202232 + Penalty 135.644148 = -189359.558084 nChanged 2 SP:Iteration 48Q (133.110159 sec): 3 clusters Score: Raw -189495.995144 + Penalty 135.478260 = -189360.516884 nChanged 3 SP:Iteration 49Q (133.116188 sec): 3 clusters Score: Raw -189497.161439 + Penalty 135.461915 = -189361.699525 nChanged 4 SP:Iteration 50F (133.123249 sec): 3 clusters Score: Raw -189497.787269 + Penalty 135.331005 = -189362.456264 nChanged 4 SP:Iteration 51Q (133.129267 sec): 3 clusters Score: Raw -189499.400654 + Penalty 134.940507 = -189364.460147 nChanged 4 SP:Iteration 52Q (133.135295 sec): 3 clusters Score: Raw -189500.157787 + Penalty 134.768821 = -189365.388966 nChanged 4 SP:Iteration 53Q (133.141359 sec): 3 clusters Score: Raw -189501.176994 + Penalty 134.719606 = -189366.457388 nChanged 1 SP:Iteration 54Q (133.147498 sec): 3 clusters Score: Raw -189501.314603 + Penalty 134.725136 = -189366.589467 nChanged 1 SP:Iteration 55Q (133.153697 sec): 3 clusters Score: Raw -189501.713438 + Penalty 134.586533 = -189367.126905 nChanged 4 SP:Iteration 56Q (133.159734 sec): 3 clusters Score: Raw -189502.870297 + Penalty 134.253509 = -189368.616787 nChanged 4 SP:Iteration 57Q (133.165773 sec): 3 clusters Score: Raw -189504.035416 + Penalty 133.857101 = -189370.178315 nChanged 5 SP:Iteration 58Q (133.171808 sec): 3 clusters Score: Raw -189504.502608 + Penalty 133.766738 = -189370.735870 nChanged 8 SP:Iteration 59Q (133.177835 sec): 3 clusters Score: Raw -189506.332362 + Penalty 133.696572 = -189372.635789 nChanged 9 SP:Iteration 60F (133.184990 sec): 3 clusters Score: Raw -189508.130419 + Penalty 133.442348 = -189374.688071 nChanged 9 SP:Iteration 61Q (133.190972 sec): 3 clusters Score: Raw -189509.144598 + Penalty 133.343843 = -189375.800754 nChanged 6 SP:Iteration 62Q (133.196982 sec): 3 clusters Score: Raw -189510.097362 + Penalty 133.351727 = -189376.745635 nChanged 4 SP:Iteration 63Q (133.202942 sec): 3 clusters Score: Raw -189510.930274 + Penalty 133.373549 = -189377.556725 nChanged 2 SP:Iteration 64Q (133.208884 sec): 3 clusters Score: Raw -189511.200352 + Penalty 133.373549 = -189377.826803 nChanged 0 SP:Iteration 65F (133.215899 sec): 3 clusters Score: Raw -189511.200352 + Penalty 133.373549 = -189377.826803 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 5 (4078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.235950 sec): 2 clusters Score: Raw -197312.054613 + Penalty 236.088971 = -197075.965642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.243529 sec): 3 clusters Score: Raw -194672.486790 + Penalty 471.097392 = -194201.389398 nChanged 1840 SP:Iteration 1F (133.250917 sec): 3 clusters Score: Raw -196054.054090 + Penalty 470.811601 = -195583.242489 nChanged 613 SP:Iteration 2F (133.258414 sec): 3 clusters Score: Raw -196578.378734 + Penalty 472.273760 = -196106.104973 nChanged 279 SP:Iteration 3F (133.266043 sec): 3 clusters Score: Raw -196762.638681 + Penalty 473.223732 = -196289.414949 nChanged 173 SP:Iteration 4Q (133.273376 sec): 3 clusters Score: Raw -196833.222438 + Penalty 474.212028 = -196359.010409 nChanged 110 SP:Iteration 5Q (133.280578 sec): 3 clusters Score: Raw -196863.368925 + Penalty 475.471834 = -196387.897090 nChanged 80 SP:Iteration 6Q (133.287717 sec): 3 clusters Score: Raw -196885.987355 + Penalty 476.541169 = -196409.446186 nChanged 75 SP:Iteration 7Q (133.294845 sec): 3 clusters Score: Raw -196905.521607 + Penalty 478.398762 = -196427.122845 nChanged 55 SP:Iteration 8Q (133.301954 sec): 3 clusters Score: Raw -196915.697060 + Penalty 479.960005 = -196435.737056 nChanged 46 SP:Iteration 9Q (133.309046 sec): 3 clusters Score: Raw -196927.228911 + Penalty 481.566445 = -196445.662466 nChanged 51 SP:Iteration 10F (133.316330 sec): 3 clusters Score: Raw -196939.664312 + Penalty 482.900152 = -196456.764160 nChanged 44 SP:Iteration 11Q (133.323590 sec): 3 clusters Score: Raw -196946.938072 + Penalty 484.150373 = -196462.787699 nChanged 35 SP:Iteration 12Q (133.330709 sec): 3 clusters Score: Raw -196953.372356 + Penalty 485.977428 = -196467.394928 nChanged 43 SP:Iteration 13Q (133.337951 sec): 3 clusters Score: Raw -196960.343880 + Penalty 487.575141 = -196472.768739 nChanged 35 SP:Iteration 14Q (133.345144 sec): 3 clusters Score: Raw -196966.361717 + Penalty 488.828415 = -196477.533302 nChanged 32 SP:Iteration 15Q (133.352407 sec): 3 clusters Score: Raw -196972.533696 + Penalty 490.405389 = -196482.128307 nChanged 36 SP:Iteration 16Q (133.359503 sec): 3 clusters Score: Raw -196978.168184 + Penalty 492.092900 = -196486.075284 nChanged 29 SP:Iteration 17Q (133.366597 sec): 3 clusters Score: Raw -196982.182994 + Penalty 494.207693 = -196487.975301 nChanged 31 SP:Iteration 18Q (133.373882 sec): 3 clusters Score: Raw -196988.226380 + Penalty 495.921598 = -196492.304783 nChanged 28 SP:Iteration 19Q (133.381154 sec): 3 clusters Score: Raw -196992.392252 + Penalty 497.747050 = -196494.645202 nChanged 26 SP:Iteration 20F (133.388547 sec): 3 clusters Score: Raw -196995.982642 + Penalty 499.207411 = -196496.775230 nChanged 24 SP:Iteration 21Q (133.395674 sec): 3 clusters Score: Raw -196999.444041 + Penalty 500.637160 = -196498.806882 nChanged 26 SP:Iteration 22Q (133.402790 sec): 3 clusters Score: Raw -197002.921680 + Penalty 501.975624 = -196500.946056 nChanged 25 SP:Iteration 23Q (133.409928 sec): 3 clusters Score: Raw -197007.148690 + Penalty 503.739763 = -196503.408927 nChanged 39 SP:Iteration 24Q (133.417030 sec): 3 clusters Score: Raw -197017.293566 + Penalty 505.111847 = -196512.181719 nChanged 41 SP:Iteration 25Q (133.424113 sec): 3 clusters Score: Raw -197028.062653 + Penalty 506.597899 = -196521.464754 nChanged 36 SP:Iteration 26Q (133.431170 sec): 3 clusters Score: Raw -197036.565098 + Penalty 507.394567 = -196529.170530 nChanged 25 SP:Iteration 27Q (133.438212 sec): 3 clusters Score: Raw -197045.438007 + Penalty 508.349557 = -196537.088450 nChanged 25 SP:Iteration 28Q (133.445230 sec): 3 clusters Score: Raw -197055.873722 + Penalty 509.175414 = -196546.698308 nChanged 45 SP:Iteration 29Q (133.452318 sec): 3 clusters Score: Raw -197078.505032 + Penalty 509.516502 = -196568.988531 nChanged 44 SP:Iteration 30F (133.459788 sec): 3 clusters Score: Raw -197095.841066 + Penalty 509.826130 = -196586.014936 nChanged 48 SP:Iteration 31Q (133.466741 sec): 3 clusters Score: Raw -197115.912857 + Penalty 508.911176 = -196607.001681 nChanged 53 SP:Iteration 32Q (133.473661 sec): 3 clusters Score: Raw -197136.416466 + Penalty 508.182240 = -196628.234226 nChanged 38 SP:Iteration 33Q (133.480484 sec): 3 clusters Score: Raw -197148.219865 + Penalty 508.344785 = -196639.875079 nChanged 31 SP:Iteration 34Q (133.487308 sec): 3 clusters Score: Raw -197155.563463 + Penalty 508.342507 = -196647.220955 nChanged 29 SP:Iteration 35Q (133.494061 sec): 3 clusters Score: Raw -197164.565472 + Penalty 506.170816 = -196658.394657 nChanged 35 SP:Iteration 36Q (133.500779 sec): 3 clusters Score: Raw -197176.401897 + Penalty 504.744854 = -196671.657042 nChanged 30 SP:Iteration 37Q (133.507472 sec): 3 clusters Score: Raw -197185.771197 + Penalty 504.077949 = -196681.693248 nChanged 25 SP:Iteration 38Q (133.514107 sec): 3 clusters Score: Raw -197192.654233 + Penalty 502.474333 = -196690.179900 nChanged 23 SP:Iteration 39Q (133.520756 sec): 3 clusters Score: Raw -197198.107439 + Penalty 501.996172 = -196696.111267 nChanged 30 SP:Iteration 40F (133.527982 sec): 3 clusters Score: Raw -197205.103779 + Penalty 501.078928 = -196704.024851 nChanged 27 SP:Iteration 41Q (133.534597 sec): 3 clusters Score: Raw -197210.625667 + Penalty 501.375977 = -196709.249690 nChanged 17 SP:Iteration 42Q (133.541186 sec): 3 clusters Score: Raw -197213.849250 + Penalty 501.683588 = -196712.165661 nChanged 23 SP:Iteration 43Q (133.547739 sec): 3 clusters Score: Raw -197217.696088 + Penalty 500.856105 = -196716.839983 nChanged 15 SP:Iteration 44Q (133.554489 sec): 3 clusters Score: Raw -197221.094801 + Penalty 501.361648 = -196719.733153 nChanged 15 SP:Iteration 45Q (133.561218 sec): 3 clusters Score: Raw -197223.576810 + Penalty 501.152348 = -196722.424462 nChanged 18 SP:Iteration 46Q (133.567930 sec): 3 clusters Score: Raw -197228.715811 + Penalty 500.202103 = -196728.513708 nChanged 18 SP:Iteration 47Q (133.574613 sec): 3 clusters Score: Raw -197232.086209 + Penalty 500.506793 = -196731.579416 nChanged 14 SP:Iteration 48Q (133.581074 sec): 3 clusters Score: Raw -197234.358966 + Penalty 501.112494 = -196733.246472 nChanged 16 SP:Iteration 49Q (133.587564 sec): 3 clusters Score: Raw -197236.251638 + Penalty 501.463606 = -196734.788033 nChanged 14 SP:Iteration 50F (133.594785 sec): 3 clusters Score: Raw -197237.673399 + Penalty 502.047104 = -196735.626295 nChanged 12 SP:Iteration 51Q (133.601256 sec): 3 clusters Score: Raw -197239.627473 + Penalty 503.565257 = -196736.062216 nChanged 12 SP:Iteration 52Q (133.607688 sec): 3 clusters Score: Raw -197241.556858 + Penalty 504.035109 = -196737.521749 nChanged 18 SP:Iteration 53Q (133.614112 sec): 3 clusters Score: Raw -197244.872139 + Penalty 504.089183 = -196740.782956 nChanged 19 SP:Iteration 54Q (133.620506 sec): 3 clusters Score: Raw -197249.555999 + Penalty 504.728986 = -196744.827013 nChanged 21 SP:Iteration 55Q (133.626880 sec): 3 clusters Score: Raw -197254.585085 + Penalty 505.460392 = -196749.124693 nChanged 12 SP:Iteration 56Q (133.633260 sec): 3 clusters Score: Raw -197256.358822 + Penalty 506.549299 = -196749.809523 nChanged 11 SP:Iteration 57Q (133.639639 sec): 3 clusters Score: Raw -197258.058841 + Penalty 508.554883 = -196749.503958 nChanged 19 SP:Iteration 58F (133.646853 sec): 3 clusters Score: Raw -197261.873393 + Penalty 510.349173 = -196751.524219 nChanged 17 SP:Iteration 59Q (133.653202 sec): 3 clusters Score: Raw -197264.799016 + Penalty 511.768082 = -196753.030933 nChanged 19 SP:Iteration 60F (133.660595 sec): 3 clusters Score: Raw -197268.278136 + Penalty 512.765303 = -196755.512833 nChanged 12 SP:Iteration 61Q (133.666911 sec): 3 clusters Score: Raw -197269.756471 + Penalty 513.783938 = -196755.972533 nChanged 7 SP:Iteration 62Q (133.673351 sec): 3 clusters Score: Raw -197270.354137 + Penalty 513.620191 = -196756.733946 nChanged 8 SP:Iteration 63Q (133.679603 sec): 3 clusters Score: Raw -197271.860792 + Penalty 513.165915 = -196758.694877 nChanged 9 SP:Iteration 64Q (133.686125 sec): 3 clusters Score: Raw -197273.302764 + Penalty 512.685989 = -196760.616775 nChanged 11 SP:Iteration 65Q (133.692494 sec): 3 clusters Score: Raw -197274.649841 + Penalty 512.503687 = -196762.146153 nChanged 6 SP:Iteration 66Q (133.698717 sec): 3 clusters Score: Raw -197275.528745 + Penalty 513.608226 = -196761.920519 nChanged 10 SP:Iteration 67F (133.705936 sec): 3 clusters Score: Raw -197277.249116 + Penalty 513.061480 = -196764.187637 nChanged 10 SP:Iteration 68Q (133.712190 sec): 3 clusters Score: Raw -197278.639437 + Penalty 513.316565 = -196765.322872 nChanged 9 SP:Iteration 69Q (133.718391 sec): 3 clusters Score: Raw -197279.543226 + Penalty 513.173584 = -196766.369642 nChanged 9 SP:Iteration 70F (133.725617 sec): 3 clusters Score: Raw -197281.273155 + Penalty 512.736114 = -196768.537042 nChanged 13 SP:Iteration 71Q (133.731908 sec): 3 clusters Score: Raw -197283.761214 + Penalty 511.986119 = -196771.775095 nChanged 11 SP:Iteration 72Q (133.738053 sec): 3 clusters Score: Raw -197285.335436 + Penalty 512.450779 = -196772.884656 nChanged 5 SP:Iteration 73Q (133.744350 sec): 3 clusters Score: Raw -197285.675165 + Penalty 512.038493 = -196773.636672 nChanged 5 SP:Iteration 74Q (133.750502 sec): 3 clusters Score: Raw -197286.275264 + Penalty 512.194522 = -196774.080742 nChanged 7 SP:Iteration 75Q (133.756696 sec): 3 clusters Score: Raw -197287.353164 + Penalty 512.881918 = -196774.471246 nChanged 8 SP:Iteration 76Q (133.762942 sec): 3 clusters Score: Raw -197288.295969 + Penalty 513.762912 = -196774.533057 nChanged 7 SP:Iteration 77Q (133.769072 sec): 3 clusters Score: Raw -197288.992989 + Penalty 514.262308 = -196774.730681 nChanged 2 SP:Iteration 78Q (133.775230 sec): 3 clusters Score: Raw -197289.029201 + Penalty 514.115020 = -196774.914181 nChanged 1 SP:Iteration 79Q (133.781353 sec): 3 clusters Score: Raw -197289.050474 + Penalty 514.115020 = -196774.935454 nChanged 0 SP:Iteration 80F (133.788685 sec): 3 clusters Score: Raw -197289.050474 + Penalty 514.115020 = -196774.935454 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 6 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.794311 sec): 2 clusters Score: Raw -30589.741080 + Penalty 382.749021 = -30206.992060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.795595 sec): 3 clusters Score: Raw -30270.459418 + Penalty 773.038471 = -29497.420947 nChanged 223 SP:Iteration 1F (133.796856 sec): 3 clusters Score: Raw -30420.131792 + Penalty 789.222499 = -29630.909293 nChanged 74 SP:Iteration 2F (133.798145 sec): 3 clusters Score: Raw -30488.348392 + Penalty 802.182256 = -29686.166135 nChanged 45 SP:Iteration 3F (133.799419 sec): 3 clusters Score: Raw -30533.140079 + Penalty 814.934465 = -29718.205614 nChanged 30 SP:Iteration 4Q (133.800684 sec): 3 clusters Score: Raw -30566.671227 + Penalty 829.075917 = -29737.595309 nChanged 31 SP:Iteration 5Q (133.801971 sec): 3 clusters Score: Raw -30600.298473 + Penalty 840.465883 = -29759.832589 nChanged 19 SP:Iteration 6Q (133.803215 sec): 3 clusters Score: Raw -30619.340597 + Penalty 852.739327 = -29766.601270 nChanged 15 SP:Iteration 7Q (133.804477 sec): 3 clusters Score: Raw -30634.598696 + Penalty 861.499579 = -29773.099116 nChanged 17 SP:Iteration 8Q (133.805708 sec): 3 clusters Score: Raw -30652.113110 + Penalty 869.567955 = -29782.545155 nChanged 11 SP:Iteration 9Q (133.806935 sec): 3 clusters Score: Raw -30664.257281 + Penalty 876.502492 = -29787.754789 nChanged 6 SP:Iteration 10F (133.808221 sec): 3 clusters Score: Raw -30668.858494 + Penalty 877.723054 = -29791.135440 nChanged 1 SP:Iteration 11Q (133.809422 sec): 3 clusters Score: Raw -30670.207218 + Penalty 877.723054 = -29792.484163 nChanged 0 SP:Iteration 12F (133.810698 sec): 3 clusters Score: Raw -30670.207218 + Penalty 877.723054 = -29792.484163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 7 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.813394 sec): 2 clusters Score: Raw -20570.610745 + Penalty 144.922447 = -20425.688298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.814309 sec): 3 clusters Score: Raw -20350.275059 + Penalty 291.589618 = -20058.685441 nChanged 162 SP:Iteration 1F (133.815207 sec): 3 clusters Score: Raw -20438.559356 + Penalty 290.386937 = -20148.172420 nChanged 51 SP:Iteration 2F (133.816105 sec): 3 clusters Score: Raw -20483.110753 + Penalty 298.167275 = -20184.943478 nChanged 35 SP:Iteration 3F (133.817001 sec): 3 clusters Score: Raw -20520.372715 + Penalty 310.960646 = -20209.412069 nChanged 27 SP:Iteration 4F (133.817897 sec): 3 clusters Score: Raw -20549.289410 + Penalty 329.208774 = -20220.080636 nChanged 21 SP:Iteration 5F (133.818794 sec): 3 clusters Score: Raw -20584.512641 + Penalty 339.843584 = -20244.669058 nChanged 12 SP:Iteration 6Q (133.819625 sec): 3 clusters Score: Raw -20595.430246 + Penalty 341.104812 = -20254.325434 nChanged 5 SP:Iteration 7Q (133.820434 sec): 3 clusters Score: Raw -20600.515933 + Penalty 350.642593 = -20249.873341 nChanged 3 SP:Iteration 8F (133.821336 sec): 3 clusters Score: Raw -20604.147279 + Penalty 362.707550 = -20241.439729 nChanged 4 SP:Iteration 9F (133.822233 sec): 3 clusters Score: Raw -20608.030728 + Penalty 371.573061 = -20236.457667 nChanged 4 SP:Iteration 10F (133.823131 sec): 3 clusters Score: Raw -20614.073592 + Penalty 382.616589 = -20231.457003 nChanged 3 SP:Iteration 11F (133.824027 sec): 3 clusters Score: Raw -20616.054201 + Penalty 386.682976 = -20229.371225 nChanged 1 SP:Iteration 12F (133.824924 sec): 3 clusters Score: Raw -20616.769096 + Penalty 386.448112 = -20230.320984 nChanged 1 SP:Iteration 13Q (133.825711 sec): 3 clusters Score: Raw -20617.453185 + Penalty 394.560790 = -20222.892395 nChanged 1 SP:Iteration 14F (133.826608 sec): 3 clusters Score: Raw -20619.375470 + Penalty 394.560790 = -20224.814680 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 8 (3816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.837881 sec): 2 clusters Score: Raw -183797.468297 + Penalty 111.496062 = -183685.972236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.844885 sec): 3 clusters Score: Raw -181325.348540 + Penalty 224.909567 = -181100.438973 nChanged 1802 SP:Iteration 1F (133.851694 sec): 3 clusters Score: Raw -182687.998639 + Penalty 225.722503 = -182462.276137 nChanged 341 SP:Iteration 2F (133.858526 sec): 3 clusters Score: Raw -182987.370865 + Penalty 224.925422 = -182762.445443 nChanged 208 SP:Iteration 3F (133.865353 sec): 3 clusters Score: Raw -183146.268543 + Penalty 223.500562 = -182922.767981 nChanged 189 SP:Iteration 4Q (133.872323 sec): 3 clusters Score: Raw -183270.641319 + Penalty 222.546128 = -183048.095192 nChanged 147 SP:Iteration 5Q (133.879319 sec): 3 clusters Score: Raw -183355.362214 + Penalty 221.664020 = -183133.698194 nChanged 107 SP:Iteration 6Q (133.886074 sec): 3 clusters Score: Raw -183393.341998 + Penalty 221.351583 = -183171.990415 nChanged 53 SP:Iteration 7Q (133.892728 sec): 3 clusters Score: Raw -183402.318426 + Penalty 221.262515 = -183181.055911 nChanged 22 SP:Iteration 8Q (133.899300 sec): 3 clusters Score: Raw -183405.739517 + Penalty 220.967021 = -183184.772496 nChanged 17 SP:Iteration 9Q (133.905849 sec): 3 clusters Score: Raw -183408.324130 + Penalty 220.591704 = -183187.732426 nChanged 19 SP:Iteration 10F (133.912622 sec): 3 clusters Score: Raw -183411.781107 + Penalty 220.436173 = -183191.344935 nChanged 21 SP:Iteration 11Q (133.919240 sec): 3 clusters Score: Raw -183415.141792 + Penalty 220.243669 = -183194.898123 nChanged 22 SP:Iteration 12Q (133.925778 sec): 3 clusters Score: Raw -183418.674341 + Penalty 219.732767 = -183198.941573 nChanged 21 SP:Iteration 13Q (133.932284 sec): 3 clusters Score: Raw -183421.621567 + Penalty 219.036357 = -183202.585210 nChanged 21 SP:Iteration 14Q (133.938772 sec): 3 clusters Score: Raw -183424.510910 + Penalty 218.713896 = -183205.797014 nChanged 27 SP:Iteration 15Q (133.945298 sec): 3 clusters Score: Raw -183428.174306 + Penalty 218.383388 = -183209.790918 nChanged 25 SP:Iteration 16Q (133.951765 sec): 3 clusters Score: Raw -183431.521854 + Penalty 218.449969 = -183213.071884 nChanged 24 SP:Iteration 17Q (133.958209 sec): 3 clusters Score: Raw -183434.062352 + Penalty 218.143597 = -183215.918755 nChanged 23 SP:Iteration 18Q (133.965022 sec): 3 clusters Score: Raw -183436.488976 + Penalty 217.985613 = -183218.503362 nChanged 23 SP:Iteration 19Q (133.971495 sec): 3 clusters Score: Raw -183438.728438 + Penalty 218.161793 = -183220.566645 nChanged 20 SP:Iteration 20F (133.978299 sec): 3 clusters Score: Raw -183440.199807 + Penalty 218.174417 = -183222.025390 nChanged 13 SP:Iteration 21Q (133.984761 sec): 3 clusters Score: Raw -183441.259366 + Penalty 218.186356 = -183223.073009 nChanged 17 SP:Iteration 22Q (133.991193 sec): 3 clusters Score: Raw -183442.419140 + Penalty 218.224012 = -183224.195128 nChanged 11 SP:Iteration 23Q (133.997758 sec): 3 clusters Score: Raw -183443.252781 + Penalty 218.203003 = -183225.049778 nChanged 7 SP:Iteration 24Q (134.004211 sec): 3 clusters Score: Raw -183443.573432 + Penalty 218.312526 = -183225.260906 nChanged 9 SP:Iteration 25Q (134.010620 sec): 3 clusters Score: Raw -183443.922614 + Penalty 218.413325 = -183225.509289 nChanged 7 SP:Iteration 26Q (134.017022 sec): 3 clusters Score: Raw -183444.142902 + Penalty 218.464970 = -183225.677932 nChanged 6 SP:Iteration 27Q (134.023598 sec): 3 clusters Score: Raw -183444.316573 + Penalty 218.611353 = -183225.705220 nChanged 6 SP:Iteration 28Q (134.030000 sec): 3 clusters Score: Raw -183444.551210 + Penalty 218.608736 = -183225.942475 nChanged 7 SP:Iteration 29Q (134.036394 sec): 3 clusters Score: Raw -183444.820087 + Penalty 218.626643 = -183226.193445 nChanged 3 SP:Iteration 30F (134.043163 sec): 3 clusters Score: Raw -183444.898811 + Penalty 218.591306 = -183226.307505 nChanged 1 SP:Iteration 31Q (134.049583 sec): 3 clusters Score: Raw -183444.942751 + Penalty 218.591306 = -183226.351445 nChanged 0 SP:Iteration 32F (134.056357 sec): 3 clusters Score: Raw -183444.942751 + Penalty 218.591306 = -183226.351445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 9 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.059305 sec): 2 clusters Score: Raw -8878.182525 + Penalty 108.436048 = -8769.746477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.059854 sec): 3 clusters Score: Raw -8779.043935 + Penalty 220.654874 = -8558.389060 nChanged 58 SP:Iteration 1F (134.060385 sec): 3 clusters Score: Raw -8843.933838 + Penalty 273.065818 = -8570.868020 nChanged 37 SP:Iteration 2F (134.060937 sec): 3 clusters Score: Raw -8896.910643 + Penalty 282.623156 = -8614.287488 nChanged 9 SP:Iteration 3Q (134.061458 sec): 3 clusters Score: Raw -8904.841309 + Penalty 283.924332 = -8620.916976 nChanged 1 SP:Iteration 4Q (134.062018 sec): 3 clusters Score: Raw -8905.272259 + Penalty 289.922364 = -8615.349896 nChanged 1 SP:Iteration 5F (134.062561 sec): 3 clusters Score: Raw -8905.928583 + Penalty 289.922364 = -8616.006220 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 10 (675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.066302 sec): 2 clusters Score: Raw -32847.516720 + Penalty 721.447534 = -32126.069186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.067713 sec): 3 clusters Score: Raw -32597.114710 + Penalty 1441.960511 = -31155.154199 nChanged 191 SP:Iteration 1F (134.069093 sec): 3 clusters Score: Raw -32739.808257 + Penalty 1440.324288 = -31299.483969 nChanged 61 SP:Iteration 2F (134.070486 sec): 3 clusters Score: Raw -32816.013251 + Penalty 1438.607417 = -31377.405834 nChanged 46 SP:Iteration 3F (134.071865 sec): 3 clusters Score: Raw -32875.308089 + Penalty 1437.366720 = -31437.941369 nChanged 38 SP:Iteration 4F (134.073237 sec): 3 clusters Score: Raw -32938.795475 + Penalty 1436.741189 = -31502.054286 nChanged 33 SP:Iteration 5Q (134.074576 sec): 3 clusters Score: Raw -32976.245868 + Penalty 1436.385541 = -31539.860327 nChanged 17 SP:Iteration 6Q (134.075923 sec): 3 clusters Score: Raw -32996.285129 + Penalty 1436.868971 = -31559.416158 nChanged 14 SP:Iteration 7Q (134.077271 sec): 3 clusters Score: Raw -33010.626379 + Penalty 1436.283542 = -31574.342837 nChanged 8 SP:Iteration 8Q (134.078613 sec): 3 clusters Score: Raw -33026.250281 + Penalty 1436.280653 = -31589.969628 nChanged 7 SP:Iteration 9Q (134.079929 sec): 3 clusters Score: Raw -33032.471859 + Penalty 1436.439309 = -31596.032550 nChanged 2 SP:Iteration 10F (134.081322 sec): 3 clusters Score: Raw -33033.658679 + Penalty 1436.576653 = -31597.082027 nChanged 1 SP:Iteration 11Q (134.082617 sec): 3 clusters Score: Raw -33034.188216 + Penalty 1436.576653 = -31597.611563 nChanged 0 SP:Iteration 12F (134.084009 sec): 3 clusters Score: Raw -33034.188216 + Penalty 1436.576653 = -31597.611563 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 11 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.086523 sec): 2 clusters Score: Raw -5728.484842 + Penalty 314.986209 = -5413.498633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.086983 sec): 3 clusters Score: Raw -5735.764902 + Penalty 692.768457 = -5042.996445 nChanged 33 SP:Iteration 1F (134.087435 sec): 3 clusters Score: Raw -5825.439845 + Penalty 751.997015 = -5073.442830 nChanged 13 SP:Iteration 2F (134.087888 sec): 3 clusters Score: Raw -5882.877477 + Penalty 791.358463 = -5091.519013 nChanged 7 SP:Iteration 3Q (134.088300 sec): 3 clusters Score: Raw -5914.158114 + Penalty 791.358463 = -5122.799651 nChanged 0 SP:Iteration 4F (134.088783 sec): 3 clusters Score: Raw -5914.158114 + Penalty 791.358463 = -5122.799651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 12 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.089750 sec): 2 clusters Score: Raw -9163.290228 + Penalty 359.010294 = -8804.279934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.090314 sec): 3 clusters Score: Raw -9129.536037 + Penalty 720.254470 = -8409.281568 nChanged 38 SP:Iteration 1F (134.090866 sec): 3 clusters Score: Raw -9167.251940 + Penalty 719.171171 = -8448.080769 nChanged 12 SP:Iteration 2F (134.091420 sec): 3 clusters Score: Raw -9194.021193 + Penalty 717.998928 = -8476.022265 nChanged 14 SP:Iteration 3F (134.091972 sec): 3 clusters Score: Raw -9208.979222 + Penalty 721.254226 = -8487.724996 nChanged 12 SP:Iteration 4F (134.092524 sec): 3 clusters Score: Raw -9226.740321 + Penalty 730.426276 = -8496.314045 nChanged 12 SP:Iteration 5F (134.093073 sec): 3 clusters Score: Raw -9250.720899 + Penalty 736.538520 = -8514.182379 nChanged 9 SP:Iteration 6Q (134.093650 sec): 3 clusters Score: Raw -9266.379926 + Penalty 741.453392 = -8524.926534 nChanged 6 SP:Iteration 7Q (134.094189 sec): 3 clusters Score: Raw -9274.859441 + Penalty 741.743037 = -8533.116405 nChanged 2 SP:Iteration 8Q (134.094724 sec): 3 clusters Score: Raw -9277.729785 + Penalty 744.824687 = -8532.905098 nChanged 1 SP:Iteration 9F (134.095273 sec): 3 clusters Score: Raw -9279.251026 + Penalty 747.518884 = -8531.732142 nChanged 1 SP:Iteration 10F (134.095825 sec): 3 clusters Score: Raw -9281.751026 + Penalty 745.737251 = -8536.013774 nChanged 1 SP:Iteration 11Q (134.096360 sec): 3 clusters Score: Raw -9283.844940 + Penalty 745.737251 = -8538.107689 nChanged 0 SP:Iteration 12F (134.096911 sec): 3 clusters Score: Raw -9283.844940 + Penalty 745.737251 = -8538.107689 nChanged 0 Memory request: 0.05 GB would take us to total of 0.41 GB. Trying to split cluster 13 (9531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.137656 sec): 2 clusters Score: Raw -447454.048233 + Penalty 272.745103 = -447181.303129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.155027 sec): 3 clusters Score: Raw -441160.985640 + Penalty 567.233159 = -440593.752482 nChanged 4442 SP:Iteration 1F (134.172585 sec): 3 clusters Score: Raw -444632.213788 + Penalty 604.902313 = -444027.311476 nChanged 1336 SP:Iteration 2F (134.189983 sec): 3 clusters Score: Raw -445463.658373 + Penalty 636.873614 = -444826.784759 nChanged 582 SP:Iteration 3F (134.207492 sec): 3 clusters Score: Raw -445811.028115 + Penalty 667.786143 = -445143.241972 nChanged 483 SP:Iteration 4F (134.224731 sec): 3 clusters Score: Raw -446122.944299 + Penalty 701.167296 = -445421.777003 nChanged 433 SP:Iteration 5Q (134.242032 sec): 3 clusters Score: Raw -446404.548511 + Penalty 733.759942 = -445670.788569 nChanged 376 SP:Iteration 6Q (134.259214 sec): 3 clusters Score: Raw -446632.800572 + Penalty 765.499242 = -445867.301330 nChanged 301 SP:Iteration 7Q (134.276288 sec): 3 clusters Score: Raw -446805.070691 + Penalty 795.758778 = -446009.311913 nChanged 246 SP:Iteration 8Q (134.292700 sec): 3 clusters Score: Raw -446949.243383 + Penalty 819.689414 = -446129.553969 nChanged 178 SP:Iteration 9Q (134.308795 sec): 3 clusters Score: Raw -447049.829911 + Penalty 838.804894 = -446211.025017 nChanged 139 SP:Iteration 10F (134.325915 sec): 3 clusters Score: Raw -447130.038228 + Penalty 853.019667 = -446277.018561 nChanged 122 SP:Iteration 11Q (134.341091 sec): 3 clusters Score: Raw -447198.542445 + Penalty 863.982503 = -446334.559942 nChanged 101 SP:Iteration 12Q (134.355976 sec): 3 clusters Score: Raw -447255.451820 + Penalty 871.310582 = -446384.141238 nChanged 90 SP:Iteration 13Q (134.370828 sec): 3 clusters Score: Raw -447312.005442 + Penalty 871.019040 = -446440.986402 nChanged 71 SP:Iteration 14Q (134.385605 sec): 3 clusters Score: Raw -447356.557990 + Penalty 862.305297 = -446494.252692 nChanged 67 SP:Iteration 15Q (134.400104 sec): 3 clusters Score: Raw -447398.140051 + Penalty 846.949074 = -446551.190977 nChanged 61 SP:Iteration 16Q (134.414385 sec): 3 clusters Score: Raw -447436.496903 + Penalty 833.180884 = -446603.316019 nChanged 50 SP:Iteration 17Q (134.428601 sec): 3 clusters Score: Raw -447464.755884 + Penalty 818.288074 = -446646.467810 nChanged 31 SP:Iteration 18Q (134.442695 sec): 3 clusters Score: Raw -447479.630824 + Penalty 809.783838 = -446669.846985 nChanged 21 SP:Iteration 19Q (134.456637 sec): 3 clusters Score: Raw -447487.413084 + Penalty 807.124107 = -446680.288977 nChanged 13 SP:Iteration 20F (134.473851 sec): 3 clusters Score: Raw -447494.545069 + Penalty 800.574970 = -446693.970100 nChanged 13 SP:Iteration 21Q (134.487894 sec): 3 clusters Score: Raw -447507.933149 + Penalty 784.541911 = -446723.391237 nChanged 14 SP:Iteration 22Q (134.501794 sec): 3 clusters Score: Raw -447522.804563 + Penalty 776.173861 = -446746.630701 nChanged 7 SP:Iteration 23Q (134.515681 sec): 3 clusters Score: Raw -447526.631116 + Penalty 776.341782 = -446750.289334 nChanged 3 SP:Iteration 24Q (134.529471 sec): 3 clusters Score: Raw -447527.362538 + Penalty 774.182106 = -446753.180432 nChanged 2 SP:Iteration 25Q (134.543273 sec): 3 clusters Score: Raw -447528.725172 + Penalty 771.941349 = -446756.783824 nChanged 4 SP:Iteration 26Q (134.556964 sec): 3 clusters Score: Raw -447532.209874 + Penalty 771.445911 = -446760.763963 nChanged 1 SP:Iteration 27Q (134.570744 sec): 3 clusters Score: Raw -447532.606514 + Penalty 771.445911 = -446761.160603 nChanged 0 SP:Iteration 28F (134.588161 sec): 3 clusters Score: Raw -447532.606514 + Penalty 771.445911 = -446761.160603 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 14 (594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.596388 sec): 2 clusters Score: Raw -28703.940540 + Penalty 95.633306 = -28608.307234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.597624 sec): 3 clusters Score: Raw -28322.773187 + Penalty 188.310481 = -28134.462706 nChanged 255 SP:Iteration 1F (134.598843 sec): 3 clusters Score: Raw -28543.212534 + Penalty 189.296922 = -28353.915612 nChanged 70 SP:Iteration 2F (134.600085 sec): 3 clusters Score: Raw -28601.217244 + Penalty 189.452419 = -28411.764825 nChanged 44 SP:Iteration 3F (134.601327 sec): 3 clusters Score: Raw -28640.439668 + Penalty 191.913810 = -28448.525858 nChanged 36 SP:Iteration 4F (134.602561 sec): 3 clusters Score: Raw -28664.234920 + Penalty 193.724161 = -28470.510759 nChanged 29 SP:Iteration 5Q (134.603759 sec): 3 clusters Score: Raw -28683.453885 + Penalty 194.916554 = -28488.537332 nChanged 23 SP:Iteration 6Q (134.604965 sec): 3 clusters Score: Raw -28697.060079 + Penalty 195.267747 = -28501.792331 nChanged 19 SP:Iteration 7Q (134.606177 sec): 3 clusters Score: Raw -28708.970703 + Penalty 197.174197 = -28511.796506 nChanged 19 SP:Iteration 8Q (134.607374 sec): 3 clusters Score: Raw -28720.219735 + Penalty 197.363070 = -28522.856665 nChanged 17 SP:Iteration 9Q (134.608571 sec): 3 clusters Score: Raw -28731.748887 + Penalty 199.151917 = -28532.596970 nChanged 22 SP:Iteration 10F (134.609779 sec): 3 clusters Score: Raw -28744.839409 + Penalty 201.900956 = -28542.938453 nChanged 15 SP:Iteration 11Q (134.610970 sec): 3 clusters Score: Raw -28756.703537 + Penalty 204.917539 = -28551.785998 nChanged 13 SP:Iteration 12Q (134.612196 sec): 3 clusters Score: Raw -28763.438116 + Penalty 207.701387 = -28555.736730 nChanged 10 SP:Iteration 13Q (134.613403 sec): 3 clusters Score: Raw -28767.150047 + Penalty 209.061201 = -28558.088846 nChanged 5 SP:Iteration 14Q (134.614601 sec): 3 clusters Score: Raw -28768.436394 + Penalty 209.850984 = -28558.585410 nChanged 7 SP:Iteration 15Q (134.615778 sec): 3 clusters Score: Raw -28770.510046 + Penalty 207.786599 = -28562.723448 nChanged 5 SP:Iteration 16Q (134.617062 sec): 3 clusters Score: Raw -28772.319267 + Penalty 202.376982 = -28569.942285 nChanged 7 SP:Iteration 17Q (134.618364 sec): 3 clusters Score: Raw -28777.338473 + Penalty 204.003207 = -28573.335266 nChanged 9 SP:Iteration 18Q (134.619582 sec): 3 clusters Score: Raw -28781.182944 + Penalty 205.523353 = -28575.659592 nChanged 3 SP:Iteration 19Q (134.620771 sec): 3 clusters Score: Raw -28781.590807 + Penalty 206.130114 = -28575.460693 nChanged 1 SP:Iteration 20F (134.621993 sec): 3 clusters Score: Raw -28781.738021 + Penalty 206.945458 = -28574.792563 nChanged 1 SP:Iteration 21F (134.623216 sec): 3 clusters Score: Raw -28781.776060 + Penalty 206.945458 = -28574.830601 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 15 (652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.625917 sec): 2 clusters Score: Raw -31916.294077 + Penalty 145.140279 = -31771.153798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.627279 sec): 3 clusters Score: Raw -31566.934565 + Penalty 326.248802 = -31240.685763 nChanged 256 SP:Iteration 1F (134.628617 sec): 3 clusters Score: Raw -31820.025816 + Penalty 366.137858 = -31453.887958 nChanged 81 SP:Iteration 2F (134.629990 sec): 3 clusters Score: Raw -31913.107117 + Penalty 382.768769 = -31530.338347 nChanged 39 SP:Iteration 3F (134.631330 sec): 3 clusters Score: Raw -31947.257624 + Penalty 387.779994 = -31559.477630 nChanged 17 SP:Iteration 4Q (134.632615 sec): 3 clusters Score: Raw -31962.307201 + Penalty 394.927170 = -31567.380031 nChanged 17 SP:Iteration 5Q (134.633864 sec): 3 clusters Score: Raw -31974.861356 + Penalty 397.164305 = -31577.697051 nChanged 5 SP:Iteration 6Q (134.635081 sec): 3 clusters Score: Raw -31977.437025 + Penalty 397.164305 = -31580.272721 nChanged 0 SP:Iteration 7F (134.636430 sec): 3 clusters Score: Raw -31977.437025 + Penalty 397.164305 = -31580.272721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 16 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.637837 sec): 2 clusters Score: Raw -15435.884128 + Penalty 479.571187 = -14956.312942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.638623 sec): 3 clusters Score: Raw -15364.494593 + Penalty 975.397179 = -14389.097414 nChanged 82 SP:Iteration 1F (134.639393 sec): 3 clusters Score: Raw -15465.390730 + Penalty 989.290187 = -14476.100543 nChanged 25 SP:Iteration 2F (134.640165 sec): 3 clusters Score: Raw -15495.007948 + Penalty 996.165685 = -14498.842263 nChanged 14 SP:Iteration 3Q (134.640918 sec): 3 clusters Score: Raw -15513.306786 + Penalty 1009.340039 = -14503.966747 nChanged 15 SP:Iteration 4Q (134.641673 sec): 3 clusters Score: Raw -15554.032659 + Penalty 1031.825109 = -14522.207550 nChanged 18 SP:Iteration 5F (134.642443 sec): 3 clusters Score: Raw -15602.381680 + Penalty 1039.472989 = -14562.908691 nChanged 9 SP:Iteration 6Q (134.643185 sec): 3 clusters Score: Raw -15620.551684 + Penalty 1047.338740 = -14573.212944 nChanged 7 SP:Iteration 7Q (134.643921 sec): 3 clusters Score: Raw -15630.378829 + Penalty 1054.405910 = -14575.972919 nChanged 4 SP:Iteration 8Q (134.644651 sec): 3 clusters Score: Raw -15638.668645 + Penalty 1058.637401 = -14580.031244 nChanged 3 SP:Iteration 9Q (134.645368 sec): 3 clusters Score: Raw -15643.972734 + Penalty 1059.302992 = -14584.669742 nChanged 1 SP:Iteration 10F (134.646137 sec): 3 clusters Score: Raw -15645.102057 + Penalty 1060.189770 = -14584.912288 nChanged 2 SP:Iteration 11Q (134.646851 sec): 3 clusters Score: Raw -15646.900271 + Penalty 1060.189770 = -14586.710501 nChanged 0 SP:Iteration 12F (134.647619 sec): 3 clusters Score: Raw -15646.900271 + Penalty 1060.189770 = -14586.710501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 17 (262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.648725 sec): 2 clusters Score: Raw -13009.221238 + Penalty 46.091497 = -12963.129741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.649315 sec): 3 clusters Score: Raw -12861.107979 + Penalty 92.506436 = -12768.601543 nChanged 114 SP:Iteration 1F (134.649899 sec): 3 clusters Score: Raw -12909.901967 + Penalty 92.537070 = -12817.364897 nChanged 9 SP:Iteration 2Q (134.650477 sec): 3 clusters Score: Raw -12914.819264 + Penalty 92.549688 = -12822.269575 nChanged 12 SP:Iteration 3Q (134.651096 sec): 3 clusters Score: Raw -12922.771518 + Penalty 93.188152 = -12829.583365 nChanged 26 SP:Iteration 4F (134.651738 sec): 3 clusters Score: Raw -12940.352331 + Penalty 93.780518 = -12846.571812 nChanged 21 SP:Iteration 5F (134.652375 sec): 3 clusters Score: Raw -12954.217898 + Penalty 94.200450 = -12860.017448 nChanged 17 SP:Iteration 6F (134.653012 sec): 3 clusters Score: Raw -12973.815577 + Penalty 93.943087 = -12879.872490 nChanged 11 SP:Iteration 7Q (134.653604 sec): 3 clusters Score: Raw -12994.964999 + Penalty 93.923806 = -12901.041192 nChanged 3 SP:Iteration 8Q (134.654181 sec): 3 clusters Score: Raw -12995.340123 + Penalty 93.847546 = -12901.492577 nChanged 1 SP:Iteration 9Q (134.654756 sec): 3 clusters Score: Raw -12995.369907 + Penalty 93.939700 = -12901.430207 nChanged 1 SP:Iteration 10F (134.655376 sec): 3 clusters Score: Raw -12995.447394 + Penalty 93.942366 = -12901.505028 nChanged 1 SP:Iteration 11Q (134.655954 sec): 3 clusters Score: Raw -12995.772023 + Penalty 93.988828 = -12901.783195 nChanged 3 SP:Iteration 12Q (134.656530 sec): 3 clusters Score: Raw -12996.661599 + Penalty 93.582285 = -12903.079314 nChanged 3 SP:Iteration 13Q (134.657105 sec): 3 clusters Score: Raw -12997.297353 + Penalty 94.027914 = -12903.269439 nChanged 2 SP:Iteration 14Q (134.657677 sec): 3 clusters Score: Raw -12997.634641 + Penalty 93.928080 = -12903.706561 nChanged 1 SP:Iteration 15Q (134.658249 sec): 3 clusters Score: Raw -12997.726575 + Penalty 93.928080 = -12903.798495 nChanged 0 SP:Iteration 16F (134.658847 sec): 3 clusters Score: Raw -12997.726575 + Penalty 93.928080 = -12903.798495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 18 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.660246 sec): 2 clusters Score: Raw -10043.677979 + Penalty 212.987672 = -9830.690306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.660826 sec): 3 clusters Score: Raw -9951.230723 + Penalty 424.697344 = -9526.533379 nChanged 64 SP:Iteration 1F (134.661399 sec): 3 clusters Score: Raw -9999.629560 + Penalty 428.829581 = -9570.799979 nChanged 25 SP:Iteration 2F (134.661968 sec): 3 clusters Score: Raw -10029.138713 + Penalty 435.410842 = -9593.727871 nChanged 12 SP:Iteration 3F (134.662534 sec): 3 clusters Score: Raw -10037.237084 + Penalty 437.258473 = -9599.978612 nChanged 5 SP:Iteration 4Q (134.663089 sec): 3 clusters Score: Raw -10042.249494 + Penalty 436.856986 = -9605.392508 nChanged 2 SP:Iteration 5Q (134.663644 sec): 3 clusters Score: Raw -10045.717721 + Penalty 437.824731 = -9607.892990 nChanged 4 SP:Iteration 6Q (134.664196 sec): 3 clusters Score: Raw -10049.353763 + Penalty 437.824731 = -9611.529033 nChanged 0 SP:Iteration 7F (134.664761 sec): 3 clusters Score: Raw -10049.353763 + Penalty 437.824731 = -9611.529033 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 20 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.667262 sec): 2 clusters Score: Raw -28106.103316 + Penalty 281.514618 = -27824.588699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.668470 sec): 3 clusters Score: Raw -27835.508769 + Penalty 577.062504 = -27258.446265 nChanged 211 SP:Iteration 1F (134.669660 sec): 3 clusters Score: Raw -28073.621316 + Penalty 610.912206 = -27462.709110 nChanged 88 SP:Iteration 2F (134.670848 sec): 3 clusters Score: Raw -28238.011937 + Penalty 624.245772 = -27613.766165 nChanged 50 SP:Iteration 3F (134.672041 sec): 3 clusters Score: Raw -28321.942024 + Penalty 634.092005 = -27687.850019 nChanged 22 SP:Iteration 4Q (134.673199 sec): 3 clusters Score: Raw -28344.884389 + Penalty 636.464200 = -27708.420189 nChanged 9 SP:Iteration 5Q (134.674335 sec): 3 clusters Score: Raw -28353.096299 + Penalty 636.464200 = -27716.632099 nChanged 0 SP:Iteration 6F (134.675541 sec): 3 clusters Score: Raw -28353.096299 + Penalty 636.464200 = -27716.632099 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 21 (583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.677995 sec): 2 clusters Score: Raw -27475.019539 + Penalty 202.410508 = -27272.609031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.679232 sec): 3 clusters Score: Raw -27162.810724 + Penalty 407.247454 = -26755.563270 nChanged 226 SP:Iteration 1F (134.680525 sec): 3 clusters Score: Raw -27389.820093 + Penalty 416.817878 = -26973.002215 nChanged 75 SP:Iteration 2F (134.681801 sec): 3 clusters Score: Raw -27462.344635 + Penalty 429.062543 = -27033.282092 nChanged 38 SP:Iteration 3F (134.683068 sec): 3 clusters Score: Raw -27504.755728 + Penalty 441.571898 = -27063.183830 nChanged 24 SP:Iteration 4Q (134.684364 sec): 3 clusters Score: Raw -27528.436171 + Penalty 449.161643 = -27079.274528 nChanged 11 SP:Iteration 5Q (134.685585 sec): 3 clusters Score: Raw -27535.071116 + Penalty 452.907141 = -27082.163975 nChanged 7 SP:Iteration 6Q (134.686736 sec): 3 clusters Score: Raw -27544.158809 + Penalty 457.443779 = -27086.715030 nChanged 7 SP:Iteration 7Q (134.687851 sec): 3 clusters Score: Raw -27553.509030 + Penalty 457.160965 = -27096.348065 nChanged 6 SP:Iteration 8Q (134.688956 sec): 3 clusters Score: Raw -27567.316401 + Penalty 458.416865 = -27108.899536 nChanged 9 SP:Iteration 9Q (134.690135 sec): 3 clusters Score: Raw -27577.232376 + Penalty 456.289602 = -27120.942775 nChanged 3 SP:Iteration 10F (134.691399 sec): 3 clusters Score: Raw -27580.838094 + Penalty 457.868962 = -27122.969132 nChanged 1 SP:Iteration 11Q (134.692502 sec): 3 clusters Score: Raw -27582.995799 + Penalty 455.841324 = -27127.154475 nChanged 1 SP:Iteration 12Q (134.693605 sec): 3 clusters Score: Raw -27584.656823 + Penalty 452.789919 = -27131.866903 nChanged 2 SP:Iteration 13Q (134.694703 sec): 3 clusters Score: Raw -27587.052656 + Penalty 452.789919 = -27134.262736 nChanged 0 SP:Iteration 14F (134.695911 sec): 3 clusters Score: Raw -27587.052656 + Penalty 452.789919 = -27134.262736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 22 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.697301 sec): 2 clusters Score: Raw -6491.318681 + Penalty 276.840289 = -6214.478392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.697807 sec): 3 clusters Score: Raw -6478.126467 + Penalty 558.541039 = -5919.585428 nChanged 40 SP:Iteration 1F (134.698302 sec): 3 clusters Score: Raw -6549.397890 + Penalty 560.275725 = -5989.122165 nChanged 8 SP:Iteration 2Q (134.698785 sec): 3 clusters Score: Raw -6562.413276 + Penalty 564.535815 = -5997.877460 nChanged 5 SP:Iteration 3Q (134.699261 sec): 3 clusters Score: Raw -6575.526056 + Penalty 565.994002 = -6009.532054 nChanged 2 SP:Iteration 4Q (134.699732 sec): 3 clusters Score: Raw -6584.292403 + Penalty 565.994002 = -6018.298401 nChanged 0 SP:Iteration 5F (134.700226 sec): 3 clusters Score: Raw -6584.292403 + Penalty 565.994002 = -6018.298401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 23 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.701567 sec): 2 clusters Score: Raw -8827.324047 + Penalty 204.955527 = -8622.368520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.702149 sec): 3 clusters Score: Raw -8755.004784 + Penalty 413.454390 = -8341.550393 nChanged 66 SP:Iteration 1F (134.702718 sec): 3 clusters Score: Raw -8832.408927 + Penalty 448.741471 = -8383.667456 nChanged 24 SP:Iteration 2F (134.703285 sec): 3 clusters Score: Raw -8881.663802 + Penalty 511.033218 = -8370.630584 nChanged 18 SP:Iteration 3F (134.703851 sec): 3 clusters Score: Raw -8927.992159 + Penalty 579.636778 = -8348.355381 nChanged 9 SP:Iteration 4F (134.704418 sec): 3 clusters Score: Raw -8975.211678 + Penalty 599.289920 = -8375.921758 nChanged 2 SP:Iteration 5Q (134.704908 sec): 3 clusters Score: Raw -8980.826078 + Penalty 599.289920 = -8381.536158 nChanged 0 SP:Iteration 6F (134.705452 sec): 3 clusters Score: Raw -8980.826078 + Penalty 599.289920 = -8381.536158 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 25 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.707728 sec): 2 clusters Score: Raw -27250.359240 + Penalty 88.161995 = -27162.197245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.708886 sec): 3 clusters Score: Raw -26923.221724 + Penalty 182.528911 = -26740.692813 nChanged 233 SP:Iteration 1F (134.710025 sec): 3 clusters Score: Raw -27157.841738 + Penalty 194.283077 = -26963.558661 nChanged 40 SP:Iteration 2F (134.711160 sec): 3 clusters Score: Raw -27185.826097 + Penalty 200.958525 = -26984.867571 nChanged 21 SP:Iteration 3Q (134.712288 sec): 3 clusters Score: Raw -27198.654085 + Penalty 206.363786 = -26992.290300 nChanged 13 SP:Iteration 4Q (134.713366 sec): 3 clusters Score: Raw -27203.224599 + Penalty 209.185423 = -26994.039176 nChanged 6 SP:Iteration 5Q (134.714425 sec): 3 clusters Score: Raw -27205.177313 + Penalty 214.224980 = -26990.952333 nChanged 9 SP:Iteration 6F (134.715547 sec): 3 clusters Score: Raw -27209.425229 + Penalty 221.776680 = -26987.648549 nChanged 10 SP:Iteration 7F (134.716670 sec): 3 clusters Score: Raw -27214.728487 + Penalty 222.948815 = -26991.779672 nChanged 9 SP:Iteration 8Q (134.717713 sec): 3 clusters Score: Raw -27221.004002 + Penalty 235.110842 = -26985.893160 nChanged 15 SP:Iteration 9F (134.718849 sec): 3 clusters Score: Raw -27231.132349 + Penalty 250.855140 = -26980.277209 nChanged 10 SP:Iteration 10F (134.719989 sec): 3 clusters Score: Raw -27239.455838 + Penalty 258.647544 = -26980.808294 nChanged 5 SP:Iteration 11Q (134.720974 sec): 3 clusters Score: Raw -27242.028654 + Penalty 263.589815 = -26978.438839 nChanged 3 SP:Iteration 12F (134.722112 sec): 3 clusters Score: Raw -27243.176571 + Penalty 266.507313 = -26976.669258 nChanged 2 SP:Iteration 13F (134.723248 sec): 3 clusters Score: Raw -27243.146507 + Penalty 266.507313 = -26976.639194 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 30 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.724950 sec): 2 clusters Score: Raw -13973.296473 + Penalty 517.469599 = -13455.826874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.725672 sec): 3 clusters Score: Raw -13905.377620 + Penalty 1036.218011 = -12869.159609 nChanged 66 SP:Iteration 1F (134.726381 sec): 3 clusters Score: Raw -13991.345835 + Penalty 1036.187254 = -12955.158581 nChanged 20 SP:Iteration 2F (134.727090 sec): 3 clusters Score: Raw -14021.222678 + Penalty 1035.052752 = -12986.169925 nChanged 11 SP:Iteration 3Q (134.727778 sec): 3 clusters Score: Raw -14029.222471 + Penalty 1034.935003 = -12994.287467 nChanged 10 SP:Iteration 4Q (134.728465 sec): 3 clusters Score: Raw -14054.445303 + Penalty 1035.592871 = -13018.852432 nChanged 11 SP:Iteration 5Q (134.729151 sec): 3 clusters Score: Raw -14067.225482 + Penalty 1037.713422 = -13029.512060 nChanged 10 SP:Iteration 6Q (134.729836 sec): 3 clusters Score: Raw -14077.074098 + Penalty 1041.795602 = -13035.278497 nChanged 10 SP:Iteration 7Q (134.730520 sec): 3 clusters Score: Raw -14087.485267 + Penalty 1047.377655 = -13040.107612 nChanged 8 SP:Iteration 8Q (134.731204 sec): 3 clusters Score: Raw -14095.235678 + Penalty 1052.842357 = -13042.393321 nChanged 7 SP:Iteration 9Q (134.731889 sec): 3 clusters Score: Raw -14103.791434 + Penalty 1059.039357 = -13044.752077 nChanged 7 SP:Iteration 10F (134.732597 sec): 3 clusters Score: Raw -14113.028174 + Penalty 1064.132384 = -13048.895789 nChanged 6 SP:Iteration 11Q (134.733277 sec): 3 clusters Score: Raw -14125.339188 + Penalty 1065.880554 = -13059.458633 nChanged 4 SP:Iteration 12Q (134.733954 sec): 3 clusters Score: Raw -14132.127098 + Penalty 1065.880554 = -13066.246543 nChanged 0 SP:Iteration 13F (134.734661 sec): 3 clusters Score: Raw -14132.127098 + Penalty 1065.880554 = -13066.246543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 31 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.735955 sec): 2 clusters Score: Raw -9498.968744 + Penalty 375.124281 = -9123.844463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.736470 sec): 3 clusters Score: Raw -9474.940408 + Penalty 750.788432 = -8724.151977 nChanged 28 SP:Iteration 1F (134.736978 sec): 3 clusters Score: Raw -9506.096700 + Penalty 750.953428 = -8755.143271 nChanged 6 SP:Iteration 2Q (134.737477 sec): 3 clusters Score: Raw -9522.361420 + Penalty 752.378966 = -8769.982453 nChanged 8 SP:Iteration 3Q (134.737973 sec): 3 clusters Score: Raw -9532.432174 + Penalty 753.935143 = -8778.497031 nChanged 6 SP:Iteration 4Q (134.738495 sec): 3 clusters Score: Raw -9539.311594 + Penalty 754.747384 = -8784.564209 nChanged 2 SP:Iteration 5Q (134.738988 sec): 3 clusters Score: Raw -9541.238745 + Penalty 754.747384 = -8786.491360 nChanged 0 SP:Iteration 6F (134.739494 sec): 3 clusters Score: Raw -9541.238745 + Penalty 754.747384 = -8786.491360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 33 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.741112 sec): 2 clusters Score: Raw -14441.859936 + Penalty 734.236234 = -13707.623702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.741876 sec): 3 clusters Score: Raw -14413.649745 + Penalty 1468.620692 = -12945.029053 nChanged 58 SP:Iteration 1F (134.742625 sec): 3 clusters Score: Raw -14499.854170 + Penalty 1468.880108 = -13030.974062 nChanged 16 SP:Iteration 2F (134.743371 sec): 3 clusters Score: Raw -14540.976066 + Penalty 1469.508081 = -13071.467984 nChanged 17 SP:Iteration 3F (134.744116 sec): 3 clusters Score: Raw -14566.475579 + Penalty 1470.261410 = -13096.214169 nChanged 7 SP:Iteration 4Q (134.744828 sec): 3 clusters Score: Raw -14580.077118 + Penalty 1470.805676 = -13109.271443 nChanged 3 SP:Iteration 5Q (134.745537 sec): 3 clusters Score: Raw -14583.343165 + Penalty 1470.722184 = -13112.620982 nChanged 3 SP:Iteration 6Q (134.746244 sec): 3 clusters Score: Raw -14589.289777 + Penalty 1470.956928 = -13118.332849 nChanged 2 SP:Iteration 7Q (134.746948 sec): 3 clusters Score: Raw -14593.631033 + Penalty 1470.741819 = -13122.889214 nChanged 3 SP:Iteration 8Q (134.747651 sec): 3 clusters Score: Raw -14598.301245 + Penalty 1470.741819 = -13127.559427 nChanged 0 SP:Iteration 9F (134.748394 sec): 3 clusters Score: Raw -14598.301245 + Penalty 1470.741819 = -13127.559427 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 34 (576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.750808 sec): 2 clusters Score: Raw -27217.287501 + Penalty 682.625373 = -26534.662128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.752031 sec): 3 clusters Score: Raw -26990.594422 + Penalty 1367.125381 = -25623.469041 nChanged 165 SP:Iteration 1F (134.753232 sec): 3 clusters Score: Raw -27127.486196 + Penalty 1374.193937 = -25753.292259 nChanged 50 SP:Iteration 2F (134.754432 sec): 3 clusters Score: Raw -27182.087000 + Penalty 1376.275149 = -25805.811851 nChanged 23 SP:Iteration 3Q (134.755616 sec): 3 clusters Score: Raw -27210.011680 + Penalty 1374.985482 = -25835.026197 nChanged 20 SP:Iteration 4Q (134.756790 sec): 3 clusters Score: Raw -27227.326450 + Penalty 1375.728736 = -25851.597714 nChanged 12 SP:Iteration 5Q (134.757963 sec): 3 clusters Score: Raw -27238.480893 + Penalty 1377.666914 = -25860.813980 nChanged 10 SP:Iteration 6Q (134.759130 sec): 3 clusters Score: Raw -27249.715670 + Penalty 1378.971582 = -25870.744087 nChanged 4 SP:Iteration 7Q (134.760292 sec): 3 clusters Score: Raw -27252.806622 + Penalty 1379.537962 = -25873.268660 nChanged 4 SP:Iteration 8Q (134.761457 sec): 3 clusters Score: Raw -27259.135352 + Penalty 1379.834775 = -25879.300577 nChanged 2 SP:Iteration 9Q (134.762617 sec): 3 clusters Score: Raw -27261.053991 + Penalty 1380.026371 = -25881.027620 nChanged 1 SP:Iteration 10F (134.763812 sec): 3 clusters Score: Raw -27261.778091 + Penalty 1380.625379 = -25881.152712 nChanged 2 SP:Iteration 11Q (134.764973 sec): 3 clusters Score: Raw -27263.360590 + Penalty 1380.967421 = -25882.393168 nChanged 1 SP:Iteration 12Q (134.766140 sec): 3 clusters Score: Raw -27265.061408 + Penalty 1380.888217 = -25884.173191 nChanged 3 SP:Iteration 13Q (134.767294 sec): 3 clusters Score: Raw -27267.599231 + Penalty 1380.888217 = -25886.711014 nChanged 0 SP:Iteration 14F (134.768495 sec): 3 clusters Score: Raw -27267.599231 + Penalty 1380.888217 = -25886.711014 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 39 (574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.770941 sec): 2 clusters Score: Raw -26435.210449 + Penalty 367.110152 = -26068.100297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.772164 sec): 3 clusters Score: Raw -26176.360638 + Penalty 748.001607 = -25428.359031 nChanged 196 SP:Iteration 1F (134.773362 sec): 3 clusters Score: Raw -26377.962368 + Penalty 756.788769 = -25621.173599 nChanged 53 SP:Iteration 2F (134.774559 sec): 3 clusters Score: Raw -26416.481745 + Penalty 759.974385 = -25656.507360 nChanged 25 SP:Iteration 3Q (134.775732 sec): 3 clusters Score: Raw -26439.389804 + Penalty 760.818198 = -25678.571607 nChanged 15 SP:Iteration 4Q (134.776903 sec): 3 clusters Score: Raw -26449.661234 + Penalty 759.189811 = -25690.471424 nChanged 4 SP:Iteration 5Q (134.778194 sec): 3 clusters Score: Raw -26451.977841 + Penalty 760.764280 = -25691.213560 nChanged 3 SP:Iteration 6Q (134.779470 sec): 3 clusters Score: Raw -26454.532465 + Penalty 761.198208 = -25693.334258 nChanged 3 SP:Iteration 7Q (134.780655 sec): 3 clusters Score: Raw -26456.257811 + Penalty 761.109766 = -25695.148045 nChanged 4 SP:Iteration 8Q (134.781850 sec): 3 clusters Score: Raw -26458.706482 + Penalty 760.956434 = -25697.750048 nChanged 6 SP:Iteration 9Q (134.783101 sec): 3 clusters Score: Raw -26464.857273 + Penalty 761.734174 = -25703.123099 nChanged 10 SP:Iteration 10F (134.784303 sec): 3 clusters Score: Raw -26477.119759 + Penalty 760.006289 = -25717.113471 nChanged 8 SP:Iteration 11Q (134.785497 sec): 3 clusters Score: Raw -26487.844293 + Penalty 760.654639 = -25727.189654 nChanged 2 SP:Iteration 12Q (134.786678 sec): 3 clusters Score: Raw -26489.629396 + Penalty 761.991992 = -25727.637404 nChanged 3 SP:Iteration 13Q (134.787856 sec): 3 clusters Score: Raw -26493.116734 + Penalty 762.887270 = -25730.229465 nChanged 2 SP:Iteration 14Q (134.789030 sec): 3 clusters Score: Raw -26495.245802 + Penalty 764.679917 = -25730.565885 nChanged 2 SP:Iteration 15Q (134.790200 sec): 3 clusters Score: Raw -26496.564946 + Penalty 766.653325 = -25729.911621 nChanged 1 SP:Iteration 16F (134.791398 sec): 3 clusters Score: Raw -26496.763872 + Penalty 766.653325 = -25730.110547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 41 (449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.793576 sec): 2 clusters Score: Raw -22020.901575 + Penalty 508.636222 = -21512.265353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.794573 sec): 3 clusters Score: Raw -21843.629046 + Penalty 1031.950054 = -20811.678992 nChanged 121 SP:Iteration 1F (134.795551 sec): 3 clusters Score: Raw -21959.699552 + Penalty 1043.132564 = -20916.566988 nChanged 40 SP:Iteration 2F (134.796527 sec): 3 clusters Score: Raw -22008.702446 + Penalty 1047.179817 = -20961.522629 nChanged 19 SP:Iteration 3Q (134.797498 sec): 3 clusters Score: Raw -22028.335297 + Penalty 1053.444781 = -20974.890516 nChanged 12 SP:Iteration 4Q (134.798464 sec): 3 clusters Score: Raw -22040.475948 + Penalty 1058.585916 = -20981.890032 nChanged 8 SP:Iteration 5Q (134.799424 sec): 3 clusters Score: Raw -22048.381509 + Penalty 1063.789924 = -20984.591585 nChanged 6 SP:Iteration 6Q (134.800381 sec): 3 clusters Score: Raw -22053.623020 + Penalty 1068.584394 = -20985.038627 nChanged 5 SP:Iteration 7Q (134.801337 sec): 3 clusters Score: Raw -22058.254962 + Penalty 1072.510402 = -20985.744561 nChanged 4 SP:Iteration 8Q (134.802293 sec): 3 clusters Score: Raw -22064.562094 + Penalty 1077.329921 = -20987.232173 nChanged 4 SP:Iteration 9Q (134.803242 sec): 3 clusters Score: Raw -22069.950299 + Penalty 1080.732769 = -20989.217531 nChanged 5 SP:Iteration 10F (134.804214 sec): 3 clusters Score: Raw -22077.328941 + Penalty 1083.858651 = -20993.470290 nChanged 5 SP:Iteration 11Q (134.805161 sec): 3 clusters Score: Raw -22084.037831 + Penalty 1092.806411 = -20991.231420 nChanged 6 SP:Iteration 12F (134.806165 sec): 3 clusters Score: Raw -22090.870440 + Penalty 1094.623775 = -20996.246664 nChanged 4 SP:Iteration 13Q (134.807101 sec): 3 clusters Score: Raw -22098.666949 + Penalty 1094.435350 = -21004.231599 nChanged 1 SP:Iteration 14Q (134.808034 sec): 3 clusters Score: Raw -22099.111451 + Penalty 1095.668028 = -21003.443423 nChanged 2 SP:Iteration 15F (134.809007 sec): 3 clusters Score: Raw -22100.210809 + Penalty 1098.550828 = -21001.659981 nChanged 2 SP:Iteration 16F (134.809977 sec): 3 clusters Score: Raw -22102.097829 + Penalty 1098.550828 = -21003.547001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 43 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.811930 sec): 2 clusters Score: Raw -8226.066815 + Penalty 734.416933 = -7491.649882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.812558 sec): 3 clusters Score: Raw -8293.731392 + Penalty 1467.749380 = -6825.982013 nChanged 35 SP:Iteration 1F (134.813175 sec): 3 clusters Score: Raw -8367.370132 + Penalty 1465.351788 = -6902.018344 nChanged 14 SP:Iteration 2F (134.813794 sec): 3 clusters Score: Raw -8410.416508 + Penalty 1463.381231 = -6947.035277 nChanged 10 SP:Iteration 3Q (134.814372 sec): 3 clusters Score: Raw -8445.255966 + Penalty 1460.781184 = -6984.474782 nChanged 5 SP:Iteration 4Q (134.814941 sec): 3 clusters Score: Raw -8462.892500 + Penalty 1459.019949 = -7003.872551 nChanged 5 SP:Iteration 5Q (134.815505 sec): 3 clusters Score: Raw -8502.572795 + Penalty 1460.758639 = -7041.814155 nChanged 7 SP:Iteration 6Q (134.816065 sec): 3 clusters Score: Raw -8548.400534 + Penalty 1460.968696 = -7087.431837 nChanged 2 SP:Iteration 7Q (134.816618 sec): 3 clusters Score: Raw -8553.616126 + Penalty 1460.968696 = -7092.647430 nChanged 0 SP:Iteration 8F (134.817233 sec): 3 clusters Score: Raw -8553.616126 + Penalty 1460.968696 = -7092.647430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 49 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.818898 sec): 2 clusters Score: Raw -12798.127008 + Penalty 211.598240 = -12586.528768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.819646 sec): 3 clusters Score: Raw -12687.832884 + Penalty 422.255598 = -12265.577286 nChanged 106 SP:Iteration 1F (134.820382 sec): 3 clusters Score: Raw -12784.020031 + Penalty 483.031239 = -12300.988793 nChanged 69 SP:Iteration 2F (134.821115 sec): 3 clusters Score: Raw -12936.169515 + Penalty 553.718261 = -12382.451253 nChanged 21 SP:Iteration 3F (134.821849 sec): 3 clusters Score: Raw -12980.323256 + Penalty 588.417252 = -12391.906004 nChanged 8 SP:Iteration 4Q (134.822550 sec): 3 clusters Score: Raw -13010.099258 + Penalty 607.885063 = -12402.214195 nChanged 3 SP:Iteration 5Q (134.823205 sec): 3 clusters Score: Raw -13013.626793 + Penalty 618.343137 = -12395.283656 nChanged 1 SP:Iteration 6F (134.823936 sec): 3 clusters Score: Raw -13014.064197 + Penalty 618.343137 = -12395.721060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 51 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.825374 sec): 2 clusters Score: Raw -10992.238567 + Penalty 295.107970 = -10697.130597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.825979 sec): 3 clusters Score: Raw -10900.449851 + Penalty 623.989536 = -10276.460315 nChanged 61 SP:Iteration 1F (134.826575 sec): 3 clusters Score: Raw -10973.016097 + Penalty 659.824216 = -10313.191882 nChanged 20 SP:Iteration 2F (134.827170 sec): 3 clusters Score: Raw -11003.309652 + Penalty 684.214812 = -10319.094840 nChanged 6 SP:Iteration 3Q (134.827753 sec): 3 clusters Score: Raw -11015.993516 + Penalty 695.573823 = -10320.419694 nChanged 5 SP:Iteration 4Q (134.828329 sec): 3 clusters Score: Raw -11025.961384 + Penalty 705.463719 = -10320.497665 nChanged 3 SP:Iteration 5Q (134.828897 sec): 3 clusters Score: Raw -11030.931765 + Penalty 713.531401 = -10317.400364 nChanged 1 SP:Iteration 6F (134.829522 sec): 3 clusters Score: Raw -11033.538379 + Penalty 713.531401 = -10320.006978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 60 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.831140 sec): 2 clusters Score: Raw -15280.131485 + Penalty 457.116391 = -14823.015094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.831875 sec): 3 clusters Score: Raw -15160.092970 + Penalty 922.534462 = -14237.558508 nChanged 80 SP:Iteration 1F (134.832592 sec): 3 clusters Score: Raw -15242.799112 + Penalty 932.184017 = -14310.615095 nChanged 32 SP:Iteration 2F (134.833306 sec): 3 clusters Score: Raw -15278.251428 + Penalty 940.996462 = -14337.254965 nChanged 16 SP:Iteration 3F (134.834019 sec): 3 clusters Score: Raw -15309.281840 + Penalty 947.949634 = -14361.332205 nChanged 8 SP:Iteration 4Q (134.834717 sec): 3 clusters Score: Raw -15321.360371 + Penalty 953.934233 = -14367.426138 nChanged 5 SP:Iteration 5Q (134.835412 sec): 3 clusters Score: Raw -15330.105828 + Penalty 954.335386 = -14375.770442 nChanged 3 SP:Iteration 6Q (134.836103 sec): 3 clusters Score: Raw -15334.568140 + Penalty 953.732845 = -14380.835296 nChanged 1 SP:Iteration 7Q (134.836792 sec): 3 clusters Score: Raw -15336.157819 + Penalty 956.154600 = -14380.003219 nChanged 2 SP:Iteration 8F (134.837505 sec): 3 clusters Score: Raw -15340.423427 + Penalty 958.279042 = -14382.144385 nChanged 2 SP:Iteration 9Q (134.838190 sec): 3 clusters Score: Raw -15346.137186 + Penalty 960.117273 = -14386.019913 nChanged 2 SP:Iteration 10F (134.838903 sec): 3 clusters Score: Raw -15347.274423 + Penalty 960.117273 = -14387.157151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 110 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.840656 sec): 2 clusters Score: Raw -14247.603475 + Penalty 464.570140 = -13783.033336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.841472 sec): 3 clusters Score: Raw -14158.133678 + Penalty 929.469151 = -13228.664527 nChanged 81 SP:Iteration 1F (134.842272 sec): 3 clusters Score: Raw -14243.823459 + Penalty 929.349598 = -13314.473861 nChanged 18 SP:Iteration 2F (134.843068 sec): 3 clusters Score: Raw -14269.513199 + Penalty 929.682510 = -13339.830689 nChanged 12 SP:Iteration 3Q (134.843850 sec): 3 clusters Score: Raw -14277.750276 + Penalty 929.546220 = -13348.204056 nChanged 7 SP:Iteration 4Q (134.844632 sec): 3 clusters Score: Raw -14287.419379 + Penalty 929.264862 = -13358.154517 nChanged 6 SP:Iteration 5Q (134.845409 sec): 3 clusters Score: Raw -14294.777943 + Penalty 929.511833 = -13365.266110 nChanged 6 SP:Iteration 6Q (134.846186 sec): 3 clusters Score: Raw -14307.499604 + Penalty 929.369191 = -13378.130413 nChanged 7 SP:Iteration 7Q (134.846962 sec): 3 clusters Score: Raw -14315.787950 + Penalty 929.465617 = -13386.322333 nChanged 3 SP:Iteration 8Q (134.847734 sec): 3 clusters Score: Raw -14320.298969 + Penalty 929.652984 = -13390.645985 nChanged 6 SP:Iteration 9Q (134.848505 sec): 3 clusters Score: Raw -14329.159777 + Penalty 929.735393 = -13399.424384 nChanged 3 SP:Iteration 10F (134.849302 sec): 3 clusters Score: Raw -14331.955797 + Penalty 929.600388 = -13402.355409 nChanged 1 SP:Iteration 11Q (134.850073 sec): 3 clusters Score: Raw -14332.857483 + Penalty 929.770176 = -13403.087308 nChanged 1 SP:Iteration 12Q (134.850839 sec): 3 clusters Score: Raw -14333.387617 + Penalty 929.770176 = -13403.617442 nChanged 0 SP:Iteration 13F (134.851639 sec): 3 clusters Score: Raw -14333.387617 + Penalty 929.770176 = -13403.617442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 112 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.853159 sec): 2 clusters Score: Raw -13748.924943 + Penalty 523.286002 = -13225.638941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.853857 sec): 3 clusters Score: Raw -13668.489065 + Penalty 1052.323625 = -12616.165440 nChanged 54 SP:Iteration 1F (134.854517 sec): 3 clusters Score: Raw -13715.576186 + Penalty 1061.846297 = -12653.729889 nChanged 15 SP:Iteration 2F (134.855176 sec): 3 clusters Score: Raw -13735.564202 + Penalty 1072.486658 = -12663.077544 nChanged 9 SP:Iteration 3Q (134.855828 sec): 3 clusters Score: Raw -13751.508455 + Penalty 1088.153427 = -12663.355028 nChanged 13 SP:Iteration 4Q (134.856476 sec): 3 clusters Score: Raw -13779.996197 + Penalty 1108.117556 = -12671.878641 nChanged 12 SP:Iteration 5Q (134.857114 sec): 3 clusters Score: Raw -13834.521653 + Penalty 1119.588006 = -12714.933647 nChanged 7 SP:Iteration 6Q (134.857739 sec): 3 clusters Score: Raw -13859.159834 + Penalty 1134.464988 = -12724.694846 nChanged 8 SP:Iteration 7Q (134.858349 sec): 3 clusters Score: Raw -13893.391842 + Penalty 1143.169839 = -12750.222003 nChanged 7 SP:Iteration 8Q (134.858947 sec): 3 clusters Score: Raw -13913.148889 + Penalty 1142.930619 = -12770.218270 nChanged 2 SP:Iteration 9Q (134.859538 sec): 3 clusters Score: Raw -13918.444319 + Penalty 1142.470073 = -12775.974246 nChanged 1 SP:Iteration 10F (134.860194 sec): 3 clusters Score: Raw -13920.698302 + Penalty 1142.470073 = -12778.228229 nChanged 0 Memory request: 0.03 GB would take us to total of 0.39 GB. Trying to split cluster 157 (5548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.878578 sec): 2 clusters Score: Raw -263381.313022 + Penalty 81.607035 = -263299.705987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.889750 sec): 3 clusters Score: Raw -259706.106133 + Penalty 166.588220 = -259539.517913 nChanged 2677 SP:Iteration 1F (134.900756 sec): 3 clusters Score: Raw -261822.698727 + Penalty 170.712422 = -261651.986305 nChanged 564 SP:Iteration 2F (134.912232 sec): 3 clusters Score: Raw -262308.501529 + Penalty 174.123317 = -262134.378212 nChanged 426 SP:Iteration 3F (134.922917 sec): 3 clusters Score: Raw -262842.846386 + Penalty 176.519826 = -262666.326560 nChanged 250 SP:Iteration 4Q (134.932390 sec): 3 clusters Score: Raw -263024.189014 + Penalty 177.318372 = -262846.870642 nChanged 144 SP:Iteration 5Q (134.941292 sec): 3 clusters Score: Raw -263104.128623 + Penalty 180.284504 = -262923.844119 nChanged 116 SP:Iteration 6Q (134.949993 sec): 3 clusters Score: Raw -263169.849495 + Penalty 184.681778 = -262985.167717 nChanged 98 SP:Iteration 7Q (134.958517 sec): 3 clusters Score: Raw -263224.339680 + Penalty 188.579957 = -263035.759723 nChanged 80 SP:Iteration 8Q (134.967004 sec): 3 clusters Score: Raw -263268.642934 + Penalty 188.082501 = -263080.560433 nChanged 67 SP:Iteration 9Q (134.975308 sec): 3 clusters Score: Raw -263307.265200 + Penalty 188.304023 = -263118.961177 nChanged 53 SP:Iteration 10F (134.985215 sec): 3 clusters Score: Raw -263335.593043 + Penalty 185.523551 = -263150.069492 nChanged 38 SP:Iteration 11Q (134.993549 sec): 3 clusters Score: Raw -263358.506751 + Penalty 187.229127 = -263171.277625 nChanged 38 SP:Iteration 12Q (135.001596 sec): 3 clusters Score: Raw -263380.062938 + Penalty 189.581200 = -263190.481738 nChanged 31 SP:Iteration 13Q (135.009597 sec): 3 clusters Score: Raw -263401.576267 + Penalty 187.434310 = -263214.141957 nChanged 17 SP:Iteration 14Q (135.017390 sec): 3 clusters Score: Raw -263411.615601 + Penalty 189.855015 = -263221.760586 nChanged 10 SP:Iteration 15Q (135.025551 sec): 3 clusters Score: Raw -263416.029537 + Penalty 189.463706 = -263226.565831 nChanged 5 SP:Iteration 16Q (135.033384 sec): 3 clusters Score: Raw -263417.020002 + Penalty 190.480556 = -263226.539447 nChanged 5 SP:Iteration 17F (135.043137 sec): 3 clusters Score: Raw -263417.627759 + Penalty 190.480556 = -263227.147203 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 159 (776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.051919 sec): 2 clusters Score: Raw -37426.017461 + Penalty 70.022272 = -37355.995189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.053504 sec): 3 clusters Score: Raw -36947.891154 + Penalty 138.241054 = -36809.650100 nChanged 340 SP:Iteration 1F (135.055027 sec): 3 clusters Score: Raw -37289.368572 + Penalty 138.393509 = -37150.975063 nChanged 86 SP:Iteration 2F (135.056587 sec): 3 clusters Score: Raw -37371.527741 + Penalty 133.202668 = -37238.325072 nChanged 36 SP:Iteration 3Q (135.058071 sec): 3 clusters Score: Raw -37401.197483 + Penalty 132.281139 = -37268.916344 nChanged 22 SP:Iteration 4Q (135.059491 sec): 3 clusters Score: Raw -37412.459616 + Penalty 132.880252 = -37279.579364 nChanged 16 SP:Iteration 5Q (135.060879 sec): 3 clusters Score: Raw -37421.990313 + Penalty 137.278157 = -37284.712155 nChanged 20 SP:Iteration 6Q (135.062293 sec): 3 clusters Score: Raw -37435.546680 + Penalty 134.345618 = -37301.201062 nChanged 17 SP:Iteration 7Q (135.063664 sec): 3 clusters Score: Raw -37448.544126 + Penalty 131.623308 = -37316.920817 nChanged 11 SP:Iteration 8Q (135.064999 sec): 3 clusters Score: Raw -37456.126911 + Penalty 134.864649 = -37321.262262 nChanged 7 SP:Iteration 9Q (135.066329 sec): 3 clusters Score: Raw -37458.784093 + Penalty 136.151782 = -37322.632310 nChanged 2 SP:Iteration 10F (135.067866 sec): 3 clusters Score: Raw -37459.039280 + Penalty 136.151782 = -37322.887498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 167 (273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.069672 sec): 2 clusters Score: Raw -12613.385036 + Penalty 268.676654 = -12344.708382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.070361 sec): 3 clusters Score: Raw -12508.935043 + Penalty 553.964428 = -11954.970615 nChanged 77 SP:Iteration 1F (135.071037 sec): 3 clusters Score: Raw -12586.002321 + Penalty 577.330920 = -12008.671401 nChanged 35 SP:Iteration 2F (135.071720 sec): 3 clusters Score: Raw -12634.764778 + Penalty 591.024576 = -12043.740202 nChanged 13 SP:Iteration 3Q (135.072390 sec): 3 clusters Score: Raw -12652.160943 + Penalty 602.029031 = -12050.131912 nChanged 5 SP:Iteration 4Q (135.073044 sec): 3 clusters Score: Raw -12658.324998 + Penalty 605.030964 = -12053.294034 nChanged 1 SP:Iteration 5Q (135.073692 sec): 3 clusters Score: Raw -12659.066022 + Penalty 606.374112 = -12052.691910 nChanged 2 SP:Iteration 6F (135.074369 sec): 3 clusters Score: Raw -12659.800216 + Penalty 610.494263 = -12049.305952 nChanged 2 SP:Iteration 7F (135.075044 sec): 3 clusters Score: Raw -12661.366162 + Penalty 613.575485 = -12047.790676 nChanged 2 SP:Iteration 8F (135.075720 sec): 3 clusters Score: Raw -12663.473362 + Penalty 616.745651 = -12046.727711 nChanged 2 SP:Iteration 9F (135.076396 sec): 3 clusters Score: Raw -12664.682449 + Penalty 621.288607 = -12043.393842 nChanged 4 SP:Iteration 10F (135.077071 sec): 3 clusters Score: Raw -12668.530185 + Penalty 628.348202 = -12040.181983 nChanged 4 SP:Iteration 11F (135.077747 sec): 3 clusters Score: Raw -12678.535495 + Penalty 629.290644 = -12049.244851 nChanged 1 SP:Iteration 12Q (135.078382 sec): 3 clusters Score: Raw -12679.137739 + Penalty 627.650255 = -12051.487484 nChanged 1 SP:Iteration 13Q (135.079017 sec): 3 clusters Score: Raw -12679.362455 + Penalty 623.440304 = -12055.922151 nChanged 1 SP:Iteration 14Q (135.079650 sec): 3 clusters Score: Raw -12680.942301 + Penalty 625.005169 = -12055.937132 nChanged 1 SP:Iteration 15Q (135.080282 sec): 3 clusters Score: Raw -12681.362903 + Penalty 625.005169 = -12056.357734 nChanged 0 SP:Iteration 16F (135.080958 sec): 3 clusters Score: Raw -12681.362903 + Penalty 625.005169 = -12056.357734 nChanged 0 Iteration 219Q (135.247306 sec): 39 clusters Score: Raw -1766897.117303 + Penalty 23303.478302 = -1743593.639000 nChanged 28 Iteration 220F (135.990479 sec): 39 clusters Score: Raw -1766904.530129 + Penalty 23304.162547 = -1743600.367582 nChanged 25 Iteration 221Q (136.135946 sec): 39 clusters Score: Raw -1766909.652390 + Penalty 23303.613939 = -1743606.038451 nChanged 17 Iteration 222Q (136.280363 sec): 39 clusters Score: Raw -1766912.730795 + Penalty 23302.595216 = -1743610.135579 nChanged 17 Iteration 223Q (136.424825 sec): 39 clusters Score: Raw -1766915.711581 + Penalty 23302.766706 = -1743612.944875 nChanged 15 Iteration 224Q (136.569329 sec): 39 clusters Score: Raw -1766918.427451 + Penalty 23301.636980 = -1743616.790470 nChanged 7 Iteration 225Q (136.713147 sec): 39 clusters Score: Raw -1766919.822095 + Penalty 23301.552436 = -1743618.269659 nChanged 8 Iteration 226Q (136.857450 sec): 39 clusters Score: Raw -1766921.197574 + Penalty 23301.394315 = -1743619.803260 nChanged 4 Iteration 227Q (137.001606 sec): 39 clusters Score: Raw -1766921.473223 + Penalty 23303.896086 = -1743617.577137 nChanged 5 Iteration 228F (137.741999 sec): 39 clusters Score: Raw -1766922.220050 + Penalty 23302.233092 = -1743619.986958 nChanged 2 Iteration 229Q (137.886452 sec): 39 clusters Score: Raw -1766923.278776 + Penalty 23301.756022 = -1743621.522754 nChanged 2 Iteration 230F (138.627255 sec): 39 clusters Score: Raw -1766923.785133 + Penalty 23301.756022 = -1743622.029111 nChanged 0 Writing temp clu file Memory request: 0.18 GB would take us to total of 0.37 GB. Compute initial score before splitting: Score: Raw -1766923.785133 + Penalty 23301.756022 = -1743622.029111Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 1 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.755079 sec): 2 clusters Score: Raw -18407.910981 + Penalty 577.501312 = -17830.409669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.755966 sec): 3 clusters Score: Raw -18279.757859 + Penalty 1155.238714 = -17124.519145 nChanged 99 SP:Iteration 1F (138.756813 sec): 3 clusters Score: Raw -18364.471566 + Penalty 1155.113820 = -17209.357745 nChanged 36 SP:Iteration 2F (138.757658 sec): 3 clusters Score: Raw -18416.811208 + Penalty 1158.158474 = -17258.652734 nChanged 31 SP:Iteration 3F (138.758502 sec): 3 clusters Score: Raw -18460.352430 + Penalty 1171.199473 = -17289.152957 nChanged 24 SP:Iteration 4F (138.759344 sec): 3 clusters Score: Raw -18503.048390 + Penalty 1192.613394 = -17310.434996 nChanged 23 SP:Iteration 5F (138.760191 sec): 3 clusters Score: Raw -18542.622291 + Penalty 1219.656723 = -17322.965568 nChanged 19 SP:Iteration 6F (138.761032 sec): 3 clusters Score: Raw -18583.939289 + Penalty 1234.815281 = -17349.124008 nChanged 15 SP:Iteration 7Q (138.761808 sec): 3 clusters Score: Raw -18624.729319 + Penalty 1251.960705 = -17372.768613 nChanged 11 SP:Iteration 8Q (138.762568 sec): 3 clusters Score: Raw -18649.894681 + Penalty 1266.161947 = -17383.732734 nChanged 8 SP:Iteration 9Q (138.763315 sec): 3 clusters Score: Raw -18669.465885 + Penalty 1274.927264 = -17394.538621 nChanged 8 SP:Iteration 10F (138.764156 sec): 3 clusters Score: Raw -18698.364199 + Penalty 1278.910208 = -17419.453991 nChanged 4 SP:Iteration 11Q (138.764889 sec): 3 clusters Score: Raw -18704.112845 + Penalty 1282.813880 = -17421.298965 nChanged 1 SP:Iteration 12Q (138.765613 sec): 3 clusters Score: Raw -18706.221869 + Penalty 1284.030104 = -17422.191765 nChanged 1 SP:Iteration 13Q (138.766335 sec): 3 clusters Score: Raw -18707.080837 + Penalty 1284.030104 = -17423.050733 nChanged 0 SP:Iteration 14F (138.767175 sec): 3 clusters Score: Raw -18707.080837 + Penalty 1284.030104 = -17423.050733 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 2 (1150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.773090 sec): 2 clusters Score: Raw -54951.871547 + Penalty 95.899162 = -54855.972385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.775315 sec): 3 clusters Score: Raw -54244.403336 + Penalty 191.639601 = -54052.763736 nChanged 502 SP:Iteration 1F (138.777476 sec): 3 clusters Score: Raw -54725.932206 + Penalty 189.982896 = -54535.949310 nChanged 127 SP:Iteration 2F (138.779762 sec): 3 clusters Score: Raw -54860.798933 + Penalty 188.296898 = -54672.502035 nChanged 30 SP:Iteration 3Q (138.781867 sec): 3 clusters Score: Raw -54878.068555 + Penalty 187.544107 = -54690.524449 nChanged 12 SP:Iteration 4Q (138.783965 sec): 3 clusters Score: Raw -54880.647952 + Penalty 187.124375 = -54693.523577 nChanged 9 SP:Iteration 5Q (138.786137 sec): 3 clusters Score: Raw -54881.722431 + Penalty 186.688210 = -54695.034221 nChanged 5 SP:Iteration 6Q (138.788282 sec): 3 clusters Score: Raw -54882.712982 + Penalty 186.396084 = -54696.316898 nChanged 7 SP:Iteration 7Q (138.790370 sec): 3 clusters Score: Raw -54883.399292 + Penalty 186.328796 = -54697.070496 nChanged 4 SP:Iteration 8Q (138.792446 sec): 3 clusters Score: Raw -54883.627349 + Penalty 186.079012 = -54697.548337 nChanged 3 SP:Iteration 9Q (138.794516 sec): 3 clusters Score: Raw -54884.064567 + Penalty 185.733663 = -54698.330904 nChanged 6 SP:Iteration 10F (138.796653 sec): 3 clusters Score: Raw -54884.666161 + Penalty 185.692109 = -54698.974051 nChanged 4 SP:Iteration 11Q (138.798733 sec): 3 clusters Score: Raw -54884.997211 + Penalty 185.595158 = -54699.402052 nChanged 4 SP:Iteration 12Q (138.800812 sec): 3 clusters Score: Raw -54885.506858 + Penalty 185.597176 = -54699.909682 nChanged 5 SP:Iteration 13Q (138.802887 sec): 3 clusters Score: Raw -54885.888955 + Penalty 185.528141 = -54700.360814 nChanged 4 SP:Iteration 14Q (138.804960 sec): 3 clusters Score: Raw -54886.116466 + Penalty 185.522586 = -54700.593880 nChanged 3 SP:Iteration 15Q (138.807030 sec): 3 clusters Score: Raw -54886.289290 + Penalty 185.439241 = -54700.850049 nChanged 3 SP:Iteration 16Q (138.809099 sec): 3 clusters Score: Raw -54886.429246 + Penalty 185.461731 = -54700.967515 nChanged 2 SP:Iteration 17Q (138.811173 sec): 3 clusters Score: Raw -54886.495330 + Penalty 185.487307 = -54701.008022 nChanged 2 SP:Iteration 18Q (138.813243 sec): 3 clusters Score: Raw -54886.544883 + Penalty 185.451380 = -54701.093502 nChanged 2 SP:Iteration 19Q (138.815319 sec): 3 clusters Score: Raw -54886.942222 + Penalty 185.408502 = -54701.533720 nChanged 5 SP:Iteration 20F (138.817456 sec): 3 clusters Score: Raw -54887.434913 + Penalty 185.423435 = -54702.011477 nChanged 4 SP:Iteration 21Q (138.819527 sec): 3 clusters Score: Raw -54887.779326 + Penalty 185.372122 = -54702.407205 nChanged 3 SP:Iteration 22Q (138.821619 sec): 3 clusters Score: Raw -54888.113409 + Penalty 185.440617 = -54702.672791 nChanged 2 SP:Iteration 23Q (138.823701 sec): 3 clusters Score: Raw -54888.796104 + Penalty 185.673867 = -54703.122237 nChanged 3 SP:Iteration 24Q (138.825773 sec): 3 clusters Score: Raw -54889.283218 + Penalty 185.222524 = -54704.060694 nChanged 4 SP:Iteration 25Q (138.827865 sec): 3 clusters Score: Raw -54889.583340 + Penalty 185.123253 = -54704.460086 nChanged 3 SP:Iteration 26Q (138.829936 sec): 3 clusters Score: Raw -54889.668354 + Penalty 185.146543 = -54704.521812 nChanged 1 SP:Iteration 27Q (138.832008 sec): 3 clusters Score: Raw -54889.681310 + Penalty 185.189673 = -54704.491636 nChanged 2 SP:Iteration 28F (138.834146 sec): 3 clusters Score: Raw -54889.762069 + Penalty 185.025989 = -54704.736080 nChanged 3 SP:Iteration 29Q (138.836220 sec): 3 clusters Score: Raw -54889.995259 + Penalty 184.975660 = -54705.019599 nChanged 3 SP:Iteration 30F (138.838379 sec): 3 clusters Score: Raw -54890.126140 + Penalty 184.742482 = -54705.383658 nChanged 3 SP:Iteration 31Q (138.840466 sec): 3 clusters Score: Raw -54890.244214 + Penalty 184.771028 = -54705.473186 nChanged 1 SP:Iteration 32Q (138.842543 sec): 3 clusters Score: Raw -54890.250641 + Penalty 184.771028 = -54705.479613 nChanged 0 SP:Iteration 33F (138.844682 sec): 3 clusters Score: Raw -54890.250641 + Penalty 184.771028 = -54705.479613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 3 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.845906 sec): 2 clusters Score: Raw -10315.338882 + Penalty 503.022713 = -9812.316169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.846601 sec): 3 clusters Score: Raw -10333.186067 + Penalty 1006.778973 = -9326.407095 nChanged 65 SP:Iteration 1F (138.847256 sec): 3 clusters Score: Raw -10503.008558 + Penalty 1006.407193 = -9496.601366 nChanged 18 SP:Iteration 2F (138.847910 sec): 3 clusters Score: Raw -10564.705572 + Penalty 1006.263716 = -9558.441856 nChanged 13 SP:Iteration 3Q (138.848509 sec): 3 clusters Score: Raw -10585.257011 + Penalty 1006.250550 = -9579.006461 nChanged 4 SP:Iteration 4Q (138.849108 sec): 3 clusters Score: Raw -10603.248086 + Penalty 1006.881205 = -9596.366881 nChanged 4 SP:Iteration 5Q (138.849700 sec): 3 clusters Score: Raw -10636.610505 + Penalty 1006.643267 = -9629.967238 nChanged 3 SP:Iteration 6Q (138.850317 sec): 3 clusters Score: Raw -10641.083282 + Penalty 1006.643267 = -9634.440016 nChanged 0 SP:Iteration 7F (138.850968 sec): 3 clusters Score: Raw -10641.083282 + Penalty 1006.643267 = -9634.440016 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 4 (3954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.868912 sec): 2 clusters Score: Raw -189579.416510 + Penalty 78.371280 = -189501.045230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.876150 sec): 3 clusters Score: Raw -186971.872447 + Penalty 158.136483 = -186813.735964 nChanged 1886 SP:Iteration 1F (138.883190 sec): 3 clusters Score: Raw -188131.334192 + Penalty 158.248767 = -187973.085425 nChanged 368 SP:Iteration 2F (138.890176 sec): 3 clusters Score: Raw -188435.317142 + Penalty 156.980485 = -188278.336657 nChanged 330 SP:Iteration 3F (138.897207 sec): 3 clusters Score: Raw -188821.421881 + Penalty 155.733017 = -188665.688864 nChanged 331 SP:Iteration 4F (138.904191 sec): 3 clusters Score: Raw -189159.632514 + Penalty 154.836558 = -189004.795957 nChanged 204 SP:Iteration 5F (138.911241 sec): 3 clusters Score: Raw -189258.101216 + Penalty 154.355587 = -189103.745630 nChanged 87 SP:Iteration 6Q (138.917937 sec): 3 clusters Score: Raw -189277.944522 + Penalty 153.938447 = -189124.006075 nChanged 47 SP:Iteration 7Q (138.924629 sec): 3 clusters Score: Raw -189288.966834 + Penalty 153.517816 = -189135.449018 nChanged 44 SP:Iteration 8Q (138.931290 sec): 3 clusters Score: Raw -189302.479489 + Penalty 153.171022 = -189149.308468 nChanged 54 SP:Iteration 9Q (138.937927 sec): 3 clusters Score: Raw -189316.939418 + Penalty 152.639719 = -189164.299700 nChanged 47 SP:Iteration 10F (138.944899 sec): 3 clusters Score: Raw -189328.339278 + Penalty 152.084775 = -189176.254503 nChanged 43 SP:Iteration 11Q (138.951546 sec): 3 clusters Score: Raw -189338.435827 + Penalty 151.715232 = -189186.720596 nChanged 42 SP:Iteration 12Q (138.958318 sec): 3 clusters Score: Raw -189348.075504 + Penalty 151.285347 = -189196.790157 nChanged 43 SP:Iteration 13Q (138.964906 sec): 3 clusters Score: Raw -189357.726847 + Penalty 150.919627 = -189206.807220 nChanged 44 SP:Iteration 14Q (138.971470 sec): 3 clusters Score: Raw -189367.627777 + Penalty 150.527496 = -189217.100281 nChanged 43 SP:Iteration 15Q (138.978077 sec): 3 clusters Score: Raw -189375.235848 + Penalty 150.397362 = -189224.838486 nChanged 32 SP:Iteration 16Q (138.984695 sec): 3 clusters Score: Raw -189380.463804 + Penalty 150.325519 = -189230.138286 nChanged 27 SP:Iteration 17Q (138.991224 sec): 3 clusters Score: Raw -189383.980615 + Penalty 150.305718 = -189233.674897 nChanged 20 SP:Iteration 18Q (138.997769 sec): 3 clusters Score: Raw -189386.194373 + Penalty 150.175688 = -189236.018685 nChanged 23 SP:Iteration 19Q (139.004201 sec): 3 clusters Score: Raw -189388.743436 + Penalty 150.162519 = -189238.580916 nChanged 15 SP:Iteration 20F (139.011195 sec): 3 clusters Score: Raw -189390.313779 + Penalty 150.034721 = -189240.279058 nChanged 17 SP:Iteration 21Q (139.017758 sec): 3 clusters Score: Raw -189391.957367 + Penalty 149.648385 = -189242.308982 nChanged 18 SP:Iteration 22Q (139.024415 sec): 3 clusters Score: Raw -189393.800058 + Penalty 149.067256 = -189244.732802 nChanged 23 SP:Iteration 23Q (139.030950 sec): 3 clusters Score: Raw -189396.348558 + Penalty 148.567676 = -189247.780882 nChanged 20 SP:Iteration 24Q (139.037402 sec): 3 clusters Score: Raw -189398.785049 + Penalty 148.266122 = -189250.518928 nChanged 18 SP:Iteration 25Q (139.043872 sec): 3 clusters Score: Raw -189400.299535 + Penalty 147.720953 = -189252.578582 nChanged 12 SP:Iteration 26Q (139.050317 sec): 3 clusters Score: Raw -189401.263395 + Penalty 147.691187 = -189253.572208 nChanged 16 SP:Iteration 27Q (139.056746 sec): 3 clusters Score: Raw -189402.516959 + Penalty 147.657232 = -189254.859727 nChanged 14 SP:Iteration 28Q (139.063141 sec): 3 clusters Score: Raw -189403.612835 + Penalty 147.493402 = -189256.119433 nChanged 16 SP:Iteration 29Q (139.069512 sec): 3 clusters Score: Raw -189405.201333 + Penalty 147.359473 = -189257.841860 nChanged 12 SP:Iteration 30F (139.076682 sec): 3 clusters Score: Raw -189407.831201 + Penalty 147.192538 = -189260.638663 nChanged 14 SP:Iteration 31Q (139.084185 sec): 3 clusters Score: Raw -189411.068913 + Penalty 146.862429 = -189264.206484 nChanged 11 SP:Iteration 32Q (139.091649 sec): 3 clusters Score: Raw -189413.254700 + Penalty 146.527617 = -189266.727084 nChanged 12 SP:Iteration 33Q (139.099117 sec): 3 clusters Score: Raw -189414.503669 + Penalty 146.236288 = -189268.267380 nChanged 12 SP:Iteration 34Q (139.106603 sec): 3 clusters Score: Raw -189415.605793 + Penalty 146.080931 = -189269.524862 nChanged 15 SP:Iteration 35Q (139.113985 sec): 3 clusters Score: Raw -189416.934664 + Penalty 145.854490 = -189271.080174 nChanged 12 SP:Iteration 36Q (139.121260 sec): 3 clusters Score: Raw -189418.037387 + Penalty 145.669604 = -189272.367784 nChanged 18 SP:Iteration 37Q (139.128182 sec): 3 clusters Score: Raw -189419.966910 + Penalty 145.640488 = -189274.326422 nChanged 18 SP:Iteration 38Q (139.134696 sec): 3 clusters Score: Raw -189422.394454 + Penalty 145.000676 = -189277.393778 nChanged 26 SP:Iteration 39Q (139.141027 sec): 3 clusters Score: Raw -189426.926494 + Penalty 144.101753 = -189282.824742 nChanged 26 SP:Iteration 40F (139.147988 sec): 3 clusters Score: Raw -189431.568625 + Penalty 143.398874 = -189288.169751 nChanged 27 SP:Iteration 41Q (139.154295 sec): 3 clusters Score: Raw -189436.683323 + Penalty 142.946061 = -189293.737262 nChanged 21 SP:Iteration 42Q (139.160825 sec): 3 clusters Score: Raw -189439.733762 + Penalty 142.308051 = -189297.425711 nChanged 25 SP:Iteration 43Q (139.167327 sec): 3 clusters Score: Raw -189443.515638 + Penalty 142.142576 = -189301.373062 nChanged 23 SP:Iteration 44Q (139.173675 sec): 3 clusters Score: Raw -189447.652158 + Penalty 141.888129 = -189305.764029 nChanged 23 SP:Iteration 45Q (139.179867 sec): 3 clusters Score: Raw -189452.228213 + Penalty 141.350424 = -189310.877788 nChanged 27 SP:Iteration 46Q (139.186216 sec): 3 clusters Score: Raw -189459.192002 + Penalty 141.228022 = -189317.963979 nChanged 27 SP:Iteration 47Q (139.192364 sec): 3 clusters Score: Raw -189464.728515 + Penalty 141.279043 = -189323.449472 nChanged 27 SP:Iteration 48Q (139.198481 sec): 3 clusters Score: Raw -189470.220005 + Penalty 140.657071 = -189329.562935 nChanged 31 SP:Iteration 49Q (139.204581 sec): 3 clusters Score: Raw -189476.150855 + Penalty 140.103966 = -189336.046889 nChanged 20 SP:Iteration 50F (139.212100 sec): 3 clusters Score: Raw -189479.452625 + Penalty 138.488422 = -189340.964202 nChanged 18 SP:Iteration 51Q (139.218189 sec): 3 clusters Score: Raw -189482.803326 + Penalty 138.055485 = -189344.747841 nChanged 13 SP:Iteration 52Q (139.224248 sec): 3 clusters Score: Raw -189484.709618 + Penalty 138.007762 = -189346.701856 nChanged 10 SP:Iteration 53Q (139.230277 sec): 3 clusters Score: Raw -189486.003326 + Penalty 137.426372 = -189348.576954 nChanged 9 SP:Iteration 54Q (139.236321 sec): 3 clusters Score: Raw -189487.223649 + Penalty 137.492564 = -189349.731085 nChanged 16 SP:Iteration 55Q (139.242327 sec): 3 clusters Score: Raw -189490.837080 + Penalty 137.051743 = -189353.785337 nChanged 11 SP:Iteration 56Q (139.248698 sec): 3 clusters Score: Raw -189492.267337 + Penalty 137.081908 = -189355.185428 nChanged 6 SP:Iteration 57Q (139.254698 sec): 3 clusters Score: Raw -189492.579287 + Penalty 136.929261 = -189355.650026 nChanged 4 SP:Iteration 58Q (139.260720 sec): 3 clusters Score: Raw -189492.752779 + Penalty 136.816644 = -189355.936135 nChanged 5 SP:Iteration 59Q (139.266697 sec): 3 clusters Score: Raw -189493.063318 + Penalty 136.836938 = -189356.226381 nChanged 3 SP:Iteration 60F (139.273642 sec): 3 clusters Score: Raw -189493.209897 + Penalty 136.482846 = -189356.727050 nChanged 3 SP:Iteration 61Q (139.279631 sec): 3 clusters Score: Raw -189493.422244 + Penalty 136.525361 = -189356.896883 nChanged 5 SP:Iteration 62Q (139.285955 sec): 3 clusters Score: Raw -189493.744539 + Penalty 135.809156 = -189357.935383 nChanged 6 SP:Iteration 63Q (139.292376 sec): 3 clusters Score: Raw -189494.304528 + Penalty 135.713262 = -189358.591266 nChanged 5 SP:Iteration 64Q (139.298426 sec): 3 clusters Score: Raw -189494.466495 + Penalty 135.637505 = -189358.828990 nChanged 4 SP:Iteration 65Q (139.304448 sec): 3 clusters Score: Raw -189495.202232 + Penalty 135.644148 = -189359.558084 nChanged 2 SP:Iteration 66Q (139.310459 sec): 3 clusters Score: Raw -189495.995144 + Penalty 135.478260 = -189360.516884 nChanged 3 SP:Iteration 67Q (139.316535 sec): 3 clusters Score: Raw -189497.161439 + Penalty 135.461915 = -189361.699525 nChanged 4 SP:Iteration 68Q (139.322665 sec): 3 clusters Score: Raw -189497.787269 + Penalty 135.331005 = -189362.456264 nChanged 4 SP:Iteration 69Q (139.328704 sec): 3 clusters Score: Raw -189499.400654 + Penalty 134.940507 = -189364.460147 nChanged 4 SP:Iteration 70F (139.335741 sec): 3 clusters Score: Raw -189500.157787 + Penalty 134.768821 = -189365.388966 nChanged 4 SP:Iteration 71Q (139.341737 sec): 3 clusters Score: Raw -189501.176994 + Penalty 134.719606 = -189366.457388 nChanged 1 SP:Iteration 72Q (139.347727 sec): 3 clusters Score: Raw -189501.314603 + Penalty 134.725136 = -189366.589467 nChanged 1 SP:Iteration 73Q (139.353723 sec): 3 clusters Score: Raw -189501.713438 + Penalty 134.586533 = -189367.126905 nChanged 4 SP:Iteration 74Q (139.359703 sec): 3 clusters Score: Raw -189502.870297 + Penalty 134.253509 = -189368.616787 nChanged 4 SP:Iteration 75Q (139.365706 sec): 3 clusters Score: Raw -189504.035416 + Penalty 133.857101 = -189370.178315 nChanged 5 SP:Iteration 76Q (139.371675 sec): 3 clusters Score: Raw -189504.502608 + Penalty 133.766738 = -189370.735870 nChanged 8 SP:Iteration 77Q (139.377641 sec): 3 clusters Score: Raw -189506.332362 + Penalty 133.696572 = -189372.635789 nChanged 9 SP:Iteration 78Q (139.383647 sec): 3 clusters Score: Raw -189508.130419 + Penalty 133.442348 = -189374.688071 nChanged 9 SP:Iteration 79Q (139.389647 sec): 3 clusters Score: Raw -189509.144598 + Penalty 133.343843 = -189375.800754 nChanged 6 SP:Iteration 80F (139.396911 sec): 3 clusters Score: Raw -189510.097362 + Penalty 133.351727 = -189376.745635 nChanged 4 SP:Iteration 81Q (139.402982 sec): 3 clusters Score: Raw -189510.930274 + Penalty 133.373549 = -189377.556725 nChanged 2 SP:Iteration 82Q (139.408912 sec): 3 clusters Score: Raw -189511.200352 + Penalty 133.373549 = -189377.826803 nChanged 0 SP:Iteration 83F (139.415903 sec): 3 clusters Score: Raw -189511.200352 + Penalty 133.373549 = -189377.826803 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 5 (4076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.435547 sec): 2 clusters Score: Raw -197227.024385 + Penalty 236.154929 = -196990.869455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.443142 sec): 3 clusters Score: Raw -194656.011084 + Penalty 470.274789 = -194185.736294 nChanged 1838 SP:Iteration 1F (139.450493 sec): 3 clusters Score: Raw -196272.857236 + Penalty 468.724891 = -195804.132345 nChanged 382 SP:Iteration 2F (139.457809 sec): 3 clusters Score: Raw -196521.310347 + Penalty 467.581780 = -196053.728567 nChanged 236 SP:Iteration 3F (139.465186 sec): 3 clusters Score: Raw -196647.475607 + Penalty 466.403951 = -196181.071655 nChanged 159 SP:Iteration 4Q (139.472311 sec): 3 clusters Score: Raw -196732.943566 + Penalty 465.192889 = -196267.750678 nChanged 124 SP:Iteration 5Q (139.479433 sec): 3 clusters Score: Raw -196789.602025 + Penalty 464.060638 = -196325.541387 nChanged 89 SP:Iteration 6Q (139.486554 sec): 3 clusters Score: Raw -196814.847805 + Penalty 462.893556 = -196351.954249 nChanged 83 SP:Iteration 7Q (139.493707 sec): 3 clusters Score: Raw -196834.354521 + Penalty 462.611774 = -196371.742747 nChanged 42 SP:Iteration 8Q (139.501010 sec): 3 clusters Score: Raw -196842.997010 + Penalty 462.981660 = -196380.015350 nChanged 33 SP:Iteration 9Q (139.508114 sec): 3 clusters Score: Raw -196847.732541 + Penalty 463.391885 = -196384.340656 nChanged 30 SP:Iteration 10F (139.515424 sec): 3 clusters Score: Raw -196851.994769 + Penalty 464.048153 = -196387.946616 nChanged 25 SP:Iteration 11Q (139.522475 sec): 3 clusters Score: Raw -196854.821333 + Penalty 464.516290 = -196390.305043 nChanged 17 SP:Iteration 12Q (139.529527 sec): 3 clusters Score: Raw -196856.490964 + Penalty 465.011140 = -196391.479824 nChanged 17 SP:Iteration 13Q (139.536722 sec): 3 clusters Score: Raw -196857.654403 + Penalty 465.299253 = -196392.355150 nChanged 9 SP:Iteration 14Q (139.543917 sec): 3 clusters Score: Raw -196858.464315 + Penalty 465.790500 = -196392.673815 nChanged 11 SP:Iteration 15Q (139.550966 sec): 3 clusters Score: Raw -196859.746293 + Penalty 466.475770 = -196393.270523 nChanged 12 SP:Iteration 16Q (139.558024 sec): 3 clusters Score: Raw -196860.332790 + Penalty 466.692301 = -196393.640489 nChanged 4 SP:Iteration 17Q (139.565105 sec): 3 clusters Score: Raw -196860.519900 + Penalty 466.748042 = -196393.771858 nChanged 1 SP:Iteration 18Q (139.572150 sec): 3 clusters Score: Raw -196860.521646 + Penalty 466.803411 = -196393.718235 nChanged 1 SP:Iteration 19F (139.579448 sec): 3 clusters Score: Raw -196860.520275 + Penalty 466.803411 = -196393.716864 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 6 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.583916 sec): 2 clusters Score: Raw -30598.155508 + Penalty 382.665507 = -30215.490002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.585228 sec): 3 clusters Score: Raw -30281.917776 + Penalty 764.028607 = -29517.889169 nChanged 195 SP:Iteration 1F (139.586516 sec): 3 clusters Score: Raw -30416.076806 + Penalty 761.566914 = -29654.509892 nChanged 73 SP:Iteration 2F (139.587775 sec): 3 clusters Score: Raw -30489.008030 + Penalty 759.654768 = -29729.353263 nChanged 54 SP:Iteration 3F (139.589040 sec): 3 clusters Score: Raw -30540.445869 + Penalty 757.128861 = -29783.317008 nChanged 38 SP:Iteration 4F (139.590335 sec): 3 clusters Score: Raw -30580.150045 + Penalty 754.635898 = -29825.514147 nChanged 29 SP:Iteration 5Q (139.591592 sec): 3 clusters Score: Raw -30621.048597 + Penalty 752.024066 = -29869.024531 nChanged 19 SP:Iteration 6Q (139.592832 sec): 3 clusters Score: Raw -30649.380483 + Penalty 748.939240 = -29900.441244 nChanged 14 SP:Iteration 7Q (139.594066 sec): 3 clusters Score: Raw -30666.085799 + Penalty 747.446045 = -29918.639754 nChanged 8 SP:Iteration 8Q (139.595358 sec): 3 clusters Score: Raw -30675.817650 + Penalty 745.804244 = -29930.013406 nChanged 9 SP:Iteration 9Q (139.596633 sec): 3 clusters Score: Raw -30682.368845 + Penalty 743.857739 = -29938.511106 nChanged 7 SP:Iteration 10F (139.597971 sec): 3 clusters Score: Raw -30686.585055 + Penalty 742.600489 = -29943.984566 nChanged 4 SP:Iteration 11Q (139.599235 sec): 3 clusters Score: Raw -30688.133896 + Penalty 741.320246 = -29946.813650 nChanged 3 SP:Iteration 12Q (139.600498 sec): 3 clusters Score: Raw -30689.295558 + Penalty 740.128403 = -29949.167155 nChanged 3 SP:Iteration 13Q (139.601708 sec): 3 clusters Score: Raw -30690.407057 + Penalty 739.320163 = -29951.086894 nChanged 2 SP:Iteration 14Q (139.602945 sec): 3 clusters Score: Raw -30691.279798 + Penalty 738.314682 = -29952.965116 nChanged 3 SP:Iteration 15Q (139.604161 sec): 3 clusters Score: Raw -30693.083088 + Penalty 738.079111 = -29955.003977 nChanged 4 SP:Iteration 16Q (139.605352 sec): 3 clusters Score: Raw -30694.637219 + Penalty 737.235140 = -29957.402079 nChanged 4 SP:Iteration 17Q (139.606543 sec): 3 clusters Score: Raw -30698.476772 + Penalty 736.616676 = -29961.860096 nChanged 3 SP:Iteration 18Q (139.607729 sec): 3 clusters Score: Raw -30700.521552 + Penalty 737.020374 = -29963.501178 nChanged 2 SP:Iteration 19Q (139.608918 sec): 3 clusters Score: Raw -30702.303347 + Penalty 738.067287 = -29964.236060 nChanged 2 SP:Iteration 20F (139.610210 sec): 3 clusters Score: Raw -30704.836812 + Penalty 739.391404 = -29965.445407 nChanged 6 SP:Iteration 21Q (139.611396 sec): 3 clusters Score: Raw -30709.240789 + Penalty 739.624555 = -29969.616233 nChanged 5 SP:Iteration 22Q (139.612582 sec): 3 clusters Score: Raw -30713.181015 + Penalty 740.170629 = -29973.010387 nChanged 3 SP:Iteration 23Q (139.613747 sec): 3 clusters Score: Raw -30714.337300 + Penalty 740.270976 = -29974.066324 nChanged 2 SP:Iteration 24Q (139.614913 sec): 3 clusters Score: Raw -30715.038614 + Penalty 739.541289 = -29975.497324 nChanged 1 SP:Iteration 25Q (139.616110 sec): 3 clusters Score: Raw -30716.254747 + Penalty 739.518554 = -29976.736193 nChanged 1 SP:Iteration 26Q (139.617287 sec): 3 clusters Score: Raw -30716.699813 + Penalty 738.769925 = -29977.929888 nChanged 1 SP:Iteration 27Q (139.618467 sec): 3 clusters Score: Raw -30718.323298 + Penalty 738.769925 = -29979.553373 nChanged 0 SP:Iteration 28F (139.619743 sec): 3 clusters Score: Raw -30718.323298 + Penalty 738.769925 = -29979.553373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 7 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.621956 sec): 2 clusters Score: Raw -20570.610745 + Penalty 144.922447 = -20425.688298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.622872 sec): 3 clusters Score: Raw -20350.936785 + Penalty 290.910638 = -20060.026147 nChanged 160 SP:Iteration 1F (139.623773 sec): 3 clusters Score: Raw -20460.151879 + Penalty 291.468603 = -20168.683276 nChanged 24 SP:Iteration 2F (139.624668 sec): 3 clusters Score: Raw -20477.603079 + Penalty 291.908884 = -20185.694195 nChanged 24 SP:Iteration 3F (139.625565 sec): 3 clusters Score: Raw -20496.599011 + Penalty 293.731354 = -20202.867658 nChanged 16 SP:Iteration 4Q (139.626456 sec): 3 clusters Score: Raw -20505.334162 + Penalty 296.148762 = -20209.185400 nChanged 12 SP:Iteration 5Q (139.627342 sec): 3 clusters Score: Raw -20512.171610 + Penalty 299.968303 = -20212.203307 nChanged 13 SP:Iteration 6Q (139.628231 sec): 3 clusters Score: Raw -20521.032796 + Penalty 302.749826 = -20218.282970 nChanged 8 SP:Iteration 7Q (139.629117 sec): 3 clusters Score: Raw -20525.571860 + Penalty 304.030901 = -20221.540959 nChanged 3 SP:Iteration 8Q (139.630005 sec): 3 clusters Score: Raw -20526.587857 + Penalty 304.949787 = -20221.638070 nChanged 3 SP:Iteration 9Q (139.630889 sec): 3 clusters Score: Raw -20528.463203 + Penalty 307.366065 = -20221.097138 nChanged 7 SP:Iteration 10F (139.631784 sec): 3 clusters Score: Raw -20535.804932 + Penalty 308.899887 = -20226.905046 nChanged 4 SP:Iteration 11Q (139.632672 sec): 3 clusters Score: Raw -20537.866007 + Penalty 309.623041 = -20228.242966 nChanged 3 SP:Iteration 12Q (139.633569 sec): 3 clusters Score: Raw -20540.031740 + Penalty 311.333348 = -20228.698392 nChanged 5 SP:Iteration 13Q (139.634456 sec): 3 clusters Score: Raw -20544.614642 + Penalty 311.145892 = -20233.468750 nChanged 2 SP:Iteration 14Q (139.635336 sec): 3 clusters Score: Raw -20545.520962 + Penalty 311.270352 = -20234.250610 nChanged 2 SP:Iteration 15Q (139.636217 sec): 3 clusters Score: Raw -20547.494203 + Penalty 313.033031 = -20234.461172 nChanged 4 SP:Iteration 16Q (139.637127 sec): 3 clusters Score: Raw -20550.107585 + Penalty 315.344802 = -20234.762783 nChanged 4 SP:Iteration 17Q (139.638005 sec): 3 clusters Score: Raw -20551.744225 + Penalty 317.087110 = -20234.657115 nChanged 5 SP:Iteration 18F (139.638900 sec): 3 clusters Score: Raw -20554.847911 + Penalty 319.386069 = -20235.461841 nChanged 3 SP:Iteration 19Q (139.639771 sec): 3 clusters Score: Raw -20557.077248 + Penalty 321.055134 = -20236.022114 nChanged 3 SP:Iteration 20F (139.640661 sec): 3 clusters Score: Raw -20557.643270 + Penalty 322.723799 = -20234.919472 nChanged 3 SP:Iteration 21F (139.641552 sec): 3 clusters Score: Raw -20558.701636 + Penalty 324.540989 = -20234.160647 nChanged 3 SP:Iteration 22F (139.642441 sec): 3 clusters Score: Raw -20560.492135 + Penalty 329.109279 = -20231.382856 nChanged 5 SP:Iteration 23F (139.643333 sec): 3 clusters Score: Raw -20562.758772 + Penalty 333.114923 = -20229.643849 nChanged 5 SP:Iteration 24F (139.644222 sec): 3 clusters Score: Raw -20566.144815 + Penalty 335.683287 = -20230.461529 nChanged 4 SP:Iteration 25Q (139.645071 sec): 3 clusters Score: Raw -20567.956027 + Penalty 341.777156 = -20226.178871 nChanged 7 SP:Iteration 26F (139.645963 sec): 3 clusters Score: Raw -20572.849125 + Penalty 348.116392 = -20224.732732 nChanged 10 SP:Iteration 27F (139.646852 sec): 3 clusters Score: Raw -20580.582885 + Penalty 362.295080 = -20218.287804 nChanged 12 SP:Iteration 28F (139.647742 sec): 3 clusters Score: Raw -20591.761902 + Penalty 370.556421 = -20221.205481 nChanged 8 SP:Iteration 29Q (139.648557 sec): 3 clusters Score: Raw -20599.810823 + Penalty 374.965737 = -20224.845086 nChanged 4 SP:Iteration 30F (139.649447 sec): 3 clusters Score: Raw -20602.546290 + Penalty 379.787759 = -20222.758531 nChanged 4 SP:Iteration 31F (139.650336 sec): 3 clusters Score: Raw -20605.983974 + Penalty 390.395126 = -20215.588848 nChanged 8 SP:Iteration 32F (139.651225 sec): 3 clusters Score: Raw -20616.780540 + Penalty 394.942923 = -20221.837617 nChanged 5 SP:Iteration 33Q (139.652018 sec): 3 clusters Score: Raw -20621.590176 + Penalty 408.597177 = -20212.992999 nChanged 5 SP:Iteration 34F (139.652906 sec): 3 clusters Score: Raw -20626.517477 + Penalty 413.105054 = -20213.412424 nChanged 1 SP:Iteration 35Q (139.653686 sec): 3 clusters Score: Raw -20626.288453 + Penalty 413.105054 = -20213.183399 nChanged 0 SP:Iteration 36F (139.654575 sec): 3 clusters Score: Raw -20626.288453 + Penalty 413.105054 = -20213.183399 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 8 (3835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.666397 sec): 2 clusters Score: Raw -184671.078952 + Penalty 111.634322 = -184559.444630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.673541 sec): 3 clusters Score: Raw -182161.489088 + Penalty 214.765833 = -181946.723255 nChanged 1805 SP:Iteration 1F (139.680377 sec): 3 clusters Score: Raw -183644.325266 + Penalty 217.409693 = -183426.915573 nChanged 402 SP:Iteration 2F (139.687245 sec): 3 clusters Score: Raw -183968.826765 + Penalty 219.495243 = -183749.331523 nChanged 278 SP:Iteration 3F (139.694347 sec): 3 clusters Score: Raw -184265.978121 + Penalty 225.982892 = -184039.995228 nChanged 205 SP:Iteration 4F (139.701234 sec): 3 clusters Score: Raw -184505.585014 + Penalty 250.471531 = -184255.113484 nChanged 117 SP:Iteration 5Q (139.708073 sec): 3 clusters Score: Raw -184639.940966 + Penalty 316.787149 = -184323.153817 nChanged 31 SP:Iteration 6Q (139.714458 sec): 3 clusters Score: Raw -184677.934097 + Penalty 422.415602 = -184255.518495 nChanged 15 SP:Iteration 7F (139.721272 sec): 3 clusters Score: Raw -184703.882017 + Penalty 429.988967 = -184273.893050 nChanged 2 SP:Iteration 8Q (139.726649 sec): 3 clusters Score: Raw -184706.458146 + Penalty 442.705432 = -184263.752715 nChanged 1 SP:Iteration 9F (139.733456 sec): 3 clusters Score: Raw -184707.324484 + Penalty 442.705432 = -184264.619053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 9 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.736586 sec): 2 clusters Score: Raw -9149.083515 + Penalty 109.440236 = -9039.643279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.737142 sec): 3 clusters Score: Raw -9057.171979 + Penalty 216.416469 = -8840.755510 nChanged 54 SP:Iteration 1F (139.737689 sec): 3 clusters Score: Raw -9087.432458 + Penalty 217.424709 = -8870.007749 nChanged 16 SP:Iteration 2F (139.738228 sec): 3 clusters Score: Raw -9097.952772 + Penalty 219.274523 = -8878.678248 nChanged 10 SP:Iteration 3F (139.738766 sec): 3 clusters Score: Raw -9104.434778 + Penalty 221.146263 = -8883.288515 nChanged 8 SP:Iteration 4Q (139.739302 sec): 3 clusters Score: Raw -9109.737989 + Penalty 222.439338 = -8887.298651 nChanged 6 SP:Iteration 5Q (139.739836 sec): 3 clusters Score: Raw -9111.820507 + Penalty 222.829678 = -8888.990828 nChanged 2 SP:Iteration 6Q (139.740370 sec): 3 clusters Score: Raw -9113.071073 + Penalty 224.080978 = -8888.990095 nChanged 3 SP:Iteration 7F (139.740912 sec): 3 clusters Score: Raw -9114.234908 + Penalty 225.286788 = -8888.948120 nChanged 3 SP:Iteration 8F (139.741449 sec): 3 clusters Score: Raw -9115.691547 + Penalty 227.803727 = -8887.887819 nChanged 4 SP:Iteration 9F (139.741985 sec): 3 clusters Score: Raw -9118.734174 + Penalty 230.777869 = -8887.956305 nChanged 5 SP:Iteration 10F (139.742522 sec): 3 clusters Score: Raw -9120.432618 + Penalty 231.270696 = -8889.161923 nChanged 2 SP:Iteration 11Q (139.743061 sec): 3 clusters Score: Raw -9121.712113 + Penalty 231.293903 = -8890.418210 nChanged 1 SP:Iteration 12Q (139.743597 sec): 3 clusters Score: Raw -9127.247527 + Penalty 230.889533 = -8896.357995 nChanged 3 SP:Iteration 13Q (139.744130 sec): 3 clusters Score: Raw -9132.748024 + Penalty 234.330310 = -8898.417715 nChanged 4 SP:Iteration 14Q (139.744662 sec): 3 clusters Score: Raw -9134.343360 + Penalty 237.037678 = -8897.305682 nChanged 2 SP:Iteration 15F (139.745198 sec): 3 clusters Score: Raw -9135.965054 + Penalty 243.960413 = -8892.004641 nChanged 5 SP:Iteration 16F (139.745734 sec): 3 clusters Score: Raw -9140.641405 + Penalty 252.409650 = -8888.231755 nChanged 5 SP:Iteration 17F (139.746270 sec): 3 clusters Score: Raw -9147.745675 + Penalty 262.529782 = -8885.215893 nChanged 5 SP:Iteration 18F (139.746806 sec): 3 clusters Score: Raw -9158.837360 + Penalty 274.563484 = -8884.273876 nChanged 4 SP:Iteration 19F (139.747342 sec): 3 clusters Score: Raw -9168.902747 + Penalty 278.139035 = -8890.763712 nChanged 1 SP:Iteration 20F (139.747879 sec): 3 clusters Score: Raw -9170.083197 + Penalty 278.139035 = -8891.944162 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 10 (675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.750996 sec): 2 clusters Score: Raw -32847.516720 + Penalty 721.447534 = -32126.069186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.752392 sec): 3 clusters Score: Raw -32605.161435 + Penalty 1446.314139 = -31158.847296 nChanged 196 SP:Iteration 1F (139.753771 sec): 3 clusters Score: Raw -32761.299349 + Penalty 1444.650098 = -31316.649251 nChanged 48 SP:Iteration 2F (139.755141 sec): 3 clusters Score: Raw -32804.376004 + Penalty 1444.168096 = -31360.207908 nChanged 27 SP:Iteration 3Q (139.756517 sec): 3 clusters Score: Raw -32830.299482 + Penalty 1443.952201 = -31386.347280 nChanged 21 SP:Iteration 4Q (139.757872 sec): 3 clusters Score: Raw -32848.088682 + Penalty 1443.753492 = -31404.335190 nChanged 19 SP:Iteration 5Q (139.759219 sec): 3 clusters Score: Raw -32867.727736 + Penalty 1443.276135 = -31424.451600 nChanged 15 SP:Iteration 6Q (139.760546 sec): 3 clusters Score: Raw -32879.227507 + Penalty 1443.267998 = -31435.959509 nChanged 12 SP:Iteration 7Q (139.761869 sec): 3 clusters Score: Raw -32885.989291 + Penalty 1442.402212 = -31443.587079 nChanged 8 SP:Iteration 8Q (139.763226 sec): 3 clusters Score: Raw -32890.399540 + Penalty 1442.427235 = -31447.972305 nChanged 10 SP:Iteration 9Q (139.764551 sec): 3 clusters Score: Raw -32905.261379 + Penalty 1441.464147 = -31463.797231 nChanged 16 SP:Iteration 10F (139.765898 sec): 3 clusters Score: Raw -32928.576536 + Penalty 1440.862314 = -31487.714222 nChanged 17 SP:Iteration 11Q (139.767223 sec): 3 clusters Score: Raw -32944.695262 + Penalty 1440.815982 = -31503.879280 nChanged 9 SP:Iteration 12Q (139.768568 sec): 3 clusters Score: Raw -32953.556643 + Penalty 1440.788257 = -31512.768386 nChanged 9 SP:Iteration 13Q (139.769905 sec): 3 clusters Score: Raw -32963.352599 + Penalty 1441.438913 = -31521.913686 nChanged 7 SP:Iteration 14Q (139.771234 sec): 3 clusters Score: Raw -32968.870262 + Penalty 1441.598282 = -31527.271981 nChanged 2 SP:Iteration 15Q (139.772541 sec): 3 clusters Score: Raw -32969.455506 + Penalty 1441.789871 = -31527.665635 nChanged 2 SP:Iteration 16Q (139.773851 sec): 3 clusters Score: Raw -32970.682454 + Penalty 1441.789871 = -31528.892583 nChanged 0 SP:Iteration 17F (139.775197 sec): 3 clusters Score: Raw -32970.682454 + Penalty 1441.789871 = -31528.892583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 11 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.777713 sec): 2 clusters Score: Raw -5728.484842 + Penalty 314.986209 = -5413.498633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.778174 sec): 3 clusters Score: Raw -5721.731502 + Penalty 700.594824 = -5021.136678 nChanged 28 SP:Iteration 1F (139.778628 sec): 3 clusters Score: Raw -5796.448225 + Penalty 743.918185 = -5052.530040 nChanged 13 SP:Iteration 2F (139.779080 sec): 3 clusters Score: Raw -5838.252941 + Penalty 807.726083 = -5030.526858 nChanged 11 SP:Iteration 3F (139.779530 sec): 3 clusters Score: Raw -5906.369183 + Penalty 825.326309 = -5081.042874 nChanged 4 SP:Iteration 4Q (139.779935 sec): 3 clusters Score: Raw -5930.801196 + Penalty 821.191280 = -5109.609916 nChanged 1 SP:Iteration 5Q (139.780335 sec): 3 clusters Score: Raw -5934.245255 + Penalty 827.257964 = -5106.987291 nChanged 1 SP:Iteration 6F (139.780786 sec): 3 clusters Score: Raw -5941.306392 + Penalty 827.257964 = -5114.048428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 12 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.781734 sec): 2 clusters Score: Raw -9163.290228 + Penalty 359.010294 = -8804.279934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.782279 sec): 3 clusters Score: Raw -9153.976742 + Penalty 710.206576 = -8443.770166 nChanged 58 SP:Iteration 1F (139.782827 sec): 3 clusters Score: Raw -9244.967093 + Penalty 710.222411 = -8534.744682 nChanged 14 SP:Iteration 2F (139.783423 sec): 3 clusters Score: Raw -9268.475996 + Penalty 720.684374 = -8547.791622 nChanged 12 SP:Iteration 3F (139.783976 sec): 3 clusters Score: Raw -9288.421817 + Penalty 728.822030 = -8559.599787 nChanged 4 SP:Iteration 4Q (139.784513 sec): 3 clusters Score: Raw -9294.647769 + Penalty 732.636469 = -8562.011300 nChanged 2 SP:Iteration 5Q (139.785049 sec): 3 clusters Score: Raw -9298.172844 + Penalty 736.092575 = -8562.080269 nChanged 1 SP:Iteration 6Q (139.785583 sec): 3 clusters Score: Raw -9298.719535 + Penalty 736.092575 = -8562.626959 nChanged 0 SP:Iteration 7F (139.786135 sec): 3 clusters Score: Raw -9298.719535 + Penalty 736.092575 = -8562.626959 nChanged 0 Memory request: 0.05 GB would take us to total of 0.41 GB. Trying to split cluster 13 (9585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.827779 sec): 2 clusters Score: Raw -449859.594641 + Penalty 271.935555 = -449587.659086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.845260 sec): 3 clusters Score: Raw -443615.064221 + Penalty 552.687383 = -443062.376838 nChanged 4386 SP:Iteration 1F (139.862501 sec): 3 clusters Score: Raw -446459.459730 + Penalty 575.648502 = -445883.811228 nChanged 1221 SP:Iteration 2F (139.879824 sec): 3 clusters Score: Raw -447277.051489 + Penalty 599.875468 = -446677.176021 nChanged 726 SP:Iteration 3F (139.897135 sec): 3 clusters Score: Raw -447779.491707 + Penalty 619.517640 = -447159.974067 nChanged 523 SP:Iteration 4F (139.914496 sec): 3 clusters Score: Raw -448088.791094 + Penalty 636.469888 = -447452.321205 nChanged 459 SP:Iteration 5Q (139.931857 sec): 3 clusters Score: Raw -448363.008646 + Penalty 656.285955 = -447706.722692 nChanged 401 SP:Iteration 6Q (139.949243 sec): 3 clusters Score: Raw -448612.837190 + Penalty 680.774800 = -447932.062390 nChanged 370 SP:Iteration 7Q (139.966381 sec): 3 clusters Score: Raw -448865.437243 + Penalty 708.768964 = -448156.668278 nChanged 330 SP:Iteration 8Q (139.982829 sec): 3 clusters Score: Raw -449124.600724 + Penalty 745.662489 = -448378.938235 nChanged 283 SP:Iteration 9Q (139.998533 sec): 3 clusters Score: Raw -449394.497337 + Penalty 775.993548 = -448618.503790 nChanged 204 SP:Iteration 10F (140.015893 sec): 3 clusters Score: Raw -449605.538200 + Penalty 786.870431 = -448818.667769 nChanged 102 SP:Iteration 11Q (140.030696 sec): 3 clusters Score: Raw -449669.126983 + Penalty 795.779892 = -448873.347091 nChanged 67 SP:Iteration 12Q (140.045045 sec): 3 clusters Score: Raw -449709.644086 + Penalty 810.489491 = -448899.154595 nChanged 66 SP:Iteration 13Q (140.059280 sec): 3 clusters Score: Raw -449757.698840 + Penalty 824.513107 = -448933.185733 nChanged 56 SP:Iteration 14Q (140.073408 sec): 3 clusters Score: Raw -449795.626074 + Penalty 848.690710 = -448946.935364 nChanged 51 SP:Iteration 15Q (140.087390 sec): 3 clusters Score: Raw -449834.392160 + Penalty 856.575434 = -448977.816727 nChanged 32 SP:Iteration 16Q (140.101405 sec): 3 clusters Score: Raw -449858.987377 + Penalty 866.790593 = -448992.196784 nChanged 43 SP:Iteration 17Q (140.115847 sec): 3 clusters Score: Raw -449891.456066 + Penalty 868.730348 = -449022.725718 nChanged 27 SP:Iteration 18Q (140.129708 sec): 3 clusters Score: Raw -449913.286962 + Penalty 871.993108 = -449041.293854 nChanged 26 SP:Iteration 19Q (140.143415 sec): 3 clusters Score: Raw -449937.771449 + Penalty 863.248181 = -449074.523268 nChanged 19 SP:Iteration 20F (140.160697 sec): 3 clusters Score: Raw -449953.230803 + Penalty 857.094986 = -449096.135817 nChanged 13 SP:Iteration 21Q (140.174492 sec): 3 clusters Score: Raw -449963.543273 + Penalty 853.652816 = -449109.890457 nChanged 7 SP:Iteration 22Q (140.188498 sec): 3 clusters Score: Raw -449967.912205 + Penalty 848.338971 = -449119.573235 nChanged 2 SP:Iteration 23Q (140.202123 sec): 3 clusters Score: Raw -449969.877549 + Penalty 848.338971 = -449121.538578 nChanged 0 SP:Iteration 24F (140.219623 sec): 3 clusters Score: Raw -449969.877549 + Penalty 848.338971 = -449121.538578 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 14 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.227864 sec): 2 clusters Score: Raw -28519.150826 + Penalty 96.068175 = -28423.082650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.229111 sec): 3 clusters Score: Raw -28210.424105 + Penalty 211.479135 = -27998.944969 nChanged 245 SP:Iteration 1F (140.230339 sec): 3 clusters Score: Raw -28540.582556 + Penalty 203.380217 = -28337.202339 nChanged 40 SP:Iteration 2F (140.231563 sec): 3 clusters Score: Raw -28586.523393 + Penalty 204.429806 = -28382.093588 nChanged 10 SP:Iteration 3Q (140.232750 sec): 3 clusters Score: Raw -28592.976792 + Penalty 206.216179 = -28386.760613 nChanged 7 SP:Iteration 4Q (140.233924 sec): 3 clusters Score: Raw -28597.095362 + Penalty 207.501988 = -28389.593374 nChanged 4 SP:Iteration 5Q (140.235073 sec): 3 clusters Score: Raw -28598.780061 + Penalty 208.322281 = -28390.457780 nChanged 1 SP:Iteration 6Q (140.236209 sec): 3 clusters Score: Raw -28599.025027 + Penalty 209.808940 = -28389.216087 nChanged 2 SP:Iteration 7F (140.237467 sec): 3 clusters Score: Raw -28599.230723 + Penalty 209.808940 = -28389.421783 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 15 (652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.240153 sec): 2 clusters Score: Raw -31916.294077 + Penalty 145.140279 = -31771.153798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.241513 sec): 3 clusters Score: Raw -31538.615067 + Penalty 286.065768 = -31252.549298 nChanged 262 SP:Iteration 1F (140.242856 sec): 3 clusters Score: Raw -31689.431449 + Penalty 285.707294 = -31403.724155 nChanged 62 SP:Iteration 2F (140.244209 sec): 3 clusters Score: Raw -31775.340082 + Penalty 289.973630 = -31485.366451 nChanged 54 SP:Iteration 3F (140.245539 sec): 3 clusters Score: Raw -31828.497579 + Penalty 300.823174 = -31527.674405 nChanged 53 SP:Iteration 4F (140.246882 sec): 3 clusters Score: Raw -31868.196431 + Penalty 310.561267 = -31557.635164 nChanged 29 SP:Iteration 5Q (140.248206 sec): 3 clusters Score: Raw -31886.239104 + Penalty 320.769469 = -31565.469635 nChanged 25 SP:Iteration 6Q (140.249511 sec): 3 clusters Score: Raw -31901.817874 + Penalty 331.204540 = -31570.613334 nChanged 20 SP:Iteration 7Q (140.250821 sec): 3 clusters Score: Raw -31912.095395 + Penalty 341.250060 = -31570.845335 nChanged 16 SP:Iteration 8Q (140.252133 sec): 3 clusters Score: Raw -31920.018152 + Penalty 352.266345 = -31567.751806 nChanged 17 SP:Iteration 9F (140.253467 sec): 3 clusters Score: Raw -31929.860431 + Penalty 361.899817 = -31567.960614 nChanged 15 SP:Iteration 10F (140.254804 sec): 3 clusters Score: Raw -31937.405740 + Penalty 369.095129 = -31568.310611 nChanged 13 SP:Iteration 11Q (140.256112 sec): 3 clusters Score: Raw -31945.470524 + Penalty 373.943633 = -31571.526891 nChanged 7 SP:Iteration 12Q (140.257385 sec): 3 clusters Score: Raw -31947.920809 + Penalty 377.813892 = -31570.106917 nChanged 6 SP:Iteration 13F (140.258714 sec): 3 clusters Score: Raw -31949.519800 + Penalty 383.736616 = -31565.783184 nChanged 6 SP:Iteration 14F (140.260045 sec): 3 clusters Score: Raw -31952.826838 + Penalty 393.483568 = -31559.343270 nChanged 9 SP:Iteration 15F (140.261371 sec): 3 clusters Score: Raw -31956.440488 + Penalty 403.236264 = -31553.204224 nChanged 8 SP:Iteration 16F (140.262698 sec): 3 clusters Score: Raw -31964.034946 + Penalty 411.700846 = -31552.334099 nChanged 9 SP:Iteration 17F (140.264028 sec): 3 clusters Score: Raw -31969.565696 + Penalty 418.947721 = -31550.617975 nChanged 6 SP:Iteration 18F (140.265354 sec): 3 clusters Score: Raw -31974.125365 + Penalty 421.281241 = -31552.844124 nChanged 3 SP:Iteration 19Q (140.266556 sec): 3 clusters Score: Raw -31975.793078 + Penalty 422.346820 = -31553.446259 nChanged 1 SP:Iteration 20F (140.267883 sec): 3 clusters Score: Raw -31976.012194 + Penalty 422.346820 = -31553.665374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 16 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.269707 sec): 2 clusters Score: Raw -15435.884128 + Penalty 479.571187 = -14956.312942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.270495 sec): 3 clusters Score: Raw -15326.664175 + Penalty 959.509117 = -14367.155058 nChanged 86 SP:Iteration 1F (140.271269 sec): 3 clusters Score: Raw -15427.443393 + Penalty 957.481051 = -14469.962342 nChanged 39 SP:Iteration 2F (140.272045 sec): 3 clusters Score: Raw -15483.759540 + Penalty 956.946346 = -14526.813194 nChanged 23 SP:Iteration 3F (140.272818 sec): 3 clusters Score: Raw -15509.175402 + Penalty 958.241851 = -14550.933551 nChanged 14 SP:Iteration 4Q (140.273599 sec): 3 clusters Score: Raw -15526.693388 + Penalty 959.016011 = -14567.677378 nChanged 11 SP:Iteration 5Q (140.274354 sec): 3 clusters Score: Raw -15535.555577 + Penalty 959.487075 = -14576.068502 nChanged 5 SP:Iteration 6Q (140.275109 sec): 3 clusters Score: Raw -15538.973424 + Penalty 956.968893 = -14582.004531 nChanged 6 SP:Iteration 7Q (140.275893 sec): 3 clusters Score: Raw -15546.648556 + Penalty 956.387620 = -14590.260937 nChanged 7 SP:Iteration 8Q (140.276648 sec): 3 clusters Score: Raw -15567.841685 + Penalty 961.108055 = -14606.733630 nChanged 5 SP:Iteration 9Q (140.277399 sec): 3 clusters Score: Raw -15572.723585 + Penalty 968.428103 = -14604.295483 nChanged 8 SP:Iteration 10F (140.278173 sec): 3 clusters Score: Raw -15587.875452 + Penalty 988.512886 = -14599.362566 nChanged 15 SP:Iteration 11F (140.278945 sec): 3 clusters Score: Raw -15619.191366 + Penalty 1006.636519 = -14612.554847 nChanged 9 SP:Iteration 12Q (140.279695 sec): 3 clusters Score: Raw -15632.985862 + Penalty 1013.149905 = -14619.835957 nChanged 3 SP:Iteration 13Q (140.280420 sec): 3 clusters Score: Raw -15639.389082 + Penalty 1025.315546 = -14614.073536 nChanged 5 SP:Iteration 14F (140.281192 sec): 3 clusters Score: Raw -15650.193724 + Penalty 1041.384522 = -14608.809202 nChanged 5 SP:Iteration 15F (140.281964 sec): 3 clusters Score: Raw -15659.406848 + Penalty 1044.071017 = -14615.335831 nChanged 1 SP:Iteration 16Q (140.282657 sec): 3 clusters Score: Raw -15660.945498 + Penalty 1044.071017 = -14616.874481 nChanged 0 SP:Iteration 17F (140.283432 sec): 3 clusters Score: Raw -15660.945498 + Penalty 1044.071017 = -14616.874481 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 17 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.284891 sec): 2 clusters Score: Raw -12397.822484 + Penalty 45.650763 = -12352.171720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.285469 sec): 3 clusters Score: Raw -12258.997613 + Penalty 90.697262 = -12168.300352 nChanged 99 SP:Iteration 1F (140.286036 sec): 3 clusters Score: Raw -12333.068465 + Penalty 92.533033 = -12240.535432 nChanged 30 SP:Iteration 2F (140.286601 sec): 3 clusters Score: Raw -12370.518341 + Penalty 105.999696 = -12264.518645 nChanged 21 SP:Iteration 3F (140.287203 sec): 3 clusters Score: Raw -12397.267354 + Penalty 104.077248 = -12293.190106 nChanged 3 SP:Iteration 4Q (140.287798 sec): 3 clusters Score: Raw -12402.973652 + Penalty 104.077248 = -12298.896405 nChanged 0 SP:Iteration 5F (140.288397 sec): 3 clusters Score: Raw -12402.973652 + Penalty 104.077248 = -12298.896405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 18 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.290157 sec): 2 clusters Score: Raw -10043.677979 + Penalty 212.987672 = -9830.690306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.290736 sec): 3 clusters Score: Raw -9951.389524 + Penalty 421.591587 = -9529.797937 nChanged 65 SP:Iteration 1F (140.291305 sec): 3 clusters Score: Raw -10004.586628 + Penalty 419.042134 = -9585.544494 nChanged 19 SP:Iteration 2F (140.291874 sec): 3 clusters Score: Raw -10016.725428 + Penalty 416.214367 = -9600.511060 nChanged 10 SP:Iteration 3Q (140.292436 sec): 3 clusters Score: Raw -10024.649968 + Penalty 414.478460 = -9610.171508 nChanged 6 SP:Iteration 4Q (140.292999 sec): 3 clusters Score: Raw -10037.045779 + Penalty 408.774393 = -9628.271386 nChanged 10 SP:Iteration 5Q (140.293561 sec): 3 clusters Score: Raw -10047.937754 + Penalty 398.258926 = -9649.678828 nChanged 8 SP:Iteration 6Q (140.294121 sec): 3 clusters Score: Raw -10057.126712 + Penalty 399.897226 = -9657.229486 nChanged 3 SP:Iteration 7Q (140.294677 sec): 3 clusters Score: Raw -10059.089666 + Penalty 400.035410 = -9659.054256 nChanged 3 SP:Iteration 8Q (140.295232 sec): 3 clusters Score: Raw -10061.228047 + Penalty 402.525971 = -9658.702076 nChanged 2 SP:Iteration 9F (140.295797 sec): 3 clusters Score: Raw -10062.026539 + Penalty 405.991892 = -9656.034647 nChanged 2 SP:Iteration 10F (140.296363 sec): 3 clusters Score: Raw -10064.243249 + Penalty 411.014495 = -9653.228754 nChanged 3 SP:Iteration 11F (140.296928 sec): 3 clusters Score: Raw -10066.524809 + Penalty 409.515913 = -9657.008895 nChanged 1 SP:Iteration 12Q (140.297513 sec): 3 clusters Score: Raw -10067.926805 + Penalty 409.591772 = -9658.335033 nChanged 1 SP:Iteration 13Q (140.298068 sec): 3 clusters Score: Raw -10071.607692 + Penalty 412.025580 = -9659.582112 nChanged 1 SP:Iteration 14Q (140.298617 sec): 3 clusters Score: Raw -10071.905500 + Penalty 412.025580 = -9659.879920 nChanged 0 SP:Iteration 15F (140.299184 sec): 3 clusters Score: Raw -10071.905500 + Penalty 412.025580 = -9659.879920 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 20 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.302452 sec): 2 clusters Score: Raw -28106.103316 + Penalty 281.514618 = -27824.588699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.303639 sec): 3 clusters Score: Raw -27834.594044 + Penalty 570.036879 = -27264.557165 nChanged 215 SP:Iteration 1F (140.304801 sec): 3 clusters Score: Raw -28069.440119 + Penalty 575.708940 = -27493.731179 nChanged 88 SP:Iteration 2F (140.305991 sec): 3 clusters Score: Raw -28221.852080 + Penalty 582.336252 = -27639.515828 nChanged 44 SP:Iteration 3F (140.307186 sec): 3 clusters Score: Raw -28302.606542 + Penalty 580.623756 = -27721.982786 nChanged 21 SP:Iteration 4Q (140.308330 sec): 3 clusters Score: Raw -28321.139015 + Penalty 586.000252 = -27735.138762 nChanged 10 SP:Iteration 5Q (140.309462 sec): 3 clusters Score: Raw -28341.940732 + Penalty 586.511227 = -27755.429505 nChanged 12 SP:Iteration 6Q (140.310587 sec): 3 clusters Score: Raw -28356.617506 + Penalty 589.089815 = -27767.527691 nChanged 11 SP:Iteration 7Q (140.311771 sec): 3 clusters Score: Raw -28366.539137 + Penalty 589.523817 = -27777.015320 nChanged 5 SP:Iteration 8Q (140.312951 sec): 3 clusters Score: Raw -28368.329957 + Penalty 590.133610 = -27778.196347 nChanged 5 SP:Iteration 9Q (140.314123 sec): 3 clusters Score: Raw -28370.049874 + Penalty 591.509366 = -27778.540507 nChanged 2 SP:Iteration 10F (140.315299 sec): 3 clusters Score: Raw -28370.276557 + Penalty 591.509366 = -27778.767191 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 21 (583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.318041 sec): 2 clusters Score: Raw -27475.019539 + Penalty 202.410508 = -27272.609031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.319283 sec): 3 clusters Score: Raw -27152.149905 + Penalty 405.656905 = -26746.493000 nChanged 242 SP:Iteration 1F (140.320501 sec): 3 clusters Score: Raw -27439.995397 + Penalty 406.748652 = -27033.246744 nChanged 100 SP:Iteration 2F (140.321699 sec): 3 clusters Score: Raw -27571.502532 + Penalty 410.752335 = -27160.750197 nChanged 34 SP:Iteration 3F (140.322898 sec): 3 clusters Score: Raw -27615.416768 + Penalty 416.826021 = -27198.590747 nChanged 12 SP:Iteration 4Q (140.324097 sec): 3 clusters Score: Raw -27629.618840 + Penalty 417.181449 = -27212.437392 nChanged 5 SP:Iteration 5Q (140.325277 sec): 3 clusters Score: Raw -27632.324100 + Penalty 417.054248 = -27215.269852 nChanged 2 SP:Iteration 6Q (140.326456 sec): 3 clusters Score: Raw -27634.292173 + Penalty 416.084275 = -27218.207898 nChanged 3 SP:Iteration 7Q (140.327618 sec): 3 clusters Score: Raw -27637.085829 + Penalty 416.089410 = -27220.996419 nChanged 4 SP:Iteration 8Q (140.328783 sec): 3 clusters Score: Raw -27638.163519 + Penalty 416.089410 = -27222.074109 nChanged 0 SP:Iteration 9F (140.330015 sec): 3 clusters Score: Raw -27638.163519 + Penalty 416.089410 = -27222.074109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 22 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.331393 sec): 2 clusters Score: Raw -6491.318681 + Penalty 276.840289 = -6214.478392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.331898 sec): 3 clusters Score: Raw -6480.995403 + Penalty 555.174162 = -5925.821241 nChanged 38 SP:Iteration 1F (140.332393 sec): 3 clusters Score: Raw -6537.625695 + Penalty 556.126757 = -5981.498937 nChanged 11 SP:Iteration 2F (140.332918 sec): 3 clusters Score: Raw -6566.458677 + Penalty 556.409145 = -6010.049532 nChanged 6 SP:Iteration 3Q (140.333394 sec): 3 clusters Score: Raw -6584.954710 + Penalty 555.067285 = -6029.887426 nChanged 5 SP:Iteration 4Q (140.333862 sec): 3 clusters Score: Raw -6599.412554 + Penalty 554.876181 = -6044.536373 nChanged 5 SP:Iteration 5Q (140.334323 sec): 3 clusters Score: Raw -6615.483826 + Penalty 553.335770 = -6062.148056 nChanged 7 SP:Iteration 6Q (140.334784 sec): 3 clusters Score: Raw -6647.089472 + Penalty 550.985359 = -6096.104112 nChanged 3 SP:Iteration 7Q (140.335237 sec): 3 clusters Score: Raw -6658.639464 + Penalty 550.124741 = -6108.514722 nChanged 1 SP:Iteration 8Q (140.335689 sec): 3 clusters Score: Raw -6660.990330 + Penalty 550.124741 = -6110.865589 nChanged 0 SP:Iteration 9F (140.336181 sec): 3 clusters Score: Raw -6660.990330 + Penalty 550.124741 = -6110.865589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 23 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.337507 sec): 2 clusters Score: Raw -8827.324047 + Penalty 204.955527 = -8622.368520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.338070 sec): 3 clusters Score: Raw -8746.399825 + Penalty 399.691159 = -8346.708665 nChanged 53 SP:Iteration 1F (140.338622 sec): 3 clusters Score: Raw -8776.215814 + Penalty 394.720098 = -8381.495716 nChanged 14 SP:Iteration 2F (140.339173 sec): 3 clusters Score: Raw -8796.238328 + Penalty 394.192195 = -8402.046133 nChanged 11 SP:Iteration 3F (140.339721 sec): 3 clusters Score: Raw -8805.966348 + Penalty 396.750430 = -8409.215918 nChanged 9 SP:Iteration 4Q (140.340263 sec): 3 clusters Score: Raw -8819.079977 + Penalty 398.410479 = -8420.669497 nChanged 7 SP:Iteration 5Q (140.340804 sec): 3 clusters Score: Raw -8833.822866 + Penalty 400.020705 = -8433.802161 nChanged 7 SP:Iteration 6Q (140.341341 sec): 3 clusters Score: Raw -8842.869922 + Penalty 401.399998 = -8441.469924 nChanged 4 SP:Iteration 7Q (140.341876 sec): 3 clusters Score: Raw -8847.318800 + Penalty 402.853894 = -8444.464906 nChanged 2 SP:Iteration 8Q (140.342412 sec): 3 clusters Score: Raw -8848.074737 + Penalty 403.630149 = -8444.444588 nChanged 1 SP:Iteration 9F (140.342959 sec): 3 clusters Score: Raw -8848.487320 + Penalty 403.630149 = -8444.857171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 25 (479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.345007 sec): 2 clusters Score: Raw -24161.530555 + Penalty 85.583940 = -24075.946615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.346052 sec): 3 clusters Score: Raw -23872.600545 + Penalty 207.024821 = -23665.575724 nChanged 211 SP:Iteration 1F (140.347074 sec): 3 clusters Score: Raw -24067.874483 + Penalty 219.281158 = -23848.593325 nChanged 27 SP:Iteration 2F (140.348097 sec): 3 clusters Score: Raw -24091.058303 + Penalty 247.544400 = -23843.513903 nChanged 25 SP:Iteration 3F (140.349121 sec): 3 clusters Score: Raw -24133.060922 + Penalty 282.773687 = -23850.287236 nChanged 16 SP:Iteration 4Q (140.350103 sec): 3 clusters Score: Raw -24158.136810 + Penalty 298.993040 = -23859.143770 nChanged 3 SP:Iteration 5Q (140.350980 sec): 3 clusters Score: Raw -24158.804363 + Penalty 315.105694 = -23843.698669 nChanged 4 SP:Iteration 6F (140.352002 sec): 3 clusters Score: Raw -24159.726800 + Penalty 347.310045 = -23812.416755 nChanged 4 SP:Iteration 7F (140.353022 sec): 3 clusters Score: Raw -24162.081114 + Penalty 442.784612 = -23719.296502 nChanged 8 SP:Iteration 8F (140.354046 sec): 3 clusters Score: Raw -24171.538522 + Penalty 490.154756 = -23681.383765 nChanged 2 SP:Iteration 9F (140.355065 sec): 3 clusters Score: Raw -24173.897717 + Penalty 490.154756 = -23683.742961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 30 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.356763 sec): 2 clusters Score: Raw -13973.296473 + Penalty 517.469599 = -13455.826874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.357483 sec): 3 clusters Score: Raw -13885.437780 + Penalty 1035.932937 = -12849.504843 nChanged 84 SP:Iteration 1F (140.358192 sec): 3 clusters Score: Raw -13992.985835 + Penalty 1044.713294 = -12948.272541 nChanged 37 SP:Iteration 2F (140.358900 sec): 3 clusters Score: Raw -14049.297160 + Penalty 1053.184164 = -12996.112996 nChanged 21 SP:Iteration 3F (140.359606 sec): 3 clusters Score: Raw -14074.741059 + Penalty 1058.903652 = -13015.837406 nChanged 6 SP:Iteration 4Q (140.360292 sec): 3 clusters Score: Raw -14081.338921 + Penalty 1063.340808 = -13017.998113 nChanged 3 SP:Iteration 5Q (140.360975 sec): 3 clusters Score: Raw -14086.181884 + Penalty 1066.868387 = -13019.313498 nChanged 3 SP:Iteration 6Q (140.361658 sec): 3 clusters Score: Raw -14091.485627 + Penalty 1066.959192 = -13024.526435 nChanged 2 SP:Iteration 7Q (140.362335 sec): 3 clusters Score: Raw -14094.772519 + Penalty 1066.959192 = -13027.813327 nChanged 0 SP:Iteration 8F (140.363041 sec): 3 clusters Score: Raw -14094.772519 + Penalty 1066.959192 = -13027.813327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 31 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.364337 sec): 2 clusters Score: Raw -9498.968744 + Penalty 375.124281 = -9123.844463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.364852 sec): 3 clusters Score: Raw -9473.178770 + Penalty 750.187130 = -8722.991640 nChanged 43 SP:Iteration 1F (140.365357 sec): 3 clusters Score: Raw -9527.658326 + Penalty 750.586260 = -8777.072067 nChanged 11 SP:Iteration 2F (140.365861 sec): 3 clusters Score: Raw -9549.238591 + Penalty 750.734823 = -8798.503768 nChanged 6 SP:Iteration 3Q (140.366351 sec): 3 clusters Score: Raw -9560.291805 + Penalty 751.416740 = -8808.875065 nChanged 5 SP:Iteration 4Q (140.366840 sec): 3 clusters Score: Raw -9564.743979 + Penalty 751.416740 = -8813.327238 nChanged 0 SP:Iteration 5F (140.367344 sec): 3 clusters Score: Raw -9564.743979 + Penalty 751.416740 = -8813.327238 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 33 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.368953 sec): 2 clusters Score: Raw -14441.859936 + Penalty 734.236234 = -13707.623702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.369713 sec): 3 clusters Score: Raw -14429.326593 + Penalty 1469.919411 = -12959.407182 nChanged 61 SP:Iteration 1F (140.370460 sec): 3 clusters Score: Raw -14525.204383 + Penalty 1470.865881 = -13054.338502 nChanged 19 SP:Iteration 2F (140.371207 sec): 3 clusters Score: Raw -14559.897507 + Penalty 1471.959501 = -13087.938006 nChanged 10 SP:Iteration 3Q (140.371923 sec): 3 clusters Score: Raw -14584.119494 + Penalty 1472.725492 = -13111.394002 nChanged 10 SP:Iteration 4Q (140.372634 sec): 3 clusters Score: Raw -14615.242115 + Penalty 1474.855951 = -13140.386164 nChanged 9 SP:Iteration 5Q (140.373342 sec): 3 clusters Score: Raw -14625.800368 + Penalty 1475.500729 = -13150.299638 nChanged 2 SP:Iteration 6Q (140.374061 sec): 3 clusters Score: Raw -14627.431376 + Penalty 1475.838276 = -13151.593101 nChanged 1 SP:Iteration 7Q (140.374759 sec): 3 clusters Score: Raw -14629.516703 + Penalty 1476.401436 = -13153.115267 nChanged 2 SP:Iteration 8Q (140.375456 sec): 3 clusters Score: Raw -14630.364371 + Penalty 1476.401436 = -13153.962935 nChanged 0 SP:Iteration 9F (140.376201 sec): 3 clusters Score: Raw -14630.364371 + Penalty 1476.401436 = -13153.962935 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 34 (575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.379546 sec): 2 clusters Score: Raw -27166.631416 + Penalty 682.294239 = -26484.337177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.380798 sec): 3 clusters Score: Raw -26926.431322 + Penalty 1368.414494 = -25558.016828 nChanged 150 SP:Iteration 1F (140.382006 sec): 3 clusters Score: Raw -27049.748107 + Penalty 1372.699833 = -25677.048274 nChanged 60 SP:Iteration 2F (140.383205 sec): 3 clusters Score: Raw -27119.186535 + Penalty 1378.273029 = -25740.913505 nChanged 36 SP:Iteration 3F (140.384407 sec): 3 clusters Score: Raw -27156.389353 + Penalty 1383.195096 = -25773.194257 nChanged 26 SP:Iteration 4Q (140.385580 sec): 3 clusters Score: Raw -27180.076648 + Penalty 1387.605312 = -25792.471336 nChanged 15 SP:Iteration 5Q (140.386750 sec): 3 clusters Score: Raw -27193.584114 + Penalty 1398.308725 = -25795.275390 nChanged 15 SP:Iteration 6Q (140.387942 sec): 3 clusters Score: Raw -27207.904829 + Penalty 1400.468858 = -25807.435971 nChanged 11 SP:Iteration 7Q (140.389121 sec): 3 clusters Score: Raw -27220.466822 + Penalty 1407.343796 = -25813.123027 nChanged 10 SP:Iteration 8Q (140.390298 sec): 3 clusters Score: Raw -27230.226401 + Penalty 1415.036450 = -25815.189952 nChanged 9 SP:Iteration 9Q (140.391474 sec): 3 clusters Score: Raw -27242.662988 + Penalty 1420.617389 = -25822.045599 nChanged 7 SP:Iteration 10F (140.392666 sec): 3 clusters Score: Raw -27253.688680 + Penalty 1429.010982 = -25824.677699 nChanged 6 SP:Iteration 11Q (140.393837 sec): 3 clusters Score: Raw -27261.020127 + Penalty 1429.010982 = -25832.009145 nChanged 0 SP:Iteration 12F (140.395037 sec): 3 clusters Score: Raw -27261.020127 + Penalty 1429.010982 = -25832.009145 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 39 (574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.397878 sec): 2 clusters Score: Raw -26435.210449 + Penalty 367.110152 = -26068.100297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.399105 sec): 3 clusters Score: Raw -26151.322308 + Penalty 741.460795 = -25409.861513 nChanged 183 SP:Iteration 1F (140.400310 sec): 3 clusters Score: Raw -26287.429874 + Penalty 752.592431 = -25534.837442 nChanged 61 SP:Iteration 2F (140.401509 sec): 3 clusters Score: Raw -26344.844133 + Penalty 760.680740 = -25584.163393 nChanged 36 SP:Iteration 3F (140.402707 sec): 3 clusters Score: Raw -26384.510843 + Penalty 770.496093 = -25614.014750 nChanged 31 SP:Iteration 4F (140.403911 sec): 3 clusters Score: Raw -26425.170069 + Penalty 772.655052 = -25652.515017 nChanged 16 SP:Iteration 5Q (140.405060 sec): 3 clusters Score: Raw -26440.533212 + Penalty 774.680419 = -25665.852793 nChanged 20 SP:Iteration 6Q (140.406202 sec): 3 clusters Score: Raw -26459.102590 + Penalty 780.615286 = -25678.487303 nChanged 16 SP:Iteration 7Q (140.407334 sec): 3 clusters Score: Raw -26475.154551 + Penalty 782.169647 = -25692.984904 nChanged 13 SP:Iteration 8Q (140.408459 sec): 3 clusters Score: Raw -26491.514630 + Penalty 784.478304 = -25707.036326 nChanged 9 SP:Iteration 9Q (140.409593 sec): 3 clusters Score: Raw -26502.513340 + Penalty 786.235975 = -25716.277365 nChanged 6 SP:Iteration 10F (140.410796 sec): 3 clusters Score: Raw -26506.499054 + Penalty 788.255867 = -25718.243187 nChanged 2 SP:Iteration 11Q (140.411900 sec): 3 clusters Score: Raw -26506.803135 + Penalty 789.786456 = -25717.016679 nChanged 1 SP:Iteration 12F (140.413096 sec): 3 clusters Score: Raw -26506.915405 + Penalty 791.162915 = -25715.752490 nChanged 1 SP:Iteration 13F (140.414318 sec): 3 clusters Score: Raw -26507.165116 + Penalty 793.682458 = -25713.482657 nChanged 2 SP:Iteration 14F (140.415514 sec): 3 clusters Score: Raw -26507.399992 + Penalty 793.682458 = -25713.717533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 41 (450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.417961 sec): 2 clusters Score: Raw -22071.728623 + Penalty 509.326366 = -21562.402257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.418995 sec): 3 clusters Score: Raw -21894.580203 + Penalty 1018.930301 = -20875.649901 nChanged 128 SP:Iteration 1F (140.419979 sec): 3 clusters Score: Raw -22011.696971 + Penalty 1018.026526 = -20993.670445 nChanged 43 SP:Iteration 2F (140.420962 sec): 3 clusters Score: Raw -22051.901450 + Penalty 1015.037625 = -21036.863824 nChanged 27 SP:Iteration 3F (140.421946 sec): 3 clusters Score: Raw -22084.838812 + Penalty 1012.333551 = -21072.505262 nChanged 18 SP:Iteration 4Q (140.422911 sec): 3 clusters Score: Raw -22101.931427 + Penalty 1010.018431 = -21091.912996 nChanged 7 SP:Iteration 5Q (140.423876 sec): 3 clusters Score: Raw -22106.191835 + Penalty 1009.810481 = -21096.381353 nChanged 3 SP:Iteration 6Q (140.424833 sec): 3 clusters Score: Raw -22108.133683 + Penalty 1009.646356 = -21098.487327 nChanged 1 SP:Iteration 7Q (140.425788 sec): 3 clusters Score: Raw -22108.297136 + Penalty 1009.646356 = -21098.650780 nChanged 0 SP:Iteration 8F (140.426765 sec): 3 clusters Score: Raw -22108.297136 + Penalty 1009.646356 = -21098.650780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 43 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.428715 sec): 2 clusters Score: Raw -8226.066815 + Penalty 734.416933 = -7491.649882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.429342 sec): 3 clusters Score: Raw -8293.103811 + Penalty 1468.903684 = -6824.200126 nChanged 49 SP:Iteration 1F (140.429958 sec): 3 clusters Score: Raw -8466.771908 + Penalty 1469.463066 = -6997.308842 nChanged 18 SP:Iteration 2F (140.430573 sec): 3 clusters Score: Raw -8525.177930 + Penalty 1469.543634 = -7055.634296 nChanged 9 SP:Iteration 3Q (140.431139 sec): 3 clusters Score: Raw -8555.179765 + Penalty 1469.543634 = -7085.636131 nChanged 0 SP:Iteration 4F (140.431752 sec): 3 clusters Score: Raw -8555.179765 + Penalty 1469.543634 = -7085.636131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 49 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.433563 sec): 2 clusters Score: Raw -12798.127008 + Penalty 211.598240 = -12586.528768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.434319 sec): 3 clusters Score: Raw -12715.824990 + Penalty 498.804654 = -12217.020335 nChanged 102 SP:Iteration 1F (140.435058 sec): 3 clusters Score: Raw -12867.765012 + Penalty 574.746609 = -12293.018403 nChanged 30 SP:Iteration 2F (140.435793 sec): 3 clusters Score: Raw -12919.116433 + Penalty 648.530316 = -12270.586117 nChanged 14 SP:Iteration 3F (140.436530 sec): 3 clusters Score: Raw -12953.300087 + Penalty 658.720808 = -12294.579279 nChanged 8 SP:Iteration 4Q (140.437211 sec): 3 clusters Score: Raw -12983.171918 + Penalty 667.400423 = -12315.771495 nChanged 4 SP:Iteration 5Q (140.437866 sec): 3 clusters Score: Raw -12991.256125 + Penalty 673.485119 = -12317.771006 nChanged 1 SP:Iteration 6Q (140.438514 sec): 3 clusters Score: Raw -12994.131165 + Penalty 673.485119 = -12320.646046 nChanged 0 SP:Iteration 7F (140.439250 sec): 3 clusters Score: Raw -12994.131165 + Penalty 673.485119 = -12320.646046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 51 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.440311 sec): 2 clusters Score: Raw -10992.238567 + Penalty 295.107970 = -10697.130597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.440912 sec): 3 clusters Score: Raw -10892.367473 + Penalty 598.356221 = -10294.011253 nChanged 64 SP:Iteration 1F (140.441507 sec): 3 clusters Score: Raw -10957.858045 + Penalty 613.200257 = -10344.657788 nChanged 26 SP:Iteration 2F (140.442099 sec): 3 clusters Score: Raw -10985.551679 + Penalty 624.165638 = -10361.386041 nChanged 9 SP:Iteration 3Q (140.442682 sec): 3 clusters Score: Raw -10994.311461 + Penalty 631.116755 = -10363.194706 nChanged 5 SP:Iteration 4Q (140.443266 sec): 3 clusters Score: Raw -10997.514862 + Penalty 642.693790 = -10354.821072 nChanged 6 SP:Iteration 5F (140.443887 sec): 3 clusters Score: Raw -11002.728354 + Penalty 650.059972 = -10352.668381 nChanged 4 SP:Iteration 6F (140.444478 sec): 3 clusters Score: Raw -11005.516579 + Penalty 656.443470 = -10349.073109 nChanged 3 SP:Iteration 7F (140.445069 sec): 3 clusters Score: Raw -11007.315879 + Penalty 659.425902 = -10347.889978 nChanged 1 SP:Iteration 8F (140.445660 sec): 3 clusters Score: Raw -11008.628013 + Penalty 659.425902 = -10349.202111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 60 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.446918 sec): 2 clusters Score: Raw -15280.131485 + Penalty 457.116391 = -14823.015094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.447647 sec): 3 clusters Score: Raw -15181.520117 + Penalty 914.409622 = -14267.110495 nChanged 71 SP:Iteration 1F (140.448361 sec): 3 clusters Score: Raw -15241.696726 + Penalty 915.111413 = -14326.585314 nChanged 14 SP:Iteration 2Q (140.449073 sec): 3 clusters Score: Raw -15254.436513 + Penalty 914.989258 = -14339.447254 nChanged 8 SP:Iteration 3Q (140.449781 sec): 3 clusters Score: Raw -15262.332609 + Penalty 915.093935 = -14347.238674 nChanged 5 SP:Iteration 4Q (140.450489 sec): 3 clusters Score: Raw -15267.527716 + Penalty 914.813121 = -14352.714595 nChanged 2 SP:Iteration 5Q (140.451196 sec): 3 clusters Score: Raw -15273.369918 + Penalty 914.771942 = -14358.597976 nChanged 2 SP:Iteration 6Q (140.451900 sec): 3 clusters Score: Raw -15273.723734 + Penalty 914.771942 = -14358.951792 nChanged 0 SP:Iteration 7F (140.452612 sec): 3 clusters Score: Raw -15273.723734 + Penalty 914.771942 = -14358.951792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 110 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.453989 sec): 2 clusters Score: Raw -14174.754035 + Penalty 466.228954 = -13708.525081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.454798 sec): 3 clusters Score: Raw -14093.370765 + Penalty 946.781550 = -13146.589216 nChanged 90 SP:Iteration 1F (140.455593 sec): 3 clusters Score: Raw -14240.291358 + Penalty 966.932102 = -13273.359256 nChanged 38 SP:Iteration 2F (140.456385 sec): 3 clusters Score: Raw -14322.826597 + Penalty 975.828932 = -13346.997664 nChanged 15 SP:Iteration 3Q (140.457139 sec): 3 clusters Score: Raw -14357.432337 + Penalty 979.177468 = -13378.254869 nChanged 9 SP:Iteration 4Q (140.457885 sec): 3 clusters Score: Raw -14370.674806 + Penalty 977.971478 = -13392.703328 nChanged 1 SP:Iteration 5Q (140.458628 sec): 3 clusters Score: Raw -14371.674419 + Penalty 977.971478 = -13393.702941 nChanged 0 SP:Iteration 6F (140.459417 sec): 3 clusters Score: Raw -14371.674419 + Penalty 977.971478 = -13393.702941 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 112 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.460582 sec): 2 clusters Score: Raw -13748.924943 + Penalty 523.286002 = -13225.638941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.461254 sec): 3 clusters Score: Raw -13700.237903 + Penalty 1046.572005 = -12653.665898 nChanged 56 SP:Iteration 1F (140.461916 sec): 3 clusters Score: Raw -13763.835957 + Penalty 1046.572005 = -12717.263952 nChanged 28 SP:Iteration 2F (140.462575 sec): 3 clusters Score: Raw -13805.172891 + Penalty 1047.050009 = -12758.122882 nChanged 8 SP:Iteration 3Q (140.463221 sec): 3 clusters Score: Raw -13814.586526 + Penalty 1047.424257 = -12767.162269 nChanged 8 SP:Iteration 4Q (140.463865 sec): 3 clusters Score: Raw -13825.036046 + Penalty 1047.986856 = -12777.049190 nChanged 4 SP:Iteration 5Q (140.464502 sec): 3 clusters Score: Raw -13833.587434 + Penalty 1048.955651 = -12784.631783 nChanged 4 SP:Iteration 6Q (140.465132 sec): 3 clusters Score: Raw -13847.567050 + Penalty 1050.428461 = -12797.138589 nChanged 5 SP:Iteration 7Q (140.465791 sec): 3 clusters Score: Raw -13859.926232 + Penalty 1050.215129 = -12809.711103 nChanged 5 SP:Iteration 8Q (140.466419 sec): 3 clusters Score: Raw -13865.996574 + Penalty 1049.438275 = -12816.558299 nChanged 2 SP:Iteration 9Q (140.467042 sec): 3 clusters Score: Raw -13867.865720 + Penalty 1049.689514 = -12818.176206 nChanged 1 SP:Iteration 10F (140.467701 sec): 3 clusters Score: Raw -13869.830607 + Penalty 1049.689514 = -12820.141093 nChanged 0 Memory request: 0.03 GB would take us to total of 0.39 GB. Trying to split cluster 157 (5548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.485304 sec): 2 clusters Score: Raw -263381.313022 + Penalty 81.607035 = -263299.705987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.495419 sec): 3 clusters Score: Raw -259727.858129 + Penalty 172.545319 = -259555.312810 nChanged 2612 SP:Iteration 1F (140.505392 sec): 3 clusters Score: Raw -262171.885987 + Penalty 175.639286 = -261996.246702 nChanged 442 SP:Iteration 2F (140.515663 sec): 3 clusters Score: Raw -262697.640002 + Penalty 178.309731 = -262519.330271 nChanged 248 SP:Iteration 3Q (140.525260 sec): 3 clusters Score: Raw -262861.746810 + Penalty 179.049002 = -262682.697809 nChanged 151 SP:Iteration 4Q (140.534325 sec): 3 clusters Score: Raw -262962.970779 + Penalty 180.995885 = -262781.974894 nChanged 127 SP:Iteration 5Q (140.543039 sec): 3 clusters Score: Raw -263046.676123 + Penalty 182.002981 = -262864.673142 nChanged 86 SP:Iteration 6Q (140.551573 sec): 3 clusters Score: Raw -263092.641944 + Penalty 182.879936 = -262909.762008 nChanged 64 SP:Iteration 7Q (140.559995 sec): 3 clusters Score: Raw -263124.991519 + Penalty 180.601505 = -262944.390014 nChanged 54 SP:Iteration 8Q (140.568340 sec): 3 clusters Score: Raw -263158.972526 + Penalty 181.827335 = -262977.145190 nChanged 48 SP:Iteration 9Q (140.576618 sec): 3 clusters Score: Raw -263201.848502 + Penalty 182.557753 = -263019.290750 nChanged 57 SP:Iteration 10F (140.586523 sec): 3 clusters Score: Raw -263244.934885 + Penalty 185.109336 = -263059.825549 nChanged 50 SP:Iteration 11Q (140.594769 sec): 3 clusters Score: Raw -263275.186130 + Penalty 184.223099 = -263090.963031 nChanged 34 SP:Iteration 12Q (140.603053 sec): 3 clusters Score: Raw -263287.678243 + Penalty 184.505824 = -263103.172419 nChanged 28 SP:Iteration 13Q (140.611166 sec): 3 clusters Score: Raw -263296.501348 + Penalty 185.711275 = -263110.790073 nChanged 23 SP:Iteration 14Q (140.619750 sec): 3 clusters Score: Raw -263302.531591 + Penalty 186.288697 = -263116.242894 nChanged 23 SP:Iteration 15Q (140.628227 sec): 3 clusters Score: Raw -263311.245979 + Penalty 187.536223 = -263123.709756 nChanged 13 SP:Iteration 16Q (140.636296 sec): 3 clusters Score: Raw -263314.427020 + Penalty 188.884625 = -263125.542394 nChanged 13 SP:Iteration 17Q (140.644454 sec): 3 clusters Score: Raw -263316.324433 + Penalty 188.338188 = -263127.986245 nChanged 7 SP:Iteration 18Q (140.652566 sec): 3 clusters Score: Raw -263317.774519 + Penalty 188.685603 = -263129.088916 nChanged 7 SP:Iteration 19Q (140.660748 sec): 3 clusters Score: Raw -263318.683995 + Penalty 189.122956 = -263129.561040 nChanged 4 SP:Iteration 20F (140.670781 sec): 3 clusters Score: Raw -263318.988176 + Penalty 189.401010 = -263129.587166 nChanged 3 SP:Iteration 21Q (140.678805 sec): 3 clusters Score: Raw -263319.352324 + Penalty 189.905936 = -263129.446388 nChanged 4 SP:Iteration 22F (140.688703 sec): 3 clusters Score: Raw -263319.757733 + Penalty 190.362450 = -263129.395283 nChanged 3 SP:Iteration 23F (140.699168 sec): 3 clusters Score: Raw -263319.952071 + Penalty 190.307337 = -263129.644735 nChanged 2 SP:Iteration 24Q (140.707379 sec): 3 clusters Score: Raw -263319.952959 + Penalty 189.791322 = -263130.161637 nChanged 1 SP:Iteration 25Q (140.715778 sec): 3 clusters Score: Raw -263320.078964 + Penalty 189.874653 = -263130.204311 nChanged 2 SP:Iteration 26Q (140.724431 sec): 3 clusters Score: Raw -263320.205353 + Penalty 189.874653 = -263130.330700 nChanged 0 SP:Iteration 27F (140.734367 sec): 3 clusters Score: Raw -263320.205353 + Penalty 189.874653 = -263130.330700 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 159 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.741654 sec): 2 clusters Score: Raw -37702.477572 + Penalty 70.142444 = -37632.335128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.743213 sec): 3 clusters Score: Raw -37229.523977 + Penalty 139.319076 = -37090.204900 nChanged 350 SP:Iteration 1F (140.744743 sec): 3 clusters Score: Raw -37513.286186 + Penalty 137.253463 = -37376.032723 nChanged 60 SP:Iteration 2F (140.746271 sec): 3 clusters Score: Raw -37556.534640 + Penalty 137.726021 = -37418.808619 nChanged 42 SP:Iteration 3F (140.747795 sec): 3 clusters Score: Raw -37593.958587 + Penalty 137.069722 = -37456.888865 nChanged 30 SP:Iteration 4Q (140.749289 sec): 3 clusters Score: Raw -37617.346612 + Penalty 137.789322 = -37479.557290 nChanged 27 SP:Iteration 5Q (140.750755 sec): 3 clusters Score: Raw -37630.310994 + Penalty 139.295921 = -37491.015073 nChanged 25 SP:Iteration 6Q (140.752203 sec): 3 clusters Score: Raw -37642.798147 + Penalty 140.451359 = -37502.346789 nChanged 20 SP:Iteration 7Q (140.753640 sec): 3 clusters Score: Raw -37651.746078 + Penalty 140.930832 = -37510.815247 nChanged 15 SP:Iteration 8Q (140.755059 sec): 3 clusters Score: Raw -37658.713364 + Penalty 142.157926 = -37516.555438 nChanged 15 SP:Iteration 9Q (140.756511 sec): 3 clusters Score: Raw -37665.592326 + Penalty 142.044338 = -37523.547988 nChanged 15 SP:Iteration 10F (140.758054 sec): 3 clusters Score: Raw -37674.036737 + Penalty 142.914290 = -37531.122447 nChanged 17 SP:Iteration 11Q (140.759469 sec): 3 clusters Score: Raw -37685.536149 + Penalty 147.703663 = -37537.832486 nChanged 21 SP:Iteration 12Q (140.760872 sec): 3 clusters Score: Raw -37702.956394 + Penalty 150.985121 = -37551.971273 nChanged 20 SP:Iteration 13Q (140.762303 sec): 3 clusters Score: Raw -37721.931775 + Penalty 155.548599 = -37566.383176 nChanged 15 SP:Iteration 14Q (140.763706 sec): 3 clusters Score: Raw -37736.238132 + Penalty 157.463044 = -37578.775088 nChanged 7 SP:Iteration 15Q (140.765085 sec): 3 clusters Score: Raw -37741.412187 + Penalty 153.060112 = -37588.352075 nChanged 3 SP:Iteration 16Q (140.766440 sec): 3 clusters Score: Raw -37746.641561 + Penalty 154.306146 = -37592.335415 nChanged 2 SP:Iteration 17Q (140.767711 sec): 3 clusters Score: Raw -37747.614504 + Penalty 156.397073 = -37591.217431 nChanged 1 SP:Iteration 18F (140.769249 sec): 3 clusters Score: Raw -37747.808585 + Penalty 156.397073 = -37591.411512 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 167 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.770897 sec): 2 clusters Score: Raw -12567.248600 + Penalty 268.734585 = -12298.514015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.771585 sec): 3 clusters Score: Raw -12440.940823 + Penalty 537.658385 = -11903.282438 nChanged 68 SP:Iteration 1F (140.772259 sec): 3 clusters Score: Raw -12480.544007 + Penalty 538.347777 = -11942.196230 nChanged 31 SP:Iteration 2F (140.772933 sec): 3 clusters Score: Raw -12509.853981 + Penalty 552.789443 = -11957.064538 nChanged 31 SP:Iteration 3F (140.773609 sec): 3 clusters Score: Raw -12551.727966 + Penalty 563.253201 = -11988.474764 nChanged 19 SP:Iteration 4F (140.774281 sec): 3 clusters Score: Raw -12579.547766 + Penalty 576.865863 = -12002.681903 nChanged 15 SP:Iteration 5F (140.774951 sec): 3 clusters Score: Raw -12598.757575 + Penalty 586.825868 = -12011.931707 nChanged 10 SP:Iteration 6Q (140.775599 sec): 3 clusters Score: Raw -12607.292136 + Penalty 596.458299 = -12010.833837 nChanged 10 SP:Iteration 7F (140.776272 sec): 3 clusters Score: Raw -12626.556004 + Penalty 600.968817 = -12025.587187 nChanged 6 SP:Iteration 8Q (140.776909 sec): 3 clusters Score: Raw -12637.793729 + Penalty 602.512953 = -12035.280776 nChanged 2 SP:Iteration 9Q (140.777572 sec): 3 clusters Score: Raw -12640.091575 + Penalty 604.759392 = -12035.332183 nChanged 2 SP:Iteration 10F (140.778263 sec): 3 clusters Score: Raw -12642.700226 + Penalty 606.389098 = -12036.311128 nChanged 1 SP:Iteration 11Q (140.778888 sec): 3 clusters Score: Raw -12645.007008 + Penalty 606.389098 = -12038.617910 nChanged 0 SP:Iteration 12F (140.779586 sec): 3 clusters Score: Raw -12645.007008 + Penalty 606.389098 = -12038.617910 nChanged 0 Time taken for this iteration:139.703371 seconds. 300->39 Clusters: Score -1743622.029111, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 231 (time per iteration =609.635121 ms) Total iterations: 3803 (time per iteration =37.030164 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 9188032500.000000 (time per metric unit =15.327080ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 229700812500.000000 (time per metric unit=613.083217ps) That took 140.825713 seconds. FileBase PeterP-2014-03-27_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 0.45 and 0.68 GB of RAM. Memory request: 0.23 GB would take us to total of 0.23 GB. ---------------------------------------------------------- Loaded 49731 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 49731 points ------ Starting initial clusters from distinct float masks Not enough masks (249) to generate starting clusters (300), so starting with (250) clusters instead. Assigned 250 initial classes from 249 unique masks. Deleting Class 226 (3 points): Lose 13.660068 but Gain 1612.412119 Iteration 0F (7.120816 sec): 249 clusters Score: Raw -2418086.463857 + Penalty 276542.954371 = -2141543.509487 nChanged 10399 Deleting Class 238 (2 points): Lose 43.553960 but Gain 1640.925571 Iteration 1F (12.796667 sec): 247 clusters Score: Raw -2439367.401724 + Penalty 273046.282415 = -2166321.119309 nChanged 3371 Deleting Class 203 (2 points): Lose 35.204433 but Gain 1619.420020 Iteration 2F (18.409609 sec): 244 clusters Score: Raw -2445922.062932 + Penalty 271170.355543 = -2174751.707390 nChanged 2001 Deleting Class 239 (3 points): Lose 74.602164 but Gain 1636.191910 Iteration 3Q (19.215554 sec): 243 clusters Score: Raw -2448719.310557 + Penalty 269409.343993 = -2179309.966564 nChanged 1514 Deleting Class 100 (6 points): Lose 170.527265 but Gain 1668.493949 Iteration 4Q (19.915763 sec): 242 clusters Score: Raw -2450260.029092 + Penalty 267699.675158 = -2182560.353934 nChanged 1325 Deleting Class 237 (6 points): Lose 82.810475 but Gain 1577.803080 Iteration 5Q (20.581785 sec): 241 clusters Score: Raw -2451473.809358 + Penalty 266182.669793 = -2185291.139565 nChanged 1260 Deleting Class 176 (3 points): Lose 97.372316 but Gain 1591.789756 Iteration 6Q (21.229952 sec): 240 clusters Score: Raw -2452484.910377 + Penalty 264598.358415 = -2187886.551962 nChanged 1245 Deleting Class 234 (3 points): Lose 76.816370 but Gain 1570.756675 Iteration 7Q (21.866562 sec): 239 clusters Score: Raw -2453350.899742 + Penalty 263032.042625 = -2190318.857117 nChanged 1247 Deleting Class 188 (3 points): Lose 55.608803 but Gain 1547.104960 Iteration 8Q (22.501420 sec): 238 clusters Score: Raw -2454142.180170 + Penalty 261671.062615 = -2192471.117555 nChanged 1231 Deleting Class 189 (3 points): Lose 81.575711 but Gain 1568.205833 Iteration 9Q (23.129295 sec): 237 clusters Score: Raw -2454881.786542 + Penalty 260229.074032 = -2194652.712511 nChanged 1157 Deleting Class 246 (2 points): Lose 28.995175 but Gain 1497.747726 Iteration 10F (28.550123 sec): 236 clusters Score: Raw -2455544.222650 + Penalty 258769.959714 = -2196774.262937 nChanged 1133 Deleting Class 202 (4 points): Lose 53.655135 but Gain 1521.588577 Iteration 11Q (29.154707 sec): 235 clusters Score: Raw -2456090.430199 + Penalty 257345.147357 = -2198745.282841 nChanged 1134 Deleting Class 177 (3 points): Lose 55.339879 but Gain 1520.038088 Iteration 12Q (29.757841 sec): 234 clusters Score: Raw -2456576.027396 + Penalty 255783.088945 = -2200792.938450 nChanged 1082 Deleting Class 186 (4 points): Lose 98.659698 but Gain 1556.807864 Iteration 13Q (30.352408 sec): 233 clusters Score: Raw -2456973.127828 + Penalty 254288.095779 = -2202685.032050 nChanged 1010 Deleting Class 230 (8 points): Lose 129.738899 but Gain 1587.692083 Iteration 14Q (30.928691 sec): 232 clusters Score: Raw -2457285.470915 + Penalty 252794.352300 = -2204491.118615 nChanged 936 Deleting Class 136 (7 points): Lose 114.438889 but Gain 1572.329346 Iteration 15Q (31.487302 sec): 231 clusters Score: Raw -2457576.743678 + Penalty 251215.840549 = -2206360.903129 nChanged 845 Deleting Class 115 (19 points): Lose 187.344931 but Gain 1634.404012 Iteration 16Q (32.031794 sec): 230 clusters Score: Raw -2457717.413127 + Penalty 249677.023709 = -2208040.389418 nChanged 801 Deleting Class 231 (2 points): Lose 25.720032 but Gain 1466.727877 Iteration 17Q (32.563155 sec): 229 clusters Score: Raw -2458031.687001 + Penalty 248258.696422 = -2209772.990579 nChanged 815 Deleting Class 164 (13 points): Lose 182.221428 but Gain 1620.913610 Iteration 18Q (33.094843 sec): 228 clusters Score: Raw -2458132.075069 + Penalty 246775.425867 = -2211356.649202 nChanged 729 Deleting Class 233 (2 points): Lose 37.168614 but Gain 1475.243559 Iteration 19Q (33.609818 sec): 227 clusters Score: Raw -2458338.087452 + Penalty 245372.601867 = -2212965.485585 nChanged 630 Writing temp clu file Memory request: 0.23 GB would take us to total of 0.45 GB. Compute initial score before splitting: Score: Raw -2458338.087452 + Penalty 245372.601867 = -2212965.485585Memory request: 0.03 GB would take us to total of 0.49 GB. Trying to split cluster 1 (6714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.806699 sec): 2 clusters Score: Raw -355400.500018 + Penalty 92.720466 = -355307.779551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.818948 sec): 3 clusters Score: Raw -351027.291935 + Penalty 186.887820 = -350840.404115 nChanged 3280 SP:Iteration 1F (33.830865 sec): 3 clusters Score: Raw -353637.505241 + Penalty 186.567967 = -353450.937274 nChanged 749 SP:Iteration 2F (33.843409 sec): 3 clusters Score: Raw -354259.074973 + Penalty 186.467332 = -354072.607641 nChanged 437 SP:Iteration 3F (33.855262 sec): 3 clusters Score: Raw -354566.738099 + Penalty 186.439705 = -354380.298394 nChanged 270 SP:Iteration 4Q (33.867031 sec): 3 clusters Score: Raw -354718.887102 + Penalty 186.436394 = -354532.450708 nChanged 193 SP:Iteration 5Q (33.878439 sec): 3 clusters Score: Raw -354825.360607 + Penalty 186.317425 = -354639.043181 nChanged 137 SP:Iteration 6Q (33.889980 sec): 3 clusters Score: Raw -354886.276264 + Penalty 186.311158 = -354699.965107 nChanged 93 SP:Iteration 7Q (33.901230 sec): 3 clusters Score: Raw -354914.491714 + Penalty 186.264533 = -354728.227180 nChanged 57 SP:Iteration 8Q (33.912716 sec): 3 clusters Score: Raw -354923.233334 + Penalty 186.193542 = -354737.039791 nChanged 35 SP:Iteration 9Q (33.924526 sec): 3 clusters Score: Raw -354927.561127 + Penalty 186.174633 = -354741.386493 nChanged 30 SP:Iteration 10F (33.936668 sec): 3 clusters Score: Raw -354930.303319 + Penalty 186.088047 = -354744.215272 nChanged 22 SP:Iteration 11Q (33.947884 sec): 3 clusters Score: Raw -354932.110770 + Penalty 186.087053 = -354746.023716 nChanged 16 SP:Iteration 12Q (33.959312 sec): 3 clusters Score: Raw -354933.069341 + Penalty 186.026085 = -354747.043256 nChanged 9 SP:Iteration 13Q (33.970560 sec): 3 clusters Score: Raw -354933.595272 + Penalty 185.997995 = -354747.597277 nChanged 14 SP:Iteration 14Q (33.982001 sec): 3 clusters Score: Raw -354934.276683 + Penalty 185.994560 = -354748.282123 nChanged 9 SP:Iteration 15Q (33.993227 sec): 3 clusters Score: Raw -354935.078162 + Penalty 185.972700 = -354749.105463 nChanged 14 SP:Iteration 16Q (34.004672 sec): 3 clusters Score: Raw -354935.900160 + Penalty 185.935842 = -354749.964318 nChanged 16 SP:Iteration 17Q (34.015889 sec): 3 clusters Score: Raw -354937.016302 + Penalty 185.929991 = -354751.086311 nChanged 13 SP:Iteration 18Q (34.027503 sec): 3 clusters Score: Raw -354937.677460 + Penalty 185.924644 = -354751.752816 nChanged 15 SP:Iteration 19Q (34.038730 sec): 3 clusters Score: Raw -354938.374180 + Penalty 185.909684 = -354752.464496 nChanged 16 SP:Iteration 20F (34.050831 sec): 3 clusters Score: Raw -354938.857193 + Penalty 185.856668 = -354753.000525 nChanged 6 SP:Iteration 21Q (34.062010 sec): 3 clusters Score: Raw -354939.209528 + Penalty 185.828024 = -354753.381504 nChanged 5 SP:Iteration 22Q (34.073529 sec): 3 clusters Score: Raw -354939.486180 + Penalty 185.803094 = -354753.683086 nChanged 6 SP:Iteration 23Q (34.084696 sec): 3 clusters Score: Raw -354939.647431 + Penalty 185.797929 = -354753.849503 nChanged 7 SP:Iteration 24Q (34.096180 sec): 3 clusters Score: Raw -354939.779653 + Penalty 185.794942 = -354753.984711 nChanged 5 SP:Iteration 25Q (34.107806 sec): 3 clusters Score: Raw -354939.928260 + Penalty 185.783979 = -354754.144280 nChanged 6 SP:Iteration 26Q (34.119708 sec): 3 clusters Score: Raw -354940.161228 + Penalty 185.770808 = -354754.390420 nChanged 4 SP:Iteration 27Q (34.131310 sec): 3 clusters Score: Raw -354940.330609 + Penalty 185.785124 = -354754.545485 nChanged 5 SP:Iteration 28Q (34.143232 sec): 3 clusters Score: Raw -354940.478741 + Penalty 185.775667 = -354754.703074 nChanged 7 SP:Iteration 29Q (34.154449 sec): 3 clusters Score: Raw -354940.560593 + Penalty 185.777388 = -354754.783205 nChanged 1 SP:Iteration 30F (34.166662 sec): 3 clusters Score: Raw -354940.571470 + Penalty 185.774254 = -354754.797215 nChanged 1 SP:Iteration 31Q (34.177864 sec): 3 clusters Score: Raw -354940.684247 + Penalty 185.773527 = -354754.910720 nChanged 3 SP:Iteration 32Q (34.189296 sec): 3 clusters Score: Raw -354940.866972 + Penalty 185.777563 = -354755.089409 nChanged 1 SP:Iteration 33Q (34.200583 sec): 3 clusters Score: Raw -354940.878108 + Penalty 185.742244 = -354755.135864 nChanged 2 SP:Iteration 34Q (34.212117 sec): 3 clusters Score: Raw -354941.028357 + Penalty 185.730394 = -354755.297963 nChanged 3 SP:Iteration 35Q (34.223378 sec): 3 clusters Score: Raw -354941.107328 + Penalty 185.722756 = -354755.384571 nChanged 3 SP:Iteration 36Q (34.235239 sec): 3 clusters Score: Raw -354941.158438 + Penalty 185.706378 = -354755.452060 nChanged 2 SP:Iteration 37Q (34.246403 sec): 3 clusters Score: Raw -354941.261441 + Penalty 185.713528 = -354755.547913 nChanged 3 SP:Iteration 38Q (34.257850 sec): 3 clusters Score: Raw -354941.310424 + Penalty 185.719058 = -354755.591365 nChanged 3 SP:Iteration 39Q (34.269038 sec): 3 clusters Score: Raw -354941.359653 + Penalty 185.723214 = -354755.636439 nChanged 4 SP:Iteration 40F (34.281601 sec): 3 clusters Score: Raw -354941.450716 + Penalty 185.719896 = -354755.730821 nChanged 3 SP:Iteration 41Q (34.292929 sec): 3 clusters Score: Raw -354941.476157 + Penalty 185.722814 = -354755.753343 nChanged 1 SP:Iteration 42Q (34.304530 sec): 3 clusters Score: Raw -354941.509703 + Penalty 185.728389 = -354755.781314 nChanged 2 SP:Iteration 43Q (34.315790 sec): 3 clusters Score: Raw -354941.533361 + Penalty 185.728389 = -354755.804972 nChanged 0 SP:Iteration 44F (34.328022 sec): 3 clusters Score: Raw -354941.533361 + Penalty 185.728389 = -354755.804972 nChanged 0 Memory request: 0.09 GB would take us to total of 0.54 GB. Trying to split cluster 2 (18934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.415223 sec): 2 clusters Score: Raw -991604.393726 + Penalty 224.820740 = -991379.572986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.450541 sec): 3 clusters Score: Raw -978875.581964 + Penalty 532.734053 = -978342.847911 nChanged 9031 SP:Iteration 1F (34.484986 sec): 3 clusters Score: Raw -986794.511162 + Penalty 641.978455 = -986152.532707 nChanged 2708 SP:Iteration 2F (34.519397 sec): 3 clusters Score: Raw -989685.984420 + Penalty 721.939017 = -988964.045404 nChanged 1088 SP:Iteration 3F (34.554444 sec): 3 clusters Score: Raw -990792.865198 + Penalty 751.132776 = -990041.732422 nChanged 444 SP:Iteration 4Q (34.586035 sec): 3 clusters Score: Raw -991172.558871 + Penalty 770.992656 = -990401.566215 nChanged 253 SP:Iteration 5Q (34.615176 sec): 3 clusters Score: Raw -991350.127272 + Penalty 788.674960 = -990561.452311 nChanged 154 SP:Iteration 6Q (34.643888 sec): 3 clusters Score: Raw -991447.227927 + Penalty 781.855843 = -990665.372083 nChanged 98 SP:Iteration 7Q (34.671745 sec): 3 clusters Score: Raw -991512.080417 + Penalty 807.396377 = -990704.684039 nChanged 63 SP:Iteration 8Q (34.699328 sec): 3 clusters Score: Raw -991560.569956 + Penalty 840.715916 = -990719.854039 nChanged 30 SP:Iteration 9Q (34.726539 sec): 3 clusters Score: Raw -991581.480187 + Penalty 849.767576 = -990731.712611 nChanged 12 SP:Iteration 10F (34.761487 sec): 3 clusters Score: Raw -991589.574554 + Penalty 849.036402 = -990740.538153 nChanged 9 SP:Iteration 11Q (34.788594 sec): 3 clusters Score: Raw -991595.074488 + Penalty 834.497718 = -990760.576770 nChanged 6 SP:Iteration 12Q (34.815524 sec): 3 clusters Score: Raw -991606.887052 + Penalty 829.021844 = -990777.865208 nChanged 5 SP:Iteration 13Q (34.842632 sec): 3 clusters Score: Raw -991612.608779 + Penalty 826.311995 = -990786.296784 nChanged 1 SP:Iteration 14Q (34.869446 sec): 3 clusters Score: Raw -991612.769972 + Penalty 826.311995 = -990786.457977 nChanged 0 SP:Iteration 15F (34.904116 sec): 3 clusters Score: Raw -991612.769972 + Penalty 826.311995 = -990786.457977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 3 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.916758 sec): 2 clusters Score: Raw -11574.263085 + Penalty 496.953531 = -11077.309554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.917353 sec): 3 clusters Score: Raw -11506.980297 + Penalty 998.338464 = -10508.641834 nChanged 45 SP:Iteration 1F (34.917952 sec): 3 clusters Score: Raw -11574.878292 + Penalty 1002.021251 = -10572.857042 nChanged 13 SP:Iteration 2F (34.918529 sec): 3 clusters Score: Raw -11593.559540 + Penalty 1008.772266 = -10584.787273 nChanged 7 SP:Iteration 3Q (34.919097 sec): 3 clusters Score: Raw -11602.016516 + Penalty 1010.395567 = -10591.620949 nChanged 3 SP:Iteration 4Q (34.919663 sec): 3 clusters Score: Raw -11606.550481 + Penalty 1011.218052 = -10595.332429 nChanged 1 SP:Iteration 5Q (34.920223 sec): 3 clusters Score: Raw -11607.999755 + Penalty 1011.020248 = -10596.979507 nChanged 1 SP:Iteration 6Q (34.920783 sec): 3 clusters Score: Raw -11608.965356 + Penalty 1011.020248 = -10597.945108 nChanged 0 SP:Iteration 7F (34.921363 sec): 3 clusters Score: Raw -11608.965356 + Penalty 1011.020248 = -10597.945108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 4 (418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.923814 sec): 2 clusters Score: Raw -22208.308108 + Penalty 254.549754 = -21953.758353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.924753 sec): 3 clusters Score: Raw -22032.401047 + Penalty 517.854434 = -21514.546613 nChanged 147 SP:Iteration 1F (34.925679 sec): 3 clusters Score: Raw -22121.140932 + Penalty 520.931622 = -21600.209310 nChanged 40 SP:Iteration 2F (34.926602 sec): 3 clusters Score: Raw -22150.644108 + Penalty 526.648985 = -21623.995123 nChanged 34 SP:Iteration 3F (34.927524 sec): 3 clusters Score: Raw -22179.450299 + Penalty 532.540439 = -21646.909860 nChanged 26 SP:Iteration 4F (34.928445 sec): 3 clusters Score: Raw -22201.677288 + Penalty 535.953772 = -21665.723516 nChanged 19 SP:Iteration 5Q (34.929353 sec): 3 clusters Score: Raw -22221.133390 + Penalty 554.137748 = -21666.995643 nChanged 17 SP:Iteration 6Q (34.930253 sec): 3 clusters Score: Raw -22239.821633 + Penalty 562.333840 = -21677.487793 nChanged 13 SP:Iteration 7Q (34.931148 sec): 3 clusters Score: Raw -22251.987953 + Penalty 570.397854 = -21681.590099 nChanged 7 SP:Iteration 8Q (34.932026 sec): 3 clusters Score: Raw -22259.187627 + Penalty 580.948411 = -21678.239216 nChanged 5 SP:Iteration 9F (34.932975 sec): 3 clusters Score: Raw -22264.492336 + Penalty 586.067626 = -21678.424709 nChanged 2 SP:Iteration 10F (34.933897 sec): 3 clusters Score: Raw -22266.937982 + Penalty 587.115097 = -21679.822885 nChanged 2 SP:Iteration 11Q (34.934756 sec): 3 clusters Score: Raw -22271.518059 + Penalty 587.127398 = -21684.390661 nChanged 2 SP:Iteration 12Q (34.935605 sec): 3 clusters Score: Raw -22274.618536 + Penalty 587.127398 = -21687.491138 nChanged 0 SP:Iteration 13F (34.936523 sec): 3 clusters Score: Raw -22274.618536 + Penalty 587.127398 = -21687.491138 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 5 (1476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.944078 sec): 2 clusters Score: Raw -80370.291632 + Penalty 100.194746 = -80270.096886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.946981 sec): 3 clusters Score: Raw -79428.929646 + Penalty 202.807669 = -79226.121977 nChanged 645 SP:Iteration 1F (34.949677 sec): 3 clusters Score: Raw -80165.144692 + Penalty 206.453556 = -79958.691136 nChanged 129 SP:Iteration 2F (34.952450 sec): 3 clusters Score: Raw -80271.635054 + Penalty 208.740069 = -80062.894985 nChanged 70 SP:Iteration 3Q (34.955164 sec): 3 clusters Score: Raw -80308.232657 + Penalty 211.327804 = -80096.904853 nChanged 42 SP:Iteration 4Q (34.957875 sec): 3 clusters Score: Raw -80323.905034 + Penalty 212.660899 = -80111.244136 nChanged 25 SP:Iteration 5Q (34.960588 sec): 3 clusters Score: Raw -80335.399481 + Penalty 214.864175 = -80120.535306 nChanged 25 SP:Iteration 6Q (34.963301 sec): 3 clusters Score: Raw -80344.393486 + Penalty 215.344332 = -80129.049154 nChanged 20 SP:Iteration 7Q (34.966012 sec): 3 clusters Score: Raw -80350.274902 + Penalty 217.075531 = -80133.199372 nChanged 24 SP:Iteration 8Q (34.968724 sec): 3 clusters Score: Raw -80358.365615 + Penalty 218.946560 = -80139.419055 nChanged 24 SP:Iteration 9Q (34.971437 sec): 3 clusters Score: Raw -80367.099234 + Penalty 221.251555 = -80145.847679 nChanged 25 SP:Iteration 10F (34.974207 sec): 3 clusters Score: Raw -80376.811112 + Penalty 223.345817 = -80153.465295 nChanged 21 SP:Iteration 11Q (34.976936 sec): 3 clusters Score: Raw -80384.336792 + Penalty 225.549132 = -80158.787661 nChanged 23 SP:Iteration 12Q (34.979649 sec): 3 clusters Score: Raw -80391.404575 + Penalty 228.646681 = -80162.757894 nChanged 22 SP:Iteration 13Q (34.982348 sec): 3 clusters Score: Raw -80398.326544 + Penalty 231.824954 = -80166.501590 nChanged 23 SP:Iteration 14Q (34.985041 sec): 3 clusters Score: Raw -80405.241831 + Penalty 235.049645 = -80170.192186 nChanged 21 SP:Iteration 15Q (34.987704 sec): 3 clusters Score: Raw -80413.419342 + Penalty 238.335802 = -80175.083539 nChanged 16 SP:Iteration 16Q (34.990466 sec): 3 clusters Score: Raw -80419.335603 + Penalty 241.236054 = -80178.099550 nChanged 21 SP:Iteration 17Q (34.993141 sec): 3 clusters Score: Raw -80429.257852 + Penalty 246.752636 = -80182.505217 nChanged 24 SP:Iteration 18Q (34.995766 sec): 3 clusters Score: Raw -80440.770959 + Penalty 250.048997 = -80190.721962 nChanged 20 SP:Iteration 19Q (34.998323 sec): 3 clusters Score: Raw -80450.705537 + Penalty 254.920711 = -80195.784826 nChanged 16 SP:Iteration 20F (35.001103 sec): 3 clusters Score: Raw -80458.743401 + Penalty 259.539511 = -80199.203890 nChanged 15 SP:Iteration 21Q (35.003616 sec): 3 clusters Score: Raw -80465.816943 + Penalty 262.678035 = -80203.138907 nChanged 10 SP:Iteration 22Q (35.006108 sec): 3 clusters Score: Raw -80472.824614 + Penalty 269.337178 = -80203.487436 nChanged 13 SP:Iteration 23Q (35.008575 sec): 3 clusters Score: Raw -80480.027654 + Penalty 272.458415 = -80207.569239 nChanged 9 SP:Iteration 24Q (35.011012 sec): 3 clusters Score: Raw -80481.862391 + Penalty 273.106012 = -80208.756379 nChanged 6 SP:Iteration 25Q (35.013434 sec): 3 clusters Score: Raw -80483.973997 + Penalty 276.793062 = -80207.180935 nChanged 6 SP:Iteration 26F (35.016209 sec): 3 clusters Score: Raw -80485.953184 + Penalty 278.331109 = -80207.622075 nChanged 5 SP:Iteration 27Q (35.018645 sec): 3 clusters Score: Raw -80487.274057 + Penalty 278.027326 = -80209.246731 nChanged 4 SP:Iteration 28Q (35.021046 sec): 3 clusters Score: Raw -80488.195693 + Penalty 278.391790 = -80209.803903 nChanged 2 SP:Iteration 29Q (35.023435 sec): 3 clusters Score: Raw -80488.494568 + Penalty 278.391790 = -80210.102778 nChanged 0 SP:Iteration 30F (35.026209 sec): 3 clusters Score: Raw -80488.494568 + Penalty 278.391790 = -80210.102778 nChanged 0 Memory request: 0.03 GB would take us to total of 0.48 GB. Trying to split cluster 6 (5230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.055068 sec): 2 clusters Score: Raw -278063.503549 + Penalty 117.767637 = -277945.735911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.064959 sec): 3 clusters Score: Raw -274662.732479 + Penalty 235.259416 = -274427.473063 nChanged 2486 SP:Iteration 1F (35.074598 sec): 3 clusters Score: Raw -277405.811004 + Penalty 237.689843 = -277168.121161 nChanged 533 SP:Iteration 2F (35.084222 sec): 3 clusters Score: Raw -277846.439599 + Penalty 240.125000 = -277606.314599 nChanged 285 SP:Iteration 3F (35.093996 sec): 3 clusters Score: Raw -278091.331254 + Penalty 240.735335 = -277850.595919 nChanged 154 SP:Iteration 4Q (35.103459 sec): 3 clusters Score: Raw -278197.467050 + Penalty 239.713981 = -277957.753069 nChanged 85 SP:Iteration 5Q (35.112892 sec): 3 clusters Score: Raw -278237.415612 + Penalty 237.878284 = -277999.537327 nChanged 75 SP:Iteration 6Q (35.122022 sec): 3 clusters Score: Raw -278269.950391 + Penalty 236.142155 = -278033.808236 nChanged 68 SP:Iteration 7Q (35.131035 sec): 3 clusters Score: Raw -278296.984397 + Penalty 235.305077 = -278061.679320 nChanged 52 SP:Iteration 8Q (35.140120 sec): 3 clusters Score: Raw -278311.108635 + Penalty 234.402150 = -278076.706485 nChanged 45 SP:Iteration 9Q (35.149696 sec): 3 clusters Score: Raw -278324.207764 + Penalty 232.933222 = -278091.274541 nChanged 52 SP:Iteration 10F (35.159709 sec): 3 clusters Score: Raw -278337.283645 + Penalty 232.683445 = -278104.600200 nChanged 36 SP:Iteration 11Q (35.168427 sec): 3 clusters Score: Raw -278345.041362 + Penalty 232.670201 = -278112.371161 nChanged 27 SP:Iteration 12Q (35.177083 sec): 3 clusters Score: Raw -278349.176604 + Penalty 231.969292 = -278117.207313 nChanged 17 SP:Iteration 13Q (35.185686 sec): 3 clusters Score: Raw -278351.116400 + Penalty 232.184687 = -278118.931713 nChanged 11 SP:Iteration 14Q (35.194280 sec): 3 clusters Score: Raw -278352.416524 + Penalty 232.262396 = -278120.154128 nChanged 14 SP:Iteration 15Q (35.202828 sec): 3 clusters Score: Raw -278353.788545 + Penalty 232.531821 = -278121.256724 nChanged 10 SP:Iteration 16Q (35.211395 sec): 3 clusters Score: Raw -278354.985518 + Penalty 232.152785 = -278122.832733 nChanged 8 SP:Iteration 17Q (35.219899 sec): 3 clusters Score: Raw -278355.682490 + Penalty 232.100651 = -278123.581838 nChanged 7 SP:Iteration 18Q (35.228389 sec): 3 clusters Score: Raw -278356.336205 + Penalty 232.232356 = -278124.103849 nChanged 10 SP:Iteration 19Q (35.237020 sec): 3 clusters Score: Raw -278357.485585 + Penalty 232.798419 = -278124.687166 nChanged 18 SP:Iteration 20F (35.246694 sec): 3 clusters Score: Raw -278359.445756 + Penalty 233.051198 = -278126.394558 nChanged 11 SP:Iteration 21Q (35.255511 sec): 3 clusters Score: Raw -278360.571552 + Penalty 232.784822 = -278127.786730 nChanged 5 SP:Iteration 22Q (35.263980 sec): 3 clusters Score: Raw -278361.254061 + Penalty 232.933665 = -278128.320396 nChanged 4 SP:Iteration 23Q (35.272414 sec): 3 clusters Score: Raw -278361.445834 + Penalty 232.909751 = -278128.536084 nChanged 5 SP:Iteration 24Q (35.280831 sec): 3 clusters Score: Raw -278361.711291 + Penalty 232.639486 = -278129.071805 nChanged 5 SP:Iteration 25Q (35.289235 sec): 3 clusters Score: Raw -278362.460389 + Penalty 232.205715 = -278130.254674 nChanged 7 SP:Iteration 26Q (35.297671 sec): 3 clusters Score: Raw -278363.504972 + Penalty 232.263145 = -278131.241828 nChanged 4 SP:Iteration 27Q (35.306101 sec): 3 clusters Score: Raw -278363.911488 + Penalty 232.006691 = -278131.904797 nChanged 3 SP:Iteration 28Q (35.314637 sec): 3 clusters Score: Raw -278364.071007 + Penalty 231.719733 = -278132.351275 nChanged 2 SP:Iteration 29Q (35.323015 sec): 3 clusters Score: Raw -278364.213093 + Penalty 231.550243 = -278132.662850 nChanged 2 SP:Iteration 30F (35.332648 sec): 3 clusters Score: Raw -278364.564447 + Penalty 231.666953 = -278132.897494 nChanged 2 SP:Iteration 31Q (35.341071 sec): 3 clusters Score: Raw -278364.978445 + Penalty 231.782408 = -278133.196037 nChanged 3 SP:Iteration 32Q (35.349524 sec): 3 clusters Score: Raw -278365.239349 + Penalty 231.966534 = -278133.272815 nChanged 5 SP:Iteration 33Q (35.358025 sec): 3 clusters Score: Raw -278365.937834 + Penalty 232.225171 = -278133.712662 nChanged 9 SP:Iteration 34Q (35.366380 sec): 3 clusters Score: Raw -278366.811407 + Penalty 232.345060 = -278134.466347 nChanged 9 SP:Iteration 35Q (35.374727 sec): 3 clusters Score: Raw -278367.820638 + Penalty 232.522469 = -278135.298170 nChanged 9 SP:Iteration 36Q (35.383059 sec): 3 clusters Score: Raw -278368.857496 + Penalty 232.158658 = -278136.698839 nChanged 7 SP:Iteration 37Q (35.391420 sec): 3 clusters Score: Raw -278369.919202 + Penalty 231.784939 = -278138.134263 nChanged 5 SP:Iteration 38Q (35.399929 sec): 3 clusters Score: Raw -278370.381016 + Penalty 231.482784 = -278138.898232 nChanged 6 SP:Iteration 39Q (35.408453 sec): 3 clusters Score: Raw -278371.010637 + Penalty 231.669673 = -278139.340965 nChanged 5 SP:Iteration 40F (35.418237 sec): 3 clusters Score: Raw -278371.242543 + Penalty 231.545173 = -278139.697370 nChanged 3 SP:Iteration 41Q (35.426537 sec): 3 clusters Score: Raw -278371.316981 + Penalty 231.291603 = -278140.025378 nChanged 1 SP:Iteration 42Q (35.434926 sec): 3 clusters Score: Raw -278371.426684 + Penalty 231.345909 = -278140.080775 nChanged 2 SP:Iteration 43Q (35.443228 sec): 3 clusters Score: Raw -278371.686691 + Penalty 230.985738 = -278140.700952 nChanged 3 SP:Iteration 44Q (35.451589 sec): 3 clusters Score: Raw -278371.869005 + Penalty 230.476640 = -278141.392365 nChanged 4 SP:Iteration 45Q (35.460208 sec): 3 clusters Score: Raw -278372.815309 + Penalty 229.421015 = -278143.394294 nChanged 3 SP:Iteration 46Q (35.468532 sec): 3 clusters Score: Raw -278374.053262 + Penalty 229.345427 = -278144.707835 nChanged 3 SP:Iteration 47Q (35.476803 sec): 3 clusters Score: Raw -278374.319669 + Penalty 229.198471 = -278145.121198 nChanged 1 SP:Iteration 48Q (35.485065 sec): 3 clusters Score: Raw -278374.399088 + Penalty 229.198471 = -278145.200617 nChanged 0 SP:Iteration 49F (35.494722 sec): 3 clusters Score: Raw -278374.399088 + Penalty 229.198471 = -278145.200617 nChanged 0 Score: Raw -2499306.972263 + Penalty 245513.343791 = -2253793.628472 Splitting cluster 6 changes total score from -2212965.485585 to -2253793.628472 So it's getting split into cluster 100. Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 7 (1883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.672791 sec): 2 clusters Score: Raw -99749.373784 + Penalty 170.184351 = -99579.189434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.676381 sec): 3 clusters Score: Raw -98604.209139 + Penalty 351.959147 = -98252.249992 nChanged 813 SP:Iteration 1F (40.679907 sec): 3 clusters Score: Raw -99247.670958 + Penalty 360.955973 = -98886.714985 nChanged 180 SP:Iteration 2F (40.683325 sec): 3 clusters Score: Raw -99330.911332 + Penalty 370.560507 = -98960.350824 nChanged 97 SP:Iteration 3F (40.686717 sec): 3 clusters Score: Raw -99377.481270 + Penalty 383.182066 = -98994.299204 nChanged 84 SP:Iteration 4Q (40.690106 sec): 3 clusters Score: Raw -99423.178184 + Penalty 398.904845 = -99024.273339 nChanged 87 SP:Iteration 5Q (40.693488 sec): 3 clusters Score: Raw -99487.985512 + Penalty 426.831853 = -99061.153660 nChanged 98 SP:Iteration 6F (40.696916 sec): 3 clusters Score: Raw -99569.317791 + Penalty 452.944369 = -99116.373422 nChanged 82 SP:Iteration 7Q (40.700314 sec): 3 clusters Score: Raw -99649.322905 + Penalty 480.252393 = -99169.070513 nChanged 60 SP:Iteration 8Q (40.703695 sec): 3 clusters Score: Raw -99701.917901 + Penalty 493.037208 = -99208.880693 nChanged 27 SP:Iteration 9Q (40.707015 sec): 3 clusters Score: Raw -99720.701148 + Penalty 501.870705 = -99218.830443 nChanged 20 SP:Iteration 10F (40.710400 sec): 3 clusters Score: Raw -99734.286745 + Penalty 501.108169 = -99233.178576 nChanged 16 SP:Iteration 11Q (40.713479 sec): 3 clusters Score: Raw -99742.047046 + Penalty 494.840913 = -99247.206134 nChanged 15 SP:Iteration 12Q (40.716517 sec): 3 clusters Score: Raw -99752.311355 + Penalty 495.101510 = -99257.209845 nChanged 9 SP:Iteration 13Q (40.719509 sec): 3 clusters Score: Raw -99760.270881 + Penalty 500.926330 = -99259.344552 nChanged 6 SP:Iteration 14Q (40.722448 sec): 3 clusters Score: Raw -99764.943575 + Penalty 497.584526 = -99267.359049 nChanged 5 SP:Iteration 15Q (40.725361 sec): 3 clusters Score: Raw -99774.443764 + Penalty 494.636370 = -99279.807394 nChanged 3 SP:Iteration 16Q (40.728219 sec): 3 clusters Score: Raw -99775.626113 + Penalty 495.838010 = -99279.788104 nChanged 2 SP:Iteration 17F (40.731619 sec): 3 clusters Score: Raw -99778.298776 + Penalty 495.199908 = -99283.098868 nChanged 1 SP:Iteration 18Q (40.734452 sec): 3 clusters Score: Raw -99779.387884 + Penalty 494.660111 = -99284.727773 nChanged 1 SP:Iteration 19Q (40.737280 sec): 3 clusters Score: Raw -99780.063918 + Penalty 493.466179 = -99286.597739 nChanged 1 SP:Iteration 20F (40.740666 sec): 3 clusters Score: Raw -99780.321943 + Penalty 490.181688 = -99290.140255 nChanged 2 SP:Iteration 21Q (40.743491 sec): 3 clusters Score: Raw -99780.919340 + Penalty 488.039100 = -99292.880240 nChanged 4 SP:Iteration 22Q (40.746313 sec): 3 clusters Score: Raw -99783.845393 + Penalty 485.590818 = -99298.254574 nChanged 5 SP:Iteration 23Q (40.749126 sec): 3 clusters Score: Raw -99784.542175 + Penalty 485.590818 = -99298.951357 nChanged 0 SP:Iteration 24F (40.752507 sec): 3 clusters Score: Raw -99784.542175 + Penalty 485.590818 = -99298.951357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 8 (531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.757126 sec): 2 clusters Score: Raw -26969.276485 + Penalty 174.681729 = -26794.594756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.758295 sec): 3 clusters Score: Raw -26657.257603 + Penalty 344.970568 = -26312.287035 nChanged 213 SP:Iteration 1F (40.759422 sec): 3 clusters Score: Raw -26806.345630 + Penalty 344.946147 = -26461.399483 nChanged 61 SP:Iteration 2F (40.760545 sec): 3 clusters Score: Raw -26870.282882 + Penalty 343.465305 = -26526.817577 nChanged 58 SP:Iteration 3F (40.761665 sec): 3 clusters Score: Raw -26946.557125 + Penalty 344.075442 = -26602.481683 nChanged 50 SP:Iteration 4F (40.762784 sec): 3 clusters Score: Raw -27017.188256 + Penalty 342.919566 = -26674.268689 nChanged 31 SP:Iteration 5F (40.763903 sec): 3 clusters Score: Raw -27047.104719 + Penalty 344.245394 = -26702.859325 nChanged 15 SP:Iteration 6Q (40.764964 sec): 3 clusters Score: Raw -27058.691990 + Penalty 344.715818 = -26713.976172 nChanged 2 SP:Iteration 7Q (40.766013 sec): 3 clusters Score: Raw -27059.553907 + Penalty 344.924548 = -26714.629359 nChanged 1 SP:Iteration 8Q (40.767062 sec): 3 clusters Score: Raw -27059.591356 + Penalty 344.924548 = -26714.666808 nChanged 0 SP:Iteration 9F (40.768178 sec): 3 clusters Score: Raw -27059.591356 + Penalty 344.924548 = -26714.666808 nChanged 0 Memory request: 0.01 GB would take us to total of 0.47 GB. Trying to split cluster 9 (2180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.778735 sec): 2 clusters Score: Raw -120697.665407 + Penalty 313.406549 = -120384.258858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.782928 sec): 3 clusters Score: Raw -119346.853423 + Penalty 626.310590 = -118720.542833 nChanged 902 SP:Iteration 1F (40.786859 sec): 3 clusters Score: Raw -119884.931214 + Penalty 629.086055 = -119255.845159 nChanged 284 SP:Iteration 2F (40.790794 sec): 3 clusters Score: Raw -120026.931062 + Penalty 632.413899 = -119394.517163 nChanged 164 SP:Iteration 3F (40.794711 sec): 3 clusters Score: Raw -120105.129746 + Penalty 634.974765 = -119470.154982 nChanged 120 SP:Iteration 4F (40.798617 sec): 3 clusters Score: Raw -120150.790798 + Penalty 637.223125 = -119513.567674 nChanged 79 SP:Iteration 5Q (40.802623 sec): 3 clusters Score: Raw -120173.492587 + Penalty 639.951294 = -119533.541293 nChanged 63 SP:Iteration 6Q (40.806528 sec): 3 clusters Score: Raw -120190.674373 + Penalty 643.588347 = -119547.086026 nChanged 52 SP:Iteration 7Q (40.810433 sec): 3 clusters Score: Raw -120207.496161 + Penalty 648.044456 = -119559.451705 nChanged 55 SP:Iteration 8Q (40.814334 sec): 3 clusters Score: Raw -120225.006478 + Penalty 653.417733 = -119571.588745 nChanged 55 SP:Iteration 9Q (40.818235 sec): 3 clusters Score: Raw -120242.725467 + Penalty 659.519020 = -119583.206447 nChanged 60 SP:Iteration 10F (40.822145 sec): 3 clusters Score: Raw -120268.386785 + Penalty 666.282482 = -119602.104302 nChanged 70 SP:Iteration 11Q (40.826045 sec): 3 clusters Score: Raw -120298.884576 + Penalty 673.605984 = -119625.278592 nChanged 85 SP:Iteration 12Q (40.829951 sec): 3 clusters Score: Raw -120344.455357 + Penalty 683.617970 = -119660.837387 nChanged 101 SP:Iteration 13Q (40.833843 sec): 3 clusters Score: Raw -120415.056050 + Penalty 691.640357 = -119723.415692 nChanged 104 SP:Iteration 14Q (40.837724 sec): 3 clusters Score: Raw -120493.917512 + Penalty 701.553836 = -119792.363676 nChanged 92 SP:Iteration 15Q (40.841689 sec): 3 clusters Score: Raw -120567.483319 + Penalty 718.924816 = -119848.558503 nChanged 72 SP:Iteration 16Q (40.845575 sec): 3 clusters Score: Raw -120629.925068 + Penalty 728.370819 = -119901.554249 nChanged 54 SP:Iteration 17Q (40.849384 sec): 3 clusters Score: Raw -120673.633391 + Penalty 745.663650 = -119927.969741 nChanged 29 SP:Iteration 18Q (40.853110 sec): 3 clusters Score: Raw -120700.398443 + Penalty 757.263505 = -119943.134939 nChanged 18 SP:Iteration 19Q (40.856692 sec): 3 clusters Score: Raw -120717.799624 + Penalty 760.610508 = -119957.189116 nChanged 6 SP:Iteration 20F (40.860699 sec): 3 clusters Score: Raw -120723.294176 + Penalty 774.661199 = -119948.632977 nChanged 8 SP:Iteration 21F (40.864585 sec): 3 clusters Score: Raw -120732.515621 + Penalty 781.312077 = -119951.203545 nChanged 4 SP:Iteration 22Q (40.867912 sec): 3 clusters Score: Raw -120738.453005 + Penalty 778.536755 = -119959.916250 nChanged 1 SP:Iteration 23Q (40.871187 sec): 3 clusters Score: Raw -120740.542849 + Penalty 785.870523 = -119954.672326 nChanged 2 SP:Iteration 24F (40.875079 sec): 3 clusters Score: Raw -120742.475158 + Penalty 781.934711 = -119960.540446 nChanged 1 SP:Iteration 25Q (40.878368 sec): 3 clusters Score: Raw -120742.818414 + Penalty 781.934711 = -119960.883703 nChanged 0 SP:Iteration 26F (40.882306 sec): 3 clusters Score: Raw -120742.818414 + Penalty 781.934711 = -119960.883703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 10 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.886167 sec): 2 clusters Score: Raw -13916.517708 + Penalty 103.601213 = -13812.916496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.886876 sec): 3 clusters Score: Raw -13769.385242 + Penalty 211.080799 = -13558.304443 nChanged 114 SP:Iteration 1F (40.887572 sec): 3 clusters Score: Raw -13900.647899 + Penalty 235.103459 = -13665.544440 nChanged 41 SP:Iteration 2F (40.888255 sec): 3 clusters Score: Raw -13954.966314 + Penalty 244.686560 = -13710.279754 nChanged 10 SP:Iteration 3Q (40.888932 sec): 3 clusters Score: Raw -13963.969842 + Penalty 259.612794 = -13704.357047 nChanged 11 SP:Iteration 4F (40.889649 sec): 3 clusters Score: Raw -13977.214948 + Penalty 281.472231 = -13695.742717 nChanged 8 SP:Iteration 5F (40.890329 sec): 3 clusters Score: Raw -13984.139325 + Penalty 294.718974 = -13689.420351 nChanged 4 SP:Iteration 6F (40.891009 sec): 3 clusters Score: Raw -13986.884033 + Penalty 298.926818 = -13687.957214 nChanged 2 SP:Iteration 7F (40.891691 sec): 3 clusters Score: Raw -13987.750556 + Penalty 299.931785 = -13687.818771 nChanged 1 SP:Iteration 8F (40.892372 sec): 3 clusters Score: Raw -13988.483549 + Penalty 299.931785 = -13688.551764 nChanged 0 Memory request: 0.01 GB would take us to total of 0.47 GB. Trying to split cluster 11 (2295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.903504 sec): 2 clusters Score: Raw -124990.934398 + Penalty 120.526755 = -124870.407643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.907706 sec): 3 clusters Score: Raw -123507.975036 + Penalty 240.544495 = -123267.430541 nChanged 1078 SP:Iteration 1F (40.911829 sec): 3 clusters Score: Raw -124560.640206 + Penalty 270.294704 = -124290.345502 nChanged 326 SP:Iteration 2F (40.915979 sec): 3 clusters Score: Raw -125018.800661 + Penalty 276.507857 = -124742.292804 nChanged 31 SP:Iteration 3Q (40.919625 sec): 3 clusters Score: Raw -125041.449211 + Penalty 286.317190 = -124755.132021 nChanged 17 SP:Iteration 4Q (40.923067 sec): 3 clusters Score: Raw -125051.102338 + Penalty 288.134083 = -124762.968255 nChanged 8 SP:Iteration 5Q (40.926433 sec): 3 clusters Score: Raw -125053.889650 + Penalty 286.872590 = -124767.017060 nChanged 5 SP:Iteration 6Q (40.929815 sec): 3 clusters Score: Raw -125055.782596 + Penalty 288.181446 = -124767.601150 nChanged 1 SP:Iteration 7Q (40.933151 sec): 3 clusters Score: Raw -125055.815474 + Penalty 288.181446 = -124767.634028 nChanged 0 SP:Iteration 8F (40.937257 sec): 3 clusters Score: Raw -125055.815474 + Penalty 288.181446 = -124767.634028 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 12 (953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.944429 sec): 2 clusters Score: Raw -49459.995418 + Penalty 200.456658 = -49259.538761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.946287 sec): 3 clusters Score: Raw -48916.859479 + Penalty 401.548402 = -48515.311077 nChanged 417 SP:Iteration 1F (40.948108 sec): 3 clusters Score: Raw -49182.385225 + Penalty 405.445218 = -48776.940007 nChanged 134 SP:Iteration 2F (40.949940 sec): 3 clusters Score: Raw -49329.776238 + Penalty 409.713313 = -48920.062926 nChanged 109 SP:Iteration 3F (40.951765 sec): 3 clusters Score: Raw -49459.523827 + Penalty 413.064157 = -49046.459670 nChanged 72 SP:Iteration 4F (40.953582 sec): 3 clusters Score: Raw -49529.511279 + Penalty 415.753990 = -49113.757289 nChanged 53 SP:Iteration 5F (40.955474 sec): 3 clusters Score: Raw -49575.452009 + Penalty 415.343749 = -49160.108259 nChanged 38 SP:Iteration 6Q (40.957290 sec): 3 clusters Score: Raw -49601.832156 + Penalty 415.852983 = -49185.979173 nChanged 23 SP:Iteration 7Q (40.959174 sec): 3 clusters Score: Raw -49613.177578 + Penalty 414.943130 = -49198.234447 nChanged 11 SP:Iteration 8Q (40.961009 sec): 3 clusters Score: Raw -49616.571593 + Penalty 413.736260 = -49202.835333 nChanged 6 SP:Iteration 9Q (40.962840 sec): 3 clusters Score: Raw -49618.064160 + Penalty 412.783485 = -49205.280675 nChanged 6 SP:Iteration 10F (40.964648 sec): 3 clusters Score: Raw -49620.369394 + Penalty 412.327245 = -49208.042150 nChanged 4 SP:Iteration 11Q (40.966446 sec): 3 clusters Score: Raw -49621.641927 + Penalty 411.805779 = -49209.836148 nChanged 3 SP:Iteration 12Q (40.968244 sec): 3 clusters Score: Raw -49622.310039 + Penalty 411.368946 = -49210.941093 nChanged 4 SP:Iteration 13Q (40.970045 sec): 3 clusters Score: Raw -49623.256599 + Penalty 411.067734 = -49212.188865 nChanged 2 SP:Iteration 14Q (40.971842 sec): 3 clusters Score: Raw -49623.557805 + Penalty 411.067734 = -49212.490071 nChanged 0 SP:Iteration 15F (40.973688 sec): 3 clusters Score: Raw -49623.557805 + Penalty 411.067734 = -49212.490071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 13 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.976839 sec): 2 clusters Score: Raw -13301.260089 + Penalty 445.393668 = -12855.866421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.977604 sec): 3 clusters Score: Raw -13243.668330 + Penalty 889.469247 = -12354.199083 nChanged 77 SP:Iteration 1F (40.978346 sec): 3 clusters Score: Raw -13341.556056 + Penalty 886.669078 = -12454.886978 nChanged 32 SP:Iteration 2F (40.979089 sec): 3 clusters Score: Raw -13384.409062 + Penalty 884.441090 = -12499.967972 nChanged 13 SP:Iteration 3Q (40.979832 sec): 3 clusters Score: Raw -13401.275054 + Penalty 881.629672 = -12519.645382 nChanged 13 SP:Iteration 4Q (40.980551 sec): 3 clusters Score: Raw -13416.124765 + Penalty 879.291844 = -12536.832922 nChanged 12 SP:Iteration 5Q (40.981267 sec): 3 clusters Score: Raw -13438.445041 + Penalty 878.234839 = -12560.210202 nChanged 10 SP:Iteration 6Q (40.981977 sec): 3 clusters Score: Raw -13463.908904 + Penalty 878.488262 = -12585.420643 nChanged 9 SP:Iteration 7Q (40.982685 sec): 3 clusters Score: Raw -13502.003197 + Penalty 876.498953 = -12625.504244 nChanged 5 SP:Iteration 8Q (40.983387 sec): 3 clusters Score: Raw -13511.371744 + Penalty 875.520357 = -12635.851387 nChanged 4 SP:Iteration 9Q (40.984103 sec): 3 clusters Score: Raw -13523.721033 + Penalty 874.360933 = -12649.360099 nChanged 5 SP:Iteration 10F (40.984840 sec): 3 clusters Score: Raw -13535.937252 + Penalty 876.560752 = -12659.376499 nChanged 4 SP:Iteration 11Q (40.985529 sec): 3 clusters Score: Raw -13547.766744 + Penalty 878.639603 = -12669.127142 nChanged 6 SP:Iteration 12Q (40.986209 sec): 3 clusters Score: Raw -13558.797177 + Penalty 877.502817 = -12681.294359 nChanged 5 SP:Iteration 13Q (40.986887 sec): 3 clusters Score: Raw -13566.603555 + Penalty 876.600934 = -12690.002620 nChanged 1 SP:Iteration 14Q (40.987557 sec): 3 clusters Score: Raw -13567.908665 + Penalty 876.600934 = -12691.307730 nChanged 0 SP:Iteration 15F (40.988291 sec): 3 clusters Score: Raw -13567.908665 + Penalty 876.600934 = -12691.307730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 14 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.988898 sec): 2 clusters Score: Raw -2195.817817 + Penalty 484.193133 = -1711.624684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.989186 sec): 3 clusters Score: Raw -2298.669889 + Penalty 968.409928 = -1330.259962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 15 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.990489 sec): 2 clusters Score: Raw -8089.842304 + Penalty 175.479786 = -7914.362518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.991009 sec): 3 clusters Score: Raw -8038.805907 + Penalty 351.277915 = -7687.527991 nChanged 46 SP:Iteration 1F (40.991521 sec): 3 clusters Score: Raw -8080.343774 + Penalty 349.420081 = -7730.923693 nChanged 14 SP:Iteration 2F (40.992038 sec): 3 clusters Score: Raw -8096.310836 + Penalty 348.674684 = -7747.636152 nChanged 6 SP:Iteration 3Q (40.992538 sec): 3 clusters Score: Raw -8102.240042 + Penalty 347.464584 = -7754.775458 nChanged 7 SP:Iteration 4Q (40.993037 sec): 3 clusters Score: Raw -8111.076614 + Penalty 348.041950 = -7763.034664 nChanged 6 SP:Iteration 5Q (40.993554 sec): 3 clusters Score: Raw -8118.844901 + Penalty 348.920933 = -7769.923968 nChanged 6 SP:Iteration 6Q (40.994063 sec): 3 clusters Score: Raw -8123.969380 + Penalty 349.875323 = -7774.094057 nChanged 4 SP:Iteration 7Q (40.994571 sec): 3 clusters Score: Raw -8127.903607 + Penalty 350.279822 = -7777.623785 nChanged 2 SP:Iteration 8Q (40.995079 sec): 3 clusters Score: Raw -8128.703194 + Penalty 351.115977 = -7777.587217 nChanged 3 SP:Iteration 9F (40.995632 sec): 3 clusters Score: Raw -8129.681581 + Penalty 351.458481 = -7778.223099 nChanged 1 SP:Iteration 10F (40.996153 sec): 3 clusters Score: Raw -8130.256772 + Penalty 353.000090 = -7777.256682 nChanged 4 SP:Iteration 11F (40.996674 sec): 3 clusters Score: Raw -8135.272410 + Penalty 355.337200 = -7779.935210 nChanged 6 SP:Iteration 12Q (40.997174 sec): 3 clusters Score: Raw -8142.820279 + Penalty 357.284111 = -7785.536168 nChanged 3 SP:Iteration 13Q (40.997668 sec): 3 clusters Score: Raw -8146.264794 + Penalty 357.833547 = -7788.431247 nChanged 1 SP:Iteration 14Q (40.998160 sec): 3 clusters Score: Raw -8146.471130 + Penalty 357.833547 = -7788.637584 nChanged 0 SP:Iteration 15F (40.998670 sec): 3 clusters Score: Raw -8146.471130 + Penalty 357.833547 = -7788.637584 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 16 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.999580 sec): 2 clusters Score: Raw -7795.869972 + Penalty 375.030636 = -7420.839336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.000033 sec): 3 clusters Score: Raw -7771.373957 + Penalty 765.333694 = -7006.040263 nChanged 16 SP:Iteration 1F (41.000477 sec): 3 clusters Score: Raw -7793.500883 + Penalty 770.402265 = -7023.098618 nChanged 6 SP:Iteration 2Q (41.000918 sec): 3 clusters Score: Raw -7802.989308 + Penalty 782.601641 = -7020.387667 nChanged 5 SP:Iteration 3F (41.001362 sec): 3 clusters Score: Raw -7807.757653 + Penalty 789.286869 = -7018.470784 nChanged 3 SP:Iteration 4F (41.001804 sec): 3 clusters Score: Raw -7811.267694 + Penalty 789.286869 = -7021.980826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 17 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.002312 sec): 2 clusters Score: Raw -628.291882 + Penalty 202.218682 = -426.073200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.002540 sec): 3 clusters Score: Raw -650.955641 + Penalty 405.934395 = -245.021246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 18 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.003130 sec): 2 clusters Score: Raw -2246.048889 + Penalty 427.107200 = -1818.941689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.003419 sec): 3 clusters Score: Raw -2336.360035 + Penalty 852.896888 = -1483.463147 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 19 (833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.006571 sec): 2 clusters Score: Raw -43037.720404 + Penalty 227.172373 = -42810.548031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.008207 sec): 3 clusters Score: Raw -42575.667168 + Penalty 477.341711 = -42098.325458 nChanged 329 SP:Iteration 1F (41.009831 sec): 3 clusters Score: Raw -42884.159930 + Penalty 479.471369 = -42404.688561 nChanged 104 SP:Iteration 2F (41.011446 sec): 3 clusters Score: Raw -43009.234666 + Penalty 475.801387 = -42533.433278 nChanged 54 SP:Iteration 3F (41.013058 sec): 3 clusters Score: Raw -43075.915825 + Penalty 473.208758 = -42602.707068 nChanged 28 SP:Iteration 4Q (41.014641 sec): 3 clusters Score: Raw -43100.629001 + Penalty 472.306685 = -42628.322316 nChanged 22 SP:Iteration 5Q (41.016188 sec): 3 clusters Score: Raw -43116.486872 + Penalty 472.011600 = -42644.475273 nChanged 16 SP:Iteration 6Q (41.017767 sec): 3 clusters Score: Raw -43131.571103 + Penalty 472.603062 = -42658.968041 nChanged 11 SP:Iteration 7Q (41.019297 sec): 3 clusters Score: Raw -43155.500301 + Penalty 473.049174 = -42682.451127 nChanged 17 SP:Iteration 8Q (41.020820 sec): 3 clusters Score: Raw -43200.018905 + Penalty 472.251913 = -42727.766991 nChanged 16 SP:Iteration 9Q (41.022283 sec): 3 clusters Score: Raw -43219.745670 + Penalty 471.812993 = -42747.932677 nChanged 12 SP:Iteration 10F (41.023929 sec): 3 clusters Score: Raw -43224.374431 + Penalty 472.021191 = -42752.353241 nChanged 7 SP:Iteration 11Q (41.025373 sec): 3 clusters Score: Raw -43228.560774 + Penalty 472.173477 = -42756.387297 nChanged 2 SP:Iteration 12Q (41.026817 sec): 3 clusters Score: Raw -43229.772921 + Penalty 472.346308 = -42757.426613 nChanged 2 SP:Iteration 13Q (41.028292 sec): 3 clusters Score: Raw -43231.417019 + Penalty 472.868679 = -42758.548341 nChanged 2 SP:Iteration 14Q (41.029758 sec): 3 clusters Score: Raw -43232.480043 + Penalty 473.090713 = -42759.389330 nChanged 2 SP:Iteration 15Q (41.031218 sec): 3 clusters Score: Raw -43233.719559 + Penalty 473.024841 = -42760.694718 nChanged 1 SP:Iteration 16Q (41.032696 sec): 3 clusters Score: Raw -43234.554369 + Penalty 472.705399 = -42761.848969 nChanged 2 SP:Iteration 17Q (41.034230 sec): 3 clusters Score: Raw -43235.218141 + Penalty 472.705399 = -42762.512742 nChanged 0 SP:Iteration 18F (41.035849 sec): 3 clusters Score: Raw -43235.218141 + Penalty 472.705399 = -42762.512742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 20 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.036551 sec): 2 clusters Score: Raw -2865.865849 + Penalty 218.457439 = -2647.408410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.036876 sec): 3 clusters Score: Raw -2867.735375 + Penalty 450.610587 = -2417.124788 nChanged 5 SP:Iteration 1F (41.037207 sec): 3 clusters Score: Raw -2880.370063 + Penalty 455.659158 = -2424.710905 nChanged 1 SP:Iteration 2Q (41.037519 sec): 3 clusters Score: Raw -2881.796259 + Penalty 455.659158 = -2426.137101 nChanged 0 SP:Iteration 3F (41.037830 sec): 3 clusters Score: Raw -2881.796259 + Penalty 455.659158 = -2426.137101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 21 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.039330 sec): 2 clusters Score: Raw -11812.605907 + Penalty 476.277565 = -11336.328342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.039960 sec): 3 clusters Score: Raw -11740.830284 + Penalty 946.844073 = -10793.986212 nChanged 47 SP:Iteration 1F (41.040580 sec): 3 clusters Score: Raw -11788.950539 + Penalty 945.233339 = -10843.717201 nChanged 17 SP:Iteration 2F (41.041190 sec): 3 clusters Score: Raw -11812.678909 + Penalty 941.485904 = -10871.193005 nChanged 9 SP:Iteration 3Q (41.041783 sec): 3 clusters Score: Raw -11821.173769 + Penalty 940.378107 = -10880.795662 nChanged 1 SP:Iteration 4Q (41.042372 sec): 3 clusters Score: Raw -11823.066536 + Penalty 940.378107 = -10882.688430 nChanged 0 SP:Iteration 5F (41.042972 sec): 3 clusters Score: Raw -11823.066536 + Penalty 940.378107 = -10882.688430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 22 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.043770 sec): 2 clusters Score: Raw -2706.313393 + Penalty 310.696044 = -2395.617349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.044077 sec): 3 clusters Score: Raw -2743.946960 + Penalty 621.559473 = -2122.387488 nChanged 1 SP:Iteration 1Q (41.044365 sec): 3 clusters Score: Raw -2748.470661 + Penalty 621.559473 = -2126.911189 nChanged 0 SP:Iteration 2F (41.044661 sec): 3 clusters Score: Raw -2748.470661 + Penalty 621.559473 = -2126.911189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 23 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.045204 sec): 2 clusters Score: Raw -305.681757 + Penalty 163.269261 = -142.412496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.045403 sec): 2 clusters Score: Raw -305.681757 + Penalty 163.269261 = -142.412496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 24 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.047048 sec): 2 clusters Score: Raw -13653.059760 + Penalty 336.478393 = -13316.581367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.047763 sec): 3 clusters Score: Raw -13563.103942 + Penalty 673.162616 = -12889.941326 nChanged 69 SP:Iteration 1F (41.048413 sec): 3 clusters Score: Raw -13645.053309 + Penalty 673.290710 = -12971.762599 nChanged 29 SP:Iteration 2F (41.049068 sec): 3 clusters Score: Raw -13689.519289 + Penalty 673.419382 = -13016.099907 nChanged 22 SP:Iteration 3F (41.049715 sec): 3 clusters Score: Raw -13763.675240 + Penalty 674.007036 = -13089.668205 nChanged 15 SP:Iteration 4F (41.050364 sec): 3 clusters Score: Raw -13854.646001 + Penalty 673.418656 = -13181.227345 nChanged 14 SP:Iteration 5F (41.051012 sec): 3 clusters Score: Raw -13952.483533 + Penalty 672.715708 = -13279.767825 nChanged 11 SP:Iteration 6Q (41.051590 sec): 3 clusters Score: Raw -13990.293490 + Penalty 672.145992 = -13318.147498 nChanged 3 SP:Iteration 7Q (41.052150 sec): 3 clusters Score: Raw -13995.972045 + Penalty 672.052378 = -13323.919667 nChanged 1 SP:Iteration 8Q (41.052704 sec): 3 clusters Score: Raw -13999.653501 + Penalty 672.052378 = -13327.601124 nChanged 0 SP:Iteration 9F (41.053351 sec): 3 clusters Score: Raw -13999.653501 + Penalty 672.052378 = -13327.601124 nChanged 0 Score: Raw -2499653.560983 + Penalty 246166.873823 = -2253486.687160 Splitting cluster 24 changes total score from -2212965.485585 to -2253486.687160 So it's getting split into cluster 115. Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 25 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.237847 sec): 2 clusters Score: Raw -7461.900503 + Penalty 695.435339 = -6766.465165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.238317 sec): 3 clusters Score: Raw -7532.169675 + Penalty 1389.688524 = -6142.481150 nChanged 24 SP:Iteration 1F (46.238776 sec): 3 clusters Score: Raw -7606.436065 + Penalty 1388.952626 = -6217.483438 nChanged 2 SP:Iteration 2Q (46.239210 sec): 3 clusters Score: Raw -7609.543441 + Penalty 1388.952626 = -6220.590814 nChanged 0 SP:Iteration 3F (46.239659 sec): 3 clusters Score: Raw -7609.543441 + Penalty 1388.952626 = -6220.590814 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 26 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.240567 sec): 2 clusters Score: Raw -7880.025905 + Penalty 175.695265 = -7704.330640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.241058 sec): 3 clusters Score: Raw -7843.928288 + Penalty 373.490062 = -7470.438227 nChanged 57 SP:Iteration 1F (46.241542 sec): 3 clusters Score: Raw -7932.639307 + Penalty 395.355671 = -7537.283637 nChanged 16 SP:Iteration 2F (46.242026 sec): 3 clusters Score: Raw -7955.896605 + Penalty 397.373668 = -7558.522937 nChanged 2 SP:Iteration 3Q (46.242488 sec): 3 clusters Score: Raw -7959.176476 + Penalty 400.477706 = -7558.698771 nChanged 2 SP:Iteration 4Q (46.242945 sec): 3 clusters Score: Raw -7960.628394 + Penalty 405.190589 = -7555.437805 nChanged 1 SP:Iteration 5F (46.243428 sec): 3 clusters Score: Raw -7961.611534 + Penalty 407.106518 = -7554.505016 nChanged 1 SP:Iteration 6F (46.243912 sec): 3 clusters Score: Raw -7962.818659 + Penalty 407.106518 = -7555.712141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 27 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.244719 sec): 2 clusters Score: Raw -4502.052695 + Penalty 748.959439 = -3753.093256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.245166 sec): 3 clusters Score: Raw -4744.276856 + Penalty 1499.236397 = -3245.040460 nChanged 16 SP:Iteration 1F (46.245602 sec): 3 clusters Score: Raw -4820.351751 + Penalty 1498.353779 = -3321.997971 nChanged 4 SP:Iteration 2Q (46.246007 sec): 3 clusters Score: Raw -4832.487425 + Penalty 1498.090054 = -3334.397370 nChanged 1 SP:Iteration 3Q (46.246442 sec): 3 clusters Score: Raw -4835.771434 + Penalty 1497.424856 = -3338.346578 nChanged 2 SP:Iteration 4Q (46.246841 sec): 3 clusters Score: Raw -4839.757387 + Penalty 1497.424856 = -3342.332531 nChanged 0 SP:Iteration 5F (46.247277 sec): 3 clusters Score: Raw -4839.757387 + Penalty 1497.424856 = -3342.332531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 28 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.248294 sec): 2 clusters Score: Raw -10741.798169 + Penalty 332.284683 = -10409.513487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.248859 sec): 3 clusters Score: Raw -10665.259404 + Penalty 664.773640 = -10000.485764 nChanged 44 SP:Iteration 1F (46.249396 sec): 3 clusters Score: Raw -10694.015901 + Penalty 664.617642 = -10029.398258 nChanged 15 SP:Iteration 2F (46.249937 sec): 3 clusters Score: Raw -10711.742292 + Penalty 664.607233 = -10047.135059 nChanged 10 SP:Iteration 3F (46.250476 sec): 3 clusters Score: Raw -10723.927429 + Penalty 664.625307 = -10059.302121 nChanged 7 SP:Iteration 4Q (46.251013 sec): 3 clusters Score: Raw -10730.414160 + Penalty 664.581628 = -10065.832533 nChanged 5 SP:Iteration 5Q (46.251549 sec): 3 clusters Score: Raw -10734.455089 + Penalty 664.535095 = -10069.919994 nChanged 1 SP:Iteration 6Q (46.252083 sec): 3 clusters Score: Raw -10734.792763 + Penalty 664.535095 = -10070.257668 nChanged 0 SP:Iteration 7F (46.252622 sec): 3 clusters Score: Raw -10734.792763 + Penalty 664.535095 = -10070.257668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 29 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.253599 sec): 2 clusters Score: Raw -10427.498516 + Penalty 213.683593 = -10213.814923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.254160 sec): 3 clusters Score: Raw -10378.787278 + Penalty 456.493468 = -9922.293810 nChanged 54 SP:Iteration 1F (46.254712 sec): 3 clusters Score: Raw -10448.081932 + Penalty 458.738573 = -9989.343359 nChanged 9 SP:Iteration 2Q (46.255265 sec): 3 clusters Score: Raw -10458.347037 + Penalty 459.495806 = -9998.851231 nChanged 6 SP:Iteration 3Q (46.255811 sec): 3 clusters Score: Raw -10468.340214 + Penalty 460.125635 = -10008.214580 nChanged 1 SP:Iteration 4Q (46.256339 sec): 3 clusters Score: Raw -10473.742369 + Penalty 457.458054 = -10016.284314 nChanged 2 SP:Iteration 5Q (46.256863 sec): 3 clusters Score: Raw -10475.428090 + Penalty 457.920710 = -10017.507380 nChanged 2 SP:Iteration 6Q (46.257386 sec): 3 clusters Score: Raw -10478.531575 + Penalty 454.249221 = -10024.282354 nChanged 5 SP:Iteration 7Q (46.257907 sec): 3 clusters Score: Raw -10487.363333 + Penalty 452.325599 = -10035.037734 nChanged 4 SP:Iteration 8Q (46.258424 sec): 3 clusters Score: Raw -10502.037506 + Penalty 454.741938 = -10047.295568 nChanged 2 SP:Iteration 9Q (46.258937 sec): 3 clusters Score: Raw -10519.750297 + Penalty 453.085738 = -10066.664559 nChanged 7 SP:Iteration 10F (46.259490 sec): 3 clusters Score: Raw -10566.548353 + Penalty 452.487552 = -10114.060801 nChanged 8 SP:Iteration 11Q (46.259989 sec): 3 clusters Score: Raw -10600.453431 + Penalty 452.487552 = -10147.965879 nChanged 0 SP:Iteration 12F (46.260539 sec): 3 clusters Score: Raw -10600.453431 + Penalty 452.487552 = -10147.965879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 30 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.261405 sec): 2 clusters Score: Raw -7504.104153 + Penalty 113.855645 = -7390.248508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.261884 sec): 3 clusters Score: Raw -7452.595756 + Penalty 227.775752 = -7224.820004 nChanged 41 SP:Iteration 1F (46.262354 sec): 3 clusters Score: Raw -7497.961507 + Penalty 227.410640 = -7270.550867 nChanged 13 SP:Iteration 2F (46.262824 sec): 3 clusters Score: Raw -7525.212915 + Penalty 231.379083 = -7293.833832 nChanged 13 SP:Iteration 3F (46.263320 sec): 3 clusters Score: Raw -7557.092860 + Penalty 236.001483 = -7321.091378 nChanged 10 SP:Iteration 4F (46.263788 sec): 3 clusters Score: Raw -7569.909539 + Penalty 237.409192 = -7332.500347 nChanged 5 SP:Iteration 5Q (46.264234 sec): 3 clusters Score: Raw -7575.894354 + Penalty 236.355618 = -7339.538736 nChanged 3 SP:Iteration 6Q (46.264677 sec): 3 clusters Score: Raw -7578.835799 + Penalty 234.742613 = -7344.093186 nChanged 3 SP:Iteration 7Q (46.265123 sec): 3 clusters Score: Raw -7580.373283 + Penalty 234.742613 = -7345.630669 nChanged 0 SP:Iteration 8F (46.265592 sec): 3 clusters Score: Raw -7580.373283 + Penalty 234.742613 = -7345.630669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 31 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.266121 sec): 2 clusters Score: Raw -810.342168 + Penalty 216.174229 = -594.167939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.266359 sec): 3 clusters Score: Raw -858.837285 + Penalty 426.239452 = -432.597833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 32 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.267737 sec): 2 clusters Score: Raw -17594.117416 + Penalty 401.428532 = -17192.688885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.268500 sec): 3 clusters Score: Raw -17475.364289 + Penalty 816.267448 = -16659.096841 nChanged 87 SP:Iteration 1F (46.269272 sec): 3 clusters Score: Raw -17571.793512 + Penalty 830.345032 = -16741.448480 nChanged 26 SP:Iteration 2F (46.270020 sec): 3 clusters Score: Raw -17604.570257 + Penalty 835.118198 = -16769.452060 nChanged 14 SP:Iteration 3Q (46.270750 sec): 3 clusters Score: Raw -17623.323536 + Penalty 839.193969 = -16784.129567 nChanged 10 SP:Iteration 4Q (46.271476 sec): 3 clusters Score: Raw -17638.241702 + Penalty 840.885016 = -16797.356685 nChanged 4 SP:Iteration 5Q (46.272193 sec): 3 clusters Score: Raw -17645.222353 + Penalty 841.977359 = -16803.244994 nChanged 5 SP:Iteration 6Q (46.272907 sec): 3 clusters Score: Raw -17649.740108 + Penalty 844.662812 = -16805.077296 nChanged 3 SP:Iteration 7Q (46.273619 sec): 3 clusters Score: Raw -17655.333843 + Penalty 846.489336 = -16808.844507 nChanged 4 SP:Iteration 8Q (46.274325 sec): 3 clusters Score: Raw -17662.987704 + Penalty 846.679068 = -16816.308636 nChanged 3 SP:Iteration 9Q (46.275033 sec): 3 clusters Score: Raw -17665.112894 + Penalty 846.679068 = -16818.433826 nChanged 0 SP:Iteration 10F (46.275780 sec): 3 clusters Score: Raw -17665.112894 + Penalty 846.679068 = -16818.433826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 33 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.276380 sec): 2 clusters Score: Raw -2155.805436 + Penalty 346.057988 = -1809.747449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.276662 sec): 3 clusters Score: Raw -2195.944484 + Penalty 688.513244 = -1507.431240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 34 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.277283 sec): 2 clusters Score: Raw -3100.564637 + Penalty 413.681473 = -2686.883164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.277594 sec): 3 clusters Score: Raw -3151.989449 + Penalty 827.073664 = -2324.915785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 35 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.278555 sec): 2 clusters Score: Raw -8555.706815 + Penalty 762.031940 = -7793.674875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.279115 sec): 3 clusters Score: Raw -8631.610319 + Penalty 1522.921696 = -7108.688623 nChanged 25 SP:Iteration 1F (46.279646 sec): 3 clusters Score: Raw -8731.217353 + Penalty 1523.278371 = -7207.938982 nChanged 10 SP:Iteration 2F (46.280210 sec): 3 clusters Score: Raw -8776.074624 + Penalty 1522.140759 = -7253.933865 nChanged 5 SP:Iteration 3Q (46.280714 sec): 3 clusters Score: Raw -8794.226030 + Penalty 1522.299715 = -7271.926314 nChanged 2 SP:Iteration 4Q (46.281214 sec): 3 clusters Score: Raw -8803.057467 + Penalty 1522.257530 = -7280.799938 nChanged 1 SP:Iteration 5Q (46.281714 sec): 3 clusters Score: Raw -8805.335728 + Penalty 1522.490760 = -7282.844967 nChanged 2 SP:Iteration 6Q (46.282217 sec): 3 clusters Score: Raw -8819.863239 + Penalty 1521.717984 = -7298.145255 nChanged 3 SP:Iteration 7Q (46.282716 sec): 3 clusters Score: Raw -8826.391520 + Penalty 1521.717984 = -7304.673536 nChanged 0 SP:Iteration 8F (46.283251 sec): 3 clusters Score: Raw -8826.391520 + Penalty 1521.717984 = -7304.673536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 36 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.283774 sec): 2 clusters Score: Raw -508.062122 + Penalty 229.611076 = -278.451046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.283998 sec): 3 clusters Score: Raw -513.995876 + Penalty 446.794779 = -67.201097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 37 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.284564 sec): 2 clusters Score: Raw -1798.317909 + Penalty 428.290233 = -1370.027675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.284844 sec): 3 clusters Score: Raw -1933.376237 + Penalty 849.845146 = -1083.531091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 38 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.285645 sec): 2 clusters Score: Raw -6469.315234 + Penalty 491.364374 = -5977.950861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.286071 sec): 3 clusters Score: Raw -6503.635146 + Penalty 981.682309 = -5521.952838 nChanged 12 SP:Iteration 1F (46.286488 sec): 3 clusters Score: Raw -6540.245170 + Penalty 979.767488 = -5560.477683 nChanged 2 SP:Iteration 2Q (46.286889 sec): 3 clusters Score: Raw -6543.630627 + Penalty 977.689490 = -5565.941137 nChanged 2 SP:Iteration 3Q (46.287291 sec): 3 clusters Score: Raw -6547.004742 + Penalty 977.689490 = -5569.315252 nChanged 0 SP:Iteration 4F (46.287708 sec): 3 clusters Score: Raw -6547.004742 + Penalty 977.689490 = -5569.315252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 39 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.288203 sec): 2 clusters Score: Raw -441.802431 + Penalty 228.542481 = -213.259949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.288423 sec): 3 clusters Score: Raw -452.163694 + Penalty 455.940086 = 3.776392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 40 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.289233 sec): 2 clusters Score: Raw -5450.454119 + Penalty 615.495376 = -4834.958744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.289688 sec): 3 clusters Score: Raw -5582.364698 + Penalty 1235.524674 = -4346.840024 nChanged 16 SP:Iteration 1F (46.290134 sec): 3 clusters Score: Raw -5634.585491 + Penalty 1245.800031 = -4388.785460 nChanged 11 SP:Iteration 2F (46.290580 sec): 3 clusters Score: Raw -5683.351614 + Penalty 1248.347243 = -4435.004371 nChanged 7 SP:Iteration 3F (46.291026 sec): 3 clusters Score: Raw -5712.601450 + Penalty 1248.347243 = -4464.254207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 41 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.291557 sec): 2 clusters Score: Raw -975.871472 + Penalty 269.199489 = -706.671983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.291803 sec): 3 clusters Score: Raw -1056.470904 + Penalty 542.102348 = -514.368556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 42 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.292952 sec): 2 clusters Score: Raw -13570.348818 + Penalty 600.480211 = -12969.868607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.293601 sec): 3 clusters Score: Raw -13527.257884 + Penalty 1200.565607 = -12326.692277 nChanged 52 SP:Iteration 1F (46.294239 sec): 3 clusters Score: Raw -13589.865635 + Penalty 1200.224133 = -12389.641502 nChanged 8 SP:Iteration 2Q (46.294883 sec): 3 clusters Score: Raw -13602.375175 + Penalty 1200.291586 = -12402.083589 nChanged 1 SP:Iteration 3Q (46.295506 sec): 3 clusters Score: Raw -13605.603477 + Penalty 1200.291586 = -12405.311891 nChanged 0 SP:Iteration 4F (46.296143 sec): 3 clusters Score: Raw -13605.603477 + Penalty 1200.291586 = -12405.311891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 43 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.296653 sec): 2 clusters Score: Raw -315.044725 + Penalty 143.433977 = -171.610748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.296867 sec): 3 clusters Score: Raw -309.701040 + Penalty 271.845015 = -37.856025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 44 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.297376 sec): 2 clusters Score: Raw -764.037335 + Penalty 196.918977 = -567.118358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.297609 sec): 3 clusters Score: Raw -791.047757 + Penalty 395.671399 = -395.376358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 45 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.298433 sec): 2 clusters Score: Raw -7534.770729 + Penalty 343.584928 = -7191.185801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.298897 sec): 3 clusters Score: Raw -7552.148262 + Penalty 697.417998 = -6854.730264 nChanged 26 SP:Iteration 1F (46.299356 sec): 3 clusters Score: Raw -7608.273575 + Penalty 720.909240 = -6887.364335 nChanged 19 SP:Iteration 2F (46.299813 sec): 3 clusters Score: Raw -7649.416969 + Penalty 725.846313 = -6923.570655 nChanged 6 SP:Iteration 3Q (46.300251 sec): 3 clusters Score: Raw -7665.983409 + Penalty 723.901040 = -6942.082369 nChanged 1 SP:Iteration 4Q (46.300681 sec): 3 clusters Score: Raw -7675.197866 + Penalty 726.671771 = -6948.526096 nChanged 1 SP:Iteration 5Q (46.301111 sec): 3 clusters Score: Raw -7676.698731 + Penalty 726.671771 = -6950.026960 nChanged 0 SP:Iteration 6F (46.301567 sec): 3 clusters Score: Raw -7676.698731 + Penalty 726.671771 = -6950.026960 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 46 (623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.303741 sec): 2 clusters Score: Raw -31716.128080 + Penalty 142.775522 = -31573.352557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.305102 sec): 3 clusters Score: Raw -31367.914663 + Penalty 317.754049 = -31050.160614 nChanged 251 SP:Iteration 1F (46.306389 sec): 3 clusters Score: Raw -31639.384078 + Penalty 331.994739 = -31307.389339 nChanged 53 SP:Iteration 2F (46.307680 sec): 3 clusters Score: Raw -31701.659893 + Penalty 348.439279 = -31353.220614 nChanged 26 SP:Iteration 3Q (46.308977 sec): 3 clusters Score: Raw -31736.658373 + Penalty 360.643939 = -31376.014435 nChanged 11 SP:Iteration 4Q (46.310218 sec): 3 clusters Score: Raw -31749.452921 + Penalty 368.327995 = -31381.124926 nChanged 2 SP:Iteration 5Q (46.311374 sec): 3 clusters Score: Raw -31757.787741 + Penalty 372.504991 = -31385.282751 nChanged 1 SP:Iteration 6Q (46.312479 sec): 3 clusters Score: Raw -31758.749867 + Penalty 372.504991 = -31386.244877 nChanged 0 SP:Iteration 7F (46.313794 sec): 3 clusters Score: Raw -31758.749867 + Penalty 372.504991 = -31386.244877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 47 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.314320 sec): 2 clusters Score: Raw -338.249137 + Penalty 211.430096 = -126.819042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.314532 sec): 3 clusters Score: Raw -331.816985 + Penalty 391.956534 = 60.139549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 48 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.315169 sec): 2 clusters Score: Raw -2943.444124 + Penalty 146.002843 = -2797.441282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.315486 sec): 3 clusters Score: Raw -2941.220648 + Penalty 353.611024 = -2587.609624 nChanged 13 SP:Iteration 1F (46.315797 sec): 3 clusters Score: Raw -2964.430297 + Penalty 400.240688 = -2564.189610 nChanged 5 SP:Iteration 2F (46.316107 sec): 3 clusters Score: Raw -2978.106900 + Penalty 400.240688 = -2577.866212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 49 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.316626 sec): 2 clusters Score: Raw -1045.840806 + Penalty 403.597184 = -642.243622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.316865 sec): 3 clusters Score: Raw -1106.970341 + Penalty 804.068437 = -302.901904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 50 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.317436 sec): 2 clusters Score: Raw -1923.097205 + Penalty 173.178783 = -1749.918422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.317715 sec): 3 clusters Score: Raw -1934.824338 + Penalty 349.902422 = -1584.921916 nChanged 3 SP:Iteration 1F (46.317989 sec): 3 clusters Score: Raw -1939.262379 + Penalty 353.906472 = -1585.355907 nChanged 1 SP:Iteration 2Q (46.318259 sec): 3 clusters Score: Raw -1941.903962 + Penalty 353.906472 = -1587.997490 nChanged 0 SP:Iteration 3F (46.318533 sec): 3 clusters Score: Raw -1941.903962 + Penalty 353.906472 = -1587.997490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 51 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.319093 sec): 2 clusters Score: Raw -1901.125408 + Penalty 435.674533 = -1465.450876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.319363 sec): 3 clusters Score: Raw -2005.418265 + Penalty 863.462378 = -1141.955888 nChanged 1 SP:Iteration 1Q (46.319616 sec): 3 clusters Score: Raw -2008.571020 + Penalty 863.462378 = -1145.108642 nChanged 0 SP:Iteration 2F (46.319881 sec): 3 clusters Score: Raw -2008.571020 + Penalty 863.462378 = -1145.108642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 52 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.320488 sec): 2 clusters Score: Raw -2580.005837 + Penalty 483.098865 = -2096.906972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.320789 sec): 3 clusters Score: Raw -2706.655695 + Penalty 972.058125 = -1734.597570 nChanged 2 SP:Iteration 1Q (46.321073 sec): 3 clusters Score: Raw -2718.997207 + Penalty 972.058125 = -1746.939082 nChanged 0 SP:Iteration 2F (46.321370 sec): 3 clusters Score: Raw -2718.997207 + Penalty 972.058125 = -1746.939082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 53 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.321924 sec): 2 clusters Score: Raw -1700.244379 + Penalty 305.749015 = -1394.495364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.322188 sec): 3 clusters Score: Raw -1737.176522 + Penalty 609.352958 = -1127.823564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 54 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.322695 sec): 2 clusters Score: Raw -339.072007 + Penalty 229.624837 = -109.447171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.322913 sec): 3 clusters Score: Raw -333.451561 + Penalty 459.228021 = 125.776460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 55 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.323417 sec): 2 clusters Score: Raw -750.443515 + Penalty 286.488180 = -463.955334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.323645 sec): 3 clusters Score: Raw -778.329442 + Penalty 574.733653 = -203.595789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 56 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.324144 sec): 2 clusters Score: Raw -540.950601 + Penalty 185.581651 = -355.368949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.324369 sec): 3 clusters Score: Raw -577.647290 + Penalty 376.926288 = -200.721003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 57 (250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.325522 sec): 2 clusters Score: Raw -12866.706052 + Penalty 381.253223 = -12485.452829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.326164 sec): 3 clusters Score: Raw -12785.381129 + Penalty 768.855716 = -12016.525413 nChanged 55 SP:Iteration 1F (46.326795 sec): 3 clusters Score: Raw -12836.498125 + Penalty 774.916668 = -12061.581456 nChanged 19 SP:Iteration 2F (46.327443 sec): 3 clusters Score: Raw -12857.592875 + Penalty 783.300240 = -12074.292636 nChanged 13 SP:Iteration 3F (46.328120 sec): 3 clusters Score: Raw -12875.261415 + Penalty 790.228125 = -12085.033289 nChanged 6 SP:Iteration 4Q (46.328755 sec): 3 clusters Score: Raw -12886.812594 + Penalty 795.876965 = -12090.935629 nChanged 4 SP:Iteration 5Q (46.329411 sec): 3 clusters Score: Raw -12891.685668 + Penalty 801.236993 = -12090.448676 nChanged 3 SP:Iteration 6F (46.330070 sec): 3 clusters Score: Raw -12896.570703 + Penalty 805.169227 = -12091.401475 nChanged 1 SP:Iteration 7Q (46.330709 sec): 3 clusters Score: Raw -12898.015283 + Penalty 810.830365 = -12087.184918 nChanged 2 SP:Iteration 8F (46.331365 sec): 3 clusters Score: Raw -12899.837464 + Penalty 810.512012 = -12089.325452 nChanged 1 SP:Iteration 9Q (46.332003 sec): 3 clusters Score: Raw -12900.418938 + Penalty 810.512012 = -12089.906927 nChanged 0 SP:Iteration 10F (46.332661 sec): 3 clusters Score: Raw -12900.418938 + Penalty 810.512012 = -12089.906927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 58 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.333259 sec): 2 clusters Score: Raw -2168.159065 + Penalty 298.923391 = -1869.235674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.333547 sec): 3 clusters Score: Raw -2214.954059 + Penalty 601.598595 = -1613.355464 nChanged 3 SP:Iteration 1F (46.333829 sec): 3 clusters Score: Raw -2224.512737 + Penalty 601.598595 = -1622.914142 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 59 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.334326 sec): 2 clusters Score: Raw -508.242386 + Penalty 190.030969 = -318.211417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.334550 sec): 3 clusters Score: Raw -547.259465 + Penalty 382.994519 = -164.264946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 60 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.335065 sec): 2 clusters Score: Raw -891.249190 + Penalty 224.829178 = -666.420012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.335326 sec): 3 clusters Score: Raw -908.239012 + Penalty 458.843057 = -449.395955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 61 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.335839 sec): 2 clusters Score: Raw -989.686702 + Penalty 374.612526 = -615.074176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.336076 sec): 3 clusters Score: Raw -1071.588740 + Penalty 750.291543 = -321.297196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 62 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.337156 sec): 2 clusters Score: Raw -12023.043560 + Penalty 327.678648 = -11695.364913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.337795 sec): 3 clusters Score: Raw -11936.005722 + Penalty 655.129562 = -11280.876160 nChanged 57 SP:Iteration 1F (46.338409 sec): 3 clusters Score: Raw -11975.190719 + Penalty 655.992894 = -11319.197825 nChanged 15 SP:Iteration 2F (46.339030 sec): 3 clusters Score: Raw -11985.030836 + Penalty 658.994194 = -11326.036641 nChanged 14 SP:Iteration 3F (46.339634 sec): 3 clusters Score: Raw -12007.743479 + Penalty 664.737512 = -11343.005967 nChanged 14 SP:Iteration 4F (46.340237 sec): 3 clusters Score: Raw -12028.459262 + Penalty 669.788934 = -11358.670328 nChanged 10 SP:Iteration 5Q (46.340830 sec): 3 clusters Score: Raw -12043.102905 + Penalty 675.061263 = -11368.041642 nChanged 10 SP:Iteration 6Q (46.341421 sec): 3 clusters Score: Raw -12049.378984 + Penalty 677.346600 = -11372.032384 nChanged 2 SP:Iteration 7Q (46.342011 sec): 3 clusters Score: Raw -12051.651531 + Penalty 679.412088 = -11372.239443 nChanged 2 SP:Iteration 8Q (46.342598 sec): 3 clusters Score: Raw -12053.559927 + Penalty 682.200135 = -11371.359792 nChanged 3 SP:Iteration 9F (46.343199 sec): 3 clusters Score: Raw -12054.890645 + Penalty 682.200135 = -11372.690510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 63 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.343735 sec): 2 clusters Score: Raw -792.555558 + Penalty 213.283668 = -579.271890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.343974 sec): 3 clusters Score: Raw -819.854850 + Penalty 438.269987 = -381.584864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 64 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.344682 sec): 2 clusters Score: Raw -4980.426048 + Penalty 654.636338 = -4325.789709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.345056 sec): 3 clusters Score: Raw -5117.567059 + Penalty 1309.021936 = -3808.545123 nChanged 5 SP:Iteration 1F (46.345420 sec): 3 clusters Score: Raw -5140.301179 + Penalty 1307.899915 = -3832.401264 nChanged 2 SP:Iteration 2Q (46.345765 sec): 3 clusters Score: Raw -5150.142892 + Penalty 1307.450143 = -3842.692750 nChanged 1 SP:Iteration 3Q (46.346107 sec): 3 clusters Score: Raw -5154.775026 + Penalty 1307.450143 = -3847.324884 nChanged 0 SP:Iteration 4F (46.346471 sec): 3 clusters Score: Raw -5154.775026 + Penalty 1307.450143 = -3847.324884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 65 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.347093 sec): 2 clusters Score: Raw -3048.330692 + Penalty 418.925262 = -2629.405430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.347406 sec): 3 clusters Score: Raw -3116.922649 + Penalty 838.455234 = -2278.467415 nChanged 1 SP:Iteration 1Q (46.347699 sec): 3 clusters Score: Raw -3118.286283 + Penalty 837.850524 = -2280.435759 nChanged 1 SP:Iteration 2Q (46.347992 sec): 3 clusters Score: Raw -3121.715998 + Penalty 837.850524 = -2283.865474 nChanged 0 SP:Iteration 3F (46.348298 sec): 3 clusters Score: Raw -3121.715998 + Penalty 837.850524 = -2283.865474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 66 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.348845 sec): 2 clusters Score: Raw -991.908901 + Penalty 165.112772 = -826.796129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.349089 sec): 3 clusters Score: Raw -1007.311397 + Penalty 320.861151 = -686.450246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 67 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.349631 sec): 2 clusters Score: Raw -1575.196492 + Penalty 400.634021 = -1174.562472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.349886 sec): 3 clusters Score: Raw -1642.906510 + Penalty 803.752011 = -839.154500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 68 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.350376 sec): 2 clusters Score: Raw -428.856739 + Penalty 208.765823 = -220.090916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.350596 sec): 3 clusters Score: Raw -437.512928 + Penalty 416.036816 = -21.476111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 69 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.351267 sec): 2 clusters Score: Raw -4154.553885 + Penalty 446.128542 = -3708.425342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.351619 sec): 3 clusters Score: Raw -4196.722003 + Penalty 890.859504 = -3305.862499 nChanged 2 SP:Iteration 1Q (46.351956 sec): 3 clusters Score: Raw -4199.824436 + Penalty 890.859504 = -3308.964932 nChanged 0 SP:Iteration 2F (46.352301 sec): 3 clusters Score: Raw -4199.824436 + Penalty 890.859504 = -3308.964932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 70 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.352939 sec): 2 clusters Score: Raw -3278.688536 + Penalty 517.091481 = -2761.597055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.353263 sec): 3 clusters Score: Raw -3375.817386 + Penalty 1043.824703 = -2331.992683 nChanged 2 SP:Iteration 1Q (46.353566 sec): 3 clusters Score: Raw -3391.221382 + Penalty 1043.824703 = -2347.396680 nChanged 0 SP:Iteration 2F (46.353885 sec): 3 clusters Score: Raw -3391.221382 + Penalty 1043.824703 = -2347.396680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 71 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.354390 sec): 2 clusters Score: Raw -654.815460 + Penalty 173.450738 = -481.364722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.354617 sec): 3 clusters Score: Raw -675.455904 + Penalty 356.628195 = -318.827709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 72 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.355466 sec): 2 clusters Score: Raw -7917.694794 + Penalty 346.378627 = -7571.316167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.355931 sec): 3 clusters Score: Raw -7886.397775 + Penalty 713.212861 = -7173.184914 nChanged 25 SP:Iteration 1F (46.356389 sec): 3 clusters Score: Raw -7938.005187 + Penalty 721.390595 = -7216.614592 nChanged 11 SP:Iteration 2F (46.356847 sec): 3 clusters Score: Raw -7981.215347 + Penalty 718.552239 = -7262.663108 nChanged 5 SP:Iteration 3Q (46.357279 sec): 3 clusters Score: Raw -7996.546046 + Penalty 717.922254 = -7278.623791 nChanged 6 SP:Iteration 4Q (46.357707 sec): 3 clusters Score: Raw -8009.704759 + Penalty 717.922254 = -7291.782504 nChanged 0 SP:Iteration 5F (46.358164 sec): 3 clusters Score: Raw -8009.704759 + Penalty 717.922254 = -7291.782504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 73 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.358881 sec): 2 clusters Score: Raw -4953.841219 + Penalty 560.462301 = -4393.378917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.359239 sec): 3 clusters Score: Raw -5009.303896 + Penalty 1122.256671 = -3887.047224 nChanged 8 SP:Iteration 1F (46.359591 sec): 3 clusters Score: Raw -5037.192879 + Penalty 1125.623611 = -3911.569268 nChanged 2 SP:Iteration 2Q (46.359924 sec): 3 clusters Score: Raw -5040.943241 + Penalty 1127.934275 = -3913.008966 nChanged 1 SP:Iteration 3Q (46.360257 sec): 3 clusters Score: Raw -5042.976929 + Penalty 1127.934275 = -3915.042654 nChanged 0 SP:Iteration 4F (46.360609 sec): 3 clusters Score: Raw -5042.976929 + Penalty 1127.934275 = -3915.042654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 74 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.361100 sec): 2 clusters Score: Raw -324.751816 + Penalty 180.803052 = -143.948764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.361315 sec): 3 clusters Score: Raw -319.567712 + Penalty 366.679008 = 47.111297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 75 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.361801 sec): 2 clusters Score: Raw -305.838036 + Penalty 146.898321 = -158.939715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.362016 sec): 3 clusters Score: Raw -306.559985 + Penalty 304.634964 = -1.925021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 76 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.362522 sec): 2 clusters Score: Raw -777.785410 + Penalty 261.626575 = -516.158835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.362755 sec): 3 clusters Score: Raw -806.649080 + Penalty 529.303578 = -277.345502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 77 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.363387 sec): 2 clusters Score: Raw -2930.976853 + Penalty 431.862265 = -2499.114588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.363712 sec): 3 clusters Score: Raw -3021.808925 + Penalty 898.360184 = -2123.448741 nChanged 9 SP:Iteration 1F (46.364031 sec): 3 clusters Score: Raw -3069.185769 + Penalty 904.888253 = -2164.297516 nChanged 1 SP:Iteration 2Q (46.364326 sec): 3 clusters Score: Raw -3071.756938 + Penalty 904.888253 = -2166.868685 nChanged 0 SP:Iteration 3F (46.364644 sec): 3 clusters Score: Raw -3071.756938 + Penalty 904.888253 = -2166.868685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 78 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.366060 sec): 2 clusters Score: Raw -18033.622115 + Penalty 490.550545 = -17543.071570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.366886 sec): 3 clusters Score: Raw -17945.539049 + Penalty 985.899483 = -16959.639566 nChanged 93 SP:Iteration 1F (46.367687 sec): 3 clusters Score: Raw -18197.213623 + Penalty 1024.422695 = -17172.790928 nChanged 55 SP:Iteration 2F (46.368488 sec): 3 clusters Score: Raw -18368.787521 + Penalty 1039.216156 = -17329.571364 nChanged 19 SP:Iteration 3F (46.369289 sec): 3 clusters Score: Raw -18424.881193 + Penalty 1037.429064 = -17387.452130 nChanged 5 SP:Iteration 4Q (46.369988 sec): 3 clusters Score: Raw -18478.695427 + Penalty 1032.127873 = -17446.567555 nChanged 12 SP:Iteration 5Q (46.370678 sec): 3 clusters Score: Raw -18570.775768 + Penalty 1035.136176 = -17535.639592 nChanged 6 SP:Iteration 6Q (46.371358 sec): 3 clusters Score: Raw -18624.479219 + Penalty 1033.397735 = -17591.081484 nChanged 1 SP:Iteration 7Q (46.372037 sec): 3 clusters Score: Raw -18634.068958 + Penalty 1033.397735 = -17600.671223 nChanged 0 SP:Iteration 8F (46.372860 sec): 3 clusters Score: Raw -18634.068958 + Penalty 1033.397735 = -17600.671223 nChanged 0 Score: Raw -2500254.005287 + Penalty 247170.010310 = -2253083.994977 Splitting cluster 78 changes total score from -2212965.485585 to -2253083.994977 So it's getting split into cluster 136. Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 79 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.566153 sec): 2 clusters Score: Raw -1239.967139 + Penalty 386.689721 = -853.277418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.566414 sec): 3 clusters Score: Raw -1346.073362 + Penalty 768.208569 = -577.864792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 80 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.566938 sec): 2 clusters Score: Raw -961.603385 + Penalty 289.936600 = -671.666785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.567182 sec): 3 clusters Score: Raw -1019.447589 + Penalty 578.163983 = -441.283606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 81 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.567719 sec): 2 clusters Score: Raw -1299.408347 + Penalty 457.541829 = -841.866518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.567973 sec): 3 clusters Score: Raw -1505.184358 + Penalty 916.024677 = -589.159681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 82 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.568636 sec): 2 clusters Score: Raw -3791.715448 + Penalty 214.027346 = -3577.688102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.568975 sec): 3 clusters Score: Raw -3799.960537 + Penalty 441.210276 = -3358.750261 nChanged 11 SP:Iteration 1F (51.569309 sec): 3 clusters Score: Raw -3815.592970 + Penalty 457.648614 = -3357.944356 nChanged 7 SP:Iteration 2F (51.569642 sec): 3 clusters Score: Raw -3826.890266 + Penalty 469.984823 = -3356.905443 nChanged 2 SP:Iteration 3F (51.569975 sec): 3 clusters Score: Raw -3828.933303 + Penalty 483.858746 = -3345.074557 nChanged 2 SP:Iteration 4F (51.570307 sec): 3 clusters Score: Raw -3831.528401 + Penalty 479.799751 = -3351.728650 nChanged 1 SP:Iteration 5Q (51.570632 sec): 3 clusters Score: Raw -3834.316331 + Penalty 488.364517 = -3345.951814 nChanged 1 SP:Iteration 6F (51.570964 sec): 3 clusters Score: Raw -3840.189295 + Penalty 496.241273 = -3343.948022 nChanged 1 SP:Iteration 7F (51.571297 sec): 3 clusters Score: Raw -3844.751002 + Penalty 496.241273 = -3348.509728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 83 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.571797 sec): 2 clusters Score: Raw -526.663719 + Penalty 180.399610 = -346.264109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.572020 sec): 3 clusters Score: Raw -546.255127 + Penalty 360.651911 = -185.603216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 84 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.572517 sec): 2 clusters Score: Raw -621.221338 + Penalty 207.015635 = -414.205703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.572743 sec): 3 clusters Score: Raw -631.555869 + Penalty 405.353226 = -226.202642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 85 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.573327 sec): 2 clusters Score: Raw -2093.943744 + Penalty 582.882196 = -1511.061548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.573612 sec): 3 clusters Score: Raw -2321.192681 + Penalty 1165.711819 = -1155.480862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 86 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.574183 sec): 2 clusters Score: Raw -1445.022859 + Penalty 326.420857 = -1118.602002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.574436 sec): 3 clusters Score: Raw -1490.729983 + Penalty 654.338121 = -836.391863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 87 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.574948 sec): 2 clusters Score: Raw -871.301108 + Penalty 304.737813 = -566.563295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.575182 sec): 3 clusters Score: Raw -911.647328 + Penalty 601.824265 = -309.823063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 88 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.575690 sec): 2 clusters Score: Raw -756.885022 + Penalty 190.442477 = -566.442546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.575923 sec): 3 clusters Score: Raw -775.797802 + Penalty 380.884954 = -394.912848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 89 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.576415 sec): 2 clusters Score: Raw -483.669930 + Penalty 206.261275 = -277.408654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.576636 sec): 3 clusters Score: Raw -502.116606 + Penalty 415.358067 = -86.758539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 90 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.577121 sec): 2 clusters Score: Raw -261.705080 + Penalty 162.024914 = -99.680167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.577317 sec): 2 clusters Score: Raw -261.705080 + Penalty 162.024914 = -99.680167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 91 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.577842 sec): 2 clusters Score: Raw -1218.494008 + Penalty 473.099548 = -745.394460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.578090 sec): 3 clusters Score: Raw -1314.623550 + Penalty 934.253841 = -380.369709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 92 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.578661 sec): 2 clusters Score: Raw -2183.257755 + Penalty 487.397204 = -1695.860552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.578941 sec): 3 clusters Score: Raw -2327.345151 + Penalty 968.581421 = -1358.763730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 93 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.579440 sec): 2 clusters Score: Raw -552.738180 + Penalty 209.895784 = -342.842396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.579662 sec): 3 clusters Score: Raw -591.254309 + Penalty 411.390397 = -179.863913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 94 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.580192 sec): 2 clusters Score: Raw -1214.361130 + Penalty 387.222165 = -827.138965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.580445 sec): 3 clusters Score: Raw -1316.623022 + Penalty 768.700820 = -547.922202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 95 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.580929 sec): 2 clusters Score: Raw -326.295679 + Penalty 183.723018 = -142.572660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.581143 sec): 3 clusters Score: Raw -319.241415 + Penalty 361.945863 = 42.704448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 96 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.581658 sec): 2 clusters Score: Raw -573.228043 + Penalty 241.375192 = -331.852852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.581883 sec): 3 clusters Score: Raw -612.764606 + Penalty 472.223598 = -140.541007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 97 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.582376 sec): 2 clusters Score: Raw -518.135517 + Penalty 159.915428 = -358.220090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.582600 sec): 3 clusters Score: Raw -535.610397 + Penalty 319.679539 = -215.930858 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 98 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.583109 sec): 2 clusters Score: Raw -795.291648 + Penalty 177.918871 = -617.372777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.583344 sec): 3 clusters Score: Raw -823.702715 + Penalty 348.678840 = -475.023875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 99 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.583847 sec): 2 clusters Score: Raw -730.048817 + Penalty 276.527134 = -453.521683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.584075 sec): 3 clusters Score: Raw -768.926681 + Penalty 541.544517 = -227.382164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 101 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.584638 sec): 2 clusters Score: Raw -1909.428570 + Penalty 364.724318 = -1544.704252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.584911 sec): 3 clusters Score: Raw -1954.090101 + Penalty 729.878142 = -1224.211959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 102 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.585442 sec): 2 clusters Score: Raw -1339.651615 + Penalty 294.270533 = -1045.381083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.585693 sec): 3 clusters Score: Raw -1372.214555 + Penalty 572.907064 = -799.307491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 103 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.586263 sec): 2 clusters Score: Raw -1899.544208 + Penalty 429.363302 = -1470.180905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.586542 sec): 3 clusters Score: Raw -2020.429712 + Penalty 843.259328 = -1177.170384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 104 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.587068 sec): 2 clusters Score: Raw -1194.550753 + Penalty 330.952513 = -863.598239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.587318 sec): 3 clusters Score: Raw -1243.937023 + Penalty 668.841335 = -575.095687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 105 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.587905 sec): 2 clusters Score: Raw -2259.178890 + Penalty 272.067218 = -1987.111673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.588195 sec): 3 clusters Score: Raw -2287.363806 + Penalty 566.391354 = -1720.972452 nChanged 8 SP:Iteration 1F (51.588480 sec): 3 clusters Score: Raw -2305.053076 + Penalty 605.417670 = -1699.635407 nChanged 3 SP:Iteration 2F (51.588765 sec): 3 clusters Score: Raw -2326.197540 + Penalty 621.994149 = -1704.203392 nChanged 1 SP:Iteration 3Q (51.589033 sec): 3 clusters Score: Raw -2340.288402 + Penalty 621.994149 = -1718.294254 nChanged 0 SP:Iteration 4F (51.589333 sec): 3 clusters Score: Raw -2340.288402 + Penalty 621.994149 = -1718.294254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 106 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.589847 sec): 2 clusters Score: Raw -874.014752 + Penalty 256.513048 = -617.501703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.590082 sec): 3 clusters Score: Raw -906.712078 + Penalty 511.421282 = -395.290796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 107 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.590577 sec): 2 clusters Score: Raw -570.062660 + Penalty 245.471187 = -324.591473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.590799 sec): 3 clusters Score: Raw -574.841734 + Penalty 486.655048 = -88.186686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 108 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.591368 sec): 2 clusters Score: Raw -1885.448205 + Penalty 345.029422 = -1540.418783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.591647 sec): 3 clusters Score: Raw -1955.082793 + Penalty 681.229392 = -1273.853401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 109 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.592374 sec): 2 clusters Score: Raw -5745.421822 + Penalty 542.035924 = -5203.385898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.592756 sec): 3 clusters Score: Raw -5758.348666 + Penalty 1086.138793 = -4672.209873 nChanged 7 SP:Iteration 1F (51.593131 sec): 3 clusters Score: Raw -5771.151884 + Penalty 1087.148275 = -4684.003609 nChanged 1 SP:Iteration 2Q (51.593498 sec): 3 clusters Score: Raw -5772.407994 + Penalty 1089.556829 = -4682.851164 nChanged 2 SP:Iteration 3F (51.593872 sec): 3 clusters Score: Raw -5779.052560 + Penalty 1088.889751 = -4690.162809 nChanged 1 SP:Iteration 4Q (51.594235 sec): 3 clusters Score: Raw -5779.915581 + Penalty 1088.889751 = -4691.025830 nChanged 0 SP:Iteration 5F (51.594609 sec): 3 clusters Score: Raw -5779.915581 + Penalty 1088.889751 = -4691.025830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 110 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.595109 sec): 2 clusters Score: Raw -520.385926 + Penalty 188.584409 = -331.801517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.595332 sec): 3 clusters Score: Raw -541.005465 + Penalty 382.057260 = -158.948204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 111 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.595815 sec): 2 clusters Score: Raw -261.133145 + Penalty 175.737629 = -85.395517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.596027 sec): 3 clusters Score: Raw -255.677634 + Penalty 351.475257 = 95.797623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 112 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.596600 sec): 2 clusters Score: Raw -1863.760230 + Penalty 552.285422 = -1311.474807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.596886 sec): 3 clusters Score: Raw -2088.103515 + Penalty 1103.038254 = -985.065261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 113 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.597449 sec): 2 clusters Score: Raw -1950.205593 + Penalty 413.753434 = -1536.452159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.597717 sec): 3 clusters Score: Raw -1999.061096 + Penalty 828.213123 = -1170.847973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 114 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.598211 sec): 2 clusters Score: Raw -61.240542 + Penalty 0.000000 = -61.240542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.598403 sec): 2 clusters Score: Raw -61.240542 + Penalty 0.000000 = -61.240542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 116 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.598899 sec): 2 clusters Score: Raw -614.545078 + Penalty 252.369008 = -362.176070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.599125 sec): 3 clusters Score: Raw -635.794960 + Penalty 505.783510 = -130.011450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 117 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.599690 sec): 2 clusters Score: Raw -2047.170045 + Penalty 426.194691 = -1620.975354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.599968 sec): 3 clusters Score: Raw -2142.899536 + Penalty 851.708537 = -1291.190999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 118 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.600465 sec): 2 clusters Score: Raw -573.510822 + Penalty 209.744007 = -363.766815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.600691 sec): 3 clusters Score: Raw -598.184468 + Penalty 414.461907 = -183.722561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 119 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.601168 sec): 2 clusters Score: Raw -131.878575 + Penalty 90.845547 = -41.033027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.601375 sec): 3 clusters Score: Raw -121.694274 + Penalty 181.691094 = 59.996820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 120 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.601851 sec): 2 clusters Score: Raw -127.295165 + Penalty 85.031596 = -42.263569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.602057 sec): 3 clusters Score: Raw -118.910642 + Penalty 170.063192 = 51.152550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 121 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.602538 sec): 2 clusters Score: Raw -267.757419 + Penalty 180.813042 = -86.944376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.602750 sec): 3 clusters Score: Raw -256.106055 + Penalty 377.364654 = 121.258598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 122 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.603268 sec): 2 clusters Score: Raw -899.076220 + Penalty 218.786482 = -680.289737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.603507 sec): 3 clusters Score: Raw -934.437925 + Penalty 436.697474 = -497.740451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 123 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.604013 sec): 2 clusters Score: Raw -736.103651 + Penalty 224.592976 = -511.510675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.604245 sec): 3 clusters Score: Raw -760.110668 + Penalty 451.105270 = -309.005397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 124 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.604730 sec): 2 clusters Score: Raw -321.154533 + Penalty 173.552643 = -147.601891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.604946 sec): 3 clusters Score: Raw -318.185956 + Penalty 348.183942 = 29.997986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 125 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.605471 sec): 2 clusters Score: Raw -710.391654 + Penalty 257.688496 = -452.703158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.605705 sec): 3 clusters Score: Raw -780.351422 + Penalty 518.445151 = -261.906271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 126 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.606182 sec): 2 clusters Score: Raw -132.045659 + Penalty 91.821944 = -40.223716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.606390 sec): 3 clusters Score: Raw -122.810270 + Penalty 183.643887 = 60.833618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 127 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.606874 sec): 2 clusters Score: Raw -336.485610 + Penalty 206.133453 = -130.352156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.607090 sec): 3 clusters Score: Raw -330.629656 + Penalty 405.340876 = 74.711220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 128 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.607608 sec): 2 clusters Score: Raw -1003.745286 + Penalty 357.730163 = -646.015124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.607847 sec): 3 clusters Score: Raw -1084.046357 + Penalty 714.707821 = -369.338536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 129 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.608353 sec): 2 clusters Score: Raw -766.021147 + Penalty 272.152080 = -493.869067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.608585 sec): 3 clusters Score: Raw -805.282495 + Penalty 545.708566 = -259.573930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 130 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.609071 sec): 2 clusters Score: Raw -394.487707 + Penalty 230.825697 = -163.662010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.609287 sec): 3 clusters Score: Raw -387.191150 + Penalty 470.457855 = 83.266705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 131 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.609784 sec): 2 clusters Score: Raw -639.827383 + Penalty 328.413790 = -311.413593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.610009 sec): 3 clusters Score: Raw -674.172603 + Penalty 656.827581 = -17.345023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 132 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.610520 sec): 2 clusters Score: Raw -908.066093 + Penalty 291.104239 = -616.961855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.610759 sec): 3 clusters Score: Raw -974.288401 + Penalty 570.894278 = -403.394123 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 133 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.611283 sec): 2 clusters Score: Raw -1109.393112 + Penalty 229.203311 = -880.189801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.611529 sec): 3 clusters Score: Raw -1155.180348 + Penalty 469.215738 = -685.964610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 134 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.612015 sec): 2 clusters Score: Raw -322.631603 + Penalty 187.185247 = -135.446356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.612213 sec): 2 clusters Score: Raw -322.631603 + Penalty 187.185247 = -135.446356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 135 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.612710 sec): 2 clusters Score: Raw -264.678517 + Penalty 176.377459 = -88.301058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.612922 sec): 3 clusters Score: Raw -255.644123 + Penalty 352.754918 = 97.110795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 137 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.613409 sec): 2 clusters Score: Raw -364.567337 + Penalty 148.656745 = -215.910593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.613627 sec): 3 clusters Score: Raw -366.720844 + Penalty 315.989664 = -50.731181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 138 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.614145 sec): 2 clusters Score: Raw -1039.321022 + Penalty 454.265789 = -585.055233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.614389 sec): 3 clusters Score: Raw -1229.204034 + Penalty 908.719281 = -320.484753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 139 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.614896 sec): 2 clusters Score: Raw -770.094312 + Penalty 241.905556 = -528.188755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.615130 sec): 3 clusters Score: Raw -831.675173 + Penalty 483.811113 = -347.864060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 140 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.615611 sec): 2 clusters Score: Raw -255.645445 + Penalty 141.300520 = -114.344925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.615807 sec): 2 clusters Score: Raw -255.645445 + Penalty 141.300520 = -114.344925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 141 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.616290 sec): 2 clusters Score: Raw -316.785265 + Penalty 174.486611 = -142.298653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.616503 sec): 3 clusters Score: Raw -316.386427 + Penalty 351.951840 = 35.565413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 142 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.616982 sec): 2 clusters Score: Raw -253.329503 + Penalty 133.039796 = -120.289707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.617204 sec): 3 clusters Score: Raw -247.245925 + Penalty 281.382398 = 34.136473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 143 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.617703 sec): 2 clusters Score: Raw -616.908026 + Penalty 196.929555 = -419.978471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.617931 sec): 3 clusters Score: Raw -633.199743 + Penalty 392.233733 = -240.966009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 144 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.618417 sec): 2 clusters Score: Raw -382.104574 + Penalty 198.826209 = -183.278365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.618634 sec): 3 clusters Score: Raw -381.744517 + Penalty 386.076286 = 4.331769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 145 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.619123 sec): 2 clusters Score: Raw -409.538340 + Penalty 150.841410 = -258.696930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.619356 sec): 3 clusters Score: Raw -414.441269 + Penalty 299.731077 = -114.710193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 146 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.619842 sec): 2 clusters Score: Raw -295.030074 + Penalty 124.509322 = -170.520752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.620051 sec): 3 clusters Score: Raw -296.836479 + Penalty 237.321752 = -59.514728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 147 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.620548 sec): 2 clusters Score: Raw -577.798221 + Penalty 209.126537 = -368.671684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.620773 sec): 3 clusters Score: Raw -599.483428 + Penalty 423.674207 = -175.809221 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 148 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.621274 sec): 2 clusters Score: Raw -663.626061 + Penalty 233.548652 = -430.077409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.621504 sec): 3 clusters Score: Raw -721.746558 + Penalty 460.029682 = -261.716877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 149 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.622003 sec): 2 clusters Score: Raw -770.264743 + Penalty 374.730904 = -395.533839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.622231 sec): 3 clusters Score: Raw -825.625483 + Penalty 747.743810 = -77.881673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 150 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.622740 sec): 2 clusters Score: Raw -810.358933 + Penalty 217.054109 = -593.304824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.622975 sec): 3 clusters Score: Raw -851.028778 + Penalty 432.511383 = -418.517395 nChanged 1 SP:Iteration 1F (51.623205 sec): 3 clusters Score: Raw -864.602624 + Penalty 432.511383 = -432.091241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 151 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.623704 sec): 2 clusters Score: Raw -677.317096 + Penalty 277.695926 = -399.621170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.623932 sec): 3 clusters Score: Raw -703.191469 + Penalty 552.908916 = -150.282554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 152 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.624440 sec): 2 clusters Score: Raw -888.635705 + Penalty 326.318249 = -562.317457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.624676 sec): 3 clusters Score: Raw -952.292543 + Penalty 650.667760 = -301.624782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 153 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.625156 sec): 2 clusters Score: Raw -199.793375 + Penalty 134.564206 = -65.229170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.625366 sec): 3 clusters Score: Raw -190.498128 + Penalty 259.944872 = 69.446744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 154 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.625870 sec): 2 clusters Score: Raw -800.856111 + Penalty 237.734008 = -563.122103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.626101 sec): 3 clusters Score: Raw -808.824642 + Penalty 472.887388 = -335.937254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 155 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.626612 sec): 2 clusters Score: Raw -573.892925 + Penalty 216.861130 = -357.031795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.626837 sec): 3 clusters Score: Raw -599.937199 + Penalty 430.852219 = -169.084980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 156 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.627338 sec): 2 clusters Score: Raw -643.919066 + Penalty 286.196295 = -357.722771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.627562 sec): 3 clusters Score: Raw -667.227540 + Penalty 573.874223 = -93.353317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 157 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.628058 sec): 2 clusters Score: Raw -566.315842 + Penalty 193.514611 = -372.801230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.628283 sec): 3 clusters Score: Raw -594.912617 + Penalty 387.029223 = -207.883395 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 158 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.628758 sec): 2 clusters Score: Raw -125.493053 + Penalty 63.823358 = -61.669695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.628964 sec): 3 clusters Score: Raw -116.901469 + Penalty 127.646716 = 10.745247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 159 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.629455 sec): 2 clusters Score: Raw -472.294954 + Penalty 179.169530 = -293.125424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.629677 sec): 3 clusters Score: Raw -486.158005 + Penalty 365.192294 = -120.965711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 160 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.630204 sec): 2 clusters Score: Raw -1268.646331 + Penalty 380.884066 = -887.762265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.630454 sec): 3 clusters Score: Raw -1356.782197 + Penalty 761.768132 = -595.014065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 161 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.630965 sec): 2 clusters Score: Raw -814.088333 + Penalty 170.393931 = -643.694403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.631202 sec): 3 clusters Score: Raw -862.040864 + Penalty 332.325084 = -529.715780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 162 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.631691 sec): 2 clusters Score: Raw -438.789925 + Penalty 243.798891 = -194.991034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.631911 sec): 3 clusters Score: Raw -451.156997 + Penalty 485.528254 = 34.371257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 163 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.632405 sec): 2 clusters Score: Raw -511.723312 + Penalty 161.056643 = -350.666669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.632628 sec): 3 clusters Score: Raw -529.550075 + Penalty 315.624496 = -213.925578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 165 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.633113 sec): 2 clusters Score: Raw -333.826282 + Penalty 204.397526 = -129.428756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.633329 sec): 3 clusters Score: Raw -329.451995 + Penalty 406.670428 = 77.218433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 166 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.633829 sec): 2 clusters Score: Raw -319.069904 + Penalty 174.890068 = -144.179836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.634045 sec): 3 clusters Score: Raw -318.594632 + Penalty 351.710919 = 33.116287 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 167 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.634547 sec): 2 clusters Score: Raw -643.765149 + Penalty 210.594048 = -433.171101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.634776 sec): 3 clusters Score: Raw -683.421810 + Penalty 420.086142 = -263.335668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 168 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.635256 sec): 2 clusters Score: Raw -197.728317 + Penalty 131.269075 = -66.459242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.635465 sec): 3 clusters Score: Raw -188.957776 + Penalty 271.754182 = 82.796407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 169 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.635965 sec): 2 clusters Score: Raw -629.086078 + Penalty 224.978669 = -404.107409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.636192 sec): 3 clusters Score: Raw -665.222504 + Penalty 449.334358 = -215.888146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 170 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.636696 sec): 2 clusters Score: Raw -702.177915 + Penalty 319.771054 = -382.406861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.636928 sec): 3 clusters Score: Raw -762.266795 + Penalty 623.129074 = -139.137721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 171 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.637420 sec): 2 clusters Score: Raw -450.734206 + Penalty 237.739916 = -212.994291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.637639 sec): 3 clusters Score: Raw -452.211485 + Penalty 486.375359 = 34.163874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 172 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.638138 sec): 2 clusters Score: Raw -622.369815 + Penalty 219.090425 = -403.279390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.638368 sec): 3 clusters Score: Raw -660.034590 + Penalty 435.293353 = -224.741237 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 173 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.638851 sec): 2 clusters Score: Raw -334.627172 + Penalty 223.683541 = -110.943631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.639067 sec): 3 clusters Score: Raw -332.042831 + Penalty 442.937962 = 110.895131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 174 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.639582 sec): 2 clusters Score: Raw -939.589390 + Penalty 250.699652 = -688.889737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.639824 sec): 3 clusters Score: Raw -996.541569 + Penalty 496.533001 = -500.008568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 175 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.640314 sec): 2 clusters Score: Raw -498.122602 + Penalty 211.767438 = -286.355164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.640536 sec): 3 clusters Score: Raw -508.887307 + Penalty 423.534876 = -85.352431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 178 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.641039 sec): 2 clusters Score: Raw -465.205297 + Penalty 184.084421 = -281.120876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.641261 sec): 3 clusters Score: Raw -483.235812 + Penalty 368.168843 = -115.066970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 179 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.641750 sec): 2 clusters Score: Raw -437.409972 + Penalty 214.053022 = -223.356950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.641968 sec): 3 clusters Score: Raw -445.010756 + Penalty 449.420093 = 4.409337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 180 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.642453 sec): 2 clusters Score: Raw -324.317902 + Penalty 171.242141 = -153.075761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.642669 sec): 3 clusters Score: Raw -319.685834 + Penalty 331.445332 = 11.759498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 181 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.643148 sec): 2 clusters Score: Raw -254.374942 + Penalty 148.521593 = -105.853349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.643361 sec): 3 clusters Score: Raw -250.933697 + Penalty 297.043186 = 46.109489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 182 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.643845 sec): 2 clusters Score: Raw -322.676886 + Penalty 192.710057 = -129.966830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.644061 sec): 3 clusters Score: Raw -321.689910 + Penalty 381.128549 = 59.438640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 183 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.644542 sec): 2 clusters Score: Raw -260.679802 + Penalty 184.490833 = -76.188969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.644754 sec): 3 clusters Score: Raw -259.842829 + Penalty 350.498399 = 90.655570 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 184 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.645243 sec): 2 clusters Score: Raw -499.409793 + Penalty 272.509700 = -226.900093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.645465 sec): 3 clusters Score: Raw -521.757471 + Penalty 545.019399 = 23.261928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 185 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.645944 sec): 2 clusters Score: Raw -264.915576 + Penalty 191.794430 = -73.121147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.646157 sec): 3 clusters Score: Raw -258.107346 + Penalty 369.537348 = 111.430002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 187 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.646632 sec): 2 clusters Score: Raw -125.115974 + Penalty 65.934413 = -59.181562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.646825 sec): 2 clusters Score: Raw -125.115974 + Penalty 65.934413 = -59.181562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 190 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.647321 sec): 2 clusters Score: Raw -545.297451 + Penalty 197.883892 = -347.413559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.647544 sec): 3 clusters Score: Raw -559.845198 + Penalty 373.478954 = -186.366244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 191 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.648047 sec): 2 clusters Score: Raw -373.991783 + Penalty 173.735709 = -200.256074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.648265 sec): 3 clusters Score: Raw -369.424302 + Penalty 346.610366 = -22.813935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 192 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.648760 sec): 2 clusters Score: Raw -563.882033 + Penalty 262.895947 = -300.986086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.648984 sec): 3 clusters Score: Raw -574.678855 + Penalty 522.205927 = -52.472928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 193 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.649507 sec): 2 clusters Score: Raw -1224.481065 + Penalty 331.741409 = -892.739656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.649754 sec): 3 clusters Score: Raw -1287.140842 + Penalty 674.011152 = -613.129690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 194 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.650240 sec): 2 clusters Score: Raw -372.166918 + Penalty 182.523684 = -189.643234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.650459 sec): 3 clusters Score: Raw -371.251476 + Penalty 365.047369 = -6.204107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 195 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.650944 sec): 2 clusters Score: Raw -335.134885 + Penalty 188.677009 = -146.457877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.651155 sec): 3 clusters Score: Raw -329.682191 + Penalty 347.285029 = 17.602838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 196 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.651639 sec): 2 clusters Score: Raw -294.448970 + Penalty 128.127614 = -166.321356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.651855 sec): 3 clusters Score: Raw -299.956205 + Penalty 263.441033 = -36.515172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 197 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.652337 sec): 2 clusters Score: Raw -333.451091 + Penalty 208.699727 = -124.751363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.652551 sec): 3 clusters Score: Raw -326.462570 + Penalty 418.113695 = 91.651124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 198 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.653038 sec): 2 clusters Score: Raw -444.024015 + Penalty 220.758656 = -223.265359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.653256 sec): 3 clusters Score: Raw -444.683603 + Penalty 470.493604 = 25.810001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 199 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.653740 sec): 2 clusters Score: Raw -312.579500 + Penalty 159.661251 = -152.918248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.653953 sec): 3 clusters Score: Raw -306.270663 + Penalty 328.365287 = 22.094623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 200 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.654437 sec): 2 clusters Score: Raw -311.002979 + Penalty 175.289188 = -135.713791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.654653 sec): 3 clusters Score: Raw -313.473273 + Penalty 354.224808 = 40.751535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 201 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.655145 sec): 2 clusters Score: Raw -193.287872 + Penalty 118.759018 = -74.528854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.655355 sec): 3 clusters Score: Raw -183.893790 + Penalty 239.552476 = 55.658687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 204 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.655831 sec): 2 clusters Score: Raw -131.903750 + Penalty 89.085042 = -42.818708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.656036 sec): 3 clusters Score: Raw -121.694799 + Penalty 178.170085 = 56.475285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 205 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.656510 sec): 2 clusters Score: Raw -126.036543 + Penalty 85.534443 = -40.502101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.656702 sec): 2 clusters Score: Raw -126.036543 + Penalty 85.534443 = -40.502101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 206 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.657179 sec): 2 clusters Score: Raw -121.851977 + Penalty 66.279058 = -55.572919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.657384 sec): 3 clusters Score: Raw -115.394478 + Penalty 132.558116 = 17.163638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 207 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.657893 sec): 2 clusters Score: Raw -847.871664 + Penalty 362.849394 = -485.022270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.658128 sec): 3 clusters Score: Raw -968.382367 + Penalty 727.448681 = -240.933686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 208 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.658609 sec): 2 clusters Score: Raw -268.750939 + Penalty 181.083474 = -87.667464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.658822 sec): 3 clusters Score: Raw -260.322449 + Penalty 362.166948 = 101.844500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 209 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.659305 sec): 2 clusters Score: Raw -318.875637 + Penalty 163.615330 = -155.260306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.659521 sec): 3 clusters Score: Raw -315.844194 + Penalty 317.266269 = 1.422075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 210 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.660001 sec): 2 clusters Score: Raw -253.210465 + Penalty 146.105497 = -107.104968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.660212 sec): 3 clusters Score: Raw -247.760981 + Penalty 281.482349 = 33.721368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 211 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.660708 sec): 2 clusters Score: Raw -581.374330 + Penalty 221.015492 = -360.358838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.660932 sec): 3 clusters Score: Raw -605.273947 + Penalty 451.245713 = -154.028234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 212 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.661410 sec): 2 clusters Score: Raw -193.308452 + Penalty 119.810848 = -73.497604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.661605 sec): 2 clusters Score: Raw -193.308452 + Penalty 119.810848 = -73.497604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 213 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.662106 sec): 2 clusters Score: Raw -355.078057 + Penalty 161.404867 = -193.673190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.662323 sec): 3 clusters Score: Raw -358.022542 + Penalty 357.920823 = -0.101719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 214 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.662804 sec): 2 clusters Score: Raw -266.239810 + Penalty 178.275501 = -87.964309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.663018 sec): 3 clusters Score: Raw -257.321407 + Penalty 356.551002 = 99.229595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 215 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.663504 sec): 2 clusters Score: Raw -394.337537 + Penalty 202.648398 = -191.689139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.663722 sec): 3 clusters Score: Raw -388.069988 + Penalty 428.704461 = 40.634473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 216 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.664207 sec): 2 clusters Score: Raw -377.697867 + Penalty 192.819036 = -184.878831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.664406 sec): 2 clusters Score: Raw -377.697867 + Penalty 192.819036 = -184.878831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 217 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.664884 sec): 2 clusters Score: Raw -190.128084 + Penalty 108.182356 = -81.945728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.665092 sec): 3 clusters Score: Raw -183.328506 + Penalty 197.945902 = 14.617396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 218 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.665573 sec): 2 clusters Score: Raw -270.387415 + Penalty 179.221655 = -91.165759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.665787 sec): 3 clusters Score: Raw -260.063094 + Penalty 358.443311 = 98.380217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 219 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.666275 sec): 2 clusters Score: Raw -434.965378 + Penalty 203.670775 = -231.294603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.666495 sec): 3 clusters Score: Raw -446.679873 + Penalty 401.534539 = -45.145334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 220 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.666968 sec): 2 clusters Score: Raw -61.043898 + Penalty 0.000000 = -61.043898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.667161 sec): 2 clusters Score: Raw -61.043898 + Penalty 0.000000 = -61.043898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 221 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.667636 sec): 2 clusters Score: Raw -128.143029 + Penalty 70.723597 = -57.419432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.667830 sec): 2 clusters Score: Raw -128.143029 + Penalty 70.723597 = -57.419432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 222 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.668316 sec): 2 clusters Score: Raw -384.285392 + Penalty 235.343850 = -148.941542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.668534 sec): 3 clusters Score: Raw -388.401645 + Penalty 470.687700 = 82.286055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 223 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.669031 sec): 2 clusters Score: Raw -246.212821 + Penalty 122.161421 = -124.051401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.669243 sec): 3 clusters Score: Raw -240.805857 + Penalty 251.914450 = 11.108593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 224 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.669748 sec): 2 clusters Score: Raw -782.059553 + Penalty 390.481404 = -391.578149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.669978 sec): 3 clusters Score: Raw -876.220798 + Penalty 781.019399 = -95.201399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 225 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.670465 sec): 2 clusters Score: Raw -414.187064 + Penalty 247.165967 = -167.021097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.670683 sec): 3 clusters Score: Raw -403.956700 + Penalty 503.840277 = 99.883577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 227 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.671163 sec): 2 clusters Score: Raw -194.399298 + Penalty 125.911834 = -68.487464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.671373 sec): 3 clusters Score: Raw -187.341131 + Penalty 250.354507 = 63.013377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 228 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.671845 sec): 2 clusters Score: Raw -60.680399 + Penalty 0.000000 = -60.680399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.672035 sec): 2 clusters Score: Raw -60.680399 + Penalty 0.000000 = -60.680399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 229 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.672523 sec): 2 clusters Score: Raw -423.107301 + Penalty 162.032886 = -261.074415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.672743 sec): 3 clusters Score: Raw -426.636275 + Penalty 316.665839 = -109.970436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 232 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.673221 sec): 2 clusters Score: Raw -202.314755 + Penalty 143.743346 = -58.571408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.673416 sec): 2 clusters Score: Raw -202.314755 + Penalty 143.743346 = -58.571408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 235 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.673902 sec): 2 clusters Score: Raw -394.478178 + Penalty 221.331108 = -173.147070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.674119 sec): 3 clusters Score: Raw -395.272898 + Penalty 442.662216 = 47.389318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 236 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.674597 sec): 2 clusters Score: Raw -191.104104 + Penalty 116.036656 = -75.067448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.674807 sec): 3 clusters Score: Raw -183.864309 + Penalty 216.153500 = 32.289191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 240 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.675286 sec): 2 clusters Score: Raw -272.969232 + Penalty 178.600288 = -94.368944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.675495 sec): 2 clusters Score: Raw -272.969232 + Penalty 178.600288 = -94.368944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 241 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.675984 sec): 2 clusters Score: Raw -439.696174 + Penalty 217.842094 = -221.854080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.676202 sec): 3 clusters Score: Raw -435.437918 + Penalty 483.821934 = 48.384016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 242 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.676719 sec): 2 clusters Score: Raw -1168.096261 + Penalty 371.846250 = -796.250011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.676959 sec): 3 clusters Score: Raw -1182.551297 + Penalty 745.157990 = -437.393307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 244 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.677443 sec): 2 clusters Score: Raw -274.131766 + Penalty 180.259997 = -93.871769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.677657 sec): 3 clusters Score: Raw -260.847093 + Penalty 360.519994 = 99.672901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 248 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.678132 sec): 2 clusters Score: Raw -126.697981 + Penalty 78.984599 = -47.713382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.678325 sec): 2 clusters Score: Raw -126.697981 + Penalty 78.984599 = -47.713382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 249 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.678796 sec): 2 clusters Score: Raw -60.304052 + Penalty 0.000000 = -60.304052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.678986 sec): 2 clusters Score: Raw -60.304052 + Penalty 0.000000 = -60.304052 nChanged 0 Deleting Class 54 (5 points): Lose 117.415732 but Gain 1542.930663 Iteration 20F (56.929221 sec): 229 clusters Score: Raw -2459758.706841 + Penalty 245824.565539 = -2213934.141302 nChanged 701 Deleting Class 225 (6 points): Lose 66.308143 but Gain 1491.800472 Iteration 21Q (57.441343 sec): 228 clusters Score: Raw -2459983.038435 + Penalty 244437.272913 = -2215545.765522 nChanged 530 Deleting Class 138 (19 points): Lose 256.400324 but Gain 1668.434840 Iteration 22Q (57.927993 sec): 227 clusters Score: Raw -2459904.088409 + Penalty 243025.160540 = -2216878.927869 nChanged 452 Deleting Class 91 (21 points): Lose 269.944531 but Gain 1680.486899 Iteration 23Q (58.400784 sec): 226 clusters Score: Raw -2459907.961148 + Penalty 241572.727104 = -2218335.234044 nChanged 387 Deleting Class 49 (16 points): Lose 165.037412 but Gain 1574.216469 Iteration 24Q (58.865485 sec): 225 clusters Score: Raw -2459975.235001 + Penalty 240127.790070 = -2219847.444930 nChanged 363 Deleting Class 185 (4 points): Lose 88.560535 but Gain 1496.174713 Iteration 25Q (59.323118 sec): 224 clusters Score: Raw -2460086.921688 + Penalty 238742.500882 = -2221344.420806 nChanged 335 Deleting Class 114 (1 points): Lose 27.119965 but Gain 1432.472468 Iteration 26Q (59.773603 sec): 223 clusters Score: Raw -2460249.811708 + Penalty 237328.031024 = -2222921.780684 nChanged 329 Deleting Class 173 (5 points): Lose 109.473861 but Gain 1503.008990 Iteration 27Q (60.220072 sec): 222 clusters Score: Raw -2460254.866512 + Penalty 235860.304907 = -2224394.561605 nChanged 297 Deleting Class 126 (2 points): Lose 39.092608 but Gain 1432.592909 Iteration 28Q (60.660618 sec): 221 clusters Score: Raw -2460374.213959 + Penalty 234492.234361 = -2225881.979598 nChanged 265 Deleting Class 119 (2 points): Lose 24.242547 but Gain 1417.359310 Iteration 29Q (61.093690 sec): 220 clusters Score: Raw -2460472.458723 + Penalty 233095.664041 = -2227376.794683 nChanged 207 Deleting Class 149 (12 points): Lose 236.811975 but Gain 1630.839453 Iteration 30F (66.115743 sec): 219 clusters Score: Raw -2460314.461214 + Penalty 231536.103980 = -2228778.357233 nChanged 180 Deleting Class 224 (13 points): Lose 258.829601 but Gain 1646.354436 Iteration 31Q (66.537302 sec): 218 clusters Score: Raw -2460161.312864 + Penalty 229968.343206 = -2230192.969658 nChanged 151 Deleting Class 204 (2 points): Lose 22.371468 but Gain 1389.892163 Iteration 32Q (66.953957 sec): 217 clusters Score: Raw -2460264.847774 + Penalty 228607.004100 = -2231657.843674 nChanged 126 Deleting Class 232 (3 points): Lose 52.424436 but Gain 1414.962974 Iteration 33Q (67.364666 sec): 216 clusters Score: Raw -2460264.931109 + Penalty 227229.011509 = -2233035.919600 nChanged 110 Deleting Class 249 (1 points): Lose 10.601946 but Gain 1372.734825 Iteration 34Q (67.772632 sec): 215 clusters Score: Raw -2460295.445218 + Penalty 225871.697082 = -2234423.748136 nChanged 91 Deleting Class 244 (4 points): Lose 45.668996 but Gain 1406.195424 Iteration 35Q (68.177274 sec): 214 clusters Score: Raw -2460273.133200 + Penalty 224477.690615 = -2235795.442584 nChanged 87 Deleting Class 214 (4 points): Lose 31.436247 but Gain 1390.714511 Iteration 36Q (68.578165 sec): 213 clusters Score: Raw -2460269.660164 + Penalty 223102.068206 = -2237167.591958 nChanged 65 Deleting Class 208 (4 points): Lose 54.959270 but Gain 1412.619308 Iteration 37Q (68.984578 sec): 212 clusters Score: Raw -2460232.575107 + Penalty 221734.391175 = -2238498.183931 nChanged 72 Deleting Class 183 (4 points): Lose 83.554903 but Gain 1439.199869 Iteration 38Q (69.381739 sec): 211 clusters Score: Raw -2460177.873607 + Penalty 220302.563789 = -2239875.309817 nChanged 62 Deleting Class 121 (4 points): Lose 59.574383 but Gain 1410.509690 Iteration 39Q (69.774916 sec): 210 clusters Score: Raw -2460148.485068 + Penalty 218933.109973 = -2241215.375094 nChanged 53 Deleting Class 228 (1 points): Lose 18.353401 but Gain 1356.537924 Iteration 40F (74.625114 sec): 209 clusters Score: Raw -2460159.683826 + Penalty 217634.215576 = -2242525.468249 nChanged 44 Deleting Class 218 (4 points): Lose 60.396455 but Gain 1398.095393 Iteration 41Q (75.014405 sec): 208 clusters Score: Raw -2460146.718856 + Penalty 216258.709874 = -2243888.008982 nChanged 37 Deleting Class 240 (4 points): Lose 55.824431 but Gain 1393.248151 Iteration 42Q (75.404734 sec): 207 clusters Score: Raw -2460139.961141 + Penalty 214905.280987 = -2245234.680154 nChanged 36 Deleting Class 47 (5 points): Lose 93.155100 but Gain 1420.673750 Iteration 43Q (75.797062 sec): 206 clusters Score: Raw -2460110.882677 + Penalty 213570.847180 = -2246540.035496 nChanged 33 Deleting Class 135 (4 points): Lose 50.777050 but Gain 1375.908020 Iteration 44Q (76.182006 sec): 205 clusters Score: Raw -2460092.182029 + Penalty 212281.863153 = -2247810.318876 nChanged 30 Deleting Class 197 (5 points): Lose 83.005282 but Gain 1402.327437 Iteration 45Q (76.563816 sec): 204 clusters Score: Raw -2460044.697063 + Penalty 210910.795588 = -2249133.901476 nChanged 18 Deleting Class 81 (25 points): Lose 231.395466 but Gain 1547.870310 Iteration 46Q (76.948151 sec): 203 clusters Score: Raw -2459835.885704 + Penalty 209480.820788 = -2250355.064916 nChanged 34 Deleting Class 220 (1 points): Lose 2.925600 but Gain 1317.205431 Iteration 47Q (77.328322 sec): 202 clusters Score: Raw -2459932.308664 + Penalty 208163.937019 = -2251768.371645 nChanged 20 Deleting Class 131 (10 points): Lose 232.893281 but Gain 1542.437138 Iteration 48Q (77.704340 sec): 201 clusters Score: Raw -2459716.313130 + Penalty 206715.905840 = -2253000.407290 nChanged 29 Deleting Class 222 (6 points): Lose 118.685724 but Gain 1420.446636 Iteration 49Q (78.079948 sec): 200 clusters Score: Raw -2459668.423891 + Penalty 205344.927613 = -2254323.496278 nChanged 28 Deleting Class 207 (16 points): Lose 159.585605 but Gain 1461.455105 Iteration 50F (82.713521 sec): 199 clusters Score: Raw -2459546.597057 + Penalty 203747.447185 = -2255799.149871 nChanged 37 Deleting Class 184 (8 points): Lose 115.534095 but Gain 1417.219196 Iteration 51Q (83.090154 sec): 198 clusters Score: Raw -2459505.542155 + Penalty 202413.985460 = -2257091.556694 nChanged 22 Deleting Class 130 (6 points): Lose 91.802440 but Gain 1393.176770 Iteration 52Q (83.463873 sec): 197 clusters Score: Raw -2459475.328846 + Penalty 201070.921555 = -2258404.407291 nChanged 19 Deleting Class 127 (5 points): Lose 88.752850 but Gain 1385.083732 Iteration 53Q (83.834267 sec): 196 clusters Score: Raw -2459424.854537 + Penalty 199738.274112 = -2259686.580426 nChanged 19 Deleting Class 120 (2 points): Lose 33.128403 but Gain 1326.650869 Iteration 54Q (84.205849 sec): 195 clusters Score: Raw -2459431.321189 + Penalty 198409.923227 = -2261021.397962 nChanged 11 Deleting Class 165 (5 points): Lose 80.010561 but Gain 1373.419422 Iteration 55Q (84.574762 sec): 194 clusters Score: Raw -2459364.736552 + Penalty 197039.504094 = -2262325.232459 nChanged 11 Deleting Class 61 (16 points): Lose 170.921087 but Gain 1461.162843 Iteration 56Q (84.941238 sec): 193 clusters Score: Raw -2459223.450914 + Penalty 195628.104515 = -2263595.346398 nChanged 22 Deleting Class 153 (3 points): Lose 40.395427 but Gain 1324.606482 Iteration 57Q (85.308177 sec): 192 clusters Score: Raw -2459238.437870 + Penalty 194333.912060 = -2264904.525810 nChanged 13 Deleting Class 205 (3 points): Lose 49.822150 but Gain 1333.581624 Iteration 58Q (85.671636 sec): 191 clusters Score: Raw -2459219.983917 + Penalty 192989.055970 = -2266230.927947 nChanged 11 Deleting Class 156 (11 points): Lose 95.127684 but Gain 1374.792342 Iteration 59Q (86.033891 sec): 190 clusters Score: Raw -2459142.732352 + Penalty 191715.565103 = -2267427.167249 nChanged 21 Deleting Class 85 (45 points): Lose 409.813658 but Gain 1679.308658 Iteration 60F (90.371167 sec): 189 clusters Score: Raw -2458777.583014 + Penalty 190557.545984 = -2268220.037030 nChanged 50 Deleting Class 182 (6 points): Lose 74.669791 but Gain 1339.662048 Iteration 61Q (90.735452 sec): 188 clusters Score: Raw -2458954.382576 + Penalty 189261.068878 = -2269693.313699 nChanged 22 Deleting Class 111 (4 points): Lose 110.117777 but Gain 1370.916747 Iteration 62Q (91.095454 sec): 187 clusters Score: Raw -2458935.080001 + Penalty 187945.307590 = -2270989.772411 nChanged 20 Deleting Class 92 (40 points): Lose 184.230807 but Gain 1443.669981 Iteration 63Q (91.454381 sec): 186 clusters Score: Raw -2458864.799434 + Penalty 186616.952417 = -2272247.847017 nChanged 50 Deleting Class 128 (16 points): Lose 106.823939 but Gain 1365.894584 Iteration 64Q (91.817403 sec): 185 clusters Score: Raw -2458889.991202 + Penalty 185357.348356 = -2273532.642845 nChanged 39 Deleting Class 112 (37 points): Lose 366.877598 but Gain 1607.182395 Iteration 65Q (92.176370 sec): 184 clusters Score: Raw -2458618.562476 + Penalty 183875.235666 = -2274743.326810 nChanged 55 Deleting Class 162 (7 points): Lose 119.119465 but Gain 1354.910847 Iteration 66Q (92.536252 sec): 183 clusters Score: Raw -2458712.925004 + Penalty 182570.374116 = -2276142.550888 nChanged 26 Deleting Class 235 (6 points): Lose 100.805884 but Gain 1335.871013 Iteration 67Q (92.890147 sec): 182 clusters Score: Raw -2458720.253337 + Penalty 181297.513391 = -2277422.739947 nChanged 25 Deleting Class 168 (3 points): Lose 58.489592 but Gain 1292.170286 Iteration 68Q (93.247164 sec): 181 clusters Score: Raw -2458735.107077 + Penalty 180058.808288 = -2278676.298788 nChanged 15 Deleting Class 242 (17 points): Lose 188.570531 but Gain 1419.338243 Iteration 69Q (93.599997 sec): 180 clusters Score: Raw -2458586.512537 + Penalty 178653.713635 = -2279932.798902 nChanged 30 Deleting Class 79 (22 points): Lose 122.407533 but Gain 1345.170222 Iteration 70F (97.739047 sec): 179 clusters Score: Raw -2458534.733255 + Penalty 177384.102574 = -2281150.630681 nChanged 40 Deleting Class 74 (6 points): Lose 57.406326 but Gain 1279.782392 Iteration 71Q (98.091265 sec): 178 clusters Score: Raw -2458645.379731 + Penalty 176130.666556 = -2282514.713175 nChanged 21 Deleting Class 170 (13 points): Lose 128.579543 but Gain 1348.224238 Iteration 72Q (98.441885 sec): 177 clusters Score: Raw -2458575.984017 + Penalty 174865.316084 = -2283710.667934 nChanged 23 Deleting Class 51 (37 points): Lose 177.646301 but Gain 1391.706765 Iteration 73Q (98.789137 sec): 176 clusters Score: Raw -2458474.719193 + Penalty 173624.535899 = -2284850.183294 nChanged 44 Deleting Class 248 (2 points): Lose 22.563025 but Gain 1232.306483 Iteration 74Q (99.138165 sec): 175 clusters Score: Raw -2458560.557960 + Penalty 172400.932600 = -2286159.625360 nChanged 13 Deleting Class 134 (5 points): Lose 53.745691 but Gain 1257.764021 Iteration 75Q (99.481783 sec): 174 clusters Score: Raw -2458541.621833 + Penalty 171199.109191 = -2287342.512642 nChanged 10 Deleting Class 171 (7 points): Lose 119.186744 but Gain 1321.238128 Iteration 76Q (99.822677 sec): 173 clusters Score: Raw -2458451.738625 + Penalty 169938.915956 = -2288512.822669 nChanged 16 Deleting Class 195 (5 points): Lose 70.165537 but Gain 1267.787694 Iteration 77Q (100.169167 sec): 172 clusters Score: Raw -2458443.029994 + Penalty 168713.870551 = -2289729.159443 nChanged 14 Deleting Class 95 (5 points): Lose 41.248314 but Gain 1234.500077 Iteration 78Q (100.509999 sec): 171 clusters Score: Raw -2458430.211827 + Penalty 167489.766755 = -2290940.445073 nChanged 12 Deleting Class 152 (15 points): Lose 112.005299 but Gain 1303.126052 Iteration 79Q (100.851095 sec): 170 clusters Score: Raw -2458342.499725 + Penalty 166238.680927 = -2292103.818798 nChanged 25 Deleting Class 67 (26 points): Lose 143.649222 but Gain 1329.797935 Iteration 80F (104.793209 sec): 169 clusters Score: Raw -2458247.144291 + Penalty 164926.184481 = -2293320.959810 nChanged 38 Deleting Class 227 (3 points): Lose 56.867765 but Gain 1239.435340 Iteration 81Q (105.135292 sec): 168 clusters Score: Raw -2458250.318857 + Penalty 163726.230221 = -2294524.088636 nChanged 16 Deleting Class 192 (9 points): Lose 113.341816 but Gain 1293.931303 Iteration 82Q (105.477579 sec): 167 clusters Score: Raw -2458177.439504 + Penalty 162554.712392 = -2295622.727112 nChanged 20 Deleting Class 107 (10 points): Lose 78.505288 but Gain 1255.599390 Iteration 83Q (105.815210 sec): 166 clusters Score: Raw -2458142.816836 + Penalty 161393.000092 = -2296749.816744 nChanged 18 Deleting Class 160 (22 points): Lose 157.157756 but Gain 1332.568710 Iteration 84Q (106.150559 sec): 165 clusters Score: Raw -2458010.894128 + Penalty 160151.184605 = -2297859.709523 nChanged 28 Deleting Class 90 (4 points): Lose 93.660734 but Gain 1263.944834 Iteration 85Q (106.486432 sec): 164 clusters Score: Raw -2457975.288306 + Penalty 158899.887955 = -2299075.400351 nChanged 13 Deleting Class 94 (24 points): Lose 179.648701 but Gain 1345.632827 Iteration 86Q (106.817192 sec): 163 clusters Score: Raw -2457829.158363 + Penalty 157625.528987 = -2300203.629376 nChanged 28 Deleting Class 215 (6 points): Lose 59.721038 but Gain 1223.109229 Iteration 87Q (107.152822 sec): 162 clusters Score: Raw -2457834.823651 + Penalty 156414.346737 = -2301420.476914 nChanged 11 Deleting Class 39 (7 points): Lose 109.568758 but Gain 1270.123444 Iteration 88Q (107.485992 sec): 161 clusters Score: Raw -2457738.422541 + Penalty 155154.583102 = -2302583.839439 nChanged 12 Deleting Class 14 (43 points): Lose 313.288985 but Gain 1472.014660 Iteration 89Q (107.812924 sec): 160 clusters Score: Raw -2457443.087326 + Penalty 153818.060616 = -2303625.026710 nChanged 52 Deleting Class 151 (11 points): Lose 98.682463 but Gain 1252.394275 Iteration 90F (111.468733 sec): 159 clusters Score: Raw -2457461.528029 + Penalty 152622.172964 = -2304839.355065 nChanged 19 Deleting Class 216 (7 points): Lose 56.841157 but Gain 1209.887993 Iteration 91Q (111.796083 sec): 158 clusters Score: Raw -2457439.499608 + Penalty 151414.049808 = -2306025.449800 nChanged 15 Deleting Class 55 (12 points): Lose 94.549368 but Gain 1246.804633 Iteration 92Q (112.120694 sec): 157 clusters Score: Raw -2457379.390598 + Penalty 150216.511948 = -2307162.878650 nChanged 18 Deleting Class 198 (7 points): Lose 81.418396 but Gain 1226.864883 Iteration 93Q (112.444116 sec): 156 clusters Score: Raw -2457332.544088 + Penalty 148997.897014 = -2308334.647074 nChanged 12 Deleting Class 144 (6 points): Lose 60.044751 but Gain 1200.039942 Iteration 94Q (112.764182 sec): 155 clusters Score: Raw -2457299.282015 + Penalty 147832.876112 = -2309466.405903 nChanged 13 Deleting Class 116 (11 points): Lose 57.080695 but Gain 1196.510293 Iteration 95Q (113.086787 sec): 154 clusters Score: Raw -2457267.014452 + Penalty 146668.584667 = -2310598.429785 nChanged 12 Deleting Class 180 (6 points): Lose 55.265412 but Gain 1190.876248 Iteration 96Q (113.407025 sec): 153 clusters Score: Raw -2457235.481066 + Penalty 145488.840893 = -2311746.640172 nChanged 9 Deleting Class 241 (8 points): Lose 74.710907 but Gain 1210.069598 Iteration 97Q (113.725712 sec): 152 clusters Score: Raw -2457174.069135 + Penalty 144359.261544 = -2312814.807591 nChanged 12 Deleting Class 212 (3 points): Lose 44.704382 but Gain 1179.379210 Iteration 98Q (114.041472 sec): 151 clusters Score: Raw -2457153.171781 + Penalty 143186.636415 = -2313966.535366 nChanged 8 Deleting Class 141 (5 points): Lose 41.363226 but Gain 1172.437385 Iteration 99Q (114.356449 sec): 150 clusters Score: Raw -2457117.686446 + Penalty 142016.677818 = -2315101.008629 nChanged 9 Deleting Class 36 (8 points): Lose 62.699977 but Gain 1194.119787 Iteration 100F (117.856761 sec): 149 clusters Score: Raw -2457062.909932 + Penalty 140846.215406 = -2316216.694525 nChanged 9 Deleting Class 99 (12 points): Lose 73.841346 but Gain 1203.453881 Iteration 101Q (118.169504 sec): 148 clusters Score: Raw -2457004.349111 + Penalty 139660.765011 = -2317343.584100 nChanged 14 Deleting Class 201 (3 points): Lose 40.559153 but Gain 1169.025331 Iteration 102Q (118.481876 sec): 147 clusters Score: Raw -2456987.056101 + Penalty 138496.049639 = -2318491.006461 nChanged 8 Deleting Class 124 (5 points): Lose 44.014285 but Gain 1166.161717 Iteration 103Q (118.793716 sec): 146 clusters Score: Raw -2456954.862123 + Penalty 137343.708693 = -2319611.153430 nChanged 7 Deleting Class 104 (22 points): Lose 83.225996 but Gain 1203.897733 Iteration 104Q (119.102937 sec): 145 clusters Score: Raw -2456878.753679 + Penalty 136164.629241 = -2320714.124437 nChanged 22 Deleting Class 87 (17 points): Lose 155.641223 but Gain 1268.020135 Iteration 105Q (119.413244 sec): 144 clusters Score: Raw -2456758.226022 + Penalty 134956.944764 = -2321801.281259 nChanged 21 Deleting Class 236 (3 points): Lose 30.732729 but Gain 1142.227280 Iteration 106Q (119.721947 sec): 143 clusters Score: Raw -2456768.975576 + Penalty 133803.258035 = -2322965.717541 nChanged 8 Deleting Class 210 (4 points): Lose 34.442361 but Gain 1139.758599 Iteration 107Q (120.027907 sec): 142 clusters Score: Raw -2456746.407056 + Penalty 132664.681554 = -2324081.725502 nChanged 4 Deleting Class 181 (4 points): Lose 59.754795 but Gain 1158.606388 Iteration 108Q (120.333358 sec): 141 clusters Score: Raw -2456692.614659 + Penalty 131523.790412 = -2325168.824248 nChanged 6 Deleting Class 200 (5 points): Lose 79.695704 but Gain 1177.830182 Iteration 109Q (120.638066 sec): 140 clusters Score: Raw -2456621.576111 + Penalty 130393.547422 = -2326228.028689 nChanged 6 Deleting Class 193 (21 points): Lose 85.799079 but Gain 1178.371643 Iteration 110F (123.861547 sec): 139 clusters Score: Raw -2456560.827656 + Penalty 129233.326230 = -2327327.501426 nChanged 21 Deleting Class 221 (2 points): Lose 13.871600 but Gain 1103.419502 Iteration 111Q (124.163785 sec): 138 clusters Score: Raw -2456579.112607 + Penalty 128129.751259 = -2328449.361348 nChanged 2 Deleting Class 194 (8 points): Lose 57.774624 but Gain 1145.242017 Iteration 112Q (124.464164 sec): 137 clusters Score: Raw -2456524.595824 + Penalty 126990.811463 = -2329533.784360 nChanged 8 Deleting Class 73 (93 points): Lose 371.596661 but Gain 1458.918826 Iteration 113Q (124.763293 sec): 136 clusters Score: Raw -2456164.422655 + Penalty 125720.705589 = -2330443.717066 nChanged 94 Deleting Class 68 (7 points): Lose 76.737675 but Gain 1160.214784 Iteration 114Q (125.066552 sec): 135 clusters Score: Raw -2456292.183038 + Penalty 124507.626466 = -2331784.556572 nChanged 46 Deleting Class 166 (5 points): Lose 93.136164 but Gain 1175.148350 Iteration 115Q (125.364636 sec): 134 clusters Score: Raw -2456272.970219 + Penalty 123348.748211 = -2332924.222008 nChanged 25 Deleting Class 129 (13 points): Lose 66.731909 but Gain 1147.452297 Iteration 116Q (125.662625 sec): 133 clusters Score: Raw -2456261.116627 + Penalty 122198.235414 = -2334062.881213 nChanged 28 Deleting Class 179 (7 points): Lose 110.019658 but Gain 1189.598363 Iteration 117Q (125.959362 sec): 132 clusters Score: Raw -2456191.649803 + Penalty 121040.248468 = -2335151.401336 nChanged 18 Deleting Class 219 (7 points): Lose 60.382194 but Gain 1131.899085 Iteration 118Q (126.252347 sec): 131 clusters Score: Raw -2456174.643541 + Penalty 119929.677549 = -2336244.965992 nChanged 18 Writing temp clu file Memory request: 0.23 GB would take us to total of 0.45 GB. Compute initial score before splitting: Score: Raw -2456174.643541 + Penalty 119929.677549 = -2336244.965992Memory request: 0.03 GB would take us to total of 0.48 GB. Trying to split cluster 1 (6261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.440569 sec): 2 clusters Score: Raw -331930.624792 + Penalty 88.799292 = -331841.825500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.452303 sec): 3 clusters Score: Raw -327784.780850 + Penalty 178.853515 = -327605.927336 nChanged 2981 SP:Iteration 1F (126.463637 sec): 3 clusters Score: Raw -329395.648971 + Penalty 182.451468 = -329213.197503 nChanged 714 SP:Iteration 2F (126.475058 sec): 3 clusters Score: Raw -329948.792506 + Penalty 193.837581 = -329754.954926 nChanged 730 SP:Iteration 3F (126.486765 sec): 3 clusters Score: Raw -330756.714067 + Penalty 218.167058 = -330538.547009 nChanged 510 SP:Iteration 4F (126.498244 sec): 3 clusters Score: Raw -331416.085565 + Penalty 239.707899 = -331176.377666 nChanged 247 SP:Iteration 5Q (126.509611 sec): 3 clusters Score: Raw -331839.584902 + Penalty 242.183158 = -331597.401744 nChanged 75 SP:Iteration 6Q (126.519469 sec): 3 clusters Score: Raw -331908.471145 + Penalty 241.640320 = -331666.830825 nChanged 38 SP:Iteration 7Q (126.528853 sec): 3 clusters Score: Raw -331929.429098 + Penalty 242.289265 = -331687.139833 nChanged 24 SP:Iteration 8Q (126.538133 sec): 3 clusters Score: Raw -331942.463744 + Penalty 240.349952 = -331702.113792 nChanged 25 SP:Iteration 9Q (126.547393 sec): 3 clusters Score: Raw -331957.839758 + Penalty 238.274760 = -331719.564998 nChanged 20 SP:Iteration 10F (126.558540 sec): 3 clusters Score: Raw -331967.967122 + Penalty 233.754422 = -331734.212700 nChanged 16 SP:Iteration 11Q (126.567543 sec): 3 clusters Score: Raw -331974.118133 + Penalty 233.140288 = -331740.977844 nChanged 6 SP:Iteration 12Q (126.576516 sec): 3 clusters Score: Raw -331975.432676 + Penalty 231.701500 = -331743.731175 nChanged 9 SP:Iteration 13Q (126.585477 sec): 3 clusters Score: Raw -331979.082963 + Penalty 226.499654 = -331752.583309 nChanged 15 SP:Iteration 14Q (126.595011 sec): 3 clusters Score: Raw -331985.205603 + Penalty 223.416870 = -331761.788734 nChanged 15 SP:Iteration 15Q (126.604074 sec): 3 clusters Score: Raw -331989.346036 + Penalty 219.871816 = -331769.474220 nChanged 13 SP:Iteration 16Q (126.612998 sec): 3 clusters Score: Raw -331993.669800 + Penalty 216.339648 = -331777.330152 nChanged 12 SP:Iteration 17Q (126.621933 sec): 3 clusters Score: Raw -331997.442291 + Penalty 213.775042 = -331783.667249 nChanged 11 SP:Iteration 18Q (126.632194 sec): 3 clusters Score: Raw -331999.859015 + Penalty 211.702350 = -331788.156665 nChanged 6 SP:Iteration 19Q (126.641697 sec): 3 clusters Score: Raw -332001.306899 + Penalty 211.713895 = -331789.593004 nChanged 4 SP:Iteration 20F (126.652955 sec): 3 clusters Score: Raw -332001.833619 + Penalty 210.790570 = -331791.043050 nChanged 2 SP:Iteration 21Q (126.661941 sec): 3 clusters Score: Raw -332002.284011 + Penalty 210.185290 = -331792.098721 nChanged 4 SP:Iteration 22Q (126.671166 sec): 3 clusters Score: Raw -332002.883715 + Penalty 210.018253 = -331792.865462 nChanged 3 SP:Iteration 23Q (126.680229 sec): 3 clusters Score: Raw -332003.265264 + Penalty 210.018253 = -331793.247011 nChanged 0 SP:Iteration 24F (126.691433 sec): 3 clusters Score: Raw -332003.265264 + Penalty 210.018253 = -331793.247011 nChanged 0 Memory request: 0.11 GB would take us to total of 0.56 GB. Trying to split cluster 2 (22950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.801529 sec): 2 clusters Score: Raw -1195430.462060 + Penalty 230.350135 = -1195200.111925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.845868 sec): 3 clusters Score: Raw -1179887.241306 + Penalty 460.703986 = -1179426.537319 nChanged 10998 SP:Iteration 1F (126.889977 sec): 3 clusters Score: Raw -1186791.543780 + Penalty 462.282369 = -1186329.261411 nChanged 3892 SP:Iteration 2F (126.934715 sec): 3 clusters Score: Raw -1190602.964730 + Penalty 460.864454 = -1190142.100276 nChanged 2595 SP:Iteration 3F (126.978907 sec): 3 clusters Score: Raw -1193918.941175 + Penalty 443.297812 = -1193475.643363 nChanged 1036 SP:Iteration 4Q (127.025344 sec): 3 clusters Score: Raw -1195747.571404 + Penalty 433.513767 = -1195314.057636 nChanged 337 SP:Iteration 5Q (127.064546 sec): 3 clusters Score: Raw -1195951.844022 + Penalty 428.891480 = -1195522.952542 nChanged 186 SP:Iteration 6Q (127.103308 sec): 3 clusters Score: Raw -1195999.952067 + Penalty 425.142980 = -1195574.809087 nChanged 131 SP:Iteration 7Q (127.142516 sec): 3 clusters Score: Raw -1196025.855542 + Penalty 423.995203 = -1195601.860339 nChanged 92 SP:Iteration 8Q (127.180870 sec): 3 clusters Score: Raw -1196039.949869 + Penalty 421.635509 = -1195618.314360 nChanged 86 SP:Iteration 9Q (127.219519 sec): 3 clusters Score: Raw -1196052.608362 + Penalty 420.424854 = -1195632.183508 nChanged 64 SP:Iteration 10F (127.264002 sec): 3 clusters Score: Raw -1196060.159616 + Penalty 419.071568 = -1195641.088049 nChanged 46 SP:Iteration 11Q (127.302320 sec): 3 clusters Score: Raw -1196064.116983 + Penalty 418.749276 = -1195645.367707 nChanged 35 SP:Iteration 12Q (127.341060 sec): 3 clusters Score: Raw -1196066.537128 + Penalty 418.642455 = -1195647.894673 nChanged 27 SP:Iteration 13Q (127.379379 sec): 3 clusters Score: Raw -1196067.906421 + Penalty 418.454606 = -1195649.451815 nChanged 24 SP:Iteration 14Q (127.418067 sec): 3 clusters Score: Raw -1196068.805436 + Penalty 418.408731 = -1195650.396704 nChanged 16 SP:Iteration 15Q (127.456410 sec): 3 clusters Score: Raw -1196069.336196 + Penalty 418.204270 = -1195651.131926 nChanged 16 SP:Iteration 16Q (127.494645 sec): 3 clusters Score: Raw -1196070.003124 + Penalty 417.555560 = -1195652.447564 nChanged 17 SP:Iteration 17Q (127.533028 sec): 3 clusters Score: Raw -1196071.002807 + Penalty 417.059596 = -1195653.943211 nChanged 16 SP:Iteration 18Q (127.571232 sec): 3 clusters Score: Raw -1196072.091017 + Penalty 416.930589 = -1195655.160428 nChanged 7 SP:Iteration 19Q (127.609399 sec): 3 clusters Score: Raw -1196072.254339 + Penalty 416.946614 = -1195655.307725 nChanged 8 SP:Iteration 20F (127.654401 sec): 3 clusters Score: Raw -1196072.376213 + Penalty 416.950308 = -1195655.425906 nChanged 5 SP:Iteration 21Q (127.692561 sec): 3 clusters Score: Raw -1196072.430919 + Penalty 416.920949 = -1195655.509970 nChanged 3 SP:Iteration 22Q (127.730805 sec): 3 clusters Score: Raw -1196072.458469 + Penalty 416.939119 = -1195655.519350 nChanged 3 SP:Iteration 23Q (127.769188 sec): 3 clusters Score: Raw -1196072.495740 + Penalty 416.966439 = -1195655.529300 nChanged 1 SP:Iteration 24Q (127.807340 sec): 3 clusters Score: Raw -1196072.494277 + Penalty 417.032824 = -1195655.461452 nChanged 2 SP:Iteration 25F (127.851578 sec): 3 clusters Score: Raw -1196072.496620 + Penalty 417.040882 = -1195655.455738 nChanged 1 SP:Iteration 26F (127.893569 sec): 3 clusters Score: Raw -1196072.491382 + Penalty 417.068611 = -1195655.422771 nChanged 1 SP:Iteration 27F (127.935810 sec): 3 clusters Score: Raw -1196072.509105 + Penalty 417.057434 = -1195655.451671 nChanged 1 SP:Iteration 28Q (127.971839 sec): 3 clusters Score: Raw -1196072.516992 + Penalty 417.057434 = -1195655.459557 nChanged 0 SP:Iteration 29F (128.013851 sec): 3 clusters Score: Raw -1196072.516992 + Penalty 417.057434 = -1195655.459557 nChanged 0 Score: Raw -2496093.073660 + Penalty 120130.764061 = -2375962.309600 Splitting cluster 2 changes total score from -2336244.965992 to -2375962.309600 So it's getting split into cluster 14. Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 3 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.010782 sec): 2 clusters Score: Raw -13994.265888 + Penalty 565.596323 = -13428.669565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.011448 sec): 3 clusters Score: Raw -13942.986713 + Penalty 1146.387731 = -12796.598982 nChanged 38 SP:Iteration 1F (131.012118 sec): 3 clusters Score: Raw -13989.038527 + Penalty 1154.528768 = -12834.509759 nChanged 11 SP:Iteration 2Q (131.012757 sec): 3 clusters Score: Raw -14004.802971 + Penalty 1168.551907 = -12836.251064 nChanged 9 SP:Iteration 3Q (131.013406 sec): 3 clusters Score: Raw -14017.094741 + Penalty 1173.739384 = -12843.355357 nChanged 5 SP:Iteration 4Q (131.014041 sec): 3 clusters Score: Raw -14025.799572 + Penalty 1177.393939 = -12848.405633 nChanged 3 SP:Iteration 5Q (131.014674 sec): 3 clusters Score: Raw -14029.403711 + Penalty 1178.668210 = -12850.735500 nChanged 2 SP:Iteration 6Q (131.015293 sec): 3 clusters Score: Raw -14032.442164 + Penalty 1178.668210 = -12853.773953 nChanged 0 SP:Iteration 7F (131.015946 sec): 3 clusters Score: Raw -14032.442164 + Penalty 1178.668210 = -12853.773953 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 4 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.017061 sec): 2 clusters Score: Raw -13007.294532 + Penalty 231.642483 = -12775.652050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.017687 sec): 3 clusters Score: Raw -12926.916211 + Penalty 466.491939 = -12460.424272 nChanged 73 SP:Iteration 1F (131.018303 sec): 3 clusters Score: Raw -12990.799633 + Penalty 466.742973 = -12524.056659 nChanged 19 SP:Iteration 2F (131.018919 sec): 3 clusters Score: Raw -13020.056961 + Penalty 466.200512 = -12553.856448 nChanged 13 SP:Iteration 3F (131.019534 sec): 3 clusters Score: Raw -13046.051011 + Penalty 465.898367 = -12580.152643 nChanged 15 SP:Iteration 4F (131.020148 sec): 3 clusters Score: Raw -13069.117126 + Penalty 465.548910 = -12603.568216 nChanged 8 SP:Iteration 5Q (131.020746 sec): 3 clusters Score: Raw -13083.421583 + Penalty 466.123556 = -12617.298027 nChanged 6 SP:Iteration 6Q (131.021344 sec): 3 clusters Score: Raw -13090.288847 + Penalty 467.910197 = -12622.378650 nChanged 4 SP:Iteration 7Q (131.021939 sec): 3 clusters Score: Raw -13094.299060 + Penalty 468.705177 = -12625.593883 nChanged 2 SP:Iteration 8Q (131.022530 sec): 3 clusters Score: Raw -13111.947639 + Penalty 467.718500 = -12644.229139 nChanged 3 SP:Iteration 9Q (131.023121 sec): 3 clusters Score: Raw -13115.419590 + Penalty 467.792318 = -12647.627271 nChanged 2 SP:Iteration 10F (131.023736 sec): 3 clusters Score: Raw -13118.667748 + Penalty 467.400491 = -12651.267257 nChanged 1 SP:Iteration 11Q (131.024330 sec): 3 clusters Score: Raw -13119.716077 + Penalty 467.400491 = -12652.315586 nChanged 0 SP:Iteration 12F (131.024945 sec): 3 clusters Score: Raw -13119.716077 + Penalty 467.400491 = -12652.315586 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 5 (609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.027409 sec): 2 clusters Score: Raw -34052.210215 + Penalty 52.246339 = -33999.963876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.028713 sec): 3 clusters Score: Raw -33685.787950 + Penalty 104.451089 = -33581.336861 nChanged 260 SP:Iteration 1F (131.029958 sec): 3 clusters Score: Raw -33892.141407 + Penalty 104.678306 = -33787.463101 nChanged 65 SP:Iteration 2F (131.031280 sec): 3 clusters Score: Raw -33968.527153 + Penalty 104.779750 = -33863.747403 nChanged 38 SP:Iteration 3F (131.032525 sec): 3 clusters Score: Raw -34003.079483 + Penalty 104.470276 = -33898.609207 nChanged 27 SP:Iteration 4Q (131.033786 sec): 3 clusters Score: Raw -34016.947546 + Penalty 104.456516 = -33912.491031 nChanged 9 SP:Iteration 5Q (131.034998 sec): 3 clusters Score: Raw -34019.360134 + Penalty 104.447601 = -33914.912533 nChanged 4 SP:Iteration 6Q (131.036236 sec): 3 clusters Score: Raw -34020.327220 + Penalty 104.475370 = -33915.851850 nChanged 5 SP:Iteration 7Q (131.037445 sec): 3 clusters Score: Raw -34021.588582 + Penalty 104.439316 = -33917.149266 nChanged 3 SP:Iteration 8Q (131.038692 sec): 3 clusters Score: Raw -34022.011238 + Penalty 104.439316 = -33917.571922 nChanged 0 SP:Iteration 9F (131.039931 sec): 3 clusters Score: Raw -34022.011238 + Penalty 104.439316 = -33917.571922 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 6 (725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.042425 sec): 2 clusters Score: Raw -38790.511504 + Penalty 81.762273 = -38708.749231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.044030 sec): 3 clusters Score: Raw -38339.512427 + Penalty 162.951840 = -38176.560587 nChanged 324 SP:Iteration 1F (131.045553 sec): 3 clusters Score: Raw -38510.868222 + Penalty 163.536524 = -38347.331698 nChanged 88 SP:Iteration 2F (131.047064 sec): 3 clusters Score: Raw -38562.143123 + Penalty 165.523259 = -38396.619864 nChanged 52 SP:Iteration 3F (131.048512 sec): 3 clusters Score: Raw -38596.705849 + Penalty 169.371072 = -38427.334777 nChanged 64 SP:Iteration 4F (131.049953 sec): 3 clusters Score: Raw -38665.648635 + Penalty 180.399517 = -38485.249118 nChanged 65 SP:Iteration 5F (131.051380 sec): 3 clusters Score: Raw -38748.961641 + Penalty 185.550295 = -38563.411347 nChanged 22 SP:Iteration 6Q (131.052756 sec): 3 clusters Score: Raw -38762.547132 + Penalty 190.465032 = -38572.082100 nChanged 12 SP:Iteration 7Q (131.054072 sec): 3 clusters Score: Raw -38776.581019 + Penalty 203.027530 = -38573.553489 nChanged 13 SP:Iteration 8Q (131.055375 sec): 3 clusters Score: Raw -38784.447217 + Penalty 211.553338 = -38572.893879 nChanged 7 SP:Iteration 9F (131.056832 sec): 3 clusters Score: Raw -38789.128051 + Penalty 228.928144 = -38560.199907 nChanged 13 SP:Iteration 10F (131.058282 sec): 3 clusters Score: Raw -38804.651593 + Penalty 257.918629 = -38546.732964 nChanged 10 SP:Iteration 11F (131.059732 sec): 3 clusters Score: Raw -38820.371983 + Penalty 272.740072 = -38547.631910 nChanged 8 SP:Iteration 12Q (131.060952 sec): 3 clusters Score: Raw -38833.249468 + Penalty 274.336069 = -38558.913399 nChanged 3 SP:Iteration 13Q (131.062123 sec): 3 clusters Score: Raw -38843.187638 + Penalty 279.666794 = -38563.520844 nChanged 1 SP:Iteration 14Q (131.063287 sec): 3 clusters Score: Raw -38845.724005 + Penalty 279.666794 = -38566.057210 nChanged 0 SP:Iteration 15F (131.064745 sec): 3 clusters Score: Raw -38845.724005 + Penalty 279.666794 = -38566.057210 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 7 (806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.067488 sec): 2 clusters Score: Raw -42350.587604 + Penalty 172.220048 = -42178.367556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.069172 sec): 3 clusters Score: Raw -41911.795330 + Penalty 343.611537 = -41568.183793 nChanged 305 SP:Iteration 1F (131.070771 sec): 3 clusters Score: Raw -42154.274355 + Penalty 342.407719 = -41811.866636 nChanged 78 SP:Iteration 2F (131.072459 sec): 3 clusters Score: Raw -42214.948743 + Penalty 341.237105 = -41873.711638 nChanged 57 SP:Iteration 3F (131.074091 sec): 3 clusters Score: Raw -42261.890653 + Penalty 342.384496 = -41919.506157 nChanged 49 SP:Iteration 4F (131.075732 sec): 3 clusters Score: Raw -42300.737030 + Penalty 344.648494 = -41956.088537 nChanged 32 SP:Iteration 5Q (131.077336 sec): 3 clusters Score: Raw -42326.638858 + Penalty 344.857360 = -41981.781498 nChanged 21 SP:Iteration 6Q (131.078943 sec): 3 clusters Score: Raw -42342.244067 + Penalty 343.922975 = -41998.321092 nChanged 16 SP:Iteration 7Q (131.080483 sec): 3 clusters Score: Raw -42355.302677 + Penalty 341.138118 = -42014.164559 nChanged 13 SP:Iteration 8Q (131.082055 sec): 3 clusters Score: Raw -42365.287552 + Penalty 338.854128 = -42026.433424 nChanged 12 SP:Iteration 9Q (131.083586 sec): 3 clusters Score: Raw -42376.457012 + Penalty 337.106898 = -42039.350114 nChanged 8 SP:Iteration 10F (131.085244 sec): 3 clusters Score: Raw -42383.675533 + Penalty 335.519547 = -42048.155986 nChanged 5 SP:Iteration 11Q (131.086793 sec): 3 clusters Score: Raw -42386.373104 + Penalty 333.949018 = -42052.424087 nChanged 5 SP:Iteration 12Q (131.088355 sec): 3 clusters Score: Raw -42388.535191 + Penalty 333.507733 = -42055.027458 nChanged 6 SP:Iteration 13Q (131.089869 sec): 3 clusters Score: Raw -42390.534749 + Penalty 332.539756 = -42057.994993 nChanged 3 SP:Iteration 14Q (131.091419 sec): 3 clusters Score: Raw -42390.963670 + Penalty 333.173535 = -42057.790135 nChanged 2 SP:Iteration 15F (131.092987 sec): 3 clusters Score: Raw -42391.058693 + Penalty 333.173535 = -42057.885159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 8 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.095830 sec): 2 clusters Score: Raw -26319.850744 + Penalty 178.694589 = -26141.156155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.096974 sec): 3 clusters Score: Raw -26064.061290 + Penalty 369.103466 = -25694.957824 nChanged 200 SP:Iteration 1F (131.098097 sec): 3 clusters Score: Raw -26233.495761 + Penalty 381.997072 = -25851.498689 nChanged 53 SP:Iteration 2F (131.099221 sec): 3 clusters Score: Raw -26287.982043 + Penalty 396.438063 = -25891.543981 nChanged 35 SP:Iteration 3F (131.100318 sec): 3 clusters Score: Raw -26332.870051 + Penalty 406.188468 = -25926.681584 nChanged 20 SP:Iteration 4Q (131.101412 sec): 3 clusters Score: Raw -26354.129374 + Penalty 406.609837 = -25947.519537 nChanged 10 SP:Iteration 5Q (131.102468 sec): 3 clusters Score: Raw -26363.230006 + Penalty 413.324138 = -25949.905868 nChanged 6 SP:Iteration 6Q (131.103519 sec): 3 clusters Score: Raw -26373.307893 + Penalty 416.835340 = -25956.472553 nChanged 5 SP:Iteration 7Q (131.104539 sec): 3 clusters Score: Raw -26379.224519 + Penalty 418.989491 = -25960.235028 nChanged 3 SP:Iteration 8Q (131.105554 sec): 3 clusters Score: Raw -26382.046301 + Penalty 420.563370 = -25961.482931 nChanged 2 SP:Iteration 9Q (131.106547 sec): 3 clusters Score: Raw -26382.508686 + Penalty 420.563370 = -25961.945315 nChanged 0 SP:Iteration 10F (131.107672 sec): 3 clusters Score: Raw -26382.508686 + Penalty 420.563370 = -25961.945315 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 9 (1935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.117505 sec): 2 clusters Score: Raw -107443.063797 + Penalty 353.288684 = -107089.775113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.121068 sec): 3 clusters Score: Raw -106289.951900 + Penalty 701.060845 = -105588.891055 nChanged 761 SP:Iteration 1F (131.124779 sec): 3 clusters Score: Raw -106730.128080 + Penalty 701.956339 = -106028.171742 nChanged 239 SP:Iteration 2F (131.128290 sec): 3 clusters Score: Raw -106841.311694 + Penalty 704.754644 = -106136.557049 nChanged 125 SP:Iteration 3F (131.131883 sec): 3 clusters Score: Raw -106925.561482 + Penalty 709.853550 = -106215.707932 nChanged 111 SP:Iteration 4F (131.135380 sec): 3 clusters Score: Raw -106993.408116 + Penalty 715.717011 = -106277.691106 nChanged 85 SP:Iteration 5Q (131.139010 sec): 3 clusters Score: Raw -107028.431993 + Penalty 722.120262 = -106306.311731 nChanged 57 SP:Iteration 6Q (131.142825 sec): 3 clusters Score: Raw -107050.289175 + Penalty 729.411753 = -106320.877422 nChanged 56 SP:Iteration 7Q (131.146455 sec): 3 clusters Score: Raw -107072.018198 + Penalty 737.488785 = -106334.529413 nChanged 54 SP:Iteration 8Q (131.149946 sec): 3 clusters Score: Raw -107091.504921 + Penalty 744.933791 = -106346.571130 nChanged 46 SP:Iteration 9Q (131.153526 sec): 3 clusters Score: Raw -107110.187374 + Penalty 753.939271 = -106356.248103 nChanged 58 SP:Iteration 10F (131.157057 sec): 3 clusters Score: Raw -107137.097167 + Penalty 763.456776 = -106373.640391 nChanged 56 SP:Iteration 11Q (131.160630 sec): 3 clusters Score: Raw -107164.551862 + Penalty 773.991836 = -106390.560026 nChanged 62 SP:Iteration 12Q (131.164102 sec): 3 clusters Score: Raw -107198.310672 + Penalty 787.310671 = -106411.000002 nChanged 61 SP:Iteration 13Q (131.167549 sec): 3 clusters Score: Raw -107235.714651 + Penalty 798.653664 = -106437.060987 nChanged 46 SP:Iteration 14Q (131.170982 sec): 3 clusters Score: Raw -107261.198548 + Penalty 810.027345 = -106451.171203 nChanged 37 SP:Iteration 15Q (131.174474 sec): 3 clusters Score: Raw -107279.450775 + Penalty 818.771862 = -106460.678913 nChanged 37 SP:Iteration 16Q (131.177848 sec): 3 clusters Score: Raw -107298.814586 + Penalty 826.255240 = -106472.559346 nChanged 33 SP:Iteration 17Q (131.181177 sec): 3 clusters Score: Raw -107318.472959 + Penalty 831.221556 = -106487.251403 nChanged 28 SP:Iteration 18Q (131.184469 sec): 3 clusters Score: Raw -107337.405771 + Penalty 830.883467 = -106506.522304 nChanged 34 SP:Iteration 19Q (131.187726 sec): 3 clusters Score: Raw -107359.755768 + Penalty 828.839250 = -106530.916518 nChanged 28 SP:Iteration 20F (131.191197 sec): 3 clusters Score: Raw -107377.898135 + Penalty 822.318868 = -106555.579267 nChanged 24 SP:Iteration 21Q (131.194393 sec): 3 clusters Score: Raw -107396.833210 + Penalty 813.632399 = -106583.200811 nChanged 25 SP:Iteration 22Q (131.197636 sec): 3 clusters Score: Raw -107415.847303 + Penalty 810.315948 = -106605.531355 nChanged 20 SP:Iteration 23Q (131.200813 sec): 3 clusters Score: Raw -107427.493690 + Penalty 806.110286 = -106621.383404 nChanged 12 SP:Iteration 24Q (131.204135 sec): 3 clusters Score: Raw -107434.966017 + Penalty 798.594464 = -106636.371553 nChanged 14 SP:Iteration 25Q (131.207470 sec): 3 clusters Score: Raw -107445.075139 + Penalty 796.812166 = -106648.262973 nChanged 5 SP:Iteration 26Q (131.210506 sec): 3 clusters Score: Raw -107446.935585 + Penalty 795.348785 = -106651.586801 nChanged 2 SP:Iteration 27Q (131.213530 sec): 3 clusters Score: Raw -107447.833012 + Penalty 793.894568 = -106653.938445 nChanged 5 SP:Iteration 28Q (131.216553 sec): 3 clusters Score: Raw -107449.695987 + Penalty 790.082680 = -106659.613308 nChanged 7 SP:Iteration 29Q (131.219566 sec): 3 clusters Score: Raw -107451.261931 + Penalty 787.808787 = -106663.453143 nChanged 3 SP:Iteration 30F (131.223036 sec): 3 clusters Score: Raw -107452.184539 + Penalty 787.341223 = -106664.843316 nChanged 3 SP:Iteration 31Q (131.226049 sec): 3 clusters Score: Raw -107453.045802 + Penalty 788.064733 = -106664.981069 nChanged 3 SP:Iteration 32Q (131.229058 sec): 3 clusters Score: Raw -107453.918002 + Penalty 787.156778 = -106666.761223 nChanged 3 SP:Iteration 33Q (131.232059 sec): 3 clusters Score: Raw -107455.211314 + Penalty 788.264849 = -106666.946466 nChanged 2 SP:Iteration 34Q (131.235063 sec): 3 clusters Score: Raw -107455.754112 + Penalty 787.483603 = -106668.270509 nChanged 2 SP:Iteration 35Q (131.238064 sec): 3 clusters Score: Raw -107456.378846 + Penalty 785.616049 = -106670.762797 nChanged 1 SP:Iteration 36Q (131.241063 sec): 3 clusters Score: Raw -107456.821059 + Penalty 785.616049 = -106671.205010 nChanged 0 SP:Iteration 37F (131.244531 sec): 3 clusters Score: Raw -107456.821059 + Penalty 785.616049 = -106671.205010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 10 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.254220 sec): 2 clusters Score: Raw -16250.564737 + Penalty 105.328916 = -16145.235821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.254995 sec): 3 clusters Score: Raw -16110.095586 + Penalty 221.863450 = -15888.232137 nChanged 119 SP:Iteration 1F (131.255743 sec): 3 clusters Score: Raw -16206.725547 + Penalty 237.031060 = -15969.694487 nChanged 32 SP:Iteration 2F (131.256489 sec): 3 clusters Score: Raw -16231.935622 + Penalty 257.217627 = -15974.717995 nChanged 25 SP:Iteration 3F (131.257238 sec): 3 clusters Score: Raw -16256.137089 + Penalty 275.894481 = -15980.242608 nChanged 17 SP:Iteration 4F (131.257983 sec): 3 clusters Score: Raw -16271.648013 + Penalty 293.651975 = -15977.996038 nChanged 15 SP:Iteration 5F (131.258728 sec): 3 clusters Score: Raw -16293.806003 + Penalty 324.917991 = -15968.888012 nChanged 13 SP:Iteration 6F (131.259468 sec): 3 clusters Score: Raw -16311.938201 + Penalty 341.112423 = -15970.825778 nChanged 4 SP:Iteration 7Q (131.260201 sec): 3 clusters Score: Raw -16315.245832 + Penalty 354.965301 = -15960.280531 nChanged 2 SP:Iteration 8F (131.260938 sec): 3 clusters Score: Raw -16316.761678 + Penalty 351.850440 = -15964.911237 nChanged 1 SP:Iteration 9Q (131.261647 sec): 3 clusters Score: Raw -16317.349238 + Penalty 353.387320 = -15963.961918 nChanged 1 SP:Iteration 10F (131.262385 sec): 3 clusters Score: Raw -16318.318794 + Penalty 340.706718 = -15977.612077 nChanged 2 SP:Iteration 11Q (131.263093 sec): 3 clusters Score: Raw -16322.330305 + Penalty 348.192911 = -15974.137395 nChanged 1 SP:Iteration 12F (131.263831 sec): 3 clusters Score: Raw -16322.734811 + Penalty 348.192911 = -15974.541900 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 11 (1855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.269749 sec): 2 clusters Score: Raw -101347.807923 + Penalty 109.168221 = -101238.639702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.273276 sec): 3 clusters Score: Raw -100215.542131 + Penalty 231.772860 = -99983.769271 nChanged 848 SP:Iteration 1F (131.276742 sec): 3 clusters Score: Raw -101293.587712 + Penalty 232.420977 = -101061.166735 nChanged 73 SP:Iteration 2Q (131.280100 sec): 3 clusters Score: Raw -101330.611195 + Penalty 232.295496 = -101098.315699 nChanged 18 SP:Iteration 3Q (131.283360 sec): 3 clusters Score: Raw -101333.412577 + Penalty 232.571553 = -101100.841024 nChanged 8 SP:Iteration 4Q (131.286602 sec): 3 clusters Score: Raw -101334.333338 + Penalty 233.270187 = -101101.063151 nChanged 4 SP:Iteration 5Q (131.289829 sec): 3 clusters Score: Raw -101334.412627 + Penalty 233.270187 = -101101.142440 nChanged 0 SP:Iteration 6F (131.293183 sec): 3 clusters Score: Raw -101334.412627 + Penalty 233.270187 = -101101.142440 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 12 (1155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.298141 sec): 2 clusters Score: Raw -59751.121094 + Penalty 229.780550 = -59521.340544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.300409 sec): 3 clusters Score: Raw -59136.619057 + Penalty 491.942977 = -58644.676081 nChanged 493 SP:Iteration 1F (131.302605 sec): 3 clusters Score: Raw -59758.465145 + Penalty 501.061994 = -59257.403151 nChanged 104 SP:Iteration 2F (131.304848 sec): 3 clusters Score: Raw -59862.490485 + Penalty 505.654436 = -59356.836048 nChanged 55 SP:Iteration 3Q (131.307039 sec): 3 clusters Score: Raw -59900.390504 + Penalty 504.831446 = -59395.559058 nChanged 25 SP:Iteration 4Q (131.309232 sec): 3 clusters Score: Raw -59911.616123 + Penalty 501.870060 = -59409.746063 nChanged 17 SP:Iteration 5Q (131.311373 sec): 3 clusters Score: Raw -59918.697277 + Penalty 500.181238 = -59418.516039 nChanged 9 SP:Iteration 6Q (131.313508 sec): 3 clusters Score: Raw -59923.284830 + Penalty 499.210235 = -59424.074595 nChanged 9 SP:Iteration 7Q (131.315648 sec): 3 clusters Score: Raw -59926.068535 + Penalty 498.219016 = -59427.849520 nChanged 8 SP:Iteration 8Q (131.317813 sec): 3 clusters Score: Raw -59928.380767 + Penalty 498.378824 = -59430.001943 nChanged 2 SP:Iteration 9Q (131.319949 sec): 3 clusters Score: Raw -59928.778361 + Penalty 497.363398 = -59431.414963 nChanged 3 SP:Iteration 10F (131.322100 sec): 3 clusters Score: Raw -59929.471175 + Penalty 496.571120 = -59432.900055 nChanged 2 SP:Iteration 11Q (131.324233 sec): 3 clusters Score: Raw -59930.082362 + Penalty 494.905854 = -59435.176508 nChanged 4 SP:Iteration 12Q (131.326362 sec): 3 clusters Score: Raw -59931.058615 + Penalty 493.793365 = -59437.265250 nChanged 4 SP:Iteration 13Q (131.328514 sec): 3 clusters Score: Raw -59931.909756 + Penalty 492.351309 = -59439.558447 nChanged 3 SP:Iteration 14Q (131.330649 sec): 3 clusters Score: Raw -59932.644209 + Penalty 490.606648 = -59442.037561 nChanged 4 SP:Iteration 15Q (131.332779 sec): 3 clusters Score: Raw -59934.326275 + Penalty 488.106677 = -59446.219597 nChanged 8 SP:Iteration 16Q (131.334912 sec): 3 clusters Score: Raw -59937.666052 + Penalty 486.005092 = -59451.660959 nChanged 7 SP:Iteration 17Q (131.337040 sec): 3 clusters Score: Raw -59939.800365 + Penalty 485.305771 = -59454.494595 nChanged 9 SP:Iteration 18Q (131.339168 sec): 3 clusters Score: Raw -59942.795569 + Penalty 483.837348 = -59458.958220 nChanged 11 SP:Iteration 19Q (131.341293 sec): 3 clusters Score: Raw -59946.341210 + Penalty 482.973916 = -59463.367294 nChanged 7 SP:Iteration 20F (131.343493 sec): 3 clusters Score: Raw -59947.878798 + Penalty 481.974697 = -59465.904100 nChanged 8 SP:Iteration 21Q (131.345620 sec): 3 clusters Score: Raw -59949.602990 + Penalty 481.126960 = -59468.476030 nChanged 3 SP:Iteration 22Q (131.347796 sec): 3 clusters Score: Raw -59950.028238 + Penalty 480.582775 = -59469.445463 nChanged 4 SP:Iteration 23Q (131.349919 sec): 3 clusters Score: Raw -59950.664777 + Penalty 480.334579 = -59470.330198 nChanged 3 SP:Iteration 24Q (131.352087 sec): 3 clusters Score: Raw -59951.322721 + Penalty 479.097866 = -59472.224855 nChanged 4 SP:Iteration 25Q (131.354210 sec): 3 clusters Score: Raw -59951.860859 + Penalty 478.072955 = -59473.787904 nChanged 4 SP:Iteration 26Q (131.356375 sec): 3 clusters Score: Raw -59952.467490 + Penalty 477.662779 = -59474.804711 nChanged 3 SP:Iteration 27Q (131.358510 sec): 3 clusters Score: Raw -59952.759566 + Penalty 476.429125 = -59476.330441 nChanged 5 SP:Iteration 28Q (131.360707 sec): 3 clusters Score: Raw -59953.410658 + Penalty 475.902093 = -59477.508565 nChanged 2 SP:Iteration 29Q (131.362868 sec): 3 clusters Score: Raw -59953.651125 + Penalty 474.992216 = -59478.658909 nChanged 4 SP:Iteration 30F (131.365075 sec): 3 clusters Score: Raw -59954.377185 + Penalty 474.095013 = -59480.282172 nChanged 4 SP:Iteration 31Q (131.367187 sec): 3 clusters Score: Raw -59954.932155 + Penalty 473.546595 = -59481.385560 nChanged 3 SP:Iteration 32Q (131.369346 sec): 3 clusters Score: Raw -59955.334043 + Penalty 472.258906 = -59483.075136 nChanged 6 SP:Iteration 33Q (131.371456 sec): 3 clusters Score: Raw -59957.029185 + Penalty 470.602237 = -59486.426948 nChanged 12 SP:Iteration 34Q (131.373612 sec): 3 clusters Score: Raw -59963.695669 + Penalty 467.967278 = -59495.728391 nChanged 15 SP:Iteration 35Q (131.375722 sec): 3 clusters Score: Raw -59972.297979 + Penalty 466.386709 = -59505.911270 nChanged 14 SP:Iteration 36Q (131.377867 sec): 3 clusters Score: Raw -59978.673907 + Penalty 465.212969 = -59513.460938 nChanged 11 SP:Iteration 37Q (131.379959 sec): 3 clusters Score: Raw -59983.304052 + Penalty 463.876273 = -59519.427779 nChanged 10 SP:Iteration 38Q (131.382092 sec): 3 clusters Score: Raw -59986.188263 + Penalty 463.353530 = -59522.834733 nChanged 9 SP:Iteration 39Q (131.384225 sec): 3 clusters Score: Raw -59988.143483 + Penalty 462.961769 = -59525.181713 nChanged 3 SP:Iteration 40F (131.386423 sec): 3 clusters Score: Raw -59988.769477 + Penalty 462.889247 = -59525.880231 nChanged 2 SP:Iteration 41Q (131.388571 sec): 3 clusters Score: Raw -59989.035827 + Penalty 462.854067 = -59526.181760 nChanged 1 SP:Iteration 42Q (131.390699 sec): 3 clusters Score: Raw -59989.249410 + Penalty 462.854067 = -59526.395343 nChanged 0 SP:Iteration 43F (131.392908 sec): 3 clusters Score: Raw -59989.249410 + Penalty 462.854067 = -59526.395343 nChanged 0 Score: Raw -2496331.202474 + Penalty 120488.194301 = -2375843.008173 Splitting cluster 12 changes total score from -2336244.965992 to -2375843.008173 So it's getting split into cluster 36. Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 13 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.412899 sec): 2 clusters Score: Raw -15877.663608 + Penalty 507.632903 = -15370.030705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.413766 sec): 3 clusters Score: Raw -15814.429716 + Penalty 1027.881591 = -14786.548125 nChanged 112 SP:Iteration 1F (134.414632 sec): 3 clusters Score: Raw -15974.413237 + Penalty 1052.286569 = -14922.126668 nChanged 36 SP:Iteration 2F (134.415483 sec): 3 clusters Score: Raw -16080.440072 + Penalty 1071.097938 = -15009.342134 nChanged 25 SP:Iteration 3F (134.416336 sec): 3 clusters Score: Raw -16124.736723 + Penalty 1081.813827 = -15042.922896 nChanged 8 SP:Iteration 4Q (134.417151 sec): 3 clusters Score: Raw -16135.219532 + Penalty 1090.861769 = -15044.357763 nChanged 7 SP:Iteration 5Q (134.417965 sec): 3 clusters Score: Raw -16147.988851 + Penalty 1093.111370 = -15054.877480 nChanged 2 SP:Iteration 6Q (134.418770 sec): 3 clusters Score: Raw -16153.758669 + Penalty 1094.571785 = -15059.186884 nChanged 3 SP:Iteration 7Q (134.419566 sec): 3 clusters Score: Raw -16159.084164 + Penalty 1094.860302 = -15064.223863 nChanged 1 SP:Iteration 8Q (134.420357 sec): 3 clusters Score: Raw -16159.525319 + Penalty 1094.860302 = -15064.665017 nChanged 0 SP:Iteration 9F (134.421203 sec): 3 clusters Score: Raw -16159.525319 + Penalty 1094.860302 = -15064.665017 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 15 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.422150 sec): 2 clusters Score: Raw -7541.457782 + Penalty 225.690966 = -7315.766816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.422647 sec): 3 clusters Score: Raw -7518.096479 + Penalty 479.162594 = -7038.933885 nChanged 37 SP:Iteration 1F (134.423145 sec): 3 clusters Score: Raw -7566.422156 + Penalty 512.481746 = -7053.940410 nChanged 18 SP:Iteration 2F (134.423631 sec): 3 clusters Score: Raw -7599.201267 + Penalty 570.249717 = -7028.951551 nChanged 11 SP:Iteration 3F (134.424116 sec): 3 clusters Score: Raw -7623.514522 + Penalty 611.909928 = -7011.604594 nChanged 5 SP:Iteration 4F (134.424601 sec): 3 clusters Score: Raw -7638.708830 + Penalty 640.064221 = -6998.644609 nChanged 3 SP:Iteration 5F (134.425085 sec): 3 clusters Score: Raw -7658.125013 + Penalty 653.682824 = -7004.442189 nChanged 1 SP:Iteration 6Q (134.425514 sec): 3 clusters Score: Raw -7659.788416 + Penalty 653.682824 = -7006.105592 nChanged 0 SP:Iteration 7F (134.425997 sec): 3 clusters Score: Raw -7659.788416 + Penalty 653.682824 = -7006.105592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 16 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.426702 sec): 2 clusters Score: Raw -4807.113898 + Penalty 401.188962 = -4405.924936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.427056 sec): 3 clusters Score: Raw -4819.595043 + Penalty 800.900478 = -4018.694564 nChanged 7 SP:Iteration 1F (134.427404 sec): 3 clusters Score: Raw -4835.547980 + Penalty 800.900478 = -4034.647502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 17 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.427915 sec): 2 clusters Score: Raw -736.722315 + Penalty 225.149879 = -511.572436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.428178 sec): 3 clusters Score: Raw -768.591308 + Penalty 448.419805 = -320.171503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 18 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.428759 sec): 2 clusters Score: Raw -2087.370243 + Penalty 436.052888 = -1651.317355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.429041 sec): 3 clusters Score: Raw -2199.750014 + Penalty 875.648118 = -1324.101896 nChanged 1 SP:Iteration 1Q (134.429306 sec): 3 clusters Score: Raw -2208.714936 + Penalty 875.648118 = -1333.066819 nChanged 0 SP:Iteration 2F (134.429583 sec): 3 clusters Score: Raw -2208.714936 + Penalty 875.648118 = -1333.066819 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 19 (830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.432453 sec): 2 clusters Score: Raw -42879.418198 + Penalty 233.189152 = -42646.229045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.434220 sec): 3 clusters Score: Raw -42428.755223 + Penalty 466.670359 = -41962.084864 nChanged 333 SP:Iteration 1F (134.435909 sec): 3 clusters Score: Raw -42708.873265 + Penalty 469.280349 = -42239.592916 nChanged 102 SP:Iteration 2F (134.437519 sec): 3 clusters Score: Raw -42833.643212 + Penalty 468.560763 = -42365.082449 nChanged 60 SP:Iteration 3F (134.439127 sec): 3 clusters Score: Raw -42889.696689 + Penalty 467.140025 = -42422.556665 nChanged 31 SP:Iteration 4Q (134.440686 sec): 3 clusters Score: Raw -42901.642292 + Penalty 466.465311 = -42435.176982 nChanged 23 SP:Iteration 5Q (134.442228 sec): 3 clusters Score: Raw -42913.126772 + Penalty 466.331912 = -42446.794860 nChanged 12 SP:Iteration 6Q (134.443861 sec): 3 clusters Score: Raw -42921.821946 + Penalty 466.619866 = -42455.202080 nChanged 22 SP:Iteration 7Q (134.445426 sec): 3 clusters Score: Raw -42942.924330 + Penalty 468.908141 = -42474.016189 nChanged 30 SP:Iteration 8Q (134.446988 sec): 3 clusters Score: Raw -42975.131744 + Penalty 471.781846 = -42503.349897 nChanged 32 SP:Iteration 9Q (134.448510 sec): 3 clusters Score: Raw -43006.941876 + Penalty 474.863037 = -42532.078839 nChanged 21 SP:Iteration 10F (134.450128 sec): 3 clusters Score: Raw -43031.475369 + Penalty 477.030024 = -42554.445345 nChanged 12 SP:Iteration 11Q (134.451644 sec): 3 clusters Score: Raw -43043.506133 + Penalty 478.265319 = -42565.240814 nChanged 13 SP:Iteration 12Q (134.453155 sec): 3 clusters Score: Raw -43052.209362 + Penalty 479.394986 = -42572.814376 nChanged 9 SP:Iteration 13Q (134.454644 sec): 3 clusters Score: Raw -43055.152456 + Penalty 479.349040 = -42575.803416 nChanged 2 SP:Iteration 14Q (134.456112 sec): 3 clusters Score: Raw -43056.556885 + Penalty 479.786493 = -42576.770391 nChanged 4 SP:Iteration 15Q (134.457580 sec): 3 clusters Score: Raw -43058.373106 + Penalty 479.590341 = -42578.782764 nChanged 3 SP:Iteration 16Q (134.459079 sec): 3 clusters Score: Raw -43058.961083 + Penalty 479.523389 = -42579.437693 nChanged 1 SP:Iteration 17Q (134.460530 sec): 3 clusters Score: Raw -43059.038339 + Penalty 479.523389 = -42579.514950 nChanged 0 SP:Iteration 18F (134.462169 sec): 3 clusters Score: Raw -43059.038339 + Penalty 479.523389 = -42579.514950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 20 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.462886 sec): 2 clusters Score: Raw -2623.076534 + Penalty 243.360410 = -2379.716124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.463202 sec): 3 clusters Score: Raw -2646.492959 + Penalty 485.636824 = -2160.856136 nChanged 2 SP:Iteration 1Q (134.463500 sec): 3 clusters Score: Raw -2653.293583 + Penalty 485.636824 = -2167.656759 nChanged 0 SP:Iteration 2F (134.463802 sec): 3 clusters Score: Raw -2653.293583 + Penalty 485.636824 = -2167.656759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 21 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.465007 sec): 2 clusters Score: Raw -13513.988235 + Penalty 552.753221 = -12961.235014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.465658 sec): 3 clusters Score: Raw -13452.330143 + Penalty 1105.889055 = -12346.441087 nChanged 48 SP:Iteration 1F (134.466303 sec): 3 clusters Score: Raw -13509.467535 + Penalty 1111.918131 = -12397.549404 nChanged 22 SP:Iteration 2F (134.466943 sec): 3 clusters Score: Raw -13536.795259 + Penalty 1115.382943 = -12421.412316 nChanged 5 SP:Iteration 3Q (134.467578 sec): 3 clusters Score: Raw -13542.237068 + Penalty 1116.685208 = -12425.551860 nChanged 2 SP:Iteration 4Q (134.468215 sec): 3 clusters Score: Raw -13544.588102 + Penalty 1117.310067 = -12427.278035 nChanged 1 SP:Iteration 5Q (134.468845 sec): 3 clusters Score: Raw -13545.223427 + Penalty 1117.310067 = -12427.913360 nChanged 0 SP:Iteration 6F (134.469485 sec): 3 clusters Score: Raw -13545.223427 + Penalty 1117.310067 = -12427.913360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 22 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.470114 sec): 2 clusters Score: Raw -2766.056187 + Penalty 329.210388 = -2436.845798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.470418 sec): 3 clusters Score: Raw -2819.570387 + Penalty 665.650126 = -2153.920262 nChanged 1 SP:Iteration 1Q (134.470708 sec): 3 clusters Score: Raw -2823.159234 + Penalty 665.650126 = -2157.509108 nChanged 0 SP:Iteration 2F (134.471005 sec): 3 clusters Score: Raw -2823.159234 + Penalty 665.650126 = -2157.509108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 23 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.471492 sec): 2 clusters Score: Raw -305.681757 + Penalty 163.269261 = -142.412496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.471706 sec): 3 clusters Score: Raw -305.138771 + Penalty 326.464971 = 21.326200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 24 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.472559 sec): 2 clusters Score: Raw -8264.860805 + Penalty 329.291495 = -7935.569310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.473052 sec): 3 clusters Score: Raw -8268.756497 + Penalty 657.792185 = -7610.964312 nChanged 30 SP:Iteration 1F (134.473527 sec): 3 clusters Score: Raw -8313.926543 + Penalty 657.577834 = -7656.348710 nChanged 5 SP:Iteration 2Q (134.473985 sec): 3 clusters Score: Raw -8321.039410 + Penalty 657.339385 = -7663.700025 nChanged 2 SP:Iteration 3Q (134.474442 sec): 3 clusters Score: Raw -8322.635499 + Penalty 656.970863 = -7665.664636 nChanged 4 SP:Iteration 4Q (134.474897 sec): 3 clusters Score: Raw -8325.801501 + Penalty 657.103476 = -7668.698024 nChanged 2 SP:Iteration 5Q (134.475351 sec): 3 clusters Score: Raw -8326.517029 + Penalty 657.611591 = -7668.905438 nChanged 2 SP:Iteration 6Q (134.475805 sec): 3 clusters Score: Raw -8328.554444 + Penalty 657.809935 = -7670.744509 nChanged 1 SP:Iteration 7Q (134.476261 sec): 3 clusters Score: Raw -8331.713093 + Penalty 659.059062 = -7672.654031 nChanged 3 SP:Iteration 8Q (134.476715 sec): 3 clusters Score: Raw -8334.112522 + Penalty 659.059062 = -7675.053460 nChanged 0 SP:Iteration 9F (134.477189 sec): 3 clusters Score: Raw -8334.112522 + Penalty 659.059062 = -7675.053460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 25 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.478048 sec): 2 clusters Score: Raw -7742.656252 + Penalty 696.172648 = -7046.483605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.478524 sec): 3 clusters Score: Raw -7812.017212 + Penalty 1393.733194 = -6418.284018 nChanged 20 SP:Iteration 1F (134.479019 sec): 3 clusters Score: Raw -7850.090498 + Penalty 1394.947494 = -6455.143004 nChanged 3 SP:Iteration 2Q (134.479473 sec): 3 clusters Score: Raw -7859.668921 + Penalty 1395.574580 = -6464.094341 nChanged 1 SP:Iteration 3Q (134.479924 sec): 3 clusters Score: Raw -7860.734999 + Penalty 1395.902463 = -6464.832536 nChanged 2 SP:Iteration 4Q (134.480373 sec): 3 clusters Score: Raw -7876.500163 + Penalty 1399.530040 = -6476.970124 nChanged 4 SP:Iteration 5Q (134.480823 sec): 3 clusters Score: Raw -7887.168284 + Penalty 1405.873181 = -6481.295103 nChanged 5 SP:Iteration 6Q (134.481269 sec): 3 clusters Score: Raw -7914.578118 + Penalty 1407.752220 = -6506.825898 nChanged 2 SP:Iteration 7Q (134.481720 sec): 3 clusters Score: Raw -7928.443157 + Penalty 1409.146890 = -6519.296267 nChanged 1 SP:Iteration 8Q (134.482157 sec): 3 clusters Score: Raw -7930.686791 + Penalty 1409.146890 = -6521.539901 nChanged 0 SP:Iteration 9F (134.482634 sec): 3 clusters Score: Raw -7930.686791 + Penalty 1409.146890 = -6521.539901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 26 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.483505 sec): 2 clusters Score: Raw -7569.053198 + Penalty 173.364807 = -7395.688391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.483991 sec): 3 clusters Score: Raw -7549.747244 + Penalty 352.529315 = -7197.217929 nChanged 38 SP:Iteration 1F (134.484469 sec): 3 clusters Score: Raw -7629.276815 + Penalty 353.270554 = -7276.006260 nChanged 11 SP:Iteration 2F (134.484944 sec): 3 clusters Score: Raw -7648.285551 + Penalty 350.908525 = -7297.377025 nChanged 7 SP:Iteration 3Q (134.485396 sec): 3 clusters Score: Raw -7656.704133 + Penalty 349.747010 = -7306.957124 nChanged 3 SP:Iteration 4Q (134.485843 sec): 3 clusters Score: Raw -7658.857236 + Penalty 348.257622 = -7310.599614 nChanged 2 SP:Iteration 5Q (134.486292 sec): 3 clusters Score: Raw -7665.075043 + Penalty 344.882731 = -7320.192312 nChanged 6 SP:Iteration 6Q (134.486738 sec): 3 clusters Score: Raw -7682.733022 + Penalty 342.393821 = -7340.339201 nChanged 6 SP:Iteration 7Q (134.487182 sec): 3 clusters Score: Raw -7698.961846 + Penalty 339.502132 = -7359.459714 nChanged 4 SP:Iteration 8Q (134.487620 sec): 3 clusters Score: Raw -7709.322660 + Penalty 337.941187 = -7371.381473 nChanged 1 SP:Iteration 9Q (134.488058 sec): 3 clusters Score: Raw -7712.505412 + Penalty 336.742799 = -7375.762613 nChanged 1 SP:Iteration 10F (134.488533 sec): 3 clusters Score: Raw -7712.867949 + Penalty 336.742799 = -7376.125149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 27 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.489368 sec): 2 clusters Score: Raw -5157.785880 + Penalty 748.734617 = -4409.051263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.489835 sec): 3 clusters Score: Raw -5424.555206 + Penalty 1501.192015 = -3923.363191 nChanged 20 SP:Iteration 1F (134.490294 sec): 3 clusters Score: Raw -5472.755595 + Penalty 1504.190490 = -3968.565105 nChanged 5 SP:Iteration 2Q (134.490730 sec): 3 clusters Score: Raw -5491.263855 + Penalty 1507.897425 = -3983.366430 nChanged 5 SP:Iteration 3Q (134.491151 sec): 3 clusters Score: Raw -5507.587442 + Penalty 1510.193901 = -3997.393540 nChanged 4 SP:Iteration 4Q (134.491576 sec): 3 clusters Score: Raw -5522.946590 + Penalty 1511.800809 = -4011.145782 nChanged 2 SP:Iteration 5Q (134.491989 sec): 3 clusters Score: Raw -5527.953795 + Penalty 1512.194158 = -4015.759638 nChanged 1 SP:Iteration 6Q (134.492409 sec): 3 clusters Score: Raw -5530.823856 + Penalty 1512.194158 = -4018.629699 nChanged 0 SP:Iteration 7F (134.492866 sec): 3 clusters Score: Raw -5530.823856 + Penalty 1512.194158 = -4018.629699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 28 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.493751 sec): 2 clusters Score: Raw -8062.839221 + Penalty 351.067733 = -7711.771488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.494229 sec): 3 clusters Score: Raw -8032.261552 + Penalty 699.766149 = -7332.495403 nChanged 21 SP:Iteration 1F (134.494700 sec): 3 clusters Score: Raw -8057.461242 + Penalty 700.310166 = -7357.151076 nChanged 9 SP:Iteration 2F (134.495170 sec): 3 clusters Score: Raw -8069.091562 + Penalty 700.544976 = -7368.546586 nChanged 6 SP:Iteration 3Q (134.495636 sec): 3 clusters Score: Raw -8075.526827 + Penalty 701.146289 = -7374.380538 nChanged 2 SP:Iteration 4Q (134.496100 sec): 3 clusters Score: Raw -8078.940002 + Penalty 701.146289 = -7377.793712 nChanged 0 SP:Iteration 5F (134.496569 sec): 3 clusters Score: Raw -8078.940002 + Penalty 701.146289 = -7377.793712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 29 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.497464 sec): 2 clusters Score: Raw -8869.343328 + Penalty 217.376684 = -8651.966644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.497982 sec): 3 clusters Score: Raw -8822.291838 + Penalty 437.127983 = -8385.163855 nChanged 50 SP:Iteration 1F (134.498491 sec): 3 clusters Score: Raw -8876.893541 + Penalty 443.673044 = -8433.220497 nChanged 14 SP:Iteration 2F (134.498996 sec): 3 clusters Score: Raw -8890.204041 + Penalty 448.320266 = -8441.883776 nChanged 7 SP:Iteration 3Q (134.499492 sec): 3 clusters Score: Raw -8896.635127 + Penalty 449.521122 = -8447.114005 nChanged 3 SP:Iteration 4Q (134.499989 sec): 3 clusters Score: Raw -8897.884841 + Penalty 452.682300 = -8445.202541 nChanged 2 SP:Iteration 5F (134.500493 sec): 3 clusters Score: Raw -8899.263420 + Penalty 454.514936 = -8444.748484 nChanged 1 SP:Iteration 6F (134.500997 sec): 3 clusters Score: Raw -8899.944751 + Penalty 454.514936 = -8445.429816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 30 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.501847 sec): 2 clusters Score: Raw -7568.269806 + Penalty 120.891634 = -7447.378172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.502328 sec): 3 clusters Score: Raw -7518.461916 + Penalty 256.382425 = -7262.079492 nChanged 51 SP:Iteration 1F (134.502800 sec): 3 clusters Score: Raw -7610.581252 + Penalty 262.370583 = -7348.210668 nChanged 11 SP:Iteration 2F (134.503272 sec): 3 clusters Score: Raw -7624.379614 + Penalty 261.178062 = -7363.201552 nChanged 3 SP:Iteration 3Q (134.503731 sec): 3 clusters Score: Raw -7628.488244 + Penalty 261.178062 = -7367.310182 nChanged 0 SP:Iteration 4F (134.504201 sec): 3 clusters Score: Raw -7628.488244 + Penalty 261.178062 = -7367.310182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 31 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.504736 sec): 2 clusters Score: Raw -859.842580 + Penalty 222.548647 = -637.293933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.504977 sec): 3 clusters Score: Raw -913.844211 + Penalty 448.770150 = -465.074061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 32 (250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.506119 sec): 2 clusters Score: Raw -13767.609053 + Penalty 402.854350 = -13364.754703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.506768 sec): 3 clusters Score: Raw -13677.891137 + Penalty 806.569064 = -12871.322073 nChanged 59 SP:Iteration 1F (134.507403 sec): 3 clusters Score: Raw -13720.511290 + Penalty 812.016874 = -12908.494416 nChanged 17 SP:Iteration 2F (134.508064 sec): 3 clusters Score: Raw -13733.516868 + Penalty 818.984832 = -12914.532035 nChanged 14 SP:Iteration 3F (134.508699 sec): 3 clusters Score: Raw -13754.726026 + Penalty 823.628180 = -12931.097846 nChanged 10 SP:Iteration 4Q (134.509353 sec): 3 clusters Score: Raw -13766.809453 + Penalty 826.414003 = -12940.395450 nChanged 7 SP:Iteration 5Q (134.509979 sec): 3 clusters Score: Raw -13787.429570 + Penalty 829.552574 = -12957.876996 nChanged 11 SP:Iteration 6Q (134.510601 sec): 3 clusters Score: Raw -13812.089333 + Penalty 828.688632 = -12983.400701 nChanged 6 SP:Iteration 7Q (134.511217 sec): 3 clusters Score: Raw -13822.378239 + Penalty 827.721280 = -12994.656959 nChanged 5 SP:Iteration 8Q (134.511829 sec): 3 clusters Score: Raw -13831.655918 + Penalty 831.098714 = -13000.557204 nChanged 4 SP:Iteration 9Q (134.512438 sec): 3 clusters Score: Raw -13836.791601 + Penalty 833.766466 = -13003.025135 nChanged 6 SP:Iteration 10F (134.513071 sec): 3 clusters Score: Raw -13841.925572 + Penalty 835.581128 = -13006.344444 nChanged 3 SP:Iteration 11Q (134.513680 sec): 3 clusters Score: Raw -13844.693357 + Penalty 835.749053 = -13008.944304 nChanged 1 SP:Iteration 12Q (134.514287 sec): 3 clusters Score: Raw -13846.702823 + Penalty 835.749053 = -13010.953770 nChanged 0 SP:Iteration 13F (134.514920 sec): 3 clusters Score: Raw -13846.702823 + Penalty 835.749053 = -13010.953770 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 33 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.515520 sec): 2 clusters Score: Raw -2172.125491 + Penalty 367.976965 = -1804.148526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.515804 sec): 3 clusters Score: Raw -2206.127672 + Penalty 726.954029 = -1479.173643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 34 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.516414 sec): 2 clusters Score: Raw -2920.288190 + Penalty 421.900586 = -2498.387605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.516716 sec): 3 clusters Score: Raw -2985.319245 + Penalty 853.838111 = -2131.481135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 35 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.517566 sec): 2 clusters Score: Raw -6445.259137 + Penalty 703.741143 = -5741.517994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.518060 sec): 3 clusters Score: Raw -6543.317750 + Penalty 1409.236143 = -5134.081607 nChanged 14 SP:Iteration 1F (134.518537 sec): 3 clusters Score: Raw -6598.505266 + Penalty 1409.222491 = -5189.282775 nChanged 2 SP:Iteration 2Q (134.518977 sec): 3 clusters Score: Raw -6605.320350 + Penalty 1409.222491 = -5196.097858 nChanged 0 SP:Iteration 3F (134.519451 sec): 3 clusters Score: Raw -6605.320350 + Penalty 1409.222491 = -5196.097858 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 37 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.520002 sec): 2 clusters Score: Raw -1460.434461 + Penalty 406.923198 = -1053.511263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.520264 sec): 3 clusters Score: Raw -1602.012509 + Penalty 812.797602 = -789.214907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 38 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.521438 sec): 2 clusters Score: Raw -7112.826346 + Penalty 516.563690 = -6596.262655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.521886 sec): 3 clusters Score: Raw -7148.444296 + Penalty 1039.284946 = -6109.159350 nChanged 18 SP:Iteration 1F (134.522319 sec): 3 clusters Score: Raw -7195.695467 + Penalty 1038.453121 = -6157.242346 nChanged 7 SP:Iteration 2F (134.522750 sec): 3 clusters Score: Raw -7230.257183 + Penalty 1038.441376 = -6191.815807 nChanged 1 SP:Iteration 3Q (134.523158 sec): 3 clusters Score: Raw -7234.167826 + Penalty 1038.441376 = -6195.726450 nChanged 0 SP:Iteration 4F (134.523588 sec): 3 clusters Score: Raw -7234.167826 + Penalty 1038.441376 = -6195.726450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 40 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.524552 sec): 2 clusters Score: Raw -6321.258510 + Penalty 649.122972 = -5672.135538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.525048 sec): 3 clusters Score: Raw -6421.956998 + Penalty 1304.509690 = -5117.447308 nChanged 31 SP:Iteration 1F (134.525531 sec): 3 clusters Score: Raw -6528.020646 + Penalty 1309.576111 = -5218.444535 nChanged 10 SP:Iteration 2F (134.526015 sec): 3 clusters Score: Raw -6570.909147 + Penalty 1310.793807 = -5260.115340 nChanged 2 SP:Iteration 3Q (134.526451 sec): 3 clusters Score: Raw -6576.779880 + Penalty 1309.501597 = -5267.278283 nChanged 1 SP:Iteration 4Q (134.526885 sec): 3 clusters Score: Raw -6578.205813 + Penalty 1309.501597 = -5268.704216 nChanged 0 SP:Iteration 5F (134.527367 sec): 3 clusters Score: Raw -6578.205813 + Penalty 1309.501597 = -5268.704216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 41 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.527914 sec): 2 clusters Score: Raw -1238.256666 + Penalty 337.063282 = -901.193384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.528176 sec): 3 clusters Score: Raw -1340.599926 + Penalty 669.511416 = -671.088510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 42 (356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.529622 sec): 2 clusters Score: Raw -18684.637942 + Penalty 722.146480 = -17962.491462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.530473 sec): 3 clusters Score: Raw -18624.206361 + Penalty 1444.640026 = -17179.566335 nChanged 70 SP:Iteration 1F (134.531294 sec): 3 clusters Score: Raw -18713.846108 + Penalty 1445.694351 = -17268.151756 nChanged 16 SP:Iteration 2Q (134.532099 sec): 3 clusters Score: Raw -18731.948204 + Penalty 1446.456045 = -17285.492159 nChanged 7 SP:Iteration 3Q (134.532898 sec): 3 clusters Score: Raw -18738.837731 + Penalty 1447.145388 = -17291.692343 nChanged 1 SP:Iteration 4Q (134.533694 sec): 3 clusters Score: Raw -18739.387790 + Penalty 1447.526655 = -17291.861135 nChanged 1 SP:Iteration 5Q (134.534490 sec): 3 clusters Score: Raw -18739.582813 + Penalty 1447.703710 = -17291.879103 nChanged 1 SP:Iteration 6Q (134.535285 sec): 3 clusters Score: Raw -18739.857189 + Penalty 1447.703710 = -17292.153478 nChanged 0 SP:Iteration 7F (134.536102 sec): 3 clusters Score: Raw -18739.857189 + Penalty 1447.703710 = -17292.153478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 43 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.536615 sec): 2 clusters Score: Raw -315.044725 + Penalty 143.433977 = -171.610748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.536827 sec): 3 clusters Score: Raw -309.701040 + Penalty 271.845015 = -37.856025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 44 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.537340 sec): 2 clusters Score: Raw -882.416487 + Penalty 247.622133 = -634.794354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.537577 sec): 3 clusters Score: Raw -908.962694 + Penalty 500.257626 = -408.705068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 45 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.538405 sec): 2 clusters Score: Raw -7294.594697 + Penalty 352.285145 = -6942.309552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.538870 sec): 3 clusters Score: Raw -7318.389475 + Penalty 716.061017 = -6602.328458 nChanged 25 SP:Iteration 1F (134.539322 sec): 3 clusters Score: Raw -7360.547113 + Penalty 735.804571 = -6624.742543 nChanged 16 SP:Iteration 2F (134.539806 sec): 3 clusters Score: Raw -7392.509302 + Penalty 747.280645 = -6645.228657 nChanged 4 SP:Iteration 3Q (134.540251 sec): 3 clusters Score: Raw -7396.638902 + Penalty 754.428940 = -6642.209963 nChanged 2 SP:Iteration 4F (134.540706 sec): 3 clusters Score: Raw -7406.315020 + Penalty 756.370529 = -6649.944490 nChanged 1 SP:Iteration 5Q (134.541139 sec): 3 clusters Score: Raw -7410.064336 + Penalty 764.320298 = -6645.744038 nChanged 2 SP:Iteration 6F (134.541593 sec): 3 clusters Score: Raw -7417.507557 + Penalty 764.320298 = -6653.187259 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 46 (710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.543968 sec): 2 clusters Score: Raw -36017.893037 + Penalty 149.532647 = -35868.360389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.545400 sec): 3 clusters Score: Raw -35592.188457 + Penalty 313.604998 = -35278.583459 nChanged 315 SP:Iteration 1F (134.546849 sec): 3 clusters Score: Raw -35836.956414 + Penalty 333.027155 = -35503.929259 nChanged 79 SP:Iteration 2F (134.548293 sec): 3 clusters Score: Raw -35899.251107 + Penalty 345.108036 = -35554.143070 nChanged 34 SP:Iteration 3Q (134.549723 sec): 3 clusters Score: Raw -35924.940279 + Penalty 358.497539 = -35566.442740 nChanged 23 SP:Iteration 4Q (134.551151 sec): 3 clusters Score: Raw -35960.819345 + Penalty 370.445795 = -35590.373550 nChanged 21 SP:Iteration 5Q (134.552566 sec): 3 clusters Score: Raw -36022.261506 + Penalty 374.745208 = -35647.516299 nChanged 8 SP:Iteration 6Q (134.553878 sec): 3 clusters Score: Raw -36044.655288 + Penalty 377.221021 = -35667.434267 nChanged 5 SP:Iteration 7Q (134.555128 sec): 3 clusters Score: Raw -36051.949602 + Penalty 378.879924 = -35673.069678 nChanged 3 SP:Iteration 8Q (134.556373 sec): 3 clusters Score: Raw -36055.205284 + Penalty 380.375178 = -35674.830105 nChanged 3 SP:Iteration 9Q (134.557612 sec): 3 clusters Score: Raw -36058.117258 + Penalty 380.375178 = -35677.742080 nChanged 0 SP:Iteration 10F (134.559068 sec): 3 clusters Score: Raw -36058.117258 + Penalty 380.375178 = -35677.742080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 48 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.559748 sec): 2 clusters Score: Raw -2656.868224 + Penalty 203.414621 = -2453.453603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.560060 sec): 3 clusters Score: Raw -2664.404884 + Penalty 417.614135 = -2246.790748 nChanged 6 SP:Iteration 1F (134.560364 sec): 3 clusters Score: Raw -2672.193852 + Penalty 429.574964 = -2242.618887 nChanged 2 SP:Iteration 2F (134.560669 sec): 3 clusters Score: Raw -2675.814131 + Penalty 475.215451 = -2200.598680 nChanged 5 SP:Iteration 3F (134.560975 sec): 3 clusters Score: Raw -2689.983255 + Penalty 531.836832 = -2158.146423 nChanged 3 SP:Iteration 4F (134.561280 sec): 3 clusters Score: Raw -2704.125927 + Penalty 531.836832 = -2172.289095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 50 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.561859 sec): 2 clusters Score: Raw -1775.839455 + Penalty 187.261803 = -1588.577652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.562138 sec): 3 clusters Score: Raw -1811.771407 + Penalty 371.824219 = -1439.947188 nChanged 3 SP:Iteration 1F (134.562406 sec): 3 clusters Score: Raw -1818.036956 + Penalty 389.697746 = -1428.339210 nChanged 3 SP:Iteration 2F (134.562674 sec): 3 clusters Score: Raw -1828.596419 + Penalty 401.436538 = -1427.159881 nChanged 1 SP:Iteration 3F (134.562941 sec): 3 clusters Score: Raw -1843.491500 + Penalty 401.436538 = -1442.054961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 52 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.563583 sec): 2 clusters Score: Raw -2686.648408 + Penalty 497.845070 = -2188.803338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.563890 sec): 3 clusters Score: Raw -2822.348513 + Penalty 1001.482294 = -1820.866219 nChanged 1 SP:Iteration 1Q (134.564177 sec): 3 clusters Score: Raw -2824.692814 + Penalty 1005.084139 = -1819.608675 nChanged 1 SP:Iteration 2F (134.564481 sec): 3 clusters Score: Raw -2832.537090 + Penalty 1007.446025 = -1825.091065 nChanged 1 SP:Iteration 3Q (134.564767 sec): 3 clusters Score: Raw -2844.189429 + Penalty 1007.446025 = -1836.743404 nChanged 0 SP:Iteration 4F (134.565071 sec): 3 clusters Score: Raw -2844.189429 + Penalty 1007.446025 = -1836.743404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 53 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.565648 sec): 2 clusters Score: Raw -1981.909079 + Penalty 326.255750 = -1655.653329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.565924 sec): 3 clusters Score: Raw -2015.808115 + Penalty 652.094332 = -1363.713783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 56 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.566429 sec): 2 clusters Score: Raw -611.472753 + Penalty 224.506472 = -386.966281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.566659 sec): 3 clusters Score: Raw -651.112891 + Penalty 444.106667 = -207.006224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 57 (262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.567828 sec): 2 clusters Score: Raw -13232.657446 + Penalty 459.647059 = -12773.010387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.568500 sec): 3 clusters Score: Raw -13174.536877 + Penalty 940.671358 = -12233.865519 nChanged 62 SP:Iteration 1F (134.569157 sec): 3 clusters Score: Raw -13241.917749 + Penalty 964.620811 = -12277.296938 nChanged 22 SP:Iteration 2F (134.569810 sec): 3 clusters Score: Raw -13278.773842 + Penalty 975.705515 = -12303.068327 nChanged 6 SP:Iteration 3Q (134.570450 sec): 3 clusters Score: Raw -13287.150784 + Penalty 990.445811 = -12296.704973 nChanged 4 SP:Iteration 4F (134.571108 sec): 3 clusters Score: Raw -13295.561423 + Penalty 996.567769 = -12298.993654 nChanged 2 SP:Iteration 5Q (134.571725 sec): 3 clusters Score: Raw -13300.298504 + Penalty 1001.518293 = -12298.780211 nChanged 1 SP:Iteration 6F (134.572378 sec): 3 clusters Score: Raw -13302.346975 + Penalty 1008.788145 = -12293.558829 nChanged 1 SP:Iteration 7F (134.573030 sec): 3 clusters Score: Raw -13305.143265 + Penalty 1014.228435 = -12290.914830 nChanged 2 SP:Iteration 8F (134.573684 sec): 3 clusters Score: Raw -13308.613536 + Penalty 1014.228435 = -12294.385101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 58 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.574356 sec): 2 clusters Score: Raw -3283.291768 + Penalty 395.140267 = -2888.151501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.574691 sec): 3 clusters Score: Raw -3338.400384 + Penalty 794.830177 = -2543.570207 nChanged 7 SP:Iteration 1F (134.575014 sec): 3 clusters Score: Raw -3346.354661 + Penalty 797.618276 = -2548.736384 nChanged 1 SP:Iteration 2Q (134.575332 sec): 3 clusters Score: Raw -3347.341466 + Penalty 800.236240 = -2547.105226 nChanged 1 SP:Iteration 3F (134.575653 sec): 3 clusters Score: Raw -3349.666543 + Penalty 800.236240 = -2549.430303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 59 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.576155 sec): 2 clusters Score: Raw -508.242386 + Penalty 190.030969 = -318.211417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.576380 sec): 3 clusters Score: Raw -540.323260 + Penalty 395.165657 = -145.157603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 60 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.576924 sec): 2 clusters Score: Raw -939.160035 + Penalty 236.261830 = -702.898205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.577162 sec): 3 clusters Score: Raw -960.894405 + Penalty 566.335408 = -394.558996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 62 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.578369 sec): 2 clusters Score: Raw -13830.543719 + Penalty 386.260407 = -13444.283312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.579055 sec): 3 clusters Score: Raw -13736.413517 + Penalty 777.948628 = -12958.464889 nChanged 79 SP:Iteration 1F (134.579759 sec): 3 clusters Score: Raw -13815.925074 + Penalty 785.730569 = -13030.194505 nChanged 20 SP:Iteration 2F (134.580443 sec): 3 clusters Score: Raw -13836.506855 + Penalty 788.850506 = -13047.656348 nChanged 10 SP:Iteration 3Q (134.581108 sec): 3 clusters Score: Raw -13846.816661 + Penalty 792.664558 = -13054.152103 nChanged 10 SP:Iteration 4Q (134.581773 sec): 3 clusters Score: Raw -13856.264374 + Penalty 796.006280 = -13060.258094 nChanged 7 SP:Iteration 5Q (134.582438 sec): 3 clusters Score: Raw -13863.003359 + Penalty 797.487861 = -13065.515498 nChanged 5 SP:Iteration 6Q (134.583101 sec): 3 clusters Score: Raw -13869.008565 + Penalty 799.123943 = -13069.884622 nChanged 5 SP:Iteration 7Q (134.583762 sec): 3 clusters Score: Raw -13875.404518 + Penalty 800.296695 = -13075.107823 nChanged 3 SP:Iteration 8Q (134.584420 sec): 3 clusters Score: Raw -13881.978289 + Penalty 799.687874 = -13082.290415 nChanged 2 SP:Iteration 9Q (134.585074 sec): 3 clusters Score: Raw -13883.065858 + Penalty 799.687874 = -13083.377985 nChanged 0 SP:Iteration 10F (134.585745 sec): 3 clusters Score: Raw -13883.065858 + Penalty 799.687874 = -13083.377985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 63 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.586299 sec): 2 clusters Score: Raw -846.215768 + Penalty 232.877853 = -613.337915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.586537 sec): 3 clusters Score: Raw -886.441966 + Penalty 465.755706 = -420.686261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 64 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.587346 sec): 2 clusters Score: Raw -7277.376501 + Penalty 710.053353 = -6567.323148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.587788 sec): 3 clusters Score: Raw -7382.546752 + Penalty 1421.398016 = -5961.148736 nChanged 14 SP:Iteration 1F (134.588227 sec): 3 clusters Score: Raw -7451.768959 + Penalty 1422.600745 = -6029.168214 nChanged 8 SP:Iteration 2F (134.588662 sec): 3 clusters Score: Raw -7507.148626 + Penalty 1422.656796 = -6084.491829 nChanged 1 SP:Iteration 3Q (134.589065 sec): 3 clusters Score: Raw -7508.434298 + Penalty 1422.656796 = -6085.777501 nChanged 0 SP:Iteration 4F (134.589500 sec): 3 clusters Score: Raw -7508.434298 + Penalty 1422.656796 = -6085.777501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 65 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.590170 sec): 2 clusters Score: Raw -3455.125448 + Penalty 464.902617 = -2990.222831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.590493 sec): 3 clusters Score: Raw -3544.179875 + Penalty 932.211494 = -2611.968381 nChanged 3 SP:Iteration 1Q (134.590800 sec): 3 clusters Score: Raw -3556.419215 + Penalty 932.682907 = -2623.736308 nChanged 1 SP:Iteration 2Q (134.591101 sec): 3 clusters Score: Raw -3562.715032 + Penalty 932.682907 = -2630.032126 nChanged 0 SP:Iteration 3F (134.591451 sec): 3 clusters Score: Raw -3562.715032 + Penalty 932.682907 = -2630.032126 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 66 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.592010 sec): 2 clusters Score: Raw -1544.852033 + Penalty 214.379858 = -1330.472176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.592274 sec): 3 clusters Score: Raw -1567.781721 + Penalty 432.748561 = -1135.033160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 69 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.592927 sec): 2 clusters Score: Raw -3806.209510 + Penalty 450.910843 = -3355.298667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.593264 sec): 3 clusters Score: Raw -3847.432945 + Penalty 901.007964 = -2946.424981 nChanged 4 SP:Iteration 1F (134.593594 sec): 3 clusters Score: Raw -3858.671014 + Penalty 902.403209 = -2956.267804 nChanged 3 SP:Iteration 2Q (134.593911 sec): 3 clusters Score: Raw -3868.492626 + Penalty 902.403209 = -2966.089416 nChanged 0 SP:Iteration 3F (134.594240 sec): 3 clusters Score: Raw -3868.492626 + Penalty 902.403209 = -2966.089416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 70 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.594876 sec): 2 clusters Score: Raw -3294.509441 + Penalty 518.928330 = -2775.581111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.595203 sec): 3 clusters Score: Raw -3426.536634 + Penalty 1037.678993 = -2388.857640 nChanged 1 SP:Iteration 1Q (134.595504 sec): 3 clusters Score: Raw -3430.579433 + Penalty 1037.678993 = -2392.900439 nChanged 0 SP:Iteration 2F (134.595826 sec): 3 clusters Score: Raw -3430.579433 + Penalty 1037.678993 = -2392.900439 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 71 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.596334 sec): 2 clusters Score: Raw -654.815460 + Penalty 173.450738 = -481.364722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.596564 sec): 3 clusters Score: Raw -672.235576 + Penalty 343.943279 = -328.292297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 72 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.597413 sec): 2 clusters Score: Raw -8003.641166 + Penalty 354.331786 = -7649.309380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.597883 sec): 3 clusters Score: Raw -7967.972744 + Penalty 707.354418 = -7260.618326 nChanged 24 SP:Iteration 1F (134.598359 sec): 3 clusters Score: Raw -7990.932301 + Penalty 707.298922 = -7283.633379 nChanged 10 SP:Iteration 2F (134.598821 sec): 3 clusters Score: Raw -8004.460485 + Penalty 705.457394 = -7299.003091 nChanged 6 SP:Iteration 3Q (134.599278 sec): 3 clusters Score: Raw -8015.479592 + Penalty 703.996828 = -7311.482763 nChanged 6 SP:Iteration 4Q (134.599733 sec): 3 clusters Score: Raw -8036.819221 + Penalty 704.854801 = -7331.964420 nChanged 8 SP:Iteration 5F (134.600203 sec): 3 clusters Score: Raw -8047.974623 + Penalty 705.481182 = -7342.493442 nChanged 3 SP:Iteration 6Q (134.600646 sec): 3 clusters Score: Raw -8056.346282 + Penalty 706.911939 = -7349.434343 nChanged 3 SP:Iteration 7Q (134.601089 sec): 3 clusters Score: Raw -8059.189942 + Penalty 706.911939 = -7352.278003 nChanged 0 SP:Iteration 8F (134.601550 sec): 3 clusters Score: Raw -8059.189942 + Penalty 706.911939 = -7352.278003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 75 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.602043 sec): 2 clusters Score: Raw -305.838036 + Penalty 146.898321 = -158.939715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.602257 sec): 3 clusters Score: Raw -304.884615 + Penalty 325.776954 = 20.892339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 76 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.602791 sec): 2 clusters Score: Raw -834.256460 + Penalty 268.770013 = -565.486447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.603025 sec): 3 clusters Score: Raw -868.154877 + Penalty 532.006336 = -336.148541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 77 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.603674 sec): 2 clusters Score: Raw -3146.224773 + Penalty 498.837695 = -2647.387077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.604005 sec): 3 clusters Score: Raw -3263.444818 + Penalty 995.819680 = -2267.625139 nChanged 7 SP:Iteration 1F (134.604332 sec): 3 clusters Score: Raw -3283.093098 + Penalty 1001.633976 = -2281.459122 nChanged 3 SP:Iteration 2Q (134.604641 sec): 3 clusters Score: Raw -3290.634907 + Penalty 1012.618522 = -2278.016384 nChanged 2 SP:Iteration 3F (134.604966 sec): 3 clusters Score: Raw -3300.055022 + Penalty 1018.312775 = -2281.742246 nChanged 1 SP:Iteration 4Q (134.605270 sec): 3 clusters Score: Raw -3304.046175 + Penalty 1032.973421 = -2271.072754 nChanged 2 SP:Iteration 5F (134.605595 sec): 3 clusters Score: Raw -3316.910796 + Penalty 1032.973421 = -2283.937375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 78 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.606785 sec): 2 clusters Score: Raw -15281.610030 + Penalty 462.130881 = -14819.479149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.607481 sec): 3 clusters Score: Raw -15225.737707 + Penalty 922.764330 = -14302.973377 nChanged 81 SP:Iteration 1F (134.608182 sec): 3 clusters Score: Raw -15303.274553 + Penalty 919.096575 = -14384.177978 nChanged 22 SP:Iteration 2F (134.608868 sec): 3 clusters Score: Raw -15329.552638 + Penalty 916.496995 = -14413.055643 nChanged 8 SP:Iteration 3Q (134.609543 sec): 3 clusters Score: Raw -15338.347695 + Penalty 915.365794 = -14422.981901 nChanged 3 SP:Iteration 4Q (134.610215 sec): 3 clusters Score: Raw -15342.048193 + Penalty 914.817228 = -14427.230966 nChanged 1 SP:Iteration 5Q (134.610886 sec): 3 clusters Score: Raw -15342.823122 + Penalty 914.817228 = -14428.005894 nChanged 0 SP:Iteration 6F (134.611572 sec): 3 clusters Score: Raw -15342.823122 + Penalty 914.817228 = -14428.005894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 80 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.612108 sec): 2 clusters Score: Raw -908.924625 + Penalty 289.645101 = -619.279525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.612348 sec): 3 clusters Score: Raw -953.565604 + Penalty 589.560990 = -364.004614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 82 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.613018 sec): 2 clusters Score: Raw -4024.784400 + Penalty 241.300181 = -3783.484218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.613368 sec): 3 clusters Score: Raw -4035.232315 + Penalty 493.044829 = -3542.187486 nChanged 10 SP:Iteration 1F (134.613710 sec): 3 clusters Score: Raw -4049.687734 + Penalty 499.125336 = -3550.562398 nChanged 3 SP:Iteration 2Q (134.614044 sec): 3 clusters Score: Raw -4058.757497 + Penalty 512.933370 = -3545.824127 nChanged 3 SP:Iteration 3F (134.614386 sec): 3 clusters Score: Raw -4063.736592 + Penalty 571.818310 = -3491.918283 nChanged 7 SP:Iteration 4F (134.614728 sec): 3 clusters Score: Raw -4077.151466 + Penalty 617.026047 = -3460.125418 nChanged 4 SP:Iteration 5F (134.615071 sec): 3 clusters Score: Raw -4087.286587 + Penalty 617.026047 = -3470.260539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 83 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.615595 sec): 2 clusters Score: Raw -526.663719 + Penalty 180.399610 = -346.264109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.615819 sec): 3 clusters Score: Raw -541.758809 + Penalty 332.943102 = -208.815707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 84 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.616315 sec): 2 clusters Score: Raw -560.953735 + Penalty 207.019093 = -353.934643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.616537 sec): 3 clusters Score: Raw -573.443648 + Penalty 414.919700 = -158.523948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 86 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.617077 sec): 2 clusters Score: Raw -1504.733430 + Penalty 333.902579 = -1170.830851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.617331 sec): 3 clusters Score: Raw -1563.811999 + Penalty 667.817499 = -895.994500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 88 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.617838 sec): 2 clusters Score: Raw -756.885022 + Penalty 190.442477 = -566.442546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.618074 sec): 3 clusters Score: Raw -783.907771 + Penalty 363.436420 = -420.471351 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 89 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.618566 sec): 2 clusters Score: Raw -483.669930 + Penalty 206.261275 = -277.408654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.618787 sec): 3 clusters Score: Raw -499.063342 + Penalty 412.522550 = -86.540791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 93 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.619283 sec): 2 clusters Score: Raw -552.738180 + Penalty 209.895784 = -342.842396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.619509 sec): 3 clusters Score: Raw -583.958310 + Penalty 428.593752 = -155.364558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 96 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.620008 sec): 2 clusters Score: Raw -632.696899 + Penalty 252.009522 = -380.687377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.620235 sec): 3 clusters Score: Raw -655.426542 + Penalty 494.967776 = -160.458766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 97 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.620729 sec): 2 clusters Score: Raw -518.135517 + Penalty 159.915428 = -358.220090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.620952 sec): 3 clusters Score: Raw -522.678053 + Penalty 336.636223 = -186.041830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 98 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.621458 sec): 2 clusters Score: Raw -753.751769 + Penalty 210.965309 = -542.786460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.621690 sec): 3 clusters Score: Raw -786.901596 + Penalty 429.301880 = -357.599716 nChanged 0 Memory request: 0.02 GB would take us to total of 0.47 GB. Trying to split cluster 100 (4029 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.639215 sec): 2 clusters Score: Raw -216655.080149 + Penalty 115.516916 = -216539.563233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.646544 sec): 3 clusters Score: Raw -214000.167501 + Penalty 259.093582 = -213741.073919 nChanged 1891 SP:Iteration 1F (134.653712 sec): 3 clusters Score: Raw -215706.894430 + Penalty 287.319766 = -215419.574664 nChanged 461 SP:Iteration 2F (134.660835 sec): 3 clusters Score: Raw -216122.193303 + Penalty 315.234304 = -215806.958998 nChanged 211 SP:Iteration 3F (134.667991 sec): 3 clusters Score: Raw -216323.707796 + Penalty 329.525872 = -215994.181924 nChanged 126 SP:Iteration 4Q (134.675174 sec): 3 clusters Score: Raw -216428.154275 + Penalty 349.533341 = -216078.620934 nChanged 91 SP:Iteration 5Q (134.682276 sec): 3 clusters Score: Raw -216500.445040 + Penalty 366.170613 = -216134.274428 nChanged 68 SP:Iteration 6Q (134.689075 sec): 3 clusters Score: Raw -216557.487228 + Penalty 393.663488 = -216163.823740 nChanged 48 SP:Iteration 7Q (134.695724 sec): 3 clusters Score: Raw -216597.935735 + Penalty 460.563807 = -216137.371927 nChanged 33 SP:Iteration 8F (134.702859 sec): 3 clusters Score: Raw -216640.065308 + Penalty 500.963001 = -216139.102307 nChanged 12 SP:Iteration 9Q (134.708752 sec): 3 clusters Score: Raw -216658.724369 + Penalty 511.853060 = -216146.871309 nChanged 3 SP:Iteration 10F (134.715881 sec): 3 clusters Score: Raw -216669.610007 + Penalty 516.424587 = -216153.185420 nChanged 1 SP:Iteration 11Q (134.721533 sec): 3 clusters Score: Raw -216670.586889 + Penalty 525.933527 = -216144.653362 nChanged 2 SP:Iteration 12F (134.728682 sec): 3 clusters Score: Raw -216672.706313 + Penalty 525.933527 = -216146.772786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 101 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.732056 sec): 2 clusters Score: Raw -2422.057360 + Penalty 437.725221 = -1984.332139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.732358 sec): 3 clusters Score: Raw -2481.389749 + Penalty 876.468285 = -1604.921465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 102 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.732901 sec): 2 clusters Score: Raw -1302.058602 + Penalty 298.799380 = -1003.259222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.733151 sec): 3 clusters Score: Raw -1351.179552 + Penalty 595.183402 = -755.996149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 103 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.733858 sec): 2 clusters Score: Raw -4138.198261 + Penalty 599.444678 = -3538.753583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.734232 sec): 3 clusters Score: Raw -4228.905487 + Penalty 1206.352889 = -3022.552598 nChanged 4 SP:Iteration 1Q (134.734576 sec): 3 clusters Score: Raw -4252.621947 + Penalty 1205.613868 = -3047.008080 nChanged 1 SP:Iteration 2Q (134.734919 sec): 3 clusters Score: Raw -4253.813644 + Penalty 1205.613868 = -3048.199776 nChanged 0 SP:Iteration 3F (134.735277 sec): 3 clusters Score: Raw -4253.813644 + Penalty 1205.613868 = -3048.199776 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 105 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.735931 sec): 2 clusters Score: Raw -3415.774774 + Penalty 387.995068 = -3027.779707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.736267 sec): 3 clusters Score: Raw -3451.272229 + Penalty 799.311679 = -2651.960550 nChanged 6 SP:Iteration 1F (134.736596 sec): 3 clusters Score: Raw -3461.002909 + Penalty 812.126269 = -2648.876640 nChanged 3 SP:Iteration 2F (134.736925 sec): 3 clusters Score: Raw -3468.844838 + Penalty 834.405054 = -2634.439784 nChanged 2 SP:Iteration 3F (134.737253 sec): 3 clusters Score: Raw -3490.943113 + Penalty 834.405054 = -2656.538059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 106 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.737800 sec): 2 clusters Score: Raw -874.014752 + Penalty 256.513048 = -617.501703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.738042 sec): 3 clusters Score: Raw -900.977707 + Penalty 521.716971 = -379.260735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 108 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.738680 sec): 2 clusters Score: Raw -3254.094081 + Penalty 469.494346 = -2784.599735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.739010 sec): 3 clusters Score: Raw -3303.459570 + Penalty 929.847220 = -2373.612350 nChanged 4 SP:Iteration 1F (134.739333 sec): 3 clusters Score: Raw -3316.200084 + Penalty 929.841195 = -2386.358889 nChanged 1 SP:Iteration 2Q (134.739642 sec): 3 clusters Score: Raw -3319.733937 + Penalty 929.841195 = -2389.892742 nChanged 0 SP:Iteration 3F (134.739965 sec): 3 clusters Score: Raw -3319.733937 + Penalty 929.841195 = -2389.892742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 109 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.740944 sec): 2 clusters Score: Raw -11053.427469 + Penalty 666.821472 = -10386.605997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.741494 sec): 3 clusters Score: Raw -11033.809495 + Penalty 1333.337848 = -9700.471647 nChanged 25 SP:Iteration 1F (134.742017 sec): 3 clusters Score: Raw -11078.535732 + Penalty 1333.680612 = -9744.855120 nChanged 17 SP:Iteration 2F (134.742544 sec): 3 clusters Score: Raw -11119.647991 + Penalty 1333.829743 = -9785.818248 nChanged 7 SP:Iteration 3Q (134.743054 sec): 3 clusters Score: Raw -11135.042266 + Penalty 1334.301129 = -9800.741137 nChanged 3 SP:Iteration 4Q (134.743560 sec): 3 clusters Score: Raw -11139.534595 + Penalty 1334.301129 = -9805.233466 nChanged 0 SP:Iteration 5F (134.744085 sec): 3 clusters Score: Raw -11139.534595 + Penalty 1334.301129 = -9805.233466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 110 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.744614 sec): 2 clusters Score: Raw -693.588160 + Penalty 237.612111 = -455.976049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.744844 sec): 3 clusters Score: Raw -718.468209 + Penalty 485.725146 = -232.743063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 113 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.745407 sec): 2 clusters Score: Raw -1972.669576 + Penalty 410.368298 = -1562.301278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.745676 sec): 3 clusters Score: Raw -2054.470165 + Penalty 805.646395 = -1248.823770 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 115 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.746435 sec): 2 clusters Score: Raw -6266.141518 + Penalty 250.811717 = -6015.329801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.746844 sec): 3 clusters Score: Raw -6258.473448 + Penalty 503.198304 = -5755.275144 nChanged 24 SP:Iteration 1F (134.747246 sec): 3 clusters Score: Raw -6281.339729 + Penalty 503.171546 = -5778.168183 nChanged 1 SP:Iteration 2Q (134.747642 sec): 3 clusters Score: Raw -6281.470170 + Penalty 502.248055 = -5779.222115 nChanged 1 SP:Iteration 3Q (134.748041 sec): 3 clusters Score: Raw -6281.731666 + Penalty 504.152623 = -5777.579044 nChanged 1 SP:Iteration 4F (134.748442 sec): 3 clusters Score: Raw -6281.974427 + Penalty 503.214936 = -5778.759491 nChanged 3 SP:Iteration 5Q (134.748837 sec): 3 clusters Score: Raw -6283.324862 + Penalty 503.352352 = -5779.972510 nChanged 1 SP:Iteration 6Q (134.749232 sec): 3 clusters Score: Raw -6284.407100 + Penalty 503.352352 = -5781.054748 nChanged 0 SP:Iteration 7F (134.749632 sec): 3 clusters Score: Raw -6284.407100 + Penalty 503.352352 = -5781.054748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 117 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.750233 sec): 2 clusters Score: Raw -2050.541101 + Penalty 426.265371 = -1624.275730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.750508 sec): 3 clusters Score: Raw -2139.251561 + Penalty 852.502583 = -1286.748978 nChanged 1 SP:Iteration 1Q (134.750769 sec): 3 clusters Score: Raw -2143.002012 + Penalty 852.530742 = -1290.471270 nChanged 1 SP:Iteration 2Q (134.751028 sec): 3 clusters Score: Raw -2146.342259 + Penalty 852.530742 = -1293.811517 nChanged 0 SP:Iteration 3F (134.751297 sec): 3 clusters Score: Raw -2146.342259 + Penalty 852.530742 = -1293.811517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 118 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.751799 sec): 2 clusters Score: Raw -628.639475 + Penalty 214.759208 = -413.880267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.752025 sec): 3 clusters Score: Raw -645.967357 + Penalty 414.522423 = -231.444934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 122 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.752539 sec): 2 clusters Score: Raw -908.845882 + Penalty 221.358825 = -687.487057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.752778 sec): 3 clusters Score: Raw -953.259150 + Penalty 447.622575 = -505.636575 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 123 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.753291 sec): 2 clusters Score: Raw -849.999196 + Penalty 249.380768 = -600.618429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.753526 sec): 3 clusters Score: Raw -879.888892 + Penalty 496.530930 = -383.357962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 125 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.754032 sec): 2 clusters Score: Raw -666.454592 + Penalty 248.911516 = -417.543076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.754264 sec): 3 clusters Score: Raw -738.641679 + Penalty 516.318494 = -222.323185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 132 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.754774 sec): 2 clusters Score: Raw -854.275469 + Penalty 275.569499 = -578.705970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.755010 sec): 3 clusters Score: Raw -911.260550 + Penalty 551.349725 = -359.910826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 133 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.755534 sec): 2 clusters Score: Raw -1168.317272 + Penalty 241.865798 = -926.451474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.755781 sec): 3 clusters Score: Raw -1208.351796 + Penalty 474.849864 = -733.501932 nChanged 1 SP:Iteration 1Q (134.756015 sec): 3 clusters Score: Raw -1215.452997 + Penalty 474.849864 = -740.603133 nChanged 0 SP:Iteration 2F (134.756257 sec): 3 clusters Score: Raw -1215.452997 + Penalty 474.849864 = -740.603133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 136 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.756954 sec): 2 clusters Score: Raw -4493.148809 + Penalty 456.786642 = -4036.362167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.757324 sec): 3 clusters Score: Raw -4565.798410 + Penalty 916.839568 = -3648.958843 nChanged 5 SP:Iteration 1F (134.757688 sec): 3 clusters Score: Raw -4581.637303 + Penalty 918.205384 = -3663.431919 nChanged 1 SP:Iteration 2Q (134.758052 sec): 3 clusters Score: Raw -4585.490675 + Penalty 918.205384 = -3667.285291 nChanged 0 SP:Iteration 3F (134.758414 sec): 3 clusters Score: Raw -4585.490675 + Penalty 918.205384 = -3667.285291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 137 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.758904 sec): 2 clusters Score: Raw -364.567337 + Penalty 148.656745 = -215.910593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.759125 sec): 3 clusters Score: Raw -365.524704 + Penalty 297.313489 = -68.211215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 139 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.759639 sec): 2 clusters Score: Raw -823.983059 + Penalty 254.321619 = -569.661440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.759875 sec): 3 clusters Score: Raw -871.671334 + Penalty 497.940521 = -373.730813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 140 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.760354 sec): 2 clusters Score: Raw -255.645445 + Penalty 141.300520 = -114.344925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.760566 sec): 3 clusters Score: Raw -251.784825 + Penalty 262.025926 = 10.241101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 142 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.761047 sec): 2 clusters Score: Raw -253.329503 + Penalty 133.039796 = -120.289707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.761258 sec): 3 clusters Score: Raw -245.966892 + Penalty 284.891382 = 38.924491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 143 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.761760 sec): 2 clusters Score: Raw -670.465209 + Penalty 205.307422 = -465.157788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.761990 sec): 3 clusters Score: Raw -710.050787 + Penalty 419.159080 = -290.891707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 145 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.762482 sec): 2 clusters Score: Raw -469.016658 + Penalty 165.172108 = -303.844550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.762701 sec): 3 clusters Score: Raw -479.453830 + Penalty 330.344217 = -149.109613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 146 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.763183 sec): 2 clusters Score: Raw -295.030074 + Penalty 124.509322 = -170.520752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.763398 sec): 3 clusters Score: Raw -298.181559 + Penalty 249.785880 = -48.395679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 147 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.763901 sec): 2 clusters Score: Raw -643.849961 + Penalty 237.948635 = -405.901326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.764128 sec): 3 clusters Score: Raw -673.896670 + Penalty 476.812046 = -197.084624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 148 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.764634 sec): 2 clusters Score: Raw -718.406453 + Penalty 253.161859 = -465.244594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.764866 sec): 3 clusters Score: Raw -785.272688 + Penalty 503.264889 = -282.007799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 150 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.765389 sec): 2 clusters Score: Raw -810.358933 + Penalty 217.054109 = -593.304824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.765625 sec): 3 clusters Score: Raw -855.232371 + Penalty 431.444611 = -423.787759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 154 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.766132 sec): 2 clusters Score: Raw -862.333786 + Penalty 254.143758 = -608.190028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.766365 sec): 3 clusters Score: Raw -871.043353 + Penalty 508.287517 = -362.755837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 155 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.766863 sec): 2 clusters Score: Raw -633.499566 + Penalty 228.529764 = -404.969802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.767088 sec): 3 clusters Score: Raw -643.991358 + Penalty 417.423637 = -226.567720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 157 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.767585 sec): 2 clusters Score: Raw -622.579453 + Penalty 202.271291 = -420.308162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.767812 sec): 3 clusters Score: Raw -645.392510 + Penalty 397.692375 = -247.700136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 158 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.768290 sec): 2 clusters Score: Raw -125.493053 + Penalty 63.823358 = -61.669695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.768482 sec): 2 clusters Score: Raw -125.493053 + Penalty 63.823358 = -61.669695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 159 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.768972 sec): 2 clusters Score: Raw -472.294954 + Penalty 179.169530 = -293.125424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.769193 sec): 3 clusters Score: Raw -483.861866 + Penalty 340.251138 = -143.610728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 161 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.769703 sec): 2 clusters Score: Raw -814.088333 + Penalty 170.393931 = -643.694403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.769940 sec): 3 clusters Score: Raw -853.820784 + Penalty 343.216469 = -510.604315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 163 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.770442 sec): 2 clusters Score: Raw -624.522880 + Penalty 189.881426 = -434.641454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.770669 sec): 3 clusters Score: Raw -636.473084 + Penalty 386.106233 = -250.366851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 167 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.771179 sec): 2 clusters Score: Raw -866.444952 + Penalty 278.020447 = -588.424505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.771415 sec): 3 clusters Score: Raw -920.296726 + Penalty 556.040893 = -364.255832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 169 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.771910 sec): 2 clusters Score: Raw -585.846811 + Penalty 223.752695 = -362.094116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.772135 sec): 3 clusters Score: Raw -611.032194 + Penalty 444.290802 = -166.741392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 172 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.772651 sec): 2 clusters Score: Raw -676.529265 + Penalty 223.963562 = -452.565703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.772879 sec): 3 clusters Score: Raw -701.144832 + Penalty 441.920981 = -259.223852 nChanged 1 SP:Iteration 1F (134.773103 sec): 3 clusters Score: Raw -715.187528 + Penalty 441.920981 = -273.266547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 174 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.773613 sec): 2 clusters Score: Raw -890.843107 + Penalty 244.032686 = -646.810420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.773850 sec): 3 clusters Score: Raw -936.879330 + Penalty 483.484950 = -453.394380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 175 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.774340 sec): 2 clusters Score: Raw -498.122602 + Penalty 211.767438 = -286.355164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.774560 sec): 3 clusters Score: Raw -509.226251 + Penalty 423.534876 = -85.691376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 178 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.775051 sec): 2 clusters Score: Raw -465.205297 + Penalty 184.084421 = -281.120876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.775272 sec): 3 clusters Score: Raw -482.935316 + Penalty 375.687902 = -107.247414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 187 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.775745 sec): 2 clusters Score: Raw -125.115974 + Penalty 65.934413 = -59.181562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.775937 sec): 2 clusters Score: Raw -125.115974 + Penalty 65.934413 = -59.181562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 190 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.776433 sec): 2 clusters Score: Raw -545.297451 + Penalty 197.883892 = -347.413559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.776655 sec): 3 clusters Score: Raw -562.484275 + Penalty 399.915246 = -162.569029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 191 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.777140 sec): 2 clusters Score: Raw -373.991783 + Penalty 173.735709 = -200.256074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.777359 sec): 3 clusters Score: Raw -371.852697 + Penalty 347.471417 = -24.381280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 196 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.777844 sec): 2 clusters Score: Raw -294.448970 + Penalty 128.127614 = -166.321356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.778062 sec): 3 clusters Score: Raw -299.025057 + Penalty 252.847264 = -46.177793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 199 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.778545 sec): 2 clusters Score: Raw -312.579500 + Penalty 159.661251 = -152.918248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.778760 sec): 3 clusters Score: Raw -308.322541 + Penalty 319.108554 = 10.786012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 206 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.779234 sec): 2 clusters Score: Raw -121.851977 + Penalty 66.279058 = -55.572919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.779442 sec): 2 clusters Score: Raw -121.851977 + Penalty 66.279058 = -55.572919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 209 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.779927 sec): 2 clusters Score: Raw -318.875637 + Penalty 163.615330 = -155.260306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.780141 sec): 3 clusters Score: Raw -316.081133 + Penalty 320.629536 = 4.548402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 211 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.780639 sec): 2 clusters Score: Raw -581.374330 + Penalty 221.015492 = -360.358838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.780865 sec): 3 clusters Score: Raw -599.888464 + Penalty 438.257451 = -161.631013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 213 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.781350 sec): 2 clusters Score: Raw -355.078057 + Penalty 161.404867 = -193.673190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.781566 sec): 3 clusters Score: Raw -363.761171 + Penalty 323.525064 = -40.236107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 217 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.782042 sec): 2 clusters Score: Raw -190.128084 + Penalty 108.182356 = -81.945728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.782249 sec): 3 clusters Score: Raw -183.328506 + Penalty 197.945902 = 14.617396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 223 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.782728 sec): 2 clusters Score: Raw -246.212821 + Penalty 122.161421 = -124.051401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.782942 sec): 3 clusters Score: Raw -241.427454 + Penalty 279.439274 = 38.011821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 229 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.783431 sec): 2 clusters Score: Raw -423.107301 + Penalty 162.032886 = -261.074415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.783646 sec): 3 clusters Score: Raw -423.128185 + Penalty 313.274636 = -109.853550 nChanged 0 Deleting Class 209 (5 points): Lose 58.105750 but Gain 1099.389395 Iteration 119Q (136.389447 sec): 132 clusters Score: Raw -2456754.993044 + Penalty 119445.464656 = -2337309.528388 nChanged 103 Deleting Class 113 (34 points): Lose 218.811534 but Gain 1258.487391 Iteration 120F (139.391190 sec): 131 clusters Score: Raw -2456643.117265 + Penalty 118342.600964 = -2338300.516300 nChanged 334 Deleting Class 199 (5 points): Lose 35.645973 but Gain 1072.820536 Iteration 121Q (139.712299 sec): 130 clusters Score: Raw -2456784.915409 + Penalty 117299.126052 = -2339485.789358 nChanged 220 Deleting Class 18 (36 points): Lose 250.810429 but Gain 1295.164522 Iteration 122Q (140.026165 sec): 129 clusters Score: Raw -2456607.234432 + Penalty 116036.395392 = -2340570.839040 nChanged 210 Deleting Class 140 (4 points): Lose 70.891198 but Gain 1102.275315 Iteration 123Q (140.334837 sec): 128 clusters Score: Raw -2456680.908705 + Penalty 115030.718458 = -2341650.190248 nChanged 126 Deleting Class 175 (8 points): Lose 70.277817 but Gain 1101.321819 Iteration 124Q (140.637240 sec): 127 clusters Score: Raw -2456694.933845 + Penalty 113955.915588 = -2342739.018257 nChanged 107 Deleting Class 86 (26 points): Lose 78.271676 but Gain 1108.300687 Iteration 125Q (140.934797 sec): 126 clusters Score: Raw -2456672.453673 + Penalty 112872.444369 = -2343800.009304 nChanged 110 Deleting Class 117 (36 points): Lose 261.369197 but Gain 1286.388431 Iteration 126Q (141.231956 sec): 125 clusters Score: Raw -2456468.270994 + Penalty 111587.579511 = -2344880.691483 nChanged 122 Deleting Class 217 (3 points): Lose 40.409714 but Gain 1064.912093 Iteration 127Q (141.528183 sec): 124 clusters Score: Raw -2456537.761736 + Penalty 110521.311868 = -2346016.449868 nChanged 96 Deleting Class 23 (5 points): Lose 73.008797 but Gain 1097.064031 Iteration 128Q (141.819926 sec): 123 clusters Score: Raw -2456502.990400 + Penalty 109437.884392 = -2347065.106008 nChanged 69 Deleting Class 80 (16 points): Lose 107.894164 but Gain 1129.750420 Iteration 129Q (142.111479 sec): 122 clusters Score: Raw -2456432.667230 + Penalty 108365.470744 = -2348067.196486 nChanged 98 Deleting Class 132 (16 points): Lose 98.276609 but Gain 1119.639735 Iteration 130F (144.917892 sec): 121 clusters Score: Raw -2456389.076002 + Penalty 107129.839078 = -2349259.236925 nChanged 86 Deleting Class 96 (11 points): Lose 115.341244 but Gain 1136.549921 Iteration 131Q (145.207290 sec): 120 clusters Score: Raw -2456351.495257 + Penalty 106054.040112 = -2350297.455145 nChanged 76 Deleting Class 89 (8 points): Lose 52.517114 but Gain 1072.686363 Iteration 132Q (145.494214 sec): 119 clusters Score: Raw -2456361.628013 + Penalty 105013.782886 = -2351347.845127 nChanged 64 Deleting Class 206 (2 points): Lose 18.623734 but Gain 1034.076438 Iteration 133Q (145.778483 sec): 118 clusters Score: Raw -2456375.539012 + Penalty 103970.240729 = -2352405.298283 nChanged 47 Deleting Class 191 (6 points): Lose 37.872304 but Gain 1048.603152 Iteration 134Q (146.065814 sec): 117 clusters Score: Raw -2456353.002012 + Penalty 102927.990751 = -2353425.011260 nChanged 42 Deleting Class 52 (55 points): Lose 358.739658 but Gain 1366.782485 Iteration 135Q (146.357941 sec): 116 clusters Score: Raw -2456008.322404 + Penalty 101622.841248 = -2354385.481156 nChanged 83 Deleting Class 187 (2 points): Lose 25.456029 but Gain 1028.699332 Iteration 136Q (146.656229 sec): 115 clusters Score: Raw -2456108.688291 + Penalty 100664.427266 = -2355444.261025 nChanged 32 Deleting Class 147 (11 points): Lose 70.693706 but Gain 1073.136046 Iteration 137Q (146.946010 sec): 114 clusters Score: Raw -2456065.766941 + Penalty 99637.248203 = -2356428.518738 nChanged 42 Deleting Class 169 (10 points): Lose 51.951585 but Gain 1050.882993 Iteration 138Q (147.224479 sec): 113 clusters Score: Raw -2456042.322419 + Penalty 98589.987375 = -2357452.335045 nChanged 35 Deleting Class 101 (46 points): Lose 267.678639 but Gain 1264.910329 Iteration 139Q (147.502850 sec): 112 clusters Score: Raw -2455822.111514 + Penalty 97429.821127 = -2358392.290387 nChanged 70 Deleting Class 34 (54 points): Lose 179.234849 but Gain 1166.861372 Iteration 140F (150.078411 sec): 111 clusters Score: Raw -2455758.198170 + Penalty 96463.541190 = -2359294.656980 nChanged 79 Deleting Class 158 (2 points): Lose 11.146618 but Gain 995.762955 Iteration 141Q (150.354787 sec): 110 clusters Score: Raw -2455864.908158 + Penalty 95507.723445 = -2360357.184713 nChanged 28 Deleting Class 155 (10 points): Lose 43.278656 but Gain 1024.066876 Iteration 142Q (150.625681 sec): 109 clusters Score: Raw -2455851.669909 + Penalty 94493.345492 = -2361358.324417 nChanged 26 Deleting Class 142 (4 points): Lose 59.821344 but Gain 1037.833988 Iteration 143Q (150.896782 sec): 108 clusters Score: Raw -2455819.067416 + Penalty 93450.626435 = -2362368.440981 nChanged 20 Deleting Class 148 (13 points): Lose 93.277869 but Gain 1067.385400 Iteration 144Q (151.165380 sec): 107 clusters Score: Raw -2455741.441947 + Penalty 92384.389300 = -2363357.052647 nChanged 30 Deleting Class 76 (15 points): Lose 99.189766 but Gain 1073.311737 Iteration 145Q (151.432673 sec): 106 clusters Score: Raw -2455681.082044 + Penalty 91304.128755 = -2364376.953289 nChanged 43 Deleting Class 110 (12 points): Lose 63.350208 but Gain 1034.094602 Iteration 146Q (151.699584 sec): 105 clusters Score: Raw -2455661.024298 + Penalty 90269.865894 = -2365391.158404 nChanged 35 Deleting Class 154 (14 points): Lose 71.373724 but Gain 1041.435554 Iteration 147Q (151.965475 sec): 104 clusters Score: Raw -2455613.944004 + Penalty 89286.696516 = -2366327.247488 nChanged 32 Deleting Class 211 (10 points): Lose 76.765606 but Gain 1038.027371 Iteration 148Q (152.230334 sec): 103 clusters Score: Raw -2455566.847985 + Penalty 88267.265172 = -2367299.582813 nChanged 29 Deleting Class 167 (16 points): Lose 125.173527 but Gain 1084.408870 Iteration 149Q (152.493820 sec): 102 clusters Score: Raw -2455463.710404 + Penalty 87209.401528 = -2368254.308877 nChanged 28 Deleting Class 84 (9 points): Lose 60.286178 but Gain 1018.914470 Iteration 150F (154.856799 sec): 101 clusters Score: Raw -2455447.465294 + Penalty 86195.423846 = -2369252.041448 nChanged 17 Deleting Class 69 (66 points): Lose 192.260624 but Gain 1148.737984 Iteration 151Q (155.121476 sec): 100 clusters Score: Raw -2455274.012302 + Penalty 85096.966949 = -2370177.045353 nChanged 76 Deleting Class 102 (21 points): Lose 77.027004 but Gain 1032.232886 Iteration 152Q (155.383081 sec): 99 clusters Score: Raw -2455309.774782 + Penalty 84093.619586 = -2371216.155196 nChanged 35 Deleting Class 75 (5 points): Lose 34.092151 but Gain 987.061883 Iteration 153Q (155.641016 sec): 98 clusters Score: Raw -2455317.341502 + Penalty 83125.084144 = -2372192.257358 nChanged 14 Deleting Class 190 (10 points): Lose 87.857435 but Gain 1028.147814 Iteration 154Q (155.902579 sec): 97 clusters Score: Raw -2455244.486700 + Penalty 82107.364024 = -2373137.122677 nChanged 12 Deleting Class 213 (6 points): Lose 38.845671 but Gain 974.178845 Iteration 155Q (156.156643 sec): 96 clusters Score: Raw -2455231.388635 + Penalty 81150.458172 = -2374080.930463 nChanged 9 Deleting Class 44 (15 points): Lose 81.481330 but Gain 1013.607378 Iteration 156Q (156.409357 sec): 95 clusters Score: Raw -2455165.820128 + Penalty 80140.825170 = -2375024.994957 nChanged 18 Deleting Class 125 (13 points): Lose 122.415200 but Gain 1049.465031 Iteration 157Q (156.661998 sec): 94 clusters Score: Raw -2455068.526813 + Penalty 79125.687027 = -2375942.839786 nChanged 23 Deleting Class 56 (14 points): Lose 111.916273 but Gain 1037.770050 Iteration 158Q (156.912143 sec): 93 clusters Score: Raw -2455000.332804 + Penalty 78135.562246 = -2376864.770558 nChanged 19 Deleting Class 106 (15 points): Lose 98.686143 but Gain 1024.364520 Iteration 159Q (157.161976 sec): 92 clusters Score: Raw -2454962.401708 + Penalty 77132.605813 = -2377829.795895 nChanged 21 Deleting Class 223 (4 points): Lose 27.240313 but Gain 952.972559 Iteration 160F (159.280960 sec): 91 clusters Score: Raw -2454976.324383 + Penalty 76177.859629 = -2378798.464754 nChanged 10 Deleting Class 159 (9 points): Lose 49.197024 but Gain 971.063568 Iteration 161Q (159.527691 sec): 90 clusters Score: Raw -2454941.080815 + Penalty 75199.556564 = -2379741.524251 nChanged 10 Deleting Class 43 (5 points): Lose 43.679160 but Gain 963.783730 Iteration 162Q (159.775318 sec): 89 clusters Score: Raw -2454912.938454 + Penalty 74230.655939 = -2380682.282515 nChanged 9 Deleting Class 33 (39 points): Lose 178.729829 but Gain 1082.360603 Iteration 163Q (160.021000 sec): 88 clusters Score: Raw -2454753.813985 + Penalty 73187.128567 = -2381566.685418 nChanged 44 Deleting Class 118 (11 points): Lose 65.612631 but Gain 968.552929 Iteration 164Q (160.267469 sec): 87 clusters Score: Raw -2454791.139643 + Penalty 72227.774344 = -2382563.365298 nChanged 23 Deleting Class 37 (39 points): Lose 369.312261 but Gain 1271.954752 Iteration 165Q (160.511047 sec): 86 clusters Score: Raw -2454452.508813 + Penalty 71048.390094 = -2383404.118719 nChanged 42 Deleting Class 139 (15 points): Lose 113.560817 but Gain 1015.613220 Iteration 166Q (160.753320 sec): 85 clusters Score: Raw -2454463.256586 + Penalty 70096.598075 = -2384366.658511 nChanged 30 Deleting Class 123 (15 points): Lose 86.784817 but Gain 988.208065 Iteration 167Q (160.993019 sec): 84 clusters Score: Raw -2454483.971533 + Penalty 69106.191756 = -2385377.779776 nChanged 32 Deleting Class 17 (13 points): Lose 53.200853 but Gain 949.280806 Iteration 168Q (161.232347 sec): 83 clusters Score: Raw -2454533.307727 + Penalty 68180.086481 = -2386353.221246 nChanged 25 Deleting Class 178 (8 points): Lose 61.752642 but Gain 957.352989 Iteration 169Q (161.470753 sec): 82 clusters Score: Raw -2454514.805745 + Penalty 67214.518365 = -2387300.287380 nChanged 30 Deleting Class 70 (64 points): Lose 451.816455 but Gain 1346.996279 Iteration 170F (163.367192 sec): 81 clusters Score: Raw -2454096.148798 + Penalty 65898.091267 = -2388198.057531 nChanged 79 Deleting Class 172 (12 points): Lose 84.125598 but Gain 974.695733 Iteration 171Q (163.605465 sec): 80 clusters Score: Raw -2454253.947567 + Penalty 64982.489691 = -2389271.457875 nChanged 34 Deleting Class 229 (6 points): Lose 57.161264 but Gain 942.582170 Iteration 172Q (163.839675 sec): 79 clusters Score: Raw -2454340.775944 + Penalty 64030.641872 = -2390310.134072 nChanged 24 Deleting Class 93 (10 points): Lose 100.684514 but Gain 985.802245 Iteration 173Q (164.073594 sec): 78 clusters Score: Raw -2454333.941030 + Penalty 63051.839057 = -2391282.101974 nChanged 17 Deleting Class 174 (20 points): Lose 113.573698 but Gain 994.971762 Iteration 174Q (164.303854 sec): 77 clusters Score: Raw -2454252.656982 + Penalty 62035.878253 = -2392216.778729 nChanged 27 Deleting Class 59 (9 points): Lose 63.852146 but Gain 935.301676 Iteration 175Q (164.533695 sec): 76 clusters Score: Raw -2454240.275749 + Penalty 61086.525432 = -2393153.750317 nChanged 15 Deleting Class 137 (6 points): Lose 27.202338 but Gain 897.235992 Iteration 176Q (164.767609 sec): 75 clusters Score: Raw -2454229.723599 + Penalty 60189.116695 = -2394040.606904 nChanged 8 Deleting Class 53 (33 points): Lose 147.690795 but Gain 1016.492141 Iteration 177Q (164.994192 sec): 74 clusters Score: Raw -2454089.962085 + Penalty 59167.289013 = -2394922.673072 nChanged 35 Deleting Class 65 (68 points): Lose 359.574555 but Gain 1218.731062 Iteration 178Q (165.223522 sec): 73 clusters Score: Raw -2453784.883831 + Penalty 58038.381246 = -2395746.502585 nChanged 77 Deleting Class 83 (9 points): Lose 40.299334 but Gain 887.897682 Iteration 179Q (165.449902 sec): 72 clusters Score: Raw -2453880.532959 + Penalty 57167.146898 = -2396713.386061 nChanged 28 Deleting Class 60 (23 points): Lose 110.245112 but Gain 953.396348 Iteration 180F (167.125490 sec): 71 clusters Score: Raw -2453794.039585 + Penalty 56249.571176 = -2397544.468409 nChanged 33 Deleting Class 146 (6 points): Lose 52.795663 but Gain 895.861312 Iteration 181Q (167.348875 sec): 70 clusters Score: Raw -2453790.484313 + Penalty 55358.559603 = -2398431.924710 nChanged 20 Deleting Class 157 (11 points): Lose 75.931588 but Gain 912.233069 Iteration 182Q (167.569987 sec): 69 clusters Score: Raw -2453730.056856 + Penalty 54447.674566 = -2399282.382290 nChanged 19 Deleting Class 163 (13 points): Lose 56.547155 but Gain 884.173470 Iteration 183Q (167.790376 sec): 68 clusters Score: Raw -2453692.370083 + Penalty 53570.011377 = -2400122.358706 nChanged 19 Deleting Class 16 (78 points): Lose 185.786757 but Gain 1012.581472 Iteration 184Q (168.009971 sec): 67 clusters Score: Raw -2453526.616646 + Penalty 52574.884397 = -2400951.732249 nChanged 84 Deleting Class 63 (18 points): Lose 106.221825 but Gain 924.245455 Iteration 185Q (168.230857 sec): 66 clusters Score: Raw -2453517.904553 + Penalty 51704.452936 = -2401813.451617 nChanged 36 Deleting Class 196 (5 points): Lose 46.261751 but Gain 860.934851 Iteration 186Q (168.449870 sec): 65 clusters Score: Raw -2453519.581970 + Penalty 50837.701088 = -2402681.880881 nChanged 27 Deleting Class 88 (15 points): Lose 66.548372 but Gain 877.438863 Iteration 187Q (168.664303 sec): 64 clusters Score: Raw -2453478.977659 + Penalty 49963.448984 = -2403515.528675 nChanged 25 Deleting Class 98 (16 points): Lose 79.459378 but Gain 881.875721 Iteration 188Q (168.877442 sec): 63 clusters Score: Raw -2453422.433214 + Penalty 49132.735950 = -2404289.697264 nChanged 24 Deleting Class 143 (12 points): Lose 100.145940 but Gain 893.503684 Iteration 189Q (169.089267 sec): 62 clusters Score: Raw -2453363.313655 + Penalty 48239.496690 = -2405123.816965 nChanged 24 Deleting Class 41 (29 points): Lose 292.375820 but Gain 1087.981560 Iteration 190F (170.529591 sec): 61 clusters Score: Raw -2453096.822545 + Penalty 47157.931032 = -2405938.891513 nChanged 38 Deleting Class 145 (8 points): Lose 65.001686 but Gain 858.997250 Iteration 191Q (170.744043 sec): 60 clusters Score: Raw -2453157.191170 + Penalty 46257.016320 = -2406900.174850 nChanged 33 Deleting Class 71 (15 points): Lose 76.983959 but Gain 868.986742 Iteration 192Q (170.954623 sec): 59 clusters Score: Raw -2453116.788584 + Penalty 45359.373610 = -2407757.414974 nChanged 44 Deleting Class 133 (20 points): Lose 82.215956 but Gain 861.929384 Iteration 193Q (171.162124 sec): 58 clusters Score: Raw -2453084.357644 + Penalty 44488.459906 = -2408595.897738 nChanged 48 Deleting Class 122 (17 points): Lose 82.968681 but Gain 844.927293 Iteration 194Q (171.370881 sec): 57 clusters Score: Raw -2453046.258257 + Penalty 43642.214030 = -2409404.044227 nChanged 38 Deleting Class 150 (15 points): Lose 130.737787 but Gain 869.136364 Iteration 195Q (171.577065 sec): 56 clusters Score: Raw -2452953.384993 + Penalty 42761.813579 = -2410191.571413 nChanged 31 Deleting Class 97 (9 points): Lose 60.843503 but Gain 787.077853 Iteration 196Q (171.783791 sec): 55 clusters Score: Raw -2452936.746917 + Penalty 41969.724620 = -2410967.022297 nChanged 20 Deleting Class 31 (18 points): Lose 133.807697 but Gain 840.487528 Iteration 197Q (171.984657 sec): 54 clusters Score: Raw -2452822.618200 + Penalty 41168.321151 = -2411654.297048 nChanged 27 Deleting Class 161 (16 points): Lose 65.010264 but Gain 664.615470 Iteration 198Q (172.184504 sec): 53 clusters Score: Raw -2452819.441912 + Penalty 40517.969751 = -2412301.472160 nChanged 27 Deleting Class 3 (243 points): Lose 590.248490 but Gain 1180.830515 Iteration 199Q (172.387492 sec): 52 clusters Score: Raw -2452267.110090 + Penalty 39440.240072 = -2412826.870017 nChanged 257 Deleting Class 109 (247 points): Lose 843.210886 but Gain 1379.654359 Iteration 200F (173.601479 sec): 51 clusters Score: Raw -2451828.818176 + Penalty 38266.735743 = -2413562.082433 nChanged 326 Deleting Class 22 (56 points): Lose 369.994774 but Gain 902.821506 Iteration 201Q (173.807950 sec): 50 clusters Score: Raw -2451925.279090 + Penalty 37272.770960 = -2414652.508130 nChanged 173 Deleting Class 103 (106 points): Lose 919.720763 but Gain 1435.394411 Iteration 202Q (174.007604 sec): 49 clusters Score: Raw -2451261.496146 + Penalty 36204.302036 = -2415057.194110 nChanged 194 Deleting Class 48 (63 points): Lose 327.575312 but Gain 812.674198 Iteration 203Q (174.204888 sec): 48 clusters Score: Raw -2451517.972847 + Penalty 35261.341482 = -2416256.631365 nChanged 185 Deleting Class 136 (92 points): Lose 656.449768 but Gain 1120.206428 Iteration 204Q (174.399682 sec): 47 clusters Score: Raw -2451155.444850 + Penalty 34053.810803 = -2417101.634047 nChanged 176 Deleting Class 105 (108 points): Lose 620.192951 but Gain 1081.357724 Iteration 205Q (174.594124 sec): 46 clusters Score: Raw -2450847.891509 + Penalty 32934.592011 = -2417913.299498 nChanged 215 Deleting Class 108 (74 points): Lose 803.889031 but Gain 1240.616151 Iteration 206Q (174.787169 sec): 45 clusters Score: Raw -2450467.668953 + Penalty 31729.663054 = -2418738.005899 nChanged 200 Deleting Class 28 (215 points): Lose 529.615736 but Gain 820.992920 Iteration 207Q (174.977934 sec): 44 clusters Score: Raw -2450412.034798 + Penalty 30961.973609 = -2419450.061189 nChanged 310 Deleting Class 20 (103 points): Lose 637.714109 but Gain 831.967594 Iteration 208Q (175.168812 sec): 43 clusters Score: Raw -2450129.786725 + Penalty 30199.497931 = -2419930.288794 nChanged 219 Deleting Class 50 (43 points): Lose 396.635619 but Gain 574.192030 Iteration 209Q (175.356277 sec): 42 clusters Score: Raw -2450077.126636 + Penalty 29545.239318 = -2420531.887318 nChanged 199 Deleting Class 45 (135 points): Lose 583.523228 but Gain 754.247334 Iteration 210F (176.348383 sec): 41 clusters Score: Raw -2449719.349651 + Penalty 28869.572778 = -2420849.776873 nChanged 275 Deleting Class 64 (158 points): Lose 1422.982421 but Gain 1523.610642 Iteration 211Q (176.537401 sec): 40 clusters Score: Raw -2448741.076257 + Penalty 27422.016487 = -2421319.059770 nChanged 300 Deleting Class 82 (79 points): Lose 563.832055 but Gain 627.203854 Iteration 212Q (176.724568 sec): 39 clusters Score: Raw -2448794.552112 + Penalty 26770.475409 = -2422024.076704 nChanged 204 Deleting Class 72 (162 points): Lose 815.591383 but Gain 820.338087 Iteration 213Q (176.913772 sec): 38 clusters Score: Raw -2448272.499000 + Penalty 25980.674974 = -2422291.824026 nChanged 268 Iteration 214Q (177.095781 sec): 38 clusters Score: Raw -2448664.562589 + Penalty 25983.178963 = -2422681.383626 nChanged 136 Iteration 215Q (177.276450 sec): 38 clusters Score: Raw -2448808.182337 + Penalty 25990.353763 = -2422817.828574 nChanged 101 Iteration 216Q (177.456366 sec): 38 clusters Score: Raw -2448907.849637 + Penalty 25989.205955 = -2422918.643682 nChanged 102 Iteration 217Q (177.635930 sec): 38 clusters Score: Raw -2448955.000967 + Penalty 25983.825663 = -2422971.175304 nChanged 60 Iteration 218Q (177.813783 sec): 38 clusters Score: Raw -2448979.824171 + Penalty 25991.177979 = -2422988.646192 nChanged 52 Writing temp clu file Memory request: 0.23 GB would take us to total of 0.45 GB. Compute initial score before splitting: Score: Raw -2448979.824171 + Penalty 25991.177979 = -2422988.646192Memory request: 0.03 GB would take us to total of 0.48 GB. Trying to split cluster 1 (6151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.008690 sec): 2 clusters Score: Raw -326262.295500 + Penalty 86.686736 = -326175.608764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.020075 sec): 3 clusters Score: Raw -322217.678440 + Penalty 177.652577 = -322040.025863 nChanged 2959 SP:Iteration 1F (178.031141 sec): 3 clusters Score: Raw -324272.425488 + Penalty 187.196910 = -324085.228579 nChanged 784 SP:Iteration 2F (178.042139 sec): 3 clusters Score: Raw -324936.428399 + Penalty 200.426796 = -324736.001604 nChanged 546 SP:Iteration 3F (178.053010 sec): 3 clusters Score: Raw -325530.398954 + Penalty 216.385345 = -325314.013609 nChanged 314 SP:Iteration 4F (178.063837 sec): 3 clusters Score: Raw -325912.558807 + Penalty 229.603812 = -325682.954995 nChanged 156 SP:Iteration 5Q (178.073824 sec): 3 clusters Score: Raw -326127.187211 + Penalty 230.307542 = -325896.879669 nChanged 64 SP:Iteration 6Q (178.082869 sec): 3 clusters Score: Raw -326167.398454 + Penalty 230.561164 = -325936.837289 nChanged 39 SP:Iteration 7Q (178.091791 sec): 3 clusters Score: Raw -326186.417046 + Penalty 232.084131 = -325954.332916 nChanged 42 SP:Iteration 8Q (178.100651 sec): 3 clusters Score: Raw -326201.801252 + Penalty 233.766125 = -325968.035126 nChanged 26 SP:Iteration 9Q (178.109408 sec): 3 clusters Score: Raw -326212.068551 + Penalty 238.723917 = -325973.344634 nChanged 27 SP:Iteration 10F (178.120192 sec): 3 clusters Score: Raw -326223.319846 + Penalty 243.777980 = -325979.541866 nChanged 20 SP:Iteration 11Q (178.128867 sec): 3 clusters Score: Raw -326233.903118 + Penalty 246.341495 = -325987.561623 nChanged 15 SP:Iteration 12Q (178.137575 sec): 3 clusters Score: Raw -326239.074910 + Penalty 248.395998 = -325990.678912 nChanged 16 SP:Iteration 13Q (178.146220 sec): 3 clusters Score: Raw -326244.106822 + Penalty 246.726763 = -325997.380059 nChanged 13 SP:Iteration 14Q (178.154815 sec): 3 clusters Score: Raw -326248.486178 + Penalty 249.824037 = -325998.662141 nChanged 14 SP:Iteration 15Q (178.163376 sec): 3 clusters Score: Raw -326253.425087 + Penalty 252.558337 = -326000.866749 nChanged 13 SP:Iteration 16Q (178.171909 sec): 3 clusters Score: Raw -326258.479106 + Penalty 251.420529 = -326007.058576 nChanged 12 SP:Iteration 17Q (178.180449 sec): 3 clusters Score: Raw -326264.738318 + Penalty 258.084270 = -326006.654047 nChanged 13 SP:Iteration 18F (178.191254 sec): 3 clusters Score: Raw -326269.243670 + Penalty 263.545825 = -326005.697845 nChanged 4 SP:Iteration 19F (178.202089 sec): 3 clusters Score: Raw -326270.163142 + Penalty 269.934592 = -326000.228549 nChanged 5 SP:Iteration 20F (178.213299 sec): 3 clusters Score: Raw -326271.626623 + Penalty 278.862167 = -325992.764456 nChanged 5 SP:Iteration 21F (178.224080 sec): 3 clusters Score: Raw -326272.694206 + Penalty 284.179108 = -325988.515098 nChanged 3 SP:Iteration 22F (178.234844 sec): 3 clusters Score: Raw -326273.219439 + Penalty 294.715146 = -325978.504293 nChanged 7 SP:Iteration 23F (178.245659 sec): 3 clusters Score: Raw -326275.882055 + Penalty 309.020171 = -325966.861884 nChanged 7 SP:Iteration 24F (178.256424 sec): 3 clusters Score: Raw -326278.743132 + Penalty 313.768472 = -325964.974661 nChanged 4 SP:Iteration 25F (178.267188 sec): 3 clusters Score: Raw -326280.639719 + Penalty 325.901189 = -325954.738530 nChanged 6 SP:Iteration 26F (178.277975 sec): 3 clusters Score: Raw -326283.720506 + Penalty 335.883057 = -325947.837449 nChanged 3 SP:Iteration 27F (178.288779 sec): 3 clusters Score: Raw -326286.258052 + Penalty 340.618939 = -325945.639112 nChanged 6 SP:Iteration 28F (178.299557 sec): 3 clusters Score: Raw -326291.700053 + Penalty 349.551312 = -325942.148741 nChanged 5 SP:Iteration 29F (178.310383 sec): 3 clusters Score: Raw -326299.338122 + Penalty 343.455044 = -325955.883078 nChanged 5 SP:Iteration 30F (178.321150 sec): 3 clusters Score: Raw -326311.115357 + Penalty 342.782045 = -325968.333312 nChanged 7 SP:Iteration 31Q (178.329541 sec): 3 clusters Score: Raw -326318.063850 + Penalty 339.927347 = -325978.136503 nChanged 3 SP:Iteration 32Q (178.337935 sec): 3 clusters Score: Raw -326323.243071 + Penalty 336.322490 = -325986.920582 nChanged 3 SP:Iteration 33Q (178.346490 sec): 3 clusters Score: Raw -326326.115657 + Penalty 333.439661 = -325992.675996 nChanged 3 SP:Iteration 34Q (178.354987 sec): 3 clusters Score: Raw -326328.426490 + Penalty 329.069336 = -325999.357154 nChanged 4 SP:Iteration 35Q (178.363394 sec): 3 clusters Score: Raw -326331.618708 + Penalty 331.317615 = -326000.301093 nChanged 4 SP:Iteration 36Q (178.371755 sec): 3 clusters Score: Raw -326334.239706 + Penalty 329.410509 = -326004.829197 nChanged 3 SP:Iteration 37Q (178.380152 sec): 3 clusters Score: Raw -326335.463586 + Penalty 327.387952 = -326008.075634 nChanged 3 SP:Iteration 38Q (178.388536 sec): 3 clusters Score: Raw -326336.787798 + Penalty 323.706653 = -326013.081146 nChanged 4 SP:Iteration 39Q (178.396925 sec): 3 clusters Score: Raw -326339.223427 + Penalty 323.813729 = -326015.409698 nChanged 5 SP:Iteration 40F (178.407783 sec): 3 clusters Score: Raw -326346.764209 + Penalty 316.912456 = -326029.851753 nChanged 10 SP:Iteration 41Q (178.416186 sec): 3 clusters Score: Raw -326355.979689 + Penalty 321.622180 = -326034.357509 nChanged 12 SP:Iteration 42Q (178.424639 sec): 3 clusters Score: Raw -326362.862958 + Penalty 322.442119 = -326040.420839 nChanged 1 SP:Iteration 43Q (178.433062 sec): 3 clusters Score: Raw -326363.365828 + Penalty 321.431987 = -326041.933841 nChanged 1 SP:Iteration 44Q (178.441507 sec): 3 clusters Score: Raw -326363.740518 + Penalty 319.629877 = -326044.110641 nChanged 2 SP:Iteration 45Q (178.449916 sec): 3 clusters Score: Raw -326364.329711 + Penalty 318.656419 = -326045.673292 nChanged 2 SP:Iteration 46Q (178.458409 sec): 3 clusters Score: Raw -326365.141192 + Penalty 317.573463 = -326047.567728 nChanged 1 SP:Iteration 47Q (178.466925 sec): 3 clusters Score: Raw -326365.737081 + Penalty 317.015802 = -326048.721279 nChanged 2 SP:Iteration 48Q (178.475953 sec): 3 clusters Score: Raw -326366.253351 + Penalty 318.459576 = -326047.793775 nChanged 1 SP:Iteration 49F (178.486862 sec): 3 clusters Score: Raw -326366.400874 + Penalty 317.018396 = -326049.382478 nChanged 2 SP:Iteration 50F (178.497688 sec): 3 clusters Score: Raw -326366.865136 + Penalty 317.117340 = -326049.747796 nChanged 3 SP:Iteration 51Q (178.506166 sec): 3 clusters Score: Raw -326368.846038 + Penalty 317.770589 = -326051.075449 nChanged 6 SP:Iteration 52Q (178.514868 sec): 3 clusters Score: Raw -326374.342076 + Penalty 311.312956 = -326063.029119 nChanged 11 SP:Iteration 53Q (178.523338 sec): 3 clusters Score: Raw -326383.053674 + Penalty 314.244007 = -326068.809667 nChanged 10 SP:Iteration 54Q (178.531766 sec): 3 clusters Score: Raw -326386.728685 + Penalty 313.457899 = -326073.270787 nChanged 2 SP:Iteration 55Q (178.540192 sec): 3 clusters Score: Raw -326386.926505 + Penalty 312.781393 = -326074.145112 nChanged 1 SP:Iteration 56Q (178.548647 sec): 3 clusters Score: Raw -326386.959527 + Penalty 312.781393 = -326074.178134 nChanged 0 SP:Iteration 57F (178.559443 sec): 3 clusters Score: Raw -326386.959527 + Penalty 312.781393 = -326074.178134 nChanged 0 Memory request: 0.01 GB would take us to total of 0.47 GB. Trying to split cluster 2 (2575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.574686 sec): 2 clusters Score: Raw -141031.447106 + Penalty 131.373020 = -140900.074086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.579424 sec): 3 clusters Score: Raw -139351.318489 + Penalty 263.213776 = -139088.104713 nChanged 1195 SP:Iteration 1F (178.584073 sec): 3 clusters Score: Raw -140089.324783 + Penalty 265.850822 = -139823.473961 nChanged 275 SP:Iteration 2F (178.588695 sec): 3 clusters Score: Raw -140241.296499 + Penalty 268.000587 = -139973.295912 nChanged 176 SP:Iteration 3F (178.593323 sec): 3 clusters Score: Raw -140342.592817 + Penalty 269.877236 = -140072.715581 nChanged 133 SP:Iteration 4F (178.597935 sec): 3 clusters Score: Raw -140445.754776 + Penalty 271.357097 = -140174.397680 nChanged 131 SP:Iteration 5F (178.602533 sec): 3 clusters Score: Raw -140548.774809 + Penalty 271.818739 = -140276.956070 nChanged 122 SP:Iteration 6Q (178.607113 sec): 3 clusters Score: Raw -140628.816679 + Penalty 272.457899 = -140356.358780 nChanged 100 SP:Iteration 7Q (178.611876 sec): 3 clusters Score: Raw -140690.617072 + Penalty 271.897641 = -140418.719431 nChanged 71 SP:Iteration 8Q (178.616663 sec): 3 clusters Score: Raw -140727.273947 + Penalty 271.426364 = -140455.847583 nChanged 55 SP:Iteration 9Q (178.621248 sec): 3 clusters Score: Raw -140755.550447 + Penalty 272.119376 = -140483.431070 nChanged 51 SP:Iteration 10F (178.626001 sec): 3 clusters Score: Raw -140779.213243 + Penalty 271.630911 = -140507.582331 nChanged 52 SP:Iteration 11Q (178.630508 sec): 3 clusters Score: Raw -140809.697003 + Penalty 270.456379 = -140539.240624 nChanged 56 SP:Iteration 12Q (178.634975 sec): 3 clusters Score: Raw -140839.174020 + Penalty 270.457341 = -140568.716679 nChanged 49 SP:Iteration 13Q (178.639405 sec): 3 clusters Score: Raw -140860.182358 + Penalty 270.413582 = -140589.768776 nChanged 41 SP:Iteration 14Q (178.643831 sec): 3 clusters Score: Raw -140879.742421 + Penalty 270.982560 = -140608.759861 nChanged 37 SP:Iteration 15Q (178.648184 sec): 3 clusters Score: Raw -140894.058997 + Penalty 271.332110 = -140622.726888 nChanged 39 SP:Iteration 16Q (178.652507 sec): 3 clusters Score: Raw -140913.263697 + Penalty 270.836701 = -140642.426997 nChanged 31 SP:Iteration 17Q (178.656788 sec): 3 clusters Score: Raw -140923.489691 + Penalty 271.916748 = -140651.572943 nChanged 28 SP:Iteration 18Q (178.661085 sec): 3 clusters Score: Raw -140932.838023 + Penalty 274.737283 = -140658.100740 nChanged 33 SP:Iteration 19Q (178.665314 sec): 3 clusters Score: Raw -140945.148179 + Penalty 276.680712 = -140668.467468 nChanged 23 SP:Iteration 20F (178.670012 sec): 3 clusters Score: Raw -140951.605620 + Penalty 278.123243 = -140673.482377 nChanged 16 SP:Iteration 21Q (178.674193 sec): 3 clusters Score: Raw -140955.927082 + Penalty 278.815812 = -140677.111270 nChanged 13 SP:Iteration 22Q (178.678354 sec): 3 clusters Score: Raw -140957.841230 + Penalty 279.504174 = -140678.337056 nChanged 14 SP:Iteration 23Q (178.682499 sec): 3 clusters Score: Raw -140959.815848 + Penalty 280.365931 = -140679.449917 nChanged 9 SP:Iteration 24Q (178.686661 sec): 3 clusters Score: Raw -140962.518945 + Penalty 282.199982 = -140680.318964 nChanged 13 SP:Iteration 25Q (178.690782 sec): 3 clusters Score: Raw -140965.936669 + Penalty 284.297616 = -140681.639054 nChanged 10 SP:Iteration 26Q (178.694959 sec): 3 clusters Score: Raw -140967.151397 + Penalty 285.492729 = -140681.658669 nChanged 7 SP:Iteration 27Q (178.699066 sec): 3 clusters Score: Raw -140968.016715 + Penalty 286.571755 = -140681.444960 nChanged 6 SP:Iteration 28F (178.703732 sec): 3 clusters Score: Raw -140968.622318 + Penalty 287.563611 = -140681.058707 nChanged 7 SP:Iteration 29F (178.708395 sec): 3 clusters Score: Raw -140969.272421 + Penalty 288.825931 = -140680.446490 nChanged 7 SP:Iteration 30F (178.713103 sec): 3 clusters Score: Raw -140970.339211 + Penalty 290.327246 = -140680.011965 nChanged 9 SP:Iteration 31F (178.717810 sec): 3 clusters Score: Raw -140971.824936 + Penalty 291.695129 = -140680.129808 nChanged 8 SP:Iteration 32Q (178.721874 sec): 3 clusters Score: Raw -140973.382431 + Penalty 294.000999 = -140679.381432 nChanged 8 SP:Iteration 33F (178.726530 sec): 3 clusters Score: Raw -140975.080497 + Penalty 296.257175 = -140678.823322 nChanged 12 SP:Iteration 34F (178.731186 sec): 3 clusters Score: Raw -140977.322981 + Penalty 297.109250 = -140680.213732 nChanged 13 SP:Iteration 35Q (178.735203 sec): 3 clusters Score: Raw -140980.808872 + Penalty 300.178207 = -140680.630665 nChanged 15 SP:Iteration 36Q (178.739205 sec): 3 clusters Score: Raw -140986.321182 + Penalty 303.465254 = -140682.855928 nChanged 16 SP:Iteration 37Q (178.743189 sec): 3 clusters Score: Raw -140993.136209 + Penalty 306.692155 = -140686.444054 nChanged 14 SP:Iteration 38Q (178.747151 sec): 3 clusters Score: Raw -141000.011453 + Penalty 310.269503 = -140689.741950 nChanged 17 SP:Iteration 39Q (178.751105 sec): 3 clusters Score: Raw -141006.867138 + Penalty 313.984067 = -140692.883071 nChanged 13 SP:Iteration 40F (178.755731 sec): 3 clusters Score: Raw -141010.293449 + Penalty 316.231212 = -140694.062237 nChanged 11 SP:Iteration 41Q (178.759650 sec): 3 clusters Score: Raw -141014.409570 + Penalty 320.620040 = -140693.789531 nChanged 11 SP:Iteration 42F (178.764275 sec): 3 clusters Score: Raw -141017.506723 + Penalty 325.853499 = -140691.653224 nChanged 11 SP:Iteration 43F (178.768903 sec): 3 clusters Score: Raw -141020.652967 + Penalty 330.273922 = -140690.379045 nChanged 10 SP:Iteration 44F (178.773523 sec): 3 clusters Score: Raw -141024.716110 + Penalty 336.606477 = -140688.109633 nChanged 11 SP:Iteration 45F (178.778144 sec): 3 clusters Score: Raw -141027.818043 + Penalty 340.767850 = -140687.050193 nChanged 5 SP:Iteration 46F (178.782759 sec): 3 clusters Score: Raw -141029.025512 + Penalty 343.247014 = -140685.778499 nChanged 5 SP:Iteration 47F (178.787401 sec): 3 clusters Score: Raw -141029.531055 + Penalty 344.891517 = -140684.639537 nChanged 2 SP:Iteration 48F (178.792041 sec): 3 clusters Score: Raw -141029.693179 + Penalty 345.116642 = -140684.576537 nChanged 1 SP:Iteration 49F (178.796676 sec): 3 clusters Score: Raw -141029.896378 + Penalty 343.109819 = -140686.786559 nChanged 2 SP:Iteration 50F (178.801278 sec): 3 clusters Score: Raw -141030.734091 + Penalty 343.109819 = -140687.624273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 4 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.804753 sec): 2 clusters Score: Raw -15818.993313 + Penalty 272.862763 = -15546.130550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.805484 sec): 3 clusters Score: Raw -15705.407489 + Penalty 545.038302 = -15160.369187 nChanged 94 SP:Iteration 1F (178.806190 sec): 3 clusters Score: Raw -15767.783386 + Penalty 545.499342 = -15222.284043 nChanged 19 SP:Iteration 2F (178.806895 sec): 3 clusters Score: Raw -15783.785923 + Penalty 545.530748 = -15238.255176 nChanged 15 SP:Iteration 3F (178.807603 sec): 3 clusters Score: Raw -15800.511334 + Penalty 545.205748 = -15255.305586 nChanged 12 SP:Iteration 4Q (178.808297 sec): 3 clusters Score: Raw -15815.593288 + Penalty 544.541320 = -15271.051967 nChanged 8 SP:Iteration 5Q (178.809017 sec): 3 clusters Score: Raw -15821.893461 + Penalty 543.993495 = -15277.899966 nChanged 3 SP:Iteration 6Q (178.809703 sec): 3 clusters Score: Raw -15830.761892 + Penalty 543.748486 = -15287.013406 nChanged 4 SP:Iteration 7Q (178.810385 sec): 3 clusters Score: Raw -15834.928915 + Penalty 543.288779 = -15291.640136 nChanged 1 SP:Iteration 8Q (178.811066 sec): 3 clusters Score: Raw -15836.354351 + Penalty 543.277023 = -15293.077328 nChanged 2 SP:Iteration 9Q (178.811747 sec): 3 clusters Score: Raw -15838.129012 + Penalty 543.416102 = -15294.712910 nChanged 1 SP:Iteration 10F (178.812471 sec): 3 clusters Score: Raw -15838.999631 + Penalty 543.580363 = -15295.419268 nChanged 1 SP:Iteration 11Q (178.813152 sec): 3 clusters Score: Raw -15839.191422 + Penalty 543.580363 = -15295.611059 nChanged 0 SP:Iteration 12F (178.813853 sec): 3 clusters Score: Raw -15839.191422 + Penalty 543.580363 = -15295.611059 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 5 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.817308 sec): 2 clusters Score: Raw -31959.051481 + Penalty 51.886693 = -31907.164788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.818584 sec): 3 clusters Score: Raw -31607.773907 + Penalty 103.219182 = -31504.554725 nChanged 238 SP:Iteration 1F (178.819829 sec): 3 clusters Score: Raw -31766.507411 + Penalty 102.112657 = -31664.394754 nChanged 45 SP:Iteration 2F (178.821070 sec): 3 clusters Score: Raw -31826.412805 + Penalty 101.548949 = -31724.863856 nChanged 44 SP:Iteration 3F (178.822305 sec): 3 clusters Score: Raw -31902.082517 + Penalty 101.008594 = -31801.073923 nChanged 31 SP:Iteration 4F (178.823505 sec): 3 clusters Score: Raw -31920.096334 + Penalty 100.965538 = -31819.130796 nChanged 10 SP:Iteration 5Q (178.824610 sec): 3 clusters Score: Raw -31924.335356 + Penalty 100.881064 = -31823.454292 nChanged 4 SP:Iteration 6Q (178.825706 sec): 3 clusters Score: Raw -31925.549724 + Penalty 101.061533 = -31824.488191 nChanged 4 SP:Iteration 7Q (178.826800 sec): 3 clusters Score: Raw -31926.670616 + Penalty 100.374807 = -31826.295809 nChanged 4 SP:Iteration 8Q (178.827894 sec): 3 clusters Score: Raw -31927.459715 + Penalty 100.385608 = -31827.074107 nChanged 3 SP:Iteration 9Q (178.828982 sec): 3 clusters Score: Raw -31928.066431 + Penalty 99.946456 = -31828.119975 nChanged 3 SP:Iteration 10F (178.830161 sec): 3 clusters Score: Raw -31928.381742 + Penalty 100.014145 = -31828.367597 nChanged 3 SP:Iteration 11Q (178.831245 sec): 3 clusters Score: Raw -31928.604211 + Penalty 99.019413 = -31829.584798 nChanged 2 SP:Iteration 12Q (178.832328 sec): 3 clusters Score: Raw -31928.994010 + Penalty 99.096405 = -31829.897605 nChanged 2 SP:Iteration 13Q (178.833396 sec): 3 clusters Score: Raw -31928.999676 + Penalty 99.153610 = -31829.846066 nChanged 1 SP:Iteration 14F (178.834563 sec): 3 clusters Score: Raw -31929.114927 + Penalty 98.682660 = -31830.432267 nChanged 3 SP:Iteration 15Q (178.835645 sec): 3 clusters Score: Raw -31929.539823 + Penalty 98.731536 = -31830.808287 nChanged 1 SP:Iteration 16Q (178.836722 sec): 3 clusters Score: Raw -31929.586402 + Penalty 98.790603 = -31830.795799 nChanged 1 SP:Iteration 17F (178.837903 sec): 3 clusters Score: Raw -31929.621470 + Penalty 98.790603 = -31830.830867 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 6 (709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.841762 sec): 2 clusters Score: Raw -37952.707668 + Penalty 84.394968 = -37868.312700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.843212 sec): 3 clusters Score: Raw -37529.755975 + Penalty 185.121308 = -37344.634667 nChanged 305 SP:Iteration 1F (178.844651 sec): 3 clusters Score: Raw -37858.280320 + Penalty 184.682070 = -37673.598250 nChanged 59 SP:Iteration 2F (178.846081 sec): 3 clusters Score: Raw -37927.942780 + Penalty 182.894097 = -37745.048683 nChanged 19 SP:Iteration 3Q (178.847449 sec): 3 clusters Score: Raw -37946.638585 + Penalty 180.030792 = -37766.607793 nChanged 6 SP:Iteration 4Q (178.848736 sec): 3 clusters Score: Raw -37948.660888 + Penalty 180.126442 = -37768.534446 nChanged 2 SP:Iteration 5Q (178.850014 sec): 3 clusters Score: Raw -37948.738591 + Penalty 180.254654 = -37768.483937 nChanged 2 SP:Iteration 6F (178.851420 sec): 3 clusters Score: Raw -37948.757831 + Penalty 179.967263 = -37768.790568 nChanged 1 SP:Iteration 7Q (178.852699 sec): 3 clusters Score: Raw -37948.786924 + Penalty 179.604167 = -37769.182757 nChanged 1 SP:Iteration 8Q (178.854005 sec): 3 clusters Score: Raw -37948.890894 + Penalty 179.604167 = -37769.286727 nChanged 0 SP:Iteration 9F (178.855431 sec): 3 clusters Score: Raw -37948.890894 + Penalty 179.604167 = -37769.286727 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 7 (695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.860305 sec): 2 clusters Score: Raw -36160.754890 + Penalty 186.498653 = -35974.256236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.861739 sec): 3 clusters Score: Raw -35766.563789 + Penalty 406.195384 = -35360.368405 nChanged 296 SP:Iteration 1F (178.863148 sec): 3 clusters Score: Raw -36035.969174 + Penalty 447.826598 = -35588.142577 nChanged 88 SP:Iteration 2F (178.864581 sec): 3 clusters Score: Raw -36123.619621 + Penalty 462.165036 = -35661.454585 nChanged 40 SP:Iteration 3F (178.865991 sec): 3 clusters Score: Raw -36159.138963 + Penalty 466.529561 = -35692.609402 nChanged 13 SP:Iteration 4Q (178.867375 sec): 3 clusters Score: Raw -36167.542830 + Penalty 468.153434 = -35699.389395 nChanged 4 SP:Iteration 5Q (178.868766 sec): 3 clusters Score: Raw -36170.776832 + Penalty 470.710163 = -35700.066669 nChanged 4 SP:Iteration 6Q (178.870145 sec): 3 clusters Score: Raw -36172.924497 + Penalty 474.761869 = -35698.162627 nChanged 4 SP:Iteration 7F (178.871540 sec): 3 clusters Score: Raw -36176.831097 + Penalty 477.779140 = -35699.051957 nChanged 4 SP:Iteration 8Q (178.872895 sec): 3 clusters Score: Raw -36180.239893 + Penalty 479.419930 = -35700.819963 nChanged 3 SP:Iteration 9Q (178.874278 sec): 3 clusters Score: Raw -36181.673445 + Penalty 481.969806 = -35699.703639 nChanged 3 SP:Iteration 10F (178.875685 sec): 3 clusters Score: Raw -36182.792543 + Penalty 483.574689 = -35699.217854 nChanged 1 SP:Iteration 11F (178.877093 sec): 3 clusters Score: Raw -36183.218453 + Penalty 483.748916 = -35699.469537 nChanged 1 SP:Iteration 12Q (178.878471 sec): 3 clusters Score: Raw -36183.615743 + Penalty 487.283684 = -35696.332059 nChanged 4 SP:Iteration 13F (178.879880 sec): 3 clusters Score: Raw -36185.830671 + Penalty 490.935479 = -35694.895192 nChanged 3 SP:Iteration 14F (178.881283 sec): 3 clusters Score: Raw -36188.279484 + Penalty 494.586996 = -35693.692488 nChanged 4 SP:Iteration 15F (178.882669 sec): 3 clusters Score: Raw -36192.088231 + Penalty 495.752313 = -35696.335919 nChanged 4 SP:Iteration 16Q (178.883944 sec): 3 clusters Score: Raw -36195.388977 + Penalty 498.257989 = -35697.130988 nChanged 4 SP:Iteration 17Q (178.885200 sec): 3 clusters Score: Raw -36201.192574 + Penalty 500.843942 = -35700.348632 nChanged 5 SP:Iteration 18Q (178.886459 sec): 3 clusters Score: Raw -36205.400152 + Penalty 501.794657 = -35703.605494 nChanged 3 SP:Iteration 19Q (178.887699 sec): 3 clusters Score: Raw -36208.689435 + Penalty 498.637241 = -35710.052194 nChanged 1 SP:Iteration 20F (178.889109 sec): 3 clusters Score: Raw -36209.581048 + Penalty 497.098333 = -35712.482716 nChanged 1 SP:Iteration 21Q (178.890349 sec): 3 clusters Score: Raw -36210.463832 + Penalty 497.098333 = -35713.365499 nChanged 0 SP:Iteration 22F (178.891758 sec): 3 clusters Score: Raw -36210.463832 + Penalty 497.098333 = -35713.365499 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 8 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.893838 sec): 2 clusters Score: Raw -28253.606231 + Penalty 206.441766 = -28047.164465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.895087 sec): 3 clusters Score: Raw -27980.769099 + Penalty 407.486704 = -27573.282395 nChanged 232 SP:Iteration 1F (178.896283 sec): 3 clusters Score: Raw -28310.924422 + Penalty 411.292530 = -27899.631893 nChanged 73 SP:Iteration 2F (178.897478 sec): 3 clusters Score: Raw -28414.478797 + Penalty 418.076441 = -27996.402355 nChanged 39 SP:Iteration 3F (178.898665 sec): 3 clusters Score: Raw -28463.446684 + Penalty 423.201368 = -28040.245316 nChanged 21 SP:Iteration 4Q (178.899766 sec): 3 clusters Score: Raw -28486.743481 + Penalty 426.447237 = -28060.296244 nChanged 11 SP:Iteration 5Q (178.900851 sec): 3 clusters Score: Raw -28502.188080 + Penalty 427.832817 = -28074.355263 nChanged 3 SP:Iteration 6Q (178.901926 sec): 3 clusters Score: Raw -28504.401620 + Penalty 428.744254 = -28075.657366 nChanged 2 SP:Iteration 7Q (178.902996 sec): 3 clusters Score: Raw -28505.712162 + Penalty 429.965889 = -28075.746273 nChanged 3 SP:Iteration 8Q (178.904064 sec): 3 clusters Score: Raw -28509.223454 + Penalty 430.349593 = -28078.873861 nChanged 1 SP:Iteration 9Q (178.905129 sec): 3 clusters Score: Raw -28509.269724 + Penalty 430.349593 = -28078.920131 nChanged 0 SP:Iteration 10F (178.906314 sec): 3 clusters Score: Raw -28509.269724 + Penalty 430.349593 = -28078.920131 nChanged 0 Score: Raw -2487135.804216 + Penalty 26373.084595 = -2460762.719621 Splitting cluster 8 changes total score from -2422988.646192 to -2460762.719621 So it's getting split into cluster 3. Memory request: 0.01 GB would take us to total of 0.47 GB. Trying to split cluster 9 (2152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.820741 sec): 2 clusters Score: Raw -118544.275906 + Penalty 389.479374 = -118154.796532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.824704 sec): 3 clusters Score: Raw -117264.873240 + Penalty 777.913033 = -116486.960208 nChanged 918 SP:Iteration 1F (179.828598 sec): 3 clusters Score: Raw -117778.201178 + Penalty 782.972423 = -116995.228755 nChanged 311 SP:Iteration 2F (179.832482 sec): 3 clusters Score: Raw -117986.568992 + Penalty 792.449986 = -117194.119005 nChanged 173 SP:Iteration 3F (179.836362 sec): 3 clusters Score: Raw -118116.090887 + Penalty 804.495991 = -117311.594895 nChanged 154 SP:Iteration 4F (179.840254 sec): 3 clusters Score: Raw -118256.893294 + Penalty 822.389892 = -117434.503402 nChanged 131 SP:Iteration 5F (179.844234 sec): 3 clusters Score: Raw -118387.469102 + Penalty 836.773605 = -117550.695497 nChanged 87 SP:Iteration 6Q (179.848121 sec): 3 clusters Score: Raw -118473.470118 + Penalty 844.221831 = -117629.248287 nChanged 63 SP:Iteration 7Q (179.851929 sec): 3 clusters Score: Raw -118533.045946 + Penalty 844.132710 = -117688.913236 nChanged 42 SP:Iteration 8Q (179.855625 sec): 3 clusters Score: Raw -118570.066504 + Penalty 846.257628 = -117723.808876 nChanged 36 SP:Iteration 9Q (179.859214 sec): 3 clusters Score: Raw -118602.213159 + Penalty 840.183565 = -117762.029595 nChanged 35 SP:Iteration 10F (179.863219 sec): 3 clusters Score: Raw -118632.995549 + Penalty 833.110691 = -117799.884858 nChanged 24 SP:Iteration 11Q (179.866735 sec): 3 clusters Score: Raw -118646.711264 + Penalty 830.975648 = -117815.735616 nChanged 11 SP:Iteration 12Q (179.870162 sec): 3 clusters Score: Raw -118653.212665 + Penalty 834.074633 = -117819.138032 nChanged 6 SP:Iteration 13Q (179.873568 sec): 3 clusters Score: Raw -118657.420048 + Penalty 833.381275 = -117824.038773 nChanged 4 SP:Iteration 14Q (179.876965 sec): 3 clusters Score: Raw -118659.307658 + Penalty 833.527176 = -117825.780483 nChanged 1 SP:Iteration 15Q (179.880365 sec): 3 clusters Score: Raw -118659.844913 + Penalty 833.527176 = -117826.317737 nChanged 0 SP:Iteration 16F (179.884233 sec): 3 clusters Score: Raw -118659.844913 + Penalty 833.527176 = -117826.317737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 10 (502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.886857 sec): 2 clusters Score: Raw -25829.379511 + Penalty 138.934213 = -25690.445298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.887953 sec): 3 clusters Score: Raw -25566.230454 + Penalty 270.138451 = -25296.092003 nChanged 198 SP:Iteration 1F (179.889026 sec): 3 clusters Score: Raw -25760.979529 + Penalty 273.237541 = -25487.741988 nChanged 47 SP:Iteration 2F (179.890098 sec): 3 clusters Score: Raw -25782.875804 + Penalty 274.093792 = -25508.782013 nChanged 13 SP:Iteration 3Q (179.891142 sec): 3 clusters Score: Raw -25788.716381 + Penalty 274.095581 = -25514.620800 nChanged 10 SP:Iteration 4Q (179.892180 sec): 3 clusters Score: Raw -25793.382753 + Penalty 274.015191 = -25519.367562 nChanged 3 SP:Iteration 5Q (179.893216 sec): 3 clusters Score: Raw -25793.698548 + Penalty 274.031535 = -25519.667013 nChanged 2 SP:Iteration 6Q (179.894252 sec): 3 clusters Score: Raw -25793.772375 + Penalty 274.212204 = -25519.560171 nChanged 2 SP:Iteration 7F (179.895322 sec): 3 clusters Score: Raw -25794.266802 + Penalty 274.483484 = -25519.783318 nChanged 1 SP:Iteration 8Q (179.896359 sec): 3 clusters Score: Raw -25794.532949 + Penalty 274.902709 = -25519.630241 nChanged 2 SP:Iteration 9F (179.897418 sec): 3 clusters Score: Raw -25795.377925 + Penalty 274.958060 = -25520.419865 nChanged 1 SP:Iteration 10F (179.898482 sec): 3 clusters Score: Raw -25795.435705 + Penalty 275.077256 = -25520.358449 nChanged 2 SP:Iteration 11F (179.899553 sec): 3 clusters Score: Raw -25795.707966 + Penalty 275.615974 = -25520.091992 nChanged 3 SP:Iteration 12F (179.900624 sec): 3 clusters Score: Raw -25796.569601 + Penalty 276.182724 = -25520.386877 nChanged 3 SP:Iteration 13Q (179.901662 sec): 3 clusters Score: Raw -25797.840078 + Penalty 276.319501 = -25521.520577 nChanged 2 SP:Iteration 14Q (179.902699 sec): 3 clusters Score: Raw -25798.788076 + Penalty 276.239898 = -25522.548178 nChanged 1 SP:Iteration 15Q (179.903737 sec): 3 clusters Score: Raw -25798.859255 + Penalty 276.187133 = -25522.672122 nChanged 1 SP:Iteration 16Q (179.904789 sec): 3 clusters Score: Raw -25798.901569 + Penalty 276.187133 = -25522.714436 nChanged 0 SP:Iteration 17F (179.905862 sec): 3 clusters Score: Raw -25798.901569 + Penalty 276.187133 = -25522.714436 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 11 (1745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.911415 sec): 2 clusters Score: Raw -95650.387330 + Penalty 103.770022 = -95546.617308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.914671 sec): 3 clusters Score: Raw -94502.024580 + Penalty 219.456767 = -94282.567813 nChanged 813 SP:Iteration 1F (179.917858 sec): 3 clusters Score: Raw -95207.781752 + Penalty 222.126576 = -94985.655175 nChanged 235 SP:Iteration 2F (179.921037 sec): 3 clusters Score: Raw -95444.911932 + Penalty 223.594331 = -95221.317602 nChanged 136 SP:Iteration 3F (179.924209 sec): 3 clusters Score: Raw -95584.682001 + Penalty 224.042998 = -95360.639003 nChanged 82 SP:Iteration 4Q (179.927230 sec): 3 clusters Score: Raw -95634.637891 + Penalty 225.359831 = -95409.278060 nChanged 33 SP:Iteration 5Q (179.930116 sec): 3 clusters Score: Raw -95647.455844 + Penalty 226.643178 = -95420.812667 nChanged 19 SP:Iteration 6Q (179.932971 sec): 3 clusters Score: Raw -95653.732153 + Penalty 226.456371 = -95427.275782 nChanged 16 SP:Iteration 7Q (179.935807 sec): 3 clusters Score: Raw -95659.344211 + Penalty 227.975172 = -95431.369038 nChanged 17 SP:Iteration 8Q (179.938646 sec): 3 clusters Score: Raw -95664.394754 + Penalty 227.516540 = -95436.878214 nChanged 10 SP:Iteration 9Q (179.941527 sec): 3 clusters Score: Raw -95666.905028 + Penalty 228.305248 = -95438.599779 nChanged 8 SP:Iteration 10F (179.944917 sec): 3 clusters Score: Raw -95667.905030 + Penalty 227.684070 = -95440.220959 nChanged 3 SP:Iteration 11Q (179.947787 sec): 3 clusters Score: Raw -95668.398914 + Penalty 227.915729 = -95440.483184 nChanged 3 SP:Iteration 12Q (179.950612 sec): 3 clusters Score: Raw -95668.802567 + Penalty 228.958600 = -95439.843968 nChanged 6 SP:Iteration 13F (179.953782 sec): 3 clusters Score: Raw -95670.109125 + Penalty 229.613734 = -95440.495391 nChanged 5 SP:Iteration 14Q (179.956559 sec): 3 clusters Score: Raw -95670.731137 + Penalty 229.363072 = -95441.368065 nChanged 4 SP:Iteration 15Q (179.959332 sec): 3 clusters Score: Raw -95671.182586 + Penalty 228.831025 = -95442.351561 nChanged 3 SP:Iteration 16Q (179.962100 sec): 3 clusters Score: Raw -95671.740505 + Penalty 228.995763 = -95442.744743 nChanged 5 SP:Iteration 17Q (179.964895 sec): 3 clusters Score: Raw -95672.778272 + Penalty 228.835032 = -95443.943240 nChanged 2 SP:Iteration 18Q (179.967739 sec): 3 clusters Score: Raw -95672.856704 + Penalty 229.085338 = -95443.771367 nChanged 1 SP:Iteration 19F (179.971036 sec): 3 clusters Score: Raw -95672.878618 + Penalty 229.085338 = -95443.793280 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 12 (711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.975251 sec): 2 clusters Score: Raw -38292.560460 + Penalty 208.715695 = -38083.844765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.976683 sec): 3 clusters Score: Raw -37908.426858 + Penalty 409.666560 = -37498.760297 nChanged 275 SP:Iteration 1F (179.978097 sec): 3 clusters Score: Raw -38137.917472 + Penalty 401.698520 = -37736.218951 nChanged 83 SP:Iteration 2F (179.979506 sec): 3 clusters Score: Raw -38235.133230 + Penalty 398.238026 = -37836.895203 nChanged 48 SP:Iteration 3F (179.980911 sec): 3 clusters Score: Raw -38305.062319 + Penalty 400.530755 = -37904.531564 nChanged 39 SP:Iteration 4F (179.982355 sec): 3 clusters Score: Raw -38349.133239 + Penalty 402.187050 = -37946.946189 nChanged 17 SP:Iteration 5Q (179.983712 sec): 3 clusters Score: Raw -38366.395651 + Penalty 401.993992 = -37964.401659 nChanged 8 SP:Iteration 6Q (179.985054 sec): 3 clusters Score: Raw -38375.447857 + Penalty 400.860552 = -37974.587305 nChanged 8 SP:Iteration 7Q (179.986404 sec): 3 clusters Score: Raw -38378.398920 + Penalty 400.500607 = -37977.898313 nChanged 2 SP:Iteration 8Q (179.987726 sec): 3 clusters Score: Raw -38378.518285 + Penalty 400.048688 = -37978.469597 nChanged 1 SP:Iteration 9Q (179.989049 sec): 3 clusters Score: Raw -38378.707692 + Penalty 400.048688 = -37978.659004 nChanged 0 SP:Iteration 10F (179.990495 sec): 3 clusters Score: Raw -38378.707692 + Penalty 400.048688 = -37978.659004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 13 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.992954 sec): 2 clusters Score: Raw -16343.132348 + Penalty 578.652012 = -15764.480336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.993879 sec): 3 clusters Score: Raw -16288.219726 + Penalty 1154.342944 = -15133.876782 nChanged 112 SP:Iteration 1F (179.994771 sec): 3 clusters Score: Raw -16464.064898 + Penalty 1151.987150 = -15312.077748 nChanged 37 SP:Iteration 2F (179.995684 sec): 3 clusters Score: Raw -16543.262055 + Penalty 1150.763828 = -15392.498227 nChanged 30 SP:Iteration 3F (179.996609 sec): 3 clusters Score: Raw -16604.457756 + Penalty 1151.033192 = -15453.424564 nChanged 9 SP:Iteration 4Q (179.997463 sec): 3 clusters Score: Raw -16620.376092 + Penalty 1150.025191 = -15470.350901 nChanged 7 SP:Iteration 5Q (179.998333 sec): 3 clusters Score: Raw -16639.842337 + Penalty 1150.324963 = -15489.517374 nChanged 5 SP:Iteration 6Q (179.999187 sec): 3 clusters Score: Raw -16645.756299 + Penalty 1150.323126 = -15495.433173 nChanged 1 SP:Iteration 7Q (180.000038 sec): 3 clusters Score: Raw -16653.388052 + Penalty 1150.244758 = -15503.143294 nChanged 2 SP:Iteration 8Q (180.000892 sec): 3 clusters Score: Raw -16654.483931 + Penalty 1151.130785 = -15503.353145 nChanged 1 SP:Iteration 9Q (180.001736 sec): 3 clusters Score: Raw -16658.921514 + Penalty 1151.130785 = -15507.790728 nChanged 0 SP:Iteration 10F (180.002624 sec): 3 clusters Score: Raw -16658.921514 + Penalty 1151.130785 = -15507.790728 nChanged 0 Memory request: 0.10 GB would take us to total of 0.55 GB. Trying to split cluster 14 (21618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (180.104968 sec): 2 clusters Score: Raw -1125319.260028 + Penalty 243.713873 = -1125075.546155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (180.146311 sec): 3 clusters Score: Raw -1110648.996642 + Penalty 508.149835 = -1110140.846807 nChanged 10258 SP:Iteration 1F (180.188889 sec): 3 clusters Score: Raw -1117089.797637 + Penalty 562.421545 = -1116527.376091 nChanged 4159 SP:Iteration 2F (180.228733 sec): 3 clusters Score: Raw -1121146.264249 + Penalty 587.362758 = -1120558.901491 nChanged 1852 SP:Iteration 3F (180.268484 sec): 3 clusters Score: Raw -1123075.161660 + Penalty 584.706813 = -1122490.454847 nChanged 840 SP:Iteration 4Q (180.309439 sec): 3 clusters Score: Raw -1123937.822793 + Penalty 567.433899 = -1123370.388893 nChanged 464 SP:Iteration 5Q (180.345221 sec): 3 clusters Score: Raw -1124496.837480 + Penalty 545.977919 = -1123950.859561 nChanged 251 SP:Iteration 6Q (180.379738 sec): 3 clusters Score: Raw -1124933.950259 + Penalty 525.081667 = -1124408.868592 nChanged 147 SP:Iteration 7Q (180.412958 sec): 3 clusters Score: Raw -1125093.268195 + Penalty 506.612203 = -1124586.655992 nChanged 96 SP:Iteration 8Q (180.445940 sec): 3 clusters Score: Raw -1125161.882171 + Penalty 496.619943 = -1124665.262228 nChanged 56 SP:Iteration 9Q (180.478849 sec): 3 clusters Score: Raw -1125195.913727 + Penalty 485.498707 = -1124710.415020 nChanged 62 SP:Iteration 10F (180.519245 sec): 3 clusters Score: Raw -1125225.117937 + Penalty 479.055848 = -1124746.062089 nChanged 55 SP:Iteration 11Q (180.551828 sec): 3 clusters Score: Raw -1125243.354271 + Penalty 474.303364 = -1124769.050907 nChanged 51 SP:Iteration 12Q (180.584752 sec): 3 clusters Score: Raw -1125254.558976 + Penalty 468.447885 = -1124786.111091 nChanged 52 SP:Iteration 13Q (180.617171 sec): 3 clusters Score: Raw -1125267.988452 + Penalty 463.157574 = -1124804.830877 nChanged 43 SP:Iteration 14Q (180.649751 sec): 3 clusters Score: Raw -1125279.860358 + Penalty 459.415382 = -1124820.444975 nChanged 28 SP:Iteration 15Q (180.682185 sec): 3 clusters Score: Raw -1125285.296690 + Penalty 455.613612 = -1124829.683079 nChanged 30 SP:Iteration 16Q (180.714450 sec): 3 clusters Score: Raw -1125290.277632 + Penalty 453.760842 = -1124836.516791 nChanged 16 SP:Iteration 17Q (180.746758 sec): 3 clusters Score: Raw -1125292.424111 + Penalty 451.892989 = -1124840.531122 nChanged 19 SP:Iteration 18Q (180.779066 sec): 3 clusters Score: Raw -1125295.469293 + Penalty 451.165910 = -1124844.303383 nChanged 17 SP:Iteration 19Q (180.811335 sec): 3 clusters Score: Raw -1125297.089239 + Penalty 448.715245 = -1124848.373994 nChanged 11 SP:Iteration 20F (180.851060 sec): 3 clusters Score: Raw -1125298.088996 + Penalty 447.974938 = -1124850.114058 nChanged 6 SP:Iteration 21Q (180.883625 sec): 3 clusters Score: Raw -1125298.699418 + Penalty 447.311657 = -1124851.387761 nChanged 7 SP:Iteration 22Q (180.915833 sec): 3 clusters Score: Raw -1125299.209061 + Penalty 447.483957 = -1124851.725105 nChanged 5 SP:Iteration 23Q (180.948057 sec): 3 clusters Score: Raw -1125299.333760 + Penalty 447.604950 = -1124851.728810 nChanged 1 SP:Iteration 24Q (180.980466 sec): 3 clusters Score: Raw -1125299.343438 + Penalty 447.604950 = -1124851.738488 nChanged 0 SP:Iteration 25F (181.020154 sec): 3 clusters Score: Raw -1125299.343438 + Penalty 447.604950 = -1124851.738488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 15 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.033833 sec): 2 clusters Score: Raw -12098.625294 + Penalty 365.712481 = -11732.912812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.034562 sec): 3 clusters Score: Raw -12063.601388 + Penalty 719.869764 = -11343.731624 nChanged 69 SP:Iteration 1F (181.035244 sec): 3 clusters Score: Raw -12154.335204 + Penalty 725.436725 = -11428.898479 nChanged 31 SP:Iteration 2F (181.035923 sec): 3 clusters Score: Raw -12194.217059 + Penalty 729.928210 = -11464.288849 nChanged 12 SP:Iteration 3Q (181.036578 sec): 3 clusters Score: Raw -12223.416762 + Penalty 735.307732 = -11488.109029 nChanged 11 SP:Iteration 4Q (181.037229 sec): 3 clusters Score: Raw -12247.380074 + Penalty 740.329542 = -11507.050532 nChanged 6 SP:Iteration 5Q (181.037874 sec): 3 clusters Score: Raw -12251.192186 + Penalty 739.297749 = -11511.894437 nChanged 1 SP:Iteration 6Q (181.038520 sec): 3 clusters Score: Raw -12253.546095 + Penalty 738.131357 = -11515.414738 nChanged 1 SP:Iteration 7Q (181.039162 sec): 3 clusters Score: Raw -12254.776171 + Penalty 739.567577 = -11515.208595 nChanged 1 SP:Iteration 8F (181.039839 sec): 3 clusters Score: Raw -12255.239788 + Penalty 740.998638 = -11514.241150 nChanged 1 SP:Iteration 9F (181.040516 sec): 3 clusters Score: Raw -12255.774955 + Penalty 743.967884 = -11511.807072 nChanged 2 SP:Iteration 10F (181.041193 sec): 3 clusters Score: Raw -12257.272572 + Penalty 743.979310 = -11513.293262 nChanged 2 SP:Iteration 11Q (181.041835 sec): 3 clusters Score: Raw -12258.737043 + Penalty 743.979310 = -11514.757733 nChanged 0 SP:Iteration 12F (181.042512 sec): 3 clusters Score: Raw -12258.737043 + Penalty 743.979310 = -11514.757733 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 19 (960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.046780 sec): 2 clusters Score: Raw -49235.682384 + Penalty 224.717262 = -49010.965122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.048649 sec): 3 clusters Score: Raw -48707.466560 + Penalty 450.779699 = -48256.686862 nChanged 367 SP:Iteration 1F (181.050490 sec): 3 clusters Score: Raw -49038.543338 + Penalty 456.114072 = -48582.429266 nChanged 116 SP:Iteration 2F (181.052329 sec): 3 clusters Score: Raw -49162.969778 + Penalty 459.022766 = -48703.947012 nChanged 59 SP:Iteration 3F (181.054166 sec): 3 clusters Score: Raw -49209.983988 + Penalty 458.244330 = -48751.739658 nChanged 26 SP:Iteration 4Q (181.055973 sec): 3 clusters Score: Raw -49230.143692 + Penalty 456.623822 = -48773.519871 nChanged 17 SP:Iteration 5Q (181.057760 sec): 3 clusters Score: Raw -49240.080508 + Penalty 454.805700 = -48785.274809 nChanged 13 SP:Iteration 6Q (181.059542 sec): 3 clusters Score: Raw -49246.871748 + Penalty 453.194193 = -48793.677554 nChanged 11 SP:Iteration 7Q (181.061321 sec): 3 clusters Score: Raw -49250.833543 + Penalty 452.644985 = -48798.188558 nChanged 7 SP:Iteration 8Q (181.063098 sec): 3 clusters Score: Raw -49252.759654 + Penalty 451.212767 = -48801.546886 nChanged 5 SP:Iteration 9Q (181.064928 sec): 3 clusters Score: Raw -49256.066368 + Penalty 448.753875 = -48807.312493 nChanged 10 SP:Iteration 10F (181.066818 sec): 3 clusters Score: Raw -49260.214207 + Penalty 447.097516 = -48813.116691 nChanged 7 SP:Iteration 11Q (181.068603 sec): 3 clusters Score: Raw -49263.508495 + Penalty 446.426347 = -48817.082148 nChanged 7 SP:Iteration 12Q (181.070516 sec): 3 clusters Score: Raw -49265.896297 + Penalty 445.546654 = -48820.349643 nChanged 11 SP:Iteration 13Q (181.072422 sec): 3 clusters Score: Raw -49271.748080 + Penalty 443.483951 = -48828.264129 nChanged 18 SP:Iteration 14Q (181.074188 sec): 3 clusters Score: Raw -49281.131007 + Penalty 441.465928 = -48839.665080 nChanged 17 SP:Iteration 15Q (181.075949 sec): 3 clusters Score: Raw -49288.662015 + Penalty 438.679682 = -48849.982333 nChanged 10 SP:Iteration 16Q (181.077704 sec): 3 clusters Score: Raw -49293.350853 + Penalty 438.171699 = -48855.179155 nChanged 8 SP:Iteration 17Q (181.079462 sec): 3 clusters Score: Raw -49296.684604 + Penalty 434.838174 = -48861.846430 nChanged 9 SP:Iteration 18Q (181.081249 sec): 3 clusters Score: Raw -49302.005438 + Penalty 430.148371 = -48871.857067 nChanged 11 SP:Iteration 19Q (181.083000 sec): 3 clusters Score: Raw -49307.941310 + Penalty 426.244083 = -48881.697227 nChanged 9 SP:Iteration 20F (181.084839 sec): 3 clusters Score: Raw -49312.276979 + Penalty 424.534624 = -48887.742355 nChanged 6 SP:Iteration 21Q (181.086586 sec): 3 clusters Score: Raw -49315.573300 + Penalty 422.443604 = -48893.129696 nChanged 5 SP:Iteration 22Q (181.088329 sec): 3 clusters Score: Raw -49317.556809 + Penalty 420.691203 = -48896.865607 nChanged 6 SP:Iteration 23Q (181.090064 sec): 3 clusters Score: Raw -49318.844819 + Penalty 420.968319 = -48897.876500 nChanged 1 SP:Iteration 24Q (181.091798 sec): 3 clusters Score: Raw -49318.928619 + Penalty 421.096539 = -48897.832080 nChanged 1 SP:Iteration 25F (181.093634 sec): 3 clusters Score: Raw -49319.026866 + Penalty 421.301442 = -48897.725424 nChanged 1 SP:Iteration 26F (181.095469 sec): 3 clusters Score: Raw -49319.082426 + Penalty 421.301442 = -48897.780984 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 21 (756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.104849 sec): 2 clusters Score: Raw -40922.342549 + Penalty 750.253536 = -40172.089013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.106402 sec): 3 clusters Score: Raw -40597.270238 + Penalty 1503.097935 = -39094.172304 nChanged 233 SP:Iteration 1F (181.107912 sec): 3 clusters Score: Raw -40775.423432 + Penalty 1508.070800 = -39267.352632 nChanged 68 SP:Iteration 2F (181.109414 sec): 3 clusters Score: Raw -40847.657835 + Penalty 1511.529939 = -39336.127896 nChanged 32 SP:Iteration 3Q (181.110896 sec): 3 clusters Score: Raw -40875.549187 + Penalty 1515.144496 = -39360.404691 nChanged 20 SP:Iteration 4Q (181.112412 sec): 3 clusters Score: Raw -40892.189417 + Penalty 1516.222944 = -39375.966473 nChanged 13 SP:Iteration 5Q (181.113908 sec): 3 clusters Score: Raw -40903.299909 + Penalty 1517.695161 = -39385.604748 nChanged 12 SP:Iteration 6Q (181.115392 sec): 3 clusters Score: Raw -40912.545754 + Penalty 1520.183453 = -39392.362301 nChanged 9 SP:Iteration 7Q (181.116857 sec): 3 clusters Score: Raw -40920.304544 + Penalty 1524.506427 = -39395.798118 nChanged 11 SP:Iteration 8Q (181.118361 sec): 3 clusters Score: Raw -40928.352228 + Penalty 1526.492545 = -39401.859682 nChanged 7 SP:Iteration 9Q (181.119841 sec): 3 clusters Score: Raw -40933.539238 + Penalty 1528.505640 = -39405.033598 nChanged 5 SP:Iteration 10F (181.121338 sec): 3 clusters Score: Raw -40939.441926 + Penalty 1530.831187 = -39408.610738 nChanged 10 SP:Iteration 11Q (181.122788 sec): 3 clusters Score: Raw -40948.454590 + Penalty 1532.005610 = -39416.448979 nChanged 6 SP:Iteration 12Q (181.124270 sec): 3 clusters Score: Raw -40952.569916 + Penalty 1533.108641 = -39419.461274 nChanged 1 SP:Iteration 13Q (181.125737 sec): 3 clusters Score: Raw -40952.751737 + Penalty 1533.108641 = -39419.643095 nChanged 0 SP:Iteration 14F (181.127237 sec): 3 clusters Score: Raw -40952.751737 + Penalty 1533.108641 = -39419.643095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 24 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.128212 sec): 2 clusters Score: Raw -8935.020111 + Penalty 350.330390 = -8584.689721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.128723 sec): 3 clusters Score: Raw -8904.551725 + Penalty 710.017831 = -8194.533894 nChanged 39 SP:Iteration 1F (181.129221 sec): 3 clusters Score: Raw -8951.939585 + Penalty 712.805767 = -8239.133818 nChanged 10 SP:Iteration 2F (181.129719 sec): 3 clusters Score: Raw -8967.046668 + Penalty 711.544284 = -8255.502384 nChanged 1 SP:Iteration 3Q (181.130197 sec): 3 clusters Score: Raw -8967.975366 + Penalty 711.544284 = -8256.431083 nChanged 0 SP:Iteration 4F (181.130687 sec): 3 clusters Score: Raw -8967.975366 + Penalty 711.544284 = -8256.431083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 25 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.131652 sec): 2 clusters Score: Raw -8443.834639 + Penalty 704.882183 = -7738.952456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.132154 sec): 3 clusters Score: Raw -8533.768052 + Penalty 1413.058346 = -7120.709706 nChanged 24 SP:Iteration 1F (181.132652 sec): 3 clusters Score: Raw -8598.299330 + Penalty 1413.335455 = -7184.963874 nChanged 5 SP:Iteration 2Q (181.133121 sec): 3 clusters Score: Raw -8611.617822 + Penalty 1412.418201 = -7199.199621 nChanged 4 SP:Iteration 3Q (181.133610 sec): 3 clusters Score: Raw -8621.783132 + Penalty 1410.831058 = -7210.952073 nChanged 5 SP:Iteration 4Q (181.134085 sec): 3 clusters Score: Raw -8631.501769 + Penalty 1409.764366 = -7221.737403 nChanged 2 SP:Iteration 5Q (181.134557 sec): 3 clusters Score: Raw -8633.209657 + Penalty 1409.764366 = -7223.445291 nChanged 0 SP:Iteration 6F (181.135063 sec): 3 clusters Score: Raw -8633.209657 + Penalty 1409.764366 = -7223.445291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 26 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.135954 sec): 2 clusters Score: Raw -7785.444262 + Penalty 182.463232 = -7602.981030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.136450 sec): 3 clusters Score: Raw -7745.735838 + Penalty 379.501283 = -7366.234555 nChanged 45 SP:Iteration 1F (181.136941 sec): 3 clusters Score: Raw -7800.675578 + Penalty 399.364905 = -7401.310673 nChanged 13 SP:Iteration 2F (181.137419 sec): 3 clusters Score: Raw -7833.224574 + Penalty 400.359477 = -7432.865097 nChanged 6 SP:Iteration 3Q (181.137875 sec): 3 clusters Score: Raw -7861.528091 + Penalty 410.032621 = -7451.495471 nChanged 4 SP:Iteration 4Q (181.138327 sec): 3 clusters Score: Raw -7869.889764 + Penalty 410.032621 = -7459.857143 nChanged 0 SP:Iteration 5F (181.138810 sec): 3 clusters Score: Raw -7869.889764 + Penalty 410.032621 = -7459.857143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 27 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.139791 sec): 2 clusters Score: Raw -6792.485006 + Penalty 685.952871 = -6106.532135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.140331 sec): 3 clusters Score: Raw -6915.606756 + Penalty 1373.312189 = -5542.294567 nChanged 30 SP:Iteration 1F (181.140842 sec): 3 clusters Score: Raw -7002.135759 + Penalty 1375.626586 = -5626.509173 nChanged 14 SP:Iteration 2F (181.141358 sec): 3 clusters Score: Raw -7048.484353 + Penalty 1374.879870 = -5673.604483 nChanged 5 SP:Iteration 3Q (181.141825 sec): 3 clusters Score: Raw -7062.389853 + Penalty 1375.164783 = -5687.225070 nChanged 1 SP:Iteration 4Q (181.142285 sec): 3 clusters Score: Raw -7066.798184 + Penalty 1374.416313 = -5692.381871 nChanged 1 SP:Iteration 5Q (181.142747 sec): 3 clusters Score: Raw -7069.255294 + Penalty 1373.791419 = -5695.463875 nChanged 1 SP:Iteration 6Q (181.143208 sec): 3 clusters Score: Raw -7072.678885 + Penalty 1373.564893 = -5699.113992 nChanged 2 SP:Iteration 7Q (181.143686 sec): 3 clusters Score: Raw -7081.997528 + Penalty 1372.418564 = -5709.578964 nChanged 1 SP:Iteration 8Q (181.144153 sec): 3 clusters Score: Raw -7086.278263 + Penalty 1372.418564 = -5713.859699 nChanged 0 SP:Iteration 9F (181.144691 sec): 3 clusters Score: Raw -7086.278263 + Penalty 1372.418564 = -5713.859699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 29 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.145585 sec): 2 clusters Score: Raw -8719.893349 + Penalty 219.301248 = -8500.592101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.146097 sec): 3 clusters Score: Raw -8656.764230 + Penalty 436.763727 = -8220.000503 nChanged 41 SP:Iteration 1F (181.146626 sec): 3 clusters Score: Raw -8700.685830 + Penalty 439.854763 = -8260.831067 nChanged 19 SP:Iteration 2F (181.147120 sec): 3 clusters Score: Raw -8755.004874 + Penalty 450.849873 = -8304.155002 nChanged 15 SP:Iteration 3F (181.147612 sec): 3 clusters Score: Raw -8809.151911 + Penalty 470.791048 = -8338.360863 nChanged 13 SP:Iteration 4F (181.148104 sec): 3 clusters Score: Raw -8856.731180 + Penalty 479.038354 = -8377.692826 nChanged 4 SP:Iteration 5Q (181.148564 sec): 3 clusters Score: Raw -8862.019564 + Penalty 485.540340 = -8376.479224 nChanged 2 SP:Iteration 6F (181.149056 sec): 3 clusters Score: Raw -8864.638540 + Penalty 488.994000 = -8375.644540 nChanged 1 SP:Iteration 7F (181.149548 sec): 3 clusters Score: Raw -8865.976964 + Penalty 488.994000 = -8376.982964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 30 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.150720 sec): 2 clusters Score: Raw -10757.208578 + Penalty 168.530623 = -10588.677955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.151328 sec): 3 clusters Score: Raw -10681.704938 + Penalty 397.085436 = -10284.619502 nChanged 71 SP:Iteration 1F (181.151937 sec): 3 clusters Score: Raw -10853.268867 + Penalty 430.087107 = -10423.181759 nChanged 20 SP:Iteration 2F (181.152545 sec): 3 clusters Score: Raw -10896.231738 + Penalty 428.424651 = -10467.807087 nChanged 5 SP:Iteration 3Q (181.153102 sec): 3 clusters Score: Raw -10907.917435 + Penalty 427.595646 = -10480.321789 nChanged 3 SP:Iteration 4Q (181.153638 sec): 3 clusters Score: Raw -10915.378280 + Penalty 430.842700 = -10484.535579 nChanged 2 SP:Iteration 5Q (181.154167 sec): 3 clusters Score: Raw -10939.585136 + Penalty 430.842700 = -10508.742435 nChanged 0 SP:Iteration 6F (181.154774 sec): 3 clusters Score: Raw -10939.585136 + Penalty 430.842700 = -10508.742435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 32 (424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.157305 sec): 2 clusters Score: Raw -22825.427761 + Penalty 455.964024 = -22369.463737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.158278 sec): 3 clusters Score: Raw -22652.194187 + Penalty 917.993094 = -21734.201093 nChanged 125 SP:Iteration 1F (181.159225 sec): 3 clusters Score: Raw -22817.239016 + Penalty 922.981284 = -21894.257731 nChanged 40 SP:Iteration 2F (181.160194 sec): 3 clusters Score: Raw -22872.500454 + Penalty 928.149203 = -21944.351251 nChanged 20 SP:Iteration 3Q (181.161109 sec): 3 clusters Score: Raw -22892.010220 + Penalty 930.752345 = -21961.257876 nChanged 7 SP:Iteration 4Q (181.162011 sec): 3 clusters Score: Raw -22898.425622 + Penalty 929.816700 = -21968.608922 nChanged 6 SP:Iteration 5Q (181.162909 sec): 3 clusters Score: Raw -22905.940963 + Penalty 929.957886 = -21975.983077 nChanged 4 SP:Iteration 6Q (181.163802 sec): 3 clusters Score: Raw -22908.657960 + Penalty 929.892440 = -21978.765520 nChanged 2 SP:Iteration 7Q (181.164693 sec): 3 clusters Score: Raw -22911.932530 + Penalty 930.040005 = -21981.892526 nChanged 1 SP:Iteration 8Q (181.165581 sec): 3 clusters Score: Raw -22913.091912 + Penalty 930.860327 = -21982.231585 nChanged 2 SP:Iteration 9Q (181.166468 sec): 3 clusters Score: Raw -22915.748220 + Penalty 930.425271 = -21985.322949 nChanged 1 SP:Iteration 10F (181.167426 sec): 3 clusters Score: Raw -22915.956813 + Penalty 929.543667 = -21986.413146 nChanged 1 SP:Iteration 11Q (181.168314 sec): 3 clusters Score: Raw -22916.819434 + Penalty 930.183789 = -21986.635645 nChanged 1 SP:Iteration 12Q (181.169200 sec): 3 clusters Score: Raw -22918.227287 + Penalty 930.183789 = -21988.043499 nChanged 0 SP:Iteration 13F (181.170210 sec): 3 clusters Score: Raw -22918.227287 + Penalty 930.183789 = -21988.043499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 35 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.172077 sec): 2 clusters Score: Raw -13917.450107 + Penalty 803.349240 = -13114.100866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.172860 sec): 3 clusters Score: Raw -13948.348572 + Penalty 1611.116314 = -12337.232258 nChanged 71 SP:Iteration 1F (181.173597 sec): 3 clusters Score: Raw -14121.491070 + Penalty 1612.441980 = -12509.049090 nChanged 22 SP:Iteration 2F (181.174331 sec): 3 clusters Score: Raw -14184.508369 + Penalty 1611.855912 = -12572.652458 nChanged 20 SP:Iteration 3F (181.175062 sec): 3 clusters Score: Raw -14255.681453 + Penalty 1611.585155 = -12644.096298 nChanged 21 SP:Iteration 4F (181.175793 sec): 3 clusters Score: Raw -14368.600411 + Penalty 1610.273828 = -12758.326583 nChanged 18 SP:Iteration 5F (181.176526 sec): 3 clusters Score: Raw -14526.296157 + Penalty 1607.557838 = -12918.738319 nChanged 12 SP:Iteration 6Q (181.177162 sec): 3 clusters Score: Raw -14647.382155 + Penalty 1604.900969 = -13042.481186 nChanged 5 SP:Iteration 7Q (181.177790 sec): 3 clusters Score: Raw -14681.971868 + Penalty 1604.509676 = -13077.462192 nChanged 2 SP:Iteration 8Q (181.178417 sec): 3 clusters Score: Raw -14689.427239 + Penalty 1604.509676 = -13084.917562 nChanged 0 SP:Iteration 9F (181.179147 sec): 3 clusters Score: Raw -14689.427239 + Penalty 1604.509676 = -13084.917562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 36 (494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.182172 sec): 2 clusters Score: Raw -24606.871368 + Penalty 242.334260 = -24364.537108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.183239 sec): 3 clusters Score: Raw -24373.529736 + Penalty 524.413920 = -23849.115816 nChanged 181 SP:Iteration 1F (181.184303 sec): 3 clusters Score: Raw -24586.790501 + Penalty 595.102184 = -23991.688316 nChanged 62 SP:Iteration 2F (181.185358 sec): 3 clusters Score: Raw -24686.945545 + Penalty 636.060343 = -24050.885201 nChanged 32 SP:Iteration 3F (181.186416 sec): 3 clusters Score: Raw -24758.467963 + Penalty 653.933486 = -24104.534477 nChanged 12 SP:Iteration 4Q (181.187409 sec): 3 clusters Score: Raw -24781.091055 + Penalty 661.240057 = -24119.850998 nChanged 9 SP:Iteration 5Q (181.188363 sec): 3 clusters Score: Raw -24800.636842 + Penalty 672.906838 = -24127.730004 nChanged 9 SP:Iteration 6Q (181.189294 sec): 3 clusters Score: Raw -24814.265544 + Penalty 675.315075 = -24138.950469 nChanged 6 SP:Iteration 7Q (181.190215 sec): 3 clusters Score: Raw -24823.973760 + Penalty 669.306716 = -24154.667045 nChanged 4 SP:Iteration 8Q (181.191128 sec): 3 clusters Score: Raw -24830.142554 + Penalty 656.306376 = -24173.836178 nChanged 7 SP:Iteration 9Q (181.192039 sec): 3 clusters Score: Raw -24839.268231 + Penalty 647.423742 = -24191.844489 nChanged 5 SP:Iteration 10F (181.193093 sec): 3 clusters Score: Raw -24844.066768 + Penalty 640.844826 = -24203.221942 nChanged 3 SP:Iteration 11Q (181.194012 sec): 3 clusters Score: Raw -24847.396455 + Penalty 635.054468 = -24212.341986 nChanged 4 SP:Iteration 12Q (181.194928 sec): 3 clusters Score: Raw -24853.390767 + Penalty 627.068063 = -24226.322705 nChanged 6 SP:Iteration 13Q (181.195840 sec): 3 clusters Score: Raw -24861.563726 + Penalty 619.875514 = -24241.688213 nChanged 5 SP:Iteration 14Q (181.196751 sec): 3 clusters Score: Raw -24865.504038 + Penalty 619.046664 = -24246.457375 nChanged 1 SP:Iteration 15Q (181.197656 sec): 3 clusters Score: Raw -24865.760583 + Penalty 619.046664 = -24246.713920 nChanged 0 SP:Iteration 16F (181.198711 sec): 3 clusters Score: Raw -24865.760583 + Penalty 619.046664 = -24246.713920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 38 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.200481 sec): 2 clusters Score: Raw -9417.840529 + Penalty 530.474366 = -8887.366163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.201004 sec): 3 clusters Score: Raw -9407.470874 + Penalty 1064.133416 = -8343.337458 nChanged 35 SP:Iteration 1F (181.201548 sec): 3 clusters Score: Raw -9479.671351 + Penalty 1065.364232 = -8414.307119 nChanged 14 SP:Iteration 2F (181.202059 sec): 3 clusters Score: Raw -9521.756570 + Penalty 1067.262882 = -8454.493688 nChanged 12 SP:Iteration 3F (181.202570 sec): 3 clusters Score: Raw -9584.642612 + Penalty 1071.648072 = -8512.994540 nChanged 6 SP:Iteration 4Q (181.203041 sec): 3 clusters Score: Raw -9617.350348 + Penalty 1082.593348 = -8534.757001 nChanged 8 SP:Iteration 5Q (181.203507 sec): 3 clusters Score: Raw -9653.979719 + Penalty 1091.986535 = -8561.993184 nChanged 4 SP:Iteration 6Q (181.203963 sec): 3 clusters Score: Raw -9672.655085 + Penalty 1096.433200 = -8576.221886 nChanged 2 SP:Iteration 7Q (181.204414 sec): 3 clusters Score: Raw -9686.222475 + Penalty 1099.270676 = -8586.951799 nChanged 2 SP:Iteration 8Q (181.204863 sec): 3 clusters Score: Raw -9700.262779 + Penalty 1105.227538 = -8595.035241 nChanged 2 SP:Iteration 9Q (181.205309 sec): 3 clusters Score: Raw -9710.058150 + Penalty 1105.227538 = -8604.830612 nChanged 0 SP:Iteration 10F (181.205820 sec): 3 clusters Score: Raw -9710.058150 + Penalty 1105.227538 = -8604.830612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 40 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.207033 sec): 2 clusters Score: Raw -11524.469193 + Penalty 641.566515 = -10882.902679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.207759 sec): 3 clusters Score: Raw -11554.685285 + Penalty 1295.164587 = -10259.520698 nChanged 55 SP:Iteration 1F (181.208472 sec): 3 clusters Score: Raw -11646.648829 + Penalty 1310.662653 = -10335.986176 nChanged 25 SP:Iteration 2F (181.209180 sec): 3 clusters Score: Raw -11732.086536 + Penalty 1326.052116 = -10406.034420 nChanged 17 SP:Iteration 3F (181.209886 sec): 3 clusters Score: Raw -11772.283826 + Penalty 1338.167585 = -10434.116241 nChanged 15 SP:Iteration 4F (181.210593 sec): 3 clusters Score: Raw -11805.549476 + Penalty 1339.938632 = -10465.610844 nChanged 9 SP:Iteration 5Q (181.211225 sec): 3 clusters Score: Raw -11823.832370 + Penalty 1339.353342 = -10484.479028 nChanged 3 SP:Iteration 6Q (181.211851 sec): 3 clusters Score: Raw -11833.549244 + Penalty 1343.272095 = -10490.277149 nChanged 4 SP:Iteration 7Q (181.212473 sec): 3 clusters Score: Raw -11851.027248 + Penalty 1342.536095 = -10508.491153 nChanged 3 SP:Iteration 8Q (181.213088 sec): 3 clusters Score: Raw -11865.180140 + Penalty 1340.977901 = -10524.202239 nChanged 2 SP:Iteration 9Q (181.213700 sec): 3 clusters Score: Raw -11867.404455 + Penalty 1340.977901 = -10526.426554 nChanged 0 SP:Iteration 10F (181.214383 sec): 3 clusters Score: Raw -11867.404455 + Penalty 1340.977901 = -10526.426554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 42 (503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.217164 sec): 2 clusters Score: Raw -25473.014924 + Penalty 805.650128 = -24667.364796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.218276 sec): 3 clusters Score: Raw -25362.739442 + Penalty 1616.033322 = -23746.706120 nChanged 116 SP:Iteration 1F (181.219368 sec): 3 clusters Score: Raw -25507.699206 + Penalty 1620.266499 = -23887.432707 nChanged 37 SP:Iteration 2F (181.220457 sec): 3 clusters Score: Raw -25577.166775 + Penalty 1625.440122 = -23951.726653 nChanged 19 SP:Iteration 3Q (181.221508 sec): 3 clusters Score: Raw -25604.963411 + Penalty 1628.817972 = -23976.145439 nChanged 15 SP:Iteration 4Q (181.222554 sec): 3 clusters Score: Raw -25620.280581 + Penalty 1633.089591 = -23987.190990 nChanged 13 SP:Iteration 5Q (181.223596 sec): 3 clusters Score: Raw -25641.517428 + Penalty 1635.512794 = -24006.004634 nChanged 4 SP:Iteration 6Q (181.224636 sec): 3 clusters Score: Raw -25643.987563 + Penalty 1639.369859 = -24004.617705 nChanged 5 SP:Iteration 7F (181.225724 sec): 3 clusters Score: Raw -25650.335341 + Penalty 1641.686891 = -24008.648451 nChanged 6 SP:Iteration 8Q (181.226805 sec): 3 clusters Score: Raw -25657.997716 + Penalty 1643.216410 = -24014.781306 nChanged 2 SP:Iteration 9Q (181.227844 sec): 3 clusters Score: Raw -25660.566787 + Penalty 1644.045414 = -24016.521373 nChanged 3 SP:Iteration 10F (181.228930 sec): 3 clusters Score: Raw -25665.416294 + Penalty 1645.084365 = -24020.331929 nChanged 4 SP:Iteration 11Q (181.229970 sec): 3 clusters Score: Raw -25669.015632 + Penalty 1645.447164 = -24023.568469 nChanged 3 SP:Iteration 12Q (181.231007 sec): 3 clusters Score: Raw -25672.067114 + Penalty 1646.475234 = -24025.591879 nChanged 2 SP:Iteration 13Q (181.232042 sec): 3 clusters Score: Raw -25675.406213 + Penalty 1646.475234 = -24028.930979 nChanged 0 SP:Iteration 14F (181.233125 sec): 3 clusters Score: Raw -25675.406213 + Penalty 1646.475234 = -24028.930979 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 46 (770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.236476 sec): 2 clusters Score: Raw -38678.633282 + Penalty 171.782525 = -38506.850757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.238042 sec): 3 clusters Score: Raw -38247.317289 + Penalty 347.896208 = -37899.421081 nChanged 305 SP:Iteration 1F (181.239572 sec): 3 clusters Score: Raw -38471.673054 + Penalty 353.873278 = -38117.799776 nChanged 102 SP:Iteration 2F (181.241082 sec): 3 clusters Score: Raw -38554.240083 + Penalty 353.285084 = -38200.954999 nChanged 51 SP:Iteration 3F (181.242637 sec): 3 clusters Score: Raw -38587.212666 + Penalty 356.142434 = -38231.070232 nChanged 36 SP:Iteration 4Q (181.244171 sec): 3 clusters Score: Raw -38612.581604 + Penalty 359.562049 = -38253.019556 nChanged 29 SP:Iteration 5Q (181.245707 sec): 3 clusters Score: Raw -38632.124091 + Penalty 363.340449 = -38268.783642 nChanged 25 SP:Iteration 6Q (181.247228 sec): 3 clusters Score: Raw -38649.430810 + Penalty 371.864705 = -38277.566105 nChanged 25 SP:Iteration 7Q (181.248736 sec): 3 clusters Score: Raw -38671.088560 + Penalty 380.790580 = -38290.297980 nChanged 25 SP:Iteration 8Q (181.250192 sec): 3 clusters Score: Raw -38701.779080 + Penalty 408.454288 = -38293.324792 nChanged 21 SP:Iteration 9Q (181.251653 sec): 3 clusters Score: Raw -38724.118014 + Penalty 452.505686 = -38271.612327 nChanged 16 SP:Iteration 10F (181.253159 sec): 3 clusters Score: Raw -38752.537285 + Penalty 482.548107 = -38269.989178 nChanged 8 SP:Iteration 11F (181.254697 sec): 3 clusters Score: Raw -38760.759161 + Penalty 506.306880 = -38254.452282 nChanged 6 SP:Iteration 12F (181.256228 sec): 3 clusters Score: Raw -38767.140786 + Penalty 525.346591 = -38241.794195 nChanged 3 SP:Iteration 13F (181.257736 sec): 3 clusters Score: Raw -38771.537113 + Penalty 535.252993 = -38236.284120 nChanged 2 SP:Iteration 14F (181.259244 sec): 3 clusters Score: Raw -38773.551296 + Penalty 555.143584 = -38218.407712 nChanged 3 SP:Iteration 15F (181.260749 sec): 3 clusters Score: Raw -38776.918216 + Penalty 562.072490 = -38214.845726 nChanged 1 SP:Iteration 16F (181.262251 sec): 3 clusters Score: Raw -38777.579963 + Penalty 570.364303 = -38207.215659 nChanged 1 SP:Iteration 17F (181.263773 sec): 3 clusters Score: Raw -38777.950100 + Penalty 576.697743 = -38201.252357 nChanged 1 SP:Iteration 18F (181.265303 sec): 3 clusters Score: Raw -38778.758703 + Penalty 584.744631 = -38194.014072 nChanged 1 SP:Iteration 19F (181.266819 sec): 3 clusters Score: Raw -38779.198746 + Penalty 594.660078 = -38184.538668 nChanged 1 SP:Iteration 20F (181.268342 sec): 3 clusters Score: Raw -38779.796968 + Penalty 594.660078 = -38185.136890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 57 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.269792 sec): 2 clusters Score: Raw -16278.684951 + Penalty 561.308848 = -15717.376104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.270650 sec): 3 clusters Score: Raw -16189.977366 + Penalty 1122.713803 = -15067.263563 nChanged 76 SP:Iteration 1F (181.271437 sec): 3 clusters Score: Raw -16255.725140 + Penalty 1124.749445 = -15130.975695 nChanged 27 SP:Iteration 2F (181.272224 sec): 3 clusters Score: Raw -16290.743474 + Penalty 1129.976448 = -15160.767025 nChanged 20 SP:Iteration 3F (181.273010 sec): 3 clusters Score: Raw -16315.431069 + Penalty 1142.537515 = -15172.893554 nChanged 20 SP:Iteration 4F (181.273794 sec): 3 clusters Score: Raw -16345.006976 + Penalty 1153.593187 = -15191.413789 nChanged 16 SP:Iteration 5Q (181.274592 sec): 3 clusters Score: Raw -16365.018139 + Penalty 1162.678793 = -15202.339346 nChanged 8 SP:Iteration 6Q (181.275382 sec): 3 clusters Score: Raw -16374.385373 + Penalty 1164.005306 = -15210.380067 nChanged 2 SP:Iteration 7Q (181.276168 sec): 3 clusters Score: Raw -16380.553768 + Penalty 1166.356041 = -15214.197727 nChanged 2 SP:Iteration 8Q (181.276949 sec): 3 clusters Score: Raw -16382.714271 + Penalty 1167.653549 = -15215.060722 nChanged 1 SP:Iteration 9Q (181.277727 sec): 3 clusters Score: Raw -16383.052980 + Penalty 1167.653549 = -15215.399431 nChanged 0 SP:Iteration 10F (181.278545 sec): 3 clusters Score: Raw -16383.052980 + Penalty 1167.653549 = -15215.399431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 58 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.279415 sec): 2 clusters Score: Raw -7277.093458 + Penalty 528.824106 = -6748.269353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.279885 sec): 3 clusters Score: Raw -7298.718169 + Penalty 1056.233117 = -6242.485052 nChanged 21 SP:Iteration 1F (181.280344 sec): 3 clusters Score: Raw -7344.836999 + Penalty 1054.024014 = -6290.812985 nChanged 8 SP:Iteration 2F (181.280803 sec): 3 clusters Score: Raw -7360.923309 + Penalty 1054.813534 = -6306.109775 nChanged 1 SP:Iteration 3Q (181.281239 sec): 3 clusters Score: Raw -7363.369172 + Penalty 1054.813534 = -6308.555638 nChanged 0 SP:Iteration 4F (181.281697 sec): 3 clusters Score: Raw -7363.369172 + Penalty 1054.813534 = -6308.555638 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 62 (550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.283693 sec): 2 clusters Score: Raw -26681.347127 + Penalty 543.615022 = -26137.732105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.284876 sec): 3 clusters Score: Raw -26508.374047 + Penalty 1092.608080 = -25415.765967 nChanged 165 SP:Iteration 1F (181.286039 sec): 3 clusters Score: Raw -26682.541417 + Penalty 1102.327065 = -25580.214352 nChanged 55 SP:Iteration 2F (181.287203 sec): 3 clusters Score: Raw -26748.448750 + Penalty 1110.898897 = -25637.549853 nChanged 37 SP:Iteration 3F (181.288368 sec): 3 clusters Score: Raw -26795.872399 + Penalty 1113.713171 = -25682.159229 nChanged 19 SP:Iteration 4Q (181.289506 sec): 3 clusters Score: Raw -26823.595112 + Penalty 1111.097969 = -25712.497142 nChanged 16 SP:Iteration 5Q (181.290637 sec): 3 clusters Score: Raw -26850.428208 + Penalty 1112.619309 = -25737.808900 nChanged 12 SP:Iteration 6Q (181.291763 sec): 3 clusters Score: Raw -26864.157286 + Penalty 1113.101261 = -25751.056024 nChanged 5 SP:Iteration 7Q (181.292883 sec): 3 clusters Score: Raw -26868.526108 + Penalty 1113.246617 = -25755.279491 nChanged 2 SP:Iteration 8Q (181.294002 sec): 3 clusters Score: Raw -26870.648280 + Penalty 1113.246617 = -25757.401663 nChanged 0 SP:Iteration 9F (181.295159 sec): 3 clusters Score: Raw -26870.648280 + Penalty 1113.246617 = -25757.401663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 66 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.296190 sec): 2 clusters Score: Raw -9359.461268 + Penalty 338.826624 = -9020.634644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.296755 sec): 3 clusters Score: Raw -9316.956612 + Penalty 677.694222 = -8639.262390 nChanged 36 SP:Iteration 1F (181.297342 sec): 3 clusters Score: Raw -9358.506046 + Penalty 678.038581 = -8680.467465 nChanged 15 SP:Iteration 2F (181.297929 sec): 3 clusters Score: Raw -9388.889766 + Penalty 679.597383 = -8709.292383 nChanged 10 SP:Iteration 3F (181.298501 sec): 3 clusters Score: Raw -9403.364408 + Penalty 680.329539 = -8723.034869 nChanged 7 SP:Iteration 4Q (181.299050 sec): 3 clusters Score: Raw -9418.055408 + Penalty 680.880948 = -8737.174460 nChanged 3 SP:Iteration 5Q (181.299594 sec): 3 clusters Score: Raw -9420.629391 + Penalty 682.162612 = -8738.466779 nChanged 2 SP:Iteration 6Q (181.300136 sec): 3 clusters Score: Raw -9421.495917 + Penalty 682.162612 = -8739.333305 nChanged 0 SP:Iteration 7F (181.300703 sec): 3 clusters Score: Raw -9421.495917 + Penalty 682.162612 = -8739.333305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 77 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.301490 sec): 2 clusters Score: Raw -4788.271953 + Penalty 546.111518 = -4242.160435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.301890 sec): 3 clusters Score: Raw -4875.736352 + Penalty 1114.382679 = -3761.353673 nChanged 17 SP:Iteration 1F (181.302283 sec): 3 clusters Score: Raw -4948.115710 + Penalty 1131.242420 = -3816.873289 nChanged 5 SP:Iteration 2Q (181.302655 sec): 3 clusters Score: Raw -4973.484727 + Penalty 1136.608400 = -3836.876327 nChanged 3 SP:Iteration 3Q (181.303014 sec): 3 clusters Score: Raw -4998.602322 + Penalty 1138.808786 = -3859.793536 nChanged 2 SP:Iteration 4Q (181.303373 sec): 3 clusters Score: Raw -5005.594164 + Penalty 1136.175771 = -3869.418394 nChanged 1 SP:Iteration 5Q (181.303730 sec): 3 clusters Score: Raw -5008.847534 + Penalty 1136.175771 = -3872.671763 nChanged 0 SP:Iteration 6F (181.304122 sec): 3 clusters Score: Raw -5008.847534 + Penalty 1136.175771 = -3872.671763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 78 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.305365 sec): 2 clusters Score: Raw -15692.108773 + Penalty 467.986267 = -15224.122506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.306088 sec): 3 clusters Score: Raw -15636.459398 + Penalty 945.267495 = -14691.191903 nChanged 78 SP:Iteration 1F (181.306798 sec): 3 clusters Score: Raw -15759.376694 + Penalty 955.899154 = -14803.477540 nChanged 28 SP:Iteration 2F (181.307507 sec): 3 clusters Score: Raw -15808.731078 + Penalty 969.780228 = -14838.950850 nChanged 11 SP:Iteration 3Q (181.308201 sec): 3 clusters Score: Raw -15830.673161 + Penalty 974.325926 = -14856.347235 nChanged 3 SP:Iteration 4Q (181.308895 sec): 3 clusters Score: Raw -15834.301530 + Penalty 974.325926 = -14859.975605 nChanged 0 SP:Iteration 5F (181.309603 sec): 3 clusters Score: Raw -15834.301530 + Penalty 974.325926 = -14859.975605 nChanged 0 Memory request: 0.02 GB would take us to total of 0.47 GB. Trying to split cluster 100 (3326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.324039 sec): 2 clusters Score: Raw -179828.151298 + Penalty 95.123278 = -179733.028020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.330121 sec): 3 clusters Score: Raw -177613.355855 + Penalty 202.819923 = -177410.535932 nChanged 1592 SP:Iteration 1F (181.336036 sec): 3 clusters Score: Raw -178844.857369 + Penalty 209.649958 = -178635.207411 nChanged 319 SP:Iteration 2F (181.341911 sec): 3 clusters Score: Raw -179049.738818 + Penalty 216.263296 = -178833.475522 nChanged 223 SP:Iteration 3F (181.347810 sec): 3 clusters Score: Raw -179260.065579 + Penalty 222.557245 = -179037.508334 nChanged 186 SP:Iteration 4F (181.353725 sec): 3 clusters Score: Raw -179496.070776 + Penalty 220.661351 = -179275.409425 nChanged 149 SP:Iteration 5Q (181.359201 sec): 3 clusters Score: Raw -179667.446808 + Penalty 214.693112 = -179452.753695 nChanged 101 SP:Iteration 6Q (181.364378 sec): 3 clusters Score: Raw -179720.185898 + Penalty 210.984788 = -179509.201111 nChanged 43 SP:Iteration 7Q (181.369417 sec): 3 clusters Score: Raw -179741.524271 + Penalty 209.458523 = -179532.065749 nChanged 26 SP:Iteration 8Q (181.374477 sec): 3 clusters Score: Raw -179756.809970 + Penalty 209.534694 = -179547.275276 nChanged 16 SP:Iteration 9Q (181.379489 sec): 3 clusters Score: Raw -179764.681680 + Penalty 208.331550 = -179556.350130 nChanged 15 SP:Iteration 10F (181.385353 sec): 3 clusters Score: Raw -179769.014061 + Penalty 207.645491 = -179561.368569 nChanged 11 SP:Iteration 11Q (181.390324 sec): 3 clusters Score: Raw -179771.290659 + Penalty 206.552385 = -179564.738274 nChanged 7 SP:Iteration 12Q (181.395242 sec): 3 clusters Score: Raw -179773.861317 + Penalty 205.734651 = -179568.126666 nChanged 12 SP:Iteration 13Q (181.400199 sec): 3 clusters Score: Raw -179776.943193 + Penalty 205.310056 = -179571.633137 nChanged 9 SP:Iteration 14Q (181.405113 sec): 3 clusters Score: Raw -179778.821992 + Penalty 205.429467 = -179573.392526 nChanged 7 SP:Iteration 15Q (181.410026 sec): 3 clusters Score: Raw -179780.938115 + Penalty 205.406882 = -179575.531233 nChanged 12 SP:Iteration 16Q (181.414926 sec): 3 clusters Score: Raw -179785.295288 + Penalty 204.541217 = -179580.754071 nChanged 6 SP:Iteration 17Q (181.419818 sec): 3 clusters Score: Raw -179786.196598 + Penalty 203.689421 = -179582.507177 nChanged 8 SP:Iteration 18Q (181.424701 sec): 3 clusters Score: Raw -179787.343992 + Penalty 203.403879 = -179583.940113 nChanged 8 SP:Iteration 19Q (181.429614 sec): 3 clusters Score: Raw -179789.429768 + Penalty 203.314378 = -179586.115391 nChanged 9 SP:Iteration 20F (181.435469 sec): 3 clusters Score: Raw -179791.418361 + Penalty 202.653486 = -179588.764875 nChanged 8 SP:Iteration 21Q (181.440345 sec): 3 clusters Score: Raw -179792.982232 + Penalty 202.199668 = -179590.782564 nChanged 8 SP:Iteration 22Q (181.445275 sec): 3 clusters Score: Raw -179794.511375 + Penalty 201.238572 = -179593.272803 nChanged 11 SP:Iteration 23Q (181.450479 sec): 3 clusters Score: Raw -179797.779206 + Penalty 200.757029 = -179597.022177 nChanged 14 SP:Iteration 24Q (181.455363 sec): 3 clusters Score: Raw -179804.252616 + Penalty 200.220587 = -179604.032030 nChanged 23 SP:Iteration 25Q (181.460226 sec): 3 clusters Score: Raw -179811.010920 + Penalty 200.843899 = -179610.167021 nChanged 9 SP:Iteration 26Q (181.465075 sec): 3 clusters Score: Raw -179812.433468 + Penalty 199.731193 = -179612.702275 nChanged 7 SP:Iteration 27Q (181.469967 sec): 3 clusters Score: Raw -179814.106890 + Penalty 198.935110 = -179615.171780 nChanged 9 SP:Iteration 28Q (181.474867 sec): 3 clusters Score: Raw -179816.500704 + Penalty 197.580918 = -179618.919785 nChanged 11 SP:Iteration 29Q (181.479971 sec): 3 clusters Score: Raw -179819.174057 + Penalty 194.881825 = -179624.292232 nChanged 11 SP:Iteration 30F (181.486024 sec): 3 clusters Score: Raw -179821.538381 + Penalty 192.946314 = -179628.592067 nChanged 7 SP:Iteration 31Q (181.490938 sec): 3 clusters Score: Raw -179822.232899 + Penalty 192.445982 = -179629.786917 nChanged 3 SP:Iteration 32Q (181.495930 sec): 3 clusters Score: Raw -179822.355837 + Penalty 192.497615 = -179629.858222 nChanged 2 SP:Iteration 33Q (181.500798 sec): 3 clusters Score: Raw -179822.359944 + Penalty 192.546266 = -179629.813678 nChanged 2 SP:Iteration 34F (181.506665 sec): 3 clusters Score: Raw -179822.416103 + Penalty 192.929345 = -179629.486758 nChanged 1 SP:Iteration 35F (181.512563 sec): 3 clusters Score: Raw -179822.559138 + Penalty 192.816125 = -179629.743013 nChanged 2 SP:Iteration 36Q (181.517655 sec): 3 clusters Score: Raw -179822.506608 + Penalty 192.689572 = -179629.817036 nChanged 1 SP:Iteration 37Q (181.522730 sec): 3 clusters Score: Raw -179822.485580 + Penalty 192.689572 = -179629.796008 nChanged 0 SP:Iteration 38F (181.528812 sec): 3 clusters Score: Raw -179822.485580 + Penalty 192.689572 = -179629.796008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 115 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.531775 sec): 2 clusters Score: Raw -6317.597969 + Penalty 249.981379 = -6067.616590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.532186 sec): 3 clusters Score: Raw -6306.123654 + Penalty 499.111319 = -5807.012335 nChanged 17 SP:Iteration 1F (181.532586 sec): 3 clusters Score: Raw -6323.549161 + Penalty 499.072845 = -5824.476316 nChanged 5 SP:Iteration 2Q (181.532980 sec): 3 clusters Score: Raw -6330.091417 + Penalty 499.779953 = -5830.311464 nChanged 2 SP:Iteration 3Q (181.533372 sec): 3 clusters Score: Raw -6331.187352 + Penalty 501.289559 = -5829.897792 nChanged 2 SP:Iteration 4F (181.533795 sec): 3 clusters Score: Raw -6332.679194 + Penalty 501.289559 = -5831.389635 nChanged 0 Iteration 219Q (181.739025 sec): 39 clusters Score: Raw -2449256.469667 + Penalty 26373.401072 = -2422883.068595 nChanged 58 Iteration 220F (182.664445 sec): 39 clusters Score: Raw -2449318.151428 + Penalty 26402.289265 = -2422915.862162 nChanged 63 Iteration 221Q (182.846372 sec): 39 clusters Score: Raw -2449358.298109 + Penalty 26413.499230 = -2422944.798879 nChanged 33 Iteration 222Q (183.027564 sec): 39 clusters Score: Raw -2449373.408478 + Penalty 26417.607486 = -2422955.800992 nChanged 26 Iteration 223Q (183.208581 sec): 39 clusters Score: Raw -2449380.927315 + Penalty 26420.524999 = -2422960.402316 nChanged 18 Iteration 224Q (183.389463 sec): 39 clusters Score: Raw -2449387.620912 + Penalty 26422.514632 = -2422965.106280 nChanged 19 Iteration 225Q (183.571008 sec): 39 clusters Score: Raw -2449395.019832 + Penalty 26427.155988 = -2422967.863844 nChanged 10 Iteration 226Q (183.751628 sec): 39 clusters Score: Raw -2449400.101705 + Penalty 26434.254260 = -2422965.847445 nChanged 7 Iteration 227F (184.676381 sec): 39 clusters Score: Raw -2449413.136324 + Penalty 26459.246058 = -2422953.890265 nChanged 14 Iteration 228F (185.601794 sec): 39 clusters Score: Raw -2449441.407155 + Penalty 26479.183533 = -2422962.223622 nChanged 15 Iteration 229Q (185.783014 sec): 39 clusters Score: Raw -2449468.384831 + Penalty 26496.239212 = -2422972.145618 nChanged 17 Iteration 230F (186.708248 sec): 39 clusters Score: Raw -2449487.726508 + Penalty 26499.432100 = -2422988.294408 nChanged 9 Iteration 231Q (186.889032 sec): 39 clusters Score: Raw -2449493.155222 + Penalty 26502.105324 = -2422991.049898 nChanged 5 Iteration 232Q (187.069850 sec): 39 clusters Score: Raw -2449494.274265 + Penalty 26503.830551 = -2422990.443714 nChanged 3 Iteration 233F (187.995235 sec): 39 clusters Score: Raw -2449494.584874 + Penalty 26503.807976 = -2422990.776898 nChanged 1 Iteration 234Q (188.176209 sec): 39 clusters Score: Raw -2449494.602590 + Penalty 26503.933086 = -2422990.669504 nChanged 1 Iteration 235F (189.102350 sec): 39 clusters Score: Raw -2449494.613568 + Penalty 26503.933086 = -2422990.680483 nChanged 0 Writing temp clu file Memory request: 0.23 GB would take us to total of 0.45 GB. Compute initial score before splitting: Score: Raw -2449494.613568 + Penalty 26503.933086 = -2422990.680483Memory request: 0.03 GB would take us to total of 0.48 GB. Trying to split cluster 1 (6150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.287088 sec): 2 clusters Score: Raw -326212.882179 + Penalty 86.679356 = -326126.202823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.298100 sec): 3 clusters Score: Raw -322178.877009 + Penalty 178.586526 = -322000.290483 nChanged 3013 SP:Iteration 1F (189.308909 sec): 3 clusters Score: Raw -325530.031210 + Penalty 181.764724 = -325348.266487 nChanged 309 SP:Iteration 2F (189.319696 sec): 3 clusters Score: Raw -325776.167420 + Penalty 182.768301 = -325593.399119 nChanged 127 SP:Iteration 3Q (189.330163 sec): 3 clusters Score: Raw -325833.904961 + Penalty 183.481750 = -325650.423211 nChanged 83 SP:Iteration 4Q (189.340435 sec): 3 clusters Score: Raw -325864.036144 + Penalty 183.547430 = -325680.488714 nChanged 79 SP:Iteration 5Q (189.350671 sec): 3 clusters Score: Raw -325889.308109 + Penalty 183.957298 = -325705.350811 nChanged 76 SP:Iteration 6Q (189.360798 sec): 3 clusters Score: Raw -325910.183897 + Penalty 184.985294 = -325725.198603 nChanged 94 SP:Iteration 7Q (189.371065 sec): 3 clusters Score: Raw -325940.349868 + Penalty 186.351921 = -325753.997946 nChanged 85 SP:Iteration 8Q (189.381013 sec): 3 clusters Score: Raw -325966.167610 + Penalty 188.009690 = -325778.157920 nChanged 77 SP:Iteration 9Q (189.390824 sec): 3 clusters Score: Raw -325991.636771 + Penalty 188.881988 = -325802.754783 nChanged 71 SP:Iteration 10F (189.401585 sec): 3 clusters Score: Raw -326014.875038 + Penalty 190.698283 = -325824.176755 nChanged 69 SP:Iteration 11Q (189.411311 sec): 3 clusters Score: Raw -326036.271039 + Penalty 191.892738 = -325844.378301 nChanged 69 SP:Iteration 12Q (189.420945 sec): 3 clusters Score: Raw -326057.572803 + Penalty 193.663491 = -325863.909312 nChanged 70 SP:Iteration 13Q (189.430504 sec): 3 clusters Score: Raw -326082.009354 + Penalty 196.056598 = -325885.952756 nChanged 72 SP:Iteration 14Q (189.440146 sec): 3 clusters Score: Raw -326107.752875 + Penalty 198.346082 = -325909.406793 nChanged 76 SP:Iteration 15Q (189.449542 sec): 3 clusters Score: Raw -326138.035244 + Penalty 200.643798 = -325937.391446 nChanged 78 SP:Iteration 16Q (189.458920 sec): 3 clusters Score: Raw -326172.672257 + Penalty 200.758688 = -325971.913569 nChanged 65 SP:Iteration 17Q (189.468502 sec): 3 clusters Score: Raw -326198.893303 + Penalty 202.060080 = -325996.833224 nChanged 51 SP:Iteration 18Q (189.477689 sec): 3 clusters Score: Raw -326215.655151 + Penalty 204.343973 = -326011.311178 nChanged 39 SP:Iteration 19Q (189.486753 sec): 3 clusters Score: Raw -326226.718357 + Penalty 205.101110 = -326021.617247 nChanged 39 SP:Iteration 20F (189.497506 sec): 3 clusters Score: Raw -326239.308812 + Penalty 206.180935 = -326033.127876 nChanged 28 SP:Iteration 21Q (189.506510 sec): 3 clusters Score: Raw -326250.281126 + Penalty 208.212658 = -326042.068468 nChanged 25 SP:Iteration 22Q (189.515457 sec): 3 clusters Score: Raw -326258.115994 + Penalty 207.652212 = -326050.463782 nChanged 17 SP:Iteration 23Q (189.524366 sec): 3 clusters Score: Raw -326262.764299 + Penalty 208.613268 = -326054.151031 nChanged 9 SP:Iteration 24Q (189.533397 sec): 3 clusters Score: Raw -326264.155333 + Penalty 208.716637 = -326055.438697 nChanged 8 SP:Iteration 25Q (189.542360 sec): 3 clusters Score: Raw -326264.966268 + Penalty 206.663188 = -326058.303080 nChanged 3 SP:Iteration 26Q (189.551248 sec): 3 clusters Score: Raw -326265.573521 + Penalty 206.577318 = -326058.996203 nChanged 2 SP:Iteration 27Q (189.560019 sec): 3 clusters Score: Raw -326265.794826 + Penalty 206.077324 = -326059.717502 nChanged 2 SP:Iteration 28Q (189.568873 sec): 3 clusters Score: Raw -326265.950078 + Penalty 205.719702 = -326060.230376 nChanged 1 SP:Iteration 29Q (189.577750 sec): 3 clusters Score: Raw -326266.057919 + Penalty 204.728792 = -326061.329127 nChanged 3 SP:Iteration 30F (189.588535 sec): 3 clusters Score: Raw -326266.916458 + Penalty 204.628149 = -326062.288310 nChanged 2 SP:Iteration 31Q (189.597290 sec): 3 clusters Score: Raw -326267.127435 + Penalty 204.574989 = -326062.552446 nChanged 1 SP:Iteration 32Q (189.606039 sec): 3 clusters Score: Raw -326267.182774 + Penalty 204.574989 = -326062.607785 nChanged 0 SP:Iteration 33F (189.616798 sec): 3 clusters Score: Raw -326267.182774 + Penalty 204.574989 = -326062.607785 nChanged 0 Memory request: 0.01 GB would take us to total of 0.47 GB. Trying to split cluster 2 (2581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.631550 sec): 2 clusters Score: Raw -141359.033381 + Penalty 131.247004 = -141227.786377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.636491 sec): 3 clusters Score: Raw -139684.637826 + Penalty 264.357093 = -139420.280733 nChanged 1214 SP:Iteration 1F (189.641190 sec): 3 clusters Score: Raw -140369.625861 + Penalty 267.488095 = -140102.137766 nChanged 262 SP:Iteration 2F (189.645960 sec): 3 clusters Score: Raw -140458.681349 + Penalty 275.793523 = -140182.887825 nChanged 196 SP:Iteration 3F (189.650799 sec): 3 clusters Score: Raw -140581.557957 + Penalty 294.124712 = -140287.433245 nChanged 244 SP:Iteration 4F (189.655638 sec): 3 clusters Score: Raw -140804.375395 + Penalty 330.294602 = -140474.080793 nChanged 286 SP:Iteration 5F (189.660426 sec): 3 clusters Score: Raw -141094.409938 + Penalty 374.175556 = -140720.234382 nChanged 166 SP:Iteration 6F (189.665036 sec): 3 clusters Score: Raw -141247.699802 + Penalty 401.076401 = -140846.623401 nChanged 80 SP:Iteration 7Q (189.669409 sec): 3 clusters Score: Raw -141312.075795 + Penalty 434.783709 = -140877.292086 nChanged 41 SP:Iteration 8Q (189.673788 sec): 3 clusters Score: Raw -141352.131188 + Penalty 506.612476 = -140845.518712 nChanged 34 SP:Iteration 9F (189.678436 sec): 3 clusters Score: Raw -141399.927354 + Penalty 534.923950 = -140865.003404 nChanged 13 SP:Iteration 10F (189.683045 sec): 3 clusters Score: Raw -141425.406453 + Penalty 535.758827 = -140889.647626 nChanged 4 SP:Iteration 11Q (189.686716 sec): 3 clusters Score: Raw -141430.633341 + Penalty 536.844609 = -140893.788733 nChanged 3 SP:Iteration 12Q (189.690354 sec): 3 clusters Score: Raw -141431.502196 + Penalty 538.081081 = -140893.421115 nChanged 1 SP:Iteration 13F (189.694966 sec): 3 clusters Score: Raw -141432.064361 + Penalty 537.923791 = -140894.140570 nChanged 1 SP:Iteration 14Q (189.698612 sec): 3 clusters Score: Raw -141432.316841 + Penalty 537.923791 = -140894.393050 nChanged 0 SP:Iteration 15F (189.703220 sec): 3 clusters Score: Raw -141432.316841 + Penalty 537.923791 = -140894.393050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 3 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.706702 sec): 2 clusters Score: Raw -14733.233830 + Penalty 308.248745 = -14424.985084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.707450 sec): 3 clusters Score: Raw -14612.951750 + Penalty 614.151500 = -13998.800250 nChanged 87 SP:Iteration 1F (189.708172 sec): 3 clusters Score: Raw -14688.030837 + Penalty 612.589541 = -14075.441296 nChanged 19 SP:Iteration 2F (189.708891 sec): 3 clusters Score: Raw -14705.253753 + Penalty 611.298297 = -14093.955457 nChanged 8 SP:Iteration 3Q (189.709602 sec): 3 clusters Score: Raw -14716.706541 + Penalty 610.177760 = -14106.528781 nChanged 10 SP:Iteration 4Q (189.710309 sec): 3 clusters Score: Raw -14730.874839 + Penalty 606.188704 = -14124.686135 nChanged 6 SP:Iteration 5Q (189.711012 sec): 3 clusters Score: Raw -14741.458657 + Penalty 604.425891 = -14137.032766 nChanged 6 SP:Iteration 6Q (189.711709 sec): 3 clusters Score: Raw -14747.676404 + Penalty 602.614284 = -14145.062120 nChanged 5 SP:Iteration 7Q (189.712406 sec): 3 clusters Score: Raw -14754.331637 + Penalty 599.781142 = -14154.550495 nChanged 8 SP:Iteration 8Q (189.713100 sec): 3 clusters Score: Raw -14767.186770 + Penalty 599.822313 = -14167.364457 nChanged 12 SP:Iteration 9Q (189.713793 sec): 3 clusters Score: Raw -14781.720684 + Penalty 602.485924 = -14179.234760 nChanged 17 SP:Iteration 10F (189.714511 sec): 3 clusters Score: Raw -14816.036445 + Penalty 609.151782 = -14206.884663 nChanged 16 SP:Iteration 11F (189.715231 sec): 3 clusters Score: Raw -14854.612341 + Penalty 614.069229 = -14240.543111 nChanged 16 SP:Iteration 12F (189.715953 sec): 3 clusters Score: Raw -14886.574542 + Penalty 615.233972 = -14271.340570 nChanged 5 SP:Iteration 13Q (189.716630 sec): 3 clusters Score: Raw -14892.454135 + Penalty 615.233972 = -14277.220163 nChanged 0 SP:Iteration 14F (189.717349 sec): 3 clusters Score: Raw -14892.454135 + Penalty 615.233972 = -14277.220163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 4 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.718579 sec): 2 clusters Score: Raw -15524.293902 + Penalty 272.080860 = -15252.213042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.719321 sec): 3 clusters Score: Raw -15417.255835 + Penalty 547.116197 = -14870.139638 nChanged 91 SP:Iteration 1F (189.720018 sec): 3 clusters Score: Raw -15501.759185 + Penalty 546.050107 = -14955.709078 nChanged 32 SP:Iteration 2F (189.720711 sec): 3 clusters Score: Raw -15541.803108 + Penalty 546.581546 = -14995.221562 nChanged 14 SP:Iteration 3Q (189.721395 sec): 3 clusters Score: Raw -15553.627341 + Penalty 541.363205 = -15012.264136 nChanged 9 SP:Iteration 4Q (189.722077 sec): 3 clusters Score: Raw -15561.796742 + Penalty 539.929923 = -15021.866819 nChanged 5 SP:Iteration 5Q (189.722758 sec): 3 clusters Score: Raw -15566.102416 + Penalty 539.342430 = -15026.759987 nChanged 1 SP:Iteration 6Q (189.723438 sec): 3 clusters Score: Raw -15566.990961 + Penalty 539.342430 = -15027.648532 nChanged 0 SP:Iteration 7F (189.724130 sec): 3 clusters Score: Raw -15566.990961 + Penalty 539.342430 = -15027.648532 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 5 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.727040 sec): 2 clusters Score: Raw -31959.051481 + Penalty 51.886693 = -31907.164788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.728245 sec): 3 clusters Score: Raw -31626.006352 + Penalty 104.064592 = -31521.941760 nChanged 253 SP:Iteration 1F (189.729428 sec): 3 clusters Score: Raw -31858.443540 + Penalty 103.699103 = -31754.744437 nChanged 45 SP:Iteration 2F (189.730610 sec): 3 clusters Score: Raw -31892.137487 + Penalty 103.932417 = -31788.205070 nChanged 17 SP:Iteration 3Q (189.731763 sec): 3 clusters Score: Raw -31898.805873 + Penalty 104.172637 = -31794.633236 nChanged 10 SP:Iteration 4Q (189.732912 sec): 3 clusters Score: Raw -31900.918858 + Penalty 104.296845 = -31796.622013 nChanged 4 SP:Iteration 5Q (189.734058 sec): 3 clusters Score: Raw -31901.926066 + Penalty 104.430607 = -31797.495459 nChanged 9 SP:Iteration 6Q (189.735203 sec): 3 clusters Score: Raw -31905.398367 + Penalty 104.676526 = -31800.721841 nChanged 8 SP:Iteration 7Q (189.736344 sec): 3 clusters Score: Raw -31907.530688 + Penalty 104.852722 = -31802.677966 nChanged 4 SP:Iteration 8Q (189.737468 sec): 3 clusters Score: Raw -31908.336337 + Penalty 104.935094 = -31803.401243 nChanged 3 SP:Iteration 9Q (189.738585 sec): 3 clusters Score: Raw -31908.650339 + Penalty 104.971481 = -31803.678858 nChanged 1 SP:Iteration 10F (189.739770 sec): 3 clusters Score: Raw -31908.666918 + Penalty 104.971481 = -31803.695437 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 6 (690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.743768 sec): 2 clusters Score: Raw -36999.011163 + Penalty 83.722564 = -36915.288599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.745300 sec): 3 clusters Score: Raw -36586.218894 + Penalty 163.867803 = -36422.351091 nChanged 284 SP:Iteration 1F (189.746779 sec): 3 clusters Score: Raw -36811.844756 + Penalty 163.284191 = -36648.560565 nChanged 80 SP:Iteration 2F (189.748199 sec): 3 clusters Score: Raw -36877.811485 + Penalty 166.647526 = -36711.163959 nChanged 55 SP:Iteration 3F (189.749597 sec): 3 clusters Score: Raw -36924.811041 + Penalty 174.911949 = -36749.899092 nChanged 29 SP:Iteration 4Q (189.750986 sec): 3 clusters Score: Raw -36954.887679 + Penalty 189.350949 = -36765.536730 nChanged 23 SP:Iteration 5Q (189.752383 sec): 3 clusters Score: Raw -36978.165975 + Penalty 214.393666 = -36763.772309 nChanged 15 SP:Iteration 6F (189.753786 sec): 3 clusters Score: Raw -36998.067685 + Penalty 262.034358 = -36736.033327 nChanged 12 SP:Iteration 7F (189.755175 sec): 3 clusters Score: Raw -37014.373566 + Penalty 312.052527 = -36702.321040 nChanged 5 SP:Iteration 8F (189.756574 sec): 3 clusters Score: Raw -37020.759860 + Penalty 326.637642 = -36694.122218 nChanged 2 SP:Iteration 9F (189.758003 sec): 3 clusters Score: Raw -37025.686970 + Penalty 341.373094 = -36684.313875 nChanged 1 SP:Iteration 10F (189.759388 sec): 3 clusters Score: Raw -37028.697861 + Penalty 341.373094 = -36687.324767 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 7 (692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.765841 sec): 2 clusters Score: Raw -36001.244883 + Penalty 186.744953 = -35814.499930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.767257 sec): 3 clusters Score: Raw -35600.260709 + Penalty 372.710421 = -35227.550288 nChanged 289 SP:Iteration 1F (189.768643 sec): 3 clusters Score: Raw -35827.775826 + Penalty 379.038102 = -35448.737724 nChanged 121 SP:Iteration 2F (189.770073 sec): 3 clusters Score: Raw -35927.870281 + Penalty 382.599271 = -35545.271009 nChanged 48 SP:Iteration 3F (189.771481 sec): 3 clusters Score: Raw -35969.157804 + Penalty 384.138290 = -35585.019514 nChanged 28 SP:Iteration 4Q (189.772893 sec): 3 clusters Score: Raw -35993.904624 + Penalty 381.266305 = -35612.638320 nChanged 26 SP:Iteration 5Q (189.774314 sec): 3 clusters Score: Raw -36021.931955 + Penalty 380.795341 = -35641.136613 nChanged 20 SP:Iteration 6Q (189.775713 sec): 3 clusters Score: Raw -36047.201954 + Penalty 378.137015 = -35669.064938 nChanged 15 SP:Iteration 7Q (189.777095 sec): 3 clusters Score: Raw -36064.676636 + Penalty 376.014050 = -35688.662586 nChanged 4 SP:Iteration 8Q (189.778453 sec): 3 clusters Score: Raw -36066.948922 + Penalty 374.722684 = -35692.226238 nChanged 5 SP:Iteration 9Q (189.779787 sec): 3 clusters Score: Raw -36068.740881 + Penalty 376.109980 = -35692.630901 nChanged 4 SP:Iteration 10F (189.781210 sec): 3 clusters Score: Raw -36070.108675 + Penalty 373.904657 = -35696.204019 nChanged 5 SP:Iteration 11Q (189.782545 sec): 3 clusters Score: Raw -36071.961019 + Penalty 374.256020 = -35697.704999 nChanged 3 SP:Iteration 12Q (189.783863 sec): 3 clusters Score: Raw -36073.261021 + Penalty 371.771096 = -35701.489925 nChanged 5 SP:Iteration 13Q (189.785171 sec): 3 clusters Score: Raw -36076.049995 + Penalty 372.737715 = -35703.312279 nChanged 3 SP:Iteration 14Q (189.786506 sec): 3 clusters Score: Raw -36078.010678 + Penalty 372.737715 = -35705.272963 nChanged 0 SP:Iteration 15F (189.787911 sec): 3 clusters Score: Raw -36078.010678 + Penalty 372.737715 = -35705.272963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 8 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.789474 sec): 2 clusters Score: Raw -17391.902365 + Penalty 147.905961 = -17243.996404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.790292 sec): 3 clusters Score: Raw -17204.861224 + Penalty 296.597527 = -16908.263697 nChanged 129 SP:Iteration 1F (189.791093 sec): 3 clusters Score: Raw -17329.323174 + Penalty 294.972761 = -17034.350413 nChanged 61 SP:Iteration 2F (189.791899 sec): 3 clusters Score: Raw -17402.054638 + Penalty 296.425484 = -17105.629154 nChanged 20 SP:Iteration 3F (189.792701 sec): 3 clusters Score: Raw -17420.800015 + Penalty 297.008885 = -17123.791130 nChanged 7 SP:Iteration 4Q (189.793479 sec): 3 clusters Score: Raw -17423.409556 + Penalty 297.337677 = -17126.071879 nChanged 3 SP:Iteration 5Q (189.794253 sec): 3 clusters Score: Raw -17424.280562 + Penalty 297.270678 = -17127.009883 nChanged 2 SP:Iteration 6Q (189.795032 sec): 3 clusters Score: Raw -17425.028911 + Penalty 297.270678 = -17127.758232 nChanged 0 SP:Iteration 7F (189.795829 sec): 3 clusters Score: Raw -17425.028911 + Penalty 297.270678 = -17127.758232 nChanged 0 Memory request: 0.01 GB would take us to total of 0.47 GB. Trying to split cluster 9 (2130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.803223 sec): 2 clusters Score: Raw -117395.765221 + Penalty 386.607429 = -117009.157792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.807165 sec): 3 clusters Score: Raw -116111.547431 + Penalty 769.578979 = -115341.968452 nChanged 900 SP:Iteration 1F (189.811030 sec): 3 clusters Score: Raw -116557.998042 + Penalty 759.308064 = -115798.689978 nChanged 253 SP:Iteration 2F (189.814871 sec): 3 clusters Score: Raw -116723.094968 + Penalty 744.437299 = -115978.657669 nChanged 185 SP:Iteration 3F (189.818698 sec): 3 clusters Score: Raw -116873.565363 + Penalty 728.009502 = -116145.555861 nChanged 150 SP:Iteration 4F (189.822532 sec): 3 clusters Score: Raw -117015.986917 + Penalty 713.303768 = -116302.683148 nChanged 124 SP:Iteration 5F (189.826355 sec): 3 clusters Score: Raw -117142.253221 + Penalty 693.698068 = -116448.555153 nChanged 112 SP:Iteration 6F (189.830173 sec): 3 clusters Score: Raw -117254.490720 + Penalty 687.495490 = -116566.995230 nChanged 76 SP:Iteration 7Q (189.833772 sec): 3 clusters Score: Raw -117318.219468 + Penalty 680.821301 = -116637.398167 nChanged 75 SP:Iteration 8Q (189.837277 sec): 3 clusters Score: Raw -117371.108333 + Penalty 680.013021 = -116691.095312 nChanged 43 SP:Iteration 9Q (189.840713 sec): 3 clusters Score: Raw -117398.667049 + Penalty 680.742257 = -116717.924792 nChanged 29 SP:Iteration 10F (189.844553 sec): 3 clusters Score: Raw -117415.185517 + Penalty 677.461480 = -116737.724037 nChanged 33 SP:Iteration 11Q (189.847926 sec): 3 clusters Score: Raw -117434.621445 + Penalty 684.245766 = -116750.375679 nChanged 20 SP:Iteration 12Q (189.851227 sec): 3 clusters Score: Raw -117444.534598 + Penalty 689.640629 = -116754.893969 nChanged 16 SP:Iteration 13Q (189.854513 sec): 3 clusters Score: Raw -117454.576676 + Penalty 694.087534 = -116760.489142 nChanged 15 SP:Iteration 14Q (189.857772 sec): 3 clusters Score: Raw -117463.269863 + Penalty 691.951488 = -116771.318374 nChanged 13 SP:Iteration 15Q (189.861015 sec): 3 clusters Score: Raw -117470.097201 + Penalty 694.848633 = -116775.248568 nChanged 7 SP:Iteration 16Q (189.864233 sec): 3 clusters Score: Raw -117474.672938 + Penalty 697.720605 = -116776.952333 nChanged 6 SP:Iteration 17Q (189.867440 sec): 3 clusters Score: Raw -117481.186633 + Penalty 698.034477 = -116783.152156 nChanged 3 SP:Iteration 18Q (189.870632 sec): 3 clusters Score: Raw -117484.517251 + Penalty 697.658416 = -116786.858835 nChanged 3 SP:Iteration 19Q (189.873848 sec): 3 clusters Score: Raw -117485.332895 + Penalty 697.658416 = -116787.674479 nChanged 0 SP:Iteration 20F (189.877845 sec): 3 clusters Score: Raw -117485.332895 + Penalty 697.658416 = -116787.674479 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 10 (502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.881216 sec): 2 clusters Score: Raw -25829.379511 + Penalty 138.934213 = -25690.445298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.882316 sec): 3 clusters Score: Raw -25559.149331 + Penalty 301.838283 = -25257.311048 nChanged 191 SP:Iteration 1F (189.883397 sec): 3 clusters Score: Raw -25743.669800 + Penalty 329.405060 = -25414.264739 nChanged 57 SP:Iteration 2F (189.884469 sec): 3 clusters Score: Raw -25799.165930 + Penalty 359.655855 = -25439.510075 nChanged 32 SP:Iteration 3F (189.885538 sec): 3 clusters Score: Raw -25839.573123 + Penalty 384.902458 = -25454.670665 nChanged 18 SP:Iteration 4Q (189.886597 sec): 3 clusters Score: Raw -25862.788712 + Penalty 416.442625 = -25446.346087 nChanged 16 SP:Iteration 5F (189.887672 sec): 3 clusters Score: Raw -25881.814239 + Penalty 451.508039 = -25430.306200 nChanged 13 SP:Iteration 6F (189.888741 sec): 3 clusters Score: Raw -25898.984979 + Penalty 468.131178 = -25430.853802 nChanged 5 SP:Iteration 7Q (189.889741 sec): 3 clusters Score: Raw -25902.626859 + Penalty 474.176041 = -25428.450818 nChanged 3 SP:Iteration 8F (189.890809 sec): 3 clusters Score: Raw -25904.080652 + Penalty 478.164246 = -25425.916406 nChanged 3 SP:Iteration 9F (189.891878 sec): 3 clusters Score: Raw -25905.922082 + Penalty 484.000025 = -25421.922058 nChanged 2 SP:Iteration 10F (189.892982 sec): 3 clusters Score: Raw -25906.733702 + Penalty 496.580640 = -25410.153062 nChanged 3 SP:Iteration 11F (189.894058 sec): 3 clusters Score: Raw -25908.386694 + Penalty 498.575677 = -25409.811017 nChanged 1 SP:Iteration 12F (189.895126 sec): 3 clusters Score: Raw -25909.618984 + Penalty 491.463866 = -25418.155118 nChanged 2 SP:Iteration 13Q (189.896107 sec): 3 clusters Score: Raw -25912.355678 + Penalty 491.463866 = -25420.891812 nChanged 0 SP:Iteration 14F (189.897176 sec): 3 clusters Score: Raw -25912.355678 + Penalty 491.463866 = -25420.891812 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 11 (1736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.902798 sec): 2 clusters Score: Raw -95176.303644 + Penalty 103.686780 = -95072.616863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.906017 sec): 3 clusters Score: Raw -94072.614619 + Penalty 215.417841 = -93857.196777 nChanged 789 SP:Iteration 1F (189.909177 sec): 3 clusters Score: Raw -94722.324075 + Penalty 238.056839 = -94484.267236 nChanged 259 SP:Iteration 2F (189.912326 sec): 3 clusters Score: Raw -95031.148145 + Penalty 274.925370 = -94756.222774 nChanged 99 SP:Iteration 3F (189.915481 sec): 3 clusters Score: Raw -95187.845366 + Penalty 273.742810 = -94914.102556 nChanged 23 SP:Iteration 4Q (189.918110 sec): 3 clusters Score: Raw -95200.324228 + Penalty 272.362251 = -94927.961978 nChanged 11 SP:Iteration 5Q (189.920704 sec): 3 clusters Score: Raw -95206.623465 + Penalty 265.743113 = -94940.880352 nChanged 8 SP:Iteration 6Q (189.923289 sec): 3 clusters Score: Raw -95210.118372 + Penalty 264.166410 = -94945.951962 nChanged 3 SP:Iteration 7Q (189.925863 sec): 3 clusters Score: Raw -95211.819584 + Penalty 262.594364 = -94949.225220 nChanged 3 SP:Iteration 8Q (189.928437 sec): 3 clusters Score: Raw -95212.326212 + Penalty 263.574485 = -94948.751727 nChanged 1 SP:Iteration 9F (189.931582 sec): 3 clusters Score: Raw -95212.350962 + Penalty 263.574485 = -94948.776477 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 12 (712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.936909 sec): 2 clusters Score: Raw -38342.960338 + Penalty 208.644011 = -38134.316327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.938395 sec): 3 clusters Score: Raw -37955.255622 + Penalty 433.158849 = -37522.096773 nChanged 268 SP:Iteration 1F (189.939834 sec): 3 clusters Score: Raw -38219.412146 + Penalty 443.744084 = -37775.668062 nChanged 81 SP:Iteration 2F (189.941265 sec): 3 clusters Score: Raw -38313.549240 + Penalty 447.047903 = -37866.501337 nChanged 46 SP:Iteration 3F (189.942705 sec): 3 clusters Score: Raw -38362.431455 + Penalty 444.792801 = -37917.638654 nChanged 21 SP:Iteration 4Q (189.944073 sec): 3 clusters Score: Raw -38373.139113 + Penalty 443.577440 = -37929.561673 nChanged 7 SP:Iteration 5Q (189.945417 sec): 3 clusters Score: Raw -38384.859283 + Penalty 443.537390 = -37941.321893 nChanged 4 SP:Iteration 6Q (189.946755 sec): 3 clusters Score: Raw -38387.088143 + Penalty 443.993904 = -37943.094239 nChanged 5 SP:Iteration 7Q (189.948096 sec): 3 clusters Score: Raw -38387.760159 + Penalty 443.660162 = -37944.099998 nChanged 1 SP:Iteration 8Q (189.949430 sec): 3 clusters Score: Raw -38387.976142 + Penalty 443.256477 = -37944.719665 nChanged 2 SP:Iteration 9Q (189.950769 sec): 3 clusters Score: Raw -38388.194128 + Penalty 442.590986 = -37945.603142 nChanged 2 SP:Iteration 10F (189.952216 sec): 3 clusters Score: Raw -38388.350351 + Penalty 442.590986 = -37945.759365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 13 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.954182 sec): 2 clusters Score: Raw -13158.413366 + Penalty 573.668313 = -12584.745053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.954955 sec): 3 clusters Score: Raw -13137.641573 + Penalty 1163.801218 = -11973.840355 nChanged 83 SP:Iteration 1F (189.955747 sec): 3 clusters Score: Raw -13280.728366 + Penalty 1180.666554 = -12100.061812 nChanged 28 SP:Iteration 2F (189.956503 sec): 3 clusters Score: Raw -13335.592560 + Penalty 1183.748679 = -12151.843880 nChanged 9 SP:Iteration 3Q (189.957229 sec): 3 clusters Score: Raw -13362.636685 + Penalty 1184.217956 = -12178.418728 nChanged 6 SP:Iteration 4Q (189.957941 sec): 3 clusters Score: Raw -13376.686932 + Penalty 1188.720893 = -12187.966039 nChanged 4 SP:Iteration 5Q (189.958648 sec): 3 clusters Score: Raw -13397.339595 + Penalty 1194.444132 = -12202.895463 nChanged 7 SP:Iteration 6Q (189.959348 sec): 3 clusters Score: Raw -13415.034538 + Penalty 1196.154526 = -12218.880012 nChanged 4 SP:Iteration 7Q (189.960041 sec): 3 clusters Score: Raw -13419.908584 + Penalty 1195.768891 = -12224.139694 nChanged 1 SP:Iteration 8Q (189.960733 sec): 3 clusters Score: Raw -13421.048664 + Penalty 1199.482907 = -12221.565757 nChanged 2 SP:Iteration 9F (189.961486 sec): 3 clusters Score: Raw -13425.459000 + Penalty 1199.908207 = -12225.550793 nChanged 2 SP:Iteration 10F (189.962238 sec): 3 clusters Score: Raw -13436.065296 + Penalty 1202.279489 = -12233.785807 nChanged 2 SP:Iteration 11Q (189.962933 sec): 3 clusters Score: Raw -13439.075259 + Penalty 1202.279489 = -12236.795770 nChanged 0 SP:Iteration 12F (189.963686 sec): 3 clusters Score: Raw -13439.075259 + Penalty 1202.279489 = -12236.795770 nChanged 0 Memory request: 0.10 GB would take us to total of 0.55 GB. Trying to split cluster 14 (21605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (190.067086 sec): 2 clusters Score: Raw -1124636.864157 + Penalty 243.475986 = -1124393.388170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (190.107796 sec): 3 clusters Score: Raw -1110085.696147 + Penalty 502.533188 = -1109583.162959 nChanged 10237 SP:Iteration 1F (190.147745 sec): 3 clusters Score: Raw -1116518.169587 + Penalty 530.864727 = -1115987.304860 nChanged 3198 SP:Iteration 2F (190.187760 sec): 3 clusters Score: Raw -1118794.293333 + Penalty 560.124980 = -1118234.168353 nChanged 1987 SP:Iteration 3F (190.227740 sec): 3 clusters Score: Raw -1120432.748100 + Penalty 587.598149 = -1119845.149951 nChanged 1536 SP:Iteration 4F (190.267577 sec): 3 clusters Score: Raw -1121857.972033 + Penalty 591.754377 = -1121266.217656 nChanged 977 SP:Iteration 5Q (190.309295 sec): 3 clusters Score: Raw -1122808.177103 + Penalty 577.260699 = -1122230.916404 nChanged 605 SP:Iteration 6Q (190.348088 sec): 3 clusters Score: Raw -1123623.809003 + Penalty 556.678692 = -1123067.130311 nChanged 296 SP:Iteration 7Q (190.383398 sec): 3 clusters Score: Raw -1124064.413551 + Penalty 538.630709 = -1123525.782842 nChanged 183 SP:Iteration 8Q (190.417334 sec): 3 clusters Score: Raw -1124279.293273 + Penalty 522.022670 = -1123757.270603 nChanged 132 SP:Iteration 9Q (190.450907 sec): 3 clusters Score: Raw -1124397.064473 + Penalty 508.896442 = -1123888.168031 nChanged 94 SP:Iteration 10F (190.490509 sec): 3 clusters Score: Raw -1124457.089151 + Penalty 495.738833 = -1123961.350317 nChanged 90 SP:Iteration 11Q (190.523939 sec): 3 clusters Score: Raw -1124505.182576 + Penalty 484.920529 = -1124020.262047 nChanged 63 SP:Iteration 12Q (190.556878 sec): 3 clusters Score: Raw -1124537.984326 + Penalty 476.106929 = -1124061.877397 nChanged 59 SP:Iteration 13Q (190.589731 sec): 3 clusters Score: Raw -1124560.071604 + Penalty 468.865067 = -1124091.206537 nChanged 58 SP:Iteration 14Q (190.622512 sec): 3 clusters Score: Raw -1124579.830139 + Penalty 462.234859 = -1124117.595279 nChanged 53 SP:Iteration 15Q (190.655169 sec): 3 clusters Score: Raw -1124591.529041 + Penalty 458.001679 = -1124133.527362 nChanged 46 SP:Iteration 16Q (190.688309 sec): 3 clusters Score: Raw -1124601.569651 + Penalty 455.427379 = -1124146.142272 nChanged 35 SP:Iteration 17Q (190.721218 sec): 3 clusters Score: Raw -1124606.612367 + Penalty 453.256560 = -1124153.355807 nChanged 27 SP:Iteration 18Q (190.753704 sec): 3 clusters Score: Raw -1124609.692987 + Penalty 453.500370 = -1124156.192617 nChanged 24 SP:Iteration 19Q (190.786141 sec): 3 clusters Score: Raw -1124612.235908 + Penalty 451.563009 = -1124160.672899 nChanged 20 SP:Iteration 20F (190.825657 sec): 3 clusters Score: Raw -1124614.856245 + Penalty 451.108788 = -1124163.747456 nChanged 17 SP:Iteration 21Q (190.858050 sec): 3 clusters Score: Raw -1124616.623678 + Penalty 449.723886 = -1124166.899792 nChanged 15 SP:Iteration 22Q (190.890477 sec): 3 clusters Score: Raw -1124618.125375 + Penalty 449.069558 = -1124169.055817 nChanged 7 SP:Iteration 23Q (190.923354 sec): 3 clusters Score: Raw -1124618.493776 + Penalty 448.313542 = -1124170.180234 nChanged 6 SP:Iteration 24Q (190.955641 sec): 3 clusters Score: Raw -1124618.938885 + Penalty 448.157775 = -1124170.781110 nChanged 7 SP:Iteration 25Q (190.987938 sec): 3 clusters Score: Raw -1124619.235968 + Penalty 447.936778 = -1124171.299190 nChanged 4 SP:Iteration 26Q (191.020389 sec): 3 clusters Score: Raw -1124619.487767 + Penalty 447.899407 = -1124171.588360 nChanged 3 SP:Iteration 27Q (191.052733 sec): 3 clusters Score: Raw -1124619.575410 + Penalty 448.090255 = -1124171.485156 nChanged 2 SP:Iteration 28F (191.092117 sec): 3 clusters Score: Raw -1124619.622278 + Penalty 448.359617 = -1124171.262662 nChanged 3 SP:Iteration 29F (191.131794 sec): 3 clusters Score: Raw -1124619.722256 + Penalty 448.837366 = -1124170.884890 nChanged 7 SP:Iteration 30F (191.171307 sec): 3 clusters Score: Raw -1124619.946646 + Penalty 449.097757 = -1124170.848889 nChanged 2 SP:Iteration 31F (191.210916 sec): 3 clusters Score: Raw -1124619.992644 + Penalty 449.455680 = -1124170.536964 nChanged 5 SP:Iteration 32F (191.250386 sec): 3 clusters Score: Raw -1124620.202234 + Penalty 449.932302 = -1124170.269932 nChanged 5 SP:Iteration 33F (191.289768 sec): 3 clusters Score: Raw -1124620.408812 + Penalty 449.903308 = -1124170.505504 nChanged 5 SP:Iteration 34Q (191.322366 sec): 3 clusters Score: Raw -1124620.534534 + Penalty 449.948831 = -1124170.585703 nChanged 5 SP:Iteration 35Q (191.354624 sec): 3 clusters Score: Raw -1124620.758927 + Penalty 450.029214 = -1124170.729713 nChanged 8 SP:Iteration 36Q (191.388902 sec): 3 clusters Score: Raw -1124621.152007 + Penalty 449.545062 = -1124171.606945 nChanged 5 SP:Iteration 37Q (191.423085 sec): 3 clusters Score: Raw -1124621.327722 + Penalty 449.843927 = -1124171.483795 nChanged 8 SP:Iteration 38F (191.462909 sec): 3 clusters Score: Raw -1124621.705227 + Penalty 450.144600 = -1124171.560627 nChanged 9 SP:Iteration 39Q (191.495306 sec): 3 clusters Score: Raw -1124622.226716 + Penalty 450.550153 = -1124171.676562 nChanged 7 SP:Iteration 40F (191.535291 sec): 3 clusters Score: Raw -1124622.638093 + Penalty 450.704514 = -1124171.933579 nChanged 8 SP:Iteration 41Q (191.567536 sec): 3 clusters Score: Raw -1124623.145090 + Penalty 451.473777 = -1124171.671313 nChanged 8 SP:Iteration 42F (191.606972 sec): 3 clusters Score: Raw -1124623.689717 + Penalty 451.430896 = -1124172.258821 nChanged 10 SP:Iteration 43Q (191.639251 sec): 3 clusters Score: Raw -1124624.278624 + Penalty 451.581264 = -1124172.697359 nChanged 6 SP:Iteration 44Q (191.671497 sec): 3 clusters Score: Raw -1124624.822782 + Penalty 451.092486 = -1124173.730297 nChanged 5 SP:Iteration 45Q (191.704188 sec): 3 clusters Score: Raw -1124625.275654 + Penalty 449.420617 = -1124175.855037 nChanged 9 SP:Iteration 46Q (191.736618 sec): 3 clusters Score: Raw -1124626.086063 + Penalty 447.430873 = -1124178.655191 nChanged 10 SP:Iteration 47Q (191.768690 sec): 3 clusters Score: Raw -1124626.917449 + Penalty 446.062395 = -1124180.855054 nChanged 5 SP:Iteration 48Q (191.800764 sec): 3 clusters Score: Raw -1124627.775793 + Penalty 445.644014 = -1124182.131779 nChanged 5 SP:Iteration 49Q (191.833089 sec): 3 clusters Score: Raw -1124627.991542 + Penalty 445.469464 = -1124182.522078 nChanged 1 SP:Iteration 50F (191.872491 sec): 3 clusters Score: Raw -1124628.024171 + Penalty 445.469464 = -1124182.554707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 15 (270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.887394 sec): 2 clusters Score: Raw -12044.885054 + Penalty 365.531240 = -11679.353814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.888083 sec): 3 clusters Score: Raw -11993.318808 + Penalty 731.161271 = -11262.157537 nChanged 68 SP:Iteration 1F (191.888755 sec): 3 clusters Score: Raw -12149.091877 + Penalty 734.275601 = -11414.816276 nChanged 34 SP:Iteration 2F (191.889427 sec): 3 clusters Score: Raw -12240.279167 + Penalty 736.036562 = -11504.242605 nChanged 15 SP:Iteration 3F (191.890099 sec): 3 clusters Score: Raw -12280.755148 + Penalty 737.070513 = -11543.684635 nChanged 4 SP:Iteration 4Q (191.890708 sec): 3 clusters Score: Raw -12287.651460 + Penalty 735.927146 = -11551.724314 nChanged 2 SP:Iteration 5Q (191.891313 sec): 3 clusters Score: Raw -12294.397129 + Penalty 733.609930 = -11560.787198 nChanged 5 SP:Iteration 6Q (191.891917 sec): 3 clusters Score: Raw -12304.399811 + Penalty 732.239100 = -11572.160711 nChanged 2 SP:Iteration 7Q (191.892521 sec): 3 clusters Score: Raw -12308.979708 + Penalty 731.062480 = -11577.917228 nChanged 2 SP:Iteration 8Q (191.893119 sec): 3 clusters Score: Raw -12311.769681 + Penalty 729.797947 = -11581.971734 nChanged 2 SP:Iteration 9Q (191.893723 sec): 3 clusters Score: Raw -12315.863949 + Penalty 729.797947 = -11586.066001 nChanged 0 SP:Iteration 10F (191.894393 sec): 3 clusters Score: Raw -12315.863949 + Penalty 729.797947 = -11586.066001 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 19 (980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.898795 sec): 2 clusters Score: Raw -50251.619841 + Penalty 223.650402 = -50027.969438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.900714 sec): 3 clusters Score: Raw -49699.523533 + Penalty 453.542282 = -49245.981251 nChanged 389 SP:Iteration 1F (191.902588 sec): 3 clusters Score: Raw -50015.644708 + Penalty 470.842478 = -49544.802231 nChanged 116 SP:Iteration 2F (191.904463 sec): 3 clusters Score: Raw -50122.066592 + Penalty 490.686073 = -49631.380518 nChanged 52 SP:Iteration 3F (191.906336 sec): 3 clusters Score: Raw -50179.485620 + Penalty 500.708801 = -49678.776818 nChanged 25 SP:Iteration 4Q (191.908158 sec): 3 clusters Score: Raw -50208.682437 + Penalty 502.204690 = -49706.477747 nChanged 21 SP:Iteration 5Q (191.909960 sec): 3 clusters Score: Raw -50238.081304 + Penalty 511.320210 = -49726.761094 nChanged 16 SP:Iteration 6Q (191.911728 sec): 3 clusters Score: Raw -50275.071844 + Penalty 516.796735 = -49758.275109 nChanged 12 SP:Iteration 7Q (191.913445 sec): 3 clusters Score: Raw -50298.379326 + Penalty 523.799269 = -49774.580057 nChanged 8 SP:Iteration 8Q (191.915115 sec): 3 clusters Score: Raw -50303.300980 + Penalty 524.008787 = -49779.292193 nChanged 2 SP:Iteration 9Q (191.916804 sec): 3 clusters Score: Raw -50304.481062 + Penalty 524.085484 = -49780.395578 nChanged 4 SP:Iteration 10F (191.918710 sec): 3 clusters Score: Raw -50306.412793 + Penalty 525.311389 = -49781.101404 nChanged 1 SP:Iteration 11Q (191.920403 sec): 3 clusters Score: Raw -50306.578680 + Penalty 525.311389 = -49781.267291 nChanged 0 SP:Iteration 12F (191.922274 sec): 3 clusters Score: Raw -50306.578680 + Penalty 525.311389 = -49781.267291 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 21 (775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.932168 sec): 2 clusters Score: Raw -41961.236459 + Penalty 752.546789 = -41208.689670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.933742 sec): 3 clusters Score: Raw -41608.530591 + Penalty 1502.983412 = -40105.547180 nChanged 234 SP:Iteration 1F (191.935282 sec): 3 clusters Score: Raw -41768.790738 + Penalty 1500.619002 = -40268.171736 nChanged 68 SP:Iteration 2F (191.936834 sec): 3 clusters Score: Raw -41835.551966 + Penalty 1500.205165 = -40335.346801 nChanged 39 SP:Iteration 3F (191.938382 sec): 3 clusters Score: Raw -41868.389105 + Penalty 1500.296461 = -40368.092644 nChanged 34 SP:Iteration 4Q (191.939913 sec): 3 clusters Score: Raw -41900.989803 + Penalty 1501.259659 = -40399.730144 nChanged 25 SP:Iteration 5Q (191.941430 sec): 3 clusters Score: Raw -41924.153248 + Penalty 1501.164304 = -40422.988943 nChanged 18 SP:Iteration 6Q (191.942932 sec): 3 clusters Score: Raw -41944.501154 + Penalty 1501.354212 = -40443.146943 nChanged 13 SP:Iteration 7Q (191.944480 sec): 3 clusters Score: Raw -41957.645648 + Penalty 1501.206261 = -40456.439387 nChanged 9 SP:Iteration 8Q (191.946004 sec): 3 clusters Score: Raw -41963.984076 + Penalty 1500.748929 = -40463.235147 nChanged 5 SP:Iteration 9Q (191.947517 sec): 3 clusters Score: Raw -41966.211502 + Penalty 1500.034739 = -40466.176764 nChanged 5 SP:Iteration 10F (191.949031 sec): 3 clusters Score: Raw -41970.813862 + Penalty 1499.336709 = -40471.477153 nChanged 8 SP:Iteration 11Q (191.950573 sec): 3 clusters Score: Raw -41975.598147 + Penalty 1498.887237 = -40476.710910 nChanged 5 SP:Iteration 12Q (191.952091 sec): 3 clusters Score: Raw -41978.196754 + Penalty 1498.678705 = -40479.518048 nChanged 6 SP:Iteration 13Q (191.953602 sec): 3 clusters Score: Raw -41980.685691 + Penalty 1498.337534 = -40482.348157 nChanged 4 SP:Iteration 14Q (191.955094 sec): 3 clusters Score: Raw -41982.451203 + Penalty 1498.010251 = -40484.440952 nChanged 2 SP:Iteration 15Q (191.956630 sec): 3 clusters Score: Raw -41986.173141 + Penalty 1497.817671 = -40488.355470 nChanged 2 SP:Iteration 16Q (191.958145 sec): 3 clusters Score: Raw -41987.999315 + Penalty 1497.699214 = -40490.300101 nChanged 2 SP:Iteration 17Q (191.959640 sec): 3 clusters Score: Raw -41988.873709 + Penalty 1497.439682 = -40491.434027 nChanged 1 SP:Iteration 18Q (191.961126 sec): 3 clusters Score: Raw -41988.995036 + Penalty 1497.439682 = -40491.555354 nChanged 0 SP:Iteration 19F (191.962669 sec): 3 clusters Score: Raw -41988.995036 + Penalty 1497.439682 = -40491.555354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 24 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.963641 sec): 2 clusters Score: Raw -8935.020111 + Penalty 350.330390 = -8584.689721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.964143 sec): 3 clusters Score: Raw -8913.358229 + Penalty 709.427830 = -8203.930400 nChanged 33 SP:Iteration 1F (191.964633 sec): 3 clusters Score: Raw -8961.778851 + Penalty 722.697903 = -8239.080948 nChanged 13 SP:Iteration 2F (191.965123 sec): 3 clusters Score: Raw -8982.407134 + Penalty 727.105619 = -8255.301515 nChanged 2 SP:Iteration 3Q (191.965599 sec): 3 clusters Score: Raw -8985.793527 + Penalty 730.185448 = -8255.608078 nChanged 2 SP:Iteration 4Q (191.966077 sec): 3 clusters Score: Raw -8988.369454 + Penalty 737.187985 = -8251.181469 nChanged 3 SP:Iteration 5F (191.966566 sec): 3 clusters Score: Raw -8997.155846 + Penalty 738.221183 = -8258.934663 nChanged 2 SP:Iteration 6Q (191.967038 sec): 3 clusters Score: Raw -9001.132886 + Penalty 735.352717 = -8265.780169 nChanged 1 SP:Iteration 7Q (191.967509 sec): 3 clusters Score: Raw -9003.608689 + Penalty 732.749261 = -8270.859428 nChanged 1 SP:Iteration 8Q (191.967979 sec): 3 clusters Score: Raw -9004.601784 + Penalty 732.749261 = -8271.852523 nChanged 0 SP:Iteration 9F (191.968467 sec): 3 clusters Score: Raw -9004.601784 + Penalty 732.749261 = -8271.852523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 25 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.969392 sec): 2 clusters Score: Raw -8443.834639 + Penalty 704.882183 = -7738.952456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.969896 sec): 3 clusters Score: Raw -8541.303450 + Penalty 1395.685044 = -7145.618406 nChanged 31 SP:Iteration 1F (191.970415 sec): 3 clusters Score: Raw -8614.420950 + Penalty 1397.881536 = -7216.539414 nChanged 5 SP:Iteration 2Q (191.970877 sec): 3 clusters Score: Raw -8621.501315 + Penalty 1397.881536 = -7223.619780 nChanged 0 SP:Iteration 3F (191.971372 sec): 3 clusters Score: Raw -8621.501315 + Penalty 1397.881536 = -7223.619780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 26 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.972266 sec): 2 clusters Score: Raw -7829.548886 + Penalty 181.491031 = -7648.057855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.972755 sec): 3 clusters Score: Raw -7778.326832 + Penalty 356.854088 = -7421.472744 nChanged 47 SP:Iteration 1F (191.973238 sec): 3 clusters Score: Raw -7868.175470 + Penalty 351.337444 = -7516.838025 nChanged 26 SP:Iteration 2F (191.973717 sec): 3 clusters Score: Raw -7924.886347 + Penalty 347.605226 = -7577.281121 nChanged 12 SP:Iteration 3F (191.974198 sec): 3 clusters Score: Raw -7951.403429 + Penalty 348.019741 = -7603.383688 nChanged 1 SP:Iteration 4Q (191.974645 sec): 3 clusters Score: Raw -7951.629582 + Penalty 348.019741 = -7603.609842 nChanged 0 SP:Iteration 5F (191.975125 sec): 3 clusters Score: Raw -7951.629582 + Penalty 348.019741 = -7603.609842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 27 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.976116 sec): 2 clusters Score: Raw -6792.485006 + Penalty 685.952871 = -6106.532135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.976656 sec): 3 clusters Score: Raw -6893.853927 + Penalty 1366.733306 = -5527.120621 nChanged 31 SP:Iteration 1F (191.977182 sec): 3 clusters Score: Raw -7018.555019 + Penalty 1380.094296 = -5638.460722 nChanged 18 SP:Iteration 2F (191.977711 sec): 3 clusters Score: Raw -7089.645623 + Penalty 1395.720556 = -5693.925067 nChanged 9 SP:Iteration 3F (191.978237 sec): 3 clusters Score: Raw -7121.580953 + Penalty 1407.849098 = -5713.731855 nChanged 8 SP:Iteration 4Q (191.978711 sec): 3 clusters Score: Raw -7145.003142 + Penalty 1414.346762 = -5730.656380 nChanged 5 SP:Iteration 5Q (191.979164 sec): 3 clusters Score: Raw -7160.187436 + Penalty 1416.127575 = -5744.059861 nChanged 6 SP:Iteration 6Q (191.979618 sec): 3 clusters Score: Raw -7199.294111 + Penalty 1418.562900 = -5780.731211 nChanged 3 SP:Iteration 7Q (191.980066 sec): 3 clusters Score: Raw -7213.836695 + Penalty 1418.562900 = -5795.273796 nChanged 0 SP:Iteration 8F (191.980579 sec): 3 clusters Score: Raw -7213.836695 + Penalty 1418.562900 = -5795.273796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 29 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.981471 sec): 2 clusters Score: Raw -8719.893349 + Penalty 219.301248 = -8500.592101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.981971 sec): 3 clusters Score: Raw -8679.011254 + Penalty 438.400863 = -8240.610391 nChanged 45 SP:Iteration 1F (191.982461 sec): 3 clusters Score: Raw -8718.403797 + Penalty 438.947307 = -8279.456491 nChanged 13 SP:Iteration 2F (191.982952 sec): 3 clusters Score: Raw -8737.043102 + Penalty 441.892502 = -8295.150600 nChanged 4 SP:Iteration 3Q (191.983436 sec): 3 clusters Score: Raw -8741.847083 + Penalty 446.551793 = -8295.295290 nChanged 5 SP:Iteration 4Q (191.983915 sec): 3 clusters Score: Raw -8746.352826 + Penalty 455.200012 = -8291.152814 nChanged 7 SP:Iteration 5F (191.984405 sec): 3 clusters Score: Raw -8751.373913 + Penalty 463.942117 = -8287.431796 nChanged 6 SP:Iteration 6F (191.984896 sec): 3 clusters Score: Raw -8758.308193 + Penalty 475.129281 = -8283.178912 nChanged 6 SP:Iteration 7F (191.985385 sec): 3 clusters Score: Raw -8763.338461 + Penalty 485.042742 = -8278.295719 nChanged 6 SP:Iteration 8F (191.985874 sec): 3 clusters Score: Raw -8768.476241 + Penalty 496.681892 = -8271.794350 nChanged 4 SP:Iteration 9F (191.986387 sec): 3 clusters Score: Raw -8773.441182 + Penalty 505.814976 = -8267.626206 nChanged 4 SP:Iteration 10F (191.986876 sec): 3 clusters Score: Raw -8776.550492 + Penalty 505.743452 = -8270.807041 nChanged 1 SP:Iteration 11Q (191.987351 sec): 3 clusters Score: Raw -8777.588705 + Penalty 505.743452 = -8271.845253 nChanged 0 SP:Iteration 12F (191.987841 sec): 3 clusters Score: Raw -8777.588705 + Penalty 505.743452 = -8271.845253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 30 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.988988 sec): 2 clusters Score: Raw -10757.208578 + Penalty 168.530623 = -10588.677955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.989595 sec): 3 clusters Score: Raw -10685.266009 + Penalty 411.274299 = -10273.991710 nChanged 75 SP:Iteration 1F (191.990194 sec): 3 clusters Score: Raw -10827.788983 + Penalty 449.882571 = -10377.906413 nChanged 11 SP:Iteration 2Q (191.990776 sec): 3 clusters Score: Raw -10847.631742 + Penalty 456.476343 = -10391.155400 nChanged 3 SP:Iteration 3Q (191.991333 sec): 3 clusters Score: Raw -10853.590784 + Penalty 460.097334 = -10393.493449 nChanged 1 SP:Iteration 4Q (191.991883 sec): 3 clusters Score: Raw -10856.445776 + Penalty 460.097334 = -10396.348442 nChanged 0 SP:Iteration 5F (191.992481 sec): 3 clusters Score: Raw -10856.445776 + Penalty 460.097334 = -10396.348442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 32 (442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.995160 sec): 2 clusters Score: Raw -23731.099205 + Penalty 453.196709 = -23277.902496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.996184 sec): 3 clusters Score: Raw -23524.759229 + Penalty 908.895358 = -22615.863871 nChanged 129 SP:Iteration 1F (191.997155 sec): 3 clusters Score: Raw -23631.647748 + Penalty 920.316064 = -22711.331684 nChanged 49 SP:Iteration 2F (191.998123 sec): 3 clusters Score: Raw -23691.091754 + Penalty 929.804951 = -22761.286802 nChanged 27 SP:Iteration 3F (191.999089 sec): 3 clusters Score: Raw -23734.199604 + Penalty 933.634358 = -22800.565246 nChanged 11 SP:Iteration 4Q (192.000046 sec): 3 clusters Score: Raw -23744.687232 + Penalty 933.499786 = -22811.187446 nChanged 7 SP:Iteration 5Q (192.000997 sec): 3 clusters Score: Raw -23753.210165 + Penalty 935.667889 = -22817.542276 nChanged 7 SP:Iteration 6Q (192.001942 sec): 3 clusters Score: Raw -23763.130169 + Penalty 936.313000 = -22826.817169 nChanged 6 SP:Iteration 7Q (192.002883 sec): 3 clusters Score: Raw -23767.740451 + Penalty 934.358547 = -22833.381904 nChanged 6 SP:Iteration 8Q (192.003825 sec): 3 clusters Score: Raw -23773.782350 + Penalty 931.222369 = -22842.559980 nChanged 3 SP:Iteration 9Q (192.004760 sec): 3 clusters Score: Raw -23777.165469 + Penalty 929.522549 = -22847.642920 nChanged 2 SP:Iteration 10F (192.005725 sec): 3 clusters Score: Raw -23779.007370 + Penalty 929.335360 = -22849.672010 nChanged 1 SP:Iteration 11Q (192.006652 sec): 3 clusters Score: Raw -23781.791831 + Penalty 928.804128 = -22852.987703 nChanged 1 SP:Iteration 12Q (192.007585 sec): 3 clusters Score: Raw -23782.282503 + Penalty 927.150828 = -22855.131675 nChanged 1 SP:Iteration 13Q (192.008514 sec): 3 clusters Score: Raw -23782.507698 + Penalty 925.872008 = -22856.635690 nChanged 1 SP:Iteration 14Q (192.009441 sec): 3 clusters Score: Raw -23784.184623 + Penalty 927.262166 = -22856.922457 nChanged 1 SP:Iteration 15Q (192.010367 sec): 3 clusters Score: Raw -23786.290905 + Penalty 926.952376 = -22859.338530 nChanged 1 SP:Iteration 16Q (192.011296 sec): 3 clusters Score: Raw -23786.895939 + Penalty 927.470740 = -22859.425199 nChanged 1 SP:Iteration 17Q (192.012222 sec): 3 clusters Score: Raw -23787.625574 + Penalty 926.771106 = -22860.854468 nChanged 1 SP:Iteration 18Q (192.013153 sec): 3 clusters Score: Raw -23788.019696 + Penalty 926.730462 = -22861.289234 nChanged 1 SP:Iteration 19Q (192.014115 sec): 3 clusters Score: Raw -23788.477006 + Penalty 926.803595 = -22861.673411 nChanged 2 SP:Iteration 20F (192.015079 sec): 3 clusters Score: Raw -23789.182036 + Penalty 926.551872 = -22862.630164 nChanged 2 SP:Iteration 21Q (192.016008 sec): 3 clusters Score: Raw -23794.095080 + Penalty 926.501596 = -22867.593484 nChanged 3 SP:Iteration 22Q (192.016933 sec): 3 clusters Score: Raw -23795.612488 + Penalty 926.019453 = -22869.593034 nChanged 3 SP:Iteration 23Q (192.017853 sec): 3 clusters Score: Raw -23799.601423 + Penalty 926.148885 = -22873.452538 nChanged 4 SP:Iteration 24Q (192.018769 sec): 3 clusters Score: Raw -23804.620867 + Penalty 922.721486 = -22881.899381 nChanged 6 SP:Iteration 25Q (192.019683 sec): 3 clusters Score: Raw -23810.901226 + Penalty 917.577804 = -22893.323421 nChanged 8 SP:Iteration 26Q (192.020590 sec): 3 clusters Score: Raw -23822.615438 + Penalty 915.872128 = -22906.743311 nChanged 8 SP:Iteration 27Q (192.021486 sec): 3 clusters Score: Raw -23833.413372 + Penalty 913.632463 = -22919.780909 nChanged 12 SP:Iteration 28Q (192.022376 sec): 3 clusters Score: Raw -23856.420447 + Penalty 913.788200 = -22942.632247 nChanged 23 SP:Iteration 29F (192.023365 sec): 3 clusters Score: Raw -23915.247912 + Penalty 912.556287 = -23002.691624 nChanged 11 SP:Iteration 30F (192.024332 sec): 3 clusters Score: Raw -23934.401353 + Penalty 912.469234 = -23021.932119 nChanged 6 SP:Iteration 31Q (192.025182 sec): 3 clusters Score: Raw -23945.198406 + Penalty 911.727354 = -23033.471052 nChanged 4 SP:Iteration 32Q (192.026023 sec): 3 clusters Score: Raw -23949.544570 + Penalty 911.118428 = -23038.426142 nChanged 3 SP:Iteration 33Q (192.026865 sec): 3 clusters Score: Raw -23951.628223 + Penalty 910.686548 = -23040.941675 nChanged 1 SP:Iteration 34Q (192.027701 sec): 3 clusters Score: Raw -23952.749188 + Penalty 910.686548 = -23042.062640 nChanged 0 SP:Iteration 35F (192.028667 sec): 3 clusters Score: Raw -23952.749188 + Penalty 910.686548 = -23042.062640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 35 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.030486 sec): 2 clusters Score: Raw -13917.450107 + Penalty 803.349240 = -13114.100866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.031233 sec): 3 clusters Score: Raw -13975.378318 + Penalty 1606.697628 = -12368.680691 nChanged 76 SP:Iteration 1F (192.031968 sec): 3 clusters Score: Raw -14120.871862 + Penalty 1606.366551 = -12514.505311 nChanged 33 SP:Iteration 2F (192.032700 sec): 3 clusters Score: Raw -14242.082396 + Penalty 1605.790649 = -12636.291747 nChanged 19 SP:Iteration 3F (192.033434 sec): 3 clusters Score: Raw -14312.103081 + Penalty 1606.821358 = -12705.281724 nChanged 13 SP:Iteration 4Q (192.034106 sec): 3 clusters Score: Raw -14386.945623 + Penalty 1606.662853 = -12780.282770 nChanged 11 SP:Iteration 5Q (192.034762 sec): 3 clusters Score: Raw -14436.395070 + Penalty 1606.275944 = -12830.119126 nChanged 10 SP:Iteration 6Q (192.035406 sec): 3 clusters Score: Raw -14496.328088 + Penalty 1606.556780 = -12889.771308 nChanged 6 SP:Iteration 7Q (192.036036 sec): 3 clusters Score: Raw -14534.492345 + Penalty 1605.355142 = -12929.137203 nChanged 3 SP:Iteration 8Q (192.036660 sec): 3 clusters Score: Raw -14549.693485 + Penalty 1605.259234 = -12944.434252 nChanged 2 SP:Iteration 9Q (192.037281 sec): 3 clusters Score: Raw -14560.921361 + Penalty 1605.058147 = -12955.863214 nChanged 2 SP:Iteration 10F (192.038012 sec): 3 clusters Score: Raw -14566.575637 + Penalty 1605.058147 = -12961.517490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 36 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.041246 sec): 2 clusters Score: Raw -24650.464993 + Penalty 242.216595 = -24408.248398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.042323 sec): 3 clusters Score: Raw -24426.776608 + Penalty 495.239083 = -23931.537525 nChanged 173 SP:Iteration 1F (192.043417 sec): 3 clusters Score: Raw -24587.624204 + Penalty 525.340436 = -24062.283768 nChanged 67 SP:Iteration 2F (192.044474 sec): 3 clusters Score: Raw -24671.786663 + Penalty 550.942215 = -24120.844449 nChanged 27 SP:Iteration 3F (192.045528 sec): 3 clusters Score: Raw -24708.228037 + Penalty 569.072766 = -24139.155271 nChanged 12 SP:Iteration 4Q (192.046581 sec): 3 clusters Score: Raw -24723.237271 + Penalty 575.700430 = -24147.536841 nChanged 10 SP:Iteration 5Q (192.047624 sec): 3 clusters Score: Raw -24731.685860 + Penalty 576.652138 = -24155.033722 nChanged 2 SP:Iteration 6Q (192.048661 sec): 3 clusters Score: Raw -24732.694844 + Penalty 581.936265 = -24150.758578 nChanged 2 SP:Iteration 7F (192.049714 sec): 3 clusters Score: Raw -24738.738620 + Penalty 598.941183 = -24139.797438 nChanged 4 SP:Iteration 8F (192.050765 sec): 3 clusters Score: Raw -24747.048131 + Penalty 609.001218 = -24138.046913 nChanged 5 SP:Iteration 9F (192.051817 sec): 3 clusters Score: Raw -24754.633858 + Penalty 616.380895 = -24138.252963 nChanged 2 SP:Iteration 10F (192.052870 sec): 3 clusters Score: Raw -24757.741593 + Penalty 624.032925 = -24133.708668 nChanged 2 SP:Iteration 11F (192.053926 sec): 3 clusters Score: Raw -24758.818398 + Penalty 624.031748 = -24134.786650 nChanged 1 SP:Iteration 12Q (192.054921 sec): 3 clusters Score: Raw -24759.637494 + Penalty 628.369372 = -24131.268122 nChanged 1 SP:Iteration 13F (192.055973 sec): 3 clusters Score: Raw -24760.265524 + Penalty 629.357553 = -24130.907971 nChanged 1 SP:Iteration 14F (192.057024 sec): 3 clusters Score: Raw -24760.716537 + Penalty 635.305570 = -24125.410968 nChanged 1 SP:Iteration 15F (192.058075 sec): 3 clusters Score: Raw -24764.865504 + Penalty 642.540687 = -24122.324816 nChanged 2 SP:Iteration 16F (192.059127 sec): 3 clusters Score: Raw -24780.087031 + Penalty 651.768205 = -24128.318826 nChanged 2 SP:Iteration 17Q (192.060113 sec): 3 clusters Score: Raw -24784.330843 + Penalty 659.496758 = -24124.834086 nChanged 3 SP:Iteration 18F (192.061167 sec): 3 clusters Score: Raw -24788.144372 + Penalty 664.553404 = -24123.590968 nChanged 1 SP:Iteration 19F (192.062217 sec): 3 clusters Score: Raw -24788.822813 + Penalty 664.553404 = -24124.269408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 38 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.064004 sec): 2 clusters Score: Raw -9417.840529 + Penalty 530.474366 = -8887.366163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.064524 sec): 3 clusters Score: Raw -9431.307036 + Penalty 1061.461505 = -8369.845531 nChanged 29 SP:Iteration 1F (192.065035 sec): 3 clusters Score: Raw -9481.022027 + Penalty 1063.200848 = -8417.821179 nChanged 9 SP:Iteration 2F (192.065544 sec): 3 clusters Score: Raw -9495.798482 + Penalty 1064.601813 = -8431.196669 nChanged 4 SP:Iteration 3Q (192.066031 sec): 3 clusters Score: Raw -9508.021608 + Penalty 1064.667473 = -8443.354135 nChanged 4 SP:Iteration 4Q (192.066516 sec): 3 clusters Score: Raw -9515.238185 + Penalty 1066.081827 = -8449.156359 nChanged 3 SP:Iteration 5Q (192.066999 sec): 3 clusters Score: Raw -9520.349520 + Penalty 1066.081827 = -8454.267693 nChanged 0 SP:Iteration 6F (192.067507 sec): 3 clusters Score: Raw -9520.349520 + Penalty 1066.081827 = -8454.267693 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 40 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.068714 sec): 2 clusters Score: Raw -11439.904237 + Penalty 641.379971 = -10798.524266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.069406 sec): 3 clusters Score: Raw -11477.201224 + Penalty 1282.764743 = -10194.436481 nChanged 76 SP:Iteration 1F (192.070084 sec): 3 clusters Score: Raw -11630.766470 + Penalty 1283.456551 = -10347.309919 nChanged 24 SP:Iteration 2F (192.070790 sec): 3 clusters Score: Raw -11674.797707 + Penalty 1284.078191 = -10390.719516 nChanged 14 SP:Iteration 3F (192.071467 sec): 3 clusters Score: Raw -11731.212764 + Penalty 1284.298670 = -10446.914095 nChanged 8 SP:Iteration 4Q (192.072096 sec): 3 clusters Score: Raw -11760.663995 + Penalty 1284.709888 = -10475.954107 nChanged 10 SP:Iteration 5Q (192.072718 sec): 3 clusters Score: Raw -11813.059077 + Penalty 1286.545818 = -10526.513259 nChanged 6 SP:Iteration 6Q (192.073340 sec): 3 clusters Score: Raw -11827.948775 + Penalty 1287.221158 = -10540.727617 nChanged 3 SP:Iteration 7Q (192.073945 sec): 3 clusters Score: Raw -11832.824342 + Penalty 1287.901008 = -10544.923335 nChanged 2 SP:Iteration 8Q (192.074544 sec): 3 clusters Score: Raw -11842.210626 + Penalty 1287.240270 = -10554.970355 nChanged 3 SP:Iteration 9Q (192.075143 sec): 3 clusters Score: Raw -11849.998711 + Penalty 1286.922610 = -10563.076100 nChanged 1 SP:Iteration 10F (192.075865 sec): 3 clusters Score: Raw -11853.044072 + Penalty 1286.922610 = -10566.121462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 42 (508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.078903 sec): 2 clusters Score: Raw -25716.140420 + Penalty 803.867752 = -24912.272667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.080020 sec): 3 clusters Score: Raw -25594.437274 + Penalty 1608.080696 = -23986.356578 nChanged 118 SP:Iteration 1F (192.081099 sec): 3 clusters Score: Raw -25742.685953 + Penalty 1612.110348 = -24130.575606 nChanged 47 SP:Iteration 2F (192.082176 sec): 3 clusters Score: Raw -25815.852882 + Penalty 1614.370530 = -24201.482352 nChanged 24 SP:Iteration 3Q (192.083234 sec): 3 clusters Score: Raw -25858.497572 + Penalty 1619.033672 = -24239.463900 nChanged 16 SP:Iteration 4Q (192.084283 sec): 3 clusters Score: Raw -25876.874842 + Penalty 1620.323392 = -24256.551450 nChanged 8 SP:Iteration 5Q (192.085335 sec): 3 clusters Score: Raw -25887.465848 + Penalty 1621.879831 = -24265.586018 nChanged 6 SP:Iteration 6Q (192.086379 sec): 3 clusters Score: Raw -25896.189181 + Penalty 1622.103413 = -24274.085768 nChanged 5 SP:Iteration 7Q (192.087419 sec): 3 clusters Score: Raw -25902.973956 + Penalty 1621.560599 = -24281.413357 nChanged 2 SP:Iteration 8Q (192.088458 sec): 3 clusters Score: Raw -25904.602355 + Penalty 1620.291716 = -24284.310639 nChanged 2 SP:Iteration 9Q (192.089497 sec): 3 clusters Score: Raw -25906.531969 + Penalty 1620.379625 = -24286.152344 nChanged 1 SP:Iteration 10F (192.090571 sec): 3 clusters Score: Raw -25908.079604 + Penalty 1620.379625 = -24287.699979 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 46 (770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.093550 sec): 2 clusters Score: Raw -38678.633282 + Penalty 171.782525 = -38506.850757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.095112 sec): 3 clusters Score: Raw -38269.179052 + Penalty 337.319961 = -37931.859091 nChanged 298 SP:Iteration 1F (192.096671 sec): 3 clusters Score: Raw -38589.198910 + Penalty 335.244237 = -38253.954673 nChanged 66 SP:Iteration 2F (192.098208 sec): 3 clusters Score: Raw -38659.329995 + Penalty 332.651729 = -38326.678266 nChanged 23 SP:Iteration 3Q (192.099707 sec): 3 clusters Score: Raw -38676.074257 + Penalty 334.564455 = -38341.509801 nChanged 14 SP:Iteration 4Q (192.101189 sec): 3 clusters Score: Raw -38686.277805 + Penalty 335.348710 = -38350.929095 nChanged 16 SP:Iteration 5Q (192.102699 sec): 3 clusters Score: Raw -38696.197394 + Penalty 335.832632 = -38360.364762 nChanged 14 SP:Iteration 6Q (192.104198 sec): 3 clusters Score: Raw -38703.514464 + Penalty 336.985067 = -38366.529397 nChanged 12 SP:Iteration 7Q (192.105672 sec): 3 clusters Score: Raw -38710.083779 + Penalty 338.612175 = -38371.471604 nChanged 10 SP:Iteration 8Q (192.107135 sec): 3 clusters Score: Raw -38719.346236 + Penalty 340.022204 = -38379.324032 nChanged 14 SP:Iteration 9Q (192.108657 sec): 3 clusters Score: Raw -38727.808039 + Penalty 340.733194 = -38387.074846 nChanged 8 SP:Iteration 10F (192.110190 sec): 3 clusters Score: Raw -38730.670489 + Penalty 341.207010 = -38389.463479 nChanged 5 SP:Iteration 11Q (192.111648 sec): 3 clusters Score: Raw -38733.412313 + Penalty 341.718795 = -38391.693518 nChanged 7 SP:Iteration 12Q (192.113097 sec): 3 clusters Score: Raw -38736.110526 + Penalty 342.042888 = -38394.067638 nChanged 4 SP:Iteration 13Q (192.114577 sec): 3 clusters Score: Raw -38738.155797 + Penalty 342.321064 = -38395.834733 nChanged 4 SP:Iteration 14Q (192.116047 sec): 3 clusters Score: Raw -38739.027920 + Penalty 342.365914 = -38396.662006 nChanged 1 SP:Iteration 15Q (192.117500 sec): 3 clusters Score: Raw -38739.071023 + Penalty 342.365914 = -38396.705109 nChanged 0 SP:Iteration 16F (192.119004 sec): 3 clusters Score: Raw -38739.071023 + Penalty 342.365914 = -38396.705109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 57 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.120461 sec): 2 clusters Score: Raw -16281.909337 + Penalty 560.986902 = -15720.922436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.121263 sec): 3 clusters Score: Raw -16195.548498 + Penalty 1126.533177 = -15069.015321 nChanged 82 SP:Iteration 1F (192.122055 sec): 3 clusters Score: Raw -16298.922641 + Penalty 1137.084278 = -15161.838363 nChanged 34 SP:Iteration 2F (192.122842 sec): 3 clusters Score: Raw -16351.839071 + Penalty 1141.521286 = -15210.317785 nChanged 16 SP:Iteration 3Q (192.123609 sec): 3 clusters Score: Raw -16390.571529 + Penalty 1148.674843 = -15241.896686 nChanged 14 SP:Iteration 4Q (192.124365 sec): 3 clusters Score: Raw -16431.503668 + Penalty 1149.741558 = -15281.762110 nChanged 7 SP:Iteration 5Q (192.125117 sec): 3 clusters Score: Raw -16446.869901 + Penalty 1149.964243 = -15296.905658 nChanged 8 SP:Iteration 6Q (192.125852 sec): 3 clusters Score: Raw -16460.895291 + Penalty 1147.242425 = -15313.652866 nChanged 5 SP:Iteration 7Q (192.126577 sec): 3 clusters Score: Raw -16467.059236 + Penalty 1145.778455 = -15321.280781 nChanged 1 SP:Iteration 8Q (192.127305 sec): 3 clusters Score: Raw -16468.114867 + Penalty 1145.778455 = -15322.336413 nChanged 0 SP:Iteration 9F (192.128092 sec): 3 clusters Score: Raw -16468.114867 + Penalty 1145.778455 = -15322.336413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 58 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.128981 sec): 2 clusters Score: Raw -7232.573564 + Penalty 530.100589 = -6702.472975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.129453 sec): 3 clusters Score: Raw -7244.500667 + Penalty 1062.140519 = -6182.360148 nChanged 20 SP:Iteration 1F (192.129918 sec): 3 clusters Score: Raw -7291.752824 + Penalty 1065.229150 = -6226.523674 nChanged 5 SP:Iteration 2Q (192.130358 sec): 3 clusters Score: Raw -7305.248658 + Penalty 1065.169729 = -6240.078929 nChanged 4 SP:Iteration 3Q (192.130793 sec): 3 clusters Score: Raw -7318.104876 + Penalty 1064.314986 = -6253.789890 nChanged 1 SP:Iteration 4Q (192.131223 sec): 3 clusters Score: Raw -7319.459748 + Penalty 1064.314986 = -6255.144762 nChanged 0 SP:Iteration 5F (192.131686 sec): 3 clusters Score: Raw -7319.459748 + Penalty 1064.314986 = -6255.144762 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 62 (549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.133670 sec): 2 clusters Score: Raw -26642.913793 + Penalty 542.889321 = -26100.024472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.134830 sec): 3 clusters Score: Raw -26432.358972 + Penalty 1093.510319 = -25338.848653 nChanged 162 SP:Iteration 1F (192.135999 sec): 3 clusters Score: Raw -26588.247218 + Penalty 1119.557473 = -25468.689745 nChanged 68 SP:Iteration 2F (192.137152 sec): 3 clusters Score: Raw -26707.637479 + Penalty 1146.614151 = -25561.023327 nChanged 49 SP:Iteration 3F (192.138364 sec): 3 clusters Score: Raw -26795.137819 + Penalty 1154.586448 = -25640.551371 nChanged 23 SP:Iteration 4Q (192.139495 sec): 3 clusters Score: Raw -26824.414745 + Penalty 1154.667893 = -25669.746852 nChanged 9 SP:Iteration 5Q (192.140598 sec): 3 clusters Score: Raw -26839.346751 + Penalty 1156.783170 = -25682.563581 nChanged 3 SP:Iteration 6Q (192.141690 sec): 3 clusters Score: Raw -26843.814964 + Penalty 1161.191442 = -25682.623522 nChanged 5 SP:Iteration 7Q (192.142776 sec): 3 clusters Score: Raw -26854.432512 + Penalty 1160.042570 = -25694.389943 nChanged 2 SP:Iteration 8Q (192.143853 sec): 3 clusters Score: Raw -26860.204971 + Penalty 1160.205066 = -25699.999905 nChanged 2 SP:Iteration 9Q (192.144929 sec): 3 clusters Score: Raw -26862.668302 + Penalty 1160.719847 = -25701.948455 nChanged 1 SP:Iteration 10F (192.146076 sec): 3 clusters Score: Raw -26863.055293 + Penalty 1160.719847 = -25702.335445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 66 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.147116 sec): 2 clusters Score: Raw -9359.430174 + Penalty 337.807327 = -9021.622847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.147676 sec): 3 clusters Score: Raw -9346.347116 + Penalty 698.978206 = -8647.368911 nChanged 36 SP:Iteration 1F (192.148226 sec): 3 clusters Score: Raw -9414.653325 + Penalty 706.798508 = -8707.854818 nChanged 12 SP:Iteration 2F (192.148779 sec): 3 clusters Score: Raw -9440.461037 + Penalty 716.276601 = -8724.184436 nChanged 8 SP:Iteration 3Q (192.149307 sec): 3 clusters Score: Raw -9461.848835 + Penalty 721.891337 = -8739.957499 nChanged 6 SP:Iteration 4Q (192.149829 sec): 3 clusters Score: Raw -9474.501497 + Penalty 722.981703 = -8751.519794 nChanged 4 SP:Iteration 5Q (192.150345 sec): 3 clusters Score: Raw -9484.269700 + Penalty 724.963720 = -8759.305980 nChanged 3 SP:Iteration 6Q (192.150859 sec): 3 clusters Score: Raw -9493.594990 + Penalty 722.104715 = -8771.490275 nChanged 3 SP:Iteration 7Q (192.151369 sec): 3 clusters Score: Raw -9500.923782 + Penalty 722.104715 = -8778.819067 nChanged 0 SP:Iteration 8F (192.151916 sec): 3 clusters Score: Raw -9500.923782 + Penalty 722.104715 = -8778.819067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 77 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.152725 sec): 2 clusters Score: Raw -4788.271953 + Penalty 546.111518 = -4242.160435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.153137 sec): 3 clusters Score: Raw -4915.777778 + Penalty 1106.517317 = -3809.260461 nChanged 15 SP:Iteration 1F (192.153542 sec): 3 clusters Score: Raw -4971.529732 + Penalty 1112.385591 = -3859.144141 nChanged 3 SP:Iteration 2Q (192.153911 sec): 3 clusters Score: Raw -4984.625766 + Penalty 1112.385591 = -3872.240175 nChanged 0 SP:Iteration 3F (192.154312 sec): 3 clusters Score: Raw -4984.625766 + Penalty 1112.385591 = -3872.240175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 78 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.155570 sec): 2 clusters Score: Raw -15692.108773 + Penalty 467.986267 = -15224.122506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.156289 sec): 3 clusters Score: Raw -15647.754145 + Penalty 962.598418 = -14685.155727 nChanged 83 SP:Iteration 1F (192.156994 sec): 3 clusters Score: Raw -15765.528228 + Penalty 989.350679 = -14776.177550 nChanged 24 SP:Iteration 2F (192.157715 sec): 3 clusters Score: Raw -15816.691791 + Penalty 1005.974233 = -14810.717558 nChanged 14 SP:Iteration 3Q (192.158377 sec): 3 clusters Score: Raw -15851.162454 + Penalty 1015.276854 = -14835.885600 nChanged 4 SP:Iteration 4Q (192.159023 sec): 3 clusters Score: Raw -15858.563894 + Penalty 1020.118455 = -14838.445439 nChanged 4 SP:Iteration 5Q (192.159690 sec): 3 clusters Score: Raw -15868.049692 + Penalty 1025.683781 = -14842.365912 nChanged 2 SP:Iteration 6Q (192.160321 sec): 3 clusters Score: Raw -15871.122620 + Penalty 1025.478389 = -14845.644231 nChanged 2 SP:Iteration 7Q (192.160948 sec): 3 clusters Score: Raw -15879.156272 + Penalty 1026.881066 = -14852.275206 nChanged 1 SP:Iteration 8Q (192.161570 sec): 3 clusters Score: Raw -15880.202796 + Penalty 1026.881066 = -14853.321729 nChanged 0 SP:Iteration 9F (192.162270 sec): 3 clusters Score: Raw -15880.202796 + Penalty 1026.881066 = -14853.321729 nChanged 0 Memory request: 0.02 GB would take us to total of 0.47 GB. Trying to split cluster 100 (3337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.177392 sec): 2 clusters Score: Raw -180409.582364 + Penalty 94.780106 = -180314.802258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.183463 sec): 3 clusters Score: Raw -178304.781660 + Penalty 192.510857 = -178112.270803 nChanged 1572 SP:Iteration 1F (192.189401 sec): 3 clusters Score: Raw -179724.338116 + Penalty 195.119987 = -179529.218130 nChanged 268 SP:Iteration 2F (192.195305 sec): 3 clusters Score: Raw -180054.501810 + Penalty 195.153262 = -179859.348548 nChanged 168 SP:Iteration 3F (192.201188 sec): 3 clusters Score: Raw -180255.590922 + Penalty 194.284346 = -180061.306576 nChanged 79 SP:Iteration 4Q (192.206562 sec): 3 clusters Score: Raw -180299.924071 + Penalty 194.120681 = -180105.803390 nChanged 33 SP:Iteration 5Q (192.211785 sec): 3 clusters Score: Raw -180315.885408 + Penalty 194.562468 = -180121.322939 nChanged 38 SP:Iteration 6Q (192.216975 sec): 3 clusters Score: Raw -180334.576687 + Penalty 196.042809 = -180138.533878 nChanged 36 SP:Iteration 7Q (192.222118 sec): 3 clusters Score: Raw -180347.428581 + Penalty 195.778987 = -180151.649594 nChanged 31 SP:Iteration 8Q (192.227398 sec): 3 clusters Score: Raw -180362.752000 + Penalty 196.015180 = -180166.736820 nChanged 30 SP:Iteration 9Q (192.232532 sec): 3 clusters Score: Raw -180375.641924 + Penalty 196.290561 = -180179.351363 nChanged 22 SP:Iteration 10F (192.238454 sec): 3 clusters Score: Raw -180382.411911 + Penalty 196.203885 = -180186.208026 nChanged 21 SP:Iteration 11Q (192.243465 sec): 3 clusters Score: Raw -180387.589291 + Penalty 196.046568 = -180191.542722 nChanged 17 SP:Iteration 12Q (192.248449 sec): 3 clusters Score: Raw -180391.703481 + Penalty 196.325521 = -180195.377960 nChanged 13 SP:Iteration 13Q (192.253416 sec): 3 clusters Score: Raw -180396.639288 + Penalty 194.778771 = -180201.860517 nChanged 12 SP:Iteration 14Q (192.258366 sec): 3 clusters Score: Raw -180401.663936 + Penalty 195.208233 = -180206.455703 nChanged 9 SP:Iteration 15Q (192.263302 sec): 3 clusters Score: Raw -180403.398858 + Penalty 195.745199 = -180207.653659 nChanged 7 SP:Iteration 16Q (192.268226 sec): 3 clusters Score: Raw -180404.279191 + Penalty 195.932606 = -180208.346586 nChanged 4 SP:Iteration 17Q (192.273145 sec): 3 clusters Score: Raw -180404.547675 + Penalty 196.084200 = -180208.463475 nChanged 2 SP:Iteration 18Q (192.278065 sec): 3 clusters Score: Raw -180404.700669 + Penalty 196.084200 = -180208.616469 nChanged 0 SP:Iteration 19F (192.283963 sec): 3 clusters Score: Raw -180404.700669 + Penalty 196.084200 = -180208.616469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 115 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.286987 sec): 2 clusters Score: Raw -6317.597969 + Penalty 249.981379 = -6067.616590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.287417 sec): 3 clusters Score: Raw -6292.170736 + Penalty 499.103828 = -5793.066907 nChanged 21 SP:Iteration 1F (192.287831 sec): 3 clusters Score: Raw -6317.117276 + Penalty 499.503655 = -5817.613620 nChanged 5 SP:Iteration 2Q (192.288237 sec): 3 clusters Score: Raw -6326.445662 + Penalty 498.174366 = -5828.271296 nChanged 5 SP:Iteration 3Q (192.288673 sec): 3 clusters Score: Raw -6331.605666 + Penalty 499.493635 = -5832.112032 nChanged 4 SP:Iteration 4Q (192.289079 sec): 3 clusters Score: Raw -6343.088909 + Penalty 497.959626 = -5845.129283 nChanged 4 SP:Iteration 5Q (192.289484 sec): 3 clusters Score: Raw -6351.206087 + Penalty 497.959626 = -5853.246461 nChanged 0 SP:Iteration 6F (192.289893 sec): 3 clusters Score: Raw -6351.206087 + Penalty 497.959626 = -5853.246461 nChanged 0 Time taken for this iteration:190.940221 seconds. 300->39 Clusters: Score -2422990.680483, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 236 (time per iteration =815.022775 ms) Total iterations: 3073 (time per iteration =62.592052 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 10801728125.000000 (time per metric unit =17.806908ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 270043203125.000000 (time per metric unit=712.276305ps) That took 192.345375 seconds. FileBase PeterP-2014-03-27_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 0.35 and 0.52 GB of RAM. Memory request: 0.17 GB would take us to total of 0.17 GB. ---------------------------------------------------------- Loaded 38085 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 38085 points ------ Starting initial clusters from distinct float masks Not enough masks (240) to generate starting clusters (300), so starting with (241) clusters instead. Assigned 241 initial classes from 240 unique masks. Deleting Class 238 (1 points): Lose 12.911623 but Gain 1672.645344 Iteration 0F (5.316109 sec): 240 clusters Score: Raw -1516208.341345 + Penalty 262660.274411 = -1253548.066934 nChanged 8542 Deleting Class 171 (1 points): Lose 12.077861 but Gain 1653.691577 Iteration 1F (9.428298 sec): 236 clusters Score: Raw -1529823.357624 + Penalty 262037.022186 = -1267786.335439 nChanged 2327 Deleting Class 214 (1 points): Lose 15.694119 but Gain 1631.895863 Iteration 2F (13.532556 sec): 235 clusters Score: Raw -1533872.480618 + Penalty 259998.331504 = -1273874.149113 nChanged 1570 Deleting Class 189 (3 points): Lose 68.201889 but Gain 1669.853806 Iteration 3Q (14.097357 sec): 234 clusters Score: Raw -1536062.906902 + Penalty 258368.081453 = -1277694.825449 nChanged 1347 Deleting Class 181 (1 points): Lose 14.756556 but Gain 1613.974688 Iteration 4Q (14.619206 sec): 233 clusters Score: Raw -1537543.741533 + Penalty 257036.995873 = -1280506.745660 nChanged 1349 Deleting Class 213 (1 points): Lose 12.822207 but Gain 1591.358647 Iteration 5Q (15.130760 sec): 232 clusters Score: Raw -1538814.748839 + Penalty 255029.648787 = -1283785.100052 nChanged 1394 Deleting Class 212 (5 points): Lose 112.539272 but Gain 1665.872083 Iteration 6Q (15.647551 sec): 231 clusters Score: Raw -1539818.794084 + Penalty 253497.345869 = -1286321.448215 nChanged 1355 Deleting Class 207 (8 points): Lose 140.546642 but Gain 1675.902039 Iteration 7Q (16.153029 sec): 230 clusters Score: Raw -1540603.579646 + Penalty 251868.518958 = -1288735.060688 nChanged 1431 Deleting Class 239 (2 points): Lose 24.167710 but Gain 1557.411971 Iteration 8Q (16.659526 sec): 229 clusters Score: Raw -1541532.898730 + Penalty 250415.183243 = -1291117.715486 nChanged 1392 Deleting Class 186 (5 points): Lose 89.812494 but Gain 1621.722090 Iteration 9Q (17.156366 sec): 228 clusters Score: Raw -1542312.029112 + Penalty 248800.254880 = -1293511.774233 nChanged 1370 Deleting Class 191 (3 points): Lose 75.894311 but Gain 1599.962234 Iteration 10F (21.122193 sec): 227 clusters Score: Raw -1543167.269412 + Penalty 247482.565638 = -1295684.703774 nChanged 1363 Deleting Class 122 (4 points): Lose 70.670022 but Gain 1582.429379 Iteration 11Q (21.623783 sec): 226 clusters Score: Raw -1544113.804928 + Penalty 246004.689361 = -1298109.115566 nChanged 1320 Deleting Class 145 (3 points): Lose 51.367910 but Gain 1553.644764 Iteration 12Q (22.108505 sec): 225 clusters Score: Raw -1545011.651497 + Penalty 244348.395240 = -1300663.256256 nChanged 1194 Deleting Class 209 (3 points): Lose 41.634401 but Gain 1542.855895 Iteration 13Q (22.558224 sec): 224 clusters Score: Raw -1545727.393276 + Penalty 242831.350376 = -1302896.042900 nChanged 982 Deleting Class 175 (1 points): Lose 5.858374 but Gain 1540.989887 Iteration 14Q (22.972817 sec): 223 clusters Score: Raw -1546279.876931 + Penalty 241425.984585 = -1304853.892346 nChanged 814 Deleting Class 229 (1 points): Lose 5.535327 but Gain 1506.626487 Iteration 15Q (23.362579 sec): 222 clusters Score: Raw -1546692.192918 + Penalty 239885.400226 = -1306806.792692 nChanged 699 Deleting Class 124 (12 points): Lose 148.926933 but Gain 1645.979683 Iteration 16Q (23.732808 sec): 221 clusters Score: Raw -1546894.577951 + Penalty 238253.980355 = -1308640.597596 nChanged 598 Deleting Class 216 (4 points): Lose 75.544281 but Gain 1570.010774 Iteration 17Q (24.087157 sec): 220 clusters Score: Raw -1547173.521845 + Penalty 236825.858384 = -1310347.663461 nChanged 469 Deleting Class 185 (1 points): Lose 5.884345 but Gain 1492.899270 Iteration 18Q (24.422983 sec): 219 clusters Score: Raw -1547470.944041 + Penalty 235323.334739 = -1312147.609302 nChanged 404 Deleting Class 198 (2 points): Lose 36.999256 but Gain 1509.721549 Iteration 19Q (24.748227 sec): 218 clusters Score: Raw -1547661.496148 + Penalty 233787.012717 = -1313874.483430 nChanged 332 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -1547661.496148 + Penalty 233787.012717 = -1313874.483430Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 1 (652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.881882 sec): 2 clusters Score: Raw -29260.560997 + Penalty 159.738696 = -29100.822301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.883284 sec): 3 clusters Score: Raw -28880.326562 + Penalty 317.370754 = -28562.955808 nChanged 270 SP:Iteration 1F (24.884672 sec): 3 clusters Score: Raw -29117.158463 + Penalty 319.310670 = -28797.847792 nChanged 86 SP:Iteration 2F (24.886069 sec): 3 clusters Score: Raw -29243.190359 + Penalty 323.816589 = -28919.373770 nChanged 39 SP:Iteration 3F (24.887461 sec): 3 clusters Score: Raw -29274.253607 + Penalty 327.737709 = -28946.515898 nChanged 24 SP:Iteration 4Q (24.888773 sec): 3 clusters Score: Raw -29290.413356 + Penalty 329.928463 = -28960.484894 nChanged 12 SP:Iteration 5Q (24.890066 sec): 3 clusters Score: Raw -29300.234039 + Penalty 335.035156 = -28965.198883 nChanged 11 SP:Iteration 6Q (24.891335 sec): 3 clusters Score: Raw -29307.494655 + Penalty 342.367273 = -28965.127382 nChanged 16 SP:Iteration 7F (24.892731 sec): 3 clusters Score: Raw -29322.210667 + Penalty 349.592816 = -28972.617851 nChanged 12 SP:Iteration 8Q (24.894004 sec): 3 clusters Score: Raw -29336.221073 + Penalty 353.477724 = -28982.743349 nChanged 7 SP:Iteration 9Q (24.895263 sec): 3 clusters Score: Raw -29344.309454 + Penalty 355.400716 = -28988.908738 nChanged 5 SP:Iteration 10F (24.896661 sec): 3 clusters Score: Raw -29349.566879 + Penalty 353.183995 = -28996.382884 nChanged 4 SP:Iteration 11Q (24.897885 sec): 3 clusters Score: Raw -29351.736953 + Penalty 353.449520 = -28998.287433 nChanged 1 SP:Iteration 12Q (24.899105 sec): 3 clusters Score: Raw -29351.920213 + Penalty 352.806771 = -28999.113443 nChanged 1 SP:Iteration 13Q (24.900363 sec): 3 clusters Score: Raw -29352.048995 + Penalty 352.806771 = -28999.242224 nChanged 0 SP:Iteration 14F (24.901762 sec): 3 clusters Score: Raw -29352.048995 + Penalty 352.806771 = -28999.242224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 2 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.902294 sec): 2 clusters Score: Raw -226.574461 + Penalty 167.545138 = -59.029323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.902509 sec): 3 clusters Score: Raw -216.931773 + Penalty 335.090275 = 118.158502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.903518 sec): 2 clusters Score: Raw -7950.761964 + Penalty 83.460713 = -7867.301251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.904063 sec): 3 clusters Score: Raw -7864.720353 + Penalty 171.956834 = -7692.763518 nChanged 60 SP:Iteration 1F (24.904579 sec): 3 clusters Score: Raw -7914.254125 + Penalty 174.614526 = -7739.639599 nChanged 20 SP:Iteration 2F (24.905099 sec): 3 clusters Score: Raw -7940.360457 + Penalty 174.711512 = -7765.648945 nChanged 6 SP:Iteration 3Q (24.905612 sec): 3 clusters Score: Raw -7946.747926 + Penalty 173.902142 = -7772.845784 nChanged 4 SP:Iteration 4Q (24.906120 sec): 3 clusters Score: Raw -7950.021410 + Penalty 174.252313 = -7775.769097 nChanged 3 SP:Iteration 5Q (24.906623 sec): 3 clusters Score: Raw -7952.297731 + Penalty 174.406407 = -7777.891323 nChanged 1 SP:Iteration 6Q (24.907124 sec): 3 clusters Score: Raw -7952.358197 + Penalty 174.406407 = -7777.951789 nChanged 0 SP:Iteration 7F (24.907643 sec): 3 clusters Score: Raw -7952.358197 + Penalty 174.406407 = -7777.951789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 4 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.908735 sec): 2 clusters Score: Raw -9772.595434 + Penalty 158.024876 = -9614.570559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.909349 sec): 3 clusters Score: Raw -9666.357830 + Penalty 311.384578 = -9354.973252 nChanged 71 SP:Iteration 1F (24.909961 sec): 3 clusters Score: Raw -9729.349890 + Penalty 332.623223 = -9396.726667 nChanged 32 SP:Iteration 2F (24.910575 sec): 3 clusters Score: Raw -9768.354997 + Penalty 349.931633 = -9418.423364 nChanged 16 SP:Iteration 3F (24.911189 sec): 3 clusters Score: Raw -9786.512602 + Penalty 357.763981 = -9428.748621 nChanged 7 SP:Iteration 4Q (24.911775 sec): 3 clusters Score: Raw -9793.369449 + Penalty 361.848493 = -9431.520956 nChanged 3 SP:Iteration 5Q (24.912356 sec): 3 clusters Score: Raw -9796.001686 + Penalty 359.392881 = -9436.608805 nChanged 1 SP:Iteration 6Q (24.912936 sec): 3 clusters Score: Raw -9797.387085 + Penalty 359.392881 = -9437.994204 nChanged 0 SP:Iteration 7F (24.913530 sec): 3 clusters Score: Raw -9797.387085 + Penalty 359.392881 = -9437.994204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 5 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.914517 sec): 2 clusters Score: Raw -5213.828954 + Penalty 298.499726 = -4915.329229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.914949 sec): 3 clusters Score: Raw -5182.006730 + Penalty 596.250621 = -4585.756109 nChanged 19 SP:Iteration 1F (24.915377 sec): 3 clusters Score: Raw -5202.228260 + Penalty 594.805308 = -4607.422952 nChanged 5 SP:Iteration 2Q (24.915803 sec): 3 clusters Score: Raw -5208.457955 + Penalty 590.897461 = -4617.560494 nChanged 3 SP:Iteration 3Q (24.916227 sec): 3 clusters Score: Raw -5212.725372 + Penalty 583.267953 = -4629.457418 nChanged 3 SP:Iteration 4Q (24.916651 sec): 3 clusters Score: Raw -5217.403298 + Penalty 575.524344 = -4641.878955 nChanged 4 SP:Iteration 5Q (24.917077 sec): 3 clusters Score: Raw -5229.216784 + Penalty 573.562220 = -4655.654564 nChanged 1 SP:Iteration 6Q (24.917494 sec): 3 clusters Score: Raw -5231.006400 + Penalty 570.509895 = -4660.496506 nChanged 1 SP:Iteration 7Q (24.917910 sec): 3 clusters Score: Raw -5231.599084 + Penalty 570.509895 = -4661.089190 nChanged 0 SP:Iteration 8F (24.918338 sec): 3 clusters Score: Raw -5231.599084 + Penalty 570.509895 = -4661.089190 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 6 (2611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.930296 sec): 2 clusters Score: Raw -113173.878177 + Penalty 76.016753 = -113097.861423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.935376 sec): 3 clusters Score: Raw -111479.325876 + Penalty 172.610614 = -111306.715262 nChanged 1227 SP:Iteration 1F (24.940369 sec): 3 clusters Score: Raw -112763.363164 + Penalty 187.571380 = -112575.791784 nChanged 238 SP:Iteration 2F (24.945273 sec): 3 clusters Score: Raw -112967.608539 + Penalty 198.997501 = -112768.611038 nChanged 84 SP:Iteration 3Q (24.950120 sec): 3 clusters Score: Raw -113025.266817 + Penalty 209.482065 = -112815.784753 nChanged 57 SP:Iteration 4Q (24.954962 sec): 3 clusters Score: Raw -113070.398257 + Penalty 219.416490 = -112850.981768 nChanged 41 SP:Iteration 5Q (24.959808 sec): 3 clusters Score: Raw -113130.784100 + Penalty 222.424620 = -112908.359480 nChanged 19 SP:Iteration 6Q (24.964501 sec): 3 clusters Score: Raw -113181.133534 + Penalty 222.883641 = -112958.249894 nChanged 19 SP:Iteration 7Q (24.968775 sec): 3 clusters Score: Raw -113196.521797 + Penalty 220.198566 = -112976.323231 nChanged 10 SP:Iteration 8Q (24.972858 sec): 3 clusters Score: Raw -113204.283938 + Penalty 220.838904 = -112983.445034 nChanged 6 SP:Iteration 9Q (24.976925 sec): 3 clusters Score: Raw -113205.897402 + Penalty 221.625365 = -112984.272037 nChanged 1 SP:Iteration 10F (24.981849 sec): 3 clusters Score: Raw -113206.410907 + Penalty 221.625365 = -112984.785542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 7 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.983960 sec): 2 clusters Score: Raw -3517.661815 + Penalty 489.464328 = -3028.197487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.984335 sec): 3 clusters Score: Raw -3645.870238 + Penalty 995.179999 = -2650.690239 nChanged 6 SP:Iteration 1F (24.984691 sec): 3 clusters Score: Raw -3672.188902 + Penalty 995.179999 = -2677.008903 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 8 (2331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.992093 sec): 2 clusters Score: Raw -102981.262799 + Penalty 158.187303 = -102823.075495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.996349 sec): 3 clusters Score: Raw -101466.500956 + Penalty 332.640039 = -101133.860917 nChanged 1095 SP:Iteration 1F (25.000516 sec): 3 clusters Score: Raw -102395.144963 + Penalty 361.728661 = -102033.416302 nChanged 263 SP:Iteration 2F (25.004677 sec): 3 clusters Score: Raw -102664.581573 + Penalty 391.009235 = -102273.572338 nChanged 122 SP:Iteration 3F (25.008847 sec): 3 clusters Score: Raw -102864.948952 + Penalty 400.363045 = -102464.585907 nChanged 36 SP:Iteration 4Q (25.012815 sec): 3 clusters Score: Raw -102957.888382 + Penalty 404.710562 = -102553.177820 nChanged 22 SP:Iteration 5Q (25.016434 sec): 3 clusters Score: Raw -102961.431847 + Penalty 407.145003 = -102554.286844 nChanged 7 SP:Iteration 6Q (25.020034 sec): 3 clusters Score: Raw -102962.107130 + Penalty 407.309934 = -102554.797197 nChanged 6 SP:Iteration 7Q (25.023629 sec): 3 clusters Score: Raw -102962.914404 + Penalty 410.322208 = -102552.592196 nChanged 6 SP:Iteration 8F (25.027781 sec): 3 clusters Score: Raw -102963.747869 + Penalty 413.562775 = -102550.185094 nChanged 8 SP:Iteration 9F (25.031933 sec): 3 clusters Score: Raw -102964.760868 + Penalty 414.413227 = -102550.347641 nChanged 5 SP:Iteration 10F (25.036106 sec): 3 clusters Score: Raw -102965.460340 + Penalty 416.066681 = -102549.393659 nChanged 5 SP:Iteration 11F (25.040314 sec): 3 clusters Score: Raw -102965.968461 + Penalty 418.220829 = -102547.747632 nChanged 4 SP:Iteration 12F (25.044577 sec): 3 clusters Score: Raw -102966.352545 + Penalty 418.220494 = -102548.132051 nChanged 1 SP:Iteration 13Q (25.048136 sec): 3 clusters Score: Raw -102966.365597 + Penalty 418.345590 = -102548.020007 nChanged 2 SP:Iteration 14F (25.052294 sec): 3 clusters Score: Raw -102966.452817 + Penalty 418.345590 = -102548.107228 nChanged 0 Memory request: 0.09 GB would take us to total of 0.43 GB. Trying to split cluster 9 (18299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.138860 sec): 2 clusters Score: Raw -780982.247750 + Penalty 257.997703 = -780724.250048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.174204 sec): 3 clusters Score: Raw -768693.083565 + Penalty 508.626975 = -768184.456590 nChanged 8635 SP:Iteration 1F (25.209032 sec): 3 clusters Score: Raw -773630.999779 + Penalty 493.031216 = -773137.968563 nChanged 1958 SP:Iteration 2F (25.243909 sec): 3 clusters Score: Raw -774816.051258 + Penalty 476.478072 = -774339.573186 nChanged 960 SP:Iteration 3F (25.278970 sec): 3 clusters Score: Raw -775339.505320 + Penalty 461.257897 = -774878.247424 nChanged 792 SP:Iteration 4Q (25.315280 sec): 3 clusters Score: Raw -775767.234422 + Penalty 444.618507 = -775322.615914 nChanged 1073 SP:Iteration 5F (25.351260 sec): 3 clusters Score: Raw -776681.373348 + Penalty 432.116611 = -776249.256737 nChanged 1571 SP:Iteration 6F (25.387205 sec): 3 clusters Score: Raw -778369.711771 + Penalty 431.184815 = -777938.526956 nChanged 1354 SP:Iteration 7F (25.423059 sec): 3 clusters Score: Raw -779838.312029 + Penalty 442.652959 = -779395.659070 nChanged 723 SP:Iteration 8Q (25.458861 sec): 3 clusters Score: Raw -780592.193238 + Penalty 447.331346 = -780144.861892 nChanged 243 SP:Iteration 9Q (25.490203 sec): 3 clusters Score: Raw -780790.546780 + Penalty 453.347162 = -780337.199618 nChanged 125 SP:Iteration 10F (25.525922 sec): 3 clusters Score: Raw -780894.399917 + Penalty 518.221173 = -780376.178744 nChanged 74 SP:Iteration 11Q (25.554970 sec): 3 clusters Score: Raw -780966.458593 + Penalty 518.471031 = -780447.987562 nChanged 23 SP:Iteration 12Q (25.583960 sec): 3 clusters Score: Raw -780990.956062 + Penalty 498.094306 = -780492.861756 nChanged 7 SP:Iteration 13Q (25.612331 sec): 3 clusters Score: Raw -780998.149651 + Penalty 491.749153 = -780506.400498 nChanged 3 SP:Iteration 14Q (25.640593 sec): 3 clusters Score: Raw -781000.927470 + Penalty 484.744855 = -780516.182616 nChanged 2 SP:Iteration 15Q (25.668851 sec): 3 clusters Score: Raw -781001.948172 + Penalty 484.003143 = -780517.945029 nChanged 1 SP:Iteration 16Q (25.697496 sec): 3 clusters Score: Raw -781002.148568 + Penalty 484.003143 = -780518.145425 nChanged 0 SP:Iteration 17F (25.733098 sec): 3 clusters Score: Raw -781002.148568 + Penalty 484.003143 = -780518.145425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 10 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.745102 sec): 2 clusters Score: Raw -15271.413959 + Penalty 608.908722 = -14662.505237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.745890 sec): 3 clusters Score: Raw -15197.631872 + Penalty 1217.740881 = -13979.890991 nChanged 67 SP:Iteration 1F (25.746641 sec): 3 clusters Score: Raw -15275.367101 + Penalty 1217.139020 = -14058.228081 nChanged 21 SP:Iteration 2F (25.747389 sec): 3 clusters Score: Raw -15298.076238 + Penalty 1216.487972 = -14081.588267 nChanged 11 SP:Iteration 3Q (25.748123 sec): 3 clusters Score: Raw -15312.847372 + Penalty 1215.625963 = -14097.221410 nChanged 8 SP:Iteration 4Q (25.748854 sec): 3 clusters Score: Raw -15322.593084 + Penalty 1215.489523 = -14107.103561 nChanged 6 SP:Iteration 5Q (25.749580 sec): 3 clusters Score: Raw -15333.676727 + Penalty 1215.098080 = -14118.578647 nChanged 7 SP:Iteration 6Q (25.750304 sec): 3 clusters Score: Raw -15349.001124 + Penalty 1213.214448 = -14135.786676 nChanged 10 SP:Iteration 7Q (25.751024 sec): 3 clusters Score: Raw -15375.434396 + Penalty 1213.223329 = -14162.211067 nChanged 10 SP:Iteration 8Q (25.751734 sec): 3 clusters Score: Raw -15405.680518 + Penalty 1215.787361 = -14189.893157 nChanged 11 SP:Iteration 9Q (25.752437 sec): 3 clusters Score: Raw -15464.649309 + Penalty 1215.718888 = -14248.930421 nChanged 15 SP:Iteration 10F (25.753186 sec): 3 clusters Score: Raw -15504.578987 + Penalty 1217.013350 = -14287.565638 nChanged 6 SP:Iteration 11Q (25.753902 sec): 3 clusters Score: Raw -15522.812269 + Penalty 1216.592412 = -14306.219857 nChanged 5 SP:Iteration 12Q (25.754580 sec): 3 clusters Score: Raw -15540.468441 + Penalty 1217.657161 = -14322.811279 nChanged 2 SP:Iteration 13Q (25.755249 sec): 3 clusters Score: Raw -15545.837276 + Penalty 1218.150486 = -14327.686791 nChanged 2 SP:Iteration 14Q (25.755917 sec): 3 clusters Score: Raw -15549.894945 + Penalty 1218.113871 = -14331.781074 nChanged 2 SP:Iteration 15Q (25.756581 sec): 3 clusters Score: Raw -15554.507558 + Penalty 1217.993838 = -14336.513720 nChanged 1 SP:Iteration 16Q (25.757248 sec): 3 clusters Score: Raw -15556.062087 + Penalty 1217.993838 = -14338.068249 nChanged 0 SP:Iteration 17F (25.757995 sec): 3 clusters Score: Raw -15556.062087 + Penalty 1217.993838 = -14338.068249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 11 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.759263 sec): 2 clusters Score: Raw -207.838520 + Penalty 117.364875 = -90.473645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.759482 sec): 3 clusters Score: Raw -203.470043 + Penalty 234.729750 = 31.259706 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 12 (680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.762183 sec): 2 clusters Score: Raw -30224.531976 + Penalty 148.495355 = -30076.036621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.763629 sec): 3 clusters Score: Raw -29832.899275 + Penalty 300.448228 = -29532.451047 nChanged 299 SP:Iteration 1F (25.765029 sec): 3 clusters Score: Raw -30113.062508 + Penalty 318.471753 = -29794.590755 nChanged 67 SP:Iteration 2F (25.766440 sec): 3 clusters Score: Raw -30171.052887 + Penalty 333.772962 = -29837.279925 nChanged 42 SP:Iteration 3F (25.767825 sec): 3 clusters Score: Raw -30206.531349 + Penalty 353.281345 = -29853.250004 nChanged 20 SP:Iteration 4Q (25.769173 sec): 3 clusters Score: Raw -30225.309321 + Penalty 373.605601 = -29851.703720 nChanged 14 SP:Iteration 5F (25.770532 sec): 3 clusters Score: Raw -30245.889677 + Penalty 378.333785 = -29867.555892 nChanged 8 SP:Iteration 6Q (25.771811 sec): 3 clusters Score: Raw -30257.428505 + Penalty 386.753557 = -29870.674948 nChanged 6 SP:Iteration 7Q (25.773066 sec): 3 clusters Score: Raw -30271.013886 + Penalty 386.063063 = -29884.950823 nChanged 4 SP:Iteration 8Q (25.774294 sec): 3 clusters Score: Raw -30284.802358 + Penalty 386.063063 = -29898.739296 nChanged 0 SP:Iteration 9F (25.775673 sec): 3 clusters Score: Raw -30284.802358 + Penalty 386.063063 = -29898.739296 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 13 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.777238 sec): 2 clusters Score: Raw -6081.455927 + Penalty 687.635367 = -5393.820560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.777669 sec): 3 clusters Score: Raw -6157.881718 + Penalty 1376.822731 = -4781.058987 nChanged 6 SP:Iteration 1Q (25.778075 sec): 3 clusters Score: Raw -6178.779464 + Penalty 1377.583408 = -4801.196056 nChanged 1 SP:Iteration 2Q (25.778477 sec): 3 clusters Score: Raw -6183.044185 + Penalty 1377.583408 = -4805.460777 nChanged 0 SP:Iteration 3F (25.778898 sec): 3 clusters Score: Raw -6183.044185 + Penalty 1377.583408 = -4805.460777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 14 (470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.781255 sec): 2 clusters Score: Raw -22319.331298 + Penalty 503.764639 = -21815.566659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.782367 sec): 3 clusters Score: Raw -22113.931433 + Penalty 1023.607289 = -21090.324144 nChanged 144 SP:Iteration 1F (25.783479 sec): 3 clusters Score: Raw -22235.251536 + Penalty 1029.390316 = -21205.861220 nChanged 26 SP:Iteration 2F (25.784570 sec): 3 clusters Score: Raw -22257.091039 + Penalty 1036.334666 = -21220.756374 nChanged 20 SP:Iteration 3Q (25.785623 sec): 3 clusters Score: Raw -22275.008986 + Penalty 1044.680637 = -21230.328349 nChanged 10 SP:Iteration 4Q (25.786688 sec): 3 clusters Score: Raw -22283.172001 + Penalty 1052.679078 = -21230.492923 nChanged 16 SP:Iteration 5Q (25.787745 sec): 3 clusters Score: Raw -22299.746260 + Penalty 1061.272726 = -21238.473534 nChanged 13 SP:Iteration 6Q (25.788797 sec): 3 clusters Score: Raw -22317.031588 + Penalty 1067.254844 = -21249.776745 nChanged 12 SP:Iteration 7Q (25.789847 sec): 3 clusters Score: Raw -22330.050881 + Penalty 1075.770764 = -21254.280117 nChanged 5 SP:Iteration 8Q (25.790890 sec): 3 clusters Score: Raw -22335.759904 + Penalty 1089.443112 = -21246.316792 nChanged 8 SP:Iteration 9F (25.791949 sec): 3 clusters Score: Raw -22346.147678 + Penalty 1101.674977 = -21244.472701 nChanged 8 SP:Iteration 10F (25.793009 sec): 3 clusters Score: Raw -22355.207478 + Penalty 1106.006506 = -21249.200972 nChanged 2 SP:Iteration 11Q (25.794025 sec): 3 clusters Score: Raw -22356.566488 + Penalty 1106.006506 = -21250.559982 nChanged 0 SP:Iteration 12F (25.795086 sec): 3 clusters Score: Raw -22356.566488 + Penalty 1106.006506 = -21250.559982 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 15 (589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.797550 sec): 2 clusters Score: Raw -26659.147597 + Penalty 84.109795 = -26575.037803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.798782 sec): 3 clusters Score: Raw -26301.192203 + Penalty 193.838113 = -26107.354091 nChanged 253 SP:Iteration 1F (25.800003 sec): 3 clusters Score: Raw -26577.957250 + Penalty 208.924907 = -26369.032344 nChanged 63 SP:Iteration 2F (25.801217 sec): 3 clusters Score: Raw -26642.747911 + Penalty 207.988816 = -26434.759095 nChanged 18 SP:Iteration 3Q (25.802364 sec): 3 clusters Score: Raw -26653.206656 + Penalty 207.026221 = -26446.180436 nChanged 15 SP:Iteration 4Q (25.803469 sec): 3 clusters Score: Raw -26661.975446 + Penalty 210.798384 = -26451.177062 nChanged 7 SP:Iteration 5Q (25.804548 sec): 3 clusters Score: Raw -26664.907503 + Penalty 217.326799 = -26447.580704 nChanged 6 SP:Iteration 6F (25.805765 sec): 3 clusters Score: Raw -26667.230714 + Penalty 206.788151 = -26460.442563 nChanged 5 SP:Iteration 7Q (25.806831 sec): 3 clusters Score: Raw -26669.079580 + Penalty 206.629532 = -26462.450047 nChanged 2 SP:Iteration 8Q (25.807888 sec): 3 clusters Score: Raw -26669.857083 + Penalty 203.235375 = -26466.621708 nChanged 2 SP:Iteration 9Q (25.808943 sec): 3 clusters Score: Raw -26672.751375 + Penalty 204.340223 = -26468.411152 nChanged 1 SP:Iteration 10F (25.810154 sec): 3 clusters Score: Raw -26673.561473 + Penalty 206.342923 = -26467.218550 nChanged 1 SP:Iteration 11F (25.811367 sec): 3 clusters Score: Raw -26674.696027 + Penalty 207.941323 = -26466.754704 nChanged 1 SP:Iteration 12F (25.812579 sec): 3 clusters Score: Raw -26675.276575 + Penalty 208.093613 = -26467.182962 nChanged 1 SP:Iteration 13Q (25.813649 sec): 3 clusters Score: Raw -26675.455106 + Penalty 208.093613 = -26467.361493 nChanged 0 SP:Iteration 14F (25.814914 sec): 3 clusters Score: Raw -26675.455106 + Penalty 208.093613 = -26467.361493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 16 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.815864 sec): 2 clusters Score: Raw -280.841925 + Penalty 124.734465 = -156.107460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.816087 sec): 3 clusters Score: Raw -279.933074 + Penalty 260.402561 = -19.530513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 17 (481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.818291 sec): 2 clusters Score: Raw -22119.115435 + Penalty 463.051425 = -21656.064010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.819402 sec): 3 clusters Score: Raw -21882.521047 + Penalty 924.786817 = -20957.734230 nChanged 147 SP:Iteration 1F (25.820467 sec): 3 clusters Score: Raw -21969.243531 + Penalty 927.085254 = -21042.158277 nChanged 49 SP:Iteration 2F (25.821524 sec): 3 clusters Score: Raw -22009.905997 + Penalty 934.103182 = -21075.802815 nChanged 43 SP:Iteration 3F (25.822579 sec): 3 clusters Score: Raw -22052.193527 + Penalty 941.980906 = -21110.212621 nChanged 33 SP:Iteration 4F (25.823651 sec): 3 clusters Score: Raw -22091.233083 + Penalty 946.813237 = -21144.419846 nChanged 29 SP:Iteration 5F (25.824693 sec): 3 clusters Score: Raw -22122.560888 + Penalty 958.639175 = -21163.921713 nChanged 20 SP:Iteration 6Q (25.825731 sec): 3 clusters Score: Raw -22145.357403 + Penalty 961.261541 = -21184.095862 nChanged 16 SP:Iteration 7Q (25.826766 sec): 3 clusters Score: Raw -22163.478208 + Penalty 970.381317 = -21193.096891 nChanged 8 SP:Iteration 8Q (25.827800 sec): 3 clusters Score: Raw -22172.574826 + Penalty 978.555319 = -21194.019507 nChanged 4 SP:Iteration 9Q (25.828830 sec): 3 clusters Score: Raw -22179.246162 + Penalty 977.011998 = -21202.234164 nChanged 2 SP:Iteration 10F (25.829866 sec): 3 clusters Score: Raw -22180.761735 + Penalty 979.269170 = -21201.492565 nChanged 1 SP:Iteration 11F (25.830900 sec): 3 clusters Score: Raw -22181.465110 + Penalty 979.269170 = -21202.195940 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 18 (548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.833171 sec): 2 clusters Score: Raw -25632.465018 + Penalty 213.495298 = -25418.969721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.834339 sec): 3 clusters Score: Raw -25361.827905 + Penalty 437.131856 = -24924.696049 nChanged 202 SP:Iteration 1F (25.835485 sec): 3 clusters Score: Raw -25540.226041 + Penalty 445.402401 = -25094.823640 nChanged 79 SP:Iteration 2F (25.836628 sec): 3 clusters Score: Raw -25646.570563 + Penalty 449.388263 = -25197.182301 nChanged 39 SP:Iteration 3F (25.837772 sec): 3 clusters Score: Raw -25687.323954 + Penalty 447.343975 = -25239.979979 nChanged 18 SP:Iteration 4Q (25.838906 sec): 3 clusters Score: Raw -25703.020466 + Penalty 446.085993 = -25256.934473 nChanged 6 SP:Iteration 5Q (25.840024 sec): 3 clusters Score: Raw -25707.189093 + Penalty 446.015725 = -25261.173369 nChanged 4 SP:Iteration 6Q (25.841130 sec): 3 clusters Score: Raw -25708.182426 + Penalty 444.978297 = -25263.204129 nChanged 4 SP:Iteration 7Q (25.842234 sec): 3 clusters Score: Raw -25713.713880 + Penalty 445.712936 = -25268.000944 nChanged 3 SP:Iteration 8Q (25.843328 sec): 3 clusters Score: Raw -25715.393092 + Penalty 447.977154 = -25267.415938 nChanged 5 SP:Iteration 9F (25.844473 sec): 3 clusters Score: Raw -25718.165063 + Penalty 448.564013 = -25269.601051 nChanged 3 SP:Iteration 10F (25.845617 sec): 3 clusters Score: Raw -25719.961296 + Penalty 447.911879 = -25272.049417 nChanged 1 SP:Iteration 11Q (25.846697 sec): 3 clusters Score: Raw -25720.130578 + Penalty 447.911879 = -25272.218699 nChanged 0 SP:Iteration 12F (25.847841 sec): 3 clusters Score: Raw -25720.130578 + Penalty 447.911879 = -25272.218699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 19 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.849374 sec): 2 clusters Score: Raw -10657.221088 + Penalty 269.192558 = -10388.028530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.850002 sec): 3 clusters Score: Raw -10547.341521 + Penalty 536.701323 = -10010.640198 nChanged 73 SP:Iteration 1F (25.850621 sec): 3 clusters Score: Raw -10597.919666 + Penalty 537.466723 = -10060.452943 nChanged 18 SP:Iteration 2F (25.851239 sec): 3 clusters Score: Raw -10612.539764 + Penalty 539.351303 = -10073.188461 nChanged 13 SP:Iteration 3F (25.851855 sec): 3 clusters Score: Raw -10624.156055 + Penalty 543.100384 = -10081.055671 nChanged 12 SP:Iteration 4F (25.852500 sec): 3 clusters Score: Raw -10634.305305 + Penalty 548.285984 = -10086.019322 nChanged 9 SP:Iteration 5Q (25.853107 sec): 3 clusters Score: Raw -10641.162288 + Penalty 558.347920 = -10082.814368 nChanged 14 SP:Iteration 6F (25.853723 sec): 3 clusters Score: Raw -10659.245144 + Penalty 564.968256 = -10094.276888 nChanged 11 SP:Iteration 7Q (25.854328 sec): 3 clusters Score: Raw -10680.915630 + Penalty 573.736299 = -10107.179331 nChanged 13 SP:Iteration 8F (25.854939 sec): 3 clusters Score: Raw -10708.465192 + Penalty 586.527991 = -10121.937201 nChanged 8 SP:Iteration 9Q (25.855523 sec): 3 clusters Score: Raw -10720.731739 + Penalty 591.747781 = -10128.983958 nChanged 3 SP:Iteration 10F (25.856131 sec): 3 clusters Score: Raw -10726.511651 + Penalty 594.794630 = -10131.717021 nChanged 2 SP:Iteration 11Q (25.856691 sec): 3 clusters Score: Raw -10730.388372 + Penalty 596.924118 = -10133.464254 nChanged 1 SP:Iteration 12Q (25.857246 sec): 3 clusters Score: Raw -10731.309362 + Penalty 596.924118 = -10134.385244 nChanged 0 SP:Iteration 13F (25.857854 sec): 3 clusters Score: Raw -10731.309362 + Penalty 596.924118 = -10134.385244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 20 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.858733 sec): 2 clusters Score: Raw -642.022181 + Penalty 283.237913 = -358.784268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.858970 sec): 3 clusters Score: Raw -677.297111 + Penalty 581.655346 = -95.641766 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 21 (1647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.867399 sec): 2 clusters Score: Raw -76813.289992 + Penalty 418.916039 = -76394.373954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.870576 sec): 3 clusters Score: Raw -75842.344087 + Penalty 838.955282 = -75003.388805 nChanged 679 SP:Iteration 1F (25.873695 sec): 3 clusters Score: Raw -76245.730076 + Penalty 837.579762 = -75408.150314 nChanged 199 SP:Iteration 2F (25.876806 sec): 3 clusters Score: Raw -76403.397193 + Penalty 836.754652 = -75566.642542 nChanged 153 SP:Iteration 3F (25.879962 sec): 3 clusters Score: Raw -76559.789058 + Penalty 836.635288 = -75723.153770 nChanged 144 SP:Iteration 4F (25.883081 sec): 3 clusters Score: Raw -76732.556780 + Penalty 836.355333 = -75896.201447 nChanged 111 SP:Iteration 5F (25.886210 sec): 3 clusters Score: Raw -76860.565792 + Penalty 835.514867 = -76025.050925 nChanged 99 SP:Iteration 6F (25.889327 sec): 3 clusters Score: Raw -76953.288270 + Penalty 835.878102 = -76117.410167 nChanged 67 SP:Iteration 7Q (25.892265 sec): 3 clusters Score: Raw -77023.118365 + Penalty 835.866866 = -76187.251499 nChanged 54 SP:Iteration 8Q (25.895171 sec): 3 clusters Score: Raw -77073.269790 + Penalty 835.117575 = -76238.152215 nChanged 47 SP:Iteration 9Q (25.898143 sec): 3 clusters Score: Raw -77114.641655 + Penalty 833.421514 = -76281.220141 nChanged 41 SP:Iteration 10F (25.901276 sec): 3 clusters Score: Raw -77152.106726 + Penalty 831.247713 = -76320.859012 nChanged 31 SP:Iteration 11Q (25.904125 sec): 3 clusters Score: Raw -77170.620887 + Penalty 830.362884 = -76340.258003 nChanged 18 SP:Iteration 12Q (25.906968 sec): 3 clusters Score: Raw -77178.023601 + Penalty 829.530074 = -76348.493527 nChanged 14 SP:Iteration 13Q (25.909794 sec): 3 clusters Score: Raw -77180.981983 + Penalty 828.706091 = -76352.275891 nChanged 8 SP:Iteration 14Q (25.912612 sec): 3 clusters Score: Raw -77182.799503 + Penalty 828.461080 = -76354.338423 nChanged 2 SP:Iteration 15Q (25.915428 sec): 3 clusters Score: Raw -77183.395726 + Penalty 828.118600 = -76355.277126 nChanged 3 SP:Iteration 16Q (25.918248 sec): 3 clusters Score: Raw -77185.338591 + Penalty 827.887824 = -76357.450767 nChanged 3 SP:Iteration 17Q (25.921062 sec): 3 clusters Score: Raw -77185.844090 + Penalty 827.759440 = -76358.084650 nChanged 1 SP:Iteration 18Q (25.923915 sec): 3 clusters Score: Raw -77185.945935 + Penalty 827.657424 = -76358.288511 nChanged 1 SP:Iteration 19Q (25.926729 sec): 3 clusters Score: Raw -77185.964261 + Penalty 827.657424 = -76358.306837 nChanged 0 SP:Iteration 20F (25.929848 sec): 3 clusters Score: Raw -77185.964261 + Penalty 827.657424 = -76358.306837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 22 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.937664 sec): 2 clusters Score: Raw -214.793788 + Penalty 118.080946 = -96.712842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.937870 sec): 2 clusters Score: Raw -214.793788 + Penalty 118.080946 = -96.712842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 23 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.938379 sec): 2 clusters Score: Raw -609.522109 + Penalty 258.712369 = -350.809740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.938609 sec): 3 clusters Score: Raw -629.721421 + Penalty 513.248394 = -116.473027 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 24 (1289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.943195 sec): 2 clusters Score: Raw -57968.847145 + Penalty 220.186861 = -57748.660284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.945730 sec): 3 clusters Score: Raw -57196.405445 + Penalty 439.380023 = -56757.025423 nChanged 562 SP:Iteration 1F (25.948225 sec): 3 clusters Score: Raw -57502.200645 + Penalty 437.581017 = -57064.619628 nChanged 114 SP:Iteration 2F (25.950723 sec): 3 clusters Score: Raw -57532.414815 + Penalty 436.720351 = -57095.694463 nChanged 42 SP:Iteration 3Q (25.953214 sec): 3 clusters Score: Raw -57540.404404 + Penalty 436.434030 = -57103.970373 nChanged 21 SP:Iteration 4Q (25.955716 sec): 3 clusters Score: Raw -57543.844264 + Penalty 436.312029 = -57107.532236 nChanged 16 SP:Iteration 5Q (25.958205 sec): 3 clusters Score: Raw -57546.877836 + Penalty 436.166990 = -57110.710846 nChanged 20 SP:Iteration 6Q (25.960692 sec): 3 clusters Score: Raw -57549.522830 + Penalty 436.273152 = -57113.249678 nChanged 12 SP:Iteration 7Q (25.963180 sec): 3 clusters Score: Raw -57551.249298 + Penalty 436.560560 = -57114.688737 nChanged 18 SP:Iteration 8Q (25.965674 sec): 3 clusters Score: Raw -57555.180848 + Penalty 437.294194 = -57117.886654 nChanged 30 SP:Iteration 9Q (25.968164 sec): 3 clusters Score: Raw -57565.984027 + Penalty 438.301171 = -57127.682856 nChanged 49 SP:Iteration 10F (25.970654 sec): 3 clusters Score: Raw -57585.630130 + Penalty 439.722171 = -57145.907958 nChanged 49 SP:Iteration 11Q (25.973140 sec): 3 clusters Score: Raw -57620.471975 + Penalty 441.075746 = -57179.396229 nChanged 59 SP:Iteration 12Q (25.975628 sec): 3 clusters Score: Raw -57663.620691 + Penalty 443.907947 = -57219.712744 nChanged 65 SP:Iteration 13F (25.978113 sec): 3 clusters Score: Raw -57717.630527 + Penalty 446.309194 = -57271.321332 nChanged 54 SP:Iteration 14Q (25.980583 sec): 3 clusters Score: Raw -57746.045515 + Penalty 447.999360 = -57298.046156 nChanged 34 SP:Iteration 15Q (25.983082 sec): 3 clusters Score: Raw -57759.020492 + Penalty 449.721270 = -57309.299222 nChanged 27 SP:Iteration 16Q (25.985537 sec): 3 clusters Score: Raw -57764.851377 + Penalty 451.019701 = -57313.831676 nChanged 18 SP:Iteration 17Q (25.988207 sec): 3 clusters Score: Raw -57772.166692 + Penalty 452.765971 = -57319.400720 nChanged 22 SP:Iteration 18Q (25.990846 sec): 3 clusters Score: Raw -57777.566687 + Penalty 453.464712 = -57324.101975 nChanged 16 SP:Iteration 19Q (25.993273 sec): 3 clusters Score: Raw -57780.605933 + Penalty 454.026231 = -57326.579701 nChanged 13 SP:Iteration 20F (25.995752 sec): 3 clusters Score: Raw -57782.619319 + Penalty 454.249517 = -57328.369802 nChanged 9 SP:Iteration 21Q (25.998176 sec): 3 clusters Score: Raw -57783.939357 + Penalty 454.523355 = -57329.416002 nChanged 5 SP:Iteration 22Q (26.000641 sec): 3 clusters Score: Raw -57784.679301 + Penalty 455.142325 = -57329.536976 nChanged 4 SP:Iteration 23Q (26.003058 sec): 3 clusters Score: Raw -57785.053338 + Penalty 455.142325 = -57329.911013 nChanged 0 SP:Iteration 24F (26.005530 sec): 3 clusters Score: Raw -57785.053338 + Penalty 455.142325 = -57329.911013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.006631 sec): 2 clusters Score: Raw -1548.592665 + Penalty 317.522848 = -1231.069817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.006917 sec): 3 clusters Score: Raw -1593.075552 + Penalty 635.978774 = -957.096778 nChanged 1 SP:Iteration 1Q (26.007184 sec): 3 clusters Score: Raw -1599.856516 + Penalty 636.188874 = -963.667642 nChanged 1 SP:Iteration 2Q (26.007446 sec): 3 clusters Score: Raw -1605.687334 + Penalty 636.188874 = -969.498460 nChanged 0 SP:Iteration 3F (26.007710 sec): 3 clusters Score: Raw -1605.687334 + Penalty 636.188874 = -969.498460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 26 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.009252 sec): 2 clusters Score: Raw -11807.467700 + Penalty 425.096737 = -11382.370963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.009967 sec): 3 clusters Score: Raw -11742.154390 + Penalty 841.899152 = -10900.255239 nChanged 65 SP:Iteration 1F (26.010671 sec): 3 clusters Score: Raw -11814.436478 + Penalty 831.116545 = -10983.319933 nChanged 26 SP:Iteration 2F (26.011345 sec): 3 clusters Score: Raw -11857.408955 + Penalty 821.949142 = -11035.459813 nChanged 13 SP:Iteration 3Q (26.012008 sec): 3 clusters Score: Raw -11880.926566 + Penalty 821.467080 = -11059.459485 nChanged 6 SP:Iteration 4Q (26.012661 sec): 3 clusters Score: Raw -11895.670548 + Penalty 820.712573 = -11074.957976 nChanged 3 SP:Iteration 5Q (26.013307 sec): 3 clusters Score: Raw -11899.363830 + Penalty 823.715783 = -11075.648046 nChanged 4 SP:Iteration 6Q (26.013955 sec): 3 clusters Score: Raw -11906.337707 + Penalty 823.943703 = -11082.394004 nChanged 2 SP:Iteration 7Q (26.014599 sec): 3 clusters Score: Raw -11907.814734 + Penalty 824.925750 = -11082.888984 nChanged 2 SP:Iteration 8Q (26.015242 sec): 3 clusters Score: Raw -11909.538263 + Penalty 826.309224 = -11083.229039 nChanged 3 SP:Iteration 9Q (26.015884 sec): 3 clusters Score: Raw -11914.452575 + Penalty 826.107644 = -11088.344931 nChanged 2 SP:Iteration 10F (26.016559 sec): 3 clusters Score: Raw -11918.458220 + Penalty 824.879836 = -11093.578384 nChanged 1 SP:Iteration 11Q (26.017199 sec): 3 clusters Score: Raw -11920.345850 + Penalty 823.976163 = -11096.369687 nChanged 1 SP:Iteration 12Q (26.017838 sec): 3 clusters Score: Raw -11921.602593 + Penalty 824.370797 = -11097.231796 nChanged 1 SP:Iteration 13Q (26.018476 sec): 3 clusters Score: Raw -11922.113357 + Penalty 824.832116 = -11097.281241 nChanged 1 SP:Iteration 14Q (26.019113 sec): 3 clusters Score: Raw -11922.292272 + Penalty 824.832116 = -11097.460155 nChanged 0 SP:Iteration 15F (26.019788 sec): 3 clusters Score: Raw -11922.292272 + Penalty 824.832116 = -11097.460155 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.021360 sec): 2 clusters Score: Raw -12153.936928 + Penalty 600.809062 = -11553.127866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.022060 sec): 3 clusters Score: Raw -12095.181387 + Penalty 1202.726230 = -10892.455157 nChanged 56 SP:Iteration 1F (26.022734 sec): 3 clusters Score: Raw -12156.613956 + Penalty 1201.775219 = -10954.838737 nChanged 20 SP:Iteration 2F (26.023404 sec): 3 clusters Score: Raw -12186.023898 + Penalty 1201.618124 = -10984.405774 nChanged 6 SP:Iteration 3Q (26.024094 sec): 3 clusters Score: Raw -12195.677402 + Penalty 1201.904343 = -10993.773060 nChanged 7 SP:Iteration 4Q (26.024752 sec): 3 clusters Score: Raw -12204.871599 + Penalty 1204.391338 = -11000.480261 nChanged 11 SP:Iteration 5Q (26.025410 sec): 3 clusters Score: Raw -12223.879147 + Penalty 1206.239479 = -11017.639667 nChanged 16 SP:Iteration 6F (26.026085 sec): 3 clusters Score: Raw -12247.655334 + Penalty 1208.346621 = -11039.308713 nChanged 10 SP:Iteration 7Q (26.026737 sec): 3 clusters Score: Raw -12265.681186 + Penalty 1209.588976 = -11056.092209 nChanged 4 SP:Iteration 8Q (26.027388 sec): 3 clusters Score: Raw -12272.961283 + Penalty 1209.846811 = -11063.114472 nChanged 1 SP:Iteration 9Q (26.028037 sec): 3 clusters Score: Raw -12275.893917 + Penalty 1209.846811 = -11066.047105 nChanged 0 SP:Iteration 10F (26.028712 sec): 3 clusters Score: Raw -12275.893917 + Penalty 1209.846811 = -11066.047105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 28 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.029912 sec): 2 clusters Score: Raw -6057.902804 + Penalty 353.088021 = -5704.814783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.030366 sec): 3 clusters Score: Raw -6019.689190 + Penalty 706.640113 = -5313.049077 nChanged 19 SP:Iteration 1F (26.030815 sec): 3 clusters Score: Raw -6043.006485 + Penalty 704.803645 = -5338.202841 nChanged 13 SP:Iteration 2F (26.031263 sec): 3 clusters Score: Raw -6059.471280 + Penalty 699.077587 = -5360.393692 nChanged 8 SP:Iteration 3F (26.031709 sec): 3 clusters Score: Raw -6070.165384 + Penalty 696.396994 = -5373.768390 nChanged 4 SP:Iteration 4Q (26.032152 sec): 3 clusters Score: Raw -6074.296093 + Penalty 695.310173 = -5378.985919 nChanged 2 SP:Iteration 5Q (26.032593 sec): 3 clusters Score: Raw -6077.986606 + Penalty 693.987974 = -5383.998631 nChanged 1 SP:Iteration 6Q (26.033035 sec): 3 clusters Score: Raw -6078.894340 + Penalty 693.987974 = -5384.906366 nChanged 0 SP:Iteration 7F (26.033480 sec): 3 clusters Score: Raw -6078.894340 + Penalty 693.987974 = -5384.906366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 29 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.034518 sec): 2 clusters Score: Raw -3552.274536 + Penalty 503.553222 = -3048.721314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.034885 sec): 3 clusters Score: Raw -3620.219678 + Penalty 1003.063465 = -2617.156213 nChanged 7 SP:Iteration 1F (26.035247 sec): 3 clusters Score: Raw -3641.843553 + Penalty 1003.767169 = -2638.076383 nChanged 2 SP:Iteration 2Q (26.035593 sec): 3 clusters Score: Raw -3645.601550 + Penalty 1005.573982 = -2640.027568 nChanged 1 SP:Iteration 3Q (26.035938 sec): 3 clusters Score: Raw -3647.471106 + Penalty 1005.573982 = -2641.897124 nChanged 0 SP:Iteration 4F (26.036298 sec): 3 clusters Score: Raw -3647.471106 + Penalty 1005.573982 = -2641.897124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 30 (399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.038866 sec): 2 clusters Score: Raw -19961.365931 + Penalty 815.135078 = -19146.230853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.039795 sec): 3 clusters Score: Raw -19899.176788 + Penalty 1629.682719 = -18269.494069 nChanged 100 SP:Iteration 1F (26.040712 sec): 3 clusters Score: Raw -20041.808140 + Penalty 1628.925153 = -18412.882987 nChanged 20 SP:Iteration 2F (26.041629 sec): 3 clusters Score: Raw -20068.930480 + Penalty 1629.041302 = -18439.889178 nChanged 8 SP:Iteration 3Q (26.042526 sec): 3 clusters Score: Raw -20082.330884 + Penalty 1628.771184 = -18453.559700 nChanged 1 SP:Iteration 4Q (26.043418 sec): 3 clusters Score: Raw -20083.406220 + Penalty 1628.771184 = -18454.635036 nChanged 0 SP:Iteration 5F (26.044337 sec): 3 clusters Score: Raw -20083.406220 + Penalty 1628.771184 = -18454.635036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 31 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.046352 sec): 2 clusters Score: Raw -12179.517868 + Penalty 917.060214 = -11262.457654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.047146 sec): 3 clusters Score: Raw -12163.502346 + Penalty 1833.948023 = -10329.554322 nChanged 67 SP:Iteration 1F (26.047927 sec): 3 clusters Score: Raw -12290.359215 + Penalty 1833.852046 = -10456.507169 nChanged 22 SP:Iteration 2F (26.048707 sec): 3 clusters Score: Raw -12341.261827 + Penalty 1833.828544 = -10507.433283 nChanged 13 SP:Iteration 3Q (26.049451 sec): 3 clusters Score: Raw -12371.825561 + Penalty 1833.602082 = -10538.223479 nChanged 8 SP:Iteration 4Q (26.050188 sec): 3 clusters Score: Raw -12389.396914 + Penalty 1833.301682 = -10556.095232 nChanged 5 SP:Iteration 5Q (26.050922 sec): 3 clusters Score: Raw -12402.655397 + Penalty 1833.301682 = -10569.353715 nChanged 2 SP:Iteration 6Q (26.051652 sec): 3 clusters Score: Raw -12408.952469 + Penalty 1833.161304 = -10575.791165 nChanged 3 SP:Iteration 7Q (26.052378 sec): 3 clusters Score: Raw -12413.850418 + Penalty 1833.161304 = -10580.689114 nChanged 2 SP:Iteration 8Q (26.053102 sec): 3 clusters Score: Raw -12417.047778 + Penalty 1833.295664 = -10583.752114 nChanged 1 SP:Iteration 9Q (26.053829 sec): 3 clusters Score: Raw -12421.863137 + Penalty 1833.409177 = -10588.453960 nChanged 1 SP:Iteration 10F (26.054608 sec): 3 clusters Score: Raw -12425.347361 + Penalty 1833.483021 = -10591.864340 nChanged 1 SP:Iteration 11Q (26.055336 sec): 3 clusters Score: Raw -12426.899294 + Penalty 1833.608456 = -10593.290838 nChanged 1 SP:Iteration 12Q (26.056062 sec): 3 clusters Score: Raw -12430.180150 + Penalty 1833.470250 = -10596.709900 nChanged 1 SP:Iteration 13Q (26.056787 sec): 3 clusters Score: Raw -12432.725134 + Penalty 1833.470250 = -10599.254884 nChanged 0 SP:Iteration 14F (26.057565 sec): 3 clusters Score: Raw -12432.725134 + Penalty 1833.470250 = -10599.254884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 32 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.059199 sec): 2 clusters Score: Raw -10524.546176 + Penalty 308.287415 = -10216.258760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.059828 sec): 3 clusters Score: Raw -10426.933457 + Penalty 626.624009 = -9800.309448 nChanged 63 SP:Iteration 1F (26.060448 sec): 3 clusters Score: Raw -10477.752042 + Penalty 626.079730 = -9851.672312 nChanged 14 SP:Iteration 2F (26.061069 sec): 3 clusters Score: Raw -10495.515549 + Penalty 626.486659 = -9869.028890 nChanged 9 SP:Iteration 3Q (26.061684 sec): 3 clusters Score: Raw -10506.400527 + Penalty 625.866695 = -9880.533831 nChanged 6 SP:Iteration 4Q (26.062299 sec): 3 clusters Score: Raw -10513.414831 + Penalty 622.742750 = -9890.672081 nChanged 7 SP:Iteration 5Q (26.062914 sec): 3 clusters Score: Raw -10524.525947 + Penalty 619.234031 = -9905.291916 nChanged 8 SP:Iteration 6Q (26.063529 sec): 3 clusters Score: Raw -10535.635348 + Penalty 616.878677 = -9918.756671 nChanged 4 SP:Iteration 7Q (26.064144 sec): 3 clusters Score: Raw -10539.107131 + Penalty 615.273242 = -9923.833889 nChanged 4 SP:Iteration 8Q (26.064755 sec): 3 clusters Score: Raw -10544.286793 + Penalty 615.460179 = -9928.826613 nChanged 2 SP:Iteration 9Q (26.065365 sec): 3 clusters Score: Raw -10545.375984 + Penalty 615.420255 = -9929.955729 nChanged 1 SP:Iteration 10F (26.065985 sec): 3 clusters Score: Raw -10545.641525 + Penalty 615.420255 = -9930.221270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 33 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.067200 sec): 2 clusters Score: Raw -6330.892854 + Penalty 773.173621 = -5557.719233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.067684 sec): 3 clusters Score: Raw -6412.164544 + Penalty 1546.378584 = -4865.785961 nChanged 17 SP:Iteration 1F (26.068191 sec): 3 clusters Score: Raw -6464.110238 + Penalty 1546.353698 = -4917.756541 nChanged 4 SP:Iteration 2Q (26.068644 sec): 3 clusters Score: Raw -6486.721028 + Penalty 1546.353698 = -4940.367330 nChanged 0 SP:Iteration 3F (26.069120 sec): 3 clusters Score: Raw -6486.721028 + Penalty 1546.353698 = -4940.367330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 34 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.070196 sec): 2 clusters Score: Raw -4410.730337 + Penalty 461.251884 = -3949.478453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.070582 sec): 3 clusters Score: Raw -4430.660805 + Penalty 923.079030 = -3507.581775 nChanged 10 SP:Iteration 1F (26.070961 sec): 3 clusters Score: Raw -4449.023714 + Penalty 922.506981 = -3526.516734 nChanged 3 SP:Iteration 2Q (26.071331 sec): 3 clusters Score: Raw -4453.188127 + Penalty 922.682267 = -3530.505859 nChanged 2 SP:Iteration 3Q (26.071701 sec): 3 clusters Score: Raw -4459.433929 + Penalty 922.682267 = -3536.751662 nChanged 0 SP:Iteration 4F (26.072077 sec): 3 clusters Score: Raw -4459.433929 + Penalty 922.682267 = -3536.751662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 35 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.072934 sec): 2 clusters Score: Raw -850.476921 + Penalty 223.654257 = -626.822664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.073177 sec): 3 clusters Score: Raw -868.403828 + Penalty 446.803874 = -421.599954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 36 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.074212 sec): 2 clusters Score: Raw -5182.351489 + Penalty 522.298042 = -4660.053447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.074614 sec): 3 clusters Score: Raw -5202.618799 + Penalty 1044.315871 = -4158.302928 nChanged 14 SP:Iteration 1F (26.075009 sec): 3 clusters Score: Raw -5226.195534 + Penalty 1043.859195 = -4182.336339 nChanged 1 SP:Iteration 2Q (26.075393 sec): 3 clusters Score: Raw -5230.942179 + Penalty 1043.859195 = -4187.082984 nChanged 0 SP:Iteration 3F (26.075786 sec): 3 clusters Score: Raw -5230.942179 + Penalty 1043.859195 = -4187.082984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 37 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.077209 sec): 2 clusters Score: Raw -10508.551368 + Penalty 299.892666 = -10208.658702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.077840 sec): 3 clusters Score: Raw -10408.643037 + Penalty 599.227620 = -9809.415417 nChanged 69 SP:Iteration 1F (26.078462 sec): 3 clusters Score: Raw -10454.232920 + Penalty 598.340842 = -9855.892077 nChanged 16 SP:Iteration 2F (26.079083 sec): 3 clusters Score: Raw -10469.961358 + Penalty 596.984604 = -9872.976753 nChanged 10 SP:Iteration 3Q (26.079719 sec): 3 clusters Score: Raw -10482.813755 + Penalty 595.602309 = -9887.211446 nChanged 10 SP:Iteration 4Q (26.080333 sec): 3 clusters Score: Raw -10491.843535 + Penalty 595.608477 = -9896.235058 nChanged 6 SP:Iteration 5Q (26.080946 sec): 3 clusters Score: Raw -10495.333861 + Penalty 596.793739 = -9898.540122 nChanged 5 SP:Iteration 6Q (26.081557 sec): 3 clusters Score: Raw -10498.516628 + Penalty 597.620569 = -9900.896059 nChanged 4 SP:Iteration 7Q (26.082168 sec): 3 clusters Score: Raw -10501.534999 + Penalty 597.598856 = -9903.936144 nChanged 2 SP:Iteration 8Q (26.082779 sec): 3 clusters Score: Raw -10504.074691 + Penalty 597.669675 = -9906.405016 nChanged 2 SP:Iteration 9Q (26.083389 sec): 3 clusters Score: Raw -10504.316688 + Penalty 597.669675 = -9906.647013 nChanged 0 SP:Iteration 10F (26.084018 sec): 3 clusters Score: Raw -10504.316688 + Penalty 597.669675 = -9906.647013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 38 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.085524 sec): 2 clusters Score: Raw -6331.898463 + Penalty 597.018529 = -5734.879934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.085969 sec): 3 clusters Score: Raw -6355.024322 + Penalty 1191.957052 = -5163.067270 nChanged 15 SP:Iteration 1F (26.086407 sec): 3 clusters Score: Raw -6385.040243 + Penalty 1191.294094 = -5193.746149 nChanged 3 SP:Iteration 2Q (26.086828 sec): 3 clusters Score: Raw -6391.494562 + Penalty 1190.984691 = -5200.509871 nChanged 2 SP:Iteration 3Q (26.087249 sec): 3 clusters Score: Raw -6398.304689 + Penalty 1190.984691 = -5207.319998 nChanged 0 SP:Iteration 4F (26.087684 sec): 3 clusters Score: Raw -6398.304689 + Penalty 1190.984691 = -5207.319998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 39 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.088603 sec): 2 clusters Score: Raw -1559.946595 + Penalty 151.098312 = -1408.848283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.088880 sec): 3 clusters Score: Raw -1570.749080 + Penalty 302.196624 = -1268.552456 nChanged 2 SP:Iteration 1F (26.089150 sec): 3 clusters Score: Raw -1573.237835 + Penalty 302.196624 = -1271.041211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.090727 sec): 2 clusters Score: Raw -12432.997300 + Penalty 753.606959 = -11679.390341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.091468 sec): 3 clusters Score: Raw -12422.310052 + Penalty 1509.057471 = -10913.252582 nChanged 54 SP:Iteration 1F (26.092200 sec): 3 clusters Score: Raw -12514.342178 + Penalty 1511.487537 = -11002.854641 nChanged 17 SP:Iteration 2F (26.092925 sec): 3 clusters Score: Raw -12554.869290 + Penalty 1512.094866 = -11042.774424 nChanged 13 SP:Iteration 3Q (26.093601 sec): 3 clusters Score: Raw -12576.997735 + Penalty 1510.035778 = -11066.961957 nChanged 4 SP:Iteration 4Q (26.094265 sec): 3 clusters Score: Raw -12586.493693 + Penalty 1509.902064 = -11076.591628 nChanged 4 SP:Iteration 5Q (26.094925 sec): 3 clusters Score: Raw -12590.744719 + Penalty 1509.902064 = -11080.842655 nChanged 0 SP:Iteration 6F (26.095624 sec): 3 clusters Score: Raw -12590.744719 + Penalty 1509.902064 = -11080.842655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 41 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.096544 sec): 2 clusters Score: Raw -864.735220 + Penalty 358.483161 = -506.252059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.096787 sec): 3 clusters Score: Raw -888.508948 + Penalty 725.579437 = -162.929511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 42 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.097803 sec): 2 clusters Score: Raw -3908.612731 + Penalty 90.179861 = -3818.432870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.098197 sec): 3 clusters Score: Raw -3882.486569 + Penalty 180.142441 = -3702.344129 nChanged 31 SP:Iteration 1F (26.098583 sec): 3 clusters Score: Raw -3910.478612 + Penalty 180.214245 = -3730.264367 nChanged 7 SP:Iteration 2F (26.098968 sec): 3 clusters Score: Raw -3915.944437 + Penalty 180.392010 = -3735.552428 nChanged 1 SP:Iteration 3Q (26.099345 sec): 3 clusters Score: Raw -3916.696535 + Penalty 181.107015 = -3735.589520 nChanged 2 SP:Iteration 4Q (26.099722 sec): 3 clusters Score: Raw -3918.997020 + Penalty 182.622029 = -3736.374990 nChanged 4 SP:Iteration 5Q (26.100099 sec): 3 clusters Score: Raw -3925.822427 + Penalty 184.030448 = -3741.791979 nChanged 2 SP:Iteration 6Q (26.100474 sec): 3 clusters Score: Raw -3932.911574 + Penalty 184.259812 = -3748.651763 nChanged 1 SP:Iteration 7Q (26.100869 sec): 3 clusters Score: Raw -3934.486024 + Penalty 184.259812 = -3750.226212 nChanged 0 SP:Iteration 8F (26.101255 sec): 3 clusters Score: Raw -3934.486024 + Penalty 184.259812 = -3750.226212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 43 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.102104 sec): 2 clusters Score: Raw -1159.791263 + Penalty 299.267240 = -860.524023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.102356 sec): 3 clusters Score: Raw -1186.898246 + Penalty 598.482554 = -588.415692 nChanged 1 SP:Iteration 1Q (26.102596 sec): 3 clusters Score: Raw -1193.475304 + Penalty 598.482554 = -594.992751 nChanged 0 SP:Iteration 2F (26.102843 sec): 3 clusters Score: Raw -1193.475304 + Penalty 598.482554 = -594.992751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 44 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.103842 sec): 2 clusters Score: Raw -4192.071047 + Penalty 408.019331 = -3784.051716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.104222 sec): 3 clusters Score: Raw -4199.968678 + Penalty 810.953429 = -3389.015249 nChanged 13 SP:Iteration 1F (26.104597 sec): 3 clusters Score: Raw -4225.028118 + Penalty 803.239702 = -3421.788416 nChanged 6 SP:Iteration 2F (26.104970 sec): 3 clusters Score: Raw -4239.042141 + Penalty 798.921310 = -3440.120831 nChanged 5 SP:Iteration 3F (26.105343 sec): 3 clusters Score: Raw -4248.158103 + Penalty 798.968456 = -3449.189647 nChanged 2 SP:Iteration 4Q (26.105705 sec): 3 clusters Score: Raw -4251.808580 + Penalty 797.163860 = -3454.644719 nChanged 1 SP:Iteration 5Q (26.106069 sec): 3 clusters Score: Raw -4254.430781 + Penalty 793.423275 = -3461.007507 nChanged 1 SP:Iteration 6Q (26.106430 sec): 3 clusters Score: Raw -4257.746540 + Penalty 793.423275 = -3464.323265 nChanged 0 SP:Iteration 7F (26.106802 sec): 3 clusters Score: Raw -4257.746540 + Penalty 793.423275 = -3464.323265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 45 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.107947 sec): 2 clusters Score: Raw -7120.444237 + Penalty 496.016128 = -6624.428109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.108426 sec): 3 clusters Score: Raw -7110.591112 + Penalty 991.716949 = -6118.874162 nChanged 32 SP:Iteration 1F (26.108897 sec): 3 clusters Score: Raw -7162.209406 + Penalty 991.940495 = -6170.268911 nChanged 7 SP:Iteration 2Q (26.109368 sec): 3 clusters Score: Raw -7174.773994 + Penalty 992.237804 = -6182.536190 nChanged 1 SP:Iteration 3Q (26.109820 sec): 3 clusters Score: Raw -7175.764807 + Penalty 992.237804 = -6183.527003 nChanged 0 SP:Iteration 4F (26.110284 sec): 3 clusters Score: Raw -7175.764807 + Penalty 992.237804 = -6183.527003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 46 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.111374 sec): 2 clusters Score: Raw -3609.183738 + Penalty 220.943353 = -3388.240385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.111780 sec): 3 clusters Score: Raw -3623.589547 + Penalty 430.563899 = -3193.025648 nChanged 21 SP:Iteration 1F (26.112177 sec): 3 clusters Score: Raw -3646.409058 + Penalty 435.306270 = -3211.102788 nChanged 9 SP:Iteration 2F (26.112574 sec): 3 clusters Score: Raw -3666.059006 + Penalty 438.062586 = -3227.996420 nChanged 3 SP:Iteration 3Q (26.112961 sec): 3 clusters Score: Raw -3675.674225 + Penalty 439.454050 = -3236.220175 nChanged 2 SP:Iteration 4Q (26.113343 sec): 3 clusters Score: Raw -3681.825666 + Penalty 442.863523 = -3238.962143 nChanged 2 SP:Iteration 5Q (26.113723 sec): 3 clusters Score: Raw -3686.589160 + Penalty 453.395250 = -3233.193910 nChanged 3 SP:Iteration 6F (26.114119 sec): 3 clusters Score: Raw -3696.671404 + Penalty 457.228345 = -3239.443059 nChanged 1 SP:Iteration 7Q (26.114513 sec): 3 clusters Score: Raw -3708.921183 + Penalty 459.208380 = -3249.712804 nChanged 1 SP:Iteration 8Q (26.114881 sec): 3 clusters Score: Raw -3710.037284 + Penalty 464.051674 = -3245.985610 nChanged 1 SP:Iteration 9F (26.115277 sec): 3 clusters Score: Raw -3711.383189 + Penalty 473.718046 = -3237.665143 nChanged 2 SP:Iteration 10F (26.115694 sec): 3 clusters Score: Raw -3722.678956 + Penalty 473.718046 = -3248.960910 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 47 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.116496 sec): 2 clusters Score: Raw -162.774106 + Penalty 117.150406 = -45.623700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.116706 sec): 3 clusters Score: Raw -154.592045 + Penalty 225.526746 = 70.934702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 48 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.117507 sec): 2 clusters Score: Raw -989.718626 + Penalty 349.460703 = -640.257923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.117752 sec): 3 clusters Score: Raw -1049.015565 + Penalty 698.921405 = -350.094160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 49 (466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.119850 sec): 2 clusters Score: Raw -21126.174977 + Penalty 926.807188 = -20199.367789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.120892 sec): 3 clusters Score: Raw -21058.926349 + Penalty 1853.362295 = -19205.564054 nChanged 102 SP:Iteration 1F (26.121944 sec): 3 clusters Score: Raw -21205.757275 + Penalty 1853.751963 = -19352.005311 nChanged 21 SP:Iteration 2Q (26.122973 sec): 3 clusters Score: Raw -21233.567582 + Penalty 1853.614375 = -19379.953207 nChanged 11 SP:Iteration 3Q (26.123978 sec): 3 clusters Score: Raw -21248.873141 + Penalty 1853.614375 = -19395.258766 nChanged 4 SP:Iteration 4Q (26.124976 sec): 3 clusters Score: Raw -21255.327673 + Penalty 1853.478648 = -19401.849025 nChanged 3 SP:Iteration 5Q (26.125972 sec): 3 clusters Score: Raw -21257.619274 + Penalty 1853.478063 = -19404.141210 nChanged 2 SP:Iteration 6Q (26.126967 sec): 3 clusters Score: Raw -21261.277807 + Penalty 1853.329432 = -19407.948374 nChanged 3 SP:Iteration 7Q (26.127960 sec): 3 clusters Score: Raw -21263.338081 + Penalty 1853.183829 = -19410.154252 nChanged 1 SP:Iteration 8Q (26.128952 sec): 3 clusters Score: Raw -21264.727267 + Penalty 1853.206727 = -19411.520540 nChanged 2 SP:Iteration 9Q (26.129944 sec): 3 clusters Score: Raw -21269.520386 + Penalty 1853.344784 = -19416.175601 nChanged 5 SP:Iteration 10F (26.130976 sec): 3 clusters Score: Raw -21282.353696 + Penalty 1853.255343 = -19429.098352 nChanged 3 SP:Iteration 11Q (26.131967 sec): 3 clusters Score: Raw -21286.590042 + Penalty 1853.369935 = -19433.220107 nChanged 1 SP:Iteration 12Q (26.132955 sec): 3 clusters Score: Raw -21287.033014 + Penalty 1853.369935 = -19433.663079 nChanged 0 SP:Iteration 13F (26.133991 sec): 3 clusters Score: Raw -21287.033014 + Penalty 1853.369935 = -19433.663079 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 50 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.135101 sec): 2 clusters Score: Raw -3396.634897 + Penalty 508.075135 = -2888.559762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.135438 sec): 3 clusters Score: Raw -3438.728578 + Penalty 1018.466797 = -2420.261781 nChanged 4 SP:Iteration 1F (26.135776 sec): 3 clusters Score: Raw -3451.697432 + Penalty 1018.466797 = -2433.230635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 51 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.136591 sec): 2 clusters Score: Raw -728.536633 + Penalty 287.654863 = -440.881770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.136855 sec): 3 clusters Score: Raw -760.907585 + Penalty 576.282894 = -184.624692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 52 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.137633 sec): 2 clusters Score: Raw -618.799387 + Penalty 261.287102 = -357.512285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.137865 sec): 3 clusters Score: Raw -667.369821 + Penalty 521.583372 = -145.786449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 53 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.138778 sec): 2 clusters Score: Raw -2753.333880 + Penalty 150.073466 = -2603.260414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.139120 sec): 3 clusters Score: Raw -2747.496542 + Penalty 334.717730 = -2412.778812 nChanged 10 SP:Iteration 1F (26.139447 sec): 3 clusters Score: Raw -2763.814997 + Penalty 365.484325 = -2398.330671 nChanged 5 SP:Iteration 2F (26.139783 sec): 3 clusters Score: Raw -2774.623424 + Penalty 384.902142 = -2389.721281 nChanged 3 SP:Iteration 3F (26.140121 sec): 3 clusters Score: Raw -2780.988954 + Penalty 381.081035 = -2399.907919 nChanged 1 SP:Iteration 4Q (26.140446 sec): 3 clusters Score: Raw -2784.551742 + Penalty 381.081035 = -2403.470707 nChanged 0 SP:Iteration 5F (26.140782 sec): 3 clusters Score: Raw -2784.551742 + Penalty 381.081035 = -2403.470707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 54 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.141585 sec): 2 clusters Score: Raw -698.518192 + Penalty 263.439307 = -435.078886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.141821 sec): 3 clusters Score: Raw -744.311248 + Penalty 532.107769 = -212.203478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 55 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.142672 sec): 2 clusters Score: Raw -2170.747715 + Penalty 347.821564 = -1822.926151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.142961 sec): 3 clusters Score: Raw -2189.503004 + Penalty 695.643129 = -1493.859876 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 56 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.143736 sec): 2 clusters Score: Raw -468.980958 + Penalty 177.981051 = -290.999907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.143960 sec): 3 clusters Score: Raw -489.325673 + Penalty 357.954595 = -131.371078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 57 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.145821 sec): 2 clusters Score: Raw -16911.019400 + Penalty 675.524509 = -16235.494892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.146650 sec): 3 clusters Score: Raw -16808.242669 + Penalty 1350.583042 = -15457.659626 nChanged 80 SP:Iteration 1F (26.147480 sec): 3 clusters Score: Raw -16892.910115 + Penalty 1351.681133 = -15541.228982 nChanged 21 SP:Iteration 2F (26.148299 sec): 3 clusters Score: Raw -16923.873661 + Penalty 1353.147862 = -15570.725799 nChanged 11 SP:Iteration 3Q (26.149107 sec): 3 clusters Score: Raw -16941.127897 + Penalty 1355.032493 = -15586.095404 nChanged 10 SP:Iteration 4Q (26.149912 sec): 3 clusters Score: Raw -16955.838206 + Penalty 1357.735798 = -15598.102407 nChanged 8 SP:Iteration 5Q (26.150712 sec): 3 clusters Score: Raw -16965.975644 + Penalty 1358.326191 = -15607.649453 nChanged 4 SP:Iteration 6Q (26.151507 sec): 3 clusters Score: Raw -16972.001800 + Penalty 1357.674105 = -15614.327695 nChanged 4 SP:Iteration 7Q (26.152297 sec): 3 clusters Score: Raw -16975.934886 + Penalty 1357.719084 = -15618.215802 nChanged 2 SP:Iteration 8Q (26.153113 sec): 3 clusters Score: Raw -16977.943338 + Penalty 1357.862582 = -15620.080756 nChanged 1 SP:Iteration 9Q (26.153903 sec): 3 clusters Score: Raw -16978.390990 + Penalty 1358.500908 = -15619.890082 nChanged 1 SP:Iteration 10F (26.154720 sec): 3 clusters Score: Raw -16979.024815 + Penalty 1358.149409 = -15620.875406 nChanged 1 SP:Iteration 11Q (26.155507 sec): 3 clusters Score: Raw -16984.399927 + Penalty 1358.106527 = -15626.293400 nChanged 3 SP:Iteration 12Q (26.156293 sec): 3 clusters Score: Raw -16987.579208 + Penalty 1358.957446 = -15628.621761 nChanged 3 SP:Iteration 13Q (26.157079 sec): 3 clusters Score: Raw -16990.275896 + Penalty 1359.682963 = -15630.592933 nChanged 2 SP:Iteration 14Q (26.157862 sec): 3 clusters Score: Raw -16991.766896 + Penalty 1359.682963 = -15632.083933 nChanged 0 SP:Iteration 15F (26.158675 sec): 3 clusters Score: Raw -16991.766896 + Penalty 1359.682963 = -15632.083933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 58 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.159886 sec): 2 clusters Score: Raw -2987.289086 + Penalty 432.562270 = -2554.726817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.160208 sec): 3 clusters Score: Raw -3020.281814 + Penalty 866.575910 = -2153.705905 nChanged 1 SP:Iteration 1Q (26.160515 sec): 3 clusters Score: Raw -3026.666480 + Penalty 867.367822 = -2159.298658 nChanged 1 SP:Iteration 2Q (26.160821 sec): 3 clusters Score: Raw -3032.095698 + Penalty 867.367822 = -2164.727876 nChanged 0 SP:Iteration 3F (26.161135 sec): 3 clusters Score: Raw -3032.095698 + Penalty 867.367822 = -2164.727876 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 59 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.162023 sec): 2 clusters Score: Raw -1624.801767 + Penalty 293.379279 = -1331.422488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.162300 sec): 3 clusters Score: Raw -1676.507908 + Penalty 590.977599 = -1085.530309 nChanged 1 SP:Iteration 1Q (26.162563 sec): 3 clusters Score: Raw -1684.061879 + Penalty 590.977599 = -1093.084280 nChanged 0 SP:Iteration 2F (26.162833 sec): 3 clusters Score: Raw -1684.061879 + Penalty 590.977599 = -1093.084280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 60 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.163662 sec): 2 clusters Score: Raw -1414.181416 + Penalty 282.738543 = -1131.442874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.163922 sec): 3 clusters Score: Raw -1452.830081 + Penalty 566.038423 = -886.791658 nChanged 1 SP:Iteration 1Q (26.164171 sec): 3 clusters Score: Raw -1455.282563 + Penalty 566.038423 = -889.244140 nChanged 0 SP:Iteration 2F (26.164427 sec): 3 clusters Score: Raw -1455.282563 + Penalty 566.038423 = -889.244140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 61 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.165441 sec): 2 clusters Score: Raw -4337.445882 + Penalty 334.645441 = -4002.800441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.165824 sec): 3 clusters Score: Raw -4331.081991 + Penalty 671.891722 = -3659.190268 nChanged 12 SP:Iteration 1F (26.166199 sec): 3 clusters Score: Raw -4357.059811 + Penalty 672.677183 = -3684.382629 nChanged 5 SP:Iteration 2F (26.166575 sec): 3 clusters Score: Raw -4367.934623 + Penalty 671.515142 = -3696.419481 nChanged 3 SP:Iteration 3Q (26.166940 sec): 3 clusters Score: Raw -4372.367326 + Penalty 671.047440 = -3701.319887 nChanged 5 SP:Iteration 4F (26.167318 sec): 3 clusters Score: Raw -4385.272889 + Penalty 671.461549 = -3713.811341 nChanged 2 SP:Iteration 5Q (26.167678 sec): 3 clusters Score: Raw -4393.083001 + Penalty 670.338464 = -3722.744537 nChanged 1 SP:Iteration 6Q (26.168060 sec): 3 clusters Score: Raw -4395.389321 + Penalty 670.338464 = -3725.050857 nChanged 0 SP:Iteration 7F (26.168435 sec): 3 clusters Score: Raw -4395.389321 + Penalty 670.338464 = -3725.050857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 62 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.169826 sec): 2 clusters Score: Raw -10923.740156 + Penalty 691.871499 = -10231.868657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.170433 sec): 3 clusters Score: Raw -10932.721489 + Penalty 1383.907991 = -9548.813497 nChanged 25 SP:Iteration 1F (26.171030 sec): 3 clusters Score: Raw -10972.395228 + Penalty 1384.618215 = -9587.777013 nChanged 6 SP:Iteration 2Q (26.171632 sec): 3 clusters Score: Raw -10978.106532 + Penalty 1385.175379 = -9592.931153 nChanged 3 SP:Iteration 3Q (26.172212 sec): 3 clusters Score: Raw -10992.725898 + Penalty 1385.952778 = -9606.773120 nChanged 2 SP:Iteration 4Q (26.172788 sec): 3 clusters Score: Raw -10995.626262 + Penalty 1386.248547 = -9609.377716 nChanged 2 SP:Iteration 5Q (26.173363 sec): 3 clusters Score: Raw -11004.570438 + Penalty 1387.580389 = -9616.990049 nChanged 4 SP:Iteration 6Q (26.173943 sec): 3 clusters Score: Raw -11011.142060 + Penalty 1387.125218 = -9624.016843 nChanged 1 SP:Iteration 7Q (26.174517 sec): 3 clusters Score: Raw -11017.887206 + Penalty 1387.257992 = -9630.629214 nChanged 2 SP:Iteration 8Q (26.175090 sec): 3 clusters Score: Raw -11021.459990 + Penalty 1387.257992 = -9634.201998 nChanged 0 SP:Iteration 9F (26.175683 sec): 3 clusters Score: Raw -11021.459990 + Penalty 1387.257992 = -9634.201998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 63 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.176837 sec): 2 clusters Score: Raw -5792.207848 + Penalty 250.327205 = -5541.880644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.177271 sec): 3 clusters Score: Raw -5743.048675 + Penalty 510.339939 = -5232.708736 nChanged 28 SP:Iteration 1F (26.177698 sec): 3 clusters Score: Raw -5788.053871 + Penalty 526.446678 = -5261.607193 nChanged 12 SP:Iteration 2F (26.178125 sec): 3 clusters Score: Raw -5811.764083 + Penalty 538.480132 = -5273.283952 nChanged 9 SP:Iteration 3F (26.178552 sec): 3 clusters Score: Raw -5826.254455 + Penalty 545.365335 = -5280.889119 nChanged 4 SP:Iteration 4Q (26.178973 sec): 3 clusters Score: Raw -5830.864942 + Penalty 557.731032 = -5273.133910 nChanged 2 SP:Iteration 5F (26.179400 sec): 3 clusters Score: Raw -5834.564393 + Penalty 567.156904 = -5267.407489 nChanged 2 SP:Iteration 6F (26.179826 sec): 3 clusters Score: Raw -5836.407906 + Penalty 567.156904 = -5269.251002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 64 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.180696 sec): 2 clusters Score: Raw -1500.396721 + Penalty 414.617451 = -1085.779269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.180961 sec): 3 clusters Score: Raw -1580.557749 + Penalty 829.497566 = -751.060182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 65 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.181716 sec): 2 clusters Score: Raw -167.005199 + Penalty 123.491194 = -43.514005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.181923 sec): 3 clusters Score: Raw -157.619876 + Penalty 250.321676 = 92.701800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 66 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.183064 sec): 2 clusters Score: Raw -5366.000418 + Penalty 419.637767 = -4946.362651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.183544 sec): 3 clusters Score: Raw -5350.274584 + Penalty 840.774863 = -4509.499721 nChanged 25 SP:Iteration 1F (26.184048 sec): 3 clusters Score: Raw -5403.335820 + Penalty 844.940534 = -4558.395286 nChanged 7 SP:Iteration 2Q (26.184510 sec): 3 clusters Score: Raw -5415.812534 + Penalty 844.081750 = -4571.730784 nChanged 3 SP:Iteration 3Q (26.184974 sec): 3 clusters Score: Raw -5420.762791 + Penalty 844.357641 = -4576.405151 nChanged 2 SP:Iteration 4Q (26.185448 sec): 3 clusters Score: Raw -5427.070541 + Penalty 848.094421 = -4578.976120 nChanged 2 SP:Iteration 5Q (26.185906 sec): 3 clusters Score: Raw -5432.097841 + Penalty 854.226397 = -4577.871443 nChanged 3 SP:Iteration 6F (26.186378 sec): 3 clusters Score: Raw -5439.223932 + Penalty 856.728543 = -4582.495389 nChanged 1 SP:Iteration 7Q (26.186840 sec): 3 clusters Score: Raw -5440.691849 + Penalty 858.797872 = -4581.893977 nChanged 1 SP:Iteration 8F (26.187325 sec): 3 clusters Score: Raw -5445.435778 + Penalty 860.526046 = -4584.909733 nChanged 1 SP:Iteration 9Q (26.187786 sec): 3 clusters Score: Raw -5446.241316 + Penalty 860.526046 = -4585.715270 nChanged 0 SP:Iteration 10F (26.188269 sec): 3 clusters Score: Raw -5446.241316 + Penalty 860.526046 = -4585.715270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 67 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.189078 sec): 2 clusters Score: Raw -107.694195 + Penalty 77.230161 = -30.464034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.189284 sec): 3 clusters Score: Raw -99.041054 + Penalty 154.460322 = 55.419268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 68 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.190068 sec): 2 clusters Score: Raw -759.275474 + Penalty 320.116079 = -439.159395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.190306 sec): 3 clusters Score: Raw -837.216837 + Penalty 649.642750 = -187.574087 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 69 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.191105 sec): 2 clusters Score: Raw -1117.511168 + Penalty 437.967944 = -679.543224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.191355 sec): 3 clusters Score: Raw -1225.190978 + Penalty 872.732829 = -352.458149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 70 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.192171 sec): 2 clusters Score: Raw -1352.291229 + Penalty 398.772139 = -953.519090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.192431 sec): 3 clusters Score: Raw -1417.610270 + Penalty 789.499447 = -628.110823 nChanged 1 SP:Iteration 1Q (26.192676 sec): 3 clusters Score: Raw -1428.988300 + Penalty 789.499447 = -639.488853 nChanged 0 SP:Iteration 2F (26.192931 sec): 3 clusters Score: Raw -1428.988300 + Penalty 789.499447 = -639.488853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 71 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.193710 sec): 2 clusters Score: Raw -695.971028 + Penalty 291.119863 = -404.851165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.193943 sec): 3 clusters Score: Raw -714.132948 + Penalty 581.196112 = -132.936835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 72 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.194729 sec): 2 clusters Score: Raw -758.110373 + Penalty 261.331356 = -496.779017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.194972 sec): 3 clusters Score: Raw -814.019726 + Penalty 522.662712 = -291.357014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 73 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.195729 sec): 2 clusters Score: Raw -354.802692 + Penalty 180.981465 = -173.821227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.195947 sec): 2 clusters Score: Raw -354.802692 + Penalty 180.981465 = -173.821227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 74 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.196717 sec): 2 clusters Score: Raw -565.576041 + Penalty 248.339236 = -317.236805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.196944 sec): 3 clusters Score: Raw -577.633138 + Penalty 512.894344 = -64.738794 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 75 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.197954 sec): 2 clusters Score: Raw -3791.837289 + Penalty 152.034475 = -3639.802814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.198340 sec): 3 clusters Score: Raw -3764.478998 + Penalty 354.956053 = -3409.522945 nChanged 21 SP:Iteration 1F (26.198724 sec): 3 clusters Score: Raw -3802.945828 + Penalty 361.214589 = -3441.731239 nChanged 2 SP:Iteration 2Q (26.199094 sec): 3 clusters Score: Raw -3813.044903 + Penalty 365.632892 = -3447.412011 nChanged 2 SP:Iteration 3Q (26.199452 sec): 3 clusters Score: Raw -3815.834450 + Penalty 365.632892 = -3450.201558 nChanged 0 SP:Iteration 4F (26.199836 sec): 3 clusters Score: Raw -3815.834450 + Penalty 365.632892 = -3450.201558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 76 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.200641 sec): 2 clusters Score: Raw -640.175320 + Penalty 212.267500 = -427.907821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.200872 sec): 3 clusters Score: Raw -651.402750 + Penalty 445.260184 = -206.142567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 77 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.201631 sec): 2 clusters Score: Raw -291.949725 + Penalty 149.764153 = -142.185572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.201849 sec): 3 clusters Score: Raw -294.484511 + Penalty 299.528306 = 5.043795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 78 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.202608 sec): 2 clusters Score: Raw -454.448439 + Penalty 183.607637 = -270.840802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.202831 sec): 3 clusters Score: Raw -467.216607 + Penalty 363.932493 = -103.284114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 79 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.203568 sec): 2 clusters Score: Raw -48.818227 + Penalty 0.000000 = -48.818227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.203761 sec): 2 clusters Score: Raw -48.818227 + Penalty 0.000000 = -48.818227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 80 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.204506 sec): 2 clusters Score: Raw -168.099907 + Penalty 124.748441 = -43.351466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.204716 sec): 3 clusters Score: Raw -158.097116 + Penalty 243.027931 = 84.930815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 81 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.205555 sec): 2 clusters Score: Raw -1736.178937 + Penalty 337.961795 = -1398.217142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.205834 sec): 3 clusters Score: Raw -1806.694778 + Penalty 675.242157 = -1131.452621 nChanged 1 SP:Iteration 1Q (26.206096 sec): 3 clusters Score: Raw -1810.276712 + Penalty 675.242157 = -1135.034555 nChanged 0 SP:Iteration 2F (26.206388 sec): 3 clusters Score: Raw -1810.276712 + Penalty 675.242157 = -1135.034555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 82 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.207237 sec): 2 clusters Score: Raw -1705.778600 + Penalty 501.741728 = -1204.036873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.207507 sec): 3 clusters Score: Raw -1838.028262 + Penalty 1007.658860 = -830.369402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 83 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.208266 sec): 2 clusters Score: Raw -216.118805 + Penalty 149.045367 = -67.073439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.208476 sec): 3 clusters Score: Raw -209.840363 + Penalty 282.410885 = 72.570522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 85 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.209266 sec): 2 clusters Score: Raw -1002.332396 + Penalty 254.180936 = -748.151460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.209509 sec): 3 clusters Score: Raw -1009.337799 + Penalty 507.560744 = -501.777055 nChanged 1 SP:Iteration 1Q (26.209748 sec): 3 clusters Score: Raw -1011.811006 + Penalty 507.560744 = -504.250262 nChanged 0 SP:Iteration 2F (26.209988 sec): 3 clusters Score: Raw -1011.811006 + Penalty 507.560744 = -504.250262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 86 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.210750 sec): 2 clusters Score: Raw -352.815329 + Penalty 187.310447 = -165.504883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.210969 sec): 3 clusters Score: Raw -356.464983 + Penalty 378.044815 = 21.579831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 87 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.211763 sec): 2 clusters Score: Raw -1145.326123 + Penalty 324.631283 = -820.694840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.212013 sec): 3 clusters Score: Raw -1192.590829 + Penalty 647.201458 = -545.389371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 88 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.212884 sec): 2 clusters Score: Raw -2536.427038 + Penalty 463.261492 = -2073.165546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.213183 sec): 3 clusters Score: Raw -2579.300391 + Penalty 932.645311 = -1646.655079 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 89 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.213939 sec): 2 clusters Score: Raw -107.120051 + Penalty 74.033805 = -33.086246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.214131 sec): 2 clusters Score: Raw -107.120051 + Penalty 74.033805 = -33.086246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 90 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.215476 sec): 2 clusters Score: Raw -10676.265906 + Penalty 847.676148 = -9828.589758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.216081 sec): 3 clusters Score: Raw -10750.127748 + Penalty 1695.287527 = -9054.840221 nChanged 29 SP:Iteration 1F (26.216678 sec): 3 clusters Score: Raw -10833.748412 + Penalty 1695.239136 = -9138.509276 nChanged 5 SP:Iteration 2Q (26.217244 sec): 3 clusters Score: Raw -10848.401887 + Penalty 1695.198209 = -9153.203678 nChanged 3 SP:Iteration 3Q (26.217808 sec): 3 clusters Score: Raw -10854.977188 + Penalty 1695.253575 = -9159.723613 nChanged 1 SP:Iteration 4Q (26.218364 sec): 3 clusters Score: Raw -10857.616473 + Penalty 1695.253575 = -9162.362898 nChanged 0 SP:Iteration 5F (26.218983 sec): 3 clusters Score: Raw -10857.616473 + Penalty 1695.253575 = -9162.362898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 91 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.220143 sec): 2 clusters Score: Raw -6622.003943 + Penalty 559.070660 = -6062.933284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.220583 sec): 3 clusters Score: Raw -6613.016029 + Penalty 1121.609701 = -5491.406328 nChanged 15 SP:Iteration 1F (26.221017 sec): 3 clusters Score: Raw -6644.612319 + Penalty 1120.722685 = -5523.889634 nChanged 3 SP:Iteration 2Q (26.221445 sec): 3 clusters Score: Raw -6651.605891 + Penalty 1120.722685 = -5530.883206 nChanged 0 SP:Iteration 3F (26.221878 sec): 3 clusters Score: Raw -6651.605891 + Penalty 1120.722685 = -5530.883206 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 92 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.222705 sec): 2 clusters Score: Raw -519.295213 + Penalty 257.849861 = -261.445352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.222930 sec): 3 clusters Score: Raw -540.107721 + Penalty 499.668193 = -40.439528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 93 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.223741 sec): 2 clusters Score: Raw -1209.132046 + Penalty 406.878270 = -802.253777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.223995 sec): 3 clusters Score: Raw -1263.317740 + Penalty 813.939819 = -449.377921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 94 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.224928 sec): 2 clusters Score: Raw -3189.138125 + Penalty 477.542331 = -2711.595794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.225261 sec): 3 clusters Score: Raw -3269.130738 + Penalty 953.596515 = -2315.534223 nChanged 5 SP:Iteration 1F (26.225593 sec): 3 clusters Score: Raw -3294.491598 + Penalty 953.193980 = -2341.297619 nChanged 2 SP:Iteration 2Q (26.225909 sec): 3 clusters Score: Raw -3302.648316 + Penalty 953.193980 = -2349.454336 nChanged 0 SP:Iteration 3F (26.226239 sec): 3 clusters Score: Raw -3302.648316 + Penalty 953.193980 = -2349.454336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 95 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.227035 sec): 2 clusters Score: Raw -605.880844 + Penalty 231.402940 = -374.477905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.227263 sec): 3 clusters Score: Raw -622.525372 + Penalty 464.435312 = -158.090060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 96 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.228058 sec): 2 clusters Score: Raw -1113.456725 + Penalty 358.179955 = -755.276769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.228307 sec): 3 clusters Score: Raw -1157.240840 + Penalty 716.967679 = -440.273161 nChanged 1 SP:Iteration 1Q (26.228542 sec): 3 clusters Score: Raw -1160.627215 + Penalty 716.967679 = -443.659535 nChanged 0 SP:Iteration 2F (26.228784 sec): 3 clusters Score: Raw -1160.627215 + Penalty 716.967679 = -443.659535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 97 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.229765 sec): 2 clusters Score: Raw -4035.133477 + Penalty 479.675986 = -3555.457492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.230142 sec): 3 clusters Score: Raw -4066.173283 + Penalty 961.034971 = -3105.138312 nChanged 7 SP:Iteration 1F (26.230514 sec): 3 clusters Score: Raw -4091.298258 + Penalty 960.735904 = -3130.562354 nChanged 1 SP:Iteration 2Q (26.230896 sec): 3 clusters Score: Raw -4093.800394 + Penalty 960.735904 = -3133.064490 nChanged 0 SP:Iteration 3F (26.231266 sec): 3 clusters Score: Raw -4093.800394 + Penalty 960.735904 = -3133.064490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 98 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.232061 sec): 2 clusters Score: Raw -397.413259 + Penalty 165.827693 = -231.585566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.232282 sec): 3 clusters Score: Raw -409.830335 + Penalty 331.655387 = -78.174948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 99 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.233046 sec): 2 clusters Score: Raw -419.731675 + Penalty 154.868960 = -264.862715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.233269 sec): 3 clusters Score: Raw -436.591688 + Penalty 305.437691 = -131.153997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 100 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.234026 sec): 2 clusters Score: Raw -403.566911 + Penalty 172.563589 = -231.003323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.234247 sec): 3 clusters Score: Raw -409.619605 + Penalty 344.054486 = -65.565119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 101 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.234998 sec): 2 clusters Score: Raw -269.857859 + Penalty 153.557830 = -116.300029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.235212 sec): 3 clusters Score: Raw -263.824378 + Penalty 317.358425 = 53.534047 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 102 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.235981 sec): 2 clusters Score: Raw -625.410547 + Penalty 333.639554 = -291.770993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.236208 sec): 3 clusters Score: Raw -663.127963 + Penalty 668.949214 = 5.821251 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 103 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.236978 sec): 2 clusters Score: Raw -647.497698 + Penalty 242.108865 = -405.388833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.237206 sec): 3 clusters Score: Raw -664.196602 + Penalty 478.245963 = -185.950639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 104 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.237969 sec): 2 clusters Score: Raw -480.184736 + Penalty 173.078699 = -307.106037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.238196 sec): 3 clusters Score: Raw -485.475750 + Penalty 356.158534 = -129.317216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 105 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.239011 sec): 2 clusters Score: Raw -1541.585359 + Penalty 422.068965 = -1119.516395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.239274 sec): 3 clusters Score: Raw -1628.975483 + Penalty 843.204133 = -785.771350 nChanged 1 SP:Iteration 1Q (26.239526 sec): 3 clusters Score: Raw -1633.912724 + Penalty 843.204133 = -790.708591 nChanged 0 SP:Iteration 2F (26.239789 sec): 3 clusters Score: Raw -1633.912724 + Penalty 843.204133 = -790.708591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 106 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.240534 sec): 2 clusters Score: Raw -107.504663 + Penalty 82.673267 = -24.831396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.240743 sec): 2 clusters Score: Raw -107.504663 + Penalty 82.673267 = -24.831396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 107 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.241540 sec): 2 clusters Score: Raw -1096.291032 + Penalty 368.291083 = -727.999949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.241789 sec): 3 clusters Score: Raw -1184.146957 + Penalty 735.196698 = -448.950258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 108 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.242559 sec): 2 clusters Score: Raw -664.007831 + Penalty 307.867669 = -356.140161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.242789 sec): 3 clusters Score: Raw -686.140745 + Penalty 612.385651 = -73.755094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 109 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.243552 sec): 2 clusters Score: Raw -555.772354 + Penalty 261.256667 = -294.515687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.243782 sec): 3 clusters Score: Raw -578.466386 + Penalty 529.489949 = -48.976437 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 110 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.244570 sec): 2 clusters Score: Raw -1061.625145 + Penalty 424.200596 = -637.424549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.244815 sec): 3 clusters Score: Raw -1152.816956 + Penalty 849.795250 = -303.021707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 111 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.245577 sec): 2 clusters Score: Raw -462.865829 + Penalty 207.467089 = -255.398740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.245800 sec): 3 clusters Score: Raw -467.547785 + Penalty 417.625334 = -49.922451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 112 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.246637 sec): 2 clusters Score: Raw -1796.935279 + Penalty 239.510874 = -1557.424405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.246914 sec): 3 clusters Score: Raw -1825.247481 + Penalty 481.345598 = -1343.901883 nChanged 2 SP:Iteration 1F (26.247189 sec): 3 clusters Score: Raw -1829.520944 + Penalty 481.345598 = -1348.175346 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 113 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.247964 sec): 2 clusters Score: Raw -588.887484 + Penalty 335.951788 = -252.935696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.248190 sec): 3 clusters Score: Raw -597.759988 + Penalty 671.903577 = 74.143589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 114 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.248938 sec): 2 clusters Score: Raw -237.432826 + Penalty 187.815240 = -49.617586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.249150 sec): 3 clusters Score: Raw -225.674143 + Penalty 371.278064 = 145.603921 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 115 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.249926 sec): 2 clusters Score: Raw -830.437182 + Penalty 297.989351 = -532.447831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.250162 sec): 3 clusters Score: Raw -870.849676 + Penalty 595.978702 = -274.870974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 116 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.250974 sec): 2 clusters Score: Raw -1244.845743 + Penalty 455.258377 = -789.587365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.251228 sec): 3 clusters Score: Raw -1332.732463 + Penalty 903.608174 = -429.124289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 117 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.252081 sec): 2 clusters Score: Raw -1934.902492 + Penalty 418.917216 = -1515.985276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.252365 sec): 3 clusters Score: Raw -2000.424179 + Penalty 839.553852 = -1160.870327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 118 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.253157 sec): 2 clusters Score: Raw -960.709117 + Penalty 353.601411 = -607.107706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.253399 sec): 3 clusters Score: Raw -1009.182850 + Penalty 717.479933 = -291.702918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 119 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.254161 sec): 2 clusters Score: Raw -350.723724 + Penalty 177.057212 = -173.666512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.254380 sec): 3 clusters Score: Raw -357.317199 + Penalty 359.913081 = 2.595881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 120 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.255138 sec): 2 clusters Score: Raw -388.707089 + Penalty 161.756104 = -226.950985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.255359 sec): 3 clusters Score: Raw -395.465977 + Penalty 318.975082 = -76.490895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 121 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.256112 sec): 2 clusters Score: Raw -295.348314 + Penalty 131.897440 = -163.450874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.256326 sec): 3 clusters Score: Raw -296.023442 + Penalty 247.302417 = -48.721025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 123 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.257076 sec): 2 clusters Score: Raw -321.499438 + Penalty 187.579178 = -133.920259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.257294 sec): 3 clusters Score: Raw -323.132078 + Penalty 375.158357 = 52.026278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 125 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.258066 sec): 2 clusters Score: Raw -753.191445 + Penalty 299.444850 = -453.746595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.258302 sec): 3 clusters Score: Raw -779.502442 + Penalty 600.590722 = -178.911720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 126 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.259061 sec): 2 clusters Score: Raw -473.674698 + Penalty 300.628265 = -173.046433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.259280 sec): 3 clusters Score: Raw -471.831090 + Penalty 570.521098 = 98.690008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 127 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.260045 sec): 2 clusters Score: Raw -527.690103 + Penalty 219.476298 = -308.213805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.260272 sec): 3 clusters Score: Raw -555.588649 + Penalty 437.765222 = -117.823427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 128 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.261143 sec): 2 clusters Score: Raw -2141.628088 + Penalty 420.260061 = -1721.368026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.261433 sec): 3 clusters Score: Raw -2193.271197 + Penalty 838.932776 = -1354.338421 nChanged 1 SP:Iteration 1Q (26.261712 sec): 3 clusters Score: Raw -2199.255657 + Penalty 838.932776 = -1360.322881 nChanged 0 SP:Iteration 2F (26.261999 sec): 3 clusters Score: Raw -2199.255657 + Penalty 838.932776 = -1360.322881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 129 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.262767 sec): 2 clusters Score: Raw -422.634128 + Penalty 223.190990 = -199.443138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.262989 sec): 3 clusters Score: Raw -429.560192 + Penalty 469.824418 = 40.264226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 130 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.263843 sec): 2 clusters Score: Raw -2064.631120 + Penalty 332.015929 = -1732.615191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.264131 sec): 3 clusters Score: Raw -2095.999212 + Penalty 671.228040 = -1424.771173 nChanged 2 SP:Iteration 1Q (26.264408 sec): 3 clusters Score: Raw -2102.223674 + Penalty 671.228040 = -1430.995634 nChanged 0 SP:Iteration 2F (26.264692 sec): 3 clusters Score: Raw -2102.223674 + Penalty 671.228040 = -1430.995634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 131 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.265473 sec): 2 clusters Score: Raw -657.574539 + Penalty 226.906360 = -430.668179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.265705 sec): 3 clusters Score: Raw -677.550148 + Penalty 454.003118 = -223.547030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 132 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.266483 sec): 2 clusters Score: Raw -758.721777 + Penalty 274.222219 = -484.499558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.266718 sec): 3 clusters Score: Raw -786.587970 + Penalty 546.584339 = -240.003631 nChanged 1 SP:Iteration 1F (26.266948 sec): 3 clusters Score: Raw -792.674162 + Penalty 546.584339 = -246.089823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 133 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.267697 sec): 2 clusters Score: Raw -155.658225 + Penalty 93.221758 = -62.436466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.267908 sec): 3 clusters Score: Raw -150.460180 + Penalty 180.870180 = 30.410000 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 134 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.268670 sec): 2 clusters Score: Raw -489.629422 + Penalty 244.277468 = -245.351954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.268892 sec): 3 clusters Score: Raw -492.937549 + Penalty 485.167103 = -7.770446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 135 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.269638 sec): 2 clusters Score: Raw -176.480216 + Penalty 159.452016 = -17.028200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.269849 sec): 3 clusters Score: Raw -164.920801 + Penalty 315.929619 = 151.008818 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 136 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.270613 sec): 2 clusters Score: Raw -527.277746 + Penalty 176.195033 = -351.082713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.270860 sec): 3 clusters Score: Raw -546.198414 + Penalty 335.174760 = -211.023654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 137 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.271640 sec): 2 clusters Score: Raw -810.950524 + Penalty 291.391334 = -519.559191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.271877 sec): 3 clusters Score: Raw -839.922199 + Penalty 587.074299 = -252.847900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 138 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.272631 sec): 2 clusters Score: Raw -312.365338 + Penalty 201.553269 = -110.812069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.272847 sec): 3 clusters Score: Raw -313.611120 + Penalty 390.100366 = 76.489246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 139 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.273599 sec): 2 clusters Score: Raw -403.810452 + Penalty 239.238504 = -164.571948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.273821 sec): 3 clusters Score: Raw -398.955991 + Penalty 481.122083 = 82.166092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 140 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.274594 sec): 2 clusters Score: Raw -711.605571 + Penalty 254.676736 = -456.928835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.274828 sec): 3 clusters Score: Raw -732.172035 + Penalty 513.630442 = -218.541593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 141 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.275581 sec): 2 clusters Score: Raw -310.886660 + Penalty 168.273569 = -142.613091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.275797 sec): 3 clusters Score: Raw -310.595796 + Penalty 328.210748 = 17.614952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 142 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.276555 sec): 2 clusters Score: Raw -424.411620 + Penalty 249.658150 = -174.753470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.276777 sec): 3 clusters Score: Raw -433.890524 + Penalty 508.149966 = 74.259442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 143 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.277527 sec): 2 clusters Score: Raw -379.897241 + Penalty 200.425034 = -179.472207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.277746 sec): 3 clusters Score: Raw -377.466855 + Penalty 380.357661 = 2.890806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 144 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.278505 sec): 2 clusters Score: Raw -597.565908 + Penalty 306.553776 = -291.012132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.278731 sec): 3 clusters Score: Raw -597.299993 + Penalty 613.107551 = 15.807558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 146 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.279494 sec): 2 clusters Score: Raw -576.655720 + Penalty 254.780519 = -321.875201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.279723 sec): 3 clusters Score: Raw -597.094225 + Penalty 496.572839 = -100.521386 nChanged 1 SP:Iteration 1F (26.279948 sec): 3 clusters Score: Raw -603.454946 + Penalty 496.572839 = -106.882107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 147 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.280738 sec): 2 clusters Score: Raw -775.822987 + Penalty 328.995486 = -446.827501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.280970 sec): 3 clusters Score: Raw -796.438617 + Penalty 661.573867 = -134.864750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 148 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.281715 sec): 2 clusters Score: Raw -107.859886 + Penalty 75.748086 = -32.111800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.281908 sec): 2 clusters Score: Raw -107.859886 + Penalty 75.748086 = -32.111800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 149 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.282662 sec): 2 clusters Score: Raw -413.244566 + Penalty 212.038672 = -201.205893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.282881 sec): 3 clusters Score: Raw -425.303550 + Penalty 424.077344 = -1.226205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 150 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.283659 sec): 2 clusters Score: Raw -852.869387 + Penalty 398.202922 = -454.666465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.283894 sec): 3 clusters Score: Raw -905.909260 + Penalty 797.413327 = -108.495933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 151 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.284646 sec): 2 clusters Score: Raw -257.961456 + Penalty 133.669163 = -124.292294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.284857 sec): 3 clusters Score: Raw -255.238464 + Penalty 245.063038 = -10.175426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 152 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.285615 sec): 2 clusters Score: Raw -388.136568 + Penalty 248.652626 = -139.483942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.285834 sec): 3 clusters Score: Raw -394.733493 + Penalty 504.520396 = 109.786902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 153 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.286591 sec): 2 clusters Score: Raw -436.800238 + Penalty 201.777498 = -235.022740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.286812 sec): 3 clusters Score: Raw -443.044747 + Penalty 400.413055 = -42.631693 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 154 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.287583 sec): 2 clusters Score: Raw -725.876838 + Penalty 324.275698 = -401.601139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.287813 sec): 3 clusters Score: Raw -747.914783 + Penalty 654.651475 = -93.263308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 155 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.288568 sec): 2 clusters Score: Raw -328.657169 + Penalty 202.041227 = -126.615942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.288783 sec): 3 clusters Score: Raw -327.860888 + Penalty 422.126761 = 94.265873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 156 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.289532 sec): 2 clusters Score: Raw -279.259444 + Penalty 188.447583 = -90.811861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.289747 sec): 3 clusters Score: Raw -276.066335 + Penalty 385.184634 = 109.118299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 157 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.290524 sec): 2 clusters Score: Raw -513.234776 + Penalty 306.146146 = -207.088630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.290747 sec): 3 clusters Score: Raw -527.310998 + Penalty 613.631513 = 86.320515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 158 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.291500 sec): 2 clusters Score: Raw -354.106492 + Penalty 158.278543 = -195.827949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.291719 sec): 3 clusters Score: Raw -353.243757 + Penalty 345.223871 = -8.019886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 159 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.292489 sec): 2 clusters Score: Raw -703.016892 + Penalty 274.186409 = -428.830484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.292721 sec): 3 clusters Score: Raw -731.077433 + Penalty 548.372817 = -182.704616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 160 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.293473 sec): 2 clusters Score: Raw -167.299163 + Penalty 129.319022 = -37.980141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.293687 sec): 3 clusters Score: Raw -157.869318 + Penalty 248.709150 = 90.839831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 161 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.294451 sec): 2 clusters Score: Raw -364.952778 + Penalty 234.663019 = -130.289760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.294670 sec): 3 clusters Score: Raw -349.778500 + Penalty 476.842072 = 127.063571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 162 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.295424 sec): 2 clusters Score: Raw -169.289820 + Penalty 126.737280 = -42.552540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.295634 sec): 3 clusters Score: Raw -159.362332 + Penalty 126.737280 = -32.625052 nChanged 1 SP:Iteration 1F (26.295824 sec): 2 clusters Score: Raw -169.289820 + Penalty 126.737280 = -42.552540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 163 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.296598 sec): 2 clusters Score: Raw -741.507452 + Penalty 340.152669 = -401.354784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.296828 sec): 3 clusters Score: Raw -753.595483 + Penalty 676.728080 = -76.867403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 164 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.297611 sec): 2 clusters Score: Raw -943.858151 + Penalty 376.698169 = -567.159982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.297853 sec): 3 clusters Score: Raw -1013.892824 + Penalty 753.396338 = -260.496486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 165 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.298615 sec): 2 clusters Score: Raw -367.817324 + Penalty 192.228525 = -175.588799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.298835 sec): 3 clusters Score: Raw -370.943847 + Penalty 391.947829 = 21.003982 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 166 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.299580 sec): 2 clusters Score: Raw -158.024776 + Penalty 88.772677 = -69.252099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.299800 sec): 3 clusters Score: Raw -151.122683 + Penalty 185.578990 = 34.456307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 167 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.300545 sec): 2 clusters Score: Raw -112.191572 + Penalty 89.131593 = -23.059978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.300738 sec): 2 clusters Score: Raw -112.191572 + Penalty 89.131593 = -23.059978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 168 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.301504 sec): 2 clusters Score: Raw -547.166457 + Penalty 246.521593 = -300.644864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.301731 sec): 3 clusters Score: Raw -582.248438 + Penalty 491.047675 = -91.200763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 169 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.302481 sec): 2 clusters Score: Raw -286.707337 + Penalty 209.794690 = -76.912648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.302697 sec): 3 clusters Score: Raw -278.125003 + Penalty 422.434345 = 144.309342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 170 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.303443 sec): 2 clusters Score: Raw -230.477096 + Penalty 193.986280 = -36.490816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.303657 sec): 3 clusters Score: Raw -221.681071 + Penalty 387.972560 = 166.291489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 172 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.304420 sec): 2 clusters Score: Raw -615.142569 + Penalty 340.026094 = -275.116475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.304646 sec): 3 clusters Score: Raw -630.923218 + Penalty 653.397530 = 22.474312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 173 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.305391 sec): 2 clusters Score: Raw -167.146494 + Penalty 118.884352 = -48.262141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.305600 sec): 3 clusters Score: Raw -157.959615 + Penalty 243.122321 = 85.162706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 174 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.306351 sec): 2 clusters Score: Raw -330.680525 + Penalty 204.460608 = -126.219917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.306567 sec): 3 clusters Score: Raw -327.138306 + Penalty 430.027490 = 102.889184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 176 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.307322 sec): 2 clusters Score: Raw -438.358511 + Penalty 224.612633 = -213.745878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.307546 sec): 3 clusters Score: Raw -451.897464 + Penalty 449.405484 = -2.491980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 177 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.308291 sec): 2 clusters Score: Raw -230.388137 + Penalty 188.311816 = -42.076321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.308503 sec): 3 clusters Score: Raw -221.770394 + Penalty 382.881133 = 161.110739 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 178 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.309255 sec): 2 clusters Score: Raw -393.831086 + Penalty 154.692880 = -239.138206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.309490 sec): 3 clusters Score: Raw -406.508853 + Penalty 309.385759 = -97.123094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 179 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.310244 sec): 2 clusters Score: Raw -352.529111 + Penalty 236.536594 = -115.992517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.310459 sec): 3 clusters Score: Raw -343.067699 + Penalty 484.856599 = 141.788900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 180 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.311223 sec): 2 clusters Score: Raw -671.828500 + Penalty 335.712477 = -336.116023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.311450 sec): 3 clusters Score: Raw -694.117796 + Penalty 655.820944 = -38.296852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 182 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.312202 sec): 2 clusters Score: Raw -297.047320 + Penalty 220.924141 = -76.123179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.312417 sec): 3 clusters Score: Raw -285.105562 + Penalty 439.567759 = 154.462197 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 183 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.313169 sec): 2 clusters Score: Raw -368.571065 + Penalty 255.522171 = -113.048893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.313385 sec): 3 clusters Score: Raw -356.661793 + Penalty 490.215666 = 133.553873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 184 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.314123 sec): 2 clusters Score: Raw -111.542812 + Penalty 86.463023 = -25.079789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.314331 sec): 3 clusters Score: Raw -101.834698 + Penalty 172.926046 = 71.091347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 188 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.315085 sec): 2 clusters Score: Raw -393.170420 + Penalty 225.962788 = -167.207632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.315304 sec): 3 clusters Score: Raw -389.329508 + Penalty 449.707836 = 60.378328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 190 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.316053 sec): 2 clusters Score: Raw -358.515143 + Penalty 219.468908 = -139.046235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.316271 sec): 3 clusters Score: Raw -346.314676 + Penalty 438.937817 = 92.623140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 192 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.317006 sec): 2 clusters Score: Raw -97.850843 + Penalty 60.309720 = -37.541123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.317198 sec): 2 clusters Score: Raw -97.850843 + Penalty 60.309720 = -37.541123 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 193 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.317992 sec): 2 clusters Score: Raw -951.106483 + Penalty 206.458082 = -744.648402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.318245 sec): 3 clusters Score: Raw -976.614076 + Penalty 414.592573 = -562.021503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 194 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.318998 sec): 2 clusters Score: Raw -255.558819 + Penalty 143.521347 = -112.037472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.319228 sec): 3 clusters Score: Raw -251.253323 + Penalty 290.171652 = 38.918328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 195 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.319981 sec): 2 clusters Score: Raw -219.374989 + Penalty 151.005012 = -68.369976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.320195 sec): 3 clusters Score: Raw -214.298128 + Penalty 302.010025 = 87.711896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 196 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.320939 sec): 2 clusters Score: Raw -232.964304 + Penalty 175.448842 = -57.515463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.321135 sec): 2 clusters Score: Raw -232.964304 + Penalty 175.448842 = -57.515463 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 197 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.321886 sec): 2 clusters Score: Raw -348.033356 + Penalty 235.402321 = -112.631034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.322103 sec): 3 clusters Score: Raw -343.347977 + Penalty 474.352400 = 131.004423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 199 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.322848 sec): 2 clusters Score: Raw -251.748048 + Penalty 140.529002 = -111.219046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.323062 sec): 3 clusters Score: Raw -251.868717 + Penalty 267.153177 = 15.284460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 200 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.323809 sec): 2 clusters Score: Raw -207.347696 + Penalty 117.858067 = -89.489629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.324023 sec): 3 clusters Score: Raw -203.123288 + Penalty 252.590072 = 49.466784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 201 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.324780 sec): 2 clusters Score: Raw -110.549977 + Penalty 88.486691 = -22.063286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.324973 sec): 2 clusters Score: Raw -110.549977 + Penalty 88.486691 = -22.063286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 203 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.325718 sec): 2 clusters Score: Raw -163.906034 + Penalty 134.586825 = -29.319209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.325927 sec): 3 clusters Score: Raw -154.543449 + Penalty 275.986216 = 121.442767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 204 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.326670 sec): 2 clusters Score: Raw -107.119068 + Penalty 69.538672 = -37.580396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.326875 sec): 3 clusters Score: Raw -99.353784 + Penalty 139.077343 = 39.723560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 205 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.327624 sec): 2 clusters Score: Raw -289.418104 + Penalty 205.478060 = -83.940044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.327838 sec): 3 clusters Score: Raw -279.286596 + Penalty 433.996899 = 154.710303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 206 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.328598 sec): 2 clusters Score: Raw -228.012453 + Penalty 180.313320 = -47.699133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.328794 sec): 2 clusters Score: Raw -228.012453 + Penalty 180.313320 = -47.699133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 208 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.329536 sec): 2 clusters Score: Raw -107.073760 + Penalty 87.920910 = -19.152850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.329743 sec): 3 clusters Score: Raw -99.436957 + Penalty 175.841821 = 76.404864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 210 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.330495 sec): 2 clusters Score: Raw -304.408301 + Penalty 182.634704 = -121.773598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.330711 sec): 3 clusters Score: Raw -301.902892 + Penalty 388.663465 = 86.760573 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 211 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.331444 sec): 2 clusters Score: Raw -50.631975 + Penalty 0.000000 = -50.631975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.331634 sec): 2 clusters Score: Raw -50.631975 + Penalty 0.000000 = -50.631975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 215 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.332367 sec): 2 clusters Score: Raw -51.992199 + Penalty 0.000000 = -51.992199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.332556 sec): 2 clusters Score: Raw -51.992199 + Penalty 0.000000 = -51.992199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 217 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.333299 sec): 2 clusters Score: Raw -169.450828 + Penalty 136.197667 = -33.253161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.333493 sec): 2 clusters Score: Raw -169.450828 + Penalty 136.197667 = -33.253161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 218 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.334233 sec): 2 clusters Score: Raw -52.029531 + Penalty 0.000000 = -52.029531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.334421 sec): 2 clusters Score: Raw -52.029531 + Penalty 0.000000 = -52.029531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 219 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.335163 sec): 2 clusters Score: Raw -159.500956 + Penalty 113.653701 = -45.847255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.335356 sec): 2 clusters Score: Raw -159.500956 + Penalty 113.653701 = -45.847255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 220 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.336094 sec): 2 clusters Score: Raw -104.718526 + Penalty 59.635508 = -45.083018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.336286 sec): 2 clusters Score: Raw -104.718526 + Penalty 59.635508 = -45.083018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 221 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.337023 sec): 2 clusters Score: Raw -107.738213 + Penalty 75.297016 = -32.441197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.337228 sec): 3 clusters Score: Raw -99.628960 + Penalty 150.594033 = 50.965072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 222 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.337972 sec): 2 clusters Score: Raw -51.649148 + Penalty 0.000000 = -51.649148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.338161 sec): 2 clusters Score: Raw -51.649148 + Penalty 0.000000 = -51.649148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 223 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.338901 sec): 2 clusters Score: Raw -51.748488 + Penalty 0.000000 = -51.748488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.339090 sec): 2 clusters Score: Raw -51.748488 + Penalty 0.000000 = -51.748488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 224 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.339820 sec): 2 clusters Score: Raw -87.168769 + Penalty 11.052226 = -76.116544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.340005 sec): 2 clusters Score: Raw -87.168769 + Penalty 11.052226 = -76.116544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 225 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.340746 sec): 2 clusters Score: Raw -170.197775 + Penalty 138.743261 = -31.454514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.340941 sec): 2 clusters Score: Raw -170.197775 + Penalty 138.743261 = -31.454514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 226 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.341676 sec): 2 clusters Score: Raw -51.472708 + Penalty 0.000000 = -51.472708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.341865 sec): 2 clusters Score: Raw -51.472708 + Penalty 0.000000 = -51.472708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 227 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.342598 sec): 2 clusters Score: Raw -52.210850 + Penalty 0.000000 = -52.210850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.342788 sec): 2 clusters Score: Raw -52.210850 + Penalty 0.000000 = -52.210850 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 228 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.343520 sec): 2 clusters Score: Raw -51.279358 + Penalty 0.000000 = -51.279358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.343711 sec): 2 clusters Score: Raw -51.279358 + Penalty 0.000000 = -51.279358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 230 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.344450 sec): 2 clusters Score: Raw -104.992886 + Penalty 60.055759 = -44.937126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.344657 sec): 3 clusters Score: Raw -96.217041 + Penalty 120.111519 = 23.894477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 231 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.345389 sec): 2 clusters Score: Raw -51.084177 + Penalty 0.000000 = -51.084177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.345579 sec): 2 clusters Score: Raw -51.084177 + Penalty 0.000000 = -51.084177 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 232 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.346315 sec): 2 clusters Score: Raw -50.764931 + Penalty 0.000000 = -50.764931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.346505 sec): 2 clusters Score: Raw -50.764931 + Penalty 0.000000 = -50.764931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 233 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.347292 sec): 2 clusters Score: Raw -97.751117 + Penalty 42.603912 = -55.147204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.347491 sec): 3 clusters Score: Raw -92.936786 + Penalty 85.207825 = -7.728961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 234 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.348239 sec): 2 clusters Score: Raw -113.346440 + Penalty 92.881534 = -20.464906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.348445 sec): 3 clusters Score: Raw -102.860407 + Penalty 185.763068 = 82.902661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 235 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.349179 sec): 2 clusters Score: Raw -50.719964 + Penalty 0.000000 = -50.719964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.349368 sec): 2 clusters Score: Raw -50.719964 + Penalty 0.000000 = -50.719964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 236 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.350098 sec): 2 clusters Score: Raw -51.082429 + Penalty 0.000000 = -51.082429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.350286 sec): 2 clusters Score: Raw -51.082429 + Penalty 0.000000 = -51.082429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 237 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.351025 sec): 2 clusters Score: Raw -101.484549 + Penalty 60.117463 = -41.367086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.351217 sec): 2 clusters Score: Raw -101.484549 + Penalty 60.117463 = -41.367086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 240 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.352000 sec): 2 clusters Score: Raw -726.395623 + Penalty 58.236304 = -668.159319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.352240 sec): 3 clusters Score: Raw -739.779843 + Penalty 125.078472 = -614.701371 nChanged 0 Deleting Class 227 (1 points): Lose 21.245463 but Gain 1488.327079 Iteration 20F (30.161722 sec): 217 clusters Score: Raw -1547862.691265 + Penalty 232279.347509 = -1315583.343756 nChanged 325 Deleting Class 135 (3 points): Lose 67.373451 but Gain 1530.869659 Iteration 21Q (30.476134 sec): 216 clusters Score: Raw -1547992.100103 + Penalty 230766.159369 = -1317225.940734 nChanged 270 Deleting Class 226 (1 points): Lose 6.757901 but Gain 1458.538663 Iteration 22Q (30.781752 sec): 215 clusters Score: Raw -1548124.922436 + Penalty 229329.192654 = -1318795.729781 nChanged 259 Deleting Class 223 (1 points): Lose 2.609975 but Gain 1448.500386 Iteration 23Q (31.082530 sec): 214 clusters Score: Raw -1548232.526877 + Penalty 227874.806685 = -1320357.720192 nChanged 228 Deleting Class 215 (1 points): Lose 3.666794 but Gain 1446.698405 Iteration 24Q (31.379122 sec): 213 clusters Score: Raw -1548311.843269 + Penalty 226465.777208 = -1321846.066062 nChanged 200 Deleting Class 218 (1 points): Lose 7.178203 but Gain 1435.262582 Iteration 25Q (31.670343 sec): 212 clusters Score: Raw -1548390.367992 + Penalty 225006.164708 = -1323384.203284 nChanged 191 Deleting Class 183 (6 points): Lose 81.895111 but Gain 1504.185976 Iteration 26Q (31.959528 sec): 211 clusters Score: Raw -1548376.632284 + Penalty 223510.475143 = -1324866.157141 nChanged 182 Deleting Class 170 (4 points): Lose 56.220669 but Gain 1475.938334 Iteration 27Q (32.247206 sec): 210 clusters Score: Raw -1548383.843952 + Penalty 222166.157360 = -1326217.686592 nChanged 169 Deleting Class 228 (1 points): Lose 9.752554 but Gain 1426.895422 Iteration 28Q (32.532968 sec): 209 clusters Score: Raw -1548456.035363 + Penalty 220728.366518 = -1327727.668845 nChanged 182 Deleting Class 126 (8 points): Lose 117.392639 but Gain 1524.880282 Iteration 29Q (32.818936 sec): 208 clusters Score: Raw -1548406.335566 + Penalty 219183.547994 = -1329222.787573 nChanged 170 Deleting Class 113 (10 points): Lose 134.366554 but Gain 1538.912485 Iteration 30F (36.438029 sec): 207 clusters Score: Raw -1548343.611584 + Penalty 217643.999009 = -1330699.612575 nChanged 168 Deleting Class 172 (11 points): Lose 93.772666 but Gain 1495.666234 Iteration 31Q (36.721331 sec): 206 clusters Score: Raw -1548342.116887 + Penalty 216175.599975 = -1332166.516912 nChanged 172 Deleting Class 114 (4 points): Lose 36.706120 but Gain 1428.986178 Iteration 32Q (37.006078 sec): 205 clusters Score: Raw -1548408.404427 + Penalty 214685.027523 = -1333723.376904 nChanged 159 Deleting Class 182 (5 points): Lose 56.631986 but Gain 1447.843438 Iteration 33Q (37.287912 sec): 204 clusters Score: Raw -1548454.124235 + Penalty 213486.993090 = -1334967.131145 nChanged 140 Deleting Class 177 (4 points): Lose 50.754515 but Gain 1432.764355 Iteration 34Q (37.568047 sec): 203 clusters Score: Raw -1548509.844755 + Penalty 212120.022072 = -1336389.822683 nChanged 134 Deleting Class 234 (2 points): Lose 34.980936 but Gain 1413.372294 Iteration 35Q (37.842385 sec): 202 clusters Score: Raw -1548557.903038 + Penalty 210740.075671 = -1337817.827367 nChanged 90 Deleting Class 150 (15 points): Lose 174.036874 but Gain 1550.959244 Iteration 36Q (38.109642 sec): 201 clusters Score: Raw -1548450.736151 + Penalty 209287.485788 = -1339163.250363 nChanged 95 Deleting Class 116 (23 points): Lose 169.412327 but Gain 1531.456257 Iteration 37Q (38.377184 sec): 200 clusters Score: Raw -1548354.896334 + Penalty 207866.988845 = -1340487.907489 nChanged 84 Deleting Class 157 (9 points): Lose 116.360370 but Gain 1469.626596 Iteration 38Q (38.642902 sec): 199 clusters Score: Raw -1548319.778026 + Penalty 206391.978618 = -1341927.799408 nChanged 60 Deleting Class 236 (1 points): Lose 4.487812 but Gain 1354.095512 Iteration 39Q (38.909264 sec): 198 clusters Score: Raw -1548357.892480 + Penalty 205054.193884 = -1343303.698596 nChanged 44 Deleting Class 161 (6 points): Lose 45.209376 but Gain 1381.394109 Iteration 40F (42.383234 sec): 197 clusters Score: Raw -1548326.890333 + Penalty 203682.833863 = -1344644.056470 nChanged 42 Deleting Class 201 (2 points): Lose 16.047055 but Gain 1346.496242 Iteration 41Q (42.642897 sec): 196 clusters Score: Raw -1548330.737787 + Penalty 202327.548430 = -1346003.189357 nChanged 34 Deleting Class 206 (6 points): Lose 84.657757 but Gain 1413.959800 Iteration 42Q (42.900564 sec): 195 clusters Score: Raw -1548255.081385 + Penalty 200972.853465 = -1347282.227921 nChanged 36 Deleting Class 180 (14 points): Lose 115.134153 but Gain 1439.610031 Iteration 43Q (43.158945 sec): 194 clusters Score: Raw -1548166.481150 + Penalty 199616.545371 = -1348549.935780 nChanged 37 Deleting Class 169 (5 points): Lose 58.777214 but Gain 1374.905717 Iteration 44Q (43.419567 sec): 193 clusters Score: Raw -1548162.565389 + Penalty 198336.543303 = -1349826.022086 nChanged 33 Deleting Class 144 (11 points): Lose 115.524327 but Gain 1429.407785 Iteration 45Q (43.680090 sec): 192 clusters Score: Raw -1548086.565576 + Penalty 197065.941258 = -1351020.624318 nChanged 39 Deleting Class 179 (6 points): Lose 79.787459 but Gain 1392.423312 Iteration 46Q (43.934706 sec): 191 clusters Score: Raw -1548046.260957 + Penalty 195713.818461 = -1352332.442496 nChanged 33 Deleting Class 167 (3 points): Lose 47.082720 but Gain 1357.717961 Iteration 47Q (44.187045 sec): 190 clusters Score: Raw -1548027.652824 + Penalty 194417.525470 = -1353610.127354 nChanged 23 Deleting Class 208 (2 points): Lose 30.039109 but Gain 1337.886802 Iteration 48Q (44.439840 sec): 189 clusters Score: Raw -1548026.041717 + Penalty 193078.722367 = -1354947.319350 nChanged 15 Deleting Class 82 (32 points): Lose 178.415502 but Gain 1483.662572 Iteration 49Q (44.691056 sec): 188 clusters Score: Raw -1547855.125560 + Penalty 191675.144107 = -1356179.981453 nChanged 40 Deleting Class 205 (5 points): Lose 41.799659 but Gain 1346.616352 Iteration 50F (48.012686 sec): 187 clusters Score: Raw -1547894.839431 + Penalty 190348.228793 = -1357546.610638 nChanged 14 Deleting Class 196 (4 points): Lose 37.858063 but Gain 1334.896834 Iteration 51Q (48.262672 sec): 186 clusters Score: Raw -1547872.128519 + Penalty 189034.461121 = -1358837.667398 nChanged 11 Deleting Class 110 (21 points): Lose 207.951346 but Gain 1502.680197 Iteration 52Q (48.508788 sec): 185 clusters Score: Raw -1547678.386321 + Penalty 187642.625971 = -1360035.760349 nChanged 25 Deleting Class 231 (1 points): Lose 7.992162 but Gain 1300.997564 Iteration 53Q (48.759164 sec): 184 clusters Score: Raw -1547748.187308 + Penalty 186152.438370 = -1361595.748938 nChanged 8 Deleting Class 184 (2 points): Lose 23.115925 but Gain 1315.702223 Iteration 54Q (49.006429 sec): 183 clusters Score: Raw -1547742.336539 + Penalty 184869.779484 = -1362872.557054 nChanged 8 Deleting Class 67 (3 points): Lose 30.575948 but Gain 1321.587755 Iteration 55Q (49.249973 sec): 182 clusters Score: Raw -1547726.857052 + Penalty 183623.130697 = -1364103.726355 nChanged 8 Deleting Class 211 (2 points): Lose 22.248708 but Gain 1309.085522 Iteration 56Q (49.494812 sec): 181 clusters Score: Raw -1547730.524079 + Penalty 182318.567266 = -1365411.956813 nChanged 4 Deleting Class 225 (3 points): Lose 47.520250 but Gain 1332.048690 Iteration 57Q (49.738600 sec): 180 clusters Score: Raw -1547686.947791 + Penalty 180997.670784 = -1366689.277007 nChanged 5 Deleting Class 197 (6 points): Lose 102.317248 but Gain 1385.746172 Iteration 58Q (49.979508 sec): 179 clusters Score: Raw -1547603.511188 + Penalty 179627.878799 = -1367975.632389 nChanged 10 Deleting Class 102 (12 points): Lose 134.557740 but Gain 1416.185387 Iteration 59Q (50.220237 sec): 178 clusters Score: Raw -1547491.499704 + Penalty 178261.747640 = -1369229.752064 nChanged 15 Deleting Class 69 (22 points): Lose 216.351358 but Gain 1494.479662 Iteration 60F (53.306145 sec): 177 clusters Score: Raw -1547309.079204 + Penalty 176807.737690 = -1370501.341514 nChanged 23 Deleting Class 217 (3 points): Lose 36.099805 but Gain 1307.608908 Iteration 61Q (53.547438 sec): 176 clusters Score: Raw -1547331.151885 + Penalty 175496.605083 = -1371834.546802 nChanged 6 Deleting Class 222 (1 points): Lose 2.001769 but Gain 1270.943023 Iteration 62Q (53.786112 sec): 175 clusters Score: Raw -1547344.701547 + Penalty 174229.876466 = -1373114.825081 nChanged 5 Deleting Class 203 (3 points): Lose 31.160721 but Gain 1292.143507 Iteration 63Q (54.024446 sec): 174 clusters Score: Raw -1547318.486226 + Penalty 173005.271925 = -1374313.214301 nChanged 4 Deleting Class 164 (20 points): Lose 123.980995 but Gain 1382.147600 Iteration 64Q (54.263112 sec): 173 clusters Score: Raw -1547204.539871 + Penalty 171652.207959 = -1375552.331912 nChanged 21 Deleting Class 152 (7 points): Lose 90.482547 but Gain 1347.792146 Iteration 65Q (54.501302 sec): 172 clusters Score: Raw -1547157.024646 + Penalty 170342.173087 = -1376814.851559 nChanged 11 Deleting Class 139 (8 points): Lose 73.641875 but Gain 1324.056028 Iteration 66Q (54.737676 sec): 171 clusters Score: Raw -1547121.294643 + Penalty 169083.771443 = -1378037.523200 nChanged 10 Deleting Class 154 (13 points): Lose 83.724813 but Gain 1333.485392 Iteration 67Q (54.973139 sec): 170 clusters Score: Raw -1547069.144102 + Penalty 167807.426288 = -1379261.717814 nChanged 18 Deleting Class 162 (4 points): Lose 41.921539 but Gain 1288.246456 Iteration 68Q (55.207869 sec): 169 clusters Score: Raw -1547059.419976 + Penalty 166547.014379 = -1380512.405597 nChanged 9 Deleting Class 190 (6 points): Lose 46.649031 but Gain 1291.950723 Iteration 69Q (55.442362 sec): 168 clusters Score: Raw -1547030.140831 + Penalty 165263.985837 = -1381766.154994 nChanged 8 Deleting Class 163 (15 points): Lose 165.091944 but Gain 1410.096678 Iteration 70F (58.398448 sec): 167 clusters Score: Raw -1546879.460829 + Penalty 163879.369781 = -1383000.091047 nChanged 16 Deleting Class 232 (1 points): Lose 0.810906 but Gain 1243.530707 Iteration 71Q (58.633057 sec): 166 clusters Score: Raw -1546909.182098 + Penalty 162635.408395 = -1384273.773702 nChanged 6 Deleting Class 106 (2 points): Lose 24.601279 but Gain 1258.033746 Iteration 72Q (58.866387 sec): 165 clusters Score: Raw -1546890.928445 + Penalty 161384.942602 = -1385505.985843 nChanged 5 Deleting Class 235 (1 points): Lose 19.512564 but Gain 1251.165316 Iteration 73Q (59.099874 sec): 164 clusters Score: Raw -1546878.866828 + Penalty 160132.590365 = -1386746.276463 nChanged 2 Deleting Class 2 (4 points): Lose 47.130571 but Gain 1274.761758 Iteration 74Q (59.335306 sec): 163 clusters Score: Raw -1546836.194260 + Penalty 158893.737151 = -1387942.457109 nChanged 4 Deleting Class 93 (26 points): Lose 178.043998 but Gain 1404.131149 Iteration 75Q (59.566374 sec): 162 clusters Score: Raw -1546675.193153 + Penalty 157536.588613 = -1389138.604540 nChanged 26 Deleting Class 41 (17 points): Lose 143.196597 but Gain 1368.567134 Iteration 76Q (59.799961 sec): 161 clusters Score: Raw -1546586.514732 + Penalty 156397.953229 = -1390188.561503 nChanged 21 Deleting Class 160 (3 points): Lose 32.727284 but Gain 1241.568296 Iteration 77Q (60.031570 sec): 160 clusters Score: Raw -1546593.346683 + Penalty 155190.976374 = -1391402.370309 nChanged 5 Deleting Class 142 (9 points): Lose 76.628418 but Gain 1284.374175 Iteration 78Q (60.261010 sec): 159 clusters Score: Raw -1546535.989017 + Penalty 153922.764219 = -1392613.224798 nChanged 9 Deleting Class 108 (13 points): Lose 114.548460 but Gain 1311.750593 Iteration 79Q (60.492227 sec): 158 clusters Score: Raw -1546436.027898 + Penalty 152635.078899 = -1393800.948999 nChanged 13 Deleting Class 188 (7 points): Lose 39.668239 but Gain 1224.804564 Iteration 80F (63.238342 sec): 157 clusters Score: Raw -1546418.359695 + Penalty 151415.334042 = -1395003.025653 nChanged 8 Deleting Class 147 (14 points): Lose 130.654042 but Gain 1314.903161 Iteration 81Q (63.464009 sec): 156 clusters Score: Raw -1546301.336636 + Penalty 150140.365699 = -1396160.970937 nChanged 15 Deleting Class 105 (33 points): Lose 135.701624 but Gain 1316.635164 Iteration 82Q (63.689151 sec): 155 clusters Score: Raw -1546205.250419 + Penalty 148878.036837 = -1397327.213582 nChanged 37 Deleting Class 80 (3 points): Lose 20.653589 but Gain 1197.686985 Iteration 83Q (63.915734 sec): 154 clusters Score: Raw -1546247.458881 + Penalty 147684.217600 = -1398563.241282 nChanged 14 Deleting Class 156 (5 points): Lose 59.124167 but Gain 1235.005802 Iteration 84Q (64.139399 sec): 153 clusters Score: Raw -1546199.727879 + Penalty 146423.371153 = -1399776.356726 nChanged 10 Deleting Class 118 (26 points): Lose 146.029603 but Gain 1320.617706 Iteration 85Q (64.363393 sec): 152 clusters Score: Raw -1546068.959217 + Penalty 145172.449475 = -1400896.509742 nChanged 28 Deleting Class 65 (3 points): Lose 13.678294 but Gain 1185.616384 Iteration 86Q (64.586942 sec): 151 clusters Score: Raw -1546115.598646 + Penalty 143988.877927 = -1402126.720720 nChanged 15 Deleting Class 92 (9 points): Lose 44.561442 but Gain 1213.058319 Iteration 87Q (64.808365 sec): 150 clusters Score: Raw -1546092.843369 + Penalty 142818.633246 = -1403274.210123 nChanged 24 Deleting Class 155 (7 points): Lose 72.250084 but Gain 1229.544383 Iteration 88Q (65.030672 sec): 149 clusters Score: Raw -1546052.293944 + Penalty 141626.094815 = -1404426.199129 nChanged 15 Deleting Class 64 (28 points): Lose 157.560800 but Gain 1312.407139 Iteration 89Q (65.250469 sec): 148 clusters Score: Raw -1545926.389579 + Penalty 140351.409535 = -1405574.980045 nChanged 32 Deleting Class 174 (6 points): Lose 57.671673 but Gain 1203.601151 Iteration 90F (67.810898 sec): 147 clusters Score: Raw -1545917.365009 + Penalty 139231.237953 = -1406686.127056 nChanged 9 Deleting Class 148 (2 points): Lose 12.363054 but Gain 1152.653717 Iteration 91Q (68.030308 sec): 146 clusters Score: Raw -1545930.073563 + Penalty 138170.208275 = -1407759.865288 nChanged 5 Deleting Class 70 (28 points): Lose 127.269508 but Gain 1262.251264 Iteration 92Q (68.251779 sec): 145 clusters Score: Raw -1545816.246697 + Penalty 136965.182047 = -1408851.064650 nChanged 30 Deleting Class 221 (2 points): Lose 11.737314 but Gain 1145.789825 Iteration 93Q (68.472690 sec): 144 clusters Score: Raw -1545861.919093 + Penalty 135847.244312 = -1410014.674781 nChanged 11 Deleting Class 129 (10 points): Lose 67.967757 but Gain 1195.759975 Iteration 94Q (68.688888 sec): 143 clusters Score: Raw -1545809.418009 + Penalty 134698.229634 = -1411111.188375 nChanged 12 Deleting Class 71 (14 points): Lose 88.850610 but Gain 1216.432752 Iteration 95Q (68.906368 sec): 142 clusters Score: Raw -1545740.766340 + Penalty 133489.622488 = -1412251.143852 nChanged 15 Deleting Class 134 (9 points): Lose 47.230459 but Gain 1172.631661 Iteration 96Q (69.121450 sec): 141 clusters Score: Raw -1545720.655019 + Penalty 132359.459012 = -1413361.196006 nChanged 11 Deleting Class 96 (23 points): Lose 114.772706 but Gain 1237.187984 Iteration 97Q (69.334250 sec): 140 clusters Score: Raw -1545633.130262 + Penalty 131147.657707 = -1414485.472555 nChanged 27 Deleting Class 173 (3 points): Lose 22.025801 but Gain 1141.386938 Iteration 98Q (69.548578 sec): 139 clusters Score: Raw -1545653.195179 + Penalty 130071.056529 = -1415582.138650 nChanged 7 Deleting Class 138 (6 points): Lose 73.759449 but Gain 1186.486475 Iteration 99Q (69.760714 sec): 138 clusters Score: Raw -1545606.418448 + Penalty 128903.611948 = -1416702.806499 nChanged 8 Deleting Class 47 (4 points): Lose 47.113086 but Gain 1154.601011 Iteration 100F (72.161841 sec): 137 clusters Score: Raw -1545583.181239 + Penalty 127754.506244 = -1417828.674995 nChanged 5 Deleting Class 109 (11 points): Lose 71.806682 but Gain 1177.359591 Iteration 101Q (72.371730 sec): 136 clusters Score: Raw -1545520.889842 + Penalty 126624.191164 = -1418896.698678 nChanged 13 Deleting Class 89 (2 points): Lose 23.390844 but Gain 1126.567621 Iteration 102Q (72.584826 sec): 135 clusters Score: Raw -1545528.500885 + Penalty 125535.242907 = -1419993.257978 nChanged 8 Deleting Class 83 (4 points): Lose 35.888634 but Gain 1134.006849 Iteration 103Q (72.795586 sec): 134 clusters Score: Raw -1545507.840739 + Penalty 124412.178500 = -1421095.662239 nChanged 6 Deleting Class 107 (23 points): Lose 149.570805 but Gain 1238.904569 Iteration 104Q (73.003531 sec): 133 clusters Score: Raw -1545366.378708 + Penalty 123225.052533 = -1422141.326175 nChanged 24 Deleting Class 137 (20 points): Lose 90.006102 but Gain 1174.331809 Iteration 105Q (73.214485 sec): 132 clusters Score: Raw -1545339.693550 + Penalty 122135.410444 = -1423204.283107 nChanged 27 Deleting Class 125 (16 points): Lose 94.451959 but Gain 1178.210616 Iteration 106Q (73.427032 sec): 131 clusters Score: Raw -1545307.303578 + Penalty 120985.206922 = -1424322.096655 nChanged 24 Deleting Class 68 (16 points): Lose 134.848874 but Gain 1217.796414 Iteration 107Q (73.635102 sec): 130 clusters Score: Raw -1545203.862779 + Penalty 119775.572149 = -1425428.290630 nChanged 22 Deleting Class 88 (54 points): Lose 191.975950 but Gain 1274.501472 Iteration 108Q (73.842130 sec): 129 clusters Score: Raw -1545052.115274 + Penalty 118515.777689 = -1426536.337585 nChanged 61 Deleting Class 195 (5 points): Lose 49.462103 but Gain 1126.947939 Iteration 109Q (74.051265 sec): 128 clusters Score: Raw -1545092.105704 + Penalty 117394.086473 = -1427698.019231 nChanged 21 Deleting Class 20 (16 points): Lose 115.515944 but Gain 1188.071055 Iteration 110F (76.282365 sec): 127 clusters Score: Raw -1545013.830580 + Penalty 116178.802450 = -1428835.028130 nChanged 29 Deleting Class 115 (15 points): Lose 77.556687 but Gain 1142.098712 Iteration 111Q (76.488178 sec): 126 clusters Score: Raw -1544991.036963 + Penalty 115056.301600 = -1429934.735363 nChanged 27 Deleting Class 123 (6 points): Lose 49.970784 but Gain 1104.225000 Iteration 112Q (76.691737 sec): 125 clusters Score: Raw -1544974.662201 + Penalty 113978.082706 = -1430996.579495 nChanged 19 Deleting Class 143 (7 points): Lose 36.714008 but Gain 1086.380191 Iteration 113Q (76.894973 sec): 124 clusters Score: Raw -1544975.402956 + Penalty 112900.765012 = -1432074.637944 nChanged 19 Deleting Class 51 (13 points): Lose 101.632242 but Gain 1148.132148 Iteration 114Q (77.096840 sec): 123 clusters Score: Raw -1544916.725232 + Penalty 111755.241864 = -1433161.483368 nChanged 26 Deleting Class 159 (18 points): Lose 121.218687 but Gain 1162.566481 Iteration 115Q (77.298773 sec): 122 clusters Score: Raw -1544868.141447 + Penalty 110570.820312 = -1434297.321135 nChanged 28 Deleting Class 48 (21 points): Lose 200.886179 but Gain 1238.565940 Iteration 116Q (77.498944 sec): 121 clusters Score: Raw -1544718.728275 + Penalty 109342.879273 = -1435375.849002 nChanged 30 Deleting Class 219 (3 points): Lose 54.844996 but Gain 1091.168414 Iteration 117Q (77.698713 sec): 120 clusters Score: Raw -1544744.659836 + Penalty 108278.527781 = -1436466.132055 nChanged 15 Deleting Class 146 (12 points): Lose 50.886076 but Gain 1081.455850 Iteration 118Q (77.898886 sec): 119 clusters Score: Raw -1544726.948493 + Penalty 107199.359814 = -1437527.588679 nChanged 18 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -1544726.948493 + Penalty 107199.359814 = -1437527.588679Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 1 (1013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.026017 sec): 2 clusters Score: Raw -44677.133472 + Penalty 143.182619 = -44533.950853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.028029 sec): 3 clusters Score: Raw -44061.384217 + Penalty 288.098512 = -43773.285705 nChanged 429 SP:Iteration 1F (78.030143 sec): 3 clusters Score: Raw -44457.080426 + Penalty 299.249416 = -44157.831009 nChanged 121 SP:Iteration 2F (78.032154 sec): 3 clusters Score: Raw -44535.824146 + Penalty 307.034935 = -44228.789212 nChanged 55 SP:Iteration 3F (78.034160 sec): 3 clusters Score: Raw -44563.218544 + Penalty 317.138027 = -44246.080517 nChanged 34 SP:Iteration 4Q (78.036178 sec): 3 clusters Score: Raw -44587.846649 + Penalty 323.527333 = -44264.319316 nChanged 35 SP:Iteration 5Q (78.038197 sec): 3 clusters Score: Raw -44616.818448 + Penalty 330.131621 = -44286.686827 nChanged 29 SP:Iteration 6Q (78.040315 sec): 3 clusters Score: Raw -44647.796896 + Penalty 318.531139 = -44329.265757 nChanged 18 SP:Iteration 7Q (78.042325 sec): 3 clusters Score: Raw -44672.213763 + Penalty 310.385675 = -44361.828088 nChanged 15 SP:Iteration 8Q (78.044288 sec): 3 clusters Score: Raw -44682.593586 + Penalty 311.444642 = -44371.148944 nChanged 5 SP:Iteration 9Q (78.046209 sec): 3 clusters Score: Raw -44684.919999 + Penalty 318.841463 = -44366.078536 nChanged 6 SP:Iteration 10F (78.048267 sec): 3 clusters Score: Raw -44686.804201 + Penalty 320.930598 = -44365.873603 nChanged 3 SP:Iteration 11F (78.050307 sec): 3 clusters Score: Raw -44688.661155 + Penalty 325.625867 = -44363.035288 nChanged 3 SP:Iteration 12F (78.052331 sec): 3 clusters Score: Raw -44690.870861 + Penalty 331.414438 = -44359.456422 nChanged 4 SP:Iteration 13F (78.054353 sec): 3 clusters Score: Raw -44692.873045 + Penalty 334.222485 = -44358.650561 nChanged 5 SP:Iteration 14F (78.056374 sec): 3 clusters Score: Raw -44695.774934 + Penalty 337.354902 = -44358.420031 nChanged 4 SP:Iteration 15F (78.058398 sec): 3 clusters Score: Raw -44698.591915 + Penalty 334.579158 = -44364.012757 nChanged 1 SP:Iteration 16Q (78.060213 sec): 3 clusters Score: Raw -44699.464523 + Penalty 332.231661 = -44367.232862 nChanged 1 SP:Iteration 17Q (78.062021 sec): 3 clusters Score: Raw -44700.268784 + Penalty 332.231661 = -44368.037123 nChanged 0 SP:Iteration 18F (78.064042 sec): 3 clusters Score: Raw -44700.268784 + Penalty 332.231661 = -44368.037123 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.065022 sec): 2 clusters Score: Raw -7339.814038 + Penalty 87.813677 = -7252.000361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.065546 sec): 3 clusters Score: Raw -7246.026641 + Penalty 178.350604 = -7067.676036 nChanged 64 SP:Iteration 1F (78.066070 sec): 3 clusters Score: Raw -7289.010490 + Penalty 180.448823 = -7108.561666 nChanged 18 SP:Iteration 2F (78.066614 sec): 3 clusters Score: Raw -7300.120292 + Penalty 185.364902 = -7114.755390 nChanged 8 SP:Iteration 3Q (78.067124 sec): 3 clusters Score: Raw -7305.305447 + Penalty 190.962194 = -7114.343253 nChanged 7 SP:Iteration 4F (78.067636 sec): 3 clusters Score: Raw -7309.777755 + Penalty 193.381388 = -7116.396366 nChanged 6 SP:Iteration 5Q (78.068147 sec): 3 clusters Score: Raw -7314.532325 + Penalty 202.593329 = -7111.938996 nChanged 9 SP:Iteration 6F (78.068665 sec): 3 clusters Score: Raw -7320.971529 + Penalty 207.352539 = -7113.618991 nChanged 4 SP:Iteration 7Q (78.069178 sec): 3 clusters Score: Raw -7323.737251 + Penalty 216.558492 = -7107.178759 nChanged 3 SP:Iteration 8F (78.069693 sec): 3 clusters Score: Raw -7327.727462 + Penalty 235.636000 = -7092.091462 nChanged 6 SP:Iteration 9F (78.070208 sec): 3 clusters Score: Raw -7334.565972 + Penalty 251.578801 = -7082.987171 nChanged 4 SP:Iteration 10F (78.070724 sec): 3 clusters Score: Raw -7341.599001 + Penalty 315.876525 = -7025.722476 nChanged 5 SP:Iteration 11F (78.071239 sec): 3 clusters Score: Raw -7358.228154 + Penalty 315.876525 = -7042.351629 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 4 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.072332 sec): 2 clusters Score: Raw -10022.759797 + Penalty 162.508629 = -9860.251168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.072959 sec): 3 clusters Score: Raw -9925.301355 + Penalty 374.521133 = -9550.780222 nChanged 86 SP:Iteration 1F (78.073565 sec): 3 clusters Score: Raw -10029.614455 + Penalty 399.398047 = -9630.216408 nChanged 16 SP:Iteration 2F (78.074169 sec): 3 clusters Score: Raw -10048.126287 + Penalty 420.407917 = -9627.718369 nChanged 4 SP:Iteration 3F (78.074772 sec): 3 clusters Score: Raw -10053.305883 + Penalty 425.958668 = -9627.347215 nChanged 2 SP:Iteration 4F (78.075375 sec): 3 clusters Score: Raw -10062.310658 + Penalty 425.899745 = -9636.410913 nChanged 1 SP:Iteration 5Q (78.075945 sec): 3 clusters Score: Raw -10066.492284 + Penalty 425.899745 = -9640.592539 nChanged 0 SP:Iteration 6F (78.076546 sec): 3 clusters Score: Raw -10066.492284 + Penalty 425.899745 = -9640.592539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 5 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.077507 sec): 2 clusters Score: Raw -4792.045616 + Penalty 334.718646 = -4457.326970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.077914 sec): 3 clusters Score: Raw -4777.640845 + Penalty 671.374523 = -4106.266322 nChanged 19 SP:Iteration 1F (78.078313 sec): 3 clusters Score: Raw -4804.030237 + Penalty 671.658560 = -4132.371677 nChanged 4 SP:Iteration 2Q (78.078710 sec): 3 clusters Score: Raw -4814.211701 + Penalty 672.356392 = -4141.855309 nChanged 1 SP:Iteration 3Q (78.079101 sec): 3 clusters Score: Raw -4816.188240 + Penalty 672.356392 = -4143.831848 nChanged 0 SP:Iteration 4F (78.079497 sec): 3 clusters Score: Raw -4816.188240 + Penalty 672.356392 = -4143.831848 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 6 (1732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.087947 sec): 2 clusters Score: Raw -76476.852342 + Penalty 58.758534 = -76418.093808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.091274 sec): 3 clusters Score: Raw -75352.090855 + Penalty 115.158661 = -75236.932194 nChanged 815 SP:Iteration 1F (78.094451 sec): 3 clusters Score: Raw -75966.564504 + Penalty 115.932697 = -75850.631808 nChanged 199 SP:Iteration 2F (78.097600 sec): 3 clusters Score: Raw -76155.149925 + Penalty 115.956553 = -76039.193372 nChanged 135 SP:Iteration 3F (78.100734 sec): 3 clusters Score: Raw -76299.150627 + Penalty 119.059675 = -76180.090952 nChanged 65 SP:Iteration 4Q (78.104065 sec): 3 clusters Score: Raw -76419.493006 + Penalty 121.562310 = -76297.930697 nChanged 32 SP:Iteration 5Q (78.107058 sec): 3 clusters Score: Raw -76441.480870 + Penalty 124.152848 = -76317.328022 nChanged 26 SP:Iteration 6Q (78.109993 sec): 3 clusters Score: Raw -76455.306380 + Penalty 128.410988 = -76326.895392 nChanged 20 SP:Iteration 7Q (78.112657 sec): 3 clusters Score: Raw -76465.400003 + Penalty 127.561460 = -76337.838543 nChanged 12 SP:Iteration 8Q (78.115247 sec): 3 clusters Score: Raw -76469.815475 + Penalty 129.516837 = -76340.298637 nChanged 11 SP:Iteration 9Q (78.117818 sec): 3 clusters Score: Raw -76473.576190 + Penalty 126.938436 = -76346.637754 nChanged 9 SP:Iteration 10F (78.121038 sec): 3 clusters Score: Raw -76476.488398 + Penalty 126.626093 = -76349.862305 nChanged 2 SP:Iteration 11Q (78.123597 sec): 3 clusters Score: Raw -76476.794492 + Penalty 128.017555 = -76348.776938 nChanged 3 SP:Iteration 12F (78.126713 sec): 3 clusters Score: Raw -76477.582949 + Penalty 130.015171 = -76347.567778 nChanged 4 SP:Iteration 13F (78.129830 sec): 3 clusters Score: Raw -76478.220958 + Penalty 132.026344 = -76346.194615 nChanged 4 SP:Iteration 14F (78.132984 sec): 3 clusters Score: Raw -76478.791098 + Penalty 124.120371 = -76354.670728 nChanged 3 SP:Iteration 15Q (78.135502 sec): 3 clusters Score: Raw -76480.939330 + Penalty 125.280411 = -76355.658919 nChanged 3 SP:Iteration 16Q (78.138013 sec): 3 clusters Score: Raw -76481.143875 + Penalty 125.280411 = -76355.863464 nChanged 0 SP:Iteration 17F (78.141127 sec): 3 clusters Score: Raw -76481.143875 + Penalty 125.280411 = -76355.863464 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 7 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.142089 sec): 2 clusters Score: Raw -3491.766438 + Penalty 516.676380 = -2975.090059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.142452 sec): 3 clusters Score: Raw -3590.946622 + Penalty 1033.529101 = -2557.417521 nChanged 6 SP:Iteration 1F (78.142801 sec): 3 clusters Score: Raw -3604.287614 + Penalty 1035.895241 = -2568.392373 nChanged 2 SP:Iteration 2Q (78.143129 sec): 3 clusters Score: Raw -3611.556320 + Penalty 1036.724158 = -2574.832161 nChanged 1 SP:Iteration 3Q (78.143454 sec): 3 clusters Score: Raw -3618.582003 + Penalty 1036.724158 = -2581.857845 nChanged 0 SP:Iteration 4F (78.143800 sec): 3 clusters Score: Raw -3618.582003 + Penalty 1036.724158 = -2581.857845 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 8 (900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.147106 sec): 2 clusters Score: Raw -40106.594883 + Penalty 76.368882 = -40030.226001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.148858 sec): 3 clusters Score: Raw -39596.148526 + Penalty 167.672121 = -39428.476405 nChanged 386 SP:Iteration 1F (78.150574 sec): 3 clusters Score: Raw -40094.005150 + Penalty 160.702486 = -39933.302664 nChanged 47 SP:Iteration 2F (78.152290 sec): 3 clusters Score: Raw -40132.191363 + Penalty 158.629226 = -39973.562137 nChanged 14 SP:Iteration 3Q (78.153935 sec): 3 clusters Score: Raw -40140.065568 + Penalty 156.945834 = -39983.119733 nChanged 15 SP:Iteration 4Q (78.155529 sec): 3 clusters Score: Raw -40147.891715 + Penalty 155.143805 = -39992.747909 nChanged 14 SP:Iteration 5Q (78.157097 sec): 3 clusters Score: Raw -40153.373727 + Penalty 155.668119 = -39997.705608 nChanged 7 SP:Iteration 6Q (78.158656 sec): 3 clusters Score: Raw -40156.968790 + Penalty 155.690538 = -40001.278252 nChanged 5 SP:Iteration 7Q (78.160191 sec): 3 clusters Score: Raw -40158.000824 + Penalty 155.331280 = -40002.669545 nChanged 4 SP:Iteration 8Q (78.161708 sec): 3 clusters Score: Raw -40159.410036 + Penalty 155.111326 = -40004.298710 nChanged 4 SP:Iteration 9Q (78.163268 sec): 3 clusters Score: Raw -40159.729791 + Penalty 155.629951 = -40004.099840 nChanged 2 SP:Iteration 10F (78.165012 sec): 3 clusters Score: Raw -40159.994929 + Penalty 155.964997 = -40004.029933 nChanged 4 SP:Iteration 11F (78.166761 sec): 3 clusters Score: Raw -40160.594484 + Penalty 156.183462 = -40004.411022 nChanged 2 SP:Iteration 12Q (78.168282 sec): 3 clusters Score: Raw -40160.985911 + Penalty 158.204369 = -40002.781542 nChanged 4 SP:Iteration 13F (78.169997 sec): 3 clusters Score: Raw -40162.765255 + Penalty 158.204369 = -40004.560885 nChanged 0 Memory request: 0.09 GB would take us to total of 0.44 GB. Trying to split cluster 9 (20472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.263221 sec): 2 clusters Score: Raw -870061.485975 + Penalty 260.857709 = -869800.628266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.302463 sec): 3 clusters Score: Raw -856197.994942 + Penalty 519.717324 = -855678.277618 nChanged 9805 SP:Iteration 1F (78.341236 sec): 3 clusters Score: Raw -860677.726676 + Penalty 513.499777 = -860164.226899 nChanged 3380 SP:Iteration 2F (78.380825 sec): 3 clusters Score: Raw -863540.337211 + Penalty 502.721701 = -863037.615510 nChanged 2425 SP:Iteration 3F (78.420828 sec): 3 clusters Score: Raw -865721.592183 + Penalty 492.378855 = -865229.213328 nChanged 1348 SP:Iteration 4F (78.460601 sec): 3 clusters Score: Raw -866720.094372 + Penalty 487.405097 = -866232.689275 nChanged 1038 SP:Iteration 5F (78.500416 sec): 3 clusters Score: Raw -867564.728470 + Penalty 488.009884 = -867076.718586 nChanged 860 SP:Iteration 6Q (78.541715 sec): 3 clusters Score: Raw -868530.245297 + Penalty 499.024640 = -868031.220656 nChanged 544 SP:Iteration 7Q (78.578670 sec): 3 clusters Score: Raw -869386.274989 + Penalty 509.553465 = -868876.721524 nChanged 239 SP:Iteration 8Q (78.612217 sec): 3 clusters Score: Raw -869529.445095 + Penalty 521.918198 = -869007.526897 nChanged 189 SP:Iteration 9Q (78.646089 sec): 3 clusters Score: Raw -869634.754569 + Penalty 538.333432 = -869096.421137 nChanged 149 SP:Iteration 10F (78.686328 sec): 3 clusters Score: Raw -869712.446601 + Penalty 551.007388 = -869161.439213 nChanged 110 SP:Iteration 11Q (78.719820 sec): 3 clusters Score: Raw -869765.389184 + Penalty 558.958006 = -869206.431178 nChanged 100 SP:Iteration 12Q (78.753377 sec): 3 clusters Score: Raw -869808.756682 + Penalty 570.286512 = -869238.470170 nChanged 77 SP:Iteration 13Q (78.786048 sec): 3 clusters Score: Raw -869844.164227 + Penalty 579.427836 = -869264.736391 nChanged 74 SP:Iteration 14Q (78.818553 sec): 3 clusters Score: Raw -869878.855636 + Penalty 585.743379 = -869293.112257 nChanged 66 SP:Iteration 15Q (78.851094 sec): 3 clusters Score: Raw -869916.174373 + Penalty 598.967588 = -869317.206785 nChanged 68 SP:Iteration 16Q (78.883531 sec): 3 clusters Score: Raw -869959.931464 + Penalty 610.620759 = -869349.310704 nChanged 61 SP:Iteration 17Q (78.915625 sec): 3 clusters Score: Raw -870001.194464 + Penalty 626.037157 = -869375.157307 nChanged 39 SP:Iteration 18Q (78.948197 sec): 3 clusters Score: Raw -870025.902864 + Penalty 646.485502 = -869379.417362 nChanged 40 SP:Iteration 19Q (78.980458 sec): 3 clusters Score: Raw -870044.474484 + Penalty 660.627553 = -869383.846931 nChanged 25 SP:Iteration 20F (79.020584 sec): 3 clusters Score: Raw -870053.690711 + Penalty 670.954098 = -869382.736613 nChanged 16 SP:Iteration 21F (79.062257 sec): 3 clusters Score: Raw -870060.201259 + Penalty 684.085348 = -869376.115911 nChanged 17 SP:Iteration 22F (79.102269 sec): 3 clusters Score: Raw -870066.873933 + Penalty 692.134330 = -869374.739603 nChanged 10 SP:Iteration 23F (79.142615 sec): 3 clusters Score: Raw -870069.435389 + Penalty 697.593292 = -869371.842097 nChanged 6 SP:Iteration 24F (79.182811 sec): 3 clusters Score: Raw -870070.226693 + Penalty 702.739264 = -869367.487428 nChanged 3 SP:Iteration 25F (79.223336 sec): 3 clusters Score: Raw -870070.545479 + Penalty 710.982186 = -869359.563294 nChanged 5 SP:Iteration 26F (79.263748 sec): 3 clusters Score: Raw -870071.839781 + Penalty 728.222786 = -869343.616995 nChanged 9 SP:Iteration 27F (79.303757 sec): 3 clusters Score: Raw -870074.146274 + Penalty 733.504848 = -869340.641426 nChanged 4 SP:Iteration 28F (79.344190 sec): 3 clusters Score: Raw -870074.782763 + Penalty 741.066157 = -869333.716607 nChanged 4 SP:Iteration 29F (79.384328 sec): 3 clusters Score: Raw -870075.528735 + Penalty 750.324471 = -869325.204263 nChanged 6 SP:Iteration 30F (79.424244 sec): 3 clusters Score: Raw -870077.151994 + Penalty 760.065511 = -869317.086482 nChanged 4 SP:Iteration 31F (79.464708 sec): 3 clusters Score: Raw -870077.904191 + Penalty 766.336230 = -869311.567960 nChanged 3 SP:Iteration 32F (79.504723 sec): 3 clusters Score: Raw -870078.664881 + Penalty 775.070030 = -869303.594851 nChanged 3 SP:Iteration 33F (79.545211 sec): 3 clusters Score: Raw -870079.885126 + Penalty 786.472357 = -869293.412769 nChanged 7 SP:Iteration 34F (79.585724 sec): 3 clusters Score: Raw -870082.863920 + Penalty 805.600909 = -869277.263011 nChanged 7 SP:Iteration 35F (79.625710 sec): 3 clusters Score: Raw -870085.788727 + Penalty 819.628253 = -869266.160474 nChanged 5 SP:Iteration 36F (79.666049 sec): 3 clusters Score: Raw -870087.185129 + Penalty 831.702920 = -869255.482209 nChanged 4 SP:Iteration 37F (79.706138 sec): 3 clusters Score: Raw -870087.912947 + Penalty 826.612220 = -869261.300727 nChanged 1 SP:Iteration 38Q (79.738043 sec): 3 clusters Score: Raw -870088.515810 + Penalty 826.612220 = -869261.903590 nChanged 0 SP:Iteration 39F (79.778254 sec): 3 clusters Score: Raw -870088.515810 + Penalty 826.612220 = -869261.903590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 10 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.791043 sec): 2 clusters Score: Raw -15270.597545 + Penalty 613.095455 = -14657.502090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.791847 sec): 3 clusters Score: Raw -15197.146240 + Penalty 1225.669604 = -13971.476637 nChanged 66 SP:Iteration 1F (79.792629 sec): 3 clusters Score: Raw -15289.006683 + Penalty 1225.619393 = -14063.387290 nChanged 16 SP:Iteration 2F (79.793401 sec): 3 clusters Score: Raw -15311.860939 + Penalty 1226.092267 = -14085.768672 nChanged 9 SP:Iteration 3Q (79.794158 sec): 3 clusters Score: Raw -15326.430691 + Penalty 1226.145008 = -14100.285683 nChanged 9 SP:Iteration 4Q (79.794909 sec): 3 clusters Score: Raw -15346.630858 + Penalty 1226.161786 = -14120.469072 nChanged 9 SP:Iteration 5Q (79.795658 sec): 3 clusters Score: Raw -15377.370685 + Penalty 1225.959151 = -14151.411535 nChanged 10 SP:Iteration 6Q (79.796396 sec): 3 clusters Score: Raw -15392.482547 + Penalty 1226.104300 = -14166.378247 nChanged 7 SP:Iteration 7Q (79.797126 sec): 3 clusters Score: Raw -15400.067439 + Penalty 1226.488077 = -14173.579362 nChanged 4 SP:Iteration 8Q (79.797854 sec): 3 clusters Score: Raw -15414.235415 + Penalty 1226.540362 = -14187.695053 nChanged 6 SP:Iteration 9Q (79.798583 sec): 3 clusters Score: Raw -15423.546888 + Penalty 1226.349095 = -14197.197793 nChanged 3 SP:Iteration 10F (79.799360 sec): 3 clusters Score: Raw -15429.693266 + Penalty 1226.661038 = -14203.032228 nChanged 7 SP:Iteration 11Q (79.800088 sec): 3 clusters Score: Raw -15444.562038 + Penalty 1226.795027 = -14217.767011 nChanged 11 SP:Iteration 12Q (79.800813 sec): 3 clusters Score: Raw -15482.825631 + Penalty 1227.508606 = -14255.317024 nChanged 8 SP:Iteration 13Q (79.801527 sec): 3 clusters Score: Raw -15505.151861 + Penalty 1228.520459 = -14276.631401 nChanged 6 SP:Iteration 14Q (79.802230 sec): 3 clusters Score: Raw -15520.440038 + Penalty 1228.829615 = -14291.610422 nChanged 3 SP:Iteration 15Q (79.802929 sec): 3 clusters Score: Raw -15527.169906 + Penalty 1229.856715 = -14297.313192 nChanged 1 SP:Iteration 16Q (79.803627 sec): 3 clusters Score: Raw -15529.969978 + Penalty 1230.587307 = -14299.382671 nChanged 2 SP:Iteration 17Q (79.804324 sec): 3 clusters Score: Raw -15537.255906 + Penalty 1230.014361 = -14307.241545 nChanged 2 SP:Iteration 18Q (79.805019 sec): 3 clusters Score: Raw -15545.711885 + Penalty 1228.779486 = -14316.932399 nChanged 4 SP:Iteration 19Q (79.805744 sec): 3 clusters Score: Raw -15553.347056 + Penalty 1227.758789 = -14325.588267 nChanged 2 SP:Iteration 20F (79.806521 sec): 3 clusters Score: Raw -15561.969467 + Penalty 1227.758789 = -14334.210678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 11 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.807407 sec): 2 clusters Score: Raw -207.838520 + Penalty 117.364875 = -90.473645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.807623 sec): 3 clusters Score: Raw -203.470043 + Penalty 234.729750 = 31.259706 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 12 (668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.810343 sec): 2 clusters Score: Raw -29806.266012 + Penalty 155.896923 = -29650.369088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.811824 sec): 3 clusters Score: Raw -29423.290720 + Penalty 316.212921 = -29107.077799 nChanged 270 SP:Iteration 1F (79.813221 sec): 3 clusters Score: Raw -29571.503507 + Penalty 318.111558 = -29253.391949 nChanged 58 SP:Iteration 2F (79.814618 sec): 3 clusters Score: Raw -29594.412857 + Penalty 318.979618 = -29275.433239 nChanged 29 SP:Iteration 3Q (79.816002 sec): 3 clusters Score: Raw -29607.592959 + Penalty 320.392754 = -29287.200205 nChanged 26 SP:Iteration 4Q (79.817372 sec): 3 clusters Score: Raw -29623.405163 + Penalty 320.407425 = -29302.997738 nChanged 34 SP:Iteration 5F (79.818777 sec): 3 clusters Score: Raw -29659.024934 + Penalty 326.735614 = -29332.289319 nChanged 38 SP:Iteration 6F (79.820181 sec): 3 clusters Score: Raw -29689.358388 + Penalty 322.000617 = -29367.357771 nChanged 33 SP:Iteration 7Q (79.821571 sec): 3 clusters Score: Raw -29724.004951 + Penalty 323.723613 = -29400.281338 nChanged 26 SP:Iteration 8Q (79.822952 sec): 3 clusters Score: Raw -29749.384620 + Penalty 332.889811 = -29416.494808 nChanged 25 SP:Iteration 9Q (79.824296 sec): 3 clusters Score: Raw -29768.722214 + Penalty 347.052996 = -29421.669218 nChanged 19 SP:Iteration 10F (79.825709 sec): 3 clusters Score: Raw -29789.818109 + Penalty 391.172123 = -29398.645986 nChanged 16 SP:Iteration 11F (79.827139 sec): 3 clusters Score: Raw -29808.976624 + Penalty 491.616669 = -29317.359955 nChanged 10 SP:Iteration 12F (79.828551 sec): 3 clusters Score: Raw -29829.155792 + Penalty 544.390366 = -29284.765426 nChanged 3 SP:Iteration 13F (79.829960 sec): 3 clusters Score: Raw -29836.116871 + Penalty 567.851659 = -29268.265212 nChanged 1 SP:Iteration 14F (79.831352 sec): 3 clusters Score: Raw -29838.769647 + Penalty 567.851659 = -29270.917988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 13 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.832496 sec): 2 clusters Score: Raw -6113.035596 + Penalty 690.704574 = -5422.331022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.832928 sec): 3 clusters Score: Raw -6172.201104 + Penalty 1382.452607 = -4789.748496 nChanged 8 SP:Iteration 1F (79.833351 sec): 3 clusters Score: Raw -6204.063293 + Penalty 1383.592697 = -4820.470596 nChanged 5 SP:Iteration 2Q (79.833760 sec): 3 clusters Score: Raw -6287.633347 + Penalty 1383.008926 = -4904.624421 nChanged 1 SP:Iteration 3Q (79.834162 sec): 3 clusters Score: Raw -6289.424129 + Penalty 1382.309928 = -4907.114201 nChanged 1 SP:Iteration 4Q (79.834563 sec): 3 clusters Score: Raw -6292.978806 + Penalty 1382.309928 = -4910.668878 nChanged 0 SP:Iteration 5F (79.834987 sec): 3 clusters Score: Raw -6292.978806 + Penalty 1382.309928 = -4910.668878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 14 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.837642 sec): 2 clusters Score: Raw -23293.920721 + Penalty 526.566600 = -22767.354121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.838760 sec): 3 clusters Score: Raw -23058.987819 + Penalty 1053.528465 = -22005.459353 nChanged 155 SP:Iteration 1F (79.839822 sec): 3 clusters Score: Raw -23168.130081 + Penalty 1053.208787 = -22114.921293 nChanged 55 SP:Iteration 2F (79.840871 sec): 3 clusters Score: Raw -23215.973147 + Penalty 1052.314525 = -22163.658623 nChanged 30 SP:Iteration 3F (79.841916 sec): 3 clusters Score: Raw -23238.438505 + Penalty 1051.740058 = -22186.698448 nChanged 20 SP:Iteration 4Q (79.842953 sec): 3 clusters Score: Raw -23264.052133 + Penalty 1051.718250 = -22212.333883 nChanged 23 SP:Iteration 5Q (79.843992 sec): 3 clusters Score: Raw -23298.959463 + Penalty 1051.483080 = -22247.476382 nChanged 17 SP:Iteration 6Q (79.845033 sec): 3 clusters Score: Raw -23312.569537 + Penalty 1051.757557 = -22260.811980 nChanged 8 SP:Iteration 7Q (79.846058 sec): 3 clusters Score: Raw -23318.800542 + Penalty 1052.147396 = -22266.653146 nChanged 6 SP:Iteration 8Q (79.847071 sec): 3 clusters Score: Raw -23322.914647 + Penalty 1052.098642 = -22270.816006 nChanged 4 SP:Iteration 9Q (79.848091 sec): 3 clusters Score: Raw -23328.970161 + Penalty 1052.053741 = -22276.916421 nChanged 1 SP:Iteration 10F (79.849158 sec): 3 clusters Score: Raw -23329.091630 + Penalty 1051.920212 = -22277.171418 nChanged 2 SP:Iteration 11Q (79.850179 sec): 3 clusters Score: Raw -23329.986618 + Penalty 1051.355375 = -22278.631243 nChanged 3 SP:Iteration 12Q (79.851189 sec): 3 clusters Score: Raw -23333.749578 + Penalty 1050.917250 = -22282.832328 nChanged 4 SP:Iteration 13Q (79.852206 sec): 3 clusters Score: Raw -23336.535509 + Penalty 1050.290347 = -22286.245162 nChanged 4 SP:Iteration 14Q (79.853213 sec): 3 clusters Score: Raw -23339.312774 + Penalty 1049.735627 = -22289.577148 nChanged 4 SP:Iteration 15Q (79.854224 sec): 3 clusters Score: Raw -23342.279816 + Penalty 1048.929761 = -22293.350055 nChanged 3 SP:Iteration 16Q (79.855268 sec): 3 clusters Score: Raw -23345.222986 + Penalty 1048.929761 = -22296.293225 nChanged 0 SP:Iteration 17F (79.856320 sec): 3 clusters Score: Raw -23345.222986 + Penalty 1048.929761 = -22296.293225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 15 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.858436 sec): 2 clusters Score: Raw -21409.792154 + Penalty 65.589253 = -21344.202900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.859487 sec): 3 clusters Score: Raw -21116.529573 + Penalty 130.402629 = -20986.126944 nChanged 204 SP:Iteration 1F (79.860529 sec): 3 clusters Score: Raw -21265.993907 + Penalty 130.913369 = -21135.080538 nChanged 84 SP:Iteration 2F (79.861548 sec): 3 clusters Score: Raw -21359.094468 + Penalty 131.393163 = -21227.701304 nChanged 43 SP:Iteration 3F (79.862562 sec): 3 clusters Score: Raw -21408.409587 + Penalty 131.624226 = -21276.785360 nChanged 16 SP:Iteration 4Q (79.863564 sec): 3 clusters Score: Raw -21421.343136 + Penalty 131.940793 = -21289.402342 nChanged 7 SP:Iteration 5Q (79.864543 sec): 3 clusters Score: Raw -21424.620464 + Penalty 132.015072 = -21292.605392 nChanged 5 SP:Iteration 6Q (79.865522 sec): 3 clusters Score: Raw -21427.027212 + Penalty 132.287841 = -21294.739371 nChanged 2 SP:Iteration 7Q (79.866499 sec): 3 clusters Score: Raw -21427.611005 + Penalty 132.245314 = -21295.365691 nChanged 1 SP:Iteration 8Q (79.867476 sec): 3 clusters Score: Raw -21427.760770 + Penalty 132.245314 = -21295.515456 nChanged 0 SP:Iteration 9F (79.868491 sec): 3 clusters Score: Raw -21427.760770 + Penalty 132.245314 = -21295.515456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 16 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.869424 sec): 2 clusters Score: Raw -280.841925 + Penalty 124.734465 = -156.107460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.869648 sec): 3 clusters Score: Raw -284.142145 + Penalty 251.173126 = -32.969019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 17 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.871853 sec): 2 clusters Score: Raw -23785.520526 + Penalty 489.587926 = -23295.932600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.872998 sec): 3 clusters Score: Raw -23542.576133 + Penalty 979.562014 = -22563.014119 nChanged 160 SP:Iteration 1F (79.874138 sec): 3 clusters Score: Raw -23647.624471 + Penalty 977.615859 = -22670.008612 nChanged 49 SP:Iteration 2F (79.875273 sec): 3 clusters Score: Raw -23684.026521 + Penalty 975.555238 = -22708.471283 nChanged 27 SP:Iteration 3F (79.876411 sec): 3 clusters Score: Raw -23710.329876 + Penalty 973.051429 = -22737.278447 nChanged 30 SP:Iteration 4F (79.877550 sec): 3 clusters Score: Raw -23750.145035 + Penalty 974.548656 = -22775.596379 nChanged 22 SP:Iteration 5Q (79.878683 sec): 3 clusters Score: Raw -23764.085767 + Penalty 976.034403 = -22788.051364 nChanged 14 SP:Iteration 6Q (79.879819 sec): 3 clusters Score: Raw -23771.420697 + Penalty 976.017377 = -22795.403320 nChanged 4 SP:Iteration 7Q (79.880950 sec): 3 clusters Score: Raw -23772.799642 + Penalty 976.485377 = -22796.314265 nChanged 2 SP:Iteration 8Q (79.882080 sec): 3 clusters Score: Raw -23773.232238 + Penalty 976.772510 = -22796.459728 nChanged 2 SP:Iteration 9Q (79.883209 sec): 3 clusters Score: Raw -23774.718426 + Penalty 977.950055 = -22796.768371 nChanged 4 SP:Iteration 10F (79.884352 sec): 3 clusters Score: Raw -23776.763664 + Penalty 977.916085 = -22798.847579 nChanged 4 SP:Iteration 11Q (79.885487 sec): 3 clusters Score: Raw -23778.531560 + Penalty 981.098685 = -22797.432875 nChanged 5 SP:Iteration 12F (79.886631 sec): 3 clusters Score: Raw -23781.036963 + Penalty 982.978346 = -22798.058617 nChanged 4 SP:Iteration 13Q (79.887760 sec): 3 clusters Score: Raw -23783.223110 + Penalty 982.978346 = -22800.244764 nChanged 0 SP:Iteration 14F (79.888904 sec): 3 clusters Score: Raw -23783.223110 + Penalty 982.978346 = -22800.244764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.891241 sec): 2 clusters Score: Raw -25380.614155 + Penalty 216.420473 = -25164.193683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.892433 sec): 3 clusters Score: Raw -25084.176469 + Penalty 460.152130 = -24624.024339 nChanged 221 SP:Iteration 1F (79.893623 sec): 3 clusters Score: Raw -25294.013991 + Penalty 492.311931 = -24801.702060 nChanged 70 SP:Iteration 2F (79.894821 sec): 3 clusters Score: Raw -25384.156557 + Penalty 523.284384 = -24860.872173 nChanged 28 SP:Iteration 3F (79.896020 sec): 3 clusters Score: Raw -25426.359702 + Penalty 539.623989 = -24886.735713 nChanged 17 SP:Iteration 4Q (79.897181 sec): 3 clusters Score: Raw -25451.632857 + Penalty 531.469916 = -24920.162941 nChanged 7 SP:Iteration 5Q (79.898285 sec): 3 clusters Score: Raw -25461.770498 + Penalty 528.609457 = -24933.161041 nChanged 5 SP:Iteration 6Q (79.899388 sec): 3 clusters Score: Raw -25468.512376 + Penalty 525.372932 = -24943.139443 nChanged 4 SP:Iteration 7Q (79.900495 sec): 3 clusters Score: Raw -25472.939579 + Penalty 528.743886 = -24944.195692 nChanged 2 SP:Iteration 8Q (79.901589 sec): 3 clusters Score: Raw -25475.301782 + Penalty 533.925407 = -24941.376374 nChanged 1 SP:Iteration 9F (79.902787 sec): 3 clusters Score: Raw -25477.530617 + Penalty 531.536159 = -24945.994458 nChanged 1 SP:Iteration 10F (79.903984 sec): 3 clusters Score: Raw -25479.362405 + Penalty 527.372423 = -24951.989982 nChanged 2 SP:Iteration 11Q (79.905079 sec): 3 clusters Score: Raw -25481.281654 + Penalty 525.187503 = -24956.094151 nChanged 2 SP:Iteration 12Q (79.906173 sec): 3 clusters Score: Raw -25483.969996 + Penalty 526.001891 = -24957.968105 nChanged 1 SP:Iteration 13Q (79.907267 sec): 3 clusters Score: Raw -25484.316450 + Penalty 526.001891 = -24958.314559 nChanged 0 SP:Iteration 14F (79.908495 sec): 3 clusters Score: Raw -25484.316450 + Penalty 526.001891 = -24958.314559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 19 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.910029 sec): 2 clusters Score: Raw -10677.941098 + Penalty 274.812975 = -10403.128123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.910658 sec): 3 clusters Score: Raw -10587.420133 + Penalty 558.904797 = -10028.515336 nChanged 69 SP:Iteration 1F (79.911269 sec): 3 clusters Score: Raw -10644.357903 + Penalty 564.374522 = -10079.983382 nChanged 17 SP:Iteration 2F (79.911891 sec): 3 clusters Score: Raw -10660.187392 + Penalty 568.970100 = -10091.217292 nChanged 8 SP:Iteration 3Q (79.912495 sec): 3 clusters Score: Raw -10666.832428 + Penalty 574.771797 = -10092.060631 nChanged 6 SP:Iteration 4Q (79.913114 sec): 3 clusters Score: Raw -10671.156245 + Penalty 575.562373 = -10095.593872 nChanged 1 SP:Iteration 5Q (79.913715 sec): 3 clusters Score: Raw -10671.354286 + Penalty 576.677851 = -10094.676436 nChanged 1 SP:Iteration 6F (79.914335 sec): 3 clusters Score: Raw -10671.484924 + Penalty 576.677851 = -10094.807074 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 21 (1687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.921138 sec): 2 clusters Score: Raw -78554.247440 + Penalty 430.158095 = -78124.089345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.924525 sec): 3 clusters Score: Raw -77564.747217 + Penalty 872.589561 = -76692.157656 nChanged 697 SP:Iteration 1F (79.927678 sec): 3 clusters Score: Raw -78096.021041 + Penalty 887.860505 = -77208.160536 nChanged 233 SP:Iteration 2F (79.930919 sec): 3 clusters Score: Raw -78330.754218 + Penalty 901.768688 = -77428.985529 nChanged 143 SP:Iteration 3F (79.934044 sec): 3 clusters Score: Raw -78471.894456 + Penalty 908.154283 = -77563.740173 nChanged 99 SP:Iteration 4F (79.937163 sec): 3 clusters Score: Raw -78561.884391 + Penalty 911.961651 = -77649.922740 nChanged 54 SP:Iteration 5Q (79.940294 sec): 3 clusters Score: Raw -78600.148791 + Penalty 911.492828 = -77688.655963 nChanged 33 SP:Iteration 6Q (79.943247 sec): 3 clusters Score: Raw -78615.272230 + Penalty 913.171075 = -77702.101156 nChanged 17 SP:Iteration 7Q (79.946282 sec): 3 clusters Score: Raw -78621.874464 + Penalty 912.224571 = -77709.649893 nChanged 15 SP:Iteration 8Q (79.949297 sec): 3 clusters Score: Raw -78628.714522 + Penalty 913.325799 = -77715.388722 nChanged 15 SP:Iteration 9Q (79.952278 sec): 3 clusters Score: Raw -78638.722211 + Penalty 914.106709 = -77724.615502 nChanged 18 SP:Iteration 10F (79.955391 sec): 3 clusters Score: Raw -78651.042509 + Penalty 913.007356 = -77738.035153 nChanged 15 SP:Iteration 11Q (79.958267 sec): 3 clusters Score: Raw -78658.288984 + Penalty 912.422372 = -77745.866611 nChanged 9 SP:Iteration 12Q (79.961130 sec): 3 clusters Score: Raw -78662.163376 + Penalty 912.219603 = -77749.943773 nChanged 9 SP:Iteration 13Q (79.963977 sec): 3 clusters Score: Raw -78665.454342 + Penalty 912.619184 = -77752.835158 nChanged 5 SP:Iteration 14Q (79.966814 sec): 3 clusters Score: Raw -78667.362283 + Penalty 912.744650 = -77754.617633 nChanged 6 SP:Iteration 15Q (79.969648 sec): 3 clusters Score: Raw -78669.472894 + Penalty 913.649438 = -77755.823456 nChanged 5 SP:Iteration 16Q (79.972477 sec): 3 clusters Score: Raw -78670.543318 + Penalty 913.242271 = -77757.301047 nChanged 3 SP:Iteration 17Q (79.975307 sec): 3 clusters Score: Raw -78671.513984 + Penalty 913.353088 = -77758.160895 nChanged 3 SP:Iteration 18Q (79.978145 sec): 3 clusters Score: Raw -78672.658983 + Penalty 914.427193 = -77758.231790 nChanged 5 SP:Iteration 19Q (79.980966 sec): 3 clusters Score: Raw -78674.813575 + Penalty 915.507634 = -77759.305941 nChanged 8 SP:Iteration 20F (79.984065 sec): 3 clusters Score: Raw -78678.440375 + Penalty 913.248196 = -77765.192179 nChanged 10 SP:Iteration 21Q (79.986903 sec): 3 clusters Score: Raw -78685.322577 + Penalty 913.090085 = -77772.232492 nChanged 4 SP:Iteration 22Q (79.989700 sec): 3 clusters Score: Raw -78686.308426 + Penalty 912.820241 = -77773.488185 nChanged 2 SP:Iteration 23Q (79.992490 sec): 3 clusters Score: Raw -78687.372948 + Penalty 911.707390 = -77775.665558 nChanged 4 SP:Iteration 24Q (79.995273 sec): 3 clusters Score: Raw -78688.600009 + Penalty 911.648251 = -77776.951758 nChanged 4 SP:Iteration 25Q (79.998061 sec): 3 clusters Score: Raw -78690.593411 + Penalty 911.589118 = -77779.004293 nChanged 1 SP:Iteration 26Q (80.000841 sec): 3 clusters Score: Raw -78691.292716 + Penalty 911.731821 = -77779.560896 nChanged 1 SP:Iteration 27Q (80.003613 sec): 3 clusters Score: Raw -78691.531495 + Penalty 911.731821 = -77779.799675 nChanged 0 SP:Iteration 28F (80.006714 sec): 3 clusters Score: Raw -78691.531495 + Penalty 911.731821 = -77779.799675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 22 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.014708 sec): 2 clusters Score: Raw -105.108168 + Penalty 63.600350 = -41.507818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.014932 sec): 3 clusters Score: Raw -96.727550 + Penalty 127.200700 = 30.473150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 23 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.015441 sec): 2 clusters Score: Raw -609.522109 + Penalty 258.712369 = -350.809740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.015671 sec): 3 clusters Score: Raw -635.366601 + Penalty 538.017341 = -97.349260 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 24 (1237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.020255 sec): 2 clusters Score: Raw -55765.092642 + Penalty 224.323703 = -55540.768939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.022703 sec): 3 clusters Score: Raw -55011.445791 + Penalty 444.589109 = -54566.856681 nChanged 539 SP:Iteration 1F (80.025054 sec): 3 clusters Score: Raw -55344.862628 + Penalty 440.452832 = -54904.409797 nChanged 169 SP:Iteration 2F (80.027392 sec): 3 clusters Score: Raw -55421.682460 + Penalty 436.114673 = -54985.567787 nChanged 78 SP:Iteration 3F (80.029723 sec): 3 clusters Score: Raw -55476.480976 + Penalty 431.767162 = -55044.713814 nChanged 60 SP:Iteration 4Q (80.032056 sec): 3 clusters Score: Raw -55536.905431 + Penalty 429.488904 = -55107.416527 nChanged 43 SP:Iteration 5Q (80.034369 sec): 3 clusters Score: Raw -55575.647273 + Penalty 429.660715 = -55145.986558 nChanged 41 SP:Iteration 6Q (80.036697 sec): 3 clusters Score: Raw -55609.941585 + Penalty 432.904916 = -55177.036669 nChanged 42 SP:Iteration 7Q (80.038999 sec): 3 clusters Score: Raw -55638.156764 + Penalty 438.171918 = -55199.984846 nChanged 32 SP:Iteration 8Q (80.041204 sec): 3 clusters Score: Raw -55660.281513 + Penalty 441.194769 = -55219.086743 nChanged 30 SP:Iteration 9Q (80.043359 sec): 3 clusters Score: Raw -55680.713436 + Penalty 442.895703 = -55237.817733 nChanged 32 SP:Iteration 10F (80.045663 sec): 3 clusters Score: Raw -55703.875360 + Penalty 450.303785 = -55253.571575 nChanged 24 SP:Iteration 11Q (80.047761 sec): 3 clusters Score: Raw -55717.761092 + Penalty 463.252166 = -55254.508927 nChanged 19 SP:Iteration 12Q (80.049875 sec): 3 clusters Score: Raw -55731.799748 + Penalty 479.052764 = -55252.746983 nChanged 22 SP:Iteration 13F (80.052229 sec): 3 clusters Score: Raw -55752.307192 + Penalty 497.087686 = -55255.219506 nChanged 21 SP:Iteration 14Q (80.054421 sec): 3 clusters Score: Raw -55772.950814 + Penalty 505.447558 = -55267.503255 nChanged 11 SP:Iteration 15Q (80.056874 sec): 3 clusters Score: Raw -55787.798512 + Penalty 511.015149 = -55276.783363 nChanged 11 SP:Iteration 16Q (80.059131 sec): 3 clusters Score: Raw -55800.612284 + Penalty 504.973950 = -55295.638334 nChanged 4 SP:Iteration 17Q (80.061282 sec): 3 clusters Score: Raw -55804.748530 + Penalty 501.862185 = -55302.886345 nChanged 3 SP:Iteration 18Q (80.063379 sec): 3 clusters Score: Raw -55807.196063 + Penalty 504.111704 = -55303.084360 nChanged 2 SP:Iteration 19Q (80.065459 sec): 3 clusters Score: Raw -55809.372767 + Penalty 506.475887 = -55302.896881 nChanged 2 SP:Iteration 20F (80.067951 sec): 3 clusters Score: Raw -55810.422463 + Penalty 506.475887 = -55303.946576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 25 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.069511 sec): 2 clusters Score: Raw -1760.641438 + Penalty 339.801679 = -1420.839759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.069822 sec): 3 clusters Score: Raw -1803.311180 + Penalty 679.033286 = -1124.277894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 26 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.071110 sec): 2 clusters Score: Raw -11363.032610 + Penalty 420.421391 = -10942.611219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.071863 sec): 3 clusters Score: Raw -11278.429246 + Penalty 843.254409 = -10435.174837 nChanged 72 SP:Iteration 1F (80.072589 sec): 3 clusters Score: Raw -11350.643757 + Penalty 844.876837 = -10505.766920 nChanged 21 SP:Iteration 2F (80.073299 sec): 3 clusters Score: Raw -11396.171282 + Penalty 844.255223 = -10551.916059 nChanged 13 SP:Iteration 3Q (80.073962 sec): 3 clusters Score: Raw -11414.335835 + Penalty 843.776273 = -10570.559562 nChanged 8 SP:Iteration 4Q (80.074657 sec): 3 clusters Score: Raw -11424.280583 + Penalty 843.525934 = -10580.754649 nChanged 5 SP:Iteration 5Q (80.075334 sec): 3 clusters Score: Raw -11429.029643 + Penalty 844.404754 = -10584.624889 nChanged 2 SP:Iteration 6Q (80.076021 sec): 3 clusters Score: Raw -11433.021623 + Penalty 845.966183 = -10587.055440 nChanged 3 SP:Iteration 7Q (80.076711 sec): 3 clusters Score: Raw -11445.170017 + Penalty 847.604815 = -10597.565202 nChanged 3 SP:Iteration 8Q (80.077404 sec): 3 clusters Score: Raw -11450.009023 + Penalty 848.644130 = -10601.364893 nChanged 2 SP:Iteration 9Q (80.078086 sec): 3 clusters Score: Raw -11454.018038 + Penalty 850.715204 = -10603.302834 nChanged 3 SP:Iteration 10F (80.078804 sec): 3 clusters Score: Raw -11458.613621 + Penalty 852.158116 = -10606.455504 nChanged 2 SP:Iteration 11Q (80.079473 sec): 3 clusters Score: Raw -11465.361703 + Penalty 850.972167 = -10614.389536 nChanged 3 SP:Iteration 12Q (80.080136 sec): 3 clusters Score: Raw -11469.905861 + Penalty 851.718026 = -10618.187835 nChanged 3 SP:Iteration 13Q (80.080793 sec): 3 clusters Score: Raw -11477.910911 + Penalty 850.794564 = -10627.116346 nChanged 1 SP:Iteration 14Q (80.081450 sec): 3 clusters Score: Raw -11479.351663 + Penalty 850.794564 = -10628.557099 nChanged 0 SP:Iteration 15F (80.082153 sec): 3 clusters Score: Raw -11479.351663 + Penalty 850.794564 = -10628.557099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.083309 sec): 2 clusters Score: Raw -11430.926589 + Penalty 586.373921 = -10844.552668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.083977 sec): 3 clusters Score: Raw -11393.610772 + Penalty 1174.790196 = -10218.820576 nChanged 47 SP:Iteration 1F (80.084630 sec): 3 clusters Score: Raw -11450.689409 + Penalty 1177.392939 = -10273.296470 nChanged 13 SP:Iteration 2F (80.085275 sec): 3 clusters Score: Raw -11482.335756 + Penalty 1178.656259 = -10303.679497 nChanged 6 SP:Iteration 3Q (80.085905 sec): 3 clusters Score: Raw -11490.395996 + Penalty 1179.225127 = -10311.170869 nChanged 4 SP:Iteration 4Q (80.086534 sec): 3 clusters Score: Raw -11497.665165 + Penalty 1180.055759 = -10317.609406 nChanged 1 SP:Iteration 5Q (80.087160 sec): 3 clusters Score: Raw -11498.248893 + Penalty 1180.055759 = -10318.193134 nChanged 0 SP:Iteration 6F (80.087837 sec): 3 clusters Score: Raw -11498.248893 + Penalty 1180.055759 = -10318.193134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 28 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.088699 sec): 2 clusters Score: Raw -5948.453291 + Penalty 378.145513 = -5570.307778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.089175 sec): 3 clusters Score: Raw -5921.942740 + Penalty 762.422416 = -5159.520324 nChanged 22 SP:Iteration 1F (80.089644 sec): 3 clusters Score: Raw -5954.043364 + Penalty 762.690053 = -5191.353311 nChanged 7 SP:Iteration 2F (80.090111 sec): 3 clusters Score: Raw -5962.447043 + Penalty 762.057862 = -5200.389181 nChanged 3 SP:Iteration 3Q (80.090574 sec): 3 clusters Score: Raw -5963.912593 + Penalty 760.906417 = -5203.006176 nChanged 1 SP:Iteration 4Q (80.091030 sec): 3 clusters Score: Raw -5964.980355 + Penalty 760.906417 = -5204.073938 nChanged 0 SP:Iteration 5F (80.091492 sec): 3 clusters Score: Raw -5964.980355 + Penalty 760.906417 = -5204.073938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 29 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.092277 sec): 2 clusters Score: Raw -4513.047021 + Penalty 530.101200 = -3982.945820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.092689 sec): 3 clusters Score: Raw -4540.856232 + Penalty 1060.384347 = -3480.471885 nChanged 13 SP:Iteration 1F (80.093096 sec): 3 clusters Score: Raw -4569.599250 + Penalty 1058.602606 = -3510.996645 nChanged 8 SP:Iteration 2F (80.093500 sec): 3 clusters Score: Raw -4584.823410 + Penalty 1058.602606 = -3526.220804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 30 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.095034 sec): 2 clusters Score: Raw -19744.522864 + Penalty 809.046612 = -18935.476252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.095962 sec): 3 clusters Score: Raw -19660.018058 + Penalty 1618.383068 = -18041.634990 nChanged 80 SP:Iteration 1F (80.096883 sec): 3 clusters Score: Raw -19772.548279 + Penalty 1618.570502 = -18153.977777 nChanged 21 SP:Iteration 2F (80.097786 sec): 3 clusters Score: Raw -19806.871657 + Penalty 1619.034363 = -18187.837294 nChanged 6 SP:Iteration 3Q (80.098647 sec): 3 clusters Score: Raw -19814.368468 + Penalty 1619.501199 = -18194.867269 nChanged 2 SP:Iteration 4Q (80.099500 sec): 3 clusters Score: Raw -19815.293773 + Penalty 1619.717788 = -18195.575986 nChanged 1 SP:Iteration 5Q (80.100356 sec): 3 clusters Score: Raw -19818.865053 + Penalty 1620.008484 = -18198.856569 nChanged 1 SP:Iteration 6Q (80.101205 sec): 3 clusters Score: Raw -19823.582601 + Penalty 1621.242212 = -18202.340389 nChanged 4 SP:Iteration 7Q (80.102060 sec): 3 clusters Score: Raw -19828.178057 + Penalty 1622.539797 = -18205.638260 nChanged 4 SP:Iteration 8Q (80.102907 sec): 3 clusters Score: Raw -19836.439300 + Penalty 1624.356163 = -18212.083137 nChanged 5 SP:Iteration 9Q (80.103756 sec): 3 clusters Score: Raw -19846.922326 + Penalty 1626.489965 = -18220.432362 nChanged 6 SP:Iteration 10F (80.104630 sec): 3 clusters Score: Raw -19863.385205 + Penalty 1627.731901 = -18235.653303 nChanged 5 SP:Iteration 11Q (80.105476 sec): 3 clusters Score: Raw -19870.153769 + Penalty 1627.640275 = -18242.513495 nChanged 2 SP:Iteration 12Q (80.106308 sec): 3 clusters Score: Raw -19872.406244 + Penalty 1627.390848 = -18245.015397 nChanged 1 SP:Iteration 13Q (80.107148 sec): 3 clusters Score: Raw -19875.562242 + Penalty 1626.740563 = -18248.821679 nChanged 2 SP:Iteration 14Q (80.107979 sec): 3 clusters Score: Raw -19877.469150 + Penalty 1626.740563 = -18250.728586 nChanged 0 SP:Iteration 15F (80.108858 sec): 3 clusters Score: Raw -19877.469150 + Penalty 1626.740563 = -18250.728586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 31 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.110236 sec): 2 clusters Score: Raw -11703.258921 + Penalty 896.064390 = -10807.194531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.111044 sec): 3 clusters Score: Raw -11707.550012 + Penalty 1792.992562 = -9914.557450 nChanged 59 SP:Iteration 1F (80.111837 sec): 3 clusters Score: Raw -11829.606966 + Penalty 1793.364773 = -10036.242194 nChanged 18 SP:Iteration 2F (80.112632 sec): 3 clusters Score: Raw -11881.915688 + Penalty 1793.603197 = -10088.312492 nChanged 10 SP:Iteration 3Q (80.113382 sec): 3 clusters Score: Raw -11912.159186 + Penalty 1793.863967 = -10118.295220 nChanged 11 SP:Iteration 4Q (80.114124 sec): 3 clusters Score: Raw -11933.323089 + Penalty 1793.863967 = -10139.459122 nChanged 2 SP:Iteration 5Q (80.114862 sec): 3 clusters Score: Raw -11936.752856 + Penalty 1793.863967 = -10142.888889 nChanged 0 SP:Iteration 6F (80.115652 sec): 3 clusters Score: Raw -11936.752856 + Penalty 1793.863967 = -10142.888889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 32 (360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.117045 sec): 2 clusters Score: Raw -16681.600627 + Penalty 341.903772 = -16339.696855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.117900 sec): 3 clusters Score: Raw -16508.529781 + Penalty 707.262415 = -15801.267366 nChanged 111 SP:Iteration 1F (80.118755 sec): 3 clusters Score: Raw -16603.210618 + Penalty 722.964431 = -15880.246187 nChanged 30 SP:Iteration 2F (80.119592 sec): 3 clusters Score: Raw -16640.628484 + Penalty 736.082743 = -15904.545741 nChanged 19 SP:Iteration 3F (80.120449 sec): 3 clusters Score: Raw -16660.839808 + Penalty 751.699281 = -15909.140527 nChanged 18 SP:Iteration 4Q (80.121275 sec): 3 clusters Score: Raw -16684.269023 + Penalty 759.035673 = -15925.233350 nChanged 10 SP:Iteration 5Q (80.122118 sec): 3 clusters Score: Raw -16691.445377 + Penalty 759.169521 = -15932.275856 nChanged 4 SP:Iteration 6Q (80.122920 sec): 3 clusters Score: Raw -16695.604945 + Penalty 763.581321 = -15932.023625 nChanged 3 SP:Iteration 7F (80.123778 sec): 3 clusters Score: Raw -16700.536957 + Penalty 766.913428 = -15933.623529 nChanged 3 SP:Iteration 8Q (80.124603 sec): 3 clusters Score: Raw -16704.706044 + Penalty 767.882843 = -15936.823201 nChanged 1 SP:Iteration 9Q (80.125428 sec): 3 clusters Score: Raw -16705.279241 + Penalty 768.048852 = -15937.230390 nChanged 1 SP:Iteration 10F (80.126286 sec): 3 clusters Score: Raw -16705.671698 + Penalty 770.683474 = -15934.988223 nChanged 1 SP:Iteration 11F (80.127144 sec): 3 clusters Score: Raw -16706.851843 + Penalty 774.540801 = -15932.311041 nChanged 2 SP:Iteration 12F (80.128002 sec): 3 clusters Score: Raw -16708.667754 + Penalty 777.126682 = -15931.541072 nChanged 1 SP:Iteration 13F (80.128860 sec): 3 clusters Score: Raw -16710.473515 + Penalty 779.898421 = -15930.575094 nChanged 3 SP:Iteration 14F (80.129721 sec): 3 clusters Score: Raw -16717.718541 + Penalty 781.911671 = -15935.806870 nChanged 1 SP:Iteration 15Q (80.130528 sec): 3 clusters Score: Raw -16718.046278 + Penalty 784.887298 = -15933.158980 nChanged 1 SP:Iteration 16F (80.131387 sec): 3 clusters Score: Raw -16718.593767 + Penalty 784.887298 = -15933.706469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 33 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.132347 sec): 2 clusters Score: Raw -7373.567551 + Penalty 780.045893 = -6593.521659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.132888 sec): 3 clusters Score: Raw -7408.451969 + Penalty 1560.111348 = -5848.340621 nChanged 21 SP:Iteration 1F (80.133420 sec): 3 clusters Score: Raw -7457.845824 + Penalty 1560.474178 = -5897.371646 nChanged 8 SP:Iteration 2Q (80.133930 sec): 3 clusters Score: Raw -7487.481364 + Penalty 1560.824481 = -5926.656883 nChanged 3 SP:Iteration 3Q (80.134464 sec): 3 clusters Score: Raw -7499.224652 + Penalty 1560.904842 = -5938.319810 nChanged 1 SP:Iteration 4Q (80.134966 sec): 3 clusters Score: Raw -7500.794066 + Penalty 1561.213215 = -5939.580851 nChanged 1 SP:Iteration 5Q (80.135468 sec): 3 clusters Score: Raw -7507.182351 + Penalty 1561.213215 = -5945.969135 nChanged 0 SP:Iteration 6F (80.135995 sec): 3 clusters Score: Raw -7507.182351 + Penalty 1561.213215 = -5945.969135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 34 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.136762 sec): 2 clusters Score: Raw -4769.977854 + Penalty 481.472949 = -4288.504906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.137162 sec): 3 clusters Score: Raw -4777.560394 + Penalty 960.244899 = -3817.315495 nChanged 11 SP:Iteration 1F (80.137556 sec): 3 clusters Score: Raw -4801.582281 + Penalty 960.163807 = -3841.418474 nChanged 2 SP:Iteration 2Q (80.137941 sec): 3 clusters Score: Raw -4803.339415 + Penalty 960.163807 = -3843.175608 nChanged 0 SP:Iteration 3F (80.138361 sec): 3 clusters Score: Raw -4803.339415 + Penalty 960.163807 = -3843.175608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 35 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.138879 sec): 2 clusters Score: Raw -885.338567 + Penalty 225.501848 = -659.836719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.139126 sec): 3 clusters Score: Raw -905.617657 + Penalty 442.884593 = -462.733064 nChanged 1 SP:Iteration 1Q (80.139360 sec): 3 clusters Score: Raw -911.203898 + Penalty 442.884593 = -468.319305 nChanged 0 SP:Iteration 2F (80.139599 sec): 3 clusters Score: Raw -911.203898 + Penalty 442.884593 = -468.319305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 36 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.140679 sec): 2 clusters Score: Raw -6284.757347 + Penalty 566.207427 = -5718.549920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.141120 sec): 3 clusters Score: Raw -6290.527622 + Penalty 1137.142832 = -5153.384790 nChanged 12 SP:Iteration 1F (80.141563 sec): 3 clusters Score: Raw -6312.005804 + Penalty 1138.345787 = -5173.660017 nChanged 1 SP:Iteration 2Q (80.142010 sec): 3 clusters Score: Raw -6315.289742 + Penalty 1138.671164 = -5176.618578 nChanged 1 SP:Iteration 3Q (80.142433 sec): 3 clusters Score: Raw -6317.180187 + Penalty 1138.671164 = -5178.509023 nChanged 0 SP:Iteration 4F (80.142866 sec): 3 clusters Score: Raw -6317.180187 + Penalty 1138.671164 = -5178.509023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 37 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.144153 sec): 2 clusters Score: Raw -12452.043313 + Penalty 347.949646 = -12104.093666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.144877 sec): 3 clusters Score: Raw -12328.484329 + Penalty 696.693938 = -11631.790391 nChanged 74 SP:Iteration 1F (80.145603 sec): 3 clusters Score: Raw -12388.648641 + Penalty 701.137862 = -11687.510779 nChanged 28 SP:Iteration 2F (80.146335 sec): 3 clusters Score: Raw -12413.183157 + Penalty 705.067691 = -11708.115466 nChanged 14 SP:Iteration 3Q (80.147048 sec): 3 clusters Score: Raw -12427.172171 + Penalty 706.566717 = -11720.605454 nChanged 12 SP:Iteration 4Q (80.147759 sec): 3 clusters Score: Raw -12440.937184 + Penalty 709.556613 = -11731.380570 nChanged 10 SP:Iteration 5Q (80.148461 sec): 3 clusters Score: Raw -12450.028458 + Penalty 712.475162 = -11737.553296 nChanged 6 SP:Iteration 6Q (80.149171 sec): 3 clusters Score: Raw -12456.708915 + Penalty 715.408305 = -11741.300610 nChanged 3 SP:Iteration 7Q (80.149873 sec): 3 clusters Score: Raw -12457.823929 + Penalty 716.578435 = -11741.245494 nChanged 1 SP:Iteration 8F (80.150617 sec): 3 clusters Score: Raw -12458.204091 + Penalty 716.578435 = -11741.625656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 38 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.151626 sec): 2 clusters Score: Raw -9693.777188 + Penalty 684.025332 = -9009.751856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.152186 sec): 3 clusters Score: Raw -9689.714000 + Penalty 1369.029727 = -8320.684272 nChanged 28 SP:Iteration 1F (80.152733 sec): 3 clusters Score: Raw -9739.211764 + Penalty 1370.844174 = -8368.367590 nChanged 7 SP:Iteration 2Q (80.153272 sec): 3 clusters Score: Raw -9750.451058 + Penalty 1372.147196 = -8378.303862 nChanged 2 SP:Iteration 3Q (80.153803 sec): 3 clusters Score: Raw -9754.219632 + Penalty 1372.147196 = -8382.072436 nChanged 0 SP:Iteration 4F (80.154351 sec): 3 clusters Score: Raw -9754.219632 + Penalty 1372.147196 = -8382.072436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 39 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.154926 sec): 2 clusters Score: Raw -1568.285499 + Penalty 172.434957 = -1395.850541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.155207 sec): 3 clusters Score: Raw -1578.125680 + Penalty 346.161927 = -1231.963753 nChanged 2 SP:Iteration 1F (80.155482 sec): 3 clusters Score: Raw -1585.201879 + Penalty 346.161927 = -1239.039952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 40 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.156917 sec): 2 clusters Score: Raw -13686.680102 + Penalty 772.905009 = -12913.775093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.157748 sec): 3 clusters Score: Raw -13683.020910 + Penalty 1544.164353 = -12138.856557 nChanged 65 SP:Iteration 1F (80.158554 sec): 3 clusters Score: Raw -13761.998477 + Penalty 1542.949171 = -12219.049306 nChanged 13 SP:Iteration 2Q (80.159343 sec): 3 clusters Score: Raw -13782.382143 + Penalty 1542.307301 = -12240.074842 nChanged 7 SP:Iteration 3Q (80.160110 sec): 3 clusters Score: Raw -13791.599118 + Penalty 1541.788411 = -12249.810708 nChanged 3 SP:Iteration 4Q (80.160860 sec): 3 clusters Score: Raw -13794.454372 + Penalty 1541.302792 = -12253.151579 nChanged 2 SP:Iteration 5Q (80.161624 sec): 3 clusters Score: Raw -13798.082382 + Penalty 1541.022681 = -12257.059701 nChanged 1 SP:Iteration 6Q (80.162371 sec): 3 clusters Score: Raw -13800.289178 + Penalty 1541.022681 = -12259.266497 nChanged 0 SP:Iteration 7F (80.163157 sec): 3 clusters Score: Raw -13800.289178 + Penalty 1541.022681 = -12259.266497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 42 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.163979 sec): 2 clusters Score: Raw -4953.409672 + Penalty 107.137780 = -4846.271892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.164423 sec): 3 clusters Score: Raw -4913.301300 + Penalty 211.558631 = -4701.742669 nChanged 33 SP:Iteration 1F (80.164853 sec): 3 clusters Score: Raw -4958.939246 + Penalty 218.057023 = -4740.882222 nChanged 10 SP:Iteration 2F (80.165289 sec): 3 clusters Score: Raw -4979.155972 + Penalty 219.737050 = -4759.418922 nChanged 3 SP:Iteration 3Q (80.165708 sec): 3 clusters Score: Raw -4986.003354 + Penalty 220.811503 = -4765.191851 nChanged 3 SP:Iteration 4Q (80.166127 sec): 3 clusters Score: Raw -4992.270760 + Penalty 220.470371 = -4771.800389 nChanged 1 SP:Iteration 5Q (80.166537 sec): 3 clusters Score: Raw -4992.823593 + Penalty 219.741816 = -4773.081777 nChanged 1 SP:Iteration 6Q (80.166954 sec): 3 clusters Score: Raw -4993.401965 + Penalty 219.530077 = -4773.871888 nChanged 1 SP:Iteration 7Q (80.167369 sec): 3 clusters Score: Raw -4994.696905 + Penalty 219.530077 = -4775.166828 nChanged 0 SP:Iteration 8F (80.167803 sec): 3 clusters Score: Raw -4994.696905 + Penalty 219.530077 = -4775.166828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 43 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.168376 sec): 2 clusters Score: Raw -1207.469034 + Penalty 309.122512 = -898.346522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.168632 sec): 3 clusters Score: Raw -1233.808904 + Penalty 618.413932 = -615.394972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 44 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.169516 sec): 2 clusters Score: Raw -6946.152506 + Penalty 536.234640 = -6409.917866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.170009 sec): 3 clusters Score: Raw -6929.972667 + Penalty 1073.079950 = -5856.892717 nChanged 26 SP:Iteration 1F (80.170494 sec): 3 clusters Score: Raw -6964.912665 + Penalty 1073.051512 = -5891.861153 nChanged 2 SP:Iteration 2Q (80.170971 sec): 3 clusters Score: Raw -6968.323440 + Penalty 1073.051512 = -5895.271928 nChanged 0 SP:Iteration 3F (80.171454 sec): 3 clusters Score: Raw -6968.323440 + Penalty 1073.051512 = -5895.271928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 45 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.172360 sec): 2 clusters Score: Raw -8107.076067 + Penalty 524.315325 = -7582.760742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.172889 sec): 3 clusters Score: Raw -8092.433211 + Penalty 1051.020231 = -7041.412981 nChanged 30 SP:Iteration 1F (80.173409 sec): 3 clusters Score: Raw -8125.515591 + Penalty 1055.532952 = -7069.982639 nChanged 7 SP:Iteration 2Q (80.173919 sec): 3 clusters Score: Raw -8134.957384 + Penalty 1063.150483 = -7071.806900 nChanged 5 SP:Iteration 3Q (80.174412 sec): 3 clusters Score: Raw -8142.542596 + Penalty 1063.994895 = -7078.547701 nChanged 2 SP:Iteration 4Q (80.174906 sec): 3 clusters Score: Raw -8144.142322 + Penalty 1064.219993 = -7079.922329 nChanged 1 SP:Iteration 5Q (80.175399 sec): 3 clusters Score: Raw -8145.393128 + Penalty 1065.398263 = -7079.994866 nChanged 1 SP:Iteration 6Q (80.175891 sec): 3 clusters Score: Raw -8146.017962 + Penalty 1066.854541 = -7079.163421 nChanged 2 SP:Iteration 7F (80.176396 sec): 3 clusters Score: Raw -8147.006563 + Penalty 1070.370879 = -7076.635683 nChanged 1 SP:Iteration 8F (80.176900 sec): 3 clusters Score: Raw -8149.871794 + Penalty 1073.086316 = -7076.785478 nChanged 1 SP:Iteration 9Q (80.177390 sec): 3 clusters Score: Raw -8151.126283 + Penalty 1073.086316 = -7078.039967 nChanged 0 SP:Iteration 10F (80.177896 sec): 3 clusters Score: Raw -8151.126283 + Penalty 1073.086316 = -7078.039967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 46 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.178668 sec): 2 clusters Score: Raw -3665.865096 + Penalty 240.534444 = -3425.330653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.179073 sec): 3 clusters Score: Raw -3709.095244 + Penalty 506.027987 = -3203.067257 nChanged 21 SP:Iteration 1F (80.179472 sec): 3 clusters Score: Raw -3759.245579 + Penalty 503.745835 = -3255.499744 nChanged 3 SP:Iteration 2Q (80.179852 sec): 3 clusters Score: Raw -3768.405226 + Penalty 507.219238 = -3261.185988 nChanged 1 SP:Iteration 3Q (80.180227 sec): 3 clusters Score: Raw -3768.929486 + Penalty 507.219238 = -3261.710248 nChanged 0 SP:Iteration 4F (80.180623 sec): 3 clusters Score: Raw -3768.929486 + Penalty 507.219238 = -3261.710248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 49 (476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.182399 sec): 2 clusters Score: Raw -21504.490650 + Penalty 927.978259 = -20576.512390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.183463 sec): 3 clusters Score: Raw -21401.726750 + Penalty 1857.877541 = -19543.849209 nChanged 123 SP:Iteration 1F (80.184560 sec): 3 clusters Score: Raw -21578.862291 + Penalty 1859.193815 = -19719.668476 nChanged 29 SP:Iteration 2F (80.185624 sec): 3 clusters Score: Raw -21642.497942 + Penalty 1859.303166 = -19783.194776 nChanged 25 SP:Iteration 3F (80.186686 sec): 3 clusters Score: Raw -21708.095016 + Penalty 1860.077333 = -19848.017682 nChanged 18 SP:Iteration 4Q (80.187717 sec): 3 clusters Score: Raw -21744.948028 + Penalty 1861.450821 = -19883.497207 nChanged 9 SP:Iteration 5Q (80.188741 sec): 3 clusters Score: Raw -21754.487228 + Penalty 1861.773215 = -19892.714012 nChanged 3 SP:Iteration 6Q (80.189769 sec): 3 clusters Score: Raw -21758.212473 + Penalty 1861.859988 = -19896.352485 nChanged 3 SP:Iteration 7Q (80.190792 sec): 3 clusters Score: Raw -21767.843086 + Penalty 1861.378881 = -19906.464204 nChanged 4 SP:Iteration 8Q (80.191813 sec): 3 clusters Score: Raw -21785.915180 + Penalty 1862.046043 = -19923.869137 nChanged 4 SP:Iteration 9Q (80.192831 sec): 3 clusters Score: Raw -21797.541283 + Penalty 1863.138580 = -19934.402703 nChanged 3 SP:Iteration 10F (80.193897 sec): 3 clusters Score: Raw -21803.142267 + Penalty 1863.634154 = -19939.508113 nChanged 4 SP:Iteration 11Q (80.194922 sec): 3 clusters Score: Raw -21807.435043 + Penalty 1863.917061 = -19943.517982 nChanged 2 SP:Iteration 12Q (80.195946 sec): 3 clusters Score: Raw -21810.990753 + Penalty 1863.771391 = -19947.219362 nChanged 1 SP:Iteration 13Q (80.196965 sec): 3 clusters Score: Raw -21812.365244 + Penalty 1863.618921 = -19948.746323 nChanged 1 SP:Iteration 14Q (80.197979 sec): 3 clusters Score: Raw -21813.228788 + Penalty 1864.465905 = -19948.762883 nChanged 1 SP:Iteration 15Q (80.199004 sec): 3 clusters Score: Raw -21813.641519 + Penalty 1864.465905 = -19949.175614 nChanged 0 SP:Iteration 16F (80.200072 sec): 3 clusters Score: Raw -21813.641519 + Penalty 1864.465905 = -19949.175614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 50 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.200802 sec): 2 clusters Score: Raw -4154.466825 + Penalty 542.933798 = -3611.533027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.201171 sec): 3 clusters Score: Raw -4216.217852 + Penalty 1088.945164 = -3127.272688 nChanged 3 SP:Iteration 1Q (80.201517 sec): 3 clusters Score: Raw -4223.826307 + Penalty 1088.945164 = -3134.881144 nChanged 0 SP:Iteration 2F (80.201878 sec): 3 clusters Score: Raw -4223.826307 + Penalty 1088.945164 = -3134.881144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 52 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.202379 sec): 2 clusters Score: Raw -618.799387 + Penalty 261.287102 = -357.512285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.202613 sec): 3 clusters Score: Raw -666.283676 + Penalty 533.435142 = -132.848534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 53 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.203259 sec): 2 clusters Score: Raw -2855.036711 + Penalty 156.012319 = -2699.024392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.203597 sec): 3 clusters Score: Raw -2863.080443 + Penalty 376.216355 = -2486.864088 nChanged 15 SP:Iteration 1F (80.203928 sec): 3 clusters Score: Raw -2890.583802 + Penalty 378.392958 = -2512.190843 nChanged 1 SP:Iteration 2Q (80.204253 sec): 3 clusters Score: Raw -2891.347541 + Penalty 378.392958 = -2512.954583 nChanged 0 SP:Iteration 3F (80.204584 sec): 3 clusters Score: Raw -2891.347541 + Penalty 378.392958 = -2512.954583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 54 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.205085 sec): 2 clusters Score: Raw -698.518192 + Penalty 263.439307 = -435.078886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.205343 sec): 3 clusters Score: Raw -736.743902 + Penalty 544.506485 = -192.237417 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 55 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.205922 sec): 2 clusters Score: Raw -2170.747715 + Penalty 347.821564 = -1822.926151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.206214 sec): 3 clusters Score: Raw -2185.085642 + Penalty 695.583162 = -1489.502480 nChanged 1 SP:Iteration 1Q (80.206496 sec): 3 clusters Score: Raw -2187.303568 + Penalty 695.583162 = -1491.720406 nChanged 0 SP:Iteration 2F (80.206781 sec): 3 clusters Score: Raw -2187.303568 + Penalty 695.583162 = -1491.720406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 56 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.207270 sec): 2 clusters Score: Raw -422.181897 + Penalty 156.128143 = -266.053754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.207496 sec): 3 clusters Score: Raw -436.330579 + Penalty 307.994906 = -128.335673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 57 (441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.209222 sec): 2 clusters Score: Raw -21350.268672 + Penalty 722.405918 = -20627.862754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.210233 sec): 3 clusters Score: Raw -21206.787053 + Penalty 1445.519646 = -19761.267407 nChanged 113 SP:Iteration 1F (80.211216 sec): 3 clusters Score: Raw -21305.600892 + Penalty 1446.117398 = -19859.483494 nChanged 29 SP:Iteration 2F (80.212200 sec): 3 clusters Score: Raw -21333.287723 + Penalty 1446.504958 = -19886.782765 nChanged 16 SP:Iteration 3Q (80.213173 sec): 3 clusters Score: Raw -21356.382623 + Penalty 1447.631363 = -19908.751259 nChanged 18 SP:Iteration 4Q (80.214142 sec): 3 clusters Score: Raw -21382.109894 + Penalty 1448.098779 = -19934.011115 nChanged 9 SP:Iteration 5Q (80.215107 sec): 3 clusters Score: Raw -21396.608265 + Penalty 1449.535519 = -19947.072746 nChanged 7 SP:Iteration 6Q (80.216067 sec): 3 clusters Score: Raw -21406.332004 + Penalty 1450.679300 = -19955.652703 nChanged 8 SP:Iteration 7Q (80.217022 sec): 3 clusters Score: Raw -21418.122388 + Penalty 1451.372143 = -19966.750246 nChanged 4 SP:Iteration 8Q (80.217972 sec): 3 clusters Score: Raw -21422.566710 + Penalty 1450.892846 = -19971.673864 nChanged 2 SP:Iteration 9Q (80.218920 sec): 3 clusters Score: Raw -21423.904657 + Penalty 1450.706119 = -19973.198538 nChanged 1 SP:Iteration 10F (80.219904 sec): 3 clusters Score: Raw -21424.439082 + Penalty 1450.706119 = -19973.732964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 58 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.220562 sec): 2 clusters Score: Raw -3340.006452 + Penalty 460.056866 = -2879.949586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.220892 sec): 3 clusters Score: Raw -3370.819041 + Penalty 918.914288 = -2451.904753 nChanged 2 SP:Iteration 1Q (80.221208 sec): 3 clusters Score: Raw -3376.183164 + Penalty 917.825168 = -2458.357995 nChanged 3 SP:Iteration 2Q (80.221523 sec): 3 clusters Score: Raw -3388.194740 + Penalty 917.825168 = -2470.369571 nChanged 0 SP:Iteration 3F (80.221845 sec): 3 clusters Score: Raw -3388.194740 + Penalty 917.825168 = -2470.369571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 59 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.222425 sec): 2 clusters Score: Raw -1531.037078 + Penalty 305.472274 = -1225.564804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.222698 sec): 3 clusters Score: Raw -1589.003356 + Penalty 596.865415 = -992.137940 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 60 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.223267 sec): 2 clusters Score: Raw -1465.728494 + Penalty 290.025917 = -1175.702577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.223529 sec): 3 clusters Score: Raw -1498.066049 + Penalty 587.131683 = -910.934366 nChanged 1 SP:Iteration 1Q (80.223781 sec): 3 clusters Score: Raw -1502.740615 + Penalty 587.131683 = -915.608932 nChanged 0 SP:Iteration 2F (80.224038 sec): 3 clusters Score: Raw -1502.740615 + Penalty 587.131683 = -915.608932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 61 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.224784 sec): 2 clusters Score: Raw -4564.852487 + Penalty 408.025864 = -4156.826623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.225181 sec): 3 clusters Score: Raw -4580.995332 + Penalty 816.247087 = -3764.748245 nChanged 11 SP:Iteration 1F (80.225569 sec): 3 clusters Score: Raw -4604.834390 + Penalty 817.092134 = -3787.742256 nChanged 3 SP:Iteration 2Q (80.225948 sec): 3 clusters Score: Raw -4608.652282 + Penalty 818.170368 = -3790.481914 nChanged 1 SP:Iteration 3Q (80.226324 sec): 3 clusters Score: Raw -4609.494587 + Penalty 817.864745 = -3791.629842 nChanged 1 SP:Iteration 4Q (80.226700 sec): 3 clusters Score: Raw -4613.579348 + Penalty 818.114537 = -3795.464810 nChanged 1 SP:Iteration 5Q (80.227075 sec): 3 clusters Score: Raw -4614.723553 + Penalty 816.577096 = -3798.146456 nChanged 1 SP:Iteration 6Q (80.227449 sec): 3 clusters Score: Raw -4616.020093 + Penalty 814.620919 = -3801.399174 nChanged 1 SP:Iteration 7Q (80.227823 sec): 3 clusters Score: Raw -4620.068118 + Penalty 814.620919 = -3805.447199 nChanged 0 SP:Iteration 8F (80.228211 sec): 3 clusters Score: Raw -4620.068118 + Penalty 814.620919 = -3805.447199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 62 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.229314 sec): 2 clusters Score: Raw -11524.805189 + Penalty 696.605100 = -10828.200089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.229977 sec): 3 clusters Score: Raw -11506.711924 + Penalty 1384.818571 = -10121.893353 nChanged 45 SP:Iteration 1F (80.230631 sec): 3 clusters Score: Raw -11587.275213 + Penalty 1384.545278 = -10202.729935 nChanged 14 SP:Iteration 2F (80.231283 sec): 3 clusters Score: Raw -11624.660339 + Penalty 1387.613705 = -10237.046634 nChanged 6 SP:Iteration 3Q (80.231926 sec): 3 clusters Score: Raw -11633.707705 + Penalty 1387.838631 = -10245.869074 nChanged 3 SP:Iteration 4Q (80.232549 sec): 3 clusters Score: Raw -11646.565728 + Penalty 1388.338107 = -10258.227621 nChanged 1 SP:Iteration 5Q (80.233149 sec): 3 clusters Score: Raw -11648.332515 + Penalty 1388.338107 = -10259.994408 nChanged 0 SP:Iteration 6F (80.233836 sec): 3 clusters Score: Raw -11648.332515 + Penalty 1388.338107 = -10259.994408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 63 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.234803 sec): 2 clusters Score: Raw -8804.749529 + Penalty 272.046421 = -8532.703108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.235365 sec): 3 clusters Score: Raw -8712.987988 + Penalty 559.787322 = -8153.200667 nChanged 52 SP:Iteration 1F (80.235914 sec): 3 clusters Score: Raw -8774.224635 + Penalty 586.819423 = -8187.405212 nChanged 22 SP:Iteration 2F (80.236463 sec): 3 clusters Score: Raw -8798.716962 + Penalty 607.475284 = -8191.241678 nChanged 12 SP:Iteration 3F (80.237011 sec): 3 clusters Score: Raw -8812.678579 + Penalty 624.027989 = -8188.650590 nChanged 9 SP:Iteration 4F (80.237562 sec): 3 clusters Score: Raw -8826.080613 + Penalty 631.884303 = -8194.196310 nChanged 5 SP:Iteration 5Q (80.238096 sec): 3 clusters Score: Raw -8835.809466 + Penalty 647.264597 = -8188.544870 nChanged 2 SP:Iteration 6F (80.238654 sec): 3 clusters Score: Raw -8840.573443 + Penalty 647.264597 = -8193.308847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 66 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.239570 sec): 2 clusters Score: Raw -6094.080619 + Penalty 471.124218 = -5622.956401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.240084 sec): 3 clusters Score: Raw -6077.148270 + Penalty 942.139650 = -5135.008620 nChanged 28 SP:Iteration 1F (80.240652 sec): 3 clusters Score: Raw -6130.837672 + Penalty 941.071435 = -5189.766237 nChanged 10 SP:Iteration 2F (80.241158 sec): 3 clusters Score: Raw -6150.848152 + Penalty 942.554825 = -5208.293328 nChanged 7 SP:Iteration 3Q (80.241652 sec): 3 clusters Score: Raw -6165.028580 + Penalty 943.484266 = -5221.544314 nChanged 3 SP:Iteration 4Q (80.242153 sec): 3 clusters Score: Raw -6171.213751 + Penalty 943.321744 = -5227.892007 nChanged 1 SP:Iteration 5Q (80.242655 sec): 3 clusters Score: Raw -6172.877801 + Penalty 942.864397 = -5230.013404 nChanged 1 SP:Iteration 6Q (80.243153 sec): 3 clusters Score: Raw -6174.323445 + Penalty 942.864397 = -5231.459049 nChanged 0 SP:Iteration 7F (80.243672 sec): 3 clusters Score: Raw -6174.323445 + Penalty 942.864397 = -5231.459049 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 72 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.244195 sec): 2 clusters Score: Raw -874.650711 + Penalty 281.086740 = -593.563971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.244440 sec): 3 clusters Score: Raw -945.060712 + Penalty 563.075689 = -381.985023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 73 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.244924 sec): 2 clusters Score: Raw -406.321673 + Penalty 195.123989 = -211.197683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.245145 sec): 3 clusters Score: Raw -415.057041 + Penalty 390.247979 = -24.809062 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 74 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.245635 sec): 2 clusters Score: Raw -565.576041 + Penalty 248.339236 = -317.236805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.245860 sec): 3 clusters Score: Raw -573.477120 + Penalty 529.612042 = -43.865078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 75 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.246537 sec): 2 clusters Score: Raw -3402.934833 + Penalty 141.085845 = -3261.848988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.246897 sec): 3 clusters Score: Raw -3370.125414 + Penalty 291.481669 = -3078.643746 nChanged 18 SP:Iteration 1F (80.247261 sec): 3 clusters Score: Raw -3394.217842 + Penalty 314.618250 = -3079.599592 nChanged 13 SP:Iteration 2F (80.247624 sec): 3 clusters Score: Raw -3415.361188 + Penalty 323.183105 = -3092.178082 nChanged 2 SP:Iteration 3Q (80.247962 sec): 3 clusters Score: Raw -3419.061455 + Penalty 332.776893 = -3086.284562 nChanged 1 SP:Iteration 4F (80.248314 sec): 3 clusters Score: Raw -3421.857169 + Penalty 332.531452 = -3089.325717 nChanged 1 SP:Iteration 5Q (80.248646 sec): 3 clusters Score: Raw -3422.849189 + Penalty 332.531452 = -3090.317737 nChanged 0 SP:Iteration 6F (80.248998 sec): 3 clusters Score: Raw -3422.849189 + Penalty 332.531452 = -3090.317737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 76 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.249509 sec): 2 clusters Score: Raw -854.876845 + Penalty 286.838277 = -568.038568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.249748 sec): 3 clusters Score: Raw -876.782804 + Penalty 569.703155 = -307.079649 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 77 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.250250 sec): 2 clusters Score: Raw -341.860160 + Penalty 167.896513 = -173.963647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.250468 sec): 3 clusters Score: Raw -339.129350 + Penalty 362.031433 = 22.902083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 78 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.250960 sec): 2 clusters Score: Raw -558.112050 + Penalty 213.184979 = -344.927072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.251187 sec): 3 clusters Score: Raw -569.678048 + Penalty 422.961264 = -146.716784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 79 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.251651 sec): 2 clusters Score: Raw -48.818227 + Penalty 0.000000 = -48.818227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.251840 sec): 2 clusters Score: Raw -48.818227 + Penalty 0.000000 = -48.818227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 81 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.252405 sec): 2 clusters Score: Raw -1776.838945 + Penalty 336.698935 = -1440.140011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.252685 sec): 3 clusters Score: Raw -1847.574371 + Penalty 675.546533 = -1172.027837 nChanged 2 SP:Iteration 1Q (80.252950 sec): 3 clusters Score: Raw -1858.102469 + Penalty 675.546533 = -1182.555936 nChanged 0 SP:Iteration 2F (80.253225 sec): 3 clusters Score: Raw -1858.102469 + Penalty 675.546533 = -1182.555936 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 85 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.253745 sec): 2 clusters Score: Raw -1102.748584 + Penalty 266.070012 = -836.678572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.253994 sec): 3 clusters Score: Raw -1111.340865 + Penalty 537.349972 = -573.990892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 86 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.254473 sec): 2 clusters Score: Raw -352.815329 + Penalty 187.310447 = -165.504883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.254692 sec): 3 clusters Score: Raw -356.230488 + Penalty 377.717548 = 21.487060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 87 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.255211 sec): 2 clusters Score: Raw -1149.510732 + Penalty 323.561588 = -825.949143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.255458 sec): 3 clusters Score: Raw -1185.589208 + Penalty 651.050532 = -534.538676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 90 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.256553 sec): 2 clusters Score: Raw -12022.878210 + Penalty 872.988911 = -11149.889299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.257185 sec): 3 clusters Score: Raw -12100.620714 + Penalty 1745.499440 = -10355.121274 nChanged 23 SP:Iteration 1F (80.257827 sec): 3 clusters Score: Raw -12143.324457 + Penalty 1745.317078 = -10398.007379 nChanged 4 SP:Iteration 2Q (80.258493 sec): 3 clusters Score: Raw -12153.644173 + Penalty 1745.216989 = -10408.427184 nChanged 1 SP:Iteration 3Q (80.259109 sec): 3 clusters Score: Raw -12156.035270 + Penalty 1745.278252 = -10410.757018 nChanged 1 SP:Iteration 4Q (80.259727 sec): 3 clusters Score: Raw -12158.404817 + Penalty 1745.278252 = -10413.126565 nChanged 0 SP:Iteration 5F (80.260401 sec): 3 clusters Score: Raw -12158.404817 + Penalty 1745.278252 = -10413.126565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 91 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.261276 sec): 2 clusters Score: Raw -7677.664848 + Penalty 589.694921 = -7087.969927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.261770 sec): 3 clusters Score: Raw -7678.912138 + Penalty 1181.718709 = -6497.193429 nChanged 9 SP:Iteration 1F (80.262264 sec): 3 clusters Score: Raw -7696.478462 + Penalty 1182.135713 = -6514.342749 nChanged 2 SP:Iteration 2Q (80.262742 sec): 3 clusters Score: Raw -7699.020075 + Penalty 1181.675010 = -6517.345065 nChanged 2 SP:Iteration 3Q (80.263226 sec): 3 clusters Score: Raw -7702.032966 + Penalty 1180.417196 = -6521.615770 nChanged 4 SP:Iteration 4Q (80.263704 sec): 3 clusters Score: Raw -7710.345412 + Penalty 1180.230175 = -6530.115237 nChanged 1 SP:Iteration 5Q (80.264185 sec): 3 clusters Score: Raw -7711.380458 + Penalty 1180.230175 = -6531.150283 nChanged 0 SP:Iteration 6F (80.264671 sec): 3 clusters Score: Raw -7711.380458 + Penalty 1180.230175 = -6531.150283 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 94 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.265305 sec): 2 clusters Score: Raw -2988.458777 + Penalty 465.673759 = -2522.785018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.265629 sec): 3 clusters Score: Raw -3105.902220 + Penalty 931.257508 = -2174.644712 nChanged 2 SP:Iteration 1Q (80.265931 sec): 3 clusters Score: Raw -3111.028981 + Penalty 931.347519 = -2179.681462 nChanged 1 SP:Iteration 2Q (80.266232 sec): 3 clusters Score: Raw -3114.519135 + Penalty 931.347519 = -2183.171616 nChanged 0 SP:Iteration 3F (80.266549 sec): 3 clusters Score: Raw -3114.519135 + Penalty 931.347519 = -2183.171616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 95 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.267046 sec): 2 clusters Score: Raw -655.484315 + Penalty 239.486906 = -415.997409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.267281 sec): 3 clusters Score: Raw -673.247061 + Penalty 465.209272 = -208.037790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 97 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.267992 sec): 2 clusters Score: Raw -4189.501683 + Penalty 483.788578 = -3705.713104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.268380 sec): 3 clusters Score: Raw -4227.739134 + Penalty 967.548429 = -3260.190705 nChanged 10 SP:Iteration 1F (80.268763 sec): 3 clusters Score: Raw -4245.482467 + Penalty 967.911096 = -3277.571371 nChanged 3 SP:Iteration 2Q (80.269133 sec): 3 clusters Score: Raw -4251.883592 + Penalty 967.911096 = -3283.972496 nChanged 0 SP:Iteration 3F (80.269517 sec): 3 clusters Score: Raw -4251.883592 + Penalty 967.911096 = -3283.972496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 98 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.270001 sec): 2 clusters Score: Raw -347.943591 + Penalty 152.768850 = -195.174741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.270220 sec): 3 clusters Score: Raw -356.950264 + Penalty 313.534851 = -43.415413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 99 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.270705 sec): 2 clusters Score: Raw -419.731675 + Penalty 154.868960 = -264.862715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.270929 sec): 3 clusters Score: Raw -438.056248 + Penalty 312.948733 = -125.107515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 100 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.271433 sec): 2 clusters Score: Raw -403.566911 + Penalty 172.563589 = -231.003323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.271654 sec): 3 clusters Score: Raw -410.665852 + Penalty 353.206215 = -57.459637 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 101 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.272130 sec): 2 clusters Score: Raw -269.857859 + Penalty 153.557830 = -116.300029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.272345 sec): 3 clusters Score: Raw -264.766568 + Penalty 307.747388 = 42.980820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 103 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.272841 sec): 2 clusters Score: Raw -647.497698 + Penalty 242.108865 = -405.388833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.273072 sec): 3 clusters Score: Raw -667.444662 + Penalty 494.953949 = -172.490713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 104 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.273562 sec): 2 clusters Score: Raw -532.831122 + Penalty 192.202042 = -340.629081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.273789 sec): 3 clusters Score: Raw -550.453980 + Penalty 383.348481 = -167.105499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 111 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.274277 sec): 2 clusters Score: Raw -513.204654 + Penalty 224.159948 = -289.044706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.274501 sec): 3 clusters Score: Raw -521.561885 + Penalty 450.658081 = -70.903804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 112 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.275065 sec): 2 clusters Score: Raw -1842.059678 + Penalty 241.267424 = -1600.792254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.275345 sec): 3 clusters Score: Raw -1863.053930 + Penalty 488.195132 = -1374.858797 nChanged 3 SP:Iteration 1F (80.275621 sec): 3 clusters Score: Raw -1871.281831 + Penalty 488.195132 = -1383.086699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 117 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.276229 sec): 2 clusters Score: Raw -2703.547818 + Penalty 495.686289 = -2207.861530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.276541 sec): 3 clusters Score: Raw -2781.020025 + Penalty 996.254159 = -1784.765867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 119 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.277021 sec): 2 clusters Score: Raw -303.925335 + Penalty 162.171668 = -141.753668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.277238 sec): 3 clusters Score: Raw -305.176206 + Penalty 325.590979 = 20.414773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 120 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.277724 sec): 2 clusters Score: Raw -489.065679 + Penalty 191.109299 = -297.956380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.277948 sec): 3 clusters Score: Raw -491.689438 + Penalty 387.763722 = -103.925716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 121 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.278426 sec): 2 clusters Score: Raw -346.940894 + Penalty 151.318422 = -195.622472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.278662 sec): 3 clusters Score: Raw -349.689665 + Penalty 295.897912 = -53.791752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 127 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.279156 sec): 2 clusters Score: Raw -579.845448 + Penalty 235.986204 = -343.859244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.279385 sec): 3 clusters Score: Raw -602.865567 + Penalty 470.194660 = -132.670907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 128 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.279977 sec): 2 clusters Score: Raw -2413.651531 + Penalty 440.220097 = -1973.431434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.280281 sec): 3 clusters Score: Raw -2484.291189 + Penalty 880.607479 = -1603.683710 nChanged 1 SP:Iteration 1Q (80.280567 sec): 3 clusters Score: Raw -2488.172315 + Penalty 880.607479 = -1607.564835 nChanged 0 SP:Iteration 2F (80.280864 sec): 3 clusters Score: Raw -2488.172315 + Penalty 880.607479 = -1607.564835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 130 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.281449 sec): 2 clusters Score: Raw -2176.728964 + Penalty 356.213838 = -1820.515126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.281743 sec): 3 clusters Score: Raw -2205.229860 + Penalty 712.543730 = -1492.686129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 131 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.282238 sec): 2 clusters Score: Raw -615.741984 + Penalty 221.961110 = -393.780874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.282467 sec): 3 clusters Score: Raw -629.377441 + Penalty 445.266595 = -184.110846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 132 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.282969 sec): 2 clusters Score: Raw -811.887254 + Penalty 284.860668 = -527.026586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.283206 sec): 3 clusters Score: Raw -849.909467 + Penalty 565.576082 = -284.333385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 133 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.283677 sec): 2 clusters Score: Raw -155.658225 + Penalty 93.221758 = -62.436466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.283871 sec): 2 clusters Score: Raw -155.658225 + Penalty 93.221758 = -62.436466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 136 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.284365 sec): 2 clusters Score: Raw -527.277746 + Penalty 176.195033 = -351.082713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.284594 sec): 3 clusters Score: Raw -539.732575 + Penalty 352.390066 = -187.342510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 140 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.285092 sec): 2 clusters Score: Raw -711.605571 + Penalty 254.676736 = -456.928835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.285329 sec): 3 clusters Score: Raw -723.226524 + Penalty 550.409188 = -172.817336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 141 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.285807 sec): 2 clusters Score: Raw -310.886660 + Penalty 168.273569 = -142.613091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.286023 sec): 3 clusters Score: Raw -305.162563 + Penalty 361.141212 = 55.978650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 149 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.286523 sec): 2 clusters Score: Raw -413.244566 + Penalty 212.038672 = -201.205893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.286742 sec): 3 clusters Score: Raw -424.618589 + Penalty 424.077344 = -0.541244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 151 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.287220 sec): 2 clusters Score: Raw -308.731920 + Penalty 160.011917 = -148.720003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.287435 sec): 3 clusters Score: Raw -308.432938 + Penalty 327.266759 = 18.833820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 153 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.287924 sec): 2 clusters Score: Raw -530.041419 + Penalty 227.414633 = -302.626786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.288151 sec): 3 clusters Score: Raw -557.041772 + Penalty 454.752061 = -102.289710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 158 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.288634 sec): 2 clusters Score: Raw -416.717327 + Penalty 197.780810 = -218.936517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.288854 sec): 3 clusters Score: Raw -423.019591 + Penalty 395.561620 = -27.457971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 165 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.289335 sec): 2 clusters Score: Raw -367.817324 + Penalty 192.228525 = -175.588799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.289554 sec): 3 clusters Score: Raw -368.518804 + Penalty 381.107231 = 12.588427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 166 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.290020 sec): 2 clusters Score: Raw -158.024776 + Penalty 88.772677 = -69.252099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.290222 sec): 3 clusters Score: Raw -151.122683 + Penalty 185.578990 = 34.456307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 168 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.290710 sec): 2 clusters Score: Raw -498.215386 + Penalty 235.204297 = -263.011089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.290936 sec): 3 clusters Score: Raw -527.088097 + Penalty 470.408594 = -56.679503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 176 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.291428 sec): 2 clusters Score: Raw -581.803755 + Penalty 263.701578 = -318.102177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.291656 sec): 3 clusters Score: Raw -612.364851 + Penalty 514.744529 = -97.620322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 178 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.292136 sec): 2 clusters Score: Raw -393.831086 + Penalty 154.692880 = -239.138206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.292354 sec): 3 clusters Score: Raw -400.206778 + Penalty 291.398998 = -108.807780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 192 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.292825 sec): 2 clusters Score: Raw -206.909833 + Penalty 139.928309 = -66.981523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.293038 sec): 3 clusters Score: Raw -200.887229 + Penalty 279.856619 = 78.969390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 193 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.293577 sec): 2 clusters Score: Raw -996.317856 + Penalty 224.955653 = -771.362204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.293828 sec): 3 clusters Score: Raw -1018.278944 + Penalty 455.649630 = -562.629314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 194 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.294300 sec): 2 clusters Score: Raw -204.663669 + Penalty 117.728514 = -86.935155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.294511 sec): 3 clusters Score: Raw -202.563251 + Penalty 236.478456 = 33.915205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 199 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.294985 sec): 2 clusters Score: Raw -251.748048 + Penalty 140.529002 = -111.219046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.295181 sec): 2 clusters Score: Raw -251.748048 + Penalty 140.529002 = -111.219046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 200 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.295650 sec): 2 clusters Score: Raw -207.347696 + Penalty 117.858067 = -89.489629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.295863 sec): 3 clusters Score: Raw -202.903249 + Penalty 235.716134 = 32.812885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 204 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.296328 sec): 2 clusters Score: Raw -107.119068 + Penalty 69.538672 = -37.580396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.296535 sec): 3 clusters Score: Raw -99.353784 + Penalty 139.077343 = 39.723560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 210 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.297011 sec): 2 clusters Score: Raw -304.408301 + Penalty 182.634704 = -121.773598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.297227 sec): 3 clusters Score: Raw -307.137860 + Penalty 366.052674 = 58.914814 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 220 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.297692 sec): 2 clusters Score: Raw -104.718526 + Penalty 59.635508 = -45.083018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.297885 sec): 2 clusters Score: Raw -104.718526 + Penalty 59.635508 = -45.083018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 224 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.298343 sec): 2 clusters Score: Raw -87.168769 + Penalty 11.052226 = -76.116544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.298529 sec): 2 clusters Score: Raw -87.168769 + Penalty 11.052226 = -76.116544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 230 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.298995 sec): 2 clusters Score: Raw -104.992886 + Penalty 60.055759 = -44.937126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.299190 sec): 2 clusters Score: Raw -104.992886 + Penalty 60.055759 = -44.937126 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 233 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.299656 sec): 2 clusters Score: Raw -97.751117 + Penalty 42.603912 = -55.147204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.299867 sec): 3 clusters Score: Raw -92.936786 + Penalty 85.207825 = -7.728961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 237 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.300334 sec): 2 clusters Score: Raw -101.484549 + Penalty 60.117463 = -41.367086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.300535 sec): 3 clusters Score: Raw -96.002501 + Penalty 120.234926 = 24.232424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 240 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.301040 sec): 2 clusters Score: Raw -726.395623 + Penalty 58.236304 = -668.159319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.301274 sec): 3 clusters Score: Raw -737.022296 + Penalty 113.445881 = -623.576415 nChanged 0 Deleting Class 176 (12 points): Lose 89.393016 but Gain 1119.322684 Iteration 119Q (80.513806 sec): 118 clusters Score: Raw -1544661.789533 + Penalty 106107.540695 = -1438554.248838 nChanged 16 Deleting Class 23 (12 points): Lose 68.624315 but Gain 1098.145202 Iteration 120F (82.572591 sec): 117 clusters Score: Raw -1544627.720634 + Penalty 105030.271674 = -1439597.448960 nChanged 19 Deleting Class 204 (2 points): Lose 29.655136 but Gain 1058.165465 Iteration 121Q (82.768976 sec): 116 clusters Score: Raw -1544638.808550 + Penalty 104000.787915 = -1440638.020635 nChanged 8 Deleting Class 74 (11 points): Lose 67.557789 but Gain 1092.365016 Iteration 122Q (82.966728 sec): 115 clusters Score: Raw -1544586.900319 + Penalty 102995.628190 = -1441591.272129 nChanged 20 Deleting Class 149 (8 points): Lose 54.064533 but Gain 1075.526250 Iteration 123Q (83.165186 sec): 114 clusters Score: Raw -1544573.878237 + Penalty 101935.154838 = -1442638.723400 nChanged 10 Deleting Class 168 (10 points): Lose 60.796187 but Gain 1077.413015 Iteration 124Q (83.360559 sec): 113 clusters Score: Raw -1544526.329741 + Penalty 100862.121418 = -1443664.208323 nChanged 12 Deleting Class 165 (7 points): Lose 31.052076 but Gain 1041.951981 Iteration 125Q (83.556248 sec): 112 clusters Score: Raw -1544511.282841 + Penalty 99825.320284 = -1444685.962558 nChanged 10 Deleting Class 76 (17 points): Lose 61.557604 but Gain 1067.850562 Iteration 126Q (83.749274 sec): 111 clusters Score: Raw -1544459.703480 + Penalty 98777.899187 = -1445681.804292 nChanged 19 Deleting Class 192 (4 points): Lose 63.021553 but Gain 1064.640014 Iteration 127Q (83.942123 sec): 110 clusters Score: Raw -1544423.730205 + Penalty 97758.941462 = -1446664.788743 nChanged 11 Deleting Class 87 (21 points): Lose 105.108273 but Gain 1103.835886 Iteration 128Q (84.132762 sec): 109 clusters Score: Raw -1544341.188436 + Penalty 96659.064783 = -1447682.123653 nChanged 25 Deleting Class 52 (13 points): Lose 79.782837 but Gain 1074.463908 Iteration 129Q (84.323887 sec): 108 clusters Score: Raw -1544295.361914 + Penalty 95627.152768 = -1448668.209146 nChanged 21 Deleting Class 210 (6 points): Lose 82.562966 but Gain 1075.118292 Iteration 130F (86.246912 sec): 107 clusters Score: Raw -1544244.400959 + Penalty 94566.329460 = -1449678.071499 nChanged 12 Deleting Class 86 (7 points): Lose 25.212225 but Gain 1015.294119 Iteration 131Q (86.436427 sec): 106 clusters Score: Raw -1544238.320852 + Penalty 93567.715696 = -1450670.605156 nChanged 11 Deleting Class 101 (5 points): Lose 18.093221 but Gain 1006.353111 Iteration 132Q (86.623734 sec): 105 clusters Score: Raw -1544234.757406 + Penalty 92560.763906 = -1451673.993500 nChanged 10 Deleting Class 132 (16 points): Lose 97.515609 but Gain 1083.676586 Iteration 133Q (86.810032 sec): 104 clusters Score: Raw -1544147.337074 + Penalty 91577.947288 = -1452569.389786 nChanged 21 Deleting Class 117 (56 points): Lose 325.086407 but Gain 1298.840224 Iteration 134Q (86.998092 sec): 103 clusters Score: Raw -1543873.386040 + Penalty 90410.771181 = -1453462.614860 nChanged 61 Deleting Class 111 (10 points): Lose 53.919986 but Gain 1026.821571 Iteration 135Q (87.188305 sec): 102 clusters Score: Raw -1543994.460667 + Penalty 89427.917621 = -1454566.543046 nChanged 25 Deleting Class 127 (14 points): Lose 102.883688 but Gain 1073.189549 Iteration 136Q (87.374295 sec): 101 clusters Score: Raw -1543955.748286 + Penalty 88427.478796 = -1455528.269489 nChanged 27 Deleting Class 58 (66 points): Lose 190.975136 but Gain 1158.206335 Iteration 137Q (87.558806 sec): 100 clusters Score: Raw -1543818.565552 + Penalty 87316.443347 = -1456502.122205 nChanged 76 Deleting Class 94 (58 points): Lose 209.297254 but Gain 1174.101844 Iteration 138Q (87.745291 sec): 99 clusters Score: Raw -1543718.499872 + Penalty 86143.151717 = -1457575.348155 nChanged 79 Deleting Class 140 (14 points): Lose 54.307890 but Gain 1017.871852 Iteration 139Q (87.931425 sec): 98 clusters Score: Raw -1543790.006346 + Penalty 85120.247491 = -1458669.758855 nChanged 37 Deleting Class 22 (2 points): Lose 5.102024 but Gain 967.802409 Iteration 140F (89.651122 sec): 97 clusters Score: Raw -1543817.069969 + Penalty 84151.523958 = -1459665.546011 nChanged 16 Deleting Class 200 (7 points): Lose 61.173958 but Gain 1019.705925 Iteration 141Q (89.832976 sec): 96 clusters Score: Raw -1543781.381473 + Penalty 83166.450147 = -1460614.931326 nChanged 19 Deleting Class 79 (1 points): Lose 4.376740 but Gain 962.899354 Iteration 142Q (90.013301 sec): 95 clusters Score: Raw -1543809.947804 + Penalty 82206.598752 = -1461603.349052 nChanged 14 Deleting Class 158 (8 points): Lose 45.691900 but Gain 1003.205928 Iteration 143Q (90.196030 sec): 94 clusters Score: Raw -1543775.697707 + Penalty 81233.740613 = -1462541.957094 nChanged 15 Deleting Class 95 (13 points): Lose 41.055175 but Gain 984.817217 Iteration 144Q (90.374388 sec): 93 clusters Score: Raw -1543758.329676 + Penalty 80283.371114 = -1463474.958562 nChanged 20 Deleting Class 54 (15 points): Lose 89.112217 but Gain 1026.068885 Iteration 145Q (90.554519 sec): 92 clusters Score: Raw -1543702.452808 + Penalty 79271.623245 = -1464430.829564 nChanged 21 Deleting Class 73 (8 points): Lose 56.234984 but Gain 989.729706 Iteration 146Q (90.731926 sec): 91 clusters Score: Raw -1543679.840504 + Penalty 78282.008056 = -1465397.832448 nChanged 14 Deleting Class 153 (11 points): Lose 70.242261 but Gain 1000.324369 Iteration 147Q (90.908599 sec): 90 clusters Score: Raw -1543623.575678 + Penalty 77323.771498 = -1466299.804179 nChanged 18 Deleting Class 103 (13 points): Lose 71.956079 but Gain 995.599228 Iteration 148Q (91.085443 sec): 89 clusters Score: Raw -1543585.759921 + Penalty 76353.162423 = -1467232.597498 nChanged 19 Deleting Class 50 (85 points): Lose 365.828228 but Gain 1288.006920 Iteration 149Q (91.261364 sec): 88 clusters Score: Raw -1543245.189102 + Penalty 75146.830474 = -1468098.358628 nChanged 90 Deleting Class 230 (2 points): Lose 4.818304 but Gain 913.864602 Iteration 150F (92.814314 sec): 87 clusters Score: Raw -1543415.171136 + Penalty 74240.428793 = -1469174.742343 nChanged 31 Deleting Class 151 (6 points): Lose 34.645709 but Gain 941.944412 Iteration 151Q (92.988421 sec): 86 clusters Score: Raw -1543434.974780 + Penalty 73311.580475 = -1470123.394304 nChanged 28 Deleting Class 119 (6 points): Lose 51.912225 but Gain 954.658247 Iteration 152Q (93.161762 sec): 85 clusters Score: Raw -1543431.422586 + Penalty 72384.884366 = -1471046.538219 nChanged 28 Deleting Class 141 (6 points): Lose 89.140545 but Gain 990.578396 Iteration 153Q (93.336644 sec): 84 clusters Score: Raw -1543382.357286 + Penalty 71412.143849 = -1471970.213438 nChanged 29 Deleting Class 199 (5 points): Lose 22.987661 but Gain 920.967679 Iteration 154Q (93.509798 sec): 83 clusters Score: Raw -1543405.542488 + Penalty 70488.055554 = -1472917.486934 nChanged 23 Deleting Class 43 (28 points): Lose 100.903585 but Gain 993.758079 Iteration 155Q (93.680395 sec): 82 clusters Score: Raw -1543333.981273 + Penalty 69515.485341 = -1473818.495932 nChanged 47 Deleting Class 131 (12 points): Lose 49.840797 but Gain 942.148725 Iteration 156Q (93.851360 sec): 81 clusters Score: Raw -1543337.768091 + Penalty 68582.988332 = -1474754.779759 nChanged 28 Deleting Class 220 (2 points): Lose 16.041823 but Gain 907.469669 Iteration 157Q (94.022381 sec): 80 clusters Score: Raw -1543348.427364 + Penalty 67690.209657 = -1475658.217707 nChanged 17 Deleting Class 237 (2 points): Lose 24.285933 but Gain 914.803540 Iteration 158Q (94.189299 sec): 79 clusters Score: Raw -1543336.900947 + Penalty 66773.835830 = -1476563.065117 nChanged 8 Deleting Class 85 (24 points): Lose 64.451144 but Gain 944.838837 Iteration 159Q (94.355217 sec): 78 clusters Score: Raw -1543286.256947 + Penalty 65828.649456 = -1477457.607491 nChanged 27 Deleting Class 120 (11 points): Lose 61.972784 but Gain 942.348766 Iteration 160F (95.720672 sec): 77 clusters Score: Raw -1543258.164301 + Penalty 64935.273444 = -1478322.890857 nChanged 22 Deleting Class 77 (7 points): Lose 29.765814 but Gain 910.063190 Iteration 161Q (95.886754 sec): 76 clusters Score: Raw -1543256.143933 + Penalty 64065.393207 = -1479190.750726 nChanged 14 Deleting Class 55 (42 points): Lose 107.632509 but Gain 981.540554 Iteration 162Q (96.051270 sec): 75 clusters Score: Raw -1543165.176888 + Penalty 63092.885510 = -1480072.291378 nChanged 46 Deleting Class 78 (11 points): Lose 64.859255 but Gain 937.732663 Iteration 163Q (96.216505 sec): 74 clusters Score: Raw -1543153.117859 + Penalty 62160.300310 = -1480992.817550 nChanged 15 Deleting Class 133 (3 points): Lose 24.491240 but Gain 895.005060 Iteration 164Q (96.384633 sec): 73 clusters Score: Raw -1543144.547638 + Penalty 61306.091069 = -1481838.456569 nChanged 10 Deleting Class 72 (21 points): Lose 108.979115 but Gain 973.809110 Iteration 165Q (96.547320 sec): 72 clusters Score: Raw -1543048.454030 + Penalty 60361.328480 = -1482687.125550 nChanged 26 Deleting Class 11 (4 points): Lose 30.883960 but Gain 892.966852 Iteration 166Q (96.708919 sec): 71 clusters Score: Raw -1543069.742192 + Penalty 59469.430748 = -1483600.311444 nChanged 11 Deleting Class 194 (4 points): Lose 35.570973 but Gain 895.733587 Iteration 167Q (96.869573 sec): 70 clusters Score: Raw -1543043.833948 + Penalty 58573.688901 = -1484470.145047 nChanged 8 Deleting Class 91 (158 points): Lose 394.882956 but Gain 1232.588589 Iteration 168Q (97.028888 sec): 69 clusters Score: Raw -1542657.313289 + Penalty 57458.998847 = -1485198.314441 nChanged 163 Deleting Class 166 (3 points): Lose 21.285415 but Gain 852.290242 Iteration 169Q (97.193196 sec): 68 clusters Score: Raw -1542876.093149 + Penalty 56609.660447 = -1486266.432703 nChanged 37 Deleting Class 100 (8 points): Lose 53.073168 but Gain 875.296320 Iteration 170F (98.392074 sec): 67 clusters Score: Raw -1542847.307550 + Penalty 55753.279750 = -1487094.027799 nChanged 37 Deleting Class 130 (53 points): Lose 210.516801 but Gain 1023.456613 Iteration 171Q (98.550711 sec): 66 clusters Score: Raw -1542662.859422 + Penalty 54784.272379 = -1487878.587043 nChanged 75 Deleting Class 121 (8 points): Lose 47.448350 but Gain 849.280675 Iteration 172Q (98.711615 sec): 65 clusters Score: Raw -1542733.872926 + Penalty 53938.738292 = -1488795.134634 nChanged 40 Deleting Class 98 (7 points): Lose 27.769397 but Gain 828.065480 Iteration 173Q (98.867768 sec): 64 clusters Score: Raw -1542737.656968 + Penalty 53127.080231 = -1489610.576737 nChanged 32 Deleting Class 60 (30 points): Lose 101.270910 but Gain 899.409825 Iteration 174Q (99.023808 sec): 63 clusters Score: Raw -1542664.690554 + Penalty 52248.607998 = -1490416.082556 nChanged 44 Deleting Class 81 (39 points): Lose 169.480129 but Gain 964.945580 Iteration 175Q (99.180016 sec): 62 clusters Score: Raw -1542550.483443 + Penalty 51296.341104 = -1491254.142339 nChanged 53 Deleting Class 104 (11 points): Lose 54.226502 but Gain 845.435421 Iteration 176Q (99.338851 sec): 61 clusters Score: Raw -1542579.401946 + Penalty 50450.005798 = -1492129.396148 nChanged 30 Deleting Class 56 (12 points): Lose 58.844646 but Gain 847.768741 Iteration 177Q (99.490961 sec): 60 clusters Score: Raw -1542545.372668 + Penalty 49602.475532 = -1492942.897136 nChanged 30 Deleting Class 25 (44 points): Lose 198.984581 but Gain 977.880664 Iteration 178Q (99.644096 sec): 59 clusters Score: Raw -1542373.813124 + Penalty 48619.282812 = -1493754.530312 nChanged 63 Deleting Class 97 (101 points): Lose 357.189871 but Gain 1133.382008 Iteration 179Q (99.797128 sec): 58 clusters Score: Raw -1542134.150814 + Penalty 47346.361772 = -1494787.789041 nChanged 145 Deleting Class 59 (48 points): Lose 233.815212 but Gain 1004.792831 Iteration 180F (100.840730 sec): 57 clusters Score: Raw -1542113.270711 + Penalty 46386.529606 = -1495726.741105 nChanged 100 Deleting Class 35 (23 points): Lose 105.309261 but Gain 863.575644 Iteration 181Q (100.991243 sec): 56 clusters Score: Raw -1542147.373853 + Penalty 45527.088635 = -1496620.285218 nChanged 50 Deleting Class 13 (124 points): Lose 764.934427 but Gain 1512.854477 Iteration 182Q (101.139523 sec): 55 clusters Score: Raw -1541431.261464 + Penalty 44095.902782 = -1497335.358682 nChanged 142 Deleting Class 178 (8 points): Lose 42.524675 but Gain 784.650512 Iteration 183Q (101.290903 sec): 54 clusters Score: Raw -1541854.119322 + Penalty 43338.383929 = -1498515.735393 nChanged 54 Deleting Class 99 (10 points): Lose 47.907967 but Gain 783.885104 Iteration 184Q (101.439156 sec): 53 clusters Score: Raw -1541869.131520 + Penalty 42571.759857 = -1499297.371663 nChanged 44 Deleting Class 34 (132 points): Lose 450.750855 but Gain 1155.792435 Iteration 185Q (101.586401 sec): 52 clusters Score: Raw -1541461.540463 + Penalty 41444.741994 = -1500016.798470 nChanged 159 Deleting Class 16 (6 points): Lose 32.531967 but Gain 734.276138 Iteration 186Q (101.735404 sec): 51 clusters Score: Raw -1541689.543236 + Penalty 40733.562362 = -1500955.980874 nChanged 69 Deleting Class 36 (172 points): Lose 554.930867 but Gain 1260.502217 Iteration 187Q (101.878715 sec): 50 clusters Score: Raw -1541188.904092 + Penalty 39551.663944 = -1501637.240148 nChanged 215 Deleting Class 136 (16 points): Lose 84.217859 but Gain 746.449863 Iteration 188Q (102.025554 sec): 49 clusters Score: Raw -1541401.379669 + Penalty 38811.807256 = -1502589.572413 nChanged 93 Deleting Class 233 (2 points): Lose 24.690839 but Gain 648.300978 Iteration 189Q (102.168898 sec): 48 clusters Score: Raw -1541437.255913 + Penalty 38160.524410 = -1503276.731503 nChanged 59 Deleting Class 33 (172 points): Lose 954.363933 but Gain 1547.593584 Iteration 190F (103.053599 sec): 47 clusters Score: Raw -1540511.620156 + Penalty 37112.732851 = -1503398.887305 nChanged 206 Deleting Class 193 (31 points): Lose 179.769246 but Gain 777.141410 Iteration 191Q (103.202204 sec): 46 clusters Score: Raw -1540948.095788 + Penalty 36355.285534 = -1504592.810254 nChanged 112 Deleting Class 112 (41 points): Lose 141.528000 but Gain 699.411324 Iteration 192Q (103.352100 sec): 45 clusters Score: Raw -1540936.529297 + Penalty 35675.879069 = -1505260.650229 nChanged 98 Deleting Class 5 (115 points): Lose 273.055037 but Gain 788.127485 Iteration 193Q (103.490377 sec): 44 clusters Score: Raw -1540757.019648 + Penalty 34914.227904 = -1505842.791744 nChanged 160 Deleting Class 45 (220 points): Lose 633.220188 but Gain 1115.617494 Iteration 194Q (103.630069 sec): 43 clusters Score: Raw -1540316.617605 + Penalty 33897.368560 = -1506419.249045 nChanged 273 Deleting Class 61 (116 points): Lose 640.420376 but Gain 1133.112100 Iteration 195Q (103.771919 sec): 42 clusters Score: Raw -1540086.959237 + Penalty 32977.888425 = -1507109.070811 nChanged 199 Deleting Class 44 (341 points): Lose 868.422546 but Gain 1260.336186 Iteration 196Q (103.909781 sec): 41 clusters Score: Raw -1539686.969904 + Penalty 31872.654508 = -1507814.315396 nChanged 399 Deleting Class 39 (44 points): Lose 150.682143 but Gain 521.456533 Iteration 197Q (104.048523 sec): 40 clusters Score: Raw -1540128.952361 + Penalty 31371.323747 = -1508757.628613 nChanged 147 Deleting Class 128 (54 points): Lose 809.545288 but Gain 1154.370296 Iteration 198Q (104.182835 sec): 39 clusters Score: Raw -1539467.193187 + Penalty 30254.630766 = -1509212.562421 nChanged 123 Deleting Class 28 (285 points): Lose 771.092379 but Gain 957.760447 Iteration 199Q (104.314278 sec): 38 clusters Score: Raw -1539179.649218 + Penalty 29322.147184 = -1509857.502034 nChanged 313 Deleting Class 240 (30 points): Lose 118.253527 but Gain 325.865491 Iteration 200F (104.996082 sec): 37 clusters Score: Raw -1539563.741588 + Penalty 29008.602246 = -1510555.139342 nChanged 105 Deleting Class 63 (198 points): Lose 398.243918 but Gain 578.621075 Iteration 201Q (105.127507 sec): 36 clusters Score: Raw -1539266.046085 + Penalty 28434.401530 = -1510831.644556 nChanged 262 Deleting Class 53 (93 points): Lose 347.151131 but Gain 497.935473 Iteration 202Q (105.259285 sec): 35 clusters Score: Raw -1539196.566352 + Penalty 27899.371625 = -1511297.194728 nChanged 147 Deleting Class 38 (420 points): Lose 1311.229405 but Gain 1459.167039 Iteration 203Q (105.387692 sec): 34 clusters Score: Raw -1538039.014475 + Penalty 26610.759289 = -1511428.255185 nChanged 481 Deleting Class 224 (2 points): Lose 24.596880 but Gain 168.181003 Iteration 204Q (105.520474 sec): 33 clusters Score: Raw -1538758.148357 + Penalty 26434.024472 = -1512324.123884 nChanged 128 Deleting Class 40 (364 points): Lose 1271.111865 but Gain 1402.695059 Iteration 205Q (105.646355 sec): 32 clusters Score: Raw -1537541.042827 + Penalty 25110.690845 = -1512430.351983 nChanged 448 Iteration 206Q (105.776055 sec): 32 clusters Score: Raw -1538339.820819 + Penalty 25106.881671 = -1513232.939148 nChanged 110 Iteration 207Q (105.899518 sec): 32 clusters Score: Raw -1538397.285431 + Penalty 25121.672991 = -1513275.612441 nChanged 78 Iteration 208Q (106.023132 sec): 32 clusters Score: Raw -1538431.166710 + Penalty 25132.165402 = -1513299.001308 nChanged 52 Iteration 209Q (106.146741 sec): 32 clusters Score: Raw -1538448.782605 + Penalty 25136.671433 = -1513312.111172 nChanged 46 Iteration 210F (106.732766 sec): 32 clusters Score: Raw -1538466.061256 + Penalty 25139.656951 = -1513326.404306 nChanged 35 Iteration 211Q (106.858494 sec): 32 clusters Score: Raw -1538476.485924 + Penalty 25141.698439 = -1513334.787485 nChanged 31 Iteration 212Q (106.983476 sec): 32 clusters Score: Raw -1538487.392165 + Penalty 25143.023565 = -1513344.368601 nChanged 19 Iteration 213Q (107.107803 sec): 32 clusters Score: Raw -1538492.802948 + Penalty 25147.349209 = -1513345.453739 nChanged 17 Iteration 214Q (107.232257 sec): 32 clusters Score: Raw -1538498.529537 + Penalty 25149.083156 = -1513349.446381 nChanged 14 Iteration 215Q (107.356690 sec): 32 clusters Score: Raw -1538501.494998 + Penalty 25148.557225 = -1513352.937773 nChanged 12 Iteration 216Q (107.480346 sec): 32 clusters Score: Raw -1538502.152093 + Penalty 25150.786786 = -1513351.365307 nChanged 11 Iteration 217F (108.065658 sec): 32 clusters Score: Raw -1538502.564429 + Penalty 25150.834340 = -1513351.730090 nChanged 4 Iteration 218Q (108.190553 sec): 32 clusters Score: Raw -1538502.682352 + Penalty 25151.299384 = -1513351.382968 nChanged 5 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -1538502.682352 + Penalty 25151.299384 = -1513351.382968Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 1 (1034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.321687 sec): 2 clusters Score: Raw -45464.385136 + Penalty 153.390236 = -45310.994900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.323816 sec): 3 clusters Score: Raw -44838.203848 + Penalty 327.304832 = -44510.899016 nChanged 445 SP:Iteration 1F (108.325861 sec): 3 clusters Score: Raw -45200.787734 + Penalty 362.979918 = -44837.807817 nChanged 142 SP:Iteration 2F (108.327881 sec): 3 clusters Score: Raw -45324.176774 + Penalty 396.821471 = -44927.355303 nChanged 55 SP:Iteration 3F (108.329882 sec): 3 clusters Score: Raw -45384.855146 + Penalty 443.311716 = -44941.543430 nChanged 44 SP:Iteration 4Q (108.331885 sec): 3 clusters Score: Raw -45438.927718 + Penalty 503.321451 = -44935.606267 nChanged 29 SP:Iteration 5F (108.333867 sec): 3 clusters Score: Raw -45478.754935 + Penalty 563.478477 = -44915.276458 nChanged 19 SP:Iteration 6F (108.335846 sec): 3 clusters Score: Raw -45512.586001 + Penalty 605.422384 = -44907.163617 nChanged 14 SP:Iteration 7F (108.337860 sec): 3 clusters Score: Raw -45539.236423 + Penalty 663.370681 = -44875.865742 nChanged 9 SP:Iteration 8F (108.339833 sec): 3 clusters Score: Raw -45565.770739 + Penalty 688.666661 = -44877.104079 nChanged 4 SP:Iteration 9Q (108.341412 sec): 3 clusters Score: Raw -45571.720373 + Penalty 688.666661 = -44883.053713 nChanged 0 SP:Iteration 10F (108.343384 sec): 3 clusters Score: Raw -45571.720373 + Penalty 688.666661 = -44883.053713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.344423 sec): 2 clusters Score: Raw -7451.799697 + Penalty 93.685320 = -7358.114378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.344965 sec): 3 clusters Score: Raw -7358.244115 + Penalty 198.373430 = -7159.870685 nChanged 72 SP:Iteration 1F (108.345525 sec): 3 clusters Score: Raw -7411.651693 + Penalty 214.578691 = -7197.073001 nChanged 30 SP:Iteration 2F (108.346074 sec): 3 clusters Score: Raw -7445.492317 + Penalty 221.221103 = -7224.271214 nChanged 10 SP:Iteration 3F (108.346626 sec): 3 clusters Score: Raw -7453.120806 + Penalty 227.392357 = -7225.728449 nChanged 3 SP:Iteration 4Q (108.347165 sec): 3 clusters Score: Raw -7454.997068 + Penalty 234.882625 = -7220.114444 nChanged 3 SP:Iteration 5F (108.347715 sec): 3 clusters Score: Raw -7456.468531 + Penalty 247.466509 = -7209.002022 nChanged 4 SP:Iteration 6F (108.348264 sec): 3 clusters Score: Raw -7459.600609 + Penalty 251.935528 = -7207.665081 nChanged 1 SP:Iteration 7F (108.348815 sec): 3 clusters Score: Raw -7459.876967 + Penalty 256.732511 = -7203.144456 nChanged 1 SP:Iteration 8F (108.349361 sec): 3 clusters Score: Raw -7460.040796 + Penalty 261.912305 = -7198.128491 nChanged 1 SP:Iteration 9F (108.349898 sec): 3 clusters Score: Raw -7460.602685 + Penalty 273.059057 = -7187.543628 nChanged 2 SP:Iteration 10F (108.350435 sec): 3 clusters Score: Raw -7465.552964 + Penalty 277.582070 = -7187.970894 nChanged 1 SP:Iteration 11Q (108.350940 sec): 3 clusters Score: Raw -7467.663526 + Penalty 277.582070 = -7190.081456 nChanged 0 SP:Iteration 12F (108.351477 sec): 3 clusters Score: Raw -7467.663526 + Penalty 277.582070 = -7190.081456 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 4 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.352564 sec): 2 clusters Score: Raw -9485.390522 + Penalty 161.257279 = -9324.133243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.353183 sec): 3 clusters Score: Raw -9391.166410 + Penalty 309.725877 = -9081.440533 nChanged 70 SP:Iteration 1F (108.353787 sec): 3 clusters Score: Raw -9453.808674 + Penalty 307.772700 = -9146.035974 nChanged 23 SP:Iteration 2F (108.354386 sec): 3 clusters Score: Raw -9480.974596 + Penalty 309.109017 = -9171.865579 nChanged 12 SP:Iteration 3F (108.354981 sec): 3 clusters Score: Raw -9494.865725 + Penalty 318.872542 = -9175.993183 nChanged 9 SP:Iteration 4Q (108.355568 sec): 3 clusters Score: Raw -9504.347660 + Penalty 318.228740 = -9186.118920 nChanged 6 SP:Iteration 5Q (108.356151 sec): 3 clusters Score: Raw -9509.524310 + Penalty 319.621325 = -9189.902985 nChanged 4 SP:Iteration 6Q (108.356735 sec): 3 clusters Score: Raw -9512.592591 + Penalty 318.547050 = -9194.045542 nChanged 2 SP:Iteration 7Q (108.357317 sec): 3 clusters Score: Raw -9514.098579 + Penalty 320.336467 = -9193.762113 nChanged 1 SP:Iteration 8F (108.357906 sec): 3 clusters Score: Raw -9514.361229 + Penalty 320.336467 = -9194.024762 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 6 (1730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.366288 sec): 2 clusters Score: Raw -76383.558923 + Penalty 58.369446 = -76325.189477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.369706 sec): 3 clusters Score: Raw -75293.841092 + Penalty 121.389155 = -75172.451938 nChanged 781 SP:Iteration 1F (108.373112 sec): 3 clusters Score: Raw -75835.932809 + Penalty 124.525292 = -75711.407518 nChanged 184 SP:Iteration 2F (108.376557 sec): 3 clusters Score: Raw -76065.557274 + Penalty 130.645441 = -75934.911833 nChanged 144 SP:Iteration 3F (108.380121 sec): 3 clusters Score: Raw -76244.393823 + Penalty 128.969911 = -76115.423912 nChanged 79 SP:Iteration 4Q (108.383604 sec): 3 clusters Score: Raw -76327.916080 + Penalty 133.598324 = -76194.317755 nChanged 37 SP:Iteration 5Q (108.386890 sec): 3 clusters Score: Raw -76371.865869 + Penalty 124.151575 = -76247.714293 nChanged 13 SP:Iteration 6Q (108.389923 sec): 3 clusters Score: Raw -76389.629426 + Penalty 127.488859 = -76262.140567 nChanged 5 SP:Iteration 7Q (108.392842 sec): 3 clusters Score: Raw -76393.145016 + Penalty 129.199045 = -76263.945971 nChanged 2 SP:Iteration 8Q (108.395737 sec): 3 clusters Score: Raw -76393.466196 + Penalty 129.199045 = -76264.267151 nChanged 0 SP:Iteration 9F (108.399241 sec): 3 clusters Score: Raw -76393.466196 + Penalty 129.199045 = -76264.267151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 7 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.400554 sec): 2 clusters Score: Raw -9062.225889 + Penalty 692.237784 = -8369.988105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.401157 sec): 3 clusters Score: Raw -9046.119454 + Penalty 1384.211496 = -7661.907958 nChanged 33 SP:Iteration 1F (108.401769 sec): 3 clusters Score: Raw -9101.937917 + Penalty 1384.508532 = -7717.429384 nChanged 12 SP:Iteration 2F (108.402357 sec): 3 clusters Score: Raw -9131.569081 + Penalty 1387.792763 = -7743.776318 nChanged 9 SP:Iteration 3Q (108.402923 sec): 3 clusters Score: Raw -9155.133849 + Penalty 1388.699561 = -7766.434288 nChanged 3 SP:Iteration 4Q (108.403477 sec): 3 clusters Score: Raw -9162.826053 + Penalty 1388.766018 = -7774.060035 nChanged 2 SP:Iteration 5Q (108.404030 sec): 3 clusters Score: Raw -9167.083783 + Penalty 1388.565383 = -7778.518400 nChanged 1 SP:Iteration 6Q (108.404583 sec): 3 clusters Score: Raw -9168.753537 + Penalty 1388.710188 = -7780.043348 nChanged 1 SP:Iteration 7Q (108.405136 sec): 3 clusters Score: Raw -9173.509993 + Penalty 1389.631565 = -7783.878427 nChanged 2 SP:Iteration 8Q (108.405687 sec): 3 clusters Score: Raw -9177.258048 + Penalty 1390.598856 = -7786.659191 nChanged 1 SP:Iteration 9Q (108.406238 sec): 3 clusters Score: Raw -9178.091755 + Penalty 1391.833270 = -7786.258485 nChanged 2 SP:Iteration 10F (108.406833 sec): 3 clusters Score: Raw -9180.048873 + Penalty 1391.837992 = -7788.210880 nChanged 1 SP:Iteration 11Q (108.407384 sec): 3 clusters Score: Raw -9180.383735 + Penalty 1391.837992 = -7788.545742 nChanged 0 SP:Iteration 12F (108.407969 sec): 3 clusters Score: Raw -9180.383735 + Penalty 1391.837992 = -7788.545742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.409981 sec): 2 clusters Score: Raw -23547.648141 + Penalty 66.527418 = -23481.120723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.411173 sec): 3 clusters Score: Raw -23227.419817 + Penalty 127.600697 = -23099.819120 nChanged 236 SP:Iteration 1F (108.412335 sec): 3 clusters Score: Raw -23416.980715 + Penalty 124.390634 = -23292.590081 nChanged 35 SP:Iteration 2F (108.413495 sec): 3 clusters Score: Raw -23434.997871 + Penalty 123.693059 = -23311.304813 nChanged 16 SP:Iteration 3Q (108.414647 sec): 3 clusters Score: Raw -23445.375092 + Penalty 120.652394 = -23324.722698 nChanged 18 SP:Iteration 4Q (108.415765 sec): 3 clusters Score: Raw -23453.788842 + Penalty 119.728237 = -23334.060605 nChanged 24 SP:Iteration 5Q (108.416875 sec): 3 clusters Score: Raw -23471.560982 + Penalty 119.551548 = -23352.009435 nChanged 25 SP:Iteration 6Q (108.417995 sec): 3 clusters Score: Raw -23492.252932 + Penalty 117.079395 = -23375.173536 nChanged 27 SP:Iteration 7F (108.419076 sec): 3 clusters Score: Raw -23512.384659 + Penalty 114.664134 = -23397.720526 nChanged 25 SP:Iteration 8Q (108.420065 sec): 3 clusters Score: Raw -23533.575686 + Penalty 112.516604 = -23421.059082 nChanged 14 SP:Iteration 9Q (108.421038 sec): 3 clusters Score: Raw -23542.212024 + Penalty 113.661150 = -23428.550874 nChanged 8 SP:Iteration 10F (108.422088 sec): 3 clusters Score: Raw -23547.453529 + Penalty 116.749638 = -23430.703891 nChanged 9 SP:Iteration 11Q (108.423032 sec): 3 clusters Score: Raw -23552.246170 + Penalty 118.994556 = -23433.251614 nChanged 4 SP:Iteration 12Q (108.423970 sec): 3 clusters Score: Raw -23554.816166 + Penalty 121.427674 = -23433.388492 nChanged 5 SP:Iteration 13Q (108.424902 sec): 3 clusters Score: Raw -23557.861551 + Penalty 125.202141 = -23432.659409 nChanged 4 SP:Iteration 14F (108.425959 sec): 3 clusters Score: Raw -23559.374477 + Penalty 119.104259 = -23440.270219 nChanged 2 SP:Iteration 15Q (108.426872 sec): 3 clusters Score: Raw -23560.355940 + Penalty 119.189019 = -23441.166921 nChanged 1 SP:Iteration 16Q (108.427781 sec): 3 clusters Score: Raw -23561.054268 + Penalty 120.509991 = -23440.544277 nChanged 1 SP:Iteration 17F (108.428819 sec): 3 clusters Score: Raw -23561.834622 + Penalty 120.509991 = -23441.324631 nChanged 0 Memory request: 0.10 GB would take us to total of 0.45 GB. Trying to split cluster 9 (21331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (108.528126 sec): 2 clusters Score: Raw -903681.654056 + Penalty 265.347305 = -903416.306751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (108.570487 sec): 3 clusters Score: Raw -889354.341657 + Penalty 533.875316 = -888820.466341 nChanged 10200 SP:Iteration 1F (108.612055 sec): 3 clusters Score: Raw -895286.489823 + Penalty 535.850046 = -894750.639776 nChanged 2743 SP:Iteration 2F (108.653456 sec): 3 clusters Score: Raw -896621.314832 + Penalty 541.527971 = -896079.786861 nChanged 1674 SP:Iteration 3F (108.695169 sec): 3 clusters Score: Raw -897438.313578 + Penalty 554.059379 = -896884.254199 nChanged 1419 SP:Iteration 4F (108.736394 sec): 3 clusters Score: Raw -898213.779964 + Penalty 572.120484 = -897641.659480 nChanged 1259 SP:Iteration 5F (108.777834 sec): 3 clusters Score: Raw -899143.373798 + Penalty 596.870326 = -898546.503472 nChanged 1200 SP:Iteration 6F (108.818221 sec): 3 clusters Score: Raw -900360.259431 + Penalty 623.911985 = -899736.347445 nChanged 1036 SP:Iteration 7Q (108.860132 sec): 3 clusters Score: Raw -901313.414272 + Penalty 645.810331 = -900667.603941 nChanged 746 SP:Iteration 8Q (108.900985 sec): 3 clusters Score: Raw -901814.238252 + Penalty 659.694108 = -901154.544144 nChanged 544 SP:Iteration 9Q (108.939915 sec): 3 clusters Score: Raw -902124.454648 + Penalty 669.325367 = -901455.129281 nChanged 432 SP:Iteration 10F (108.979970 sec): 3 clusters Score: Raw -902349.533729 + Penalty 680.074122 = -901669.459607 nChanged 392 SP:Iteration 11Q (109.015521 sec): 3 clusters Score: Raw -902555.716640 + Penalty 695.783565 = -901859.933074 nChanged 341 SP:Iteration 12Q (109.050362 sec): 3 clusters Score: Raw -902745.972953 + Penalty 716.759573 = -902029.213379 nChanged 346 SP:Iteration 13Q (109.084888 sec): 3 clusters Score: Raw -902975.413829 + Penalty 744.247962 = -902231.165868 nChanged 295 SP:Iteration 14Q (109.118739 sec): 3 clusters Score: Raw -903214.599027 + Penalty 772.972907 = -902441.626120 nChanged 234 SP:Iteration 15Q (109.152654 sec): 3 clusters Score: Raw -903407.497498 + Penalty 786.901095 = -902620.596403 nChanged 162 SP:Iteration 16Q (109.185624 sec): 3 clusters Score: Raw -903521.606049 + Penalty 789.854585 = -902731.751464 nChanged 125 SP:Iteration 17Q (109.218081 sec): 3 clusters Score: Raw -903591.204911 + Penalty 798.286053 = -902792.918858 nChanged 93 SP:Iteration 18Q (109.250232 sec): 3 clusters Score: Raw -903634.721820 + Penalty 807.721407 = -902827.000413 nChanged 64 SP:Iteration 19Q (109.282250 sec): 3 clusters Score: Raw -903661.442521 + Penalty 814.364764 = -902847.077756 nChanged 65 SP:Iteration 20F (109.321283 sec): 3 clusters Score: Raw -903684.997086 + Penalty 814.219698 = -902870.777388 nChanged 41 SP:Iteration 21Q (109.353595 sec): 3 clusters Score: Raw -903699.558053 + Penalty 819.792925 = -902879.765128 nChanged 42 SP:Iteration 22Q (109.385327 sec): 3 clusters Score: Raw -903715.287745 + Penalty 825.199969 = -902890.087776 nChanged 38 SP:Iteration 23Q (109.417016 sec): 3 clusters Score: Raw -903730.721061 + Penalty 842.326556 = -902888.394506 nChanged 25 SP:Iteration 24F (109.456394 sec): 3 clusters Score: Raw -903739.346504 + Penalty 852.905980 = -902886.440524 nChanged 23 SP:Iteration 25F (109.495379 sec): 3 clusters Score: Raw -903748.659742 + Penalty 853.695316 = -902894.964425 nChanged 20 SP:Iteration 26Q (109.526668 sec): 3 clusters Score: Raw -903755.528108 + Penalty 862.734199 = -902892.793909 nChanged 16 SP:Iteration 27F (109.565765 sec): 3 clusters Score: Raw -903761.116452 + Penalty 871.828101 = -902889.288351 nChanged 11 SP:Iteration 28F (109.604755 sec): 3 clusters Score: Raw -903764.025184 + Penalty 870.599028 = -902893.426156 nChanged 11 SP:Iteration 29Q (109.635944 sec): 3 clusters Score: Raw -903766.148698 + Penalty 873.531845 = -902892.616854 nChanged 5 SP:Iteration 30F (109.674974 sec): 3 clusters Score: Raw -903767.257616 + Penalty 876.818746 = -902890.438870 nChanged 3 SP:Iteration 31F (109.714714 sec): 3 clusters Score: Raw -903767.795093 + Penalty 879.947981 = -902887.847112 nChanged 2 SP:Iteration 32F (109.754126 sec): 3 clusters Score: Raw -903768.115455 + Penalty 881.334159 = -902886.781295 nChanged 2 SP:Iteration 33F (109.793017 sec): 3 clusters Score: Raw -903768.333431 + Penalty 880.876714 = -902887.456717 nChanged 1 SP:Iteration 34Q (109.824164 sec): 3 clusters Score: Raw -903768.385099 + Penalty 882.881114 = -902885.503985 nChanged 1 SP:Iteration 35F (109.863473 sec): 3 clusters Score: Raw -903768.493766 + Penalty 884.313781 = -902884.179984 nChanged 1 SP:Iteration 36F (109.902536 sec): 3 clusters Score: Raw -903768.557765 + Penalty 884.313781 = -902884.243984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 10 (362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.916020 sec): 2 clusters Score: Raw -17201.025520 + Penalty 636.029808 = -16564.995712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.916914 sec): 3 clusters Score: Raw -17096.781497 + Penalty 1271.815324 = -15824.966173 nChanged 87 SP:Iteration 1F (109.917807 sec): 3 clusters Score: Raw -17179.551846 + Penalty 1270.228981 = -15909.322865 nChanged 25 SP:Iteration 2F (109.918685 sec): 3 clusters Score: Raw -17212.768270 + Penalty 1271.113153 = -15941.655117 nChanged 12 SP:Iteration 3Q (109.919551 sec): 3 clusters Score: Raw -17234.511414 + Penalty 1270.919560 = -15963.591854 nChanged 7 SP:Iteration 4Q (109.920411 sec): 3 clusters Score: Raw -17245.291728 + Penalty 1270.626351 = -15974.665376 nChanged 4 SP:Iteration 5Q (109.921271 sec): 3 clusters Score: Raw -17249.976738 + Penalty 1270.206450 = -15979.770288 nChanged 3 SP:Iteration 6Q (109.922128 sec): 3 clusters Score: Raw -17253.046601 + Penalty 1269.978258 = -15983.068343 nChanged 2 SP:Iteration 7Q (109.922991 sec): 3 clusters Score: Raw -17253.742459 + Penalty 1269.644049 = -15984.098410 nChanged 2 SP:Iteration 8Q (109.923848 sec): 3 clusters Score: Raw -17254.378936 + Penalty 1269.644049 = -15984.734887 nChanged 0 SP:Iteration 9F (109.924726 sec): 3 clusters Score: Raw -17254.378936 + Penalty 1269.644049 = -15984.734887 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 12 (685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.927905 sec): 2 clusters Score: Raw -30488.500376 + Penalty 161.380318 = -30327.120058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.929424 sec): 3 clusters Score: Raw -30078.056094 + Penalty 326.468974 = -29751.587121 nChanged 284 SP:Iteration 1F (109.930884 sec): 3 clusters Score: Raw -30236.939978 + Penalty 325.061049 = -29911.878929 nChanged 77 SP:Iteration 2F (109.932382 sec): 3 clusters Score: Raw -30311.404218 + Penalty 323.310870 = -29988.093348 nChanged 63 SP:Iteration 3F (109.933864 sec): 3 clusters Score: Raw -30364.598724 + Penalty 321.299889 = -30043.298835 nChanged 48 SP:Iteration 4F (109.935337 sec): 3 clusters Score: Raw -30387.670059 + Penalty 319.504950 = -30068.165109 nChanged 22 SP:Iteration 5Q (109.936767 sec): 3 clusters Score: Raw -30400.119096 + Penalty 318.164788 = -30081.954308 nChanged 24 SP:Iteration 6Q (109.938197 sec): 3 clusters Score: Raw -30419.339824 + Penalty 316.652604 = -30102.687220 nChanged 27 SP:Iteration 7Q (109.939622 sec): 3 clusters Score: Raw -30442.602473 + Penalty 314.001218 = -30128.601255 nChanged 16 SP:Iteration 8Q (109.941039 sec): 3 clusters Score: Raw -30453.085615 + Penalty 312.427018 = -30140.658597 nChanged 12 SP:Iteration 9Q (109.942487 sec): 3 clusters Score: Raw -30457.872815 + Penalty 312.242730 = -30145.630085 nChanged 9 SP:Iteration 10F (109.943972 sec): 3 clusters Score: Raw -30460.113911 + Penalty 311.588704 = -30148.525207 nChanged 8 SP:Iteration 11Q (109.945386 sec): 3 clusters Score: Raw -30464.026946 + Penalty 311.521578 = -30152.505368 nChanged 5 SP:Iteration 12Q (109.946784 sec): 3 clusters Score: Raw -30465.051489 + Penalty 310.560377 = -30154.491112 nChanged 3 SP:Iteration 13Q (109.948217 sec): 3 clusters Score: Raw -30468.011051 + Penalty 310.397031 = -30157.614020 nChanged 1 SP:Iteration 14Q (109.949636 sec): 3 clusters Score: Raw -30468.157718 + Penalty 310.397031 = -30157.760687 nChanged 0 SP:Iteration 15F (109.951146 sec): 3 clusters Score: Raw -30468.157718 + Penalty 310.397031 = -30157.760687 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 14 (998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.954710 sec): 2 clusters Score: Raw -46053.499323 + Penalty 712.217802 = -45341.281521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.956808 sec): 3 clusters Score: Raw -45549.719572 + Penalty 1424.118600 = -44125.600972 nChanged 333 SP:Iteration 1F (109.958884 sec): 3 clusters Score: Raw -45756.146328 + Penalty 1424.137725 = -44332.008603 nChanged 121 SP:Iteration 2F (109.960905 sec): 3 clusters Score: Raw -45855.541256 + Penalty 1425.900464 = -44429.640792 nChanged 71 SP:Iteration 3F (109.962918 sec): 3 clusters Score: Raw -45910.897069 + Penalty 1427.845756 = -44483.051313 nChanged 42 SP:Iteration 4Q (109.964927 sec): 3 clusters Score: Raw -45956.285103 + Penalty 1428.456197 = -44527.828905 nChanged 36 SP:Iteration 5Q (109.966927 sec): 3 clusters Score: Raw -45989.416747 + Penalty 1428.931844 = -44560.484904 nChanged 23 SP:Iteration 6Q (109.968919 sec): 3 clusters Score: Raw -46011.329930 + Penalty 1429.712277 = -44581.617653 nChanged 21 SP:Iteration 7Q (109.970899 sec): 3 clusters Score: Raw -46026.836896 + Penalty 1430.181322 = -44596.655574 nChanged 19 SP:Iteration 8Q (109.972875 sec): 3 clusters Score: Raw -46039.468060 + Penalty 1430.744308 = -44608.723752 nChanged 14 SP:Iteration 9Q (109.974847 sec): 3 clusters Score: Raw -46046.976941 + Penalty 1431.842846 = -44615.134095 nChanged 15 SP:Iteration 10F (109.976852 sec): 3 clusters Score: Raw -46053.758916 + Penalty 1432.972802 = -44620.786114 nChanged 12 SP:Iteration 11Q (109.978817 sec): 3 clusters Score: Raw -46062.399186 + Penalty 1433.606236 = -44628.792950 nChanged 9 SP:Iteration 12Q (109.980784 sec): 3 clusters Score: Raw -46070.190304 + Penalty 1434.282415 = -44635.907889 nChanged 9 SP:Iteration 13Q (109.982748 sec): 3 clusters Score: Raw -46074.320395 + Penalty 1434.229516 = -44640.090879 nChanged 3 SP:Iteration 14Q (109.984708 sec): 3 clusters Score: Raw -46076.165920 + Penalty 1433.857664 = -44642.308256 nChanged 6 SP:Iteration 15Q (109.986664 sec): 3 clusters Score: Raw -46080.886230 + Penalty 1434.198007 = -44646.688223 nChanged 3 SP:Iteration 16Q (109.988654 sec): 3 clusters Score: Raw -46082.208496 + Penalty 1434.504387 = -44647.704109 nChanged 3 SP:Iteration 17Q (109.990608 sec): 3 clusters Score: Raw -46084.337346 + Penalty 1434.934094 = -44649.403252 nChanged 2 SP:Iteration 18Q (109.992565 sec): 3 clusters Score: Raw -46084.761802 + Penalty 1435.243945 = -44649.517857 nChanged 1 SP:Iteration 19Q (109.994623 sec): 3 clusters Score: Raw -46084.797205 + Penalty 1435.243945 = -44649.553260 nChanged 0 SP:Iteration 20F (109.996633 sec): 3 clusters Score: Raw -46084.797205 + Penalty 1435.243945 = -44649.553260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 15 (445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.999296 sec): 2 clusters Score: Raw -20435.848394 + Penalty 63.377013 = -20372.471381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.000339 sec): 3 clusters Score: Raw -20171.389841 + Penalty 126.037230 = -20045.352611 nChanged 197 SP:Iteration 1F (110.001399 sec): 3 clusters Score: Raw -20423.770815 + Penalty 126.474375 = -20297.296440 nChanged 14 SP:Iteration 2Q (110.002428 sec): 3 clusters Score: Raw -20431.788711 + Penalty 125.521803 = -20306.266908 nChanged 8 SP:Iteration 3Q (110.003425 sec): 3 clusters Score: Raw -20437.754054 + Penalty 124.990949 = -20312.763105 nChanged 7 SP:Iteration 4Q (110.004416 sec): 3 clusters Score: Raw -20440.737121 + Penalty 125.104785 = -20315.632336 nChanged 2 SP:Iteration 5Q (110.005407 sec): 3 clusters Score: Raw -20441.345981 + Penalty 124.506726 = -20316.839255 nChanged 1 SP:Iteration 6Q (110.006396 sec): 3 clusters Score: Raw -20441.439320 + Penalty 124.506726 = -20316.932594 nChanged 0 SP:Iteration 7F (110.007449 sec): 3 clusters Score: Raw -20441.439320 + Penalty 124.506726 = -20316.932594 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 17 (899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.017711 sec): 2 clusters Score: Raw -40278.041453 + Penalty 629.384473 = -39648.656980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.019580 sec): 3 clusters Score: Raw -39839.040203 + Penalty 1286.278727 = -38552.761476 nChanged 300 SP:Iteration 1F (110.021441 sec): 3 clusters Score: Raw -40075.316354 + Penalty 1312.548373 = -38762.767981 nChanged 91 SP:Iteration 2F (110.023309 sec): 3 clusters Score: Raw -40187.432517 + Penalty 1327.488889 = -38859.943628 nChanged 57 SP:Iteration 3F (110.025180 sec): 3 clusters Score: Raw -40248.537022 + Penalty 1339.220584 = -38909.316438 nChanged 32 SP:Iteration 4Q (110.027060 sec): 3 clusters Score: Raw -40283.923727 + Penalty 1349.199203 = -38934.724524 nChanged 24 SP:Iteration 5Q (110.028914 sec): 3 clusters Score: Raw -40314.559300 + Penalty 1353.571124 = -38960.988177 nChanged 19 SP:Iteration 6Q (110.030699 sec): 3 clusters Score: Raw -40328.189063 + Penalty 1358.287618 = -38969.901444 nChanged 11 SP:Iteration 7Q (110.032473 sec): 3 clusters Score: Raw -40338.007296 + Penalty 1364.092498 = -38973.914797 nChanged 13 SP:Iteration 8Q (110.034240 sec): 3 clusters Score: Raw -40351.316146 + Penalty 1370.411564 = -38980.904581 nChanged 16 SP:Iteration 9Q (110.036000 sec): 3 clusters Score: Raw -40367.166619 + Penalty 1375.131183 = -38992.035436 nChanged 10 SP:Iteration 10F (110.037883 sec): 3 clusters Score: Raw -40378.832820 + Penalty 1377.832932 = -39000.999887 nChanged 5 SP:Iteration 11Q (110.039624 sec): 3 clusters Score: Raw -40382.879650 + Penalty 1380.457882 = -39002.421768 nChanged 3 SP:Iteration 12Q (110.041363 sec): 3 clusters Score: Raw -40386.860864 + Penalty 1379.595971 = -39007.264892 nChanged 2 SP:Iteration 13Q (110.043101 sec): 3 clusters Score: Raw -40387.987175 + Penalty 1378.329982 = -39009.657193 nChanged 3 SP:Iteration 14Q (110.044889 sec): 3 clusters Score: Raw -40389.778625 + Penalty 1378.329982 = -39011.448642 nChanged 0 SP:Iteration 15F (110.046850 sec): 3 clusters Score: Raw -40389.778625 + Penalty 1378.329982 = -39011.448642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.049018 sec): 2 clusters Score: Raw -25054.498397 + Penalty 216.807650 = -24837.690748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.050227 sec): 3 clusters Score: Raw -24783.255437 + Penalty 438.824723 = -24344.430714 nChanged 202 SP:Iteration 1F (110.051400 sec): 3 clusters Score: Raw -24954.315191 + Penalty 454.229059 = -24500.086132 nChanged 74 SP:Iteration 2F (110.052561 sec): 3 clusters Score: Raw -25044.859644 + Penalty 490.438250 = -24554.421394 nChanged 39 SP:Iteration 3F (110.053744 sec): 3 clusters Score: Raw -25094.688196 + Penalty 523.733206 = -24570.954990 nChanged 16 SP:Iteration 4Q (110.054920 sec): 3 clusters Score: Raw -25116.664719 + Penalty 524.912586 = -24591.752133 nChanged 4 SP:Iteration 5Q (110.056055 sec): 3 clusters Score: Raw -25122.859585 + Penalty 524.226588 = -24598.632997 nChanged 2 SP:Iteration 6Q (110.057143 sec): 3 clusters Score: Raw -25125.893216 + Penalty 532.384444 = -24593.508771 nChanged 1 SP:Iteration 7F (110.058285 sec): 3 clusters Score: Raw -25128.774482 + Penalty 532.384444 = -24596.390037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 19 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.059503 sec): 2 clusters Score: Raw -11731.064130 + Penalty 307.177548 = -11423.886582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.060194 sec): 3 clusters Score: Raw -11627.785271 + Penalty 617.205079 = -11010.580192 nChanged 73 SP:Iteration 1F (110.060875 sec): 3 clusters Score: Raw -11692.833202 + Penalty 625.394971 = -11067.438231 nChanged 21 SP:Iteration 2F (110.061561 sec): 3 clusters Score: Raw -11728.588010 + Penalty 634.256144 = -11094.331866 nChanged 11 SP:Iteration 3Q (110.062237 sec): 3 clusters Score: Raw -11741.235830 + Penalty 643.559780 = -11097.676050 nChanged 11 SP:Iteration 4Q (110.062906 sec): 3 clusters Score: Raw -11753.827792 + Penalty 651.645010 = -11102.182782 nChanged 9 SP:Iteration 5Q (110.063569 sec): 3 clusters Score: Raw -11768.290270 + Penalty 655.602031 = -11112.688238 nChanged 6 SP:Iteration 6Q (110.064224 sec): 3 clusters Score: Raw -11773.806126 + Penalty 660.945286 = -11112.860840 nChanged 5 SP:Iteration 7Q (110.064878 sec): 3 clusters Score: Raw -11780.100185 + Penalty 670.124090 = -11109.976095 nChanged 7 SP:Iteration 8F (110.065567 sec): 3 clusters Score: Raw -11791.121022 + Penalty 678.150541 = -11112.970481 nChanged 5 SP:Iteration 9Q (110.066215 sec): 3 clusters Score: Raw -11796.875485 + Penalty 681.521212 = -11115.354273 nChanged 3 SP:Iteration 10F (110.066908 sec): 3 clusters Score: Raw -11804.248791 + Penalty 686.942839 = -11117.305951 nChanged 2 SP:Iteration 11Q (110.067555 sec): 3 clusters Score: Raw -11805.634300 + Penalty 692.346612 = -11113.287688 nChanged 2 SP:Iteration 12F (110.068246 sec): 3 clusters Score: Raw -11806.740524 + Penalty 695.335992 = -11111.404533 nChanged 1 SP:Iteration 13F (110.068935 sec): 3 clusters Score: Raw -11807.123106 + Penalty 695.335992 = -11111.787115 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 21 (1937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.079087 sec): 2 clusters Score: Raw -89260.337436 + Penalty 457.633598 = -88802.703838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.082889 sec): 3 clusters Score: Raw -88129.063895 + Penalty 912.486895 = -87216.577000 nChanged 850 SP:Iteration 1F (110.086681 sec): 3 clusters Score: Raw -88683.998838 + Penalty 924.798041 = -87759.200798 nChanged 218 SP:Iteration 2F (110.090499 sec): 3 clusters Score: Raw -88829.642590 + Penalty 942.432098 = -87887.210492 nChanged 132 SP:Iteration 3F (110.094331 sec): 3 clusters Score: Raw -88940.590133 + Penalty 969.133513 = -87971.456620 nChanged 120 SP:Iteration 4F (110.098226 sec): 3 clusters Score: Raw -89057.227465 + Penalty 994.158168 = -88063.069298 nChanged 95 SP:Iteration 5Q (110.102121 sec): 3 clusters Score: Raw -89161.684833 + Penalty 1027.329812 = -88134.355021 nChanged 64 SP:Iteration 6Q (110.105970 sec): 3 clusters Score: Raw -89222.282395 + Penalty 1053.751031 = -88168.531363 nChanged 40 SP:Iteration 7Q (110.109748 sec): 3 clusters Score: Raw -89256.135655 + Penalty 1071.252633 = -88184.883022 nChanged 21 SP:Iteration 8Q (110.113477 sec): 3 clusters Score: Raw -89274.303699 + Penalty 1087.407480 = -88186.896219 nChanged 24 SP:Iteration 9Q (110.117546 sec): 3 clusters Score: Raw -89298.777372 + Penalty 1105.006651 = -88193.770722 nChanged 16 SP:Iteration 10F (110.121458 sec): 3 clusters Score: Raw -89317.601652 + Penalty 1117.491735 = -88200.109917 nChanged 11 SP:Iteration 11Q (110.125155 sec): 3 clusters Score: Raw -89329.706279 + Penalty 1139.315433 = -88190.390846 nChanged 11 SP:Iteration 12F (110.129069 sec): 3 clusters Score: Raw -89341.522658 + Penalty 1156.029832 = -88185.492826 nChanged 9 SP:Iteration 13F (110.132977 sec): 3 clusters Score: Raw -89355.335498 + Penalty 1171.778369 = -88183.557129 nChanged 10 SP:Iteration 14F (110.136892 sec): 3 clusters Score: Raw -89368.650244 + Penalty 1177.758144 = -88190.892101 nChanged 3 SP:Iteration 15Q (110.140293 sec): 3 clusters Score: Raw -89370.685946 + Penalty 1182.614638 = -88188.071308 nChanged 2 SP:Iteration 16F (110.144210 sec): 3 clusters Score: Raw -89372.857940 + Penalty 1183.254557 = -88189.603383 nChanged 3 SP:Iteration 17Q (110.147603 sec): 3 clusters Score: Raw -89375.263149 + Penalty 1183.254557 = -88192.008592 nChanged 0 SP:Iteration 18F (110.151550 sec): 3 clusters Score: Raw -89375.263149 + Penalty 1183.254557 = -88192.008592 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 24 (1247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.158793 sec): 2 clusters Score: Raw -56022.683520 + Penalty 236.010276 = -55786.673244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.161412 sec): 3 clusters Score: Raw -55275.041214 + Penalty 492.676842 = -54782.364372 nChanged 510 SP:Iteration 1F (110.163891 sec): 3 clusters Score: Raw -55734.373608 + Penalty 501.582856 = -55232.790752 nChanged 147 SP:Iteration 2F (110.166324 sec): 3 clusters Score: Raw -55839.097696 + Penalty 510.073871 = -55329.023824 nChanged 59 SP:Iteration 3Q (110.168718 sec): 3 clusters Score: Raw -55866.488314 + Penalty 515.408516 = -55351.079797 nChanged 44 SP:Iteration 4Q (110.171073 sec): 3 clusters Score: Raw -55897.742206 + Penalty 520.886041 = -55376.856165 nChanged 42 SP:Iteration 5Q (110.173394 sec): 3 clusters Score: Raw -55926.256505 + Penalty 532.622954 = -55393.633551 nChanged 37 SP:Iteration 6Q (110.175687 sec): 3 clusters Score: Raw -55947.638192 + Penalty 542.099374 = -55405.538818 nChanged 32 SP:Iteration 7Q (110.177955 sec): 3 clusters Score: Raw -55968.319714 + Penalty 549.495882 = -55418.823832 nChanged 31 SP:Iteration 8Q (110.180194 sec): 3 clusters Score: Raw -55991.864608 + Penalty 563.301013 = -55428.563595 nChanged 33 SP:Iteration 9Q (110.182399 sec): 3 clusters Score: Raw -56023.300735 + Penalty 577.839099 = -55445.461636 nChanged 24 SP:Iteration 10F (110.184771 sec): 3 clusters Score: Raw -56048.144554 + Penalty 603.650798 = -55444.493756 nChanged 20 SP:Iteration 11F (110.187110 sec): 3 clusters Score: Raw -56064.909983 + Penalty 610.588994 = -55454.320988 nChanged 7 SP:Iteration 12Q (110.189125 sec): 3 clusters Score: Raw -56068.474172 + Penalty 615.511294 = -55452.962878 nChanged 2 SP:Iteration 13F (110.191467 sec): 3 clusters Score: Raw -56069.109773 + Penalty 619.283559 = -55449.826214 nChanged 4 SP:Iteration 14F (110.193812 sec): 3 clusters Score: Raw -56071.922581 + Penalty 618.098130 = -55453.824451 nChanged 5 SP:Iteration 15Q (110.195797 sec): 3 clusters Score: Raw -56077.199882 + Penalty 626.183548 = -55451.016334 nChanged 3 SP:Iteration 16F (110.198178 sec): 3 clusters Score: Raw -56077.789970 + Penalty 628.400031 = -55449.389938 nChanged 1 SP:Iteration 17F (110.200517 sec): 3 clusters Score: Raw -56078.599708 + Penalty 628.274834 = -55450.324874 nChanged 1 SP:Iteration 18Q (110.202460 sec): 3 clusters Score: Raw -56079.335882 + Penalty 628.274834 = -55451.061048 nChanged 0 SP:Iteration 19F (110.204799 sec): 3 clusters Score: Raw -56079.335882 + Penalty 628.274834 = -55451.061048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 26 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.207548 sec): 2 clusters Score: Raw -13872.926064 + Penalty 469.362788 = -13403.563276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.208395 sec): 3 clusters Score: Raw -13746.258747 + Penalty 936.694357 = -12809.564389 nChanged 87 SP:Iteration 1F (110.209221 sec): 3 clusters Score: Raw -13842.938570 + Penalty 938.030802 = -12904.907768 nChanged 34 SP:Iteration 2F (110.210045 sec): 3 clusters Score: Raw -13886.145830 + Penalty 931.460037 = -12954.685793 nChanged 18 SP:Iteration 3F (110.210865 sec): 3 clusters Score: Raw -13936.800672 + Penalty 928.575800 = -13008.224872 nChanged 12 SP:Iteration 4Q (110.211659 sec): 3 clusters Score: Raw -13959.674125 + Penalty 925.386167 = -13034.287958 nChanged 10 SP:Iteration 5Q (110.212446 sec): 3 clusters Score: Raw -13974.534058 + Penalty 922.684041 = -13051.850017 nChanged 8 SP:Iteration 6Q (110.213233 sec): 3 clusters Score: Raw -13988.593517 + Penalty 923.908472 = -13064.685044 nChanged 11 SP:Iteration 7Q (110.214021 sec): 3 clusters Score: Raw -14002.251617 + Penalty 924.805568 = -13077.446049 nChanged 6 SP:Iteration 8Q (110.214807 sec): 3 clusters Score: Raw -14005.139986 + Penalty 925.034622 = -13080.105365 nChanged 1 SP:Iteration 9Q (110.215592 sec): 3 clusters Score: Raw -14006.941526 + Penalty 925.034622 = -13081.906904 nChanged 0 SP:Iteration 10F (110.216414 sec): 3 clusters Score: Raw -14006.941526 + Penalty 925.034622 = -13081.906904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.218140 sec): 2 clusters Score: Raw -11519.027892 + Penalty 589.761005 = -10929.266888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.218809 sec): 3 clusters Score: Raw -11483.757004 + Penalty 1187.359083 = -10296.397921 nChanged 44 SP:Iteration 1F (110.219473 sec): 3 clusters Score: Raw -11551.779923 + Penalty 1194.292715 = -10357.487208 nChanged 20 SP:Iteration 2F (110.220140 sec): 3 clusters Score: Raw -11592.839456 + Penalty 1200.425191 = -10392.414266 nChanged 10 SP:Iteration 3Q (110.220791 sec): 3 clusters Score: Raw -11608.972886 + Penalty 1203.806441 = -10405.166444 nChanged 4 SP:Iteration 4Q (110.221435 sec): 3 clusters Score: Raw -11614.904560 + Penalty 1209.141981 = -10405.762579 nChanged 2 SP:Iteration 5Q (110.222079 sec): 3 clusters Score: Raw -11620.598711 + Penalty 1208.944230 = -10411.654481 nChanged 1 SP:Iteration 6Q (110.222720 sec): 3 clusters Score: Raw -11621.418836 + Penalty 1208.944230 = -10412.474607 nChanged 0 SP:Iteration 7F (110.223388 sec): 3 clusters Score: Raw -11621.418836 + Penalty 1208.944230 = -10412.474607 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 29 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.224774 sec): 2 clusters Score: Raw -7984.796717 + Penalty 603.717944 = -7381.078773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.225353 sec): 3 clusters Score: Raw -7973.912693 + Penalty 1216.191325 = -6757.721368 nChanged 35 SP:Iteration 1F (110.225922 sec): 3 clusters Score: Raw -8050.497454 + Penalty 1227.129621 = -6823.367833 nChanged 12 SP:Iteration 2F (110.226488 sec): 3 clusters Score: Raw -8079.859143 + Penalty 1230.394305 = -6849.464839 nChanged 10 SP:Iteration 3F (110.227089 sec): 3 clusters Score: Raw -8131.022585 + Penalty 1227.257676 = -6903.764908 nChanged 6 SP:Iteration 4Q (110.227618 sec): 3 clusters Score: Raw -8152.364458 + Penalty 1221.232488 = -6931.131970 nChanged 5 SP:Iteration 5Q (110.228139 sec): 3 clusters Score: Raw -8174.081452 + Penalty 1222.116045 = -6951.965407 nChanged 4 SP:Iteration 6Q (110.228655 sec): 3 clusters Score: Raw -8204.209441 + Penalty 1223.285063 = -6980.924378 nChanged 4 SP:Iteration 7Q (110.229163 sec): 3 clusters Score: Raw -8224.056012 + Penalty 1222.195387 = -7001.860625 nChanged 1 SP:Iteration 8Q (110.229668 sec): 3 clusters Score: Raw -8230.252030 + Penalty 1221.004098 = -7009.247932 nChanged 1 SP:Iteration 9Q (110.230170 sec): 3 clusters Score: Raw -8233.848223 + Penalty 1219.060387 = -7014.787837 nChanged 2 SP:Iteration 10F (110.230737 sec): 3 clusters Score: Raw -8255.461782 + Penalty 1212.167095 = -7043.294687 nChanged 5 SP:Iteration 11Q (110.231242 sec): 3 clusters Score: Raw -8336.780307 + Penalty 1211.984357 = -7124.795950 nChanged 1 SP:Iteration 12Q (110.231745 sec): 3 clusters Score: Raw -8339.631843 + Penalty 1211.071230 = -7128.560613 nChanged 2 SP:Iteration 13Q (110.232245 sec): 3 clusters Score: Raw -8355.064939 + Penalty 1212.268130 = -7142.796809 nChanged 2 SP:Iteration 14Q (110.232741 sec): 3 clusters Score: Raw -8361.009918 + Penalty 1212.482617 = -7148.527302 nChanged 2 SP:Iteration 15Q (110.233236 sec): 3 clusters Score: Raw -8369.342818 + Penalty 1210.579482 = -7158.763336 nChanged 5 SP:Iteration 16Q (110.233728 sec): 3 clusters Score: Raw -8402.234130 + Penalty 1210.502922 = -7191.731209 nChanged 1 SP:Iteration 17Q (110.234214 sec): 3 clusters Score: Raw -8404.552812 + Penalty 1210.502922 = -7194.049891 nChanged 0 SP:Iteration 18F (110.234780 sec): 3 clusters Score: Raw -8404.552812 + Penalty 1210.502922 = -7194.049891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 30 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.237477 sec): 2 clusters Score: Raw -20143.095829 + Penalty 811.683874 = -19331.411956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.238444 sec): 3 clusters Score: Raw -20049.599953 + Penalty 1623.344452 = -18426.255501 nChanged 92 SP:Iteration 1F (110.239399 sec): 3 clusters Score: Raw -20178.386648 + Penalty 1622.956787 = -18555.429861 nChanged 26 SP:Iteration 2F (110.240351 sec): 3 clusters Score: Raw -20212.251754 + Penalty 1622.634436 = -18589.617318 nChanged 10 SP:Iteration 3Q (110.241283 sec): 3 clusters Score: Raw -20229.649505 + Penalty 1622.519244 = -18607.130261 nChanged 6 SP:Iteration 4Q (110.242209 sec): 3 clusters Score: Raw -20238.686753 + Penalty 1622.225281 = -18616.461471 nChanged 7 SP:Iteration 5Q (110.243133 sec): 3 clusters Score: Raw -20245.248666 + Penalty 1621.967287 = -18623.281379 nChanged 5 SP:Iteration 6Q (110.244057 sec): 3 clusters Score: Raw -20250.473075 + Penalty 1621.441532 = -18629.031543 nChanged 3 SP:Iteration 7Q (110.244982 sec): 3 clusters Score: Raw -20259.885059 + Penalty 1620.757789 = -18639.127270 nChanged 3 SP:Iteration 8Q (110.245902 sec): 3 clusters Score: Raw -20270.083786 + Penalty 1620.329482 = -18649.754303 nChanged 3 SP:Iteration 9Q (110.246821 sec): 3 clusters Score: Raw -20278.473168 + Penalty 1619.688089 = -18658.785080 nChanged 6 SP:Iteration 10F (110.247778 sec): 3 clusters Score: Raw -20287.122861 + Penalty 1619.887112 = -18667.235750 nChanged 4 SP:Iteration 11Q (110.248689 sec): 3 clusters Score: Raw -20292.769705 + Penalty 1620.162220 = -18672.607485 nChanged 2 SP:Iteration 12Q (110.249597 sec): 3 clusters Score: Raw -20299.124852 + Penalty 1620.163189 = -18678.961662 nChanged 3 SP:Iteration 13Q (110.250504 sec): 3 clusters Score: Raw -20305.264346 + Penalty 1620.163189 = -18685.101157 nChanged 0 SP:Iteration 14F (110.251457 sec): 3 clusters Score: Raw -20305.264346 + Penalty 1620.163189 = -18685.101157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 31 (422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.254525 sec): 2 clusters Score: Raw -14560.372695 + Penalty 916.758325 = -13643.614370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.255531 sec): 3 clusters Score: Raw -14491.335301 + Penalty 1836.624031 = -12654.711270 nChanged 88 SP:Iteration 1F (110.256511 sec): 3 clusters Score: Raw -14622.973314 + Penalty 1837.597969 = -12785.375345 nChanged 36 SP:Iteration 2F (110.257487 sec): 3 clusters Score: Raw -14679.133209 + Penalty 1838.758593 = -12840.374616 nChanged 15 SP:Iteration 3Q (110.258438 sec): 3 clusters Score: Raw -14708.536055 + Penalty 1838.545580 = -12869.990475 nChanged 14 SP:Iteration 4Q (110.259368 sec): 3 clusters Score: Raw -14737.941088 + Penalty 1838.989971 = -12898.951117 nChanged 7 SP:Iteration 5Q (110.260292 sec): 3 clusters Score: Raw -14747.074616 + Penalty 1839.229577 = -12907.845040 nChanged 3 SP:Iteration 6Q (110.261212 sec): 3 clusters Score: Raw -14750.829385 + Penalty 1839.363164 = -12911.466221 nChanged 2 SP:Iteration 7Q (110.262150 sec): 3 clusters Score: Raw -14752.356750 + Penalty 1839.363164 = -12912.993586 nChanged 0 SP:Iteration 8F (110.263117 sec): 3 clusters Score: Raw -14752.356750 + Penalty 1839.363164 = -12912.993586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 32 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.265781 sec): 2 clusters Score: Raw -24896.927964 + Penalty 445.466367 = -24451.461597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.267011 sec): 3 clusters Score: Raw -24628.857283 + Penalty 898.538602 = -23730.318681 nChanged 158 SP:Iteration 1F (110.268218 sec): 3 clusters Score: Raw -24736.696001 + Penalty 912.296388 = -23824.399613 nChanged 58 SP:Iteration 2F (110.269416 sec): 3 clusters Score: Raw -24789.773622 + Penalty 930.532184 = -23859.241438 nChanged 40 SP:Iteration 3F (110.270604 sec): 3 clusters Score: Raw -24830.792808 + Penalty 953.405499 = -23877.387310 nChanged 29 SP:Iteration 4F (110.271790 sec): 3 clusters Score: Raw -24864.410844 + Penalty 972.480419 = -23891.930425 nChanged 24 SP:Iteration 5Q (110.272964 sec): 3 clusters Score: Raw -24888.102738 + Penalty 981.184418 = -23906.918319 nChanged 11 SP:Iteration 6Q (110.274124 sec): 3 clusters Score: Raw -24899.453464 + Penalty 994.011112 = -23905.442353 nChanged 14 SP:Iteration 7F (110.275341 sec): 3 clusters Score: Raw -24912.836094 + Penalty 1001.798684 = -23911.037410 nChanged 11 SP:Iteration 8Q (110.276489 sec): 3 clusters Score: Raw -24920.750152 + Penalty 1012.973970 = -23907.776182 nChanged 8 SP:Iteration 9F (110.277697 sec): 3 clusters Score: Raw -24928.523565 + Penalty 1019.444352 = -23909.079213 nChanged 4 SP:Iteration 10F (110.278927 sec): 3 clusters Score: Raw -24932.198893 + Penalty 1026.658111 = -23905.540783 nChanged 4 SP:Iteration 11F (110.280152 sec): 3 clusters Score: Raw -24937.823579 + Penalty 1035.850702 = -23901.972877 nChanged 5 SP:Iteration 12F (110.281349 sec): 3 clusters Score: Raw -24948.613753 + Penalty 1049.342653 = -23899.271101 nChanged 6 SP:Iteration 13F (110.282517 sec): 3 clusters Score: Raw -24961.042213 + Penalty 1057.396318 = -23903.645895 nChanged 4 SP:Iteration 14Q (110.283606 sec): 3 clusters Score: Raw -24966.976118 + Penalty 1067.217717 = -23899.758401 nChanged 4 SP:Iteration 15F (110.284775 sec): 3 clusters Score: Raw -24972.743813 + Penalty 1069.660707 = -23903.083106 nChanged 4 SP:Iteration 16Q (110.285848 sec): 3 clusters Score: Raw -24977.120257 + Penalty 1071.852284 = -23905.267973 nChanged 1 SP:Iteration 17Q (110.286919 sec): 3 clusters Score: Raw -24977.984795 + Penalty 1071.852284 = -23906.132511 nChanged 0 SP:Iteration 18F (110.288084 sec): 3 clusters Score: Raw -24977.984795 + Penalty 1071.852284 = -23906.132511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 37 (513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.291532 sec): 2 clusters Score: Raw -21712.474366 + Penalty 474.665003 = -21237.809363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.292708 sec): 3 clusters Score: Raw -21470.553372 + Penalty 960.159969 = -20510.393404 nChanged 159 SP:Iteration 1F (110.293874 sec): 3 clusters Score: Raw -21633.680802 + Penalty 973.950750 = -20659.730052 nChanged 61 SP:Iteration 2F (110.295042 sec): 3 clusters Score: Raw -21697.684453 + Penalty 979.517154 = -20718.167298 nChanged 25 SP:Iteration 3Q (110.296196 sec): 3 clusters Score: Raw -21720.162165 + Penalty 980.930114 = -20739.232051 nChanged 11 SP:Iteration 4Q (110.297346 sec): 3 clusters Score: Raw -21730.038342 + Penalty 983.687178 = -20746.351165 nChanged 10 SP:Iteration 5Q (110.298489 sec): 3 clusters Score: Raw -21738.294016 + Penalty 984.261462 = -20754.032554 nChanged 8 SP:Iteration 6Q (110.299627 sec): 3 clusters Score: Raw -21742.267074 + Penalty 986.951640 = -20755.315434 nChanged 4 SP:Iteration 7Q (110.300764 sec): 3 clusters Score: Raw -21746.977338 + Penalty 989.832557 = -20757.144780 nChanged 7 SP:Iteration 8Q (110.301900 sec): 3 clusters Score: Raw -21752.376824 + Penalty 996.298721 = -20756.078102 nChanged 7 SP:Iteration 9F (110.303071 sec): 3 clusters Score: Raw -21756.358089 + Penalty 997.783105 = -20758.574984 nChanged 2 SP:Iteration 10F (110.304241 sec): 3 clusters Score: Raw -21757.455712 + Penalty 999.322987 = -20758.132726 nChanged 2 SP:Iteration 11F (110.305411 sec): 3 clusters Score: Raw -21758.258255 + Penalty 1000.853251 = -20757.405004 nChanged 2 SP:Iteration 12F (110.306601 sec): 3 clusters Score: Raw -21759.040984 + Penalty 1001.527604 = -20757.513380 nChanged 3 SP:Iteration 13Q (110.307730 sec): 3 clusters Score: Raw -21760.461843 + Penalty 1002.719510 = -20757.742333 nChanged 1 SP:Iteration 14Q (110.308861 sec): 3 clusters Score: Raw -21760.662246 + Penalty 1003.226069 = -20757.436177 nChanged 1 SP:Iteration 15F (110.310033 sec): 3 clusters Score: Raw -21760.823770 + Penalty 1003.226069 = -20757.597701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 42 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.311631 sec): 2 clusters Score: Raw -6321.463278 + Penalty 119.743563 = -6201.719716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.312151 sec): 3 clusters Score: Raw -6256.687658 + Penalty 248.459911 = -6008.227747 nChanged 47 SP:Iteration 1F (110.312658 sec): 3 clusters Score: Raw -6323.546738 + Penalty 250.695819 = -6072.850919 nChanged 13 SP:Iteration 2F (110.313161 sec): 3 clusters Score: Raw -6342.600164 + Penalty 250.368899 = -6092.231266 nChanged 3 SP:Iteration 3Q (110.313657 sec): 3 clusters Score: Raw -6345.643614 + Penalty 249.199543 = -6096.444071 nChanged 2 SP:Iteration 4Q (110.314154 sec): 3 clusters Score: Raw -6347.792821 + Penalty 249.199543 = -6098.593278 nChanged 0 SP:Iteration 5F (110.314656 sec): 3 clusters Score: Raw -6347.792821 + Penalty 249.199543 = -6098.593278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 46 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.315841 sec): 2 clusters Score: Raw -4291.628291 + Penalty 278.858086 = -4012.770205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.316311 sec): 3 clusters Score: Raw -4307.392020 + Penalty 557.438656 = -3749.953365 nChanged 22 SP:Iteration 1F (110.316773 sec): 3 clusters Score: Raw -4357.879690 + Penalty 558.421472 = -3799.458218 nChanged 13 SP:Iteration 2F (110.317234 sec): 3 clusters Score: Raw -4394.175330 + Penalty 556.984939 = -3837.190390 nChanged 7 SP:Iteration 3F (110.317689 sec): 3 clusters Score: Raw -4413.864415 + Penalty 558.491695 = -3855.372720 nChanged 1 SP:Iteration 4Q (110.318123 sec): 3 clusters Score: Raw -4417.002963 + Penalty 557.128455 = -3859.874508 nChanged 1 SP:Iteration 5Q (110.318554 sec): 3 clusters Score: Raw -4419.894408 + Penalty 556.771115 = -3863.123293 nChanged 1 SP:Iteration 6Q (110.319010 sec): 3 clusters Score: Raw -4424.979091 + Penalty 556.931699 = -3868.047392 nChanged 1 SP:Iteration 7Q (110.319440 sec): 3 clusters Score: Raw -4427.138939 + Penalty 556.931699 = -3870.207240 nChanged 0 SP:Iteration 8F (110.319895 sec): 3 clusters Score: Raw -4427.138939 + Penalty 556.931699 = -3870.207240 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 49 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.322413 sec): 2 clusters Score: Raw -26294.010213 + Penalty 951.135805 = -25342.874408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.323725 sec): 3 clusters Score: Raw -26127.078623 + Penalty 1902.200415 = -24224.878208 nChanged 165 SP:Iteration 1F (110.325022 sec): 3 clusters Score: Raw -26304.771258 + Penalty 1902.500133 = -24402.271125 nChanged 46 SP:Iteration 2F (110.326339 sec): 3 clusters Score: Raw -26372.697121 + Penalty 1902.618308 = -24470.078813 nChanged 34 SP:Iteration 3F (110.327645 sec): 3 clusters Score: Raw -26439.475284 + Penalty 1902.836438 = -24536.638847 nChanged 25 SP:Iteration 4Q (110.328918 sec): 3 clusters Score: Raw -26475.157862 + Penalty 1902.496614 = -24572.661248 nChanged 17 SP:Iteration 5Q (110.330198 sec): 3 clusters Score: Raw -26500.427207 + Penalty 1903.285568 = -24597.141639 nChanged 11 SP:Iteration 6Q (110.331454 sec): 3 clusters Score: Raw -26512.890654 + Penalty 1903.530522 = -24609.360133 nChanged 4 SP:Iteration 7Q (110.332712 sec): 3 clusters Score: Raw -26516.683713 + Penalty 1903.459052 = -24613.224661 nChanged 1 SP:Iteration 8Q (110.333972 sec): 3 clusters Score: Raw -26518.843146 + Penalty 1903.528497 = -24615.314649 nChanged 3 SP:Iteration 9Q (110.335227 sec): 3 clusters Score: Raw -26524.528676 + Penalty 1903.706389 = -24620.822287 nChanged 3 SP:Iteration 10F (110.336528 sec): 3 clusters Score: Raw -26528.026367 + Penalty 1904.032791 = -24623.993576 nChanged 2 SP:Iteration 11Q (110.337769 sec): 3 clusters Score: Raw -26531.556228 + Penalty 1904.271134 = -24627.285095 nChanged 1 SP:Iteration 12Q (110.339012 sec): 3 clusters Score: Raw -26533.013907 + Penalty 1904.340159 = -24628.673748 nChanged 1 SP:Iteration 13Q (110.340290 sec): 3 clusters Score: Raw -26533.463406 + Penalty 1904.340159 = -24629.123247 nChanged 0 SP:Iteration 14F (110.341592 sec): 3 clusters Score: Raw -26533.463406 + Penalty 1904.340159 = -24629.123247 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 57 (728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.345062 sec): 2 clusters Score: Raw -33888.654457 + Penalty 821.666366 = -33066.988092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.346658 sec): 3 clusters Score: Raw -33611.739013 + Penalty 1641.704606 = -31970.034407 nChanged 208 SP:Iteration 1F (110.348220 sec): 3 clusters Score: Raw -33839.963256 + Penalty 1642.035486 = -32197.927770 nChanged 82 SP:Iteration 2F (110.349754 sec): 3 clusters Score: Raw -33979.898603 + Penalty 1642.800156 = -32337.098448 nChanged 50 SP:Iteration 3F (110.351280 sec): 3 clusters Score: Raw -34058.269142 + Penalty 1643.142186 = -32415.126955 nChanged 31 SP:Iteration 4Q (110.352798 sec): 3 clusters Score: Raw -34093.829615 + Penalty 1643.798107 = -32450.031509 nChanged 21 SP:Iteration 5Q (110.354287 sec): 3 clusters Score: Raw -34136.714328 + Penalty 1644.260877 = -32492.453451 nChanged 16 SP:Iteration 6Q (110.355746 sec): 3 clusters Score: Raw -34161.731829 + Penalty 1644.911741 = -32516.820089 nChanged 14 SP:Iteration 7Q (110.357192 sec): 3 clusters Score: Raw -34176.548227 + Penalty 1645.264941 = -32531.283286 nChanged 13 SP:Iteration 8Q (110.358673 sec): 3 clusters Score: Raw -34186.078284 + Penalty 1645.040842 = -32541.037442 nChanged 9 SP:Iteration 9Q (110.360147 sec): 3 clusters Score: Raw -34193.804220 + Penalty 1645.092326 = -32548.711894 nChanged 4 SP:Iteration 10F (110.361730 sec): 3 clusters Score: Raw -34199.925675 + Penalty 1645.595509 = -32554.330166 nChanged 6 SP:Iteration 11Q (110.363183 sec): 3 clusters Score: Raw -34209.570256 + Penalty 1645.877172 = -32563.693084 nChanged 7 SP:Iteration 12Q (110.364676 sec): 3 clusters Score: Raw -34217.506869 + Penalty 1646.280489 = -32571.226379 nChanged 6 SP:Iteration 13Q (110.366118 sec): 3 clusters Score: Raw -34223.262509 + Penalty 1646.484727 = -32576.777781 nChanged 2 SP:Iteration 14Q (110.367559 sec): 3 clusters Score: Raw -34224.659708 + Penalty 1646.484727 = -32578.174981 nChanged 0 SP:Iteration 15F (110.369151 sec): 3 clusters Score: Raw -34224.659708 + Penalty 1646.484727 = -32578.174981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 62 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.371879 sec): 2 clusters Score: Raw -13625.963659 + Penalty 695.487957 = -12930.475701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.372633 sec): 3 clusters Score: Raw -13580.304023 + Penalty 1392.627324 = -12187.676699 nChanged 58 SP:Iteration 1F (110.373373 sec): 3 clusters Score: Raw -13654.969915 + Penalty 1393.976027 = -12260.993888 nChanged 13 SP:Iteration 2Q (110.374101 sec): 3 clusters Score: Raw -13681.471565 + Penalty 1393.319734 = -12288.151831 nChanged 6 SP:Iteration 3Q (110.374849 sec): 3 clusters Score: Raw -13685.210387 + Penalty 1393.807238 = -12291.403149 nChanged 1 SP:Iteration 4Q (110.375583 sec): 3 clusters Score: Raw -13687.611182 + Penalty 1394.910577 = -12292.700605 nChanged 2 SP:Iteration 5Q (110.376300 sec): 3 clusters Score: Raw -13689.299880 + Penalty 1395.232630 = -12294.067250 nChanged 1 SP:Iteration 6Q (110.377021 sec): 3 clusters Score: Raw -13690.302000 + Penalty 1395.567256 = -12294.734745 nChanged 1 SP:Iteration 7Q (110.377743 sec): 3 clusters Score: Raw -13692.367758 + Penalty 1396.024004 = -12296.343754 nChanged 2 SP:Iteration 8Q (110.378457 sec): 3 clusters Score: Raw -13695.489903 + Penalty 1396.076463 = -12299.413440 nChanged 1 SP:Iteration 9Q (110.379172 sec): 3 clusters Score: Raw -13695.874726 + Penalty 1396.076463 = -12299.798263 nChanged 0 SP:Iteration 10F (110.379951 sec): 3 clusters Score: Raw -13695.874726 + Penalty 1396.076463 = -12299.798263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 66 (509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.382167 sec): 2 clusters Score: Raw -17451.884609 + Penalty 598.519511 = -16853.365098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.383338 sec): 3 clusters Score: Raw -17296.771938 + Penalty 1197.248926 = -16099.523011 nChanged 139 SP:Iteration 1F (110.384534 sec): 3 clusters Score: Raw -17435.277387 + Penalty 1198.526285 = -16236.751102 nChanged 52 SP:Iteration 2F (110.385696 sec): 3 clusters Score: Raw -17514.812828 + Penalty 1198.226947 = -16316.585881 nChanged 24 SP:Iteration 3Q (110.386838 sec): 3 clusters Score: Raw -17552.483028 + Penalty 1197.731512 = -16354.751516 nChanged 14 SP:Iteration 4Q (110.387974 sec): 3 clusters Score: Raw -17569.011370 + Penalty 1198.194403 = -16370.816968 nChanged 5 SP:Iteration 5Q (110.389098 sec): 3 clusters Score: Raw -17575.598692 + Penalty 1197.172535 = -16378.426157 nChanged 3 SP:Iteration 6Q (110.390312 sec): 3 clusters Score: Raw -17585.652616 + Penalty 1195.311231 = -16390.341385 nChanged 5 SP:Iteration 7Q (110.391706 sec): 3 clusters Score: Raw -17590.422326 + Penalty 1195.360837 = -16395.061489 nChanged 2 SP:Iteration 8Q (110.393051 sec): 3 clusters Score: Raw -17593.511778 + Penalty 1193.737810 = -16399.773968 nChanged 4 SP:Iteration 9Q (110.394243 sec): 3 clusters Score: Raw -17596.680863 + Penalty 1192.728984 = -16403.951878 nChanged 2 SP:Iteration 10F (110.395467 sec): 3 clusters Score: Raw -17600.794096 + Penalty 1193.359596 = -16407.434501 nChanged 3 SP:Iteration 11Q (110.396640 sec): 3 clusters Score: Raw -17609.227368 + Penalty 1192.026826 = -16417.200541 nChanged 3 SP:Iteration 12Q (110.397853 sec): 3 clusters Score: Raw -17611.126867 + Penalty 1192.243424 = -16418.883443 nChanged 2 SP:Iteration 13Q (110.399022 sec): 3 clusters Score: Raw -17614.047695 + Penalty 1191.926812 = -16422.120883 nChanged 1 SP:Iteration 14Q (110.400184 sec): 3 clusters Score: Raw -17615.158897 + Penalty 1191.926812 = -16423.232085 nChanged 0 SP:Iteration 15F (110.401408 sec): 3 clusters Score: Raw -17615.158897 + Penalty 1191.926812 = -16423.232085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 75 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.402321 sec): 2 clusters Score: Raw -5917.164485 + Penalty 263.267204 = -5653.897282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.402817 sec): 3 clusters Score: Raw -5898.649596 + Penalty 566.253558 = -5332.396037 nChanged 36 SP:Iteration 1F (110.403308 sec): 3 clusters Score: Raw -5965.279258 + Penalty 570.676214 = -5394.603044 nChanged 7 SP:Iteration 2Q (110.403775 sec): 3 clusters Score: Raw -5981.673666 + Penalty 569.202972 = -5412.470694 nChanged 3 SP:Iteration 3Q (110.404231 sec): 3 clusters Score: Raw -5984.548782 + Penalty 569.202972 = -5415.345810 nChanged 0 SP:Iteration 4F (110.404719 sec): 3 clusters Score: Raw -5984.548782 + Penalty 569.202972 = -5415.345810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 90 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.406119 sec): 2 clusters Score: Raw -13134.427287 + Penalty 879.302688 = -12255.124599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.406918 sec): 3 clusters Score: Raw -13164.247546 + Penalty 1759.294127 = -11404.953419 nChanged 50 SP:Iteration 1F (110.407689 sec): 3 clusters Score: Raw -13272.150042 + Penalty 1759.373251 = -11512.776792 nChanged 8 SP:Iteration 2Q (110.408399 sec): 3 clusters Score: Raw -13298.022583 + Penalty 1759.377329 = -11538.645253 nChanged 4 SP:Iteration 3Q (110.409093 sec): 3 clusters Score: Raw -13310.183469 + Penalty 1759.377329 = -11550.806139 nChanged 0 SP:Iteration 4F (110.409829 sec): 3 clusters Score: Raw -13310.183469 + Penalty 1759.377329 = -11550.806139 nChanged 0 Iteration 219F (111.017259 sec): 32 clusters Score: Raw -1538502.952643 + Penalty 25151.553744 = -1513351.398900 nChanged 6 Iteration 220F (111.600433 sec): 32 clusters Score: Raw -1538503.297587 + Penalty 25152.358115 = -1513350.939471 nChanged 7 Iteration 221F (112.185726 sec): 32 clusters Score: Raw -1538503.630032 + Penalty 25153.928489 = -1513349.701542 nChanged 8 Iteration 222F (112.771743 sec): 32 clusters Score: Raw -1538504.295061 + Penalty 25154.054117 = -1513350.240945 nChanged 12 Iteration 223Q (112.896423 sec): 32 clusters Score: Raw -1538505.526469 + Penalty 25154.638984 = -1513350.887485 nChanged 14 Iteration 224Q (113.021677 sec): 32 clusters Score: Raw -1538507.333435 + Penalty 25155.183600 = -1513352.149836 nChanged 14 Iteration 225Q (113.147057 sec): 32 clusters Score: Raw -1538509.154395 + Penalty 25156.548092 = -1513352.606303 nChanged 16 Iteration 226Q (113.271330 sec): 32 clusters Score: Raw -1538512.033864 + Penalty 25159.470366 = -1513352.563498 nChanged 14 Iteration 227F (113.858041 sec): 32 clusters Score: Raw -1538514.595925 + Penalty 25163.794715 = -1513350.801211 nChanged 14 Iteration 228F (114.442481 sec): 32 clusters Score: Raw -1538516.560472 + Penalty 25164.360863 = -1513352.199609 nChanged 9 Iteration 229Q (114.567654 sec): 32 clusters Score: Raw -1538517.288849 + Penalty 25164.877263 = -1513352.411586 nChanged 7 Iteration 230F (115.156589 sec): 32 clusters Score: Raw -1538517.792139 + Penalty 25165.513611 = -1513352.278528 nChanged 8 Iteration 231F (115.742753 sec): 32 clusters Score: Raw -1538518.328481 + Penalty 25167.243309 = -1513351.085172 nChanged 8 Iteration 232F (116.326512 sec): 32 clusters Score: Raw -1538518.695169 + Penalty 25167.272055 = -1513351.423114 nChanged 2 Iteration 233Q (116.450327 sec): 32 clusters Score: Raw -1538518.736579 + Penalty 25166.611275 = -1513352.125305 nChanged 1 Iteration 234Q (116.573943 sec): 32 clusters Score: Raw -1538518.788463 + Penalty 25166.611275 = -1513352.177188 nChanged 0 Iteration 235F (117.159263 sec): 32 clusters Score: Raw -1538518.788463 + Penalty 25166.611275 = -1513352.177188 nChanged 0 Writing temp clu file Memory request: 0.17 GB would take us to total of 0.35 GB. Compute initial score before splitting: Score: Raw -1538518.788463 + Penalty 25166.611275 = -1513352.177188Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 1 (1034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.281285 sec): 2 clusters Score: Raw -45464.385136 + Penalty 153.390236 = -45310.994900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.283418 sec): 3 clusters Score: Raw -44834.169720 + Penalty 310.070653 = -44524.099068 nChanged 445 SP:Iteration 1F (117.285494 sec): 3 clusters Score: Raw -45159.052582 + Penalty 316.871682 = -44842.180900 nChanged 148 SP:Iteration 2F (117.287546 sec): 3 clusters Score: Raw -45251.922037 + Penalty 326.959715 = -44924.962322 nChanged 81 SP:Iteration 3F (117.289582 sec): 3 clusters Score: Raw -45307.799915 + Penalty 336.831143 = -44970.968772 nChanged 55 SP:Iteration 4F (117.291612 sec): 3 clusters Score: Raw -45351.305872 + Penalty 351.158661 = -45000.147212 nChanged 54 SP:Iteration 5F (117.293626 sec): 3 clusters Score: Raw -45395.341457 + Penalty 367.066422 = -45028.275036 nChanged 42 SP:Iteration 6Q (117.295633 sec): 3 clusters Score: Raw -45431.882196 + Penalty 392.566907 = -45039.315289 nChanged 33 SP:Iteration 7Q (117.297655 sec): 3 clusters Score: Raw -45459.110957 + Penalty 399.947836 = -45059.163121 nChanged 21 SP:Iteration 8Q (117.299683 sec): 3 clusters Score: Raw -45475.942906 + Penalty 407.079260 = -45068.863646 nChanged 19 SP:Iteration 9Q (117.301657 sec): 3 clusters Score: Raw -45487.230685 + Penalty 426.957380 = -45060.273304 nChanged 13 SP:Iteration 10F (117.303641 sec): 3 clusters Score: Raw -45498.132566 + Penalty 436.715841 = -45061.416724 nChanged 10 SP:Iteration 11Q (117.305507 sec): 3 clusters Score: Raw -45505.919015 + Penalty 447.246637 = -45058.672379 nChanged 9 SP:Iteration 12F (117.307488 sec): 3 clusters Score: Raw -45514.133324 + Penalty 451.263207 = -45062.870117 nChanged 5 SP:Iteration 13Q (117.309271 sec): 3 clusters Score: Raw -45517.287835 + Penalty 453.929663 = -45063.358172 nChanged 1 SP:Iteration 14Q (117.311046 sec): 3 clusters Score: Raw -45517.894734 + Penalty 453.929663 = -45063.965071 nChanged 0 SP:Iteration 15F (117.313033 sec): 3 clusters Score: Raw -45517.894734 + Penalty 453.929663 = -45063.965071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 3 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.314033 sec): 2 clusters Score: Raw -7451.799697 + Penalty 93.685320 = -7358.114378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.314569 sec): 3 clusters Score: Raw -7360.202762 + Penalty 187.343228 = -7172.859534 nChanged 54 SP:Iteration 1F (117.315102 sec): 3 clusters Score: Raw -7411.147928 + Penalty 187.590758 = -7223.557170 nChanged 22 SP:Iteration 2F (117.315627 sec): 3 clusters Score: Raw -7447.243623 + Penalty 188.324427 = -7258.919196 nChanged 13 SP:Iteration 3F (117.316150 sec): 3 clusters Score: Raw -7466.819095 + Penalty 188.668056 = -7278.151040 nChanged 3 SP:Iteration 4Q (117.316656 sec): 3 clusters Score: Raw -7467.653786 + Penalty 188.963581 = -7278.690206 nChanged 1 SP:Iteration 5Q (117.317160 sec): 3 clusters Score: Raw -7468.046727 + Penalty 188.963581 = -7279.083146 nChanged 0 SP:Iteration 6F (117.317682 sec): 3 clusters Score: Raw -7468.046727 + Penalty 188.963581 = -7279.083146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 4 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.318750 sec): 2 clusters Score: Raw -9317.279762 + Penalty 164.015416 = -9153.264346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.319395 sec): 3 clusters Score: Raw -9216.983181 + Penalty 353.498751 = -8863.484429 nChanged 71 SP:Iteration 1F (117.320012 sec): 3 clusters Score: Raw -9287.999590 + Penalty 374.492785 = -8913.506805 nChanged 21 SP:Iteration 2F (117.320629 sec): 3 clusters Score: Raw -9308.817058 + Penalty 383.458789 = -8925.358270 nChanged 5 SP:Iteration 3Q (117.321243 sec): 3 clusters Score: Raw -9311.319477 + Penalty 389.876871 = -8921.442606 nChanged 3 SP:Iteration 4F (117.321860 sec): 3 clusters Score: Raw -9315.885637 + Penalty 399.046204 = -8916.839432 nChanged 4 SP:Iteration 5F (117.322479 sec): 3 clusters Score: Raw -9320.050049 + Penalty 403.961402 = -8916.088647 nChanged 2 SP:Iteration 6F (117.323118 sec): 3 clusters Score: Raw -9322.441733 + Penalty 406.036091 = -8916.405642 nChanged 1 SP:Iteration 7Q (117.323749 sec): 3 clusters Score: Raw -9323.188895 + Penalty 406.036091 = -8917.152804 nChanged 0 SP:Iteration 8F (117.324459 sec): 3 clusters Score: Raw -9323.188895 + Penalty 406.036091 = -8917.152804 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 6 (1727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.333172 sec): 2 clusters Score: Raw -76246.486641 + Penalty 58.056440 = -76188.430201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.336547 sec): 3 clusters Score: Raw -75152.746857 + Penalty 116.298732 = -75036.448125 nChanged 799 SP:Iteration 1F (117.339872 sec): 3 clusters Score: Raw -75753.339624 + Penalty 116.483103 = -75636.856520 nChanged 136 SP:Iteration 2F (117.343210 sec): 3 clusters Score: Raw -75834.671372 + Penalty 117.099110 = -75717.572262 nChanged 115 SP:Iteration 3F (117.346625 sec): 3 clusters Score: Raw -75903.296892 + Penalty 117.191710 = -75786.105182 nChanged 82 SP:Iteration 4Q (117.350000 sec): 3 clusters Score: Raw -75969.603702 + Penalty 117.083403 = -75852.520299 nChanged 73 SP:Iteration 5Q (117.353350 sec): 3 clusters Score: Raw -76013.223771 + Penalty 117.260829 = -75895.962942 nChanged 47 SP:Iteration 6Q (117.356695 sec): 3 clusters Score: Raw -76039.821836 + Penalty 117.398314 = -75922.423522 nChanged 43 SP:Iteration 7Q (117.360024 sec): 3 clusters Score: Raw -76054.254809 + Penalty 117.211050 = -75937.043759 nChanged 27 SP:Iteration 8Q (117.363372 sec): 3 clusters Score: Raw -76061.649473 + Penalty 117.305502 = -75944.343971 nChanged 22 SP:Iteration 9Q (117.366673 sec): 3 clusters Score: Raw -76067.751494 + Penalty 117.608296 = -75950.143199 nChanged 24 SP:Iteration 10F (117.370059 sec): 3 clusters Score: Raw -76073.532881 + Penalty 117.611573 = -75955.921308 nChanged 23 SP:Iteration 11Q (117.373348 sec): 3 clusters Score: Raw -76080.120223 + Penalty 117.688477 = -75962.431746 nChanged 24 SP:Iteration 12Q (117.376628 sec): 3 clusters Score: Raw -76086.120815 + Penalty 118.128016 = -75967.992799 nChanged 21 SP:Iteration 13Q (117.379896 sec): 3 clusters Score: Raw -76090.594981 + Penalty 118.469590 = -75972.125391 nChanged 15 SP:Iteration 14Q (117.383151 sec): 3 clusters Score: Raw -76093.817970 + Penalty 118.010401 = -75975.807569 nChanged 14 SP:Iteration 15Q (117.386395 sec): 3 clusters Score: Raw -76097.977685 + Penalty 118.341114 = -75979.636571 nChanged 17 SP:Iteration 16Q (117.389635 sec): 3 clusters Score: Raw -76102.822979 + Penalty 117.710653 = -75985.112326 nChanged 25 SP:Iteration 17Q (117.392860 sec): 3 clusters Score: Raw -76113.269863 + Penalty 117.313675 = -75995.956188 nChanged 30 SP:Iteration 18Q (117.396076 sec): 3 clusters Score: Raw -76126.729267 + Penalty 117.052907 = -76009.676360 nChanged 34 SP:Iteration 19Q (117.399292 sec): 3 clusters Score: Raw -76141.455945 + Penalty 115.969052 = -76025.486892 nChanged 30 SP:Iteration 20F (117.402727 sec): 3 clusters Score: Raw -76154.291755 + Penalty 115.270122 = -76039.021634 nChanged 26 SP:Iteration 21Q (117.405886 sec): 3 clusters Score: Raw -76163.836707 + Penalty 115.847905 = -76047.988802 nChanged 22 SP:Iteration 22Q (117.409060 sec): 3 clusters Score: Raw -76171.197129 + Penalty 116.491854 = -76054.705276 nChanged 18 SP:Iteration 23Q (117.412187 sec): 3 clusters Score: Raw -76176.840885 + Penalty 117.873526 = -76058.967359 nChanged 22 SP:Iteration 24Q (117.415339 sec): 3 clusters Score: Raw -76184.438305 + Penalty 118.196862 = -76066.241443 nChanged 16 SP:Iteration 25Q (117.418457 sec): 3 clusters Score: Raw -76190.599682 + Penalty 119.661368 = -76070.938314 nChanged 19 SP:Iteration 26Q (117.421543 sec): 3 clusters Score: Raw -76198.874094 + Penalty 121.352753 = -76077.521341 nChanged 22 SP:Iteration 27Q (117.424603 sec): 3 clusters Score: Raw -76209.504925 + Penalty 118.059104 = -76091.445821 nChanged 15 SP:Iteration 28Q (117.427736 sec): 3 clusters Score: Raw -76216.727512 + Penalty 119.070268 = -76097.657244 nChanged 13 SP:Iteration 29Q (117.430879 sec): 3 clusters Score: Raw -76223.609320 + Penalty 119.323367 = -76104.285953 nChanged 8 SP:Iteration 30F (117.434521 sec): 3 clusters Score: Raw -76225.732302 + Penalty 120.457199 = -76105.275103 nChanged 11 SP:Iteration 31Q (117.437490 sec): 3 clusters Score: Raw -76229.073690 + Penalty 119.412341 = -76109.661349 nChanged 11 SP:Iteration 32Q (117.440454 sec): 3 clusters Score: Raw -76233.441917 + Penalty 121.172603 = -76112.269313 nChanged 9 SP:Iteration 33Q (117.443403 sec): 3 clusters Score: Raw -76236.876782 + Penalty 123.057657 = -76113.819125 nChanged 9 SP:Iteration 34Q (117.446338 sec): 3 clusters Score: Raw -76238.959637 + Penalty 124.707451 = -76114.252187 nChanged 7 SP:Iteration 35Q (117.449266 sec): 3 clusters Score: Raw -76241.337901 + Penalty 124.756802 = -76116.581099 nChanged 8 SP:Iteration 36Q (117.452191 sec): 3 clusters Score: Raw -76243.747474 + Penalty 128.050979 = -76115.696496 nChanged 6 SP:Iteration 37F (117.455676 sec): 3 clusters Score: Raw -76244.922575 + Penalty 129.312158 = -76115.610417 nChanged 2 SP:Iteration 38F (117.459158 sec): 3 clusters Score: Raw -76245.070978 + Penalty 128.580886 = -76116.490092 nChanged 2 SP:Iteration 39Q (117.462069 sec): 3 clusters Score: Raw -76245.205020 + Penalty 129.960658 = -76115.244361 nChanged 2 SP:Iteration 40F (117.465554 sec): 3 clusters Score: Raw -76245.252139 + Penalty 130.710097 = -76114.542042 nChanged 1 SP:Iteration 41F (117.469041 sec): 3 clusters Score: Raw -76245.271641 + Penalty 132.210814 = -76113.060827 nChanged 3 SP:Iteration 42F (117.472530 sec): 3 clusters Score: Raw -76245.748322 + Penalty 134.699164 = -76111.049158 nChanged 3 SP:Iteration 43F (117.476020 sec): 3 clusters Score: Raw -76246.112549 + Penalty 135.708231 = -76110.404318 nChanged 1 SP:Iteration 44F (117.479510 sec): 3 clusters Score: Raw -76246.097081 + Penalty 135.708231 = -76110.388850 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 7 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.480824 sec): 2 clusters Score: Raw -9062.225889 + Penalty 692.237784 = -8369.988105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.481434 sec): 3 clusters Score: Raw -9063.889271 + Penalty 1399.092703 = -7664.796568 nChanged 33 SP:Iteration 1F (117.482019 sec): 3 clusters Score: Raw -9121.966023 + Penalty 1405.484087 = -7716.481936 nChanged 14 SP:Iteration 2F (117.482602 sec): 3 clusters Score: Raw -9155.503266 + Penalty 1408.664742 = -7746.838524 nChanged 7 SP:Iteration 3Q (117.483155 sec): 3 clusters Score: Raw -9173.209235 + Penalty 1409.983835 = -7763.225400 nChanged 7 SP:Iteration 4Q (117.483704 sec): 3 clusters Score: Raw -9196.146369 + Penalty 1414.956216 = -7781.190154 nChanged 4 SP:Iteration 5Q (117.484248 sec): 3 clusters Score: Raw -9213.965761 + Penalty 1414.001638 = -7799.964123 nChanged 2 SP:Iteration 6Q (117.484789 sec): 3 clusters Score: Raw -9218.503224 + Penalty 1416.039642 = -7802.463582 nChanged 2 SP:Iteration 7Q (117.485327 sec): 3 clusters Score: Raw -9222.855707 + Penalty 1416.039642 = -7806.816065 nChanged 0 SP:Iteration 8F (117.486001 sec): 3 clusters Score: Raw -9222.855707 + Penalty 1416.039642 = -7806.816065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 8 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.488379 sec): 2 clusters Score: Raw -18306.657741 + Penalty 69.961161 = -18236.696581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.489363 sec): 3 clusters Score: Raw -18078.613891 + Penalty 140.005759 = -17938.608132 nChanged 176 SP:Iteration 1F (117.490337 sec): 3 clusters Score: Raw -18161.863462 + Penalty 140.448439 = -18021.415024 nChanged 15 SP:Iteration 2Q (117.491304 sec): 3 clusters Score: Raw -18165.958289 + Penalty 141.386520 = -18024.571769 nChanged 18 SP:Iteration 3Q (117.492274 sec): 3 clusters Score: Raw -18177.926547 + Penalty 143.588263 = -18034.338284 nChanged 33 SP:Iteration 4F (117.493255 sec): 3 clusters Score: Raw -18214.197106 + Penalty 146.653956 = -18067.543150 nChanged 40 SP:Iteration 5F (117.494245 sec): 3 clusters Score: Raw -18262.616742 + Penalty 148.628775 = -18113.987967 nChanged 33 SP:Iteration 6F (117.495242 sec): 3 clusters Score: Raw -18303.350067 + Penalty 151.248459 = -18152.101608 nChanged 15 SP:Iteration 7Q (117.496235 sec): 3 clusters Score: Raw -18314.931728 + Penalty 152.444009 = -18162.487719 nChanged 6 SP:Iteration 8Q (117.497191 sec): 3 clusters Score: Raw -18318.565582 + Penalty 152.983376 = -18165.582205 nChanged 2 SP:Iteration 9Q (117.498126 sec): 3 clusters Score: Raw -18319.435709 + Penalty 152.983376 = -18166.452333 nChanged 0 SP:Iteration 10F (117.499124 sec): 3 clusters Score: Raw -18319.435709 + Penalty 152.983376 = -18166.452333 nChanged 0 Memory request: 0.10 GB would take us to total of 0.45 GB. Trying to split cluster 9 (21456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.597860 sec): 2 clusters Score: Raw -908793.776664 + Penalty 264.354188 = -908529.422475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.640760 sec): 3 clusters Score: Raw -894310.901316 + Penalty 514.485613 = -893796.415703 nChanged 10257 SP:Iteration 1F (117.682244 sec): 3 clusters Score: Raw -900722.357456 + Penalty 491.439262 = -900230.918195 nChanged 3111 SP:Iteration 2F (117.723627 sec): 3 clusters Score: Raw -903070.971476 + Penalty 476.047221 = -902594.924255 nChanged 2248 SP:Iteration 3F (117.764701 sec): 3 clusters Score: Raw -905307.974850 + Penalty 475.743073 = -904832.231777 nChanged 1748 SP:Iteration 4F (117.804617 sec): 3 clusters Score: Raw -907032.185781 + Penalty 489.793450 = -906542.392331 nChanged 1054 SP:Iteration 5Q (117.845882 sec): 3 clusters Score: Raw -907996.401496 + Penalty 503.847692 = -907492.553804 nChanged 533 SP:Iteration 6Q (117.884802 sec): 3 clusters Score: Raw -908431.769077 + Penalty 524.708334 = -907907.060742 nChanged 278 SP:Iteration 7Q (117.919757 sec): 3 clusters Score: Raw -908675.895307 + Penalty 564.634133 = -908111.261174 nChanged 142 SP:Iteration 8Q (117.953808 sec): 3 clusters Score: Raw -908823.056693 + Penalty 558.098354 = -908264.958339 nChanged 34 SP:Iteration 9Q (117.985799 sec): 3 clusters Score: Raw -908854.364648 + Penalty 570.871434 = -908283.493214 nChanged 17 SP:Iteration 10F (118.024840 sec): 3 clusters Score: Raw -908865.175192 + Penalty 586.406395 = -908278.768797 nChanged 9 SP:Iteration 11F (118.064025 sec): 3 clusters Score: Raw -908870.365062 + Penalty 602.021236 = -908268.343826 nChanged 8 SP:Iteration 12F (118.103058 sec): 3 clusters Score: Raw -908872.955994 + Penalty 608.798206 = -908264.157788 nChanged 4 SP:Iteration 13F (118.142543 sec): 3 clusters Score: Raw -908874.753697 + Penalty 616.885381 = -908257.868315 nChanged 4 SP:Iteration 14F (118.182187 sec): 3 clusters Score: Raw -908875.611549 + Penalty 629.515597 = -908246.095952 nChanged 3 SP:Iteration 15F (118.221568 sec): 3 clusters Score: Raw -908877.157649 + Penalty 637.544795 = -908239.612854 nChanged 5 SP:Iteration 16F (118.261766 sec): 3 clusters Score: Raw -908879.366306 + Penalty 646.438064 = -908232.928242 nChanged 2 SP:Iteration 17F (118.301116 sec): 3 clusters Score: Raw -908880.292346 + Penalty 650.897749 = -908229.394597 nChanged 1 SP:Iteration 18F (118.340422 sec): 3 clusters Score: Raw -908881.293645 + Penalty 649.338152 = -908231.955494 nChanged 1 SP:Iteration 19Q (118.372079 sec): 3 clusters Score: Raw -908881.727755 + Penalty 652.401216 = -908229.326538 nChanged 1 SP:Iteration 20F (118.411227 sec): 3 clusters Score: Raw -908881.873310 + Penalty 651.480561 = -908230.392750 nChanged 1 SP:Iteration 21Q (118.442447 sec): 3 clusters Score: Raw -908881.893051 + Penalty 651.480561 = -908230.412491 nChanged 0 SP:Iteration 22F (118.481699 sec): 3 clusters Score: Raw -908881.893051 + Penalty 651.480561 = -908230.412491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 10 (362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.495338 sec): 2 clusters Score: Raw -17201.025520 + Penalty 636.029808 = -16564.995712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.496227 sec): 3 clusters Score: Raw -17092.534256 + Penalty 1272.750607 = -15819.783649 nChanged 88 SP:Iteration 1F (118.497098 sec): 3 clusters Score: Raw -17187.346356 + Penalty 1273.011429 = -15914.334927 nChanged 21 SP:Iteration 2F (118.497980 sec): 3 clusters Score: Raw -17210.589078 + Penalty 1273.532698 = -15937.056380 nChanged 12 SP:Iteration 3Q (118.498844 sec): 3 clusters Score: Raw -17227.931567 + Penalty 1274.000052 = -15953.931516 nChanged 8 SP:Iteration 4Q (118.499706 sec): 3 clusters Score: Raw -17239.365027 + Penalty 1273.855505 = -15965.509523 nChanged 10 SP:Iteration 5Q (118.500568 sec): 3 clusters Score: Raw -17251.009557 + Penalty 1274.353261 = -15976.656296 nChanged 10 SP:Iteration 6Q (118.501424 sec): 3 clusters Score: Raw -17265.159192 + Penalty 1274.073271 = -15991.085921 nChanged 7 SP:Iteration 7Q (118.502276 sec): 3 clusters Score: Raw -17276.287352 + Penalty 1273.701200 = -16002.586151 nChanged 7 SP:Iteration 8Q (118.503126 sec): 3 clusters Score: Raw -17290.721640 + Penalty 1273.953109 = -16016.768532 nChanged 4 SP:Iteration 9Q (118.503970 sec): 3 clusters Score: Raw -17296.401279 + Penalty 1274.270338 = -16022.130942 nChanged 4 SP:Iteration 10F (118.504848 sec): 3 clusters Score: Raw -17302.341647 + Penalty 1274.524343 = -16027.817304 nChanged 3 SP:Iteration 11Q (118.505688 sec): 3 clusters Score: Raw -17307.393604 + Penalty 1274.077718 = -16033.315885 nChanged 3 SP:Iteration 12Q (118.506525 sec): 3 clusters Score: Raw -17315.419694 + Penalty 1273.926588 = -16041.493106 nChanged 6 SP:Iteration 13Q (118.507360 sec): 3 clusters Score: Raw -17325.523387 + Penalty 1273.840761 = -16051.682626 nChanged 4 SP:Iteration 14Q (118.508190 sec): 3 clusters Score: Raw -17330.643658 + Penalty 1273.241731 = -16057.401927 nChanged 4 SP:Iteration 15Q (118.509019 sec): 3 clusters Score: Raw -17335.828297 + Penalty 1272.909585 = -16062.918712 nChanged 4 SP:Iteration 16Q (118.509846 sec): 3 clusters Score: Raw -17347.058915 + Penalty 1272.059617 = -16074.999298 nChanged 8 SP:Iteration 17Q (118.510675 sec): 3 clusters Score: Raw -17371.273198 + Penalty 1271.050647 = -16100.222551 nChanged 8 SP:Iteration 18Q (118.511496 sec): 3 clusters Score: Raw -17387.792783 + Penalty 1269.873257 = -16117.919526 nChanged 8 SP:Iteration 19Q (118.512315 sec): 3 clusters Score: Raw -17399.465411 + Penalty 1268.932669 = -16130.532742 nChanged 9 SP:Iteration 20F (118.513185 sec): 3 clusters Score: Raw -17423.882145 + Penalty 1269.619349 = -16154.262795 nChanged 5 SP:Iteration 21Q (118.514000 sec): 3 clusters Score: Raw -17454.035596 + Penalty 1269.047245 = -16184.988351 nChanged 4 SP:Iteration 22Q (118.514810 sec): 3 clusters Score: Raw -17460.916324 + Penalty 1267.722051 = -16193.194274 nChanged 8 SP:Iteration 23Q (118.515620 sec): 3 clusters Score: Raw -17474.265893 + Penalty 1268.357974 = -16205.907920 nChanged 7 SP:Iteration 24Q (118.516424 sec): 3 clusters Score: Raw -17483.123339 + Penalty 1268.483448 = -16214.639890 nChanged 2 SP:Iteration 25Q (118.517258 sec): 3 clusters Score: Raw -17485.271391 + Penalty 1268.921873 = -16216.349518 nChanged 1 SP:Iteration 26Q (118.518061 sec): 3 clusters Score: Raw -17486.357195 + Penalty 1268.921873 = -16217.435322 nChanged 0 SP:Iteration 27F (118.518926 sec): 3 clusters Score: Raw -17486.357195 + Penalty 1268.921873 = -16217.435322 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 12 (685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.522125 sec): 2 clusters Score: Raw -30488.500376 + Penalty 161.380318 = -30327.120058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.523621 sec): 3 clusters Score: Raw -30101.337815 + Penalty 325.383367 = -29775.954448 nChanged 285 SP:Iteration 1F (118.525098 sec): 3 clusters Score: Raw -30298.868274 + Penalty 324.808479 = -29974.059795 nChanged 81 SP:Iteration 2F (118.526592 sec): 3 clusters Score: Raw -30341.882564 + Penalty 322.376195 = -30019.506370 nChanged 41 SP:Iteration 3F (118.528060 sec): 3 clusters Score: Raw -30372.259084 + Penalty 321.169485 = -30051.089599 nChanged 41 SP:Iteration 4F (118.529512 sec): 3 clusters Score: Raw -30405.642912 + Penalty 321.471825 = -30084.171087 nChanged 29 SP:Iteration 5Q (118.530964 sec): 3 clusters Score: Raw -30423.017331 + Penalty 321.979116 = -30101.038216 nChanged 23 SP:Iteration 6Q (118.532445 sec): 3 clusters Score: Raw -30436.699637 + Penalty 322.436548 = -30114.263089 nChanged 12 SP:Iteration 7Q (118.533864 sec): 3 clusters Score: Raw -30441.899491 + Penalty 323.028418 = -30118.871073 nChanged 10 SP:Iteration 8Q (118.535268 sec): 3 clusters Score: Raw -30444.746121 + Penalty 323.384040 = -30121.362081 nChanged 7 SP:Iteration 9Q (118.536649 sec): 3 clusters Score: Raw -30445.908524 + Penalty 323.483412 = -30122.425111 nChanged 3 SP:Iteration 10F (118.538073 sec): 3 clusters Score: Raw -30446.426298 + Penalty 323.674026 = -30122.752272 nChanged 2 SP:Iteration 11Q (118.539456 sec): 3 clusters Score: Raw -30446.496815 + Penalty 323.674026 = -30122.822789 nChanged 0 SP:Iteration 12F (118.540883 sec): 3 clusters Score: Raw -30446.496815 + Penalty 323.674026 = -30122.822789 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 14 (998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.544465 sec): 2 clusters Score: Raw -46053.499323 + Penalty 712.217802 = -45341.281521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.546520 sec): 3 clusters Score: Raw -45549.198165 + Penalty 1424.222146 = -44124.976019 nChanged 363 SP:Iteration 1F (118.548553 sec): 3 clusters Score: Raw -45791.425541 + Penalty 1424.523345 = -44366.902196 nChanged 106 SP:Iteration 2F (118.550581 sec): 3 clusters Score: Raw -45866.100087 + Penalty 1424.302961 = -44441.797126 nChanged 56 SP:Iteration 3F (118.552644 sec): 3 clusters Score: Raw -45901.108486 + Penalty 1424.284350 = -44476.824136 nChanged 35 SP:Iteration 4Q (118.554702 sec): 3 clusters Score: Raw -45929.235501 + Penalty 1424.700548 = -44504.534953 nChanged 32 SP:Iteration 5Q (118.556777 sec): 3 clusters Score: Raw -45946.093618 + Penalty 1424.928514 = -44521.165104 nChanged 23 SP:Iteration 6Q (118.558828 sec): 3 clusters Score: Raw -45961.439549 + Penalty 1425.578824 = -44535.860725 nChanged 22 SP:Iteration 7Q (118.560964 sec): 3 clusters Score: Raw -45972.740578 + Penalty 1425.957995 = -44546.782583 nChanged 19 SP:Iteration 8Q (118.563016 sec): 3 clusters Score: Raw -45980.439426 + Penalty 1427.074526 = -44553.364900 nChanged 14 SP:Iteration 9Q (118.565100 sec): 3 clusters Score: Raw -45988.245233 + Penalty 1428.440575 = -44559.804658 nChanged 13 SP:Iteration 10F (118.567205 sec): 3 clusters Score: Raw -45994.105711 + Penalty 1429.283477 = -44564.822234 nChanged 9 SP:Iteration 11Q (118.569237 sec): 3 clusters Score: Raw -45998.932210 + Penalty 1430.084436 = -44568.847774 nChanged 9 SP:Iteration 12Q (118.571270 sec): 3 clusters Score: Raw -46004.342928 + Penalty 1431.240891 = -44573.102037 nChanged 7 SP:Iteration 13Q (118.573262 sec): 3 clusters Score: Raw -46009.097882 + Penalty 1432.037806 = -44577.060076 nChanged 8 SP:Iteration 14Q (118.575252 sec): 3 clusters Score: Raw -46012.869695 + Penalty 1433.758730 = -44579.110964 nChanged 9 SP:Iteration 15Q (118.577242 sec): 3 clusters Score: Raw -46020.698416 + Penalty 1437.609478 = -44583.088938 nChanged 18 SP:Iteration 16Q (118.579230 sec): 3 clusters Score: Raw -46032.870830 + Penalty 1439.712005 = -44593.158826 nChanged 12 SP:Iteration 17Q (118.581218 sec): 3 clusters Score: Raw -46040.046216 + Penalty 1444.451333 = -44595.594883 nChanged 18 SP:Iteration 18Q (118.583200 sec): 3 clusters Score: Raw -46059.195612 + Penalty 1451.042178 = -44608.153434 nChanged 22 SP:Iteration 19Q (118.585179 sec): 3 clusters Score: Raw -46087.299838 + Penalty 1459.093612 = -44628.206226 nChanged 28 SP:Iteration 20F (118.587228 sec): 3 clusters Score: Raw -46118.480353 + Penalty 1468.641994 = -44649.838359 nChanged 28 SP:Iteration 21Q (118.589190 sec): 3 clusters Score: Raw -46146.459696 + Penalty 1477.891615 = -44668.568081 nChanged 20 SP:Iteration 22Q (118.591136 sec): 3 clusters Score: Raw -46162.307739 + Penalty 1483.051278 = -44679.256461 nChanged 14 SP:Iteration 23Q (118.593068 sec): 3 clusters Score: Raw -46172.376731 + Penalty 1486.127096 = -44686.249635 nChanged 10 SP:Iteration 24Q (118.594998 sec): 3 clusters Score: Raw -46179.602899 + Penalty 1490.329850 = -44689.273050 nChanged 16 SP:Iteration 25Q (118.596921 sec): 3 clusters Score: Raw -46196.862012 + Penalty 1490.776685 = -44706.085327 nChanged 7 SP:Iteration 26Q (118.598833 sec): 3 clusters Score: Raw -46204.385335 + Penalty 1492.255836 = -44712.129499 nChanged 4 SP:Iteration 27Q (118.600744 sec): 3 clusters Score: Raw -46206.909891 + Penalty 1493.163092 = -44713.746799 nChanged 1 SP:Iteration 28Q (118.602646 sec): 3 clusters Score: Raw -46207.050313 + Penalty 1493.338743 = -44713.711570 nChanged 1 SP:Iteration 29F (118.604710 sec): 3 clusters Score: Raw -46207.899723 + Penalty 1493.612662 = -44714.287062 nChanged 1 SP:Iteration 30F (118.606775 sec): 3 clusters Score: Raw -46208.253534 + Penalty 1493.988125 = -44714.265409 nChanged 2 SP:Iteration 31F (118.608837 sec): 3 clusters Score: Raw -46208.693745 + Penalty 1493.988125 = -44714.705620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 15 (445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.611441 sec): 2 clusters Score: Raw -20435.848394 + Penalty 63.377013 = -20372.471381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.612480 sec): 3 clusters Score: Raw -20176.418543 + Penalty 134.322838 = -20042.095705 nChanged 189 SP:Iteration 1F (118.613488 sec): 3 clusters Score: Raw -20372.964253 + Penalty 133.955575 = -20239.008678 nChanged 31 SP:Iteration 2F (118.614493 sec): 3 clusters Score: Raw -20389.354326 + Penalty 134.176500 = -20255.177827 nChanged 14 SP:Iteration 3Q (118.615457 sec): 3 clusters Score: Raw -20392.051940 + Penalty 133.683333 = -20258.368607 nChanged 7 SP:Iteration 4Q (118.616419 sec): 3 clusters Score: Raw -20392.918372 + Penalty 133.025814 = -20259.892559 nChanged 5 SP:Iteration 5Q (118.617381 sec): 3 clusters Score: Raw -20393.636319 + Penalty 132.816246 = -20260.820073 nChanged 4 SP:Iteration 6Q (118.618342 sec): 3 clusters Score: Raw -20394.126955 + Penalty 132.564629 = -20261.562327 nChanged 2 SP:Iteration 7Q (118.619302 sec): 3 clusters Score: Raw -20394.700281 + Penalty 133.123344 = -20261.576937 nChanged 4 SP:Iteration 8Q (118.620262 sec): 3 clusters Score: Raw -20395.787061 + Penalty 134.042474 = -20261.744587 nChanged 5 SP:Iteration 9Q (118.621217 sec): 3 clusters Score: Raw -20397.459532 + Penalty 134.558497 = -20262.901035 nChanged 6 SP:Iteration 10F (118.622218 sec): 3 clusters Score: Raw -20399.616800 + Penalty 135.843127 = -20263.773673 nChanged 6 SP:Iteration 11Q (118.623196 sec): 3 clusters Score: Raw -20400.925279 + Penalty 135.999337 = -20264.925941 nChanged 1 SP:Iteration 12Q (118.624141 sec): 3 clusters Score: Raw -20401.065485 + Penalty 136.266617 = -20264.798868 nChanged 1 SP:Iteration 13F (118.625142 sec): 3 clusters Score: Raw -20401.269910 + Penalty 136.266617 = -20265.003293 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 17 (900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.635097 sec): 2 clusters Score: Raw -40331.548126 + Penalty 629.821052 = -39701.727074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.636999 sec): 3 clusters Score: Raw -39866.058400 + Penalty 1259.947857 = -38606.110543 nChanged 303 SP:Iteration 1F (118.638830 sec): 3 clusters Score: Raw -40078.989033 + Penalty 1262.994958 = -38815.994075 nChanged 113 SP:Iteration 2F (118.640656 sec): 3 clusters Score: Raw -40191.419378 + Penalty 1266.006334 = -38925.413044 nChanged 76 SP:Iteration 3F (118.642472 sec): 3 clusters Score: Raw -40270.754500 + Penalty 1267.457956 = -39003.296543 nChanged 49 SP:Iteration 4F (118.644287 sec): 3 clusters Score: Raw -40317.176555 + Penalty 1268.956720 = -39048.219835 nChanged 35 SP:Iteration 5Q (118.646072 sec): 3 clusters Score: Raw -40343.147721 + Penalty 1269.087553 = -39074.060169 nChanged 23 SP:Iteration 6Q (118.647890 sec): 3 clusters Score: Raw -40362.511577 + Penalty 1268.555040 = -39093.956538 nChanged 15 SP:Iteration 7Q (118.649664 sec): 3 clusters Score: Raw -40372.197242 + Penalty 1268.134662 = -39104.062580 nChanged 12 SP:Iteration 8Q (118.651432 sec): 3 clusters Score: Raw -40381.162296 + Penalty 1266.301740 = -39114.860555 nChanged 15 SP:Iteration 9Q (118.653203 sec): 3 clusters Score: Raw -40393.468070 + Penalty 1266.226625 = -39127.241445 nChanged 18 SP:Iteration 10F (118.655068 sec): 3 clusters Score: Raw -40400.500153 + Penalty 1264.683525 = -39135.816628 nChanged 10 SP:Iteration 11Q (118.656884 sec): 3 clusters Score: Raw -40407.322951 + Penalty 1265.497526 = -39141.825425 nChanged 4 SP:Iteration 12Q (118.658712 sec): 3 clusters Score: Raw -40410.839541 + Penalty 1266.348523 = -39144.491018 nChanged 6 SP:Iteration 13Q (118.660615 sec): 3 clusters Score: Raw -40415.907975 + Penalty 1266.466333 = -39149.441642 nChanged 8 SP:Iteration 14Q (118.662417 sec): 3 clusters Score: Raw -40420.173981 + Penalty 1266.957122 = -39153.216859 nChanged 9 SP:Iteration 15Q (118.664173 sec): 3 clusters Score: Raw -40422.519347 + Penalty 1267.050270 = -39155.469077 nChanged 6 SP:Iteration 16Q (118.665922 sec): 3 clusters Score: Raw -40424.188405 + Penalty 1267.578572 = -39156.609833 nChanged 3 SP:Iteration 17Q (118.667671 sec): 3 clusters Score: Raw -40425.059849 + Penalty 1267.983706 = -39157.076143 nChanged 1 SP:Iteration 18Q (118.669417 sec): 3 clusters Score: Raw -40425.144295 + Penalty 1267.983706 = -39157.160589 nChanged 0 SP:Iteration 19F (118.671239 sec): 3 clusters Score: Raw -40425.144295 + Penalty 1267.983706 = -39157.160589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 18 (535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.674209 sec): 2 clusters Score: Raw -25054.498397 + Penalty 216.807650 = -24837.690748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.675423 sec): 3 clusters Score: Raw -24762.124212 + Penalty 439.222856 = -24322.901357 nChanged 209 SP:Iteration 1F (118.676602 sec): 3 clusters Score: Raw -24911.130339 + Penalty 444.423564 = -24466.706775 nChanged 57 SP:Iteration 2F (118.677770 sec): 3 clusters Score: Raw -24962.840058 + Penalty 446.763829 = -24516.076229 nChanged 25 SP:Iteration 3Q (118.678924 sec): 3 clusters Score: Raw -24982.695235 + Penalty 450.603227 = -24532.092008 nChanged 26 SP:Iteration 4Q (118.680066 sec): 3 clusters Score: Raw -25003.860592 + Penalty 464.212559 = -24539.648033 nChanged 29 SP:Iteration 5F (118.681222 sec): 3 clusters Score: Raw -25034.293875 + Penalty 468.298350 = -24565.995525 nChanged 18 SP:Iteration 6Q (118.682379 sec): 3 clusters Score: Raw -25053.858834 + Penalty 473.578101 = -24580.280733 nChanged 11 SP:Iteration 7Q (118.683482 sec): 3 clusters Score: Raw -25064.156711 + Penalty 474.059073 = -24590.097638 nChanged 5 SP:Iteration 8Q (118.684571 sec): 3 clusters Score: Raw -25066.403215 + Penalty 472.032209 = -24594.371006 nChanged 5 SP:Iteration 9Q (118.685668 sec): 3 clusters Score: Raw -25071.682077 + Penalty 470.188810 = -24601.493267 nChanged 2 SP:Iteration 10F (118.686824 sec): 3 clusters Score: Raw -25076.831245 + Penalty 469.101826 = -24607.729419 nChanged 1 SP:Iteration 11Q (118.687890 sec): 3 clusters Score: Raw -25077.094423 + Penalty 469.101826 = -24607.992597 nChanged 0 SP:Iteration 12F (118.689037 sec): 3 clusters Score: Raw -25077.094423 + Penalty 469.101826 = -24607.992597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 19 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.690309 sec): 2 clusters Score: Raw -11731.064130 + Penalty 307.177548 = -11423.886582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.691002 sec): 3 clusters Score: Raw -11614.563661 + Penalty 613.202684 = -11001.360977 nChanged 81 SP:Iteration 1F (118.691683 sec): 3 clusters Score: Raw -11676.299253 + Penalty 613.137395 = -11063.161858 nChanged 28 SP:Iteration 2F (118.692361 sec): 3 clusters Score: Raw -11692.759533 + Penalty 612.400955 = -11080.358579 nChanged 7 SP:Iteration 3Q (118.693035 sec): 3 clusters Score: Raw -11703.523927 + Penalty 613.253845 = -11090.270082 nChanged 6 SP:Iteration 4Q (118.693707 sec): 3 clusters Score: Raw -11714.376563 + Penalty 617.080679 = -11097.295884 nChanged 10 SP:Iteration 5Q (118.694375 sec): 3 clusters Score: Raw -11725.344723 + Penalty 621.258843 = -11104.085880 nChanged 6 SP:Iteration 6Q (118.695040 sec): 3 clusters Score: Raw -11730.669234 + Penalty 629.189151 = -11101.480083 nChanged 9 SP:Iteration 7F (118.695712 sec): 3 clusters Score: Raw -11740.093944 + Penalty 639.579928 = -11100.514015 nChanged 8 SP:Iteration 8F (118.696381 sec): 3 clusters Score: Raw -11751.888675 + Penalty 663.283220 = -11088.605454 nChanged 13 SP:Iteration 9F (118.697050 sec): 3 clusters Score: Raw -11770.755135 + Penalty 675.048857 = -11095.706278 nChanged 6 SP:Iteration 10F (118.697714 sec): 3 clusters Score: Raw -11780.335470 + Penalty 686.766162 = -11093.569307 nChanged 5 SP:Iteration 11F (118.698379 sec): 3 clusters Score: Raw -11786.961537 + Penalty 696.087409 = -11090.874128 nChanged 5 SP:Iteration 12F (118.699042 sec): 3 clusters Score: Raw -11793.450200 + Penalty 698.576492 = -11094.873708 nChanged 2 SP:Iteration 13Q (118.699670 sec): 3 clusters Score: Raw -11798.728537 + Penalty 708.066314 = -11090.662223 nChanged 6 SP:Iteration 14F (118.700335 sec): 3 clusters Score: Raw -11808.749974 + Penalty 717.818871 = -11090.931104 nChanged 4 SP:Iteration 15Q (118.700948 sec): 3 clusters Score: Raw -11813.598455 + Penalty 723.289420 = -11090.309035 nChanged 2 SP:Iteration 16F (118.701607 sec): 3 clusters Score: Raw -11814.933887 + Penalty 723.289420 = -11091.644467 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 21 (1937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.711520 sec): 2 clusters Score: Raw -89260.337436 + Penalty 457.633598 = -88802.703838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.715307 sec): 3 clusters Score: Raw -88174.583446 + Penalty 926.392123 = -87248.191323 nChanged 799 SP:Iteration 1F (118.718982 sec): 3 clusters Score: Raw -88815.870256 + Penalty 937.186941 = -87878.683314 nChanged 226 SP:Iteration 2F (118.722627 sec): 3 clusters Score: Raw -89012.458564 + Penalty 950.832742 = -88061.625822 nChanged 143 SP:Iteration 3F (118.726242 sec): 3 clusters Score: Raw -89112.537119 + Penalty 959.396352 = -88153.140766 nChanged 93 SP:Iteration 4Q (118.729795 sec): 3 clusters Score: Raw -89188.761651 + Penalty 970.111311 = -88218.650340 nChanged 69 SP:Iteration 5Q (118.733321 sec): 3 clusters Score: Raw -89261.285536 + Penalty 975.481228 = -88285.804308 nChanged 47 SP:Iteration 6Q (118.736758 sec): 3 clusters Score: Raw -89320.557657 + Penalty 969.372290 = -88351.185367 nChanged 27 SP:Iteration 7Q (118.740138 sec): 3 clusters Score: Raw -89355.516756 + Penalty 965.424867 = -88390.091889 nChanged 25 SP:Iteration 8Q (118.743418 sec): 3 clusters Score: Raw -89369.282294 + Penalty 966.629752 = -88402.652542 nChanged 18 SP:Iteration 9Q (118.746665 sec): 3 clusters Score: Raw -89377.424509 + Penalty 964.292393 = -88413.132116 nChanged 9 SP:Iteration 10F (118.750223 sec): 3 clusters Score: Raw -89385.501751 + Penalty 963.097490 = -88422.404261 nChanged 8 SP:Iteration 11Q (118.753451 sec): 3 clusters Score: Raw -89387.920823 + Penalty 960.598081 = -88427.322742 nChanged 4 SP:Iteration 12Q (118.756707 sec): 3 clusters Score: Raw -89390.085541 + Penalty 960.536726 = -88429.548815 nChanged 4 SP:Iteration 13Q (118.760009 sec): 3 clusters Score: Raw -89391.422522 + Penalty 958.762960 = -88432.659562 nChanged 5 SP:Iteration 14Q (118.763369 sec): 3 clusters Score: Raw -89392.970746 + Penalty 955.568002 = -88437.402744 nChanged 6 SP:Iteration 15Q (118.766632 sec): 3 clusters Score: Raw -89395.284333 + Penalty 954.696570 = -88440.587764 nChanged 4 SP:Iteration 16Q (118.769843 sec): 3 clusters Score: Raw -89396.285719 + Penalty 954.474943 = -88441.810776 nChanged 5 SP:Iteration 17Q (118.773042 sec): 3 clusters Score: Raw -89397.351495 + Penalty 954.474943 = -88442.876552 nChanged 0 SP:Iteration 18F (118.776610 sec): 3 clusters Score: Raw -89397.351495 + Penalty 954.474943 = -88442.876552 nChanged 0 Memory request: 0.01 GB would take us to total of 0.36 GB. Trying to split cluster 24 (1246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.783340 sec): 2 clusters Score: Raw -55977.410461 + Penalty 236.047343 = -55741.363118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.785854 sec): 3 clusters Score: Raw -55202.793265 + Penalty 474.546116 = -54728.247149 nChanged 527 SP:Iteration 1F (118.788342 sec): 3 clusters Score: Raw -55510.689897 + Penalty 481.964990 = -55028.724907 nChanged 178 SP:Iteration 2F (118.790845 sec): 3 clusters Score: Raw -55631.149758 + Penalty 492.485265 = -55138.664493 nChanged 113 SP:Iteration 3F (118.793348 sec): 3 clusters Score: Raw -55702.378694 + Penalty 502.574682 = -55199.804012 nChanged 72 SP:Iteration 4F (118.795860 sec): 3 clusters Score: Raw -55748.374480 + Penalty 515.005586 = -55233.368894 nChanged 61 SP:Iteration 5Q (118.798377 sec): 3 clusters Score: Raw -55790.625850 + Penalty 531.662355 = -55258.963495 nChanged 61 SP:Iteration 6Q (118.800905 sec): 3 clusters Score: Raw -55836.282560 + Penalty 550.268320 = -55286.014240 nChanged 55 SP:Iteration 7Q (118.803434 sec): 3 clusters Score: Raw -55883.114377 + Penalty 563.573100 = -55319.541278 nChanged 45 SP:Iteration 8Q (118.805949 sec): 3 clusters Score: Raw -55916.335226 + Penalty 571.243401 = -55345.091825 nChanged 40 SP:Iteration 9Q (118.808439 sec): 3 clusters Score: Raw -55945.112200 + Penalty 579.898542 = -55365.213658 nChanged 33 SP:Iteration 10F (118.811016 sec): 3 clusters Score: Raw -55967.855491 + Penalty 593.683061 = -55374.172429 nChanged 29 SP:Iteration 11Q (118.813470 sec): 3 clusters Score: Raw -55988.994691 + Penalty 601.483864 = -55387.510827 nChanged 17 SP:Iteration 12Q (118.815877 sec): 3 clusters Score: Raw -56003.196163 + Penalty 602.951045 = -55400.245118 nChanged 12 SP:Iteration 13Q (118.818228 sec): 3 clusters Score: Raw -56015.343587 + Penalty 604.459490 = -55410.884097 nChanged 6 SP:Iteration 14Q (118.820518 sec): 3 clusters Score: Raw -56019.316314 + Penalty 611.076813 = -55408.239501 nChanged 3 SP:Iteration 15F (118.823214 sec): 3 clusters Score: Raw -56022.508516 + Penalty 616.836930 = -55405.671586 nChanged 2 SP:Iteration 16F (118.825802 sec): 3 clusters Score: Raw -56024.659467 + Penalty 620.644397 = -55404.015071 nChanged 2 SP:Iteration 17F (118.828424 sec): 3 clusters Score: Raw -56028.500371 + Penalty 626.284111 = -55402.216260 nChanged 3 SP:Iteration 18F (118.831018 sec): 3 clusters Score: Raw -56032.108668 + Penalty 630.663086 = -55401.445583 nChanged 2 SP:Iteration 19F (118.833609 sec): 3 clusters Score: Raw -56034.176455 + Penalty 631.796535 = -55402.379921 nChanged 2 SP:Iteration 20F (118.836210 sec): 3 clusters Score: Raw -56034.840984 + Penalty 631.796535 = -55403.044450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 26 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.838716 sec): 2 clusters Score: Raw -13872.926064 + Penalty 469.362788 = -13403.563276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.839571 sec): 3 clusters Score: Raw -13770.549138 + Penalty 938.439937 = -12832.109202 nChanged 104 SP:Iteration 1F (118.840408 sec): 3 clusters Score: Raw -13887.959213 + Penalty 935.130036 = -12952.829177 nChanged 26 SP:Iteration 2F (118.841239 sec): 3 clusters Score: Raw -13919.873885 + Penalty 934.735025 = -12985.138860 nChanged 11 SP:Iteration 3Q (118.842049 sec): 3 clusters Score: Raw -13935.901082 + Penalty 936.704193 = -12999.196890 nChanged 9 SP:Iteration 4Q (118.842860 sec): 3 clusters Score: Raw -13950.713167 + Penalty 937.010149 = -13013.703017 nChanged 9 SP:Iteration 5Q (118.843666 sec): 3 clusters Score: Raw -13962.081586 + Penalty 942.147842 = -13019.933744 nChanged 7 SP:Iteration 6Q (118.844470 sec): 3 clusters Score: Raw -13969.277165 + Penalty 945.362437 = -13023.914728 nChanged 6 SP:Iteration 7Q (118.845272 sec): 3 clusters Score: Raw -13975.098882 + Penalty 948.358418 = -13026.740464 nChanged 5 SP:Iteration 8Q (118.846072 sec): 3 clusters Score: Raw -13982.652683 + Penalty 951.661334 = -13030.991350 nChanged 3 SP:Iteration 9Q (118.846873 sec): 3 clusters Score: Raw -13987.690894 + Penalty 951.661334 = -13036.029560 nChanged 0 SP:Iteration 10F (118.847726 sec): 3 clusters Score: Raw -13987.690894 + Penalty 951.661334 = -13036.029560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 27 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.848908 sec): 2 clusters Score: Raw -11519.027892 + Penalty 589.761005 = -10929.266888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.849598 sec): 3 clusters Score: Raw -11473.377775 + Penalty 1176.057493 = -10297.320282 nChanged 47 SP:Iteration 1F (118.850287 sec): 3 clusters Score: Raw -11528.052576 + Penalty 1174.701793 = -10353.350783 nChanged 13 SP:Iteration 2F (118.850972 sec): 3 clusters Score: Raw -11545.399192 + Penalty 1174.344813 = -10371.054379 nChanged 8 SP:Iteration 3Q (118.851652 sec): 3 clusters Score: Raw -11565.097627 + Penalty 1174.218712 = -10390.878915 nChanged 6 SP:Iteration 4Q (118.852327 sec): 3 clusters Score: Raw -11581.703771 + Penalty 1173.693521 = -10408.010250 nChanged 5 SP:Iteration 5Q (118.853014 sec): 3 clusters Score: Raw -11590.987749 + Penalty 1174.533204 = -10416.454545 nChanged 4 SP:Iteration 6Q (118.853660 sec): 3 clusters Score: Raw -11603.456336 + Penalty 1176.014874 = -10427.441461 nChanged 4 SP:Iteration 7Q (118.854324 sec): 3 clusters Score: Raw -11610.106039 + Penalty 1174.852377 = -10435.253662 nChanged 3 SP:Iteration 8Q (118.854963 sec): 3 clusters Score: Raw -11614.383249 + Penalty 1172.651224 = -10441.732025 nChanged 3 SP:Iteration 9Q (118.855620 sec): 3 clusters Score: Raw -11620.153516 + Penalty 1172.323241 = -10447.830276 nChanged 2 SP:Iteration 10F (118.856286 sec): 3 clusters Score: Raw -11620.749302 + Penalty 1170.065750 = -10450.683551 nChanged 1 SP:Iteration 11Q (118.856944 sec): 3 clusters Score: Raw -11621.019400 + Penalty 1170.065750 = -10450.953650 nChanged 0 SP:Iteration 12F (118.857631 sec): 3 clusters Score: Raw -11621.019400 + Penalty 1170.065750 = -10450.953650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 29 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.858706 sec): 2 clusters Score: Raw -7984.796717 + Penalty 603.717944 = -7381.078773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.859317 sec): 3 clusters Score: Raw -7984.156808 + Penalty 1207.435888 = -6776.720921 nChanged 36 SP:Iteration 1F (118.859923 sec): 3 clusters Score: Raw -8072.268807 + Penalty 1209.062546 = -6863.206261 nChanged 14 SP:Iteration 2F (118.860522 sec): 3 clusters Score: Raw -8111.026298 + Penalty 1209.661046 = -6901.365252 nChanged 6 SP:Iteration 3Q (118.861090 sec): 3 clusters Score: Raw -8133.836498 + Penalty 1209.235887 = -6924.600611 nChanged 5 SP:Iteration 4Q (118.861655 sec): 3 clusters Score: Raw -8156.053441 + Penalty 1210.070909 = -6945.982531 nChanged 5 SP:Iteration 5Q (118.862196 sec): 3 clusters Score: Raw -8169.543862 + Penalty 1211.475650 = -6958.068212 nChanged 2 SP:Iteration 6Q (118.862733 sec): 3 clusters Score: Raw -8179.324487 + Penalty 1214.785553 = -6964.538933 nChanged 3 SP:Iteration 7Q (118.863268 sec): 3 clusters Score: Raw -8194.567025 + Penalty 1218.038080 = -6976.528945 nChanged 7 SP:Iteration 8Q (118.863798 sec): 3 clusters Score: Raw -8227.698210 + Penalty 1214.581233 = -7013.116977 nChanged 6 SP:Iteration 9Q (118.864329 sec): 3 clusters Score: Raw -8247.567696 + Penalty 1212.129245 = -7035.438451 nChanged 3 SP:Iteration 10F (118.864920 sec): 3 clusters Score: Raw -8253.258006 + Penalty 1212.129245 = -7041.128760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 30 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.866609 sec): 2 clusters Score: Raw -20143.095829 + Penalty 811.683874 = -19331.411956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.867600 sec): 3 clusters Score: Raw -20061.133431 + Penalty 1625.370846 = -18435.762584 nChanged 87 SP:Iteration 1F (118.868592 sec): 3 clusters Score: Raw -20170.009611 + Penalty 1626.100824 = -18543.908787 nChanged 23 SP:Iteration 2F (118.869579 sec): 3 clusters Score: Raw -20198.558996 + Penalty 1626.023126 = -18572.535870 nChanged 7 SP:Iteration 3Q (118.870547 sec): 3 clusters Score: Raw -20206.121954 + Penalty 1625.760837 = -18580.361117 nChanged 2 SP:Iteration 4Q (118.871476 sec): 3 clusters Score: Raw -20207.125834 + Penalty 1625.760837 = -18581.364996 nChanged 0 SP:Iteration 5F (118.872422 sec): 3 clusters Score: Raw -20207.125834 + Penalty 1625.760837 = -18581.364996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 31 (422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.874121 sec): 2 clusters Score: Raw -14560.372695 + Penalty 916.758325 = -13643.614370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.875123 sec): 3 clusters Score: Raw -14524.634486 + Penalty 1832.750539 = -12691.883946 nChanged 89 SP:Iteration 1F (118.876110 sec): 3 clusters Score: Raw -14663.942611 + Penalty 1833.187442 = -12830.755169 nChanged 29 SP:Iteration 2F (118.877094 sec): 3 clusters Score: Raw -14716.843694 + Penalty 1833.314049 = -12883.529645 nChanged 16 SP:Iteration 3Q (118.878042 sec): 3 clusters Score: Raw -14740.918313 + Penalty 1833.336082 = -12907.582231 nChanged 5 SP:Iteration 4Q (118.878982 sec): 3 clusters Score: Raw -14752.047164 + Penalty 1833.336761 = -12918.710402 nChanged 2 SP:Iteration 5Q (118.879920 sec): 3 clusters Score: Raw -14754.484655 + Penalty 1833.368758 = -12921.115897 nChanged 2 SP:Iteration 6Q (118.880859 sec): 3 clusters Score: Raw -14755.621257 + Penalty 1833.368758 = -12922.252499 nChanged 0 SP:Iteration 7F (118.881841 sec): 3 clusters Score: Raw -14755.621257 + Penalty 1833.368758 = -12922.252499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 32 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.883901 sec): 2 clusters Score: Raw -24896.927964 + Penalty 445.466367 = -24451.461597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.885158 sec): 3 clusters Score: Raw -24626.611473 + Penalty 896.599362 = -23730.012111 nChanged 176 SP:Iteration 1F (118.886362 sec): 3 clusters Score: Raw -24766.102048 + Penalty 908.106890 = -23857.995159 nChanged 68 SP:Iteration 2F (118.887552 sec): 3 clusters Score: Raw -24828.795252 + Penalty 924.712006 = -23904.083245 nChanged 34 SP:Iteration 3F (118.888734 sec): 3 clusters Score: Raw -24859.803171 + Penalty 939.890068 = -23919.913102 nChanged 17 SP:Iteration 4Q (118.889916 sec): 3 clusters Score: Raw -24878.211193 + Penalty 953.775800 = -23924.435393 nChanged 17 SP:Iteration 5Q (118.891095 sec): 3 clusters Score: Raw -24899.053275 + Penalty 959.782430 = -23939.270844 nChanged 8 SP:Iteration 6Q (118.892260 sec): 3 clusters Score: Raw -24905.440880 + Penalty 960.069362 = -23945.371518 nChanged 2 SP:Iteration 7Q (118.893418 sec): 3 clusters Score: Raw -24906.779948 + Penalty 960.249506 = -23946.530442 nChanged 2 SP:Iteration 8Q (118.894575 sec): 3 clusters Score: Raw -24908.620692 + Penalty 961.396183 = -23947.224508 nChanged 1 SP:Iteration 9Q (118.895712 sec): 3 clusters Score: Raw -24909.082332 + Penalty 961.396183 = -23947.686149 nChanged 0 SP:Iteration 10F (118.896871 sec): 3 clusters Score: Raw -24909.082332 + Penalty 961.396183 = -23947.686149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 37 (513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.898958 sec): 2 clusters Score: Raw -21712.474366 + Penalty 474.665003 = -21237.809363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.900127 sec): 3 clusters Score: Raw -21502.069058 + Penalty 949.187538 = -20552.881521 nChanged 150 SP:Iteration 1F (118.901285 sec): 3 clusters Score: Raw -21608.398379 + Penalty 948.012878 = -20660.385501 nChanged 44 SP:Iteration 2F (118.902438 sec): 3 clusters Score: Raw -21645.867362 + Penalty 948.493606 = -20697.373756 nChanged 34 SP:Iteration 3F (118.903595 sec): 3 clusters Score: Raw -21673.608829 + Penalty 949.981221 = -20723.627608 nChanged 28 SP:Iteration 4F (118.904751 sec): 3 clusters Score: Raw -21694.581886 + Penalty 951.281213 = -20743.300673 nChanged 18 SP:Iteration 5Q (118.905893 sec): 3 clusters Score: Raw -21705.534459 + Penalty 952.192630 = -20753.341829 nChanged 13 SP:Iteration 6Q (118.907036 sec): 3 clusters Score: Raw -21713.120551 + Penalty 953.739336 = -20759.381214 nChanged 10 SP:Iteration 7Q (118.908178 sec): 3 clusters Score: Raw -21719.012286 + Penalty 955.784410 = -20763.227876 nChanged 12 SP:Iteration 8Q (118.909324 sec): 3 clusters Score: Raw -21726.099762 + Penalty 958.472510 = -20767.627252 nChanged 11 SP:Iteration 9Q (118.910475 sec): 3 clusters Score: Raw -21733.100675 + Penalty 960.886527 = -20772.214148 nChanged 10 SP:Iteration 10F (118.911644 sec): 3 clusters Score: Raw -21738.340275 + Penalty 964.881823 = -20773.458452 nChanged 8 SP:Iteration 11Q (118.912849 sec): 3 clusters Score: Raw -21745.034634 + Penalty 967.364060 = -20777.670574 nChanged 6 SP:Iteration 12Q (118.914138 sec): 3 clusters Score: Raw -21751.109608 + Penalty 971.087432 = -20780.022176 nChanged 7 SP:Iteration 13Q (118.915367 sec): 3 clusters Score: Raw -21759.563331 + Penalty 972.704143 = -20786.859189 nChanged 6 SP:Iteration 14Q (118.916578 sec): 3 clusters Score: Raw -21764.181979 + Penalty 973.752283 = -20790.429696 nChanged 5 SP:Iteration 15Q (118.917723 sec): 3 clusters Score: Raw -21766.636150 + Penalty 975.545492 = -20791.090657 nChanged 6 SP:Iteration 16Q (118.918879 sec): 3 clusters Score: Raw -21771.266219 + Penalty 974.470285 = -20796.795934 nChanged 3 SP:Iteration 17Q (118.920031 sec): 3 clusters Score: Raw -21779.040462 + Penalty 977.051030 = -20801.989432 nChanged 6 SP:Iteration 18Q (118.921187 sec): 3 clusters Score: Raw -21783.229114 + Penalty 981.630044 = -20801.599070 nChanged 7 SP:Iteration 19F (118.922370 sec): 3 clusters Score: Raw -21786.694797 + Penalty 983.396031 = -20803.298766 nChanged 3 SP:Iteration 20F (118.923580 sec): 3 clusters Score: Raw -21788.385997 + Penalty 985.089984 = -20803.296013 nChanged 4 SP:Iteration 21F (118.924761 sec): 3 clusters Score: Raw -21791.545275 + Penalty 988.832144 = -20802.713131 nChanged 5 SP:Iteration 22F (118.925944 sec): 3 clusters Score: Raw -21794.068329 + Penalty 988.960096 = -20805.108233 nChanged 5 SP:Iteration 23Q (118.927106 sec): 3 clusters Score: Raw -21797.693473 + Penalty 989.547014 = -20808.146459 nChanged 4 SP:Iteration 24Q (118.928268 sec): 3 clusters Score: Raw -21800.361295 + Penalty 992.578280 = -20807.783015 nChanged 2 SP:Iteration 25F (118.929453 sec): 3 clusters Score: Raw -21800.843848 + Penalty 992.578280 = -20808.265567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 42 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.930405 sec): 2 clusters Score: Raw -6321.463278 + Penalty 119.743563 = -6201.719716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.930928 sec): 3 clusters Score: Raw -6261.081940 + Penalty 239.487126 = -6021.594815 nChanged 54 SP:Iteration 1F (118.931456 sec): 3 clusters Score: Raw -6308.619234 + Penalty 239.487126 = -6069.132108 nChanged 10 SP:Iteration 2F (118.931968 sec): 3 clusters Score: Raw -6321.078792 + Penalty 239.179007 = -6081.899784 nChanged 8 SP:Iteration 3Q (118.932473 sec): 3 clusters Score: Raw -6328.277131 + Penalty 239.104023 = -6089.173108 nChanged 4 SP:Iteration 4Q (118.932975 sec): 3 clusters Score: Raw -6329.043185 + Penalty 238.905966 = -6090.137220 nChanged 1 SP:Iteration 5Q (118.933476 sec): 3 clusters Score: Raw -6329.525354 + Penalty 238.863102 = -6090.662252 nChanged 2 SP:Iteration 6Q (118.933976 sec): 3 clusters Score: Raw -6332.402967 + Penalty 239.043628 = -6093.359338 nChanged 1 SP:Iteration 7Q (118.934477 sec): 3 clusters Score: Raw -6333.173458 + Penalty 238.998938 = -6094.174520 nChanged 2 SP:Iteration 8Q (118.934977 sec): 3 clusters Score: Raw -6335.033070 + Penalty 238.422924 = -6096.610146 nChanged 7 SP:Iteration 9Q (118.935479 sec): 3 clusters Score: Raw -6343.254046 + Penalty 235.950038 = -6107.304008 nChanged 10 SP:Iteration 10F (118.935987 sec): 3 clusters Score: Raw -6366.653961 + Penalty 233.363732 = -6133.290229 nChanged 6 SP:Iteration 11Q (118.936482 sec): 3 clusters Score: Raw -6374.787261 + Penalty 232.253855 = -6142.533407 nChanged 5 SP:Iteration 12Q (118.936970 sec): 3 clusters Score: Raw -6383.478749 + Penalty 229.273552 = -6154.205196 nChanged 3 SP:Iteration 13Q (118.937467 sec): 3 clusters Score: Raw -6387.935755 + Penalty 228.871216 = -6159.064539 nChanged 2 SP:Iteration 14Q (118.937956 sec): 3 clusters Score: Raw -6392.223031 + Penalty 228.825747 = -6163.397284 nChanged 2 SP:Iteration 15Q (118.938445 sec): 3 clusters Score: Raw -6394.738107 + Penalty 228.905638 = -6165.832469 nChanged 1 SP:Iteration 16Q (118.938929 sec): 3 clusters Score: Raw -6398.468682 + Penalty 228.422197 = -6170.046485 nChanged 1 SP:Iteration 17Q (118.939409 sec): 3 clusters Score: Raw -6400.649935 + Penalty 228.422197 = -6172.227738 nChanged 0 SP:Iteration 18F (118.939925 sec): 3 clusters Score: Raw -6400.649935 + Penalty 228.422197 = -6172.227738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 46 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.940791 sec): 2 clusters Score: Raw -4254.647708 + Penalty 278.060980 = -3976.586728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.941265 sec): 3 clusters Score: Raw -4262.275093 + Penalty 581.379551 = -3680.895542 nChanged 35 SP:Iteration 1F (118.941744 sec): 3 clusters Score: Raw -4337.191088 + Penalty 588.143726 = -3749.047362 nChanged 6 SP:Iteration 2Q (118.942196 sec): 3 clusters Score: Raw -4354.688867 + Penalty 589.396599 = -3765.292268 nChanged 2 SP:Iteration 3Q (118.942645 sec): 3 clusters Score: Raw -4358.266173 + Penalty 592.671691 = -3765.594481 nChanged 1 SP:Iteration 4Q (118.943115 sec): 3 clusters Score: Raw -4360.048679 + Penalty 592.336804 = -3767.711875 nChanged 1 SP:Iteration 5Q (118.943565 sec): 3 clusters Score: Raw -4361.113844 + Penalty 593.257401 = -3767.856443 nChanged 1 SP:Iteration 6Q (118.944013 sec): 3 clusters Score: Raw -4361.675672 + Penalty 593.257401 = -3768.418271 nChanged 0 SP:Iteration 7F (118.944482 sec): 3 clusters Score: Raw -4361.675672 + Penalty 593.257401 = -3768.418271 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 49 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.946678 sec): 2 clusters Score: Raw -26294.010213 + Penalty 951.135805 = -25342.874408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.947994 sec): 3 clusters Score: Raw -26172.693016 + Penalty 1902.197854 = -24270.495162 nChanged 150 SP:Iteration 1F (118.949295 sec): 3 clusters Score: Raw -26323.509098 + Penalty 1902.493423 = -24421.015675 nChanged 44 SP:Iteration 2F (118.950591 sec): 3 clusters Score: Raw -26364.495803 + Penalty 1902.932571 = -24461.563232 nChanged 21 SP:Iteration 3Q (118.951854 sec): 3 clusters Score: Raw -26388.812385 + Penalty 1903.709021 = -24485.103364 nChanged 22 SP:Iteration 4Q (118.953108 sec): 3 clusters Score: Raw -26418.681812 + Penalty 1904.191435 = -24514.490377 nChanged 18 SP:Iteration 5Q (118.954378 sec): 3 clusters Score: Raw -26447.423409 + Penalty 1905.448566 = -24541.974843 nChanged 18 SP:Iteration 6Q (118.955620 sec): 3 clusters Score: Raw -26466.135915 + Penalty 1905.766845 = -24560.369070 nChanged 12 SP:Iteration 7Q (118.956861 sec): 3 clusters Score: Raw -26476.754998 + Penalty 1905.927601 = -24570.827397 nChanged 6 SP:Iteration 8Q (118.958103 sec): 3 clusters Score: Raw -26481.973208 + Penalty 1906.566366 = -24575.406842 nChanged 7 SP:Iteration 9Q (118.959331 sec): 3 clusters Score: Raw -26492.362798 + Penalty 1907.807343 = -24584.555456 nChanged 6 SP:Iteration 10F (118.960602 sec): 3 clusters Score: Raw -26501.454124 + Penalty 1907.928968 = -24593.525157 nChanged 6 SP:Iteration 11Q (118.961852 sec): 3 clusters Score: Raw -26509.853275 + Penalty 1907.787124 = -24602.066151 nChanged 8 SP:Iteration 12Q (118.963082 sec): 3 clusters Score: Raw -26524.051662 + Penalty 1907.493699 = -24616.557963 nChanged 6 SP:Iteration 13Q (118.964301 sec): 3 clusters Score: Raw -26532.219918 + Penalty 1908.146757 = -24624.073161 nChanged 7 SP:Iteration 14Q (118.965518 sec): 3 clusters Score: Raw -26549.548355 + Penalty 1907.017695 = -24642.530660 nChanged 10 SP:Iteration 15Q (118.966772 sec): 3 clusters Score: Raw -26566.118003 + Penalty 1905.585674 = -24660.532329 nChanged 10 SP:Iteration 16Q (118.968121 sec): 3 clusters Score: Raw -26576.839403 + Penalty 1905.517937 = -24671.321466 nChanged 6 SP:Iteration 17Q (118.969328 sec): 3 clusters Score: Raw -26584.694141 + Penalty 1906.299817 = -24678.394324 nChanged 5 SP:Iteration 18Q (118.970537 sec): 3 clusters Score: Raw -26591.619734 + Penalty 1905.323738 = -24686.295996 nChanged 4 SP:Iteration 19Q (118.971737 sec): 3 clusters Score: Raw -26599.769087 + Penalty 1905.390841 = -24694.378246 nChanged 3 SP:Iteration 20F (118.973000 sec): 3 clusters Score: Raw -26605.085580 + Penalty 1904.906781 = -24700.178799 nChanged 3 SP:Iteration 21Q (118.974222 sec): 3 clusters Score: Raw -26608.229194 + Penalty 1904.623165 = -24703.606029 nChanged 1 SP:Iteration 22Q (118.975424 sec): 3 clusters Score: Raw -26608.803611 + Penalty 1904.332644 = -24704.470968 nChanged 1 SP:Iteration 23Q (118.976626 sec): 3 clusters Score: Raw -26609.512229 + Penalty 1904.332644 = -24705.179585 nChanged 0 SP:Iteration 24F (118.977886 sec): 3 clusters Score: Raw -26609.512229 + Penalty 1904.332644 = -24705.179585 nChanged 0 Memory request: 0.01 GB would take us to total of 0.35 GB. Trying to split cluster 57 (728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.980627 sec): 2 clusters Score: Raw -33888.654457 + Penalty 821.666366 = -33066.988092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.982237 sec): 3 clusters Score: Raw -33581.098560 + Penalty 1646.171838 = -31934.926722 nChanged 203 SP:Iteration 1F (118.983776 sec): 3 clusters Score: Raw -33780.858257 + Penalty 1655.353394 = -32125.504862 nChanged 84 SP:Iteration 2F (118.985316 sec): 3 clusters Score: Raw -33892.146657 + Penalty 1663.336193 = -32228.810465 nChanged 50 SP:Iteration 3F (118.986858 sec): 3 clusters Score: Raw -33963.657073 + Penalty 1666.938288 = -32296.718785 nChanged 35 SP:Iteration 4Q (118.988372 sec): 3 clusters Score: Raw -34011.797835 + Penalty 1673.071818 = -32338.726017 nChanged 38 SP:Iteration 5F (118.989919 sec): 3 clusters Score: Raw -34071.944708 + Penalty 1680.484267 = -32391.460441 nChanged 27 SP:Iteration 6Q (118.991419 sec): 3 clusters Score: Raw -34109.190803 + Penalty 1686.273539 = -32422.917264 nChanged 16 SP:Iteration 7Q (118.992902 sec): 3 clusters Score: Raw -34132.746620 + Penalty 1687.386359 = -32445.360261 nChanged 20 SP:Iteration 8Q (118.994415 sec): 3 clusters Score: Raw -34152.573082 + Penalty 1689.366318 = -32463.206764 nChanged 13 SP:Iteration 9Q (118.995906 sec): 3 clusters Score: Raw -34173.434169 + Penalty 1692.072339 = -32481.361830 nChanged 12 SP:Iteration 10F (118.997475 sec): 3 clusters Score: Raw -34197.225832 + Penalty 1692.722549 = -32504.503283 nChanged 9 SP:Iteration 11Q (118.998921 sec): 3 clusters Score: Raw -34215.404421 + Penalty 1692.660401 = -32522.744020 nChanged 7 SP:Iteration 12Q (119.000395 sec): 3 clusters Score: Raw -34223.843134 + Penalty 1691.816192 = -32532.026942 nChanged 2 SP:Iteration 13Q (119.001842 sec): 3 clusters Score: Raw -34224.773188 + Penalty 1691.816192 = -32532.956996 nChanged 0 SP:Iteration 14F (119.003414 sec): 3 clusters Score: Raw -34224.773188 + Penalty 1691.816192 = -32532.956996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 62 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.004817 sec): 2 clusters Score: Raw -13625.963659 + Penalty 695.487957 = -12930.475701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.005600 sec): 3 clusters Score: Raw -13566.410723 + Penalty 1392.317162 = -12174.093561 nChanged 53 SP:Iteration 1F (119.006370 sec): 3 clusters Score: Raw -13632.915920 + Penalty 1392.518463 = -12240.397457 nChanged 17 SP:Iteration 2F (119.007139 sec): 3 clusters Score: Raw -13665.857086 + Penalty 1393.250616 = -12272.606470 nChanged 11 SP:Iteration 3Q (119.007891 sec): 3 clusters Score: Raw -13681.002957 + Penalty 1393.188124 = -12287.814832 nChanged 3 SP:Iteration 4Q (119.008637 sec): 3 clusters Score: Raw -13685.839652 + Penalty 1393.052476 = -12292.787176 nChanged 2 SP:Iteration 5Q (119.009353 sec): 3 clusters Score: Raw -13687.730145 + Penalty 1393.052476 = -12294.677669 nChanged 0 SP:Iteration 6F (119.010094 sec): 3 clusters Score: Raw -13687.730145 + Penalty 1393.052476 = -12294.677669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 66 (509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.012097 sec): 2 clusters Score: Raw -17451.884609 + Penalty 598.519511 = -16853.365098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.013262 sec): 3 clusters Score: Raw -17318.004395 + Penalty 1201.653295 = -16116.351100 nChanged 137 SP:Iteration 1F (119.014406 sec): 3 clusters Score: Raw -17505.231904 + Penalty 1199.295122 = -16305.936782 nChanged 37 SP:Iteration 2F (119.015550 sec): 3 clusters Score: Raw -17556.213425 + Penalty 1197.990211 = -16358.223214 nChanged 15 SP:Iteration 3Q (119.016657 sec): 3 clusters Score: Raw -17581.959858 + Penalty 1197.300015 = -16384.659842 nChanged 14 SP:Iteration 4Q (119.017758 sec): 3 clusters Score: Raw -17603.483304 + Penalty 1197.079767 = -16406.403537 nChanged 9 SP:Iteration 5Q (119.018857 sec): 3 clusters Score: Raw -17610.812523 + Penalty 1196.522573 = -16414.289950 nChanged 8 SP:Iteration 6Q (119.019957 sec): 3 clusters Score: Raw -17628.301257 + Penalty 1196.557132 = -16431.744125 nChanged 7 SP:Iteration 7Q (119.021091 sec): 3 clusters Score: Raw -17638.433755 + Penalty 1196.619311 = -16441.814444 nChanged 8 SP:Iteration 8Q (119.022186 sec): 3 clusters Score: Raw -17648.122669 + Penalty 1196.673825 = -16451.448844 nChanged 6 SP:Iteration 9Q (119.023277 sec): 3 clusters Score: Raw -17655.974976 + Penalty 1196.655391 = -16459.319585 nChanged 5 SP:Iteration 10F (119.024426 sec): 3 clusters Score: Raw -17659.593783 + Penalty 1196.811816 = -16462.781967 nChanged 1 SP:Iteration 11Q (119.025502 sec): 3 clusters Score: Raw -17660.110186 + Penalty 1196.904905 = -16463.205282 nChanged 1 SP:Iteration 12Q (119.026580 sec): 3 clusters Score: Raw -17660.617886 + Penalty 1197.039430 = -16463.578456 nChanged 2 SP:Iteration 13Q (119.027674 sec): 3 clusters Score: Raw -17664.419939 + Penalty 1197.861142 = -16466.558797 nChanged 7 SP:Iteration 14Q (119.028765 sec): 3 clusters Score: Raw -17670.117878 + Penalty 1198.087933 = -16472.029946 nChanged 2 SP:Iteration 15Q (119.029856 sec): 3 clusters Score: Raw -17672.925956 + Penalty 1198.021771 = -16474.904185 nChanged 2 SP:Iteration 16Q (119.030945 sec): 3 clusters Score: Raw -17674.573416 + Penalty 1197.923257 = -16476.650159 nChanged 1 SP:Iteration 17Q (119.032035 sec): 3 clusters Score: Raw -17675.542118 + Penalty 1198.366321 = -16477.175797 nChanged 2 SP:Iteration 18Q (119.033125 sec): 3 clusters Score: Raw -17681.683767 + Penalty 1198.801503 = -16482.882264 nChanged 4 SP:Iteration 19Q (119.034210 sec): 3 clusters Score: Raw -17688.823871 + Penalty 1199.026904 = -16489.796967 nChanged 5 SP:Iteration 20F (119.035362 sec): 3 clusters Score: Raw -17699.677619 + Penalty 1199.574767 = -16500.102852 nChanged 6 SP:Iteration 21Q (119.036445 sec): 3 clusters Score: Raw -17710.989959 + Penalty 1199.663863 = -16511.326096 nChanged 3 SP:Iteration 22Q (119.037524 sec): 3 clusters Score: Raw -17720.315139 + Penalty 1200.475526 = -16519.839613 nChanged 6 SP:Iteration 23Q (119.038602 sec): 3 clusters Score: Raw -17726.398253 + Penalty 1200.897683 = -16525.500570 nChanged 2 SP:Iteration 24Q (119.039676 sec): 3 clusters Score: Raw -17731.477950 + Penalty 1200.710931 = -16530.767019 nChanged 1 SP:Iteration 25Q (119.040751 sec): 3 clusters Score: Raw -17731.940732 + Penalty 1200.710931 = -16531.229801 nChanged 0 SP:Iteration 26F (119.041905 sec): 3 clusters Score: Raw -17731.940732 + Penalty 1200.710931 = -16531.229801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 75 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.042798 sec): 2 clusters Score: Raw -5917.164485 + Penalty 263.267204 = -5653.897282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.043281 sec): 3 clusters Score: Raw -5879.371133 + Penalty 567.704150 = -5311.666982 nChanged 42 SP:Iteration 1F (119.043762 sec): 3 clusters Score: Raw -5936.897062 + Penalty 624.740431 = -5312.156632 nChanged 11 SP:Iteration 2F (119.044243 sec): 3 clusters Score: Raw -5969.957718 + Penalty 650.484744 = -5319.472974 nChanged 3 SP:Iteration 3Q (119.044696 sec): 3 clusters Score: Raw -5981.338006 + Penalty 650.364718 = -5330.973288 nChanged 3 SP:Iteration 4Q (119.045141 sec): 3 clusters Score: Raw -5989.887049 + Penalty 649.847665 = -5340.039385 nChanged 2 SP:Iteration 5Q (119.045584 sec): 3 clusters Score: Raw -5993.892866 + Penalty 658.326085 = -5335.566781 nChanged 1 SP:Iteration 6F (119.046065 sec): 3 clusters Score: Raw -6001.805378 + Penalty 658.326085 = -5343.479293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.35 GB. Trying to split cluster 90 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.047319 sec): 2 clusters Score: Raw -13134.427287 + Penalty 879.302688 = -12255.124599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.048035 sec): 3 clusters Score: Raw -13139.520082 + Penalty 1757.383434 = -11382.136648 nChanged 40 SP:Iteration 1F (119.048738 sec): 3 clusters Score: Raw -13227.356206 + Penalty 1757.518686 = -11469.837520 nChanged 15 SP:Iteration 2F (119.049458 sec): 3 clusters Score: Raw -13268.090289 + Penalty 1756.707850 = -11511.382439 nChanged 8 SP:Iteration 3Q (119.050136 sec): 3 clusters Score: Raw -13292.285769 + Penalty 1756.499924 = -11535.785844 nChanged 4 SP:Iteration 4Q (119.050803 sec): 3 clusters Score: Raw -13307.047075 + Penalty 1757.186785 = -11549.860290 nChanged 3 SP:Iteration 5Q (119.051465 sec): 3 clusters Score: Raw -13314.796008 + Penalty 1756.716450 = -11558.079558 nChanged 2 SP:Iteration 6Q (119.052123 sec): 3 clusters Score: Raw -13317.560432 + Penalty 1756.506333 = -11561.054099 nChanged 1 SP:Iteration 7Q (119.052783 sec): 3 clusters Score: Raw -13317.790241 + Penalty 1756.506333 = -11561.283908 nChanged 0 SP:Iteration 8F (119.053483 sec): 3 clusters Score: Raw -13317.790241 + Penalty 1756.506333 = -11561.283908 nChanged 0 Time taken for this iteration:118.013591 seconds. 300->32 Clusters: Score -1513352.177188, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 236 (time per iteration =504.637886 ms) Total iterations: 2820 (time per iteration =42.232107 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 7901203750.000000 (time per metric unit =15.072962ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 197530093750.000000 (time per metric unit=602.918465ps) That took 119.094541 seconds.